Initialized distributed mode... cfg: {'task': 'detection', '_model': None, '_postprocessor': None, '_criterion': None, '_optimizer': None, '_lr_scheduler': None, '_lr_warmup_scheduler': None, '_train_dataloader': None, '_val_dataloader': None, '_ema': None, '_scaler': None, '_train_dataset': None, '_val_dataset': None, '_collate_fn': None, '_evaluator': None, '_writer': None, 'num_workers': 0, 'batch_size': None, '_train_batch_size': None, '_val_batch_size': None, '_train_shuffle': None, '_val_shuffle': None, 'resume': None, 'tuning': None, 'epoches': 80, 'last_epoch': -1, 'use_amp': True, 'use_ema': True, 'ema_decay': 0.9999, 'ema_warmups': 1000, 'sync_bn': True, 'clip_max_norm': 0.1, 'find_unused_parameters': False, 'seed': 0, 'print_freq': 100, 'checkpoint_freq': 12, 'output_dir': '/output', 'summary_dir': None, 'device': '', 'yaml_cfg': {'task': 'detection', 'evaluator': {'type': 'CocoEvaluator', 'iou_types': ['bbox']}, 'num_classes': 80, 'remap_mscoco_category': True, 'train_dataloader': {'type': 'DataLoader', 'dataset': {'type': 'CocoDetection', 'img_folder': '/data/MSCOCO/2017/train2017/', 'ann_file': '/data/MSCOCO/2017//annotations/instances_train2017.json', 'return_masks': False, 'transforms': {'type': 'Compose', 'ops': [{'type': 'RandomPhotometricDistort', 'p': 0.5}, {'type': 'RandomZoomOut', 'fill': 0}, {'type': 'RandomIoUCrop', 'p': 0.8}, {'type': 'SanitizeBoundingBoxes', 'min_size': 1}, {'type': 'RandomHorizontalFlip'}, {'type': 'Resize', 'size': [640, 640]}, {'type': 'SanitizeBoundingBoxes', 'min_size': 1}, {'type': 'ConvertPILImage', 'dtype': 'float32', 'scale': True}, {'type': 'ConvertBoxes', 'fmt': 'cxcywh', 'normalize': True}], 'policy': {'name': 'stop_epoch', 'epoch': 72, 'ops': ['RandomPhotometricDistort', 'RandomZoomOut', 'RandomIoUCrop']}}}, 'shuffle': True, 'num_workers': 4, 'drop_last': True, 'collate_fn': {'type': 'BatchImageCollateFuncion', 'scales': [480, 512, 544, 576, 608, 672, 704, 736, 768, 800], 'stop_epoch': 72, 'ema_restart_decay': 0.9999, 'scale_ori_repeat': 4}, 'total_batch_size': 32}, 'val_dataloader': {'type': 'DataLoader', 'dataset': {'type': 'CocoDetection', 'img_folder': '/data/MSCOCO/2017/val2017/', 'ann_file': '/data/MSCOCO/2017/annotations/instances_val2017.json', 'return_masks': False, 'transforms': {'type': 'Compose', 'ops': [{'type': 'Resize', 'size': [640, 640]}, {'type': 'ConvertPILImage', 'dtype': 'float32', 'scale': True}]}}, 'shuffle': False, 'num_workers': 4, 'drop_last': False, 'collate_fn': {'type': 'BatchImageCollateFuncion'}, 'total_batch_size': 64}, 'print_freq': 100, 'output_dir': '/output', 'checkpoint_freq': 12, 'sync_bn': True, 'find_unused_parameters': False, 'use_amp': True, 'scaler': {'type': 'GradScaler', 'enabled': True}, 'use_ema': True, 'ema': {'type': 'ModelEMA', 'decay': 0.9999, 'warmups': 1000, 'start': 0}, 'epoches': 80, 'clip_max_norm': 0.1, 'optimizer': {'type': 'AdamW', 'params': [{'params': '^(?=.*backbone)(?!.*norm|bn).*$', 'lr': 1.25e-05}, {'params': '^(?=.*(?:encoder|decoder))(?=.*(?:norm|bn)).*$', 'weight_decay': 0.0}], 'lr': 0.00025, 'betas': [0.9, 0.999], 'weight_decay': 0.000125}, 'lr_scheduler': {'type': 'MultiStepLR', 'milestones': [500], 'gamma': 0.1}, 'lr_warmup_scheduler': {'type': 'LinearWarmup', 'warmup_duration': 500}, 'model': 'DFINE', 'criterion': 'DFINECriterion', 'postprocessor': 'DFINEPostProcessor', 'use_focal_loss': True, 'eval_spatial_size': [640, 640], 'DFINE': {'backbone': 'HGNetv2', 'encoder': 'HybridEncoder', 'decoder': 'DFINETransformer'}, 'HGNetv2': {'pretrained': True, 'local_model_dir': 'weight/hgnetv2/', 'name': 'B4', 'return_idx': [1, 2, 3], 'freeze_stem_only': True, 'freeze_at': 0, 'freeze_norm': True}, 'HybridEncoder': {'in_channels': [512, 1024, 2048], 'feat_strides': [8, 16, 32], 'hidden_dim': 256, 'use_encoder_idx': [2], 'num_encoder_layers': 1, 'nhead': 8, 'dim_feedforward': 1024, 'dropout': 0.0, 'enc_act': 'gelu', 'expansion': 1.0, 'depth_mult': 1, 'act': 'silu'}, 'DFINETransformer': {'feat_channels': [256, 256, 256], 'feat_strides': [8, 16, 32], 'hidden_dim': 256, 'num_levels': 3, 'num_layers': 6, 'eval_idx': -1, 'num_queries': 300, 'num_denoising': 100, 'label_noise_ratio': 0.5, 'box_noise_scale': 1.0, 'reg_max': 32, 'reg_scale': 4, 'layer_scale': 1, 'num_points': [3, 6, 3], 'cross_attn_method': 'default', 'query_select_method': 'default'}, 'DFINEPostProcessor': {'num_top_queries': 300}, 'DFINECriterion': {'weight_dict': {'loss_vfl': 1, 'loss_bbox': 5, 'loss_giou': 2, 'loss_fgl': 0.15, 'loss_ddf': 1.5}, 'losses': ['vfl', 'boxes', 'local'], 'alpha': 0.75, 'gamma': 2.0, 'reg_max': 32, 'end_epoch': 72, 'matcher': {'type': 'HungarianMatcher', 'weight_dict': {'cost_class': 2, 'cost_bbox': 5, 'cost_giou': 2}, 'alpha': 0.25, 'gamma': 2.0}}, '__include__': ['../dataset/coco_detection.yml', '../runtime.yml', './include/dataloader.yml', './include/optimizer.yml', './include/dfine_hgnetv2.yml'], 'config': '/code/D-FINE-master/configs/dfine/dfine_hgnetv2_l_coco.yml', 'seed': 0, 'test_only': False, 'print_method': 'builtin', 'print_rank': 0}} Loaded stage1 B4 HGNetV2 from local file. Initial lr: [1.25e-05, 0.00025, 0.00025] building train_dataloader with batch_size=8... loading annotations into memory... Done (t=9.80s) creating index... index created! building val_dataloader with batch_size=16... loading annotations into memory... Done (t=0.42s) creating index... index created! ------------------------------------- Calculate Flops Results ------------------------------------- Notations: number of parameters (Params), number of multiply-accumulate operations(MACs), number of floating-point operations (FLOPs), floating-point operations per second (FLOPS), fwd FLOPs (model forward propagation FLOPs), bwd FLOPs (model backward propagation FLOPs), default model backpropagation takes 2.00 times as much computation as forward propagation. Total Training Params: 30.7 M fwd MACs: 45.4509 GMACs fwd FLOPs: 91.0344 GFLOPS fwd+bwd MACs: 136.353 GMACs fwd+bwd FLOPs: 273.103 GFLOPS -------------------------------- Detailed Calculated FLOPs Results -------------------------------- Each module caculated is listed after its name in the following order: params, percentage of total params, MACs, percentage of total MACs, FLOPS, percentage of total FLOPs Note: 1. A module can have torch.nn.module or torch.nn.functional to compute logits (e.g. CrossEntropyLoss). They are not counted as submodules in calflops and not to be printed out. However they make up the difference between a parent's MACs and the sum of its submodules'. 2. Number of floating-point operations is a theoretical estimation, thus FLOPS computed using that could be larger than the maximum system throughput. DFINE( 30.7 M = 100% Params, 45.45 GMACs = 100% MACs, 91.03 GFLOPS = 100% FLOPs (backbone): HGNetv2( 13.48 M = 43.9188% Params, 22.27 GMACs = 48.9949% MACs, 44.59 GFLOPS = 48.9779% FLOPs (stem): StemBlock( 0 = 0% Params, 1.02 GMACs = 2.2422% MACs, 2.05 GFLOPS = 2.2538% FLOPs (stem1): ConvBNAct( 0 = 0% Params, 88.47 MMACs = 0.1947% MACs, 180.22 MFLOPS = 0.198% FLOPs (conv): Conv2d(0 = 0% Params, 88.47 MMACs = 0.1947% MACs, 176.95 MFLOPS = 0.1944% FLOPs, 3, 32, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 32, eps=1e-05) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 3.28 MFLOPS = 0.0036% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (stem2a): ConvBNAct( 0 = 0% Params, 209.72 MMACs = 0.4614% MACs, 421.07 MFLOPS = 0.4625% FLOPs (conv): Conv2d(0 = 0% Params, 209.72 MMACs = 0.4614% MACs, 419.43 MFLOPS = 0.4607% FLOPs, 32, 16, kernel_size=(2, 2), stride=(1, 1), bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 16, eps=1e-05) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 1.64 MFLOPS = 0.0018% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (stem2b): ConvBNAct( 0 = 0% Params, 209.72 MMACs = 0.4614% MACs, 422.71 MFLOPS = 0.4643% FLOPs (conv): Conv2d(0 = 0% Params, 209.72 MMACs = 0.4614% MACs, 419.43 MFLOPS = 0.4607% FLOPs, 16, 32, kernel_size=(2, 2), stride=(1, 1), bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 32, eps=1e-05) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 3.28 MFLOPS = 0.0036% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (stem3): ConvBNAct( 0 = 0% Params, 471.86 MMACs = 1.0382% MACs, 944.54 MFLOPS = 1.0376% FLOPs (conv): Conv2d(0 = 0% Params, 471.86 MMACs = 1.0382% MACs, 943.72 MFLOPS = 1.0367% FLOPs, 64, 32, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 32, eps=1e-05) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 819.2 KFLOPS = 0.0009% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (stem4): ConvBNAct( 0 = 0% Params, 39.32 MMACs = 0.0865% MACs, 79.87 MFLOPS = 0.0877% FLOPs (conv): Conv2d(0 = 0% Params, 39.32 MMACs = 0.0865% MACs, 78.64 MFLOPS = 0.0864% FLOPs, 32, 48, kernel_size=(1, 1), stride=(1, 1), bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 48, eps=1e-05) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 1.23 MFLOPS = 0.0013% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (pool): MaxPool2d(0 = 0% Params, 0 MACs = 0% MACs, 3.3 MFLOPS = 0.0036% FLOPs, kernel_size=2, stride=1, padding=0, dilation=1, ceil_mode=True) ) (stages): ModuleList( (0): HG_Stage( 154.11 K = 0.502% Params, 3.95 GMACs = 8.6803% MACs, 7.9 GFLOPS = 8.6811% FLOPs (downsample): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) (blocks): Sequential( 154.11 K = 0.502% Params, 3.95 GMACs = 8.6803% MACs, 7.9 GFLOPS = 8.6811% FLOPs (0): HG_Block( 154.11 K = 0.502% Params, 3.95 GMACs = 8.6803% MACs, 7.9 GFLOPS = 8.6811% FLOPs (layers): ModuleList( (0-5): 6 x ConvBNAct( 20.74 K = 0.0675% Params, 530.84 MMACs = 1.1679% MACs, 1.06 GFLOPS = 1.1676% FLOPs (conv): Conv2d(20.74 K = 0.0675% Params, 530.84 MMACs = 1.1679% MACs, 1.06 GFLOPS = 1.1662% FLOPs, 48, 48, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 48, eps=1e-05) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 1.23 MFLOPS = 0.0013% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) ) (aggregation): Sequential( 29.7 K = 0.0967% Params, 760.22 MMACs = 1.6726% MACs, 1.53 GFLOPS = 1.6756% FLOPs (0): ConvBNAct( 21.5 K = 0.07% Params, 550.5 MMACs = 1.2112% MACs, 1.1 GFLOPS = 1.2112% FLOPs (conv): Conv2d(21.5 K = 0.07% Params, 550.5 MMACs = 1.2112% MACs, 1.1 GFLOPS = 1.2094% FLOPs, 336, 64, kernel_size=(1, 1), stride=(1, 1), bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 64, eps=1e-05) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 1.64 MFLOPS = 0.0018% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (1): ConvBNAct( 8.19 K = 0.0267% Params, 209.72 MMACs = 0.4614% MACs, 422.71 MFLOPS = 0.4643% FLOPs (conv): Conv2d(8.19 K = 0.0267% Params, 209.72 MMACs = 0.4614% MACs, 419.43 MFLOPS = 0.4607% FLOPs, 64, 128, kernel_size=(1, 1), stride=(1, 1), bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 128, eps=1e-05) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 3.28 MFLOPS = 0.0036% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) ) (drop_path): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) ) ) (1): HG_Stage( 837.76 K = 2.7289% Params, 5.36 GMACs = 11.7966% MACs, 10.73 GFLOPS = 11.7889% FLOPs (downsample): ConvBNAct( 1.15 K = 0.0038% Params, 7.37 MMACs = 0.0162% MACs, 14.75 MFLOPS = 0.0162% FLOPs (conv): Conv2d(1.15 K = 0.0038% Params, 7.37 MMACs = 0.0162% MACs, 14.75 MFLOPS = 0.0162% FLOPs, 128, 128, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), groups=128, bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 128, eps=1e-05) (act): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (blocks): Sequential( 836.61 K = 2.7252% Params, 5.35 GMACs = 11.7804% MACs, 10.72 GFLOPS = 11.7727% FLOPs (0): HG_Block( 836.61 K = 2.7252% Params, 5.35 GMACs = 11.7804% MACs, 10.72 GFLOPS = 11.7727% FLOPs (layers): ModuleList( (0): ConvBNAct( 110.59 K = 0.3602% Params, 707.79 MMACs = 1.5573% MACs, 1.42 GFLOPS = 1.5557% FLOPs (conv): Conv2d(110.59 K = 0.3602% Params, 707.79 MMACs = 1.5573% MACs, 1.42 GFLOPS = 1.555% FLOPs, 128, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 96, eps=1e-05) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 614.4 KFLOPS = 0.0007% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (1-5): 5 x ConvBNAct( 82.94 K = 0.2702% Params, 530.84 MMACs = 1.1679% MACs, 1.06 GFLOPS = 1.1669% FLOPs (conv): Conv2d(82.94 K = 0.2702% Params, 530.84 MMACs = 1.1679% MACs, 1.06 GFLOPS = 1.1662% FLOPs, 96, 96, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1), bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 96, eps=1e-05) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 614.4 KFLOPS = 0.0007% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) ) (aggregation): Sequential( 311.3 K = 1.014% Params, 1.99 GMACs = 4.3834% MACs, 3.99 GFLOPS = 4.3824% FLOPs (0): ConvBNAct( 180.22 K = 0.5871% Params, 1.15 GMACs = 2.5378% MACs, 2.31 GFLOPS = 2.5359% FLOPs (conv): Conv2d(180.22 K = 0.5871% Params, 1.15 GMACs = 2.5378% MACs, 2.31 GFLOPS = 2.5341% FLOPs, 704, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 256, eps=1e-05) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 1.64 MFLOPS = 0.0018% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (1): ConvBNAct( 131.07 K = 0.427% Params, 838.86 MMACs = 1.8456% MACs, 1.68 GFLOPS = 1.8466% FLOPs (conv): Conv2d(131.07 K = 0.427% Params, 838.86 MMACs = 1.8456% MACs, 1.68 GFLOPS = 1.843% FLOPs, 256, 512, kernel_size=(1, 1), stride=(1, 1), bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 512, eps=1e-05) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 3.28 MFLOPS = 0.0036% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) ) (drop_path): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) ) ) (2): HG_Stage( 5.79 M = 18.8556% Params, 9.26 GMACs = 20.3773% MACs, 18.54 GFLOPS = 20.3618% FLOPs (downsample): ConvBNAct( 4.61 K = 0.015% Params, 7.37 MMACs = 0.0162% MACs, 14.75 MFLOPS = 0.0162% FLOPs (conv): Conv2d(4.61 K = 0.015% Params, 7.37 MMACs = 0.0162% MACs, 14.75 MFLOPS = 0.0162% FLOPs, 512, 512, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), groups=512, bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 512, eps=1e-05) (act): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (blocks): Sequential( 5.78 M = 18.8406% Params, 9.25 GMACs = 20.3611% MACs, 18.52 GFLOPS = 20.3456% FLOPs (0): HG_Block( 1.69 M = 5.4975% Params, 2.7 GMACs = 5.9411% MACs, 5.4 GFLOPS = 5.9372% FLOPs (layers): ModuleList( (0): LightConvBNAct( 103.1 K = 0.3359% Params, 164.97 MMACs = 0.363% MACs, 330.24 MFLOPS = 0.3628% FLOPs (conv1): ConvBNAct( 98.3 K = 0.3202% Params, 157.29 MMACs = 0.3461% MACs, 314.57 MFLOPS = 0.3456% FLOPs (conv): Conv2d(98.3 K = 0.3202% Params, 157.29 MMACs = 0.3461% MACs, 314.57 MFLOPS = 0.3456% FLOPs, 512, 192, kernel_size=(1, 1), stride=(1, 1), bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 192, eps=1e-05) (act): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (conv2): ConvBNAct( 4.8 K = 0.0156% Params, 7.68 MMACs = 0.0169% MACs, 15.67 MFLOPS = 0.0172% FLOPs (conv): Conv2d(4.8 K = 0.0156% Params, 7.68 MMACs = 0.0169% MACs, 15.36 MFLOPS = 0.0169% FLOPs, 192, 192, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=192, bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 192, eps=1e-05) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 307.2 KFLOPS = 0.0003% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) ) (1-5): 5 x LightConvBNAct( 41.66 K = 0.1357% Params, 66.66 MMACs = 0.1467% MACs, 133.63 MFLOPS = 0.1468% FLOPs (conv1): ConvBNAct( 36.86 K = 0.1201% Params, 58.98 MMACs = 0.1298% MACs, 117.96 MFLOPS = 0.1296% FLOPs (conv): Conv2d(36.86 K = 0.1201% Params, 58.98 MMACs = 0.1298% MACs, 117.96 MFLOPS = 0.1296% FLOPs, 192, 192, kernel_size=(1, 1), stride=(1, 1), bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 192, eps=1e-05) (act): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (conv2): ConvBNAct( 4.8 K = 0.0156% Params, 7.68 MMACs = 0.0169% MACs, 15.67 MFLOPS = 0.0172% FLOPs (conv): Conv2d(4.8 K = 0.0156% Params, 7.68 MMACs = 0.0169% MACs, 15.36 MFLOPS = 0.0169% FLOPs, 192, 192, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=192, bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 192, eps=1e-05) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 307.2 KFLOPS = 0.0003% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) ) ) (aggregation): Sequential( 1.38 M = 4.483% Params, 2.2 GMACs = 4.8448% MACs, 4.41 GFLOPS = 4.8405% FLOPs (0): ConvBNAct( 851.97 K = 2.7752% Params, 1.36 GMACs = 2.9992% MACs, 2.73 GFLOPS = 2.9957% FLOPs (conv): Conv2d(851.97 K = 2.7752% Params, 1.36 GMACs = 2.9992% MACs, 2.73 GFLOPS = 2.9948% FLOPs, 1664, 512, kernel_size=(1, 1), stride=(1, 1), bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 512, eps=1e-05) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 819.2 KFLOPS = 0.0009% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (1): ConvBNAct( 524.29 K = 1.7078% Params, 838.86 MMACs = 1.8456% MACs, 1.68 GFLOPS = 1.8448% FLOPs (conv): Conv2d(524.29 K = 1.7078% Params, 838.86 MMACs = 1.8456% MACs, 1.68 GFLOPS = 1.843% FLOPs, 512, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 1024, eps=1e-05) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 1.64 MFLOPS = 0.0018% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) ) (drop_path): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (1): HG_Block( 2.05 M = 6.6716% Params, 3.28 GMACs = 7.21% MACs, 6.56 GFLOPS = 7.2042% FLOPs (layers): ModuleList( (0): LightConvBNAct( 201.41 K = 0.6561% Params, 322.25 MMACs = 0.709% MACs, 644.81 MFLOPS = 0.7083% FLOPs (conv1): ConvBNAct( 196.61 K = 0.6404% Params, 314.57 MMACs = 0.6921% MACs, 629.15 MFLOPS = 0.6911% FLOPs (conv): Conv2d(196.61 K = 0.6404% Params, 314.57 MMACs = 0.6921% MACs, 629.15 MFLOPS = 0.6911% FLOPs, 1024, 192, kernel_size=(1, 1), stride=(1, 1), bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 192, eps=1e-05) (act): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (conv2): ConvBNAct( 4.8 K = 0.0156% Params, 7.68 MMACs = 0.0169% MACs, 15.67 MFLOPS = 0.0172% FLOPs (conv): Conv2d(4.8 K = 0.0156% Params, 7.68 MMACs = 0.0169% MACs, 15.36 MFLOPS = 0.0169% FLOPs, 192, 192, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=192, bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 192, eps=1e-05) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 307.2 KFLOPS = 0.0003% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) ) (1-5): 5 x LightConvBNAct( 41.66 K = 0.1357% Params, 66.66 MMACs = 0.1467% MACs, 133.63 MFLOPS = 0.1468% FLOPs (conv1): ConvBNAct( 36.86 K = 0.1201% Params, 58.98 MMACs = 0.1298% MACs, 117.96 MFLOPS = 0.1296% FLOPs (conv): Conv2d(36.86 K = 0.1201% Params, 58.98 MMACs = 0.1298% MACs, 117.96 MFLOPS = 0.1296% FLOPs, 192, 192, kernel_size=(1, 1), stride=(1, 1), bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 192, eps=1e-05) (act): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (conv2): ConvBNAct( 4.8 K = 0.0156% Params, 7.68 MMACs = 0.0169% MACs, 15.67 MFLOPS = 0.0172% FLOPs (conv): Conv2d(4.8 K = 0.0156% Params, 7.68 MMACs = 0.0169% MACs, 15.36 MFLOPS = 0.0169% FLOPs, 192, 192, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=192, bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 192, eps=1e-05) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 307.2 KFLOPS = 0.0003% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) ) ) (aggregation): Sequential( 1.64 M = 5.3369% Params, 2.62 GMACs = 5.7676% MACs, 5.25 GFLOPS = 5.7619% FLOPs (0): ConvBNAct( 1.11 M = 3.6291% Params, 1.78 GMACs = 3.922% MACs, 3.57 GFLOPS = 3.9172% FLOPs (conv): Conv2d(1.11 M = 3.6291% Params, 1.78 GMACs = 3.922% MACs, 3.57 GFLOPS = 3.9163% FLOPs, 2176, 512, kernel_size=(1, 1), stride=(1, 1), bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 512, eps=1e-05) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 819.2 KFLOPS = 0.0009% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (1): ConvBNAct( 524.29 K = 1.7078% Params, 838.86 MMACs = 1.8456% MACs, 1.68 GFLOPS = 1.8448% FLOPs (conv): Conv2d(524.29 K = 1.7078% Params, 838.86 MMACs = 1.8456% MACs, 1.68 GFLOPS = 1.843% FLOPs, 512, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 1024, eps=1e-05) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 1.64 MFLOPS = 0.0018% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) ) (drop_path): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (2): HG_Block( 2.05 M = 6.6716% Params, 3.28 GMACs = 7.21% MACs, 6.56 GFLOPS = 7.2042% FLOPs (layers): ModuleList( (0): LightConvBNAct( 201.41 K = 0.6561% Params, 322.25 MMACs = 0.709% MACs, 644.81 MFLOPS = 0.7083% FLOPs (conv1): ConvBNAct( 196.61 K = 0.6404% Params, 314.57 MMACs = 0.6921% MACs, 629.15 MFLOPS = 0.6911% FLOPs (conv): Conv2d(196.61 K = 0.6404% Params, 314.57 MMACs = 0.6921% MACs, 629.15 MFLOPS = 0.6911% FLOPs, 1024, 192, kernel_size=(1, 1), stride=(1, 1), bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 192, eps=1e-05) (act): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (conv2): ConvBNAct( 4.8 K = 0.0156% Params, 7.68 MMACs = 0.0169% MACs, 15.67 MFLOPS = 0.0172% FLOPs (conv): Conv2d(4.8 K = 0.0156% Params, 7.68 MMACs = 0.0169% MACs, 15.36 MFLOPS = 0.0169% FLOPs, 192, 192, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=192, bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 192, eps=1e-05) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 307.2 KFLOPS = 0.0003% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) ) (1-5): 5 x LightConvBNAct( 41.66 K = 0.1357% Params, 66.66 MMACs = 0.1467% MACs, 133.63 MFLOPS = 0.1468% FLOPs (conv1): ConvBNAct( 36.86 K = 0.1201% Params, 58.98 MMACs = 0.1298% MACs, 117.96 MFLOPS = 0.1296% FLOPs (conv): Conv2d(36.86 K = 0.1201% Params, 58.98 MMACs = 0.1298% MACs, 117.96 MFLOPS = 0.1296% FLOPs, 192, 192, kernel_size=(1, 1), stride=(1, 1), bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 192, eps=1e-05) (act): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (conv2): ConvBNAct( 4.8 K = 0.0156% Params, 7.68 MMACs = 0.0169% MACs, 15.67 MFLOPS = 0.0172% FLOPs (conv): Conv2d(4.8 K = 0.0156% Params, 7.68 MMACs = 0.0169% MACs, 15.36 MFLOPS = 0.0169% FLOPs, 192, 192, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=192, bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 192, eps=1e-05) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 307.2 KFLOPS = 0.0003% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) ) ) (aggregation): Sequential( 1.64 M = 5.3369% Params, 2.62 GMACs = 5.7676% MACs, 5.25 GFLOPS = 5.7619% FLOPs (0): ConvBNAct( 1.11 M = 3.6291% Params, 1.78 GMACs = 3.922% MACs, 3.57 GFLOPS = 3.9172% FLOPs (conv): Conv2d(1.11 M = 3.6291% Params, 1.78 GMACs = 3.922% MACs, 3.57 GFLOPS = 3.9163% FLOPs, 2176, 512, kernel_size=(1, 1), stride=(1, 1), bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 512, eps=1e-05) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 819.2 KFLOPS = 0.0009% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (1): ConvBNAct( 524.29 K = 1.7078% Params, 838.86 MMACs = 1.8456% MACs, 1.68 GFLOPS = 1.8448% FLOPs (conv): Conv2d(524.29 K = 1.7078% Params, 838.86 MMACs = 1.8456% MACs, 1.68 GFLOPS = 1.843% FLOPs, 512, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 1024, eps=1e-05) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 1.64 MFLOPS = 0.0018% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) ) (drop_path): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) ) ) (3): HG_Stage( 6.7 M = 21.8322% Params, 2.68 GMACs = 5.8985% MACs, 5.36 GFLOPS = 5.8923% FLOPs (downsample): ConvBNAct( 9.22 K = 0.03% Params, 3.69 MMACs = 0.0081% MACs, 7.37 MFLOPS = 0.0081% FLOPs (conv): Conv2d(9.22 K = 0.03% Params, 3.69 MMACs = 0.0081% MACs, 7.37 MFLOPS = 0.0081% FLOPs, 1024, 1024, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), groups=1024, bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 1024, eps=1e-05) (act): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (blocks): Sequential( 6.69 M = 21.8022% Params, 2.68 GMACs = 5.8904% MACs, 5.36 GFLOPS = 5.8842% FLOPs (0): HG_Block( 6.69 M = 21.8022% Params, 2.68 GMACs = 5.8904% MACs, 5.36 GFLOPS = 5.8842% FLOPs (layers): ModuleList( (0): LightConvBNAct( 402.82 K = 1.3121% Params, 161.13 MMACs = 0.3545% MACs, 322.41 MFLOPS = 0.3542% FLOPs (conv1): ConvBNAct( 393.22 K = 1.2809% Params, 157.29 MMACs = 0.3461% MACs, 314.57 MFLOPS = 0.3456% FLOPs (conv): Conv2d(393.22 K = 1.2809% Params, 157.29 MMACs = 0.3461% MACs, 314.57 MFLOPS = 0.3456% FLOPs, 1024, 384, kernel_size=(1, 1), stride=(1, 1), bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 384, eps=1e-05) (act): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (conv2): ConvBNAct( 9.6 K = 0.0313% Params, 3.84 MMACs = 0.0084% MACs, 7.83 MFLOPS = 0.0086% FLOPs (conv): Conv2d(9.6 K = 0.0313% Params, 3.84 MMACs = 0.0084% MACs, 7.68 MFLOPS = 0.0084% FLOPs, 384, 384, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=384, bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 384, eps=1e-05) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 153.6 KFLOPS = 0.0002% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) ) (1-5): 5 x LightConvBNAct( 157.06 K = 0.5116% Params, 62.82 MMACs = 0.1382% MACs, 125.8 MFLOPS = 0.1382% FLOPs (conv1): ConvBNAct( 147.46 K = 0.4803% Params, 58.98 MMACs = 0.1298% MACs, 117.96 MFLOPS = 0.1296% FLOPs (conv): Conv2d(147.46 K = 0.4803% Params, 58.98 MMACs = 0.1298% MACs, 117.96 MFLOPS = 0.1296% FLOPs, 384, 384, kernel_size=(1, 1), stride=(1, 1), bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 384, eps=1e-05) (act): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (conv2): ConvBNAct( 9.6 K = 0.0313% Params, 3.84 MMACs = 0.0084% MACs, 7.83 MFLOPS = 0.0086% FLOPs (conv): Conv2d(9.6 K = 0.0313% Params, 3.84 MMACs = 0.0084% MACs, 7.68 MFLOPS = 0.0084% FLOPs, 384, 384, kernel_size=(5, 5), stride=(1, 1), padding=(2, 2), groups=384, bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 384, eps=1e-05) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 153.6 KFLOPS = 0.0002% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) ) ) (aggregation): Sequential( 5.51 M = 17.9321% Params, 2.2 GMACs = 4.8448% MACs, 4.41 GFLOPS = 4.8391% FLOPs (0): ConvBNAct( 3.41 M = 11.1008% Params, 1.36 GMACs = 2.9992% MACs, 2.73 GFLOPS = 2.9952% FLOPs (conv): Conv2d(3.41 M = 11.1008% Params, 1.36 GMACs = 2.9992% MACs, 2.73 GFLOPS = 2.9948% FLOPs, 3328, 1024, kernel_size=(1, 1), stride=(1, 1), bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 1024, eps=1e-05) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 409.6 KFLOPS = 0.0004% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (1): ConvBNAct( 2.1 M = 6.8313% Params, 838.86 MMACs = 1.8456% MACs, 1.68 GFLOPS = 1.8439% FLOPs (conv): Conv2d(2.1 M = 6.8313% Params, 838.86 MMACs = 1.8456% MACs, 1.68 GFLOPS = 1.843% FLOPs, 1024, 2048, kernel_size=(1, 1), stride=(1, 1), bias=False) (bn): FrozenBatchNorm2d(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 2048, eps=1e-05) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 819.2 KFLOPS = 0.0009% FLOPs) (lab): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) ) (drop_path): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) ) ) ) ) (decoder): DFINETransformer( 8.28 M = 26.9824% Params, 3.37 GMACs = 7.4205% MACs, 6.77 GFLOPS = 7.4388% FLOPs (input_proj): ModuleList( (0-2): 3 x Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (decoder): TransformerDecoder( 6.76 M = 22.0301% Params, 2.02 GMACs = 4.4456% MACs, 4.05 GFLOPS = 4.4537% FLOPs (layers): ModuleList( (0-5): 6 x TransformerDecoderLayer( 1.13 M = 3.6709% Params, 336.69 MMACs = 0.7408% MACs, 675.59 MFLOPS = 0.7421% FLOPs (self_attn): MultiheadAttention( 263.17 K = 0.8572% Params, 78.64 MMACs = 0.173% MACs, 158.01 MFLOPS = 0.1736% FLOPs (out_proj): NonDynamicallyQuantizableLinear(65.79 K = 0.2143% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, in_features=256, out_features=256, bias=True) ) (dropout1): Dropout(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, p=0.0, inplace=False) (norm1): LayerNorm(512 = 0.0017% Params, 0 MACs = 0% MACs, 384 KFLOPS = 0.0004% FLOPs, (256,), eps=1e-05, elementwise_affine=True) (cross_attn): MSDeformableAttention( 74.02 K = 0.2411% Params, 22.12 MMACs = 0.0487% MACs, 44.27 MFLOPS = 0.0486% FLOPs (sampling_offsets): Linear(49.34 K = 0.1607% Params, 14.75 MMACs = 0.0324% MACs, 29.49 MFLOPS = 0.0324% FLOPs, in_features=256, out_features=192, bias=True) (attention_weights): Linear(24.67 K = 0.0804% Params, 7.37 MMACs = 0.0162% MACs, 14.75 MFLOPS = 0.0162% FLOPs, in_features=256, out_features=96, bias=True) ) (dropout2): Dropout(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, p=0.0, inplace=False) (gateway): Gate( 263.17 K = 0.8572% Params, 78.64 MMACs = 0.173% MACs, 157.67 MFLOPS = 0.1732% FLOPs (gate): Linear(262.66 K = 0.8556% Params, 78.64 MMACs = 0.173% MACs, 157.29 MFLOPS = 0.1728% FLOPs, in_features=512, out_features=512, bias=True) (norm): LayerNorm(512 = 0.0017% Params, 0 MACs = 0% MACs, 384 KFLOPS = 0.0004% FLOPs, (256,), eps=1e-05, elementwise_affine=True) ) (linear1): Linear(263.17 K = 0.8572% Params, 78.64 MMACs = 0.173% MACs, 157.29 MFLOPS = 0.1728% FLOPs, in_features=256, out_features=1024, bias=True) (activation): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 307.2 KFLOPS = 0.0003% FLOPs, inplace=True) (dropout3): Dropout(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, p=0.0, inplace=False) (linear2): Linear(262.4 K = 0.8547% Params, 78.64 MMACs = 0.173% MACs, 157.29 MFLOPS = 0.1728% FLOPs, in_features=1024, out_features=256, bias=True) (dropout4): Dropout(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, p=0.0, inplace=False) (norm3): LayerNorm(512 = 0.0017% Params, 0 MACs = 0% MACs, 384 KFLOPS = 0.0004% FLOPs, (256,), eps=1e-05, elementwise_affine=True) ) ) (lqe_layers): ModuleList( (0-4): 5 x Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) (5): LQE( 1.41 K = 0.0046% Params, 403.2 KMACs = 0.0009% MACs, 865.2 KFLOPS = 0.001% FLOPs (reg_conf): MLP( 1.41 K = 0.0046% Params, 403.2 KMACs = 0.0009% MACs, 825.6 KFLOPS = 0.0009% FLOPs (layers): ModuleList( (0): Linear(1.34 K = 0.0044% Params, 384 KMACs = 0.0008% MACs, 768 KFLOPS = 0.0008% FLOPs, in_features=20, out_features=64, bias=True) (1): Linear(65 = 0.0002% Params, 19.2 KMACs = 0% MACs, 38.4 KFLOPS = 0% FLOPs, in_features=64, out_features=1, bias=True) ) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 19.2 KFLOPS = 0% FLOPs, inplace=True) ) ) ) ) (denoising_class_embed): Embedding(20.74 K = 0.0675% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, 81, 256, padding_idx=80) (query_pos_head): MLP( 133.89 K = 0.4361% Params, 239.62 MMACs = 0.5272% MACs, 480.15 MFLOPS = 0.5274% FLOPs (layers): ModuleList( (0): Linear(2.56 K = 0.0083% Params, 3.69 MMACs = 0.0081% MACs, 7.37 MFLOPS = 0.0081% FLOPs, in_features=4, out_features=512, bias=True) (1): Linear(131.33 K = 0.4278% Params, 235.93 MMACs = 0.5191% MACs, 471.86 MFLOPS = 0.5183% FLOPs, in_features=512, out_features=256, bias=True) ) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 921.6 KFLOPS = 0.001% FLOPs, inplace=True) ) (enc_output): Sequential( 66.3 K = 0.216% Params, 550.5 MMACs = 1.2112% MACs, 1.11 GFLOPS = 1.2212% FLOPs (proj): Linear(65.79 K = 0.2143% Params, 550.5 MMACs = 1.2112% MACs, 1.1 GFLOPS = 1.2094% FLOPs, in_features=256, out_features=256, bias=True) (norm): LayerNorm(512 = 0.0017% Params, 0 MACs = 0% MACs, 10.75 MFLOPS = 0.0118% FLOPs, (256,), eps=1e-05, elementwise_affine=True) ) (enc_score_head): Linear(20.56 K = 0.067% Params, 172.03 MMACs = 0.3785% MACs, 344.06 MFLOPS = 0.3779% FLOPs, in_features=256, out_features=80, bias=True) (enc_bbox_head): MLP( 132.61 K = 0.432% Params, 39.63 MMACs = 0.0872% MACs, 79.41 MFLOPS = 0.0872% FLOPs (layers): ModuleList( (0-1): 2 x Linear(65.79 K = 0.2143% Params, 19.66 MMACs = 0.0433% MACs, 39.32 MFLOPS = 0.0432% FLOPs, in_features=256, out_features=256, bias=True) (2): Linear(1.03 K = 0.0033% Params, 307.2 KMACs = 0.0007% MACs, 614.4 KFLOPS = 0.0007% FLOPs, in_features=256, out_features=4, bias=True) ) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 153.6 KFLOPS = 0.0002% FLOPs, inplace=True) ) (dec_score_head): ModuleList( (0-4): 5 x Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) (5): Linear(20.56 K = 0.067% Params, 6.14 MMACs = 0.0135% MACs, 12.29 MFLOPS = 0.0135% FLOPs, in_features=256, out_features=80, bias=True) ) (pre_bbox_head): MLP( 132.61 K = 0.432% Params, 39.63 MMACs = 0.0872% MACs, 79.41 MFLOPS = 0.0872% FLOPs (layers): ModuleList( (0-1): 2 x Linear(65.79 K = 0.2143% Params, 19.66 MMACs = 0.0433% MACs, 39.32 MFLOPS = 0.0432% FLOPs, in_features=256, out_features=256, bias=True) (2): Linear(1.03 K = 0.0033% Params, 307.2 KMACs = 0.0007% MACs, 614.4 KFLOPS = 0.0007% FLOPs, in_features=256, out_features=4, bias=True) ) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 153.6 KFLOPS = 0.0002% FLOPs, inplace=True) ) (dec_bbox_head): ModuleList( (0-5): 6 x MLP( 165.51 K = 0.5391% Params, 49.46 MMACs = 0.1088% MACs, 99.07 MFLOPS = 0.1088% FLOPs (layers): ModuleList( (0-1): 2 x Linear(65.79 K = 0.2143% Params, 19.66 MMACs = 0.0433% MACs, 39.32 MFLOPS = 0.0432% FLOPs, in_features=256, out_features=256, bias=True) (2): Linear(33.92 K = 0.1105% Params, 10.14 MMACs = 0.0223% MACs, 20.28 MFLOPS = 0.0223% FLOPs, in_features=256, out_features=132, bias=True) ) (act): ReLU(0 = 0% Params, 0 MACs = 0% MACs, 153.6 KFLOPS = 0.0002% FLOPs, inplace=True) ) ) (integral): Integral(0 = 0% Params, 7.84 MMACs = 0.0173% MACs, 15.92 MFLOPS = 0.0175% FLOPs) ) (encoder): HybridEncoder( 8.93 M = 29.0988% Params, 19.81 GMACs = 43.5846% MACs, 39.68 GFLOPS = 43.5834% FLOPs (input_proj): ModuleList( (0): Sequential( 131.58 K = 0.4286% Params, 838.86 MMACs = 1.8456% MACs, 1.68 GFLOPS = 1.8466% FLOPs (conv): Conv2d(131.07 K = 0.427% Params, 838.86 MMACs = 1.8456% MACs, 1.68 GFLOPS = 1.843% FLOPs, 512, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) (norm): SyncBatchNorm(512 = 0.0017% Params, 0 MACs = 0% MACs, 3.28 MFLOPS = 0.0036% FLOPs, 256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) ) (1): Sequential( 262.66 K = 0.8556% Params, 419.43 MMACs = 0.9228% MACs, 839.68 MFLOPS = 0.9224% FLOPs (conv): Conv2d(262.14 K = 0.8539% Params, 419.43 MMACs = 0.9228% MACs, 838.86 MFLOPS = 0.9215% FLOPs, 1024, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) (norm): SyncBatchNorm(512 = 0.0017% Params, 0 MACs = 0% MACs, 819.2 KFLOPS = 0.0009% FLOPs, 256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) ) (2): Sequential( 524.8 K = 1.7095% Params, 209.72 MMACs = 0.4614% MACs, 419.64 MFLOPS = 0.461% FLOPs (conv): Conv2d(524.29 K = 1.7078% Params, 209.72 MMACs = 0.4614% MACs, 419.43 MFLOPS = 0.4607% FLOPs, 2048, 256, kernel_size=(1, 1), stride=(1, 1), bias=False) (norm): SyncBatchNorm(512 = 0.0017% Params, 0 MACs = 0% MACs, 204.8 KFLOPS = 0.0002% FLOPs, 256, eps=1e-05, momentum=0.1, affine=True, track_running_stats=True) ) ) (encoder): ModuleList( (0): TransformerEncoder( 789.76 K = 2.5726% Params, 314.57 MMACs = 0.6921% MACs, 631.86 MFLOPS = 0.6941% FLOPs (layers): ModuleList( (0): TransformerEncoderLayer( 789.76 K = 2.5726% Params, 314.57 MMACs = 0.6921% MACs, 631.86 MFLOPS = 0.6941% FLOPs (self_attn): MultiheadAttention( 263.17 K = 0.8572% Params, 104.86 MMACs = 0.2307% MACs, 211 MFLOPS = 0.2318% FLOPs (out_proj): NonDynamicallyQuantizableLinear(65.79 K = 0.2143% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, in_features=256, out_features=256, bias=True) ) (linear1): Linear(263.17 K = 0.8572% Params, 104.86 MMACs = 0.2307% MACs, 209.72 MFLOPS = 0.2304% FLOPs, in_features=256, out_features=1024, bias=True) (dropout): Dropout(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, p=0.0, inplace=False) (linear2): Linear(262.4 K = 0.8547% Params, 104.86 MMACs = 0.2307% MACs, 209.72 MFLOPS = 0.2304% FLOPs, in_features=1024, out_features=256, bias=True) (norm1): LayerNorm(512 = 0.0017% Params, 0 MACs = 0% MACs, 512 KFLOPS = 0.0006% FLOPs, (256,), eps=1e-05, elementwise_affine=True) (norm2): LayerNorm(512 = 0.0017% Params, 0 MACs = 0% MACs, 512 KFLOPS = 0.0006% FLOPs, (256,), eps=1e-05, elementwise_affine=True) (dropout1): Dropout(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, p=0.0, inplace=False) (dropout2): Dropout(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs, p=0.0, inplace=False) (activation): GELU(0 = 0% Params, 0 MACs = 0% MACs, 409.6 KFLOPS = 0.0004% FLOPs, approximate='none') ) ) ) ) (lateral_convs): ModuleList( (0): ConvNormLayer_fuse( 65.79 K = 0.2143% Params, 26.21 MMACs = 0.0577% MACs, 52.53 MFLOPS = 0.0577% FLOPs (act): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) (conv_bn_fused): Conv2d(65.79 K = 0.2143% Params, 26.21 MMACs = 0.0577% MACs, 52.53 MFLOPS = 0.0577% FLOPs, 256, 256, kernel_size=(1, 1), stride=(1, 1)) ) (1): ConvNormLayer_fuse( 65.79 K = 0.2143% Params, 104.86 MMACs = 0.2307% MACs, 210.12 MFLOPS = 0.2308% FLOPs (act): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) (conv_bn_fused): Conv2d(65.79 K = 0.2143% Params, 104.86 MMACs = 0.2307% MACs, 210.12 MFLOPS = 0.2308% FLOPs, 256, 256, kernel_size=(1, 1), stride=(1, 1)) ) ) (fpn_blocks): ModuleList( (0): RepNCSPELAN4( 1.74 M = 5.6647% Params, 2.78 GMACs = 6.1137% MACs, 5.56 GFLOPS = 6.1129% FLOPs (cv1): ConvNormLayer_fuse( 262.66 K = 0.8556% Params, 419.43 MMACs = 0.9228% MACs, 840.5 MFLOPS = 0.9233% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 819.2 KFLOPS = 0.0009% FLOPs, inplace=True) (conv_bn_fused): Conv2d(262.66 K = 0.8556% Params, 419.43 MMACs = 0.9228% MACs, 839.68 MFLOPS = 0.9224% FLOPs, 512, 512, kernel_size=(1, 1), stride=(1, 1)) ) (cv2): Sequential( 656.13 K = 2.1373% Params, 1.05 GMACs = 2.3071% MACs, 2.1 GFLOPS = 2.3064% FLOPs (0): CSPLayer( 508.54 K = 1.6565% Params, 812.65 MMACs = 1.788% MACs, 1.63 GFLOPS = 1.7876% FLOPs (conv1): ConvNormLayer_fuse( 32.9 K = 0.1072% Params, 52.43 MMACs = 0.1154% MACs, 105.27 MFLOPS = 0.1156% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 204.8 KFLOPS = 0.0002% FLOPs, inplace=True) (conv_bn_fused): Conv2d(32.9 K = 0.1072% Params, 52.43 MMACs = 0.1154% MACs, 105.06 MFLOPS = 0.1154% FLOPs, 256, 128, kernel_size=(1, 1), stride=(1, 1)) ) (conv2): ConvNormLayer_fuse( 32.9 K = 0.1072% Params, 52.43 MMACs = 0.1154% MACs, 105.27 MFLOPS = 0.1156% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 204.8 KFLOPS = 0.0002% FLOPs, inplace=True) (conv_bn_fused): Conv2d(32.9 K = 0.1072% Params, 52.43 MMACs = 0.1154% MACs, 105.06 MFLOPS = 0.1154% FLOPs, 256, 128, kernel_size=(1, 1), stride=(1, 1)) ) (bottlenecks): Sequential( 442.75 K = 1.4422% Params, 707.79 MMACs = 1.5573% MACs, 1.42 GFLOPS = 1.5563% FLOPs (0): VGGBlock( 147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.27 MFLOPS = 0.5188% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 204.8 KFLOPS = 0.0002% FLOPs, inplace=True) (conv): Conv2d(147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.06 MFLOPS = 0.5186% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) (1): VGGBlock( 147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.27 MFLOPS = 0.5188% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 204.8 KFLOPS = 0.0002% FLOPs, inplace=True) (conv): Conv2d(147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.06 MFLOPS = 0.5186% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) (2): VGGBlock( 147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.27 MFLOPS = 0.5188% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 204.8 KFLOPS = 0.0002% FLOPs, inplace=True) (conv): Conv2d(147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.06 MFLOPS = 0.5186% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) ) (conv3): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (1): ConvNormLayer_fuse( 147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.27 MFLOPS = 0.5188% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 204.8 KFLOPS = 0.0002% FLOPs, inplace=True) (conv_bn_fused): Conv2d(147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.06 MFLOPS = 0.5186% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) ) (cv3): Sequential( 623.36 K = 2.0305% Params, 996.15 MMACs = 2.1917% MACs, 1.99 GFLOPS = 2.1912% FLOPs (0): CSPLayer( 475.78 K = 1.5498% Params, 760.22 MMACs = 1.6726% MACs, 1.52 GFLOPS = 1.6724% FLOPs (conv1): ConvNormLayer_fuse( 16.51 K = 0.0538% Params, 26.21 MMACs = 0.0577% MACs, 52.84 MFLOPS = 0.058% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 204.8 KFLOPS = 0.0002% FLOPs, inplace=True) (conv_bn_fused): Conv2d(16.51 K = 0.0538% Params, 26.21 MMACs = 0.0577% MACs, 52.63 MFLOPS = 0.0578% FLOPs, 128, 128, kernel_size=(1, 1), stride=(1, 1)) ) (conv2): ConvNormLayer_fuse( 16.51 K = 0.0538% Params, 26.21 MMACs = 0.0577% MACs, 52.84 MFLOPS = 0.058% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 204.8 KFLOPS = 0.0002% FLOPs, inplace=True) (conv_bn_fused): Conv2d(16.51 K = 0.0538% Params, 26.21 MMACs = 0.0577% MACs, 52.63 MFLOPS = 0.0578% FLOPs, 128, 128, kernel_size=(1, 1), stride=(1, 1)) ) (bottlenecks): Sequential( 442.75 K = 1.4422% Params, 707.79 MMACs = 1.5573% MACs, 1.42 GFLOPS = 1.5563% FLOPs (0): VGGBlock( 147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.27 MFLOPS = 0.5188% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 204.8 KFLOPS = 0.0002% FLOPs, inplace=True) (conv): Conv2d(147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.06 MFLOPS = 0.5186% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) (1): VGGBlock( 147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.27 MFLOPS = 0.5188% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 204.8 KFLOPS = 0.0002% FLOPs, inplace=True) (conv): Conv2d(147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.06 MFLOPS = 0.5186% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) (2): VGGBlock( 147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.27 MFLOPS = 0.5188% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 204.8 KFLOPS = 0.0002% FLOPs, inplace=True) (conv): Conv2d(147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.06 MFLOPS = 0.5186% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) ) (conv3): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (1): ConvNormLayer_fuse( 147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.27 MFLOPS = 0.5188% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 204.8 KFLOPS = 0.0002% FLOPs, inplace=True) (conv_bn_fused): Conv2d(147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.06 MFLOPS = 0.5186% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) ) (cv4): ConvNormLayer_fuse( 196.86 K = 0.6413% Params, 314.57 MMACs = 0.6921% MACs, 629.96 MFLOPS = 0.692% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 409.6 KFLOPS = 0.0004% FLOPs, inplace=True) (conv_bn_fused): Conv2d(196.86 K = 0.6413% Params, 314.57 MMACs = 0.6921% MACs, 629.56 MFLOPS = 0.6916% FLOPs, 768, 256, kernel_size=(1, 1), stride=(1, 1)) ) ) (1): RepNCSPELAN4( 1.74 M = 5.6647% Params, 11.11 GMACs = 24.4548% MACs, 22.26 GFLOPS = 24.4515% FLOPs (cv1): ConvNormLayer_fuse( 262.66 K = 0.8556% Params, 1.68 GMACs = 3.6913% MACs, 3.36 GFLOPS = 3.6931% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 3.28 MFLOPS = 0.0036% FLOPs, inplace=True) (conv_bn_fused): Conv2d(262.66 K = 0.8556% Params, 1.68 GMACs = 3.6913% MACs, 3.36 GFLOPS = 3.6895% FLOPs, 512, 512, kernel_size=(1, 1), stride=(1, 1)) ) (cv2): Sequential( 656.13 K = 2.1373% Params, 4.19 GMACs = 9.2282% MACs, 8.4 GFLOPS = 9.2256% FLOPs (0): CSPLayer( 508.54 K = 1.6565% Params, 3.25 GMACs = 7.1519% MACs, 6.51 GFLOPS = 7.1504% FLOPs (conv1): ConvNormLayer_fuse( 32.9 K = 0.1072% Params, 209.72 MMACs = 0.4614% MACs, 421.07 MFLOPS = 0.4625% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 819.2 KFLOPS = 0.0009% FLOPs, inplace=True) (conv_bn_fused): Conv2d(32.9 K = 0.1072% Params, 209.72 MMACs = 0.4614% MACs, 420.25 MFLOPS = 0.4616% FLOPs, 256, 128, kernel_size=(1, 1), stride=(1, 1)) ) (conv2): ConvNormLayer_fuse( 32.9 K = 0.1072% Params, 209.72 MMACs = 0.4614% MACs, 421.07 MFLOPS = 0.4625% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 819.2 KFLOPS = 0.0009% FLOPs, inplace=True) (conv_bn_fused): Conv2d(32.9 K = 0.1072% Params, 209.72 MMACs = 0.4614% MACs, 420.25 MFLOPS = 0.4616% FLOPs, 256, 128, kernel_size=(1, 1), stride=(1, 1)) ) (bottlenecks): Sequential( 442.75 K = 1.4422% Params, 2.83 GMACs = 6.229% MACs, 5.67 GFLOPS = 6.2254% FLOPs (0): VGGBlock( 147.58 K = 0.4807% Params, 943.72 MMACs = 2.0763% MACs, 1.89 GFLOPS = 2.0751% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 819.2 KFLOPS = 0.0009% FLOPs, inplace=True) (conv): Conv2d(147.58 K = 0.4807% Params, 943.72 MMACs = 2.0763% MACs, 1.89 GFLOPS = 2.0742% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) (1): VGGBlock( 147.58 K = 0.4807% Params, 943.72 MMACs = 2.0763% MACs, 1.89 GFLOPS = 2.0751% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 819.2 KFLOPS = 0.0009% FLOPs, inplace=True) (conv): Conv2d(147.58 K = 0.4807% Params, 943.72 MMACs = 2.0763% MACs, 1.89 GFLOPS = 2.0742% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) (2): VGGBlock( 147.58 K = 0.4807% Params, 943.72 MMACs = 2.0763% MACs, 1.89 GFLOPS = 2.0751% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 819.2 KFLOPS = 0.0009% FLOPs, inplace=True) (conv): Conv2d(147.58 K = 0.4807% Params, 943.72 MMACs = 2.0763% MACs, 1.89 GFLOPS = 2.0742% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) ) (conv3): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (1): ConvNormLayer_fuse( 147.58 K = 0.4807% Params, 943.72 MMACs = 2.0763% MACs, 1.89 GFLOPS = 2.0751% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 819.2 KFLOPS = 0.0009% FLOPs, inplace=True) (conv_bn_fused): Conv2d(147.58 K = 0.4807% Params, 943.72 MMACs = 2.0763% MACs, 1.89 GFLOPS = 2.0742% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) ) (cv3): Sequential( 623.36 K = 2.0305% Params, 3.98 GMACs = 8.7668% MACs, 7.98 GFLOPS = 8.7648% FLOPs (0): CSPLayer( 475.78 K = 1.5498% Params, 3.04 GMACs = 6.6905% MACs, 6.09 GFLOPS = 6.6897% FLOPs (conv1): ConvNormLayer_fuse( 16.51 K = 0.0538% Params, 104.86 MMACs = 0.2307% MACs, 211.35 MFLOPS = 0.2322% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 819.2 KFLOPS = 0.0009% FLOPs, inplace=True) (conv_bn_fused): Conv2d(16.51 K = 0.0538% Params, 104.86 MMACs = 0.2307% MACs, 210.53 MFLOPS = 0.2313% FLOPs, 128, 128, kernel_size=(1, 1), stride=(1, 1)) ) (conv2): ConvNormLayer_fuse( 16.51 K = 0.0538% Params, 104.86 MMACs = 0.2307% MACs, 211.35 MFLOPS = 0.2322% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 819.2 KFLOPS = 0.0009% FLOPs, inplace=True) (conv_bn_fused): Conv2d(16.51 K = 0.0538% Params, 104.86 MMACs = 0.2307% MACs, 210.53 MFLOPS = 0.2313% FLOPs, 128, 128, kernel_size=(1, 1), stride=(1, 1)) ) (bottlenecks): Sequential( 442.75 K = 1.4422% Params, 2.83 GMACs = 6.229% MACs, 5.67 GFLOPS = 6.2254% FLOPs (0): VGGBlock( 147.58 K = 0.4807% Params, 943.72 MMACs = 2.0763% MACs, 1.89 GFLOPS = 2.0751% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 819.2 KFLOPS = 0.0009% FLOPs, inplace=True) (conv): Conv2d(147.58 K = 0.4807% Params, 943.72 MMACs = 2.0763% MACs, 1.89 GFLOPS = 2.0742% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) (1): VGGBlock( 147.58 K = 0.4807% Params, 943.72 MMACs = 2.0763% MACs, 1.89 GFLOPS = 2.0751% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 819.2 KFLOPS = 0.0009% FLOPs, inplace=True) (conv): Conv2d(147.58 K = 0.4807% Params, 943.72 MMACs = 2.0763% MACs, 1.89 GFLOPS = 2.0742% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) (2): VGGBlock( 147.58 K = 0.4807% Params, 943.72 MMACs = 2.0763% MACs, 1.89 GFLOPS = 2.0751% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 819.2 KFLOPS = 0.0009% FLOPs, inplace=True) (conv): Conv2d(147.58 K = 0.4807% Params, 943.72 MMACs = 2.0763% MACs, 1.89 GFLOPS = 2.0742% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) ) (conv3): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (1): ConvNormLayer_fuse( 147.58 K = 0.4807% Params, 943.72 MMACs = 2.0763% MACs, 1.89 GFLOPS = 2.0751% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 819.2 KFLOPS = 0.0009% FLOPs, inplace=True) (conv_bn_fused): Conv2d(147.58 K = 0.4807% Params, 943.72 MMACs = 2.0763% MACs, 1.89 GFLOPS = 2.0742% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) ) (cv4): ConvNormLayer_fuse( 196.86 K = 0.6413% Params, 1.26 GMACs = 2.7685% MACs, 2.52 GFLOPS = 2.768% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 1.64 MFLOPS = 0.0018% FLOPs, inplace=True) (conv_bn_fused): Conv2d(196.86 K = 0.6413% Params, 1.26 GMACs = 2.7685% MACs, 2.52 GFLOPS = 2.7662% FLOPs, 768, 256, kernel_size=(1, 1), stride=(1, 1)) ) ) ) (downsample_convs): ModuleList( (0): Sequential( 68.35 K = 0.2227% Params, 423.12 MMACs = 0.9309% MACs, 848.28 MFLOPS = 0.9318% FLOPs (0): SCDown( 68.35 K = 0.2227% Params, 423.12 MMACs = 0.9309% MACs, 848.28 MFLOPS = 0.9318% FLOPs (cv1): ConvNormLayer_fuse( 65.79 K = 0.2143% Params, 419.43 MMACs = 0.9228% MACs, 840.5 MFLOPS = 0.9233% FLOPs (act): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) (conv_bn_fused): Conv2d(65.79 K = 0.2143% Params, 419.43 MMACs = 0.9228% MACs, 840.5 MFLOPS = 0.9233% FLOPs, 256, 256, kernel_size=(1, 1), stride=(1, 1)) ) (cv2): ConvNormLayer_fuse( 2.56 K = 0.0083% Params, 3.69 MMACs = 0.0081% MACs, 7.78 MFLOPS = 0.0085% FLOPs (act): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) (conv_bn_fused): Conv2d(2.56 K = 0.0083% Params, 3.69 MMACs = 0.0081% MACs, 7.78 MFLOPS = 0.0085% FLOPs, 256, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), groups=256) ) ) ) (1): Sequential( 68.35 K = 0.2227% Params, 105.78 MMACs = 0.2327% MACs, 212.07 MFLOPS = 0.233% FLOPs (0): SCDown( 68.35 K = 0.2227% Params, 105.78 MMACs = 0.2327% MACs, 212.07 MFLOPS = 0.233% FLOPs (cv1): ConvNormLayer_fuse( 65.79 K = 0.2143% Params, 104.86 MMACs = 0.2307% MACs, 210.12 MFLOPS = 0.2308% FLOPs (act): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) (conv_bn_fused): Conv2d(65.79 K = 0.2143% Params, 104.86 MMACs = 0.2307% MACs, 210.12 MFLOPS = 0.2308% FLOPs, 256, 256, kernel_size=(1, 1), stride=(1, 1)) ) (cv2): ConvNormLayer_fuse( 2.56 K = 0.0083% Params, 921.6 KMACs = 0.002% MACs, 1.95 MFLOPS = 0.0021% FLOPs (act): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) (conv_bn_fused): Conv2d(2.56 K = 0.0083% Params, 921.6 KMACs = 0.002% MACs, 1.95 MFLOPS = 0.0021% FLOPs, 256, 256, kernel_size=(3, 3), stride=(2, 2), padding=(1, 1), groups=256) ) ) ) ) (pan_blocks): ModuleList( (0): RepNCSPELAN4( 1.74 M = 5.6647% Params, 2.78 GMACs = 6.1137% MACs, 5.56 GFLOPS = 6.1129% FLOPs (cv1): ConvNormLayer_fuse( 262.66 K = 0.8556% Params, 419.43 MMACs = 0.9228% MACs, 840.5 MFLOPS = 0.9233% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 819.2 KFLOPS = 0.0009% FLOPs, inplace=True) (conv_bn_fused): Conv2d(262.66 K = 0.8556% Params, 419.43 MMACs = 0.9228% MACs, 839.68 MFLOPS = 0.9224% FLOPs, 512, 512, kernel_size=(1, 1), stride=(1, 1)) ) (cv2): Sequential( 656.13 K = 2.1373% Params, 1.05 GMACs = 2.3071% MACs, 2.1 GFLOPS = 2.3064% FLOPs (0): CSPLayer( 508.54 K = 1.6565% Params, 812.65 MMACs = 1.788% MACs, 1.63 GFLOPS = 1.7876% FLOPs (conv1): ConvNormLayer_fuse( 32.9 K = 0.1072% Params, 52.43 MMACs = 0.1154% MACs, 105.27 MFLOPS = 0.1156% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 204.8 KFLOPS = 0.0002% FLOPs, inplace=True) (conv_bn_fused): Conv2d(32.9 K = 0.1072% Params, 52.43 MMACs = 0.1154% MACs, 105.06 MFLOPS = 0.1154% FLOPs, 256, 128, kernel_size=(1, 1), stride=(1, 1)) ) (conv2): ConvNormLayer_fuse( 32.9 K = 0.1072% Params, 52.43 MMACs = 0.1154% MACs, 105.27 MFLOPS = 0.1156% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 204.8 KFLOPS = 0.0002% FLOPs, inplace=True) (conv_bn_fused): Conv2d(32.9 K = 0.1072% Params, 52.43 MMACs = 0.1154% MACs, 105.06 MFLOPS = 0.1154% FLOPs, 256, 128, kernel_size=(1, 1), stride=(1, 1)) ) (bottlenecks): Sequential( 442.75 K = 1.4422% Params, 707.79 MMACs = 1.5573% MACs, 1.42 GFLOPS = 1.5563% FLOPs (0): VGGBlock( 147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.27 MFLOPS = 0.5188% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 204.8 KFLOPS = 0.0002% FLOPs, inplace=True) (conv): Conv2d(147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.06 MFLOPS = 0.5186% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) (1): VGGBlock( 147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.27 MFLOPS = 0.5188% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 204.8 KFLOPS = 0.0002% FLOPs, inplace=True) (conv): Conv2d(147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.06 MFLOPS = 0.5186% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) (2): VGGBlock( 147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.27 MFLOPS = 0.5188% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 204.8 KFLOPS = 0.0002% FLOPs, inplace=True) (conv): Conv2d(147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.06 MFLOPS = 0.5186% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) ) (conv3): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (1): ConvNormLayer_fuse( 147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.27 MFLOPS = 0.5188% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 204.8 KFLOPS = 0.0002% FLOPs, inplace=True) (conv_bn_fused): Conv2d(147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.06 MFLOPS = 0.5186% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) ) (cv3): Sequential( 623.36 K = 2.0305% Params, 996.15 MMACs = 2.1917% MACs, 1.99 GFLOPS = 2.1912% FLOPs (0): CSPLayer( 475.78 K = 1.5498% Params, 760.22 MMACs = 1.6726% MACs, 1.52 GFLOPS = 1.6724% FLOPs (conv1): ConvNormLayer_fuse( 16.51 K = 0.0538% Params, 26.21 MMACs = 0.0577% MACs, 52.84 MFLOPS = 0.058% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 204.8 KFLOPS = 0.0002% FLOPs, inplace=True) (conv_bn_fused): Conv2d(16.51 K = 0.0538% Params, 26.21 MMACs = 0.0577% MACs, 52.63 MFLOPS = 0.0578% FLOPs, 128, 128, kernel_size=(1, 1), stride=(1, 1)) ) (conv2): ConvNormLayer_fuse( 16.51 K = 0.0538% Params, 26.21 MMACs = 0.0577% MACs, 52.84 MFLOPS = 0.058% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 204.8 KFLOPS = 0.0002% FLOPs, inplace=True) (conv_bn_fused): Conv2d(16.51 K = 0.0538% Params, 26.21 MMACs = 0.0577% MACs, 52.63 MFLOPS = 0.0578% FLOPs, 128, 128, kernel_size=(1, 1), stride=(1, 1)) ) (bottlenecks): Sequential( 442.75 K = 1.4422% Params, 707.79 MMACs = 1.5573% MACs, 1.42 GFLOPS = 1.5563% FLOPs (0): VGGBlock( 147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.27 MFLOPS = 0.5188% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 204.8 KFLOPS = 0.0002% FLOPs, inplace=True) (conv): Conv2d(147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.06 MFLOPS = 0.5186% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) (1): VGGBlock( 147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.27 MFLOPS = 0.5188% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 204.8 KFLOPS = 0.0002% FLOPs, inplace=True) (conv): Conv2d(147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.06 MFLOPS = 0.5186% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) (2): VGGBlock( 147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.27 MFLOPS = 0.5188% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 204.8 KFLOPS = 0.0002% FLOPs, inplace=True) (conv): Conv2d(147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.06 MFLOPS = 0.5186% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) ) (conv3): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (1): ConvNormLayer_fuse( 147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.27 MFLOPS = 0.5188% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 204.8 KFLOPS = 0.0002% FLOPs, inplace=True) (conv_bn_fused): Conv2d(147.58 K = 0.4807% Params, 235.93 MMACs = 0.5191% MACs, 472.06 MFLOPS = 0.5186% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) ) (cv4): ConvNormLayer_fuse( 196.86 K = 0.6413% Params, 314.57 MMACs = 0.6921% MACs, 629.96 MFLOPS = 0.692% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 409.6 KFLOPS = 0.0004% FLOPs, inplace=True) (conv_bn_fused): Conv2d(196.86 K = 0.6413% Params, 314.57 MMACs = 0.6921% MACs, 629.56 MFLOPS = 0.6916% FLOPs, 768, 256, kernel_size=(1, 1), stride=(1, 1)) ) ) (1): RepNCSPELAN4( 1.74 M = 5.6647% Params, 694.68 MMACs = 1.5284% MACs, 1.39 GFLOPS = 1.5282% FLOPs (cv1): ConvNormLayer_fuse( 262.66 K = 0.8556% Params, 104.86 MMACs = 0.2307% MACs, 210.12 MFLOPS = 0.2308% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 204.8 KFLOPS = 0.0002% FLOPs, inplace=True) (conv_bn_fused): Conv2d(262.66 K = 0.8556% Params, 104.86 MMACs = 0.2307% MACs, 209.92 MFLOPS = 0.2306% FLOPs, 512, 512, kernel_size=(1, 1), stride=(1, 1)) ) (cv2): Sequential( 656.13 K = 2.1373% Params, 262.14 MMACs = 0.5768% MACs, 524.9 MFLOPS = 0.5766% FLOPs (0): CSPLayer( 508.54 K = 1.6565% Params, 203.16 MMACs = 0.447% MACs, 406.84 MFLOPS = 0.4469% FLOPs (conv1): ConvNormLayer_fuse( 32.9 K = 0.1072% Params, 13.11 MMACs = 0.0288% MACs, 26.32 MFLOPS = 0.0289% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 51.2 KFLOPS = 0.0001% FLOPs, inplace=True) (conv_bn_fused): Conv2d(32.9 K = 0.1072% Params, 13.11 MMACs = 0.0288% MACs, 26.27 MFLOPS = 0.0289% FLOPs, 256, 128, kernel_size=(1, 1), stride=(1, 1)) ) (conv2): ConvNormLayer_fuse( 32.9 K = 0.1072% Params, 13.11 MMACs = 0.0288% MACs, 26.32 MFLOPS = 0.0289% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 51.2 KFLOPS = 0.0001% FLOPs, inplace=True) (conv_bn_fused): Conv2d(32.9 K = 0.1072% Params, 13.11 MMACs = 0.0288% MACs, 26.27 MFLOPS = 0.0289% FLOPs, 256, 128, kernel_size=(1, 1), stride=(1, 1)) ) (bottlenecks): Sequential( 442.75 K = 1.4422% Params, 176.95 MMACs = 0.3893% MACs, 354.2 MFLOPS = 0.3891% FLOPs (0): VGGBlock( 147.58 K = 0.4807% Params, 58.98 MMACs = 0.1298% MACs, 118.07 MFLOPS = 0.1297% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 51.2 KFLOPS = 0.0001% FLOPs, inplace=True) (conv): Conv2d(147.58 K = 0.4807% Params, 58.98 MMACs = 0.1298% MACs, 118.02 MFLOPS = 0.1296% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) (1): VGGBlock( 147.58 K = 0.4807% Params, 58.98 MMACs = 0.1298% MACs, 118.07 MFLOPS = 0.1297% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 51.2 KFLOPS = 0.0001% FLOPs, inplace=True) (conv): Conv2d(147.58 K = 0.4807% Params, 58.98 MMACs = 0.1298% MACs, 118.02 MFLOPS = 0.1296% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) (2): VGGBlock( 147.58 K = 0.4807% Params, 58.98 MMACs = 0.1298% MACs, 118.07 MFLOPS = 0.1297% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 51.2 KFLOPS = 0.0001% FLOPs, inplace=True) (conv): Conv2d(147.58 K = 0.4807% Params, 58.98 MMACs = 0.1298% MACs, 118.02 MFLOPS = 0.1296% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) ) (conv3): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (1): ConvNormLayer_fuse( 147.58 K = 0.4807% Params, 58.98 MMACs = 0.1298% MACs, 118.07 MFLOPS = 0.1297% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 51.2 KFLOPS = 0.0001% FLOPs, inplace=True) (conv_bn_fused): Conv2d(147.58 K = 0.4807% Params, 58.98 MMACs = 0.1298% MACs, 118.02 MFLOPS = 0.1296% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) ) (cv3): Sequential( 623.36 K = 2.0305% Params, 249.04 MMACs = 0.5479% MACs, 498.69 MFLOPS = 0.5478% FLOPs (0): CSPLayer( 475.78 K = 1.5498% Params, 190.05 MMACs = 0.4182% MACs, 380.62 MFLOPS = 0.4181% FLOPs (conv1): ConvNormLayer_fuse( 16.51 K = 0.0538% Params, 6.55 MMACs = 0.0144% MACs, 13.21 MFLOPS = 0.0145% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 51.2 KFLOPS = 0.0001% FLOPs, inplace=True) (conv_bn_fused): Conv2d(16.51 K = 0.0538% Params, 6.55 MMACs = 0.0144% MACs, 13.16 MFLOPS = 0.0145% FLOPs, 128, 128, kernel_size=(1, 1), stride=(1, 1)) ) (conv2): ConvNormLayer_fuse( 16.51 K = 0.0538% Params, 6.55 MMACs = 0.0144% MACs, 13.21 MFLOPS = 0.0145% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 51.2 KFLOPS = 0.0001% FLOPs, inplace=True) (conv_bn_fused): Conv2d(16.51 K = 0.0538% Params, 6.55 MMACs = 0.0144% MACs, 13.16 MFLOPS = 0.0145% FLOPs, 128, 128, kernel_size=(1, 1), stride=(1, 1)) ) (bottlenecks): Sequential( 442.75 K = 1.4422% Params, 176.95 MMACs = 0.3893% MACs, 354.2 MFLOPS = 0.3891% FLOPs (0): VGGBlock( 147.58 K = 0.4807% Params, 58.98 MMACs = 0.1298% MACs, 118.07 MFLOPS = 0.1297% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 51.2 KFLOPS = 0.0001% FLOPs, inplace=True) (conv): Conv2d(147.58 K = 0.4807% Params, 58.98 MMACs = 0.1298% MACs, 118.02 MFLOPS = 0.1296% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) (1): VGGBlock( 147.58 K = 0.4807% Params, 58.98 MMACs = 0.1298% MACs, 118.07 MFLOPS = 0.1297% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 51.2 KFLOPS = 0.0001% FLOPs, inplace=True) (conv): Conv2d(147.58 K = 0.4807% Params, 58.98 MMACs = 0.1298% MACs, 118.02 MFLOPS = 0.1296% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) (2): VGGBlock( 147.58 K = 0.4807% Params, 58.98 MMACs = 0.1298% MACs, 118.07 MFLOPS = 0.1297% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 51.2 KFLOPS = 0.0001% FLOPs, inplace=True) (conv): Conv2d(147.58 K = 0.4807% Params, 58.98 MMACs = 0.1298% MACs, 118.02 MFLOPS = 0.1296% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) ) (conv3): Identity(0 = 0% Params, 0 MACs = 0% MACs, 0 FLOPS = 0% FLOPs) ) (1): ConvNormLayer_fuse( 147.58 K = 0.4807% Params, 58.98 MMACs = 0.1298% MACs, 118.07 MFLOPS = 0.1297% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 51.2 KFLOPS = 0.0001% FLOPs, inplace=True) (conv_bn_fused): Conv2d(147.58 K = 0.4807% Params, 58.98 MMACs = 0.1298% MACs, 118.02 MFLOPS = 0.1296% FLOPs, 128, 128, kernel_size=(3, 3), stride=(1, 1), padding=(1, 1)) ) ) (cv4): ConvNormLayer_fuse( 196.86 K = 0.6413% Params, 78.64 MMACs = 0.173% MACs, 157.49 MFLOPS = 0.173% FLOPs (act): SiLU(0 = 0% Params, 0 MACs = 0% MACs, 102.4 KFLOPS = 0.0001% FLOPs, inplace=True) (conv_bn_fused): Conv2d(196.86 K = 0.6413% Params, 78.64 MMACs = 0.173% MACs, 157.39 MFLOPS = 0.1729% FLOPs, 768, 256, kernel_size=(1, 1), stride=(1, 1)) ) ) ) ) ) --------------------------------------------------------------------------------------------------- {'Model FLOPs:91.0344 GFLOPS MACs:45.4509 GMACs Params:30724195'} ------------------------------------------Start training------------------------------------------- Epoch: [0] [ 0/3696] eta: 5:17:51 lr: 0.000000 loss: 60.8703 (60.8703) loss_bbox: 1.8131 (1.8131) loss_bbox_aux_0: 1.8131 (1.8131) loss_bbox_aux_1: 1.8131 (1.8131) loss_bbox_aux_2: 1.8131 (1.8131) loss_bbox_aux_3: 1.8131 (1.8131) loss_bbox_aux_4: 1.8131 (1.8131) loss_bbox_dn_0: 0.9798 (0.9798) loss_bbox_dn_1: 0.9798 (0.9798) loss_bbox_dn_2: 0.9798 (0.9798) loss_bbox_dn_3: 0.9798 (0.9798) loss_bbox_dn_4: 0.9798 (0.9798) loss_bbox_dn_5: 0.9798 (0.9798) loss_bbox_dn_pre: 0.9798 (0.9798) loss_bbox_enc_0: 1.8131 (1.8131) loss_bbox_pre: 1.8131 (1.8131) loss_dfl: 0.3898 (0.3898) loss_fgl_aux_0: 0.3898 (0.3898) loss_fgl_aux_1: 0.3898 (0.3898) loss_fgl_aux_2: 0.3898 (0.3898) loss_fgl_aux_3: 0.3898 (0.3898) loss_fgl_aux_4: 0.3898 (0.3898) loss_fgl_dn_0: 0.8331 (0.8331) loss_fgl_dn_1: 0.8331 (0.8331) loss_fgl_dn_2: 0.8331 (0.8331) loss_fgl_dn_3: 0.8331 (0.8331) loss_fgl_dn_4: 0.8331 (0.8331) loss_fgl_dn_5: 0.8331 (0.8331) loss_giou: 1.7762 (1.7762) loss_giou_aux_0: 1.7762 (1.7762) loss_giou_aux_1: 1.7762 (1.7762) loss_giou_aux_2: 1.7762 (1.7762) loss_giou_aux_3: 1.7762 (1.7762) loss_giou_aux_4: 1.7762 (1.7762) loss_giou_dn_0: 1.3540 (1.3540) loss_giou_dn_1: 1.3540 (1.3540) loss_giou_dn_2: 1.3540 (1.3540) loss_giou_dn_3: 1.3540 (1.3540) loss_giou_dn_4: 1.3540 (1.3540) loss_giou_dn_5: 1.3540 (1.3540) loss_giou_dn_pre: 1.3540 (1.3540) loss_giou_enc_0: 1.7762 (1.7762) loss_giou_pre: 1.7762 (1.7762) loss_vfl: 0.3323 (0.3323) loss_vfl_aux_0: 0.3539 (0.3539) loss_vfl_aux_1: 0.3481 (0.3481) loss_vfl_aux_2: 0.3551 (0.3551) loss_vfl_aux_3: 0.3180 (0.3180) loss_vfl_aux_4: 0.3298 (0.3298) loss_vfl_dn_0: 0.8452 (0.8452) loss_vfl_dn_1: 0.8459 (0.8459) loss_vfl_dn_2: 0.7915 (0.7915) loss_vfl_dn_3: 0.7916 (0.7916) loss_vfl_dn_4: 0.8169 (0.8169) loss_vfl_dn_5: 0.8107 (0.8107) loss_vfl_dn_pre: 0.8452 (0.8452) loss_vfl_enc_0: 0.3433 (0.3433) loss_vfl_pre: 0.3539 (0.3539) time: 5.1599 data: 1.2713 max mem: 8804 Epoch: [0] [ 100/3696] eta: 0:47:16 lr: 0.000003 loss: 54.3166 (57.0494) loss_bbox: 1.2300 (1.5135) loss_bbox_aux_0: 1.2561 (1.5319) loss_bbox_aux_1: 1.2462 (1.5264) loss_bbox_aux_2: 1.2397 (1.5225) loss_bbox_aux_3: 1.2353 (1.5191) loss_bbox_aux_4: 1.2321 (1.5160) loss_bbox_dn_0: 0.8724 (0.8399) loss_bbox_dn_1: 0.8740 (0.8428) loss_bbox_dn_2: 0.8706 (0.8450) loss_bbox_dn_3: 0.8632 (0.8472) loss_bbox_dn_4: 0.8570 (0.8496) loss_bbox_dn_5: 0.8517 (0.8513) loss_bbox_dn_pre: 0.8678 (0.8384) loss_bbox_enc_0: 1.2821 (1.5438) loss_bbox_pre: 1.2562 (1.5345) loss_dfl: 0.5552 (0.4520) loss_fgl_aux_0: 0.5453 (0.4439) loss_fgl_aux_1: 0.5494 (0.4464) loss_fgl_aux_2: 0.5512 (0.4479) loss_fgl_aux_3: 0.5521 (0.4493) loss_fgl_aux_4: 0.5532 (0.4508) loss_fgl_dn_0: 0.8475 (0.8445) loss_fgl_dn_1: 0.8403 (0.8422) loss_fgl_dn_2: 0.8334 (0.8403) loss_fgl_dn_3: 0.8266 (0.8384) loss_fgl_dn_4: 0.8231 (0.8370) loss_fgl_dn_5: 0.8202 (0.8360) loss_giou: 1.5556 (1.7096) loss_giou_aux_0: 1.5649 (1.7255) loss_giou_aux_1: 1.5587 (1.7198) loss_giou_aux_2: 1.5573 (1.7166) loss_giou_aux_3: 1.5570 (1.7139) loss_giou_aux_4: 1.5557 (1.7114) loss_giou_dn_0: 1.3314 (1.3389) loss_giou_dn_1: 1.3317 (1.3393) loss_giou_dn_2: 1.3330 (1.3396) loss_giou_dn_3: 1.3338 (1.3400) loss_giou_dn_4: 1.3325 (1.3403) loss_giou_dn_5: 1.3314 (1.3404) loss_giou_dn_pre: 1.3313 (1.3386) loss_giou_enc_0: 1.6079 (1.7421) loss_giou_pre: 1.5705 (1.7285) loss_vfl: 0.5472 (0.4197) loss_vfl_aux_0: 0.4885 (0.3799) loss_vfl_aux_1: 0.4891 (0.3908) loss_vfl_aux_2: 0.5022 (0.3966) loss_vfl_aux_3: 0.5253 (0.4035) loss_vfl_aux_4: 0.5305 (0.4097) loss_vfl_dn_0: 0.5745 (0.7131) loss_vfl_dn_1: 0.5946 (0.7127) loss_vfl_dn_2: 0.5804 (0.6814) loss_vfl_dn_3: 0.5908 (0.6866) loss_vfl_dn_4: 0.5908 (0.6891) loss_vfl_dn_5: 0.5876 (0.6844) loss_vfl_dn_pre: 0.5752 (0.7139) loss_vfl_enc_0: 0.4622 (0.3769) loss_vfl_pre: 0.4822 (0.3776) loss_ddf_aux_0: 0.0138 (0.0043) loss_ddf_aux_1: 0.0086 (0.0026) loss_ddf_aux_2: 0.0049 (0.0015) loss_ddf_aux_3: 0.0019 (0.0006) loss_ddf_aux_4: 0.0005 (0.0002) loss_ddf_dn_0: 0.0139 (0.0045) loss_ddf_dn_1: 0.0086 (0.0028) loss_ddf_dn_2: 0.0048 (0.0016) loss_ddf_dn_3: 0.0018 (0.0006) loss_ddf_dn_4: 0.0004 (0.0002) time: 0.7106 data: 0.0263 max mem: 9087 Epoch: [0] [ 200/3696] eta: 0:44:05 lr: 0.000005 loss: 50.9367 (54.6156) loss_bbox: 0.7347 (1.2080) loss_bbox_aux_0: 0.8174 (1.2508) loss_bbox_aux_1: 0.7813 (1.2332) loss_bbox_aux_2: 0.7471 (1.2208) loss_bbox_aux_3: 0.7311 (1.2142) loss_bbox_aux_4: 0.7339 (1.2099) loss_bbox_dn_0: 0.7800 (0.8109) loss_bbox_dn_1: 0.7645 (0.8074) loss_bbox_dn_2: 0.7391 (0.8052) loss_bbox_dn_3: 0.7213 (0.8038) loss_bbox_dn_4: 0.7128 (0.8033) loss_bbox_dn_5: 0.7103 (0.8037) loss_bbox_dn_pre: 0.7924 (0.8144) loss_bbox_enc_0: 0.9046 (1.2788) loss_bbox_pre: 0.8590 (1.2630) loss_dfl: 0.8541 (0.5929) loss_fgl_aux_0: 0.8274 (0.5800) loss_fgl_aux_1: 0.8348 (0.5837) loss_fgl_aux_2: 0.8424 (0.5874) loss_fgl_aux_3: 0.8497 (0.5900) loss_fgl_aux_4: 0.8536 (0.5919) loss_fgl_dn_0: 0.8261 (0.8373) loss_fgl_dn_1: 0.8285 (0.8314) loss_fgl_dn_2: 0.8368 (0.8305) loss_fgl_dn_3: 0.8442 (0.8303) loss_fgl_dn_4: 0.8493 (0.8308) loss_fgl_dn_5: 0.8532 (0.8313) loss_giou: 1.1978 (1.5435) loss_giou_aux_0: 1.2946 (1.5737) loss_giou_aux_1: 1.2613 (1.5642) loss_giou_aux_2: 1.2232 (1.5552) loss_giou_aux_3: 1.2092 (1.5497) loss_giou_aux_4: 1.1990 (1.5456) loss_giou_dn_0: 1.3299 (1.3382) loss_giou_dn_1: 1.3199 (1.3379) loss_giou_dn_2: 1.2960 (1.3351) loss_giou_dn_3: 1.2792 (1.3326) loss_giou_dn_4: 1.2658 (1.3299) loss_giou_dn_5: 1.2593 (1.3284) loss_giou_dn_pre: 1.3298 (1.3377) loss_giou_enc_0: 1.3342 (1.5977) loss_giou_pre: 1.3030 (1.5780) loss_vfl: 0.8973 (0.5993) loss_vfl_aux_0: 0.7782 (0.5293) loss_vfl_aux_1: 0.7917 (0.5433) loss_vfl_aux_2: 0.8141 (0.5554) loss_vfl_aux_3: 0.8575 (0.5707) loss_vfl_aux_4: 0.8864 (0.5853) loss_vfl_dn_0: 0.4479 (0.6018) loss_vfl_dn_1: 0.4796 (0.6121) loss_vfl_dn_2: 0.5007 (0.6011) loss_vfl_dn_3: 0.5112 (0.6082) loss_vfl_dn_4: 0.5426 (0.6152) loss_vfl_dn_5: 0.5375 (0.6114) loss_vfl_dn_pre: 0.4493 (0.6030) loss_vfl_enc_0: 0.7294 (0.5084) loss_vfl_pre: 0.7415 (0.5216) loss_ddf_aux_0: 0.0443 (0.0169) loss_ddf_aux_1: 0.0262 (0.0088) loss_ddf_aux_2: 0.0126 (0.0042) loss_ddf_aux_3: 0.0053 (0.0016) loss_ddf_aux_4: 0.0010 (0.0004) loss_ddf_dn_0: 0.0274 (0.0140) loss_ddf_dn_1: 0.0161 (0.0072) loss_ddf_dn_2: 0.0081 (0.0035) loss_ddf_dn_3: 0.0036 (0.0014) loss_ddf_dn_4: 0.0007 (0.0004) time: 0.7349 data: 0.0305 max mem: 9087 Epoch: [0] [ 300/3696] eta: 0:42:12 lr: 0.000008 loss: 49.7545 (53.3151) loss_bbox: 0.5866 (1.0221) loss_bbox_aux_0: 0.6349 (1.0655) loss_bbox_aux_1: 0.6142 (1.0485) loss_bbox_aux_2: 0.5952 (1.0338) loss_bbox_aux_3: 0.5885 (1.0269) loss_bbox_aux_4: 0.5874 (1.0235) loss_bbox_dn_0: 0.6926 (0.7896) loss_bbox_dn_1: 0.6770 (0.7810) loss_bbox_dn_2: 0.6646 (0.7722) loss_bbox_dn_3: 0.6632 (0.7679) loss_bbox_dn_4: 0.6610 (0.7662) loss_bbox_dn_5: 0.6596 (0.7660) loss_bbox_dn_pre: 0.6974 (0.7961) loss_bbox_enc_0: 0.8146 (1.1347) loss_bbox_pre: 0.6413 (1.0787) loss_dfl: 0.9289 (0.6901) loss_fgl_aux_0: 0.9086 (0.6763) loss_fgl_aux_1: 0.9125 (0.6801) loss_fgl_aux_2: 0.9220 (0.6848) loss_fgl_aux_3: 0.9259 (0.6876) loss_fgl_aux_4: 0.9280 (0.6891) loss_fgl_dn_0: 0.8977 (0.8465) loss_fgl_dn_1: 0.9035 (0.8454) loss_fgl_dn_2: 0.9165 (0.8500) loss_fgl_dn_3: 0.9215 (0.8528) loss_fgl_dn_4: 0.9271 (0.8548) loss_fgl_dn_5: 0.9302 (0.8560) loss_giou: 1.0957 (1.4176) loss_giou_aux_0: 1.1473 (1.4569) loss_giou_aux_1: 1.1251 (1.4451) loss_giou_aux_2: 1.0944 (1.4304) loss_giou_aux_3: 1.0970 (1.4229) loss_giou_aux_4: 1.0968 (1.4192) loss_giou_dn_0: 1.2249 (1.3179) loss_giou_dn_1: 1.1995 (1.3111) loss_giou_dn_2: 1.1639 (1.2983) loss_giou_dn_3: 1.1576 (1.2909) loss_giou_dn_4: 1.1553 (1.2870) loss_giou_dn_5: 1.1554 (1.2851) loss_giou_dn_pre: 1.2336 (1.3199) loss_giou_enc_0: 1.3281 (1.5187) loss_giou_pre: 1.1522 (1.4614) loss_vfl: 1.0055 (0.7364) loss_vfl_aux_0: 0.9222 (0.6552) loss_vfl_aux_1: 0.9308 (0.6685) loss_vfl_aux_2: 0.9590 (0.6847) loss_vfl_aux_3: 0.9878 (0.7067) loss_vfl_aux_4: 1.0137 (0.7210) loss_vfl_dn_0: 0.4560 (0.5497) loss_vfl_dn_1: 0.4845 (0.5676) loss_vfl_dn_2: 0.5136 (0.5697) loss_vfl_dn_3: 0.5242 (0.5817) loss_vfl_dn_4: 0.5317 (0.5918) loss_vfl_dn_5: 0.5311 (0.5890) loss_vfl_dn_pre: 0.4504 (0.5490) loss_vfl_enc_0: 0.8239 (0.6036) loss_vfl_pre: 0.8978 (0.6408) loss_ddf_aux_0: 0.1141 (0.0404) loss_ddf_aux_1: 0.0711 (0.0247) loss_ddf_aux_2: 0.0215 (0.0101) loss_ddf_aux_3: 0.0045 (0.0031) loss_ddf_aux_4: 0.0006 (0.0006) loss_ddf_dn_0: 0.0738 (0.0270) loss_ddf_dn_1: 0.0484 (0.0167) loss_ddf_dn_2: 0.0159 (0.0071) loss_ddf_dn_3: 0.0037 (0.0023) loss_ddf_dn_4: 0.0005 (0.0005) time: 0.7104 data: 0.0261 max mem: 9087 Epoch: [0] [ 400/3696] eta: 0:40:44 lr: 0.000010 loss: 48.4155 (52.3795) loss_bbox: 0.5031 (0.9162) loss_bbox_aux_0: 0.5407 (0.9597) loss_bbox_aux_1: 0.5094 (0.9411) loss_bbox_aux_2: 0.5015 (0.9259) loss_bbox_aux_3: 0.5025 (0.9200) loss_bbox_aux_4: 0.5028 (0.9173) loss_bbox_dn_0: 0.6493 (0.7659) loss_bbox_dn_1: 0.6171 (0.7527) loss_bbox_dn_2: 0.6067 (0.7412) loss_bbox_dn_3: 0.5976 (0.7365) loss_bbox_dn_4: 0.5947 (0.7343) loss_bbox_dn_5: 0.5931 (0.7339) loss_bbox_dn_pre: 0.6604 (0.7726) loss_bbox_enc_0: 0.7996 (1.0616) loss_bbox_pre: 0.5481 (0.9703) loss_dfl: 0.9508 (0.7472) loss_fgl_aux_0: 0.9412 (0.7316) loss_fgl_aux_1: 0.9444 (0.7363) loss_fgl_aux_2: 0.9489 (0.7418) loss_fgl_aux_3: 0.9489 (0.7448) loss_fgl_aux_4: 0.9504 (0.7464) loss_fgl_dn_0: 0.9214 (0.8620) loss_fgl_dn_1: 0.9328 (0.8637) loss_fgl_dn_2: 0.9413 (0.8709) loss_fgl_dn_3: 0.9450 (0.8746) loss_fgl_dn_4: 0.9465 (0.8770) loss_fgl_dn_5: 0.9469 (0.8782) loss_giou: 1.0046 (1.3400) loss_giou_aux_0: 1.0807 (1.3845) loss_giou_aux_1: 1.0522 (1.3690) loss_giou_aux_2: 1.0189 (1.3512) loss_giou_aux_3: 1.0079 (1.3442) loss_giou_aux_4: 1.0050 (1.3411) loss_giou_dn_0: 1.1887 (1.2923) loss_giou_dn_1: 1.1501 (1.2789) loss_giou_dn_2: 1.1143 (1.2606) loss_giou_dn_3: 1.1060 (1.2524) loss_giou_dn_4: 1.1046 (1.2482) loss_giou_dn_5: 1.1038 (1.2466) loss_giou_dn_pre: 1.1955 (1.2960) loss_giou_enc_0: 1.2881 (1.4789) loss_giou_pre: 1.0816 (1.3888) loss_vfl: 1.0195 (0.8017) loss_vfl_aux_0: 0.9597 (0.7221) loss_vfl_aux_1: 0.9675 (0.7322) loss_vfl_aux_2: 0.9952 (0.7524) loss_vfl_aux_3: 1.0447 (0.7739) loss_vfl_aux_4: 1.0314 (0.7870) loss_vfl_dn_0: 0.4553 (0.5260) loss_vfl_dn_1: 0.4836 (0.5458) loss_vfl_dn_2: 0.5074 (0.5536) loss_vfl_dn_3: 0.5237 (0.5659) loss_vfl_dn_4: 0.5275 (0.5756) loss_vfl_dn_5: 0.5313 (0.5736) loss_vfl_dn_pre: 0.4467 (0.5235) loss_vfl_enc_0: 0.8557 (0.6562) loss_vfl_pre: 0.9211 (0.7027) loss_ddf_aux_0: 0.1218 (0.0616) loss_ddf_aux_1: 0.0589 (0.0350) loss_ddf_aux_2: 0.0115 (0.0113) loss_ddf_aux_3: 0.0020 (0.0030) loss_ddf_aux_4: 0.0002 (0.0005) loss_ddf_dn_0: 0.1112 (0.0437) loss_ddf_dn_1: 0.0545 (0.0256) loss_ddf_dn_2: 0.0141 (0.0090) loss_ddf_dn_3: 0.0033 (0.0026) loss_ddf_dn_4: 0.0003 (0.0005) time: 0.7224 data: 0.0316 max mem: 9087 Epoch: [0] [ 500/3696] eta: 0:39:40 lr: 0.000013 loss: 47.4220 (51.5894) loss_bbox: 0.4673 (0.8326) loss_bbox_aux_0: 0.5259 (0.8782) loss_bbox_aux_1: 0.4769 (0.8559) loss_bbox_aux_2: 0.4657 (0.8409) loss_bbox_aux_3: 0.4657 (0.8357) loss_bbox_aux_4: 0.4672 (0.8335) loss_bbox_dn_0: 0.6215 (0.7431) loss_bbox_dn_1: 0.5755 (0.7249) loss_bbox_dn_2: 0.5495 (0.7114) loss_bbox_dn_3: 0.5463 (0.7063) loss_bbox_dn_4: 0.5413 (0.7040) loss_bbox_dn_5: 0.5415 (0.7035) loss_bbox_dn_pre: 0.6192 (0.7494) loss_bbox_enc_0: 0.7784 (1.0091) loss_bbox_pre: 0.5310 (0.8871) loss_dfl: 0.9677 (0.7938) loss_fgl_aux_0: 0.9743 (0.7810) loss_fgl_aux_1: 0.9721 (0.7848) loss_fgl_aux_2: 0.9688 (0.7892) loss_fgl_aux_3: 0.9680 (0.7917) loss_fgl_aux_4: 0.9677 (0.7931) loss_fgl_dn_0: 0.9442 (0.8793) loss_fgl_dn_1: 0.9599 (0.8835) loss_fgl_dn_2: 0.9699 (0.8916) loss_fgl_dn_3: 0.9764 (0.8954) loss_fgl_dn_4: 0.9800 (0.8978) loss_fgl_dn_5: 0.9813 (0.8989) loss_giou: 0.9268 (1.2611) loss_giou_aux_0: 0.9900 (1.3105) loss_giou_aux_1: 0.9502 (1.2892) loss_giou_aux_2: 0.9286 (1.2707) loss_giou_aux_3: 0.9249 (1.2645) loss_giou_aux_4: 0.9260 (1.2620) loss_giou_dn_0: 1.1408 (1.2643) loss_giou_dn_1: 1.0891 (1.2433) loss_giou_dn_2: 1.0621 (1.2211) loss_giou_dn_3: 1.0525 (1.2123) loss_giou_dn_4: 1.0481 (1.2078) loss_giou_dn_5: 1.0477 (1.2063) loss_giou_dn_pre: 1.1499 (1.2686) loss_giou_enc_0: 1.2304 (1.4313) loss_giou_pre: 0.9855 (1.3144) loss_vfl: 1.0383 (0.8596) loss_vfl_aux_0: 0.9745 (0.7844) loss_vfl_aux_1: 0.9895 (0.7952) loss_vfl_aux_2: 1.0004 (0.8146) loss_vfl_aux_3: 1.0172 (0.8328) loss_vfl_aux_4: 1.0082 (0.8446) loss_vfl_dn_0: 0.4691 (0.5158) loss_vfl_dn_1: 0.4973 (0.5372) loss_vfl_dn_2: 0.5162 (0.5475) loss_vfl_dn_3: 0.5265 (0.5593) loss_vfl_dn_4: 0.5283 (0.5686) loss_vfl_dn_5: 0.5352 (0.5681) loss_vfl_dn_pre: 0.4611 (0.5121) loss_vfl_enc_0: 0.8706 (0.7094) loss_vfl_pre: 0.9459 (0.7619) loss_ddf_aux_0: 0.1974 (0.0834) loss_ddf_aux_1: 0.0687 (0.0409) loss_ddf_aux_2: 0.0112 (0.0112) loss_ddf_aux_3: 0.0016 (0.0027) loss_ddf_aux_4: 0.0002 (0.0005) loss_ddf_dn_0: 0.2261 (0.0718) loss_ddf_dn_1: 0.0669 (0.0331) loss_ddf_dn_2: 0.0166 (0.0103) loss_ddf_dn_3: 0.0035 (0.0028) loss_ddf_dn_4: 0.0003 (0.0004) time: 0.8400 data: 0.0261 max mem: 9088 Epoch: [0] [ 600/3696] eta: 0:38:40 lr: 0.000013 loss: 46.6320 (50.9377) loss_bbox: 0.3999 (0.7697) loss_bbox_aux_0: 0.4574 (0.8191) loss_bbox_aux_1: 0.4104 (0.7923) loss_bbox_aux_2: 0.4037 (0.7771) loss_bbox_aux_3: 0.4006 (0.7724) loss_bbox_aux_4: 0.4001 (0.7705) loss_bbox_dn_0: 0.6090 (0.7282) loss_bbox_dn_1: 0.5467 (0.7040) loss_bbox_dn_2: 0.5327 (0.6887) loss_bbox_dn_3: 0.5333 (0.6832) loss_bbox_dn_4: 0.5311 (0.6807) loss_bbox_dn_5: 0.5318 (0.6802) loss_bbox_dn_pre: 0.6146 (0.7335) loss_bbox_enc_0: 0.7089 (0.9669) loss_bbox_pre: 0.4592 (0.8264) loss_dfl: 1.0158 (0.8288) loss_fgl_aux_0: 1.0260 (0.8184) loss_fgl_aux_1: 1.0210 (0.8212) loss_fgl_aux_2: 1.0169 (0.8248) loss_fgl_aux_3: 1.0158 (0.8270) loss_fgl_aux_4: 1.0160 (0.8282) loss_fgl_dn_0: 0.9776 (0.8924) loss_fgl_dn_1: 0.9985 (0.8992) loss_fgl_dn_2: 1.0077 (0.9079) loss_fgl_dn_3: 1.0139 (0.9119) loss_fgl_dn_4: 1.0118 (0.9143) loss_fgl_dn_5: 1.0114 (0.9153) loss_giou: 0.8462 (1.1970) loss_giou_aux_0: 0.9245 (1.2528) loss_giou_aux_1: 0.8696 (1.2249) loss_giou_aux_2: 0.8508 (1.2057) loss_giou_aux_3: 0.8471 (1.2000) loss_giou_aux_4: 0.8462 (1.1977) loss_giou_dn_0: 1.1072 (1.2429) loss_giou_dn_1: 1.0220 (1.2130) loss_giou_dn_2: 0.9897 (1.1875) loss_giou_dn_3: 0.9755 (1.1778) loss_giou_dn_4: 0.9678 (1.1731) loss_giou_dn_5: 0.9662 (1.1716) loss_giou_dn_pre: 1.1127 (1.2475) loss_giou_enc_0: 1.1476 (1.3888) loss_giou_pre: 0.9228 (1.2561) loss_vfl: 1.1324 (0.8970) loss_vfl_aux_0: 1.0781 (0.8272) loss_vfl_aux_1: 1.0839 (0.8402) loss_vfl_aux_2: 1.0675 (0.8580) loss_vfl_aux_3: 1.1001 (0.8721) loss_vfl_aux_4: 1.1100 (0.8826) loss_vfl_dn_0: 0.4857 (0.5082) loss_vfl_dn_1: 0.5393 (0.5336) loss_vfl_dn_2: 0.5494 (0.5454) loss_vfl_dn_3: 0.5598 (0.5565) loss_vfl_dn_4: 0.5668 (0.5653) loss_vfl_dn_5: 0.5678 (0.5662) loss_vfl_dn_pre: 0.4789 (0.5042) loss_vfl_enc_0: 1.0490 (0.7508) loss_vfl_pre: 1.0566 (0.8045) loss_ddf_aux_0: 0.2150 (0.1055) loss_ddf_aux_1: 0.0582 (0.0457) loss_ddf_aux_2: 0.0087 (0.0110) loss_ddf_aux_3: 0.0011 (0.0025) loss_ddf_aux_4: 0.0001 (0.0004) loss_ddf_dn_0: 0.1755 (0.0909) loss_ddf_dn_1: 0.0606 (0.0383) loss_ddf_dn_2: 0.0143 (0.0112) loss_ddf_dn_3: 0.0032 (0.0029) loss_ddf_dn_4: 0.0003 (0.0004) time: 0.7347 data: 0.0292 max mem: 9088 Epoch: [0] [ 700/3696] eta: 0:37:17 lr: 0.000013 loss: 45.7268 (50.2939) loss_bbox: 0.3914 (0.7181) loss_bbox_aux_0: 0.4669 (0.7693) loss_bbox_aux_1: 0.4012 (0.7391) loss_bbox_aux_2: 0.3927 (0.7247) loss_bbox_aux_3: 0.3908 (0.7204) loss_bbox_aux_4: 0.3916 (0.7188) loss_bbox_dn_0: 0.5994 (0.7127) loss_bbox_dn_1: 0.5312 (0.6826) loss_bbox_dn_2: 0.5078 (0.6662) loss_bbox_dn_3: 0.4997 (0.6604) loss_bbox_dn_4: 0.4986 (0.6579) loss_bbox_dn_5: 0.4991 (0.6574) loss_bbox_dn_pre: 0.6079 (0.7177) loss_bbox_enc_0: 0.6647 (0.9270) loss_bbox_pre: 0.4638 (0.7758) loss_dfl: 1.0126 (0.8573) loss_fgl_aux_0: 1.0442 (0.8509) loss_fgl_aux_1: 1.0152 (0.8511) loss_fgl_aux_2: 1.0108 (0.8537) loss_fgl_aux_3: 1.0116 (0.8557) loss_fgl_aux_4: 1.0123 (0.8568) loss_fgl_dn_0: 0.9912 (0.9061) loss_fgl_dn_1: 1.0082 (0.9145) loss_fgl_dn_2: 1.0146 (0.9230) loss_fgl_dn_3: 1.0143 (0.9270) loss_fgl_dn_4: 1.0153 (0.9292) loss_fgl_dn_5: 1.0158 (0.9301) loss_giou: 0.7689 (1.1400) loss_giou_aux_0: 0.8495 (1.1991) loss_giou_aux_1: 0.7846 (1.1665) loss_giou_aux_2: 0.7695 (1.1479) loss_giou_aux_3: 0.7686 (1.1425) loss_giou_aux_4: 0.7686 (1.1406) loss_giou_dn_0: 1.0725 (1.2209) loss_giou_dn_1: 0.9853 (1.1822) loss_giou_dn_2: 0.9427 (1.1545) loss_giou_dn_3: 0.9190 (1.1440) loss_giou_dn_4: 0.9092 (1.1390) loss_giou_dn_5: 0.9079 (1.1376) loss_giou_dn_pre: 1.0801 (1.2253) loss_giou_enc_0: 1.0666 (1.3446) loss_giou_pre: 0.8478 (1.2019) loss_vfl: 1.0640 (0.9219) loss_vfl_aux_0: 1.0552 (0.8621) loss_vfl_aux_1: 1.0533 (0.8770) loss_vfl_aux_2: 1.0272 (0.8889) loss_vfl_aux_3: 1.0320 (0.8995) loss_vfl_aux_4: 1.0343 (0.9084) loss_vfl_dn_0: 0.4805 (0.5046) loss_vfl_dn_1: 0.5254 (0.5333) loss_vfl_dn_2: 0.5350 (0.5448) loss_vfl_dn_3: 0.5438 (0.5552) loss_vfl_dn_4: 0.5536 (0.5635) loss_vfl_dn_5: 0.5634 (0.5654) loss_vfl_dn_pre: 0.4778 (0.5005) loss_vfl_enc_0: 1.0181 (0.7904) loss_vfl_pre: 1.0435 (0.8403) loss_ddf_aux_0: 0.2427 (0.1241) loss_ddf_aux_1: 0.0567 (0.0476) loss_ddf_aux_2: 0.0079 (0.0107) loss_ddf_aux_3: 0.0010 (0.0023) loss_ddf_aux_4: 0.0001 (0.0004) loss_ddf_dn_0: 0.2230 (0.1063) loss_ddf_dn_1: 0.0747 (0.0429) loss_ddf_dn_2: 0.0183 (0.0120) loss_ddf_dn_3: 0.0037 (0.0031) loss_ddf_dn_4: 0.0003 (0.0004) time: 0.7173 data: 0.0285 max mem: 9088 Epoch: [0] [ 800/3696] eta: 0:35:53 lr: 0.000013 loss: 44.7879 (49.7058) loss_bbox: 0.3408 (0.6761) loss_bbox_aux_0: 0.4112 (0.7288) loss_bbox_aux_1: 0.3559 (0.6960) loss_bbox_aux_2: 0.3411 (0.6820) loss_bbox_aux_3: 0.3401 (0.6780) loss_bbox_aux_4: 0.3409 (0.6767) loss_bbox_dn_0: 0.5636 (0.6975) loss_bbox_dn_1: 0.4904 (0.6627) loss_bbox_dn_2: 0.4674 (0.6452) loss_bbox_dn_3: 0.4559 (0.6393) loss_bbox_dn_4: 0.4504 (0.6368) loss_bbox_dn_5: 0.4496 (0.6364) loss_bbox_dn_pre: 0.5691 (0.7023) loss_bbox_enc_0: 0.5909 (0.8927) loss_bbox_pre: 0.4144 (0.7346) loss_dfl: 1.0317 (0.8785) loss_fgl_aux_0: 1.0639 (0.8763) loss_fgl_aux_1: 1.0363 (0.8738) loss_fgl_aux_2: 1.0329 (0.8754) loss_fgl_aux_3: 1.0317 (0.8770) loss_fgl_aux_4: 1.0315 (0.8780) loss_fgl_dn_0: 1.0125 (0.9180) loss_fgl_dn_1: 1.0235 (0.9271) loss_fgl_dn_2: 1.0265 (0.9352) loss_fgl_dn_3: 1.0267 (0.9389) loss_fgl_dn_4: 1.0255 (0.9408) loss_fgl_dn_5: 1.0256 (0.9416) loss_giou: 0.7429 (1.0932) loss_giou_aux_0: 0.8245 (1.1552) loss_giou_aux_1: 0.7618 (1.1187) loss_giou_aux_2: 0.7460 (1.1004) loss_giou_aux_3: 0.7433 (1.0954) loss_giou_aux_4: 0.7429 (1.0937) loss_giou_dn_0: 1.0484 (1.2011) loss_giou_dn_1: 0.9357 (1.1548) loss_giou_dn_2: 0.8903 (1.1253) loss_giou_dn_3: 0.8726 (1.1141) loss_giou_dn_4: 0.8688 (1.1089) loss_giou_dn_5: 0.8681 (1.1076) loss_giou_dn_pre: 1.0491 (1.2054) loss_giou_enc_0: 1.0112 (1.3074) loss_giou_pre: 0.8225 (1.1575) loss_vfl: 1.0229 (0.9376) loss_vfl_aux_0: 1.0602 (0.8883) loss_vfl_aux_1: 1.0605 (0.9047) loss_vfl_aux_2: 1.0535 (0.9115) loss_vfl_aux_3: 1.0222 (0.9178) loss_vfl_aux_4: 1.0243 (0.9249) loss_vfl_dn_0: 0.4952 (0.5026) loss_vfl_dn_1: 0.5477 (0.5344) loss_vfl_dn_2: 0.5536 (0.5456) loss_vfl_dn_3: 0.5542 (0.5548) loss_vfl_dn_4: 0.5559 (0.5627) loss_vfl_dn_5: 0.5622 (0.5650) loss_vfl_dn_pre: 0.4910 (0.4986) loss_vfl_enc_0: 1.0247 (0.8211) loss_vfl_pre: 1.0508 (0.8679) loss_ddf_aux_0: 0.2393 (0.1393) loss_ddf_aux_1: 0.0522 (0.0486) loss_ddf_aux_2: 0.0071 (0.0104) loss_ddf_aux_3: 0.0008 (0.0021) loss_ddf_aux_4: 0.0001 (0.0003) loss_ddf_dn_0: 0.2347 (0.1219) loss_ddf_dn_1: 0.0776 (0.0472) loss_ddf_dn_2: 0.0186 (0.0128) loss_ddf_dn_3: 0.0040 (0.0032) loss_ddf_dn_4: 0.0003 (0.0004) time: 0.7313 data: 0.0224 max mem: 9088 Epoch: [0] [ 900/3696] eta: 0:34:36 lr: 0.000013 loss: 43.9711 (49.1190) loss_bbox: 0.3535 (0.6402) loss_bbox_aux_0: 0.3945 (0.6930) loss_bbox_aux_1: 0.3588 (0.6589) loss_bbox_aux_2: 0.3531 (0.6455) loss_bbox_aux_3: 0.3532 (0.6419) loss_bbox_aux_4: 0.3534 (0.6407) loss_bbox_dn_0: 0.5413 (0.6798) loss_bbox_dn_1: 0.4731 (0.6412) loss_bbox_dn_2: 0.4471 (0.6232) loss_bbox_dn_3: 0.4391 (0.6173) loss_bbox_dn_4: 0.4343 (0.6149) loss_bbox_dn_5: 0.4343 (0.6144) loss_bbox_dn_pre: 0.5475 (0.6846) loss_bbox_enc_0: 0.5500 (0.8578) loss_bbox_pre: 0.3970 (0.6982) loss_dfl: 1.0266 (0.8937) loss_fgl_aux_0: 1.0675 (0.8955) loss_fgl_aux_1: 1.0351 (0.8902) loss_fgl_aux_2: 1.0276 (0.8910) loss_fgl_aux_3: 1.0273 (0.8924) loss_fgl_aux_4: 1.0268 (0.8933) loss_fgl_dn_0: 1.0136 (0.9280) loss_fgl_dn_1: 1.0250 (0.9373) loss_fgl_dn_2: 1.0252 (0.9446) loss_fgl_dn_3: 1.0258 (0.9480) loss_fgl_dn_4: 1.0250 (0.9497) loss_fgl_dn_5: 1.0248 (0.9504) loss_giou: 0.7301 (1.0570) loss_giou_aux_0: 0.8057 (1.1202) loss_giou_aux_1: 0.7437 (1.0813) loss_giou_aux_2: 0.7314 (1.0637) loss_giou_aux_3: 0.7301 (1.0590) loss_giou_aux_4: 0.7304 (1.0574) loss_giou_dn_0: 1.0268 (1.1842) loss_giou_dn_1: 0.9157 (1.1310) loss_giou_dn_2: 0.8732 (1.1003) loss_giou_dn_3: 0.8594 (1.0889) loss_giou_dn_4: 0.8518 (1.0837) loss_giou_dn_5: 0.8498 (1.0824) loss_giou_dn_pre: 1.0335 (1.1883) loss_giou_enc_0: 0.9844 (1.2753) loss_giou_pre: 0.8045 (1.1222) loss_vfl: 1.0220 (0.9457) loss_vfl_aux_0: 1.0610 (0.9046) loss_vfl_aux_1: 1.0621 (0.9214) loss_vfl_aux_2: 1.0424 (0.9243) loss_vfl_aux_3: 1.0056 (0.9277) loss_vfl_aux_4: 1.0111 (0.9340) loss_vfl_dn_0: 0.5009 (0.5011) loss_vfl_dn_1: 0.5510 (0.5353) loss_vfl_dn_2: 0.5464 (0.5454) loss_vfl_dn_3: 0.5479 (0.5537) loss_vfl_dn_4: 0.5588 (0.5612) loss_vfl_dn_5: 0.5670 (0.5640) loss_vfl_dn_pre: 0.4968 (0.4972) loss_vfl_enc_0: 1.0243 (0.8428) loss_vfl_pre: 1.0585 (0.8858) loss_ddf_aux_0: 0.2289 (0.1505) loss_ddf_aux_1: 0.0449 (0.0486) loss_ddf_aux_2: 0.0049 (0.0099) loss_ddf_aux_3: 0.0005 (0.0020) loss_ddf_aux_4: 0.0001 (0.0003) loss_ddf_dn_0: 0.2486 (0.1373) loss_ddf_dn_1: 0.0760 (0.0506) loss_ddf_dn_2: 0.0162 (0.0133) loss_ddf_dn_3: 0.0034 (0.0032) loss_ddf_dn_4: 0.0003 (0.0004) time: 0.7310 data: 0.0238 max mem: 9088 Epoch: [0] [1000/3696] eta: 0:33:18 lr: 0.000013 loss: 43.8256 (48.6140) loss_bbox: 0.3410 (0.6113) loss_bbox_aux_0: 0.3968 (0.6642) loss_bbox_aux_1: 0.3502 (0.6291) loss_bbox_aux_2: 0.3401 (0.6162) loss_bbox_aux_3: 0.3406 (0.6129) loss_bbox_aux_4: 0.3409 (0.6118) loss_bbox_dn_0: 0.5519 (0.6664) loss_bbox_dn_1: 0.4767 (0.6244) loss_bbox_dn_2: 0.4497 (0.6057) loss_bbox_dn_3: 0.4454 (0.5998) loss_bbox_dn_4: 0.4444 (0.5974) loss_bbox_dn_5: 0.4459 (0.5970) loss_bbox_dn_pre: 0.5588 (0.6711) loss_bbox_enc_0: 0.5615 (0.8295) loss_bbox_pre: 0.3979 (0.6690) loss_dfl: 1.0421 (0.9065) loss_fgl_aux_0: 1.0848 (0.9118) loss_fgl_aux_1: 1.0509 (0.9040) loss_fgl_aux_2: 1.0414 (0.9040) loss_fgl_aux_3: 1.0421 (0.9053) loss_fgl_aux_4: 1.0421 (0.9061) loss_fgl_dn_0: 1.0237 (0.9371) loss_fgl_dn_1: 1.0275 (0.9461) loss_fgl_dn_2: 1.0276 (0.9528) loss_fgl_dn_3: 1.0283 (0.9558) loss_fgl_dn_4: 1.0291 (0.9574) loss_fgl_dn_5: 1.0292 (0.9580) loss_giou: 0.6855 (1.0252) loss_giou_aux_0: 0.7688 (1.0892) loss_giou_aux_1: 0.7073 (1.0484) loss_giou_aux_2: 0.6885 (1.0313) loss_giou_aux_3: 0.6860 (1.0270) loss_giou_aux_4: 0.6855 (1.0256) loss_giou_dn_0: 1.0080 (1.1684) loss_giou_dn_1: 0.8956 (1.1095) loss_giou_dn_2: 0.8524 (1.0777) loss_giou_dn_3: 0.8390 (1.0661) loss_giou_dn_4: 0.8307 (1.0608) loss_giou_dn_5: 0.8289 (1.0596) loss_giou_dn_pre: 1.0081 (1.1723) loss_giou_enc_0: 0.9423 (1.2463) loss_giou_pre: 0.7686 (1.0910) loss_vfl: 0.9764 (0.9505) loss_vfl_aux_0: 1.0084 (0.9174) loss_vfl_aux_1: 1.0464 (0.9342) loss_vfl_aux_2: 0.9886 (0.9337) loss_vfl_aux_3: 0.9744 (0.9342) loss_vfl_aux_4: 0.9749 (0.9393) loss_vfl_dn_0: 0.4971 (0.5003) loss_vfl_dn_1: 0.5433 (0.5362) loss_vfl_dn_2: 0.5410 (0.5452) loss_vfl_dn_3: 0.5435 (0.5524) loss_vfl_dn_4: 0.5443 (0.5595) loss_vfl_dn_5: 0.5483 (0.5627) loss_vfl_dn_pre: 0.4940 (0.4966) loss_vfl_enc_0: 1.0078 (0.8602) loss_vfl_pre: 1.0132 (0.8999) loss_ddf_aux_0: 0.2327 (0.1598) loss_ddf_aux_1: 0.0485 (0.0486) loss_ddf_aux_2: 0.0048 (0.0094) loss_ddf_aux_3: 0.0006 (0.0018) loss_ddf_aux_4: 0.0001 (0.0003) loss_ddf_dn_0: 0.2887 (0.1525) loss_ddf_dn_1: 0.0865 (0.0541) loss_ddf_dn_2: 0.0183 (0.0138) loss_ddf_dn_3: 0.0039 (0.0033) loss_ddf_dn_4: 0.0003 (0.0004) time: 0.7469 data: 0.0319 max mem: 9088 Epoch: [0] [1100/3696] eta: 0:32:03 lr: 0.000013 loss: 43.9252 (48.1873) loss_bbox: 0.3539 (0.5882) loss_bbox_aux_0: 0.4013 (0.6411) loss_bbox_aux_1: 0.3588 (0.6052) loss_bbox_aux_2: 0.3540 (0.5927) loss_bbox_aux_3: 0.3535 (0.5896) loss_bbox_aux_4: 0.3538 (0.5887) loss_bbox_dn_0: 0.5474 (0.6557) loss_bbox_dn_1: 0.4590 (0.6105) loss_bbox_dn_2: 0.4381 (0.5912) loss_bbox_dn_3: 0.4314 (0.5853) loss_bbox_dn_4: 0.4313 (0.5829) loss_bbox_dn_5: 0.4309 (0.5826) loss_bbox_dn_pre: 0.5451 (0.6602) loss_bbox_enc_0: 0.5366 (0.8067) loss_bbox_pre: 0.3965 (0.6456) loss_dfl: 1.0249 (0.9164) loss_fgl_aux_0: 1.0586 (0.9249) loss_fgl_aux_1: 1.0295 (0.9147) loss_fgl_aux_2: 1.0245 (0.9141) loss_fgl_aux_3: 1.0248 (0.9153) loss_fgl_aux_4: 1.0247 (0.9160) loss_fgl_dn_0: 1.0256 (0.9451) loss_fgl_dn_1: 1.0297 (0.9535) loss_fgl_dn_2: 1.0272 (0.9594) loss_fgl_dn_3: 1.0261 (0.9621) loss_fgl_dn_4: 1.0255 (0.9636) loss_fgl_dn_5: 1.0253 (0.9642) loss_giou: 0.7162 (0.9989) loss_giou_aux_0: 0.7910 (1.0638) loss_giou_aux_1: 0.7345 (1.0213) loss_giou_aux_2: 0.7184 (1.0046) loss_giou_aux_3: 0.7167 (1.0005) loss_giou_aux_4: 0.7162 (0.9993) loss_giou_dn_0: 0.9972 (1.1543) loss_giou_dn_1: 0.8916 (1.0904) loss_giou_dn_2: 0.8591 (1.0577) loss_giou_dn_3: 0.8463 (1.0461) loss_giou_dn_4: 0.8405 (1.0408) loss_giou_dn_5: 0.8397 (1.0396) loss_giou_dn_pre: 1.0051 (1.1582) loss_giou_enc_0: 0.9587 (1.2225) loss_giou_pre: 0.7870 (1.0653) loss_vfl: 0.9486 (0.9529) loss_vfl_aux_0: 1.0056 (0.9272) loss_vfl_aux_1: 1.0598 (0.9439) loss_vfl_aux_2: 0.9794 (0.9407) loss_vfl_aux_3: 0.9627 (0.9384) loss_vfl_aux_4: 0.9515 (0.9425) loss_vfl_dn_0: 0.4951 (0.4997) loss_vfl_dn_1: 0.5482 (0.5372) loss_vfl_dn_2: 0.5552 (0.5453) loss_vfl_dn_3: 0.5452 (0.5517) loss_vfl_dn_4: 0.5492 (0.5584) loss_vfl_dn_5: 0.5465 (0.5616) loss_vfl_dn_pre: 0.4920 (0.4960) loss_vfl_enc_0: 1.0060 (0.8739) loss_vfl_pre: 1.0001 (0.9109) loss_ddf_aux_0: 0.2635 (0.1682) loss_ddf_aux_1: 0.0507 (0.0486) loss_ddf_aux_2: 0.0042 (0.0089) loss_ddf_aux_3: 0.0005 (0.0017) loss_ddf_aux_4: 0.0001 (0.0003) loss_ddf_dn_0: 0.3200 (0.1670) loss_ddf_dn_1: 0.0884 (0.0573) loss_ddf_dn_2: 0.0159 (0.0141) loss_ddf_dn_3: 0.0032 (0.0033) loss_ddf_dn_4: 0.0003 (0.0004) time: 0.7260 data: 0.0292 max mem: 9088 Epoch: [0] [1200/3696] eta: 0:30:48 lr: 0.000013 loss: 43.0618 (47.7842) loss_bbox: 0.3178 (0.5677) loss_bbox_aux_0: 0.3597 (0.6205) loss_bbox_aux_1: 0.3225 (0.5840) loss_bbox_aux_2: 0.3191 (0.5718) loss_bbox_aux_3: 0.3177 (0.5690) loss_bbox_aux_4: 0.3178 (0.5681) loss_bbox_dn_0: 0.5041 (0.6447) loss_bbox_dn_1: 0.4247 (0.5970) loss_bbox_dn_2: 0.4051 (0.5774) loss_bbox_dn_3: 0.4020 (0.5715) loss_bbox_dn_4: 0.4010 (0.5692) loss_bbox_dn_5: 0.4011 (0.5689) loss_bbox_dn_pre: 0.5049 (0.6491) loss_bbox_enc_0: 0.4963 (0.7842) loss_bbox_pre: 0.3614 (0.6247) loss_dfl: 0.9894 (0.9240) loss_fgl_aux_0: 1.0323 (0.9355) loss_fgl_aux_1: 0.9973 (0.9232) loss_fgl_aux_2: 0.9904 (0.9220) loss_fgl_aux_3: 0.9897 (0.9230) loss_fgl_aux_4: 0.9895 (0.9237) loss_fgl_dn_0: 1.0244 (0.9520) loss_fgl_dn_1: 1.0225 (0.9597) loss_fgl_dn_2: 1.0203 (0.9648) loss_fgl_dn_3: 1.0217 (0.9673) loss_fgl_dn_4: 1.0228 (0.9687) loss_fgl_dn_5: 1.0227 (0.9692) loss_giou: 0.7879 (0.9771) loss_giou_aux_0: 0.8551 (1.0427) loss_giou_aux_1: 0.7985 (0.9989) loss_giou_aux_2: 0.7874 (0.9825) loss_giou_aux_3: 0.7875 (0.9787) loss_giou_aux_4: 0.7879 (0.9775) loss_giou_dn_0: 1.0142 (1.1418) loss_giou_dn_1: 0.9072 (1.0736) loss_giou_dn_2: 0.8746 (1.0403) loss_giou_dn_3: 0.8609 (1.0287) loss_giou_dn_4: 0.8563 (1.0235) loss_giou_dn_5: 0.8560 (1.0225) loss_giou_dn_pre: 1.0141 (1.1455) loss_giou_enc_0: 1.0074 (1.2014) loss_giou_pre: 0.8554 (1.0440) loss_vfl: 0.9308 (0.9535) loss_vfl_aux_0: 0.9874 (0.9339) loss_vfl_aux_1: 1.0189 (0.9503) loss_vfl_aux_2: 0.9629 (0.9448) loss_vfl_aux_3: 0.9413 (0.9405) loss_vfl_aux_4: 0.9358 (0.9436) loss_vfl_dn_0: 0.4915 (0.4995) loss_vfl_dn_1: 0.5432 (0.5380) loss_vfl_dn_2: 0.5436 (0.5452) loss_vfl_dn_3: 0.5382 (0.5508) loss_vfl_dn_4: 0.5389 (0.5571) loss_vfl_dn_5: 0.5419 (0.5605) loss_vfl_dn_pre: 0.4890 (0.4959) loss_vfl_enc_0: 0.9667 (0.8847) loss_vfl_pre: 0.9750 (0.9186) loss_ddf_aux_0: 0.2363 (0.1745) loss_ddf_aux_1: 0.0422 (0.0482) loss_ddf_aux_2: 0.0035 (0.0085) loss_ddf_aux_3: 0.0004 (0.0016) loss_ddf_aux_4: 0.0001 (0.0003) loss_ddf_dn_0: 0.3134 (0.1792) loss_ddf_dn_1: 0.0818 (0.0595) loss_ddf_dn_2: 0.0149 (0.0142) loss_ddf_dn_3: 0.0024 (0.0032) loss_ddf_dn_4: 0.0002 (0.0004) time: 0.7176 data: 0.0287 max mem: 9088 Epoch: [0] [1300/3696] eta: 0:29:32 lr: 0.000013 loss: 43.3132 (47.4322) loss_bbox: 0.3468 (0.5500) loss_bbox_aux_0: 0.3876 (0.6026) loss_bbox_aux_1: 0.3548 (0.5657) loss_bbox_aux_2: 0.3482 (0.5539) loss_bbox_aux_3: 0.3467 (0.5512) loss_bbox_aux_4: 0.3469 (0.5503) loss_bbox_dn_0: 0.5452 (0.6358) loss_bbox_dn_1: 0.4691 (0.5858) loss_bbox_dn_2: 0.4431 (0.5659) loss_bbox_dn_3: 0.4389 (0.5600) loss_bbox_dn_4: 0.4364 (0.5578) loss_bbox_dn_5: 0.4358 (0.5575) loss_bbox_dn_pre: 0.5476 (0.6401) loss_bbox_enc_0: 0.5153 (0.7643) loss_bbox_pre: 0.3856 (0.6065) loss_dfl: 1.0169 (0.9314) loss_fgl_aux_0: 1.0537 (0.9453) loss_fgl_aux_1: 1.0216 (0.9311) loss_fgl_aux_2: 1.0159 (0.9295) loss_fgl_aux_3: 1.0168 (0.9304) loss_fgl_aux_4: 1.0168 (0.9311) loss_fgl_dn_0: 1.0279 (0.9583) loss_fgl_dn_1: 1.0238 (0.9650) loss_fgl_dn_2: 1.0196 (0.9694) loss_fgl_dn_3: 1.0207 (0.9718) loss_fgl_dn_4: 1.0214 (0.9731) loss_fgl_dn_5: 1.0214 (0.9735) loss_giou: 0.7108 (0.9569) loss_giou_aux_0: 0.7738 (1.0226) loss_giou_aux_1: 0.7184 (0.9779) loss_giou_aux_2: 0.7112 (0.9620) loss_giou_aux_3: 0.7103 (0.9584) loss_giou_aux_4: 0.7106 (0.9573) loss_giou_dn_0: 0.9906 (1.1302) loss_giou_dn_1: 0.8682 (1.0581) loss_giou_dn_2: 0.8270 (1.0243) loss_giou_dn_3: 0.8152 (1.0127) loss_giou_dn_4: 0.8098 (1.0077) loss_giou_dn_5: 0.8098 (1.0067) loss_giou_dn_pre: 0.9881 (1.1338) loss_giou_enc_0: 0.9191 (1.1809) loss_giou_pre: 0.7728 (1.0238) loss_vfl: 0.9719 (0.9548) loss_vfl_aux_0: 1.0083 (0.9410) loss_vfl_aux_1: 1.0280 (0.9567) loss_vfl_aux_2: 0.9923 (0.9489) loss_vfl_aux_3: 0.9652 (0.9430) loss_vfl_aux_4: 0.9606 (0.9452) loss_vfl_dn_0: 0.4955 (0.4995) loss_vfl_dn_1: 0.5368 (0.5389) loss_vfl_dn_2: 0.5348 (0.5452) loss_vfl_dn_3: 0.5340 (0.5502) loss_vfl_dn_4: 0.5338 (0.5559) loss_vfl_dn_5: 0.5366 (0.5594) loss_vfl_dn_pre: 0.4926 (0.4960) loss_vfl_enc_0: 1.0341 (0.8948) loss_vfl_pre: 0.9945 (0.9264) loss_ddf_aux_0: 0.2267 (0.1792) loss_ddf_aux_1: 0.0395 (0.0477) loss_ddf_aux_2: 0.0034 (0.0081) loss_ddf_aux_3: 0.0004 (0.0015) loss_ddf_aux_4: 0.0001 (0.0002) loss_ddf_dn_0: 0.3003 (0.1914) loss_ddf_dn_1: 0.0770 (0.0617) loss_ddf_dn_2: 0.0130 (0.0143) loss_ddf_dn_3: 0.0024 (0.0032) loss_ddf_dn_4: 0.0002 (0.0003) time: 0.7272 data: 0.0276 max mem: 9088 Epoch: [0] [1400/3696] eta: 0:28:18 lr: 0.000013 loss: 42.9516 (47.1003) loss_bbox: 0.3507 (0.5343) loss_bbox_aux_0: 0.3955 (0.5865) loss_bbox_aux_1: 0.3511 (0.5494) loss_bbox_aux_2: 0.3501 (0.5379) loss_bbox_aux_3: 0.3510 (0.5354) loss_bbox_aux_4: 0.3506 (0.5346) loss_bbox_dn_0: 0.5385 (0.6274) loss_bbox_dn_1: 0.4491 (0.5756) loss_bbox_dn_2: 0.4306 (0.5555) loss_bbox_dn_3: 0.4210 (0.5497) loss_bbox_dn_4: 0.4170 (0.5476) loss_bbox_dn_5: 0.4164 (0.5472) loss_bbox_dn_pre: 0.5415 (0.6315) loss_bbox_enc_0: 0.5415 (0.7461) loss_bbox_pre: 0.3987 (0.5903) loss_dfl: 1.0114 (0.9366) loss_fgl_aux_0: 1.0482 (0.9530) loss_fgl_aux_1: 1.0180 (0.9368) loss_fgl_aux_2: 1.0125 (0.9348) loss_fgl_aux_3: 1.0115 (0.9357) loss_fgl_aux_4: 1.0116 (0.9363) loss_fgl_dn_0: 1.0204 (0.9639) loss_fgl_dn_1: 1.0171 (0.9694) loss_fgl_dn_2: 1.0122 (0.9731) loss_fgl_dn_3: 1.0132 (0.9753) loss_fgl_dn_4: 1.0137 (0.9765) loss_fgl_dn_5: 1.0139 (0.9770) loss_giou: 0.7011 (0.9401) loss_giou_aux_0: 0.7688 (1.0058) loss_giou_aux_1: 0.7062 (0.9604) loss_giou_aux_2: 0.7019 (0.9448) loss_giou_aux_3: 0.7013 (0.9414) loss_giou_aux_4: 0.7011 (0.9404) loss_giou_dn_0: 0.9786 (1.1197) loss_giou_dn_1: 0.8593 (1.0443) loss_giou_dn_2: 0.8227 (1.0103) loss_giou_dn_3: 0.8090 (0.9987) loss_giou_dn_4: 0.8055 (0.9938) loss_giou_dn_5: 0.8053 (0.9929) loss_giou_dn_pre: 0.9864 (1.1232) loss_giou_enc_0: 0.9306 (1.1636) loss_giou_pre: 0.7708 (1.0068) loss_vfl: 0.9503 (0.9543) loss_vfl_aux_0: 0.9925 (0.9455) loss_vfl_aux_1: 1.0236 (0.9610) loss_vfl_aux_2: 0.9664 (0.9515) loss_vfl_aux_3: 0.9530 (0.9436) loss_vfl_aux_4: 0.9426 (0.9450) loss_vfl_dn_0: 0.4952 (0.4995) loss_vfl_dn_1: 0.5439 (0.5394) loss_vfl_dn_2: 0.5383 (0.5448) loss_vfl_dn_3: 0.5264 (0.5492) loss_vfl_dn_4: 0.5336 (0.5545) loss_vfl_dn_5: 0.5357 (0.5580) loss_vfl_dn_pre: 0.4918 (0.4962) loss_vfl_enc_0: 0.9749 (0.9019) loss_vfl_pre: 0.9858 (0.9316) loss_ddf_aux_0: 0.2504 (0.1838) loss_ddf_aux_1: 0.0397 (0.0471) loss_ddf_aux_2: 0.0030 (0.0077) loss_ddf_aux_3: 0.0004 (0.0014) loss_ddf_aux_4: 0.0001 (0.0002) loss_ddf_dn_0: 0.3293 (0.2011) loss_ddf_dn_1: 0.0769 (0.0631) loss_ddf_dn_2: 0.0126 (0.0143) loss_ddf_dn_3: 0.0022 (0.0031) loss_ddf_dn_4: 0.0002 (0.0003) time: 0.7125 data: 0.0225 max mem: 9088 Epoch: [0] [1500/3696] eta: 0:27:06 lr: 0.000013 loss: 41.9423 (46.7782) loss_bbox: 0.2940 (0.5200) loss_bbox_aux_0: 0.3478 (0.5721) loss_bbox_aux_1: 0.2984 (0.5346) loss_bbox_aux_2: 0.2938 (0.5234) loss_bbox_aux_3: 0.2937 (0.5210) loss_bbox_aux_4: 0.2940 (0.5203) loss_bbox_dn_0: 0.4777 (0.6187) loss_bbox_dn_1: 0.4126 (0.5649) loss_bbox_dn_2: 0.3894 (0.5446) loss_bbox_dn_3: 0.3831 (0.5389) loss_bbox_dn_4: 0.3814 (0.5368) loss_bbox_dn_5: 0.3812 (0.5365) loss_bbox_dn_pre: 0.4830 (0.6227) loss_bbox_enc_0: 0.4934 (0.7299) loss_bbox_pre: 0.3495 (0.5758) loss_dfl: 1.0234 (0.9411) loss_fgl_aux_0: 1.0676 (0.9598) loss_fgl_aux_1: 1.0284 (0.9418) loss_fgl_aux_2: 1.0231 (0.9394) loss_fgl_aux_3: 1.0234 (0.9402) loss_fgl_aux_4: 1.0234 (0.9408) loss_fgl_dn_0: 1.0381 (0.9688) loss_fgl_dn_1: 1.0307 (0.9731) loss_fgl_dn_2: 1.0249 (0.9762) loss_fgl_dn_3: 1.0249 (0.9783) loss_fgl_dn_4: 1.0258 (0.9795) loss_fgl_dn_5: 1.0262 (0.9799) loss_giou: 0.7019 (0.9254) loss_giou_aux_0: 0.7614 (0.9912) loss_giou_aux_1: 0.7078 (0.9451) loss_giou_aux_2: 0.7026 (0.9299) loss_giou_aux_3: 0.7019 (0.9266) loss_giou_aux_4: 0.7020 (0.9256) loss_giou_dn_0: 0.9911 (1.1103) loss_giou_dn_1: 0.8524 (1.0317) loss_giou_dn_2: 0.8202 (0.9974) loss_giou_dn_3: 0.8115 (0.9859) loss_giou_dn_4: 0.8091 (0.9811) loss_giou_dn_5: 0.8086 (0.9802) loss_giou_dn_pre: 0.9832 (1.1137) loss_giou_enc_0: 0.9051 (1.1485) loss_giou_pre: 0.7625 (0.9921) loss_vfl: 0.9075 (0.9520) loss_vfl_aux_0: 0.9703 (0.9481) loss_vfl_aux_1: 0.9789 (0.9627) loss_vfl_aux_2: 0.9215 (0.9516) loss_vfl_aux_3: 0.9050 (0.9421) loss_vfl_aux_4: 0.9023 (0.9429) loss_vfl_dn_0: 0.4915 (0.4994) loss_vfl_dn_1: 0.5424 (0.5400) loss_vfl_dn_2: 0.5313 (0.5445) loss_vfl_dn_3: 0.5286 (0.5483) loss_vfl_dn_4: 0.5266 (0.5532) loss_vfl_dn_5: 0.5310 (0.5566) loss_vfl_dn_pre: 0.4904 (0.4962) loss_vfl_enc_0: 0.9800 (0.9077) loss_vfl_pre: 0.9656 (0.9348) loss_ddf_aux_0: 0.2330 (0.1873) loss_ddf_aux_1: 0.0336 (0.0463) loss_ddf_aux_2: 0.0023 (0.0074) loss_ddf_aux_3: 0.0004 (0.0014) loss_ddf_aux_4: 0.0001 (0.0002) loss_ddf_dn_0: 0.3569 (0.2112) loss_ddf_dn_1: 0.0811 (0.0643) loss_ddf_dn_2: 0.0131 (0.0142) loss_ddf_dn_3: 0.0022 (0.0031) loss_ddf_dn_4: 0.0002 (0.0003) time: 0.7184 data: 0.0297 max mem: 9088 Epoch: [0] [1600/3696] eta: 0:25:56 lr: 0.000013 loss: 41.8246 (46.5075) loss_bbox: 0.3029 (0.5076) loss_bbox_aux_0: 0.3502 (0.5594) loss_bbox_aux_1: 0.3089 (0.5217) loss_bbox_aux_2: 0.3025 (0.5108) loss_bbox_aux_3: 0.3028 (0.5086) loss_bbox_aux_4: 0.3029 (0.5079) loss_bbox_dn_0: 0.4738 (0.6120) loss_bbox_dn_1: 0.3903 (0.5565) loss_bbox_dn_2: 0.3709 (0.5361) loss_bbox_dn_3: 0.3638 (0.5304) loss_bbox_dn_4: 0.3627 (0.5284) loss_bbox_dn_5: 0.3626 (0.5281) loss_bbox_dn_pre: 0.4780 (0.6160) loss_bbox_enc_0: 0.4747 (0.7155) loss_bbox_pre: 0.3504 (0.5630) loss_dfl: 0.9876 (0.9452) loss_fgl_aux_0: 1.0339 (0.9659) loss_fgl_aux_1: 0.9913 (0.9463) loss_fgl_aux_2: 0.9874 (0.9437) loss_fgl_aux_3: 0.9875 (0.9444) loss_fgl_aux_4: 0.9876 (0.9449) loss_fgl_dn_0: 1.0344 (0.9737) loss_fgl_dn_1: 1.0154 (0.9766) loss_fgl_dn_2: 1.0103 (0.9793) loss_fgl_dn_3: 1.0119 (0.9813) loss_fgl_dn_4: 1.0124 (0.9824) loss_fgl_dn_5: 1.0123 (0.9828) loss_giou: 0.7246 (0.9113) loss_giou_aux_0: 0.7837 (0.9771) loss_giou_aux_1: 0.7324 (0.9304) loss_giou_aux_2: 0.7237 (0.9156) loss_giou_aux_3: 0.7243 (0.9125) loss_giou_aux_4: 0.7244 (0.9116) loss_giou_dn_0: 0.9767 (1.1012) loss_giou_dn_1: 0.8474 (1.0194) loss_giou_dn_2: 0.8093 (0.9849) loss_giou_dn_3: 0.7990 (0.9736) loss_giou_dn_4: 0.7942 (0.9689) loss_giou_dn_5: 0.7940 (0.9681) loss_giou_dn_pre: 0.9853 (1.1044) loss_giou_enc_0: 0.9148 (1.1340) loss_giou_pre: 0.7838 (0.9780) loss_vfl: 0.9027 (0.9518) loss_vfl_aux_0: 0.9478 (0.9521) loss_vfl_aux_1: 0.9500 (0.9663) loss_vfl_aux_2: 0.9346 (0.9542) loss_vfl_aux_3: 0.8912 (0.9428) loss_vfl_aux_4: 0.9003 (0.9430) loss_vfl_dn_0: 0.4916 (0.4997) loss_vfl_dn_1: 0.5330 (0.5408) loss_vfl_dn_2: 0.5323 (0.5446) loss_vfl_dn_3: 0.5214 (0.5476) loss_vfl_dn_4: 0.5240 (0.5522) loss_vfl_dn_5: 0.5278 (0.5556) loss_vfl_dn_pre: 0.4893 (0.4965) loss_vfl_enc_0: 0.9854 (0.9136) loss_vfl_pre: 0.9445 (0.9394) loss_ddf_aux_0: 0.2230 (0.1907) loss_ddf_aux_1: 0.0323 (0.0456) loss_ddf_aux_2: 0.0021 (0.0071) loss_ddf_aux_3: 0.0003 (0.0013) loss_ddf_aux_4: 0.0001 (0.0002) loss_ddf_dn_0: 0.3768 (0.2215) loss_ddf_dn_1: 0.0842 (0.0655) loss_ddf_dn_2: 0.0130 (0.0141) loss_ddf_dn_3: 0.0019 (0.0030) loss_ddf_dn_4: 0.0002 (0.0003) time: 0.8073 data: 0.0262 max mem: 9088 Epoch: [0] [1700/3696] eta: 0:24:41 lr: 0.000013 loss: 42.3102 (46.2421) loss_bbox: 0.3123 (0.4965) loss_bbox_aux_0: 0.3566 (0.5479) loss_bbox_aux_1: 0.3180 (0.5102) loss_bbox_aux_2: 0.3127 (0.4995) loss_bbox_aux_3: 0.3123 (0.4974) loss_bbox_aux_4: 0.3124 (0.4967) loss_bbox_dn_0: 0.5038 (0.6047) loss_bbox_dn_1: 0.4282 (0.5479) loss_bbox_dn_2: 0.4121 (0.5275) loss_bbox_dn_3: 0.4067 (0.5219) loss_bbox_dn_4: 0.4056 (0.5200) loss_bbox_dn_5: 0.4060 (0.5197) loss_bbox_dn_pre: 0.5059 (0.6086) loss_bbox_enc_0: 0.4849 (0.7022) loss_bbox_pre: 0.3562 (0.5513) loss_dfl: 1.0200 (0.9487) loss_fgl_aux_0: 1.0733 (0.9712) loss_fgl_aux_1: 1.0290 (0.9500) loss_fgl_aux_2: 1.0195 (0.9472) loss_fgl_aux_3: 1.0203 (0.9479) loss_fgl_aux_4: 1.0200 (0.9484) loss_fgl_dn_0: 1.0548 (0.9782) loss_fgl_dn_1: 1.0374 (0.9796) loss_fgl_dn_2: 1.0316 (0.9819) loss_fgl_dn_3: 1.0331 (0.9838) loss_fgl_dn_4: 1.0328 (0.9849) loss_fgl_dn_5: 1.0327 (0.9852) loss_giou: 0.6742 (0.8992) loss_giou_aux_0: 0.7335 (0.9649) loss_giou_aux_1: 0.6851 (0.9178) loss_giou_aux_2: 0.6756 (0.9033) loss_giou_aux_3: 0.6744 (0.9003) loss_giou_aux_4: 0.6743 (0.8995) loss_giou_dn_0: 0.9332 (1.0926) loss_giou_dn_1: 0.7919 (1.0081) loss_giou_dn_2: 0.7628 (0.9736) loss_giou_dn_3: 0.7537 (0.9624) loss_giou_dn_4: 0.7503 (0.9580) loss_giou_dn_5: 0.7500 (0.9572) loss_giou_dn_pre: 0.9324 (1.0957) loss_giou_enc_0: 0.8887 (1.1215) loss_giou_pre: 0.7342 (0.9657) loss_vfl: 0.9375 (0.9498) loss_vfl_aux_0: 1.0010 (0.9541) loss_vfl_aux_1: 1.0120 (0.9684) loss_vfl_aux_2: 0.9893 (0.9548) loss_vfl_aux_3: 0.9432 (0.9420) loss_vfl_aux_4: 0.9344 (0.9413) loss_vfl_dn_0: 0.5073 (0.4999) loss_vfl_dn_1: 0.5510 (0.5413) loss_vfl_dn_2: 0.5389 (0.5442) loss_vfl_dn_3: 0.5380 (0.5468) loss_vfl_dn_4: 0.5294 (0.5509) loss_vfl_dn_5: 0.5359 (0.5543) loss_vfl_dn_pre: 0.5063 (0.4968) loss_vfl_enc_0: 1.0010 (0.9176) loss_vfl_pre: 0.9978 (0.9419) loss_ddf_aux_0: 0.2366 (0.1931) loss_ddf_aux_1: 0.0308 (0.0448) loss_ddf_aux_2: 0.0020 (0.0068) loss_ddf_aux_3: 0.0003 (0.0012) loss_ddf_aux_4: 0.0001 (0.0002) loss_ddf_dn_0: 0.3905 (0.2309) loss_ddf_dn_1: 0.0789 (0.0661) loss_ddf_dn_2: 0.0121 (0.0139) loss_ddf_dn_3: 0.0017 (0.0029) loss_ddf_dn_4: 0.0001 (0.0003) time: 0.7716 data: 0.0289 max mem: 9088 Epoch: [0] [1800/3696] eta: 0:23:26 lr: 0.000013 loss: 41.8191 (45.9997) loss_bbox: 0.3112 (0.4864) loss_bbox_aux_0: 0.3496 (0.5376) loss_bbox_aux_1: 0.3148 (0.4997) loss_bbox_aux_2: 0.3103 (0.4893) loss_bbox_aux_3: 0.3111 (0.4873) loss_bbox_aux_4: 0.3112 (0.4867) loss_bbox_dn_0: 0.5007 (0.5988) loss_bbox_dn_1: 0.4209 (0.5406) loss_bbox_dn_2: 0.3974 (0.5202) loss_bbox_dn_3: 0.3918 (0.5147) loss_bbox_dn_4: 0.3903 (0.5128) loss_bbox_dn_5: 0.3900 (0.5125) loss_bbox_dn_pre: 0.5030 (0.6026) loss_bbox_enc_0: 0.4520 (0.6900) loss_bbox_pre: 0.3491 (0.5409) loss_dfl: 1.0106 (0.9513) loss_fgl_aux_0: 1.0594 (0.9757) loss_fgl_aux_1: 1.0151 (0.9530) loss_fgl_aux_2: 1.0110 (0.9499) loss_fgl_aux_3: 1.0108 (0.9506) loss_fgl_aux_4: 1.0106 (0.9511) loss_fgl_dn_0: 1.0629 (0.9824) loss_fgl_dn_1: 1.0341 (0.9822) loss_fgl_dn_2: 1.0250 (0.9841) loss_fgl_dn_3: 1.0256 (0.9860) loss_fgl_dn_4: 1.0253 (0.9870) loss_fgl_dn_5: 1.0254 (0.9873) loss_giou: 0.6492 (0.8883) loss_giou_aux_0: 0.7098 (0.9540) loss_giou_aux_1: 0.6569 (0.9064) loss_giou_aux_2: 0.6481 (0.8922) loss_giou_aux_3: 0.6484 (0.8893) loss_giou_aux_4: 0.6492 (0.8885) loss_giou_dn_0: 0.9396 (1.0847) loss_giou_dn_1: 0.7982 (0.9977) loss_giou_dn_2: 0.7607 (0.9632) loss_giou_dn_3: 0.7518 (0.9522) loss_giou_dn_4: 0.7506 (0.9479) loss_giou_dn_5: 0.7513 (0.9471) loss_giou_dn_pre: 0.9321 (1.0877) loss_giou_enc_0: 0.8583 (1.1100) loss_giou_pre: 0.7101 (0.9547) loss_vfl: 0.9456 (0.9482) loss_vfl_aux_0: 1.0007 (0.9557) loss_vfl_aux_1: 1.0001 (0.9699) loss_vfl_aux_2: 0.9910 (0.9553) loss_vfl_aux_3: 0.9399 (0.9413) loss_vfl_aux_4: 0.9189 (0.9400) loss_vfl_dn_0: 0.5064 (0.5002) loss_vfl_dn_1: 0.5515 (0.5415) loss_vfl_dn_2: 0.5403 (0.5438) loss_vfl_dn_3: 0.5302 (0.5458) loss_vfl_dn_4: 0.5242 (0.5496) loss_vfl_dn_5: 0.5335 (0.5530) loss_vfl_dn_pre: 0.5054 (0.4972) loss_vfl_enc_0: 0.9784 (0.9215) loss_vfl_pre: 0.9954 (0.9440) loss_ddf_aux_0: 0.2368 (0.1952) loss_ddf_aux_1: 0.0280 (0.0439) loss_ddf_aux_2: 0.0021 (0.0065) loss_ddf_aux_3: 0.0003 (0.0012) loss_ddf_aux_4: 0.0001 (0.0002) loss_ddf_dn_0: 0.3885 (0.2388) loss_ddf_dn_1: 0.0750 (0.0665) loss_ddf_dn_2: 0.0107 (0.0138) loss_ddf_dn_3: 0.0019 (0.0029) loss_ddf_dn_4: 0.0002 (0.0003) time: 0.7401 data: 0.0286 max mem: 9088 Epoch: [0] [1900/3696] eta: 0:22:13 lr: 0.000013 loss: 41.9063 (45.7800) loss_bbox: 0.3235 (0.4776) loss_bbox_aux_0: 0.3712 (0.5282) loss_bbox_aux_1: 0.3312 (0.4905) loss_bbox_aux_2: 0.3238 (0.4804) loss_bbox_aux_3: 0.3236 (0.4784) loss_bbox_aux_4: 0.3234 (0.4778) loss_bbox_dn_0: 0.4930 (0.5927) loss_bbox_dn_1: 0.4071 (0.5335) loss_bbox_dn_2: 0.3896 (0.5132) loss_bbox_dn_3: 0.3826 (0.5078) loss_bbox_dn_4: 0.3810 (0.5060) loss_bbox_dn_5: 0.3803 (0.5057) loss_bbox_dn_pre: 0.4931 (0.5964) loss_bbox_enc_0: 0.4791 (0.6791) loss_bbox_pre: 0.3710 (0.5315) loss_dfl: 1.0135 (0.9540) loss_fgl_aux_0: 1.0568 (0.9799) loss_fgl_aux_1: 1.0201 (0.9559) loss_fgl_aux_2: 1.0136 (0.9527) loss_fgl_aux_3: 1.0137 (0.9533) loss_fgl_aux_4: 1.0134 (0.9538) loss_fgl_dn_0: 1.0579 (0.9864) loss_fgl_dn_1: 1.0295 (0.9847) loss_fgl_dn_2: 1.0294 (0.9863) loss_fgl_dn_3: 1.0304 (0.9881) loss_fgl_dn_4: 1.0306 (0.9891) loss_fgl_dn_5: 1.0307 (0.9894) loss_giou: 0.6871 (0.8789) loss_giou_aux_0: 0.7424 (0.9445) loss_giou_aux_1: 0.6917 (0.8966) loss_giou_aux_2: 0.6862 (0.8826) loss_giou_aux_3: 0.6866 (0.8799) loss_giou_aux_4: 0.6870 (0.8791) loss_giou_dn_0: 0.9340 (1.0771) loss_giou_dn_1: 0.8153 (0.9880) loss_giou_dn_2: 0.7854 (0.9537) loss_giou_dn_3: 0.7827 (0.9428) loss_giou_dn_4: 0.7809 (0.9385) loss_giou_dn_5: 0.7803 (0.9378) loss_giou_dn_pre: 0.9378 (1.0800) loss_giou_enc_0: 0.9038 (1.0999) loss_giou_pre: 0.7444 (0.9452) loss_vfl: 0.9409 (0.9464) loss_vfl_aux_0: 0.9994 (0.9568) loss_vfl_aux_1: 0.9805 (0.9709) loss_vfl_aux_2: 0.9657 (0.9555) loss_vfl_aux_3: 0.9512 (0.9403) loss_vfl_aux_4: 0.9346 (0.9383) loss_vfl_dn_0: 0.5031 (0.5005) loss_vfl_dn_1: 0.5488 (0.5419) loss_vfl_dn_2: 0.5353 (0.5434) loss_vfl_dn_3: 0.5316 (0.5451) loss_vfl_dn_4: 0.5298 (0.5485) loss_vfl_dn_5: 0.5274 (0.5519) loss_vfl_dn_pre: 0.5043 (0.4976) loss_vfl_enc_0: 0.9921 (0.9245) loss_vfl_pre: 0.9951 (0.9456) loss_ddf_aux_0: 0.2218 (0.1970) loss_ddf_aux_1: 0.0247 (0.0430) loss_ddf_aux_2: 0.0020 (0.0063) loss_ddf_aux_3: 0.0003 (0.0011) loss_ddf_aux_4: 0.0001 (0.0002) loss_ddf_dn_0: 0.3703 (0.2460) loss_ddf_dn_1: 0.0704 (0.0666) loss_ddf_dn_2: 0.0105 (0.0136) loss_ddf_dn_3: 0.0017 (0.0028) loss_ddf_dn_4: 0.0002 (0.0003) time: 0.7478 data: 0.0381 max mem: 9088 Epoch: [0] [2000/3696] eta: 0:20:58 lr: 0.000013 loss: 40.7202 (45.5595) loss_bbox: 0.2901 (0.4689) loss_bbox_aux_0: 0.3492 (0.5194) loss_bbox_aux_1: 0.3037 (0.4814) loss_bbox_aux_2: 0.2930 (0.4716) loss_bbox_aux_3: 0.2904 (0.4697) loss_bbox_aux_4: 0.2903 (0.4691) loss_bbox_dn_0: 0.4670 (0.5868) loss_bbox_dn_1: 0.3808 (0.5264) loss_bbox_dn_2: 0.3637 (0.5061) loss_bbox_dn_3: 0.3603 (0.5008) loss_bbox_dn_4: 0.3599 (0.4990) loss_bbox_dn_5: 0.3600 (0.4988) loss_bbox_dn_pre: 0.4707 (0.5905) loss_bbox_enc_0: 0.4526 (0.6687) loss_bbox_pre: 0.3500 (0.5225) loss_dfl: 1.0067 (0.9563) loss_fgl_aux_0: 1.0669 (0.9838) loss_fgl_aux_1: 1.0150 (0.9583) loss_fgl_aux_2: 1.0071 (0.9550) loss_fgl_aux_3: 1.0067 (0.9556) loss_fgl_aux_4: 1.0067 (0.9560) loss_fgl_dn_0: 1.0599 (0.9900) loss_fgl_dn_1: 1.0274 (0.9869) loss_fgl_dn_2: 1.0254 (0.9883) loss_fgl_dn_3: 1.0261 (0.9900) loss_fgl_dn_4: 1.0267 (0.9910) loss_fgl_dn_5: 1.0268 (0.9913) loss_giou: 0.6785 (0.8698) loss_giou_aux_0: 0.7341 (0.9355) loss_giou_aux_1: 0.6849 (0.8871) loss_giou_aux_2: 0.6784 (0.8734) loss_giou_aux_3: 0.6782 (0.8708) loss_giou_aux_4: 0.6785 (0.8700) loss_giou_dn_0: 0.9331 (1.0703) loss_giou_dn_1: 0.7939 (0.9789) loss_giou_dn_2: 0.7583 (0.9446) loss_giou_dn_3: 0.7509 (0.9339) loss_giou_dn_4: 0.7502 (0.9298) loss_giou_dn_5: 0.7505 (0.9291) loss_giou_dn_pre: 0.9327 (1.0731) loss_giou_enc_0: 0.8685 (1.0904) loss_giou_pre: 0.7348 (0.9361) loss_vfl: 0.8712 (0.9439) loss_vfl_aux_0: 0.9219 (0.9573) loss_vfl_aux_1: 0.9712 (0.9712) loss_vfl_aux_2: 0.9066 (0.9549) loss_vfl_aux_3: 0.8711 (0.9385) loss_vfl_aux_4: 0.8638 (0.9360) loss_vfl_dn_0: 0.5044 (0.5006) loss_vfl_dn_1: 0.5450 (0.5421) loss_vfl_dn_2: 0.5283 (0.5429) loss_vfl_dn_3: 0.5178 (0.5442) loss_vfl_dn_4: 0.5161 (0.5473) loss_vfl_dn_5: 0.5168 (0.5506) loss_vfl_dn_pre: 0.5009 (0.4978) loss_vfl_enc_0: 0.9822 (0.9267) loss_vfl_pre: 0.9176 (0.9465) loss_ddf_aux_0: 0.2264 (0.1991) loss_ddf_aux_1: 0.0255 (0.0422) loss_ddf_aux_2: 0.0021 (0.0061) loss_ddf_aux_3: 0.0003 (0.0011) loss_ddf_aux_4: 0.0001 (0.0002) loss_ddf_dn_0: 0.4066 (0.2532) loss_ddf_dn_1: 0.0680 (0.0668) loss_ddf_dn_2: 0.0097 (0.0134) loss_ddf_dn_3: 0.0015 (0.0027) loss_ddf_dn_4: 0.0001 (0.0003) time: 0.7224 data: 0.0247 max mem: 9088 Epoch: [0] [2100/3696] eta: 0:19:40 lr: 0.000013 loss: 41.3642 (45.3720) loss_bbox: 0.3113 (0.4615) loss_bbox_aux_0: 0.3509 (0.5117) loss_bbox_aux_1: 0.3152 (0.4737) loss_bbox_aux_2: 0.3114 (0.4640) loss_bbox_aux_3: 0.3112 (0.4622) loss_bbox_aux_4: 0.3112 (0.4617) loss_bbox_dn_0: 0.4761 (0.5828) loss_bbox_dn_1: 0.4008 (0.5209) loss_bbox_dn_2: 0.3762 (0.5007) loss_bbox_dn_3: 0.3711 (0.4954) loss_bbox_dn_4: 0.3706 (0.4937) loss_bbox_dn_5: 0.3703 (0.4934) loss_bbox_dn_pre: 0.4762 (0.5863) loss_bbox_enc_0: 0.4569 (0.6595) loss_bbox_pre: 0.3510 (0.5147) loss_dfl: 0.9852 (0.9585) loss_fgl_aux_0: 1.0358 (0.9874) loss_fgl_aux_1: 0.9865 (0.9608) loss_fgl_aux_2: 0.9851 (0.9574) loss_fgl_aux_3: 0.9848 (0.9579) loss_fgl_aux_4: 0.9850 (0.9583) loss_fgl_dn_0: 1.0522 (0.9934) loss_fgl_dn_1: 1.0204 (0.9890) loss_fgl_dn_2: 1.0194 (0.9901) loss_fgl_dn_3: 1.0203 (0.9918) loss_fgl_dn_4: 1.0204 (0.9927) loss_fgl_dn_5: 1.0203 (0.9930) loss_giou: 0.7201 (0.8610) loss_giou_aux_0: 0.7799 (0.9266) loss_giou_aux_1: 0.7293 (0.8779) loss_giou_aux_2: 0.7204 (0.8645) loss_giou_aux_3: 0.7202 (0.8619) loss_giou_aux_4: 0.7202 (0.8612) loss_giou_dn_0: 0.9342 (1.0636) loss_giou_dn_1: 0.8089 (0.9701) loss_giou_dn_2: 0.7812 (0.9359) loss_giou_dn_3: 0.7695 (0.9253) loss_giou_dn_4: 0.7677 (0.9213) loss_giou_dn_5: 0.7677 (0.9206) loss_giou_dn_pre: 0.9391 (1.0664) loss_giou_enc_0: 0.9306 (1.0807) loss_giou_pre: 0.7798 (0.9272) loss_vfl: 0.8807 (0.9425) loss_vfl_aux_0: 0.9015 (0.9585) loss_vfl_aux_1: 0.9410 (0.9725) loss_vfl_aux_2: 0.9326 (0.9556) loss_vfl_aux_3: 0.8896 (0.9380) loss_vfl_aux_4: 0.8696 (0.9348) loss_vfl_dn_0: 0.5021 (0.5009) loss_vfl_dn_1: 0.5490 (0.5426) loss_vfl_dn_2: 0.5409 (0.5428) loss_vfl_dn_3: 0.5268 (0.5436) loss_vfl_dn_4: 0.5309 (0.5465) loss_vfl_dn_5: 0.5342 (0.5498) loss_vfl_dn_pre: 0.5001 (0.4982) loss_vfl_enc_0: 0.9476 (0.9302) loss_vfl_pre: 0.9055 (0.9482) loss_ddf_aux_0: 0.1965 (0.2001) loss_ddf_aux_1: 0.0235 (0.0414) loss_ddf_aux_2: 0.0022 (0.0059) loss_ddf_aux_3: 0.0003 (0.0011) loss_ddf_aux_4: 0.0001 (0.0002) loss_ddf_dn_0: 0.3570 (0.2598) loss_ddf_dn_1: 0.0614 (0.0669) loss_ddf_dn_2: 0.0089 (0.0133) loss_ddf_dn_3: 0.0013 (0.0027) loss_ddf_dn_4: 0.0001 (0.0003) time: 0.7433 data: 0.0334 max mem: 9088 Epoch: [0] [2200/3696] eta: 0:18:26 lr: 0.000013 loss: 40.5610 (45.1838) loss_bbox: 0.2694 (0.4542) loss_bbox_aux_0: 0.3266 (0.5041) loss_bbox_aux_1: 0.2765 (0.4662) loss_bbox_aux_2: 0.2706 (0.4567) loss_bbox_aux_3: 0.2699 (0.4549) loss_bbox_aux_4: 0.2695 (0.4544) loss_bbox_dn_0: 0.4308 (0.5779) loss_bbox_dn_1: 0.3572 (0.5150) loss_bbox_dn_2: 0.3356 (0.4949) loss_bbox_dn_3: 0.3328 (0.4896) loss_bbox_dn_4: 0.3317 (0.4880) loss_bbox_dn_5: 0.3319 (0.4877) loss_bbox_dn_pre: 0.4304 (0.5815) loss_bbox_enc_0: 0.4388 (0.6504) loss_bbox_pre: 0.3243 (0.5070) loss_dfl: 1.0131 (0.9605) loss_fgl_aux_0: 1.0717 (0.9906) loss_fgl_aux_1: 1.0194 (0.9628) loss_fgl_aux_2: 1.0132 (0.9593) loss_fgl_aux_3: 1.0128 (0.9599) loss_fgl_aux_4: 1.0131 (0.9603) loss_fgl_dn_0: 1.0696 (0.9968) loss_fgl_dn_1: 1.0285 (0.9909) loss_fgl_dn_2: 1.0277 (0.9919) loss_fgl_dn_3: 1.0294 (0.9935) loss_fgl_dn_4: 1.0294 (0.9943) loss_fgl_dn_5: 1.0294 (0.9946) loss_giou: 0.6500 (0.8530) loss_giou_aux_0: 0.7144 (0.9184) loss_giou_aux_1: 0.6605 (0.8696) loss_giou_aux_2: 0.6503 (0.8564) loss_giou_aux_3: 0.6497 (0.8539) loss_giou_aux_4: 0.6499 (0.8532) loss_giou_dn_0: 0.9048 (1.0571) loss_giou_dn_1: 0.7618 (0.9617) loss_giou_dn_2: 0.7301 (0.9276) loss_giou_dn_3: 0.7260 (0.9172) loss_giou_dn_4: 0.7259 (0.9132) loss_giou_dn_5: 0.7258 (0.9126) loss_giou_dn_pre: 0.9058 (1.0598) loss_giou_enc_0: 0.8528 (1.0720) loss_giou_pre: 0.7134 (0.9190) loss_vfl: 0.8901 (0.9410) loss_vfl_aux_0: 0.9351 (0.9591) loss_vfl_aux_1: 0.9480 (0.9734) loss_vfl_aux_2: 0.9358 (0.9559) loss_vfl_aux_3: 0.9261 (0.9373) loss_vfl_aux_4: 0.8860 (0.9333) loss_vfl_dn_0: 0.5075 (0.5012) loss_vfl_dn_1: 0.5456 (0.5429) loss_vfl_dn_2: 0.5397 (0.5426) loss_vfl_dn_3: 0.5359 (0.5431) loss_vfl_dn_4: 0.5280 (0.5457) loss_vfl_dn_5: 0.5231 (0.5489) loss_vfl_dn_pre: 0.5049 (0.4986) loss_vfl_enc_0: 0.9686 (0.9328) loss_vfl_pre: 0.9330 (0.9491) loss_ddf_aux_0: 0.1960 (0.2009) loss_ddf_aux_1: 0.0219 (0.0406) loss_ddf_aux_2: 0.0017 (0.0057) loss_ddf_aux_3: 0.0002 (0.0010) loss_ddf_aux_4: 0.0001 (0.0002) loss_ddf_dn_0: 0.3909 (0.2661) loss_ddf_dn_1: 0.0642 (0.0668) loss_ddf_dn_2: 0.0093 (0.0131) loss_ddf_dn_3: 0.0015 (0.0026) loss_ddf_dn_4: 0.0001 (0.0003) time: 0.7551 data: 0.0287 max mem: 9088 Epoch: [0] [2300/3696] eta: 0:17:13 lr: 0.000013 loss: 40.8824 (45.0004) loss_bbox: 0.3125 (0.4475) loss_bbox_aux_0: 0.3570 (0.4970) loss_bbox_aux_1: 0.3170 (0.4592) loss_bbox_aux_2: 0.3125 (0.4499) loss_bbox_aux_3: 0.3124 (0.4482) loss_bbox_aux_4: 0.3126 (0.4477) loss_bbox_dn_0: 0.5219 (0.5735) loss_bbox_dn_1: 0.4202 (0.5096) loss_bbox_dn_2: 0.3872 (0.4896) loss_bbox_dn_3: 0.3746 (0.4844) loss_bbox_dn_4: 0.3718 (0.4828) loss_bbox_dn_5: 0.3716 (0.4825) loss_bbox_dn_pre: 0.5149 (0.5770) loss_bbox_enc_0: 0.4667 (0.6418) loss_bbox_pre: 0.3556 (0.4998) loss_dfl: 0.9953 (0.9620) loss_fgl_aux_0: 1.0577 (0.9934) loss_fgl_aux_1: 1.0038 (0.9646) loss_fgl_aux_2: 0.9957 (0.9610) loss_fgl_aux_3: 0.9952 (0.9615) loss_fgl_aux_4: 0.9953 (0.9619) loss_fgl_dn_0: 1.0716 (1.0000) loss_fgl_dn_1: 1.0237 (0.9926) loss_fgl_dn_2: 1.0193 (0.9934) loss_fgl_dn_3: 1.0196 (0.9950) loss_fgl_dn_4: 1.0204 (0.9958) loss_fgl_dn_5: 1.0204 (0.9961) loss_giou: 0.6535 (0.8456) loss_giou_aux_0: 0.7153 (0.9109) loss_giou_aux_1: 0.6618 (0.8619) loss_giou_aux_2: 0.6564 (0.8489) loss_giou_aux_3: 0.6545 (0.8465) loss_giou_aux_4: 0.6537 (0.8458) loss_giou_dn_0: 0.9006 (1.0509) loss_giou_dn_1: 0.7698 (0.9536) loss_giou_dn_2: 0.7400 (0.9198) loss_giou_dn_3: 0.7337 (0.9095) loss_giou_dn_4: 0.7303 (0.9057) loss_giou_dn_5: 0.7301 (0.9050) loss_giou_dn_pre: 0.9075 (1.0535) loss_giou_enc_0: 0.8493 (1.0638) loss_giou_pre: 0.7156 (0.9114) loss_vfl: 0.9066 (0.9390) loss_vfl_aux_0: 0.9540 (0.9589) loss_vfl_aux_1: 0.9739 (0.9733) loss_vfl_aux_2: 0.9640 (0.9556) loss_vfl_aux_3: 0.9175 (0.9359) loss_vfl_aux_4: 0.8942 (0.9315) loss_vfl_dn_0: 0.5095 (0.5015) loss_vfl_dn_1: 0.5504 (0.5431) loss_vfl_dn_2: 0.5328 (0.5422) loss_vfl_dn_3: 0.5346 (0.5424) loss_vfl_dn_4: 0.5305 (0.5448) loss_vfl_dn_5: 0.5305 (0.5480) loss_vfl_dn_pre: 0.5073 (0.4990) loss_vfl_enc_0: 0.9819 (0.9347) loss_vfl_pre: 0.9568 (0.9493) loss_ddf_aux_0: 0.2196 (0.2013) loss_ddf_aux_1: 0.0244 (0.0398) loss_ddf_aux_2: 0.0018 (0.0055) loss_ddf_aux_3: 0.0003 (0.0010) loss_ddf_aux_4: 0.0001 (0.0002) loss_ddf_dn_0: 0.3730 (0.2719) loss_ddf_dn_1: 0.0587 (0.0666) loss_ddf_dn_2: 0.0094 (0.0129) loss_ddf_dn_3: 0.0016 (0.0026) loss_ddf_dn_4: 0.0001 (0.0003) time: 0.7306 data: 0.0297 max mem: 9088 Epoch: [0] [2400/3696] eta: 0:16:00 lr: 0.000013 loss: 40.1607 (44.8302) loss_bbox: 0.2689 (0.4413) loss_bbox_aux_0: 0.3024 (0.4905) loss_bbox_aux_1: 0.2731 (0.4527) loss_bbox_aux_2: 0.2684 (0.4436) loss_bbox_aux_3: 0.2689 (0.4420) loss_bbox_aux_4: 0.2689 (0.4415) loss_bbox_dn_0: 0.4677 (0.5694) loss_bbox_dn_1: 0.3801 (0.5045) loss_bbox_dn_2: 0.3570 (0.4846) loss_bbox_dn_3: 0.3448 (0.4795) loss_bbox_dn_4: 0.3430 (0.4778) loss_bbox_dn_5: 0.3423 (0.4776) loss_bbox_dn_pre: 0.4766 (0.5729) loss_bbox_enc_0: 0.4294 (0.6340) loss_bbox_pre: 0.3026 (0.4932) loss_dfl: 0.9865 (0.9634) loss_fgl_aux_0: 1.0469 (0.9958) loss_fgl_aux_1: 0.9966 (0.9660) loss_fgl_aux_2: 0.9871 (0.9624) loss_fgl_aux_3: 0.9862 (0.9628) loss_fgl_aux_4: 0.9864 (0.9632) loss_fgl_dn_0: 1.0848 (1.0029) loss_fgl_dn_1: 1.0322 (0.9941) loss_fgl_dn_2: 1.0256 (0.9947) loss_fgl_dn_3: 1.0255 (0.9962) loss_fgl_dn_4: 1.0257 (0.9970) loss_fgl_dn_5: 1.0256 (0.9972) loss_giou: 0.6249 (0.8389) loss_giou_aux_0: 0.6859 (0.9039) loss_giou_aux_1: 0.6364 (0.8549) loss_giou_aux_2: 0.6242 (0.8420) loss_giou_aux_3: 0.6246 (0.8397) loss_giou_aux_4: 0.6248 (0.8391) loss_giou_dn_0: 0.8956 (1.0450) loss_giou_dn_1: 0.7306 (0.9459) loss_giou_dn_2: 0.6974 (0.9122) loss_giou_dn_3: 0.6886 (0.9020) loss_giou_dn_4: 0.6879 (0.8983) loss_giou_dn_5: 0.6879 (0.8977) loss_giou_dn_pre: 0.8905 (1.0476) loss_giou_enc_0: 0.8314 (1.0564) loss_giou_pre: 0.6876 (0.9044) loss_vfl: 0.9211 (0.9373) loss_vfl_aux_0: 1.0018 (0.9590) loss_vfl_aux_1: 1.0045 (0.9733) loss_vfl_aux_2: 0.9790 (0.9552) loss_vfl_aux_3: 0.9357 (0.9348) loss_vfl_aux_4: 0.9152 (0.9300) loss_vfl_dn_0: 0.5086 (0.5019) loss_vfl_dn_1: 0.5532 (0.5434) loss_vfl_dn_2: 0.5352 (0.5419) loss_vfl_dn_3: 0.5270 (0.5418) loss_vfl_dn_4: 0.5369 (0.5440) loss_vfl_dn_5: 0.5420 (0.5471) loss_vfl_dn_pre: 0.5115 (0.4994) loss_vfl_enc_0: 0.9814 (0.9369) loss_vfl_pre: 0.9989 (0.9498) loss_ddf_aux_0: 0.1979 (0.2014) loss_ddf_aux_1: 0.0189 (0.0391) loss_ddf_aux_2: 0.0014 (0.0054) loss_ddf_aux_3: 0.0002 (0.0010) loss_ddf_aux_4: 0.0001 (0.0002) loss_ddf_dn_0: 0.3840 (0.2774) loss_ddf_dn_1: 0.0554 (0.0664) loss_ddf_dn_2: 0.0079 (0.0128) loss_ddf_dn_3: 0.0011 (0.0025) loss_ddf_dn_4: 0.0001 (0.0003) time: 0.7183 data: 0.0282 max mem: 9088 Epoch: [0] [2500/3696] eta: 0:14:46 lr: 0.000013 loss: 40.6980 (44.6663) loss_bbox: 0.2872 (0.4357) loss_bbox_aux_0: 0.3258 (0.4845) loss_bbox_aux_1: 0.2917 (0.4468) loss_bbox_aux_2: 0.2872 (0.4379) loss_bbox_aux_3: 0.2874 (0.4363) loss_bbox_aux_4: 0.2872 (0.4359) loss_bbox_dn_0: 0.4326 (0.5652) loss_bbox_dn_1: 0.3529 (0.4995) loss_bbox_dn_2: 0.3376 (0.4797) loss_bbox_dn_3: 0.3358 (0.4746) loss_bbox_dn_4: 0.3346 (0.4730) loss_bbox_dn_5: 0.3344 (0.4728) loss_bbox_dn_pre: 0.4348 (0.5687) loss_bbox_enc_0: 0.4125 (0.6268) loss_bbox_pre: 0.3267 (0.4871) loss_dfl: 0.9980 (0.9647) loss_fgl_aux_0: 1.0751 (0.9982) loss_fgl_aux_1: 1.0093 (0.9675) loss_fgl_aux_2: 0.9995 (0.9638) loss_fgl_aux_3: 0.9982 (0.9643) loss_fgl_aux_4: 0.9980 (0.9646) loss_fgl_dn_0: 1.0844 (1.0059) loss_fgl_dn_1: 1.0299 (0.9956) loss_fgl_dn_2: 1.0271 (0.9960) loss_fgl_dn_3: 1.0286 (0.9975) loss_fgl_dn_4: 1.0292 (0.9983) loss_fgl_dn_5: 1.0291 (0.9985) loss_giou: 0.6673 (0.8328) loss_giou_aux_0: 0.7264 (0.8976) loss_giou_aux_1: 0.6760 (0.8485) loss_giou_aux_2: 0.6682 (0.8358) loss_giou_aux_3: 0.6674 (0.8336) loss_giou_aux_4: 0.6673 (0.8329) loss_giou_dn_0: 0.9008 (1.0393) loss_giou_dn_1: 0.7492 (0.9385) loss_giou_dn_2: 0.7181 (0.9050) loss_giou_dn_3: 0.7090 (0.8949) loss_giou_dn_4: 0.7078 (0.8913) loss_giou_dn_5: 0.7075 (0.8907) loss_giou_dn_pre: 0.8992 (1.0418) loss_giou_enc_0: 0.8583 (1.0495) loss_giou_pre: 0.7284 (0.8981) loss_vfl: 0.8656 (0.9349) loss_vfl_aux_0: 0.9434 (0.9586) loss_vfl_aux_1: 0.9448 (0.9729) loss_vfl_aux_2: 0.9257 (0.9542) loss_vfl_aux_3: 0.8737 (0.9330) loss_vfl_aux_4: 0.8619 (0.9278) loss_vfl_dn_0: 0.5046 (0.5020) loss_vfl_dn_1: 0.5374 (0.5435) loss_vfl_dn_2: 0.5288 (0.5415) loss_vfl_dn_3: 0.5212 (0.5412) loss_vfl_dn_4: 0.5210 (0.5432) loss_vfl_dn_5: 0.5239 (0.5462) loss_vfl_dn_pre: 0.5052 (0.4997) loss_vfl_enc_0: 1.0048 (0.9388) loss_vfl_pre: 0.9403 (0.9497) loss_ddf_aux_0: 0.2213 (0.2016) loss_ddf_aux_1: 0.0212 (0.0383) loss_ddf_aux_2: 0.0017 (0.0052) loss_ddf_aux_3: 0.0003 (0.0009) loss_ddf_aux_4: 0.0001 (0.0002) loss_ddf_dn_0: 0.4151 (0.2824) loss_ddf_dn_1: 0.0581 (0.0661) loss_ddf_dn_2: 0.0083 (0.0126) loss_ddf_dn_3: 0.0012 (0.0025) loss_ddf_dn_4: 0.0001 (0.0003) time: 0.7373 data: 0.0253 max mem: 9088 Epoch: [0] [2600/3696] eta: 0:13:31 lr: 0.000013 loss: 40.7602 (44.5160) loss_bbox: 0.2984 (0.4306) loss_bbox_aux_0: 0.3348 (0.4791) loss_bbox_aux_1: 0.3044 (0.4415) loss_bbox_aux_2: 0.2976 (0.4327) loss_bbox_aux_3: 0.2982 (0.4312) loss_bbox_aux_4: 0.2983 (0.4308) loss_bbox_dn_0: 0.5035 (0.5618) loss_bbox_dn_1: 0.4091 (0.4952) loss_bbox_dn_2: 0.3875 (0.4754) loss_bbox_dn_3: 0.3834 (0.4704) loss_bbox_dn_4: 0.3822 (0.4688) loss_bbox_dn_5: 0.3821 (0.4686) loss_bbox_dn_pre: 0.5056 (0.5653) loss_bbox_enc_0: 0.4673 (0.6204) loss_bbox_pre: 0.3399 (0.4816) loss_dfl: 1.0019 (0.9658) loss_fgl_aux_0: 1.0643 (1.0003) loss_fgl_aux_1: 1.0085 (0.9687) loss_fgl_aux_2: 1.0014 (0.9649) loss_fgl_aux_3: 1.0019 (0.9653) loss_fgl_aux_4: 1.0017 (0.9656) loss_fgl_dn_0: 1.0805 (1.0086) loss_fgl_dn_1: 1.0288 (0.9969) loss_fgl_dn_2: 1.0249 (0.9971) loss_fgl_dn_3: 1.0256 (0.9986) loss_fgl_dn_4: 1.0256 (0.9993) loss_fgl_dn_5: 1.0254 (0.9996) loss_giou: 0.6501 (0.8269) loss_giou_aux_0: 0.7050 (0.8914) loss_giou_aux_1: 0.6591 (0.8423) loss_giou_aux_2: 0.6500 (0.8298) loss_giou_aux_3: 0.6498 (0.8276) loss_giou_aux_4: 0.6500 (0.8270) loss_giou_dn_0: 0.8908 (1.0340) loss_giou_dn_1: 0.7452 (0.9317) loss_giou_dn_2: 0.7165 (0.8984) loss_giou_dn_3: 0.7151 (0.8884) loss_giou_dn_4: 0.7142 (0.8849) loss_giou_dn_5: 0.7143 (0.8843) loss_giou_dn_pre: 0.8876 (1.0365) loss_giou_enc_0: 0.8488 (1.0430) loss_giou_pre: 0.7051 (0.8919) loss_vfl: 0.8874 (0.9329) loss_vfl_aux_0: 0.9596 (0.9586) loss_vfl_aux_1: 0.9933 (0.9727) loss_vfl_aux_2: 0.9779 (0.9535) loss_vfl_aux_3: 0.9164 (0.9316) loss_vfl_aux_4: 0.8808 (0.9259) loss_vfl_dn_0: 0.5106 (0.5024) loss_vfl_dn_1: 0.5486 (0.5437) loss_vfl_dn_2: 0.5302 (0.5412) loss_vfl_dn_3: 0.5275 (0.5406) loss_vfl_dn_4: 0.5217 (0.5423) loss_vfl_dn_5: 0.5237 (0.5454) loss_vfl_dn_pre: 0.5083 (0.5000) loss_vfl_enc_0: 1.0027 (0.9405) loss_vfl_pre: 0.9592 (0.9500) loss_ddf_aux_0: 0.1845 (0.2017) loss_ddf_aux_1: 0.0195 (0.0377) loss_ddf_aux_2: 0.0015 (0.0051) loss_ddf_aux_3: 0.0003 (0.0009) loss_ddf_aux_4: 0.0001 (0.0002) loss_ddf_dn_0: 0.4020 (0.2871) loss_ddf_dn_1: 0.0596 (0.0658) loss_ddf_dn_2: 0.0093 (0.0125) loss_ddf_dn_3: 0.0015 (0.0024) loss_ddf_dn_4: 0.0001 (0.0002) time: 0.7222 data: 0.0278 max mem: 9088 Epoch: [0] [2700/3696] eta: 0:12:17 lr: 0.000013 loss: 39.9903 (44.3731) loss_bbox: 0.2770 (0.4257) loss_bbox_aux_0: 0.3129 (0.4738) loss_bbox_aux_1: 0.2833 (0.4364) loss_bbox_aux_2: 0.2781 (0.4278) loss_bbox_aux_3: 0.2772 (0.4263) loss_bbox_aux_4: 0.2770 (0.4259) loss_bbox_dn_0: 0.4329 (0.5580) loss_bbox_dn_1: 0.3578 (0.4906) loss_bbox_dn_2: 0.3365 (0.4710) loss_bbox_dn_3: 0.3344 (0.4660) loss_bbox_dn_4: 0.3342 (0.4645) loss_bbox_dn_5: 0.3339 (0.4643) loss_bbox_dn_pre: 0.4304 (0.5615) loss_bbox_enc_0: 0.4168 (0.6139) loss_bbox_pre: 0.3131 (0.4763) loss_dfl: 0.9864 (0.9667) loss_fgl_aux_0: 1.0404 (1.0020) loss_fgl_aux_1: 0.9945 (0.9697) loss_fgl_aux_2: 0.9869 (0.9658) loss_fgl_aux_3: 0.9865 (0.9662) loss_fgl_aux_4: 0.9864 (0.9665) loss_fgl_dn_0: 1.0715 (1.0108) loss_fgl_dn_1: 1.0237 (0.9979) loss_fgl_dn_2: 1.0191 (0.9980) loss_fgl_dn_3: 1.0195 (0.9994) loss_fgl_dn_4: 1.0204 (1.0002) loss_fgl_dn_5: 1.0204 (1.0004) loss_giou: 0.7011 (0.8221) loss_giou_aux_0: 0.7639 (0.8864) loss_giou_aux_1: 0.7055 (0.8373) loss_giou_aux_2: 0.7012 (0.8250) loss_giou_aux_3: 0.7013 (0.8228) loss_giou_aux_4: 0.7011 (0.8223) loss_giou_dn_0: 0.8984 (1.0295) loss_giou_dn_1: 0.7626 (0.9258) loss_giou_dn_2: 0.7324 (0.8926) loss_giou_dn_3: 0.7289 (0.8827) loss_giou_dn_4: 0.7285 (0.8792) loss_giou_dn_5: 0.7283 (0.8787) loss_giou_dn_pre: 0.8956 (1.0320) loss_giou_enc_0: 0.8979 (1.0374) loss_giou_pre: 0.7626 (0.8868) loss_vfl: 0.8488 (0.9307) loss_vfl_aux_0: 0.9447 (0.9581) loss_vfl_aux_1: 0.9373 (0.9722) loss_vfl_aux_2: 0.9054 (0.9526) loss_vfl_aux_3: 0.8444 (0.9299) loss_vfl_aux_4: 0.8473 (0.9238) loss_vfl_dn_0: 0.5055 (0.5024) loss_vfl_dn_1: 0.5369 (0.5436) loss_vfl_dn_2: 0.5219 (0.5407) loss_vfl_dn_3: 0.5125 (0.5398) loss_vfl_dn_4: 0.5033 (0.5414) loss_vfl_dn_5: 0.5109 (0.5444) loss_vfl_dn_pre: 0.5047 (0.5001) loss_vfl_enc_0: 0.9506 (0.9413) loss_vfl_pre: 0.9368 (0.9498) loss_ddf_aux_0: 0.2018 (0.2017) loss_ddf_aux_1: 0.0203 (0.0370) loss_ddf_aux_2: 0.0017 (0.0050) loss_ddf_aux_3: 0.0003 (0.0009) loss_ddf_aux_4: 0.0001 (0.0002) loss_ddf_dn_0: 0.4354 (0.2917) loss_ddf_dn_1: 0.0619 (0.0656) loss_ddf_dn_2: 0.0096 (0.0123) loss_ddf_dn_3: 0.0014 (0.0024) loss_ddf_dn_4: 0.0001 (0.0002) time: 0.7103 data: 0.0299 max mem: 9088 Epoch: [0] [2800/3696] eta: 0:11:02 lr: 0.000013 loss: 40.2543 (44.2289) loss_bbox: 0.2783 (0.4208) loss_bbox_aux_0: 0.3133 (0.4686) loss_bbox_aux_1: 0.2778 (0.4313) loss_bbox_aux_2: 0.2774 (0.4228) loss_bbox_aux_3: 0.2784 (0.4214) loss_bbox_aux_4: 0.2783 (0.4209) loss_bbox_dn_0: 0.4402 (0.5542) loss_bbox_dn_1: 0.3594 (0.4862) loss_bbox_dn_2: 0.3428 (0.4666) loss_bbox_dn_3: 0.3383 (0.4617) loss_bbox_dn_4: 0.3370 (0.4602) loss_bbox_dn_5: 0.3361 (0.4600) loss_bbox_dn_pre: 0.4504 (0.5577) loss_bbox_enc_0: 0.4275 (0.6077) loss_bbox_pre: 0.3125 (0.4710) loss_dfl: 0.9956 (0.9676) loss_fgl_aux_0: 1.0635 (1.0039) loss_fgl_aux_1: 1.0061 (0.9707) loss_fgl_aux_2: 0.9957 (0.9668) loss_fgl_aux_3: 0.9961 (0.9671) loss_fgl_aux_4: 0.9958 (0.9674) loss_fgl_dn_0: 1.0790 (1.0132) loss_fgl_dn_1: 1.0336 (0.9991) loss_fgl_dn_2: 1.0285 (0.9991) loss_fgl_dn_3: 1.0281 (1.0004) loss_fgl_dn_4: 1.0287 (1.0011) loss_fgl_dn_5: 1.0287 (1.0014) loss_giou: 0.6515 (0.8170) loss_giou_aux_0: 0.7063 (0.8810) loss_giou_aux_1: 0.6576 (0.8318) loss_giou_aux_2: 0.6516 (0.8197) loss_giou_aux_3: 0.6515 (0.8176) loss_giou_aux_4: 0.6517 (0.8171) loss_giou_dn_0: 0.8732 (1.0247) loss_giou_dn_1: 0.7372 (0.9196) loss_giou_dn_2: 0.7100 (0.8866) loss_giou_dn_3: 0.7027 (0.8768) loss_giou_dn_4: 0.7024 (0.8735) loss_giou_dn_5: 0.7024 (0.8729) loss_giou_dn_pre: 0.8787 (1.0271) loss_giou_enc_0: 0.8625 (1.0318) loss_giou_pre: 0.7057 (0.8814) loss_vfl: 0.8454 (0.9287) loss_vfl_aux_0: 0.9437 (0.9577) loss_vfl_aux_1: 0.9352 (0.9716) loss_vfl_aux_2: 0.9072 (0.9518) loss_vfl_aux_3: 0.8710 (0.9283) loss_vfl_aux_4: 0.8532 (0.9220) loss_vfl_dn_0: 0.5121 (0.5026) loss_vfl_dn_1: 0.5430 (0.5436) loss_vfl_dn_2: 0.5277 (0.5403) loss_vfl_dn_3: 0.5184 (0.5392) loss_vfl_dn_4: 0.5154 (0.5406) loss_vfl_dn_5: 0.5192 (0.5436) loss_vfl_dn_pre: 0.5153 (0.5004) loss_vfl_enc_0: 0.9561 (0.9422) loss_vfl_pre: 0.9410 (0.9496) loss_ddf_aux_0: 0.2077 (0.2017) loss_ddf_aux_1: 0.0220 (0.0364) loss_ddf_aux_2: 0.0019 (0.0049) loss_ddf_aux_3: 0.0003 (0.0009) loss_ddf_aux_4: 0.0001 (0.0002) loss_ddf_dn_0: 0.3951 (0.2960) loss_ddf_dn_1: 0.0542 (0.0653) loss_ddf_dn_2: 0.0080 (0.0122) loss_ddf_dn_3: 0.0012 (0.0023) loss_ddf_dn_4: 0.0001 (0.0002) time: 0.7381 data: 0.0270 max mem: 9088 Epoch: [0] [2900/3696] eta: 0:09:48 lr: 0.000013 loss: 40.2635 (44.0936) loss_bbox: 0.2955 (0.4161) loss_bbox_aux_0: 0.3369 (0.4637) loss_bbox_aux_1: 0.2958 (0.4264) loss_bbox_aux_2: 0.2941 (0.4181) loss_bbox_aux_3: 0.2952 (0.4167) loss_bbox_aux_4: 0.2954 (0.4163) loss_bbox_dn_0: 0.4407 (0.5507) loss_bbox_dn_1: 0.3594 (0.4821) loss_bbox_dn_2: 0.3464 (0.4626) loss_bbox_dn_3: 0.3443 (0.4578) loss_bbox_dn_4: 0.3436 (0.4563) loss_bbox_dn_5: 0.3435 (0.4561) loss_bbox_dn_pre: 0.4493 (0.5542) loss_bbox_enc_0: 0.4235 (0.6016) loss_bbox_pre: 0.3260 (0.4660) loss_dfl: 0.9975 (0.9683) loss_fgl_aux_0: 1.0643 (1.0055) loss_fgl_aux_1: 0.9987 (0.9716) loss_fgl_aux_2: 0.9978 (0.9676) loss_fgl_aux_3: 0.9976 (0.9679) loss_fgl_aux_4: 0.9976 (0.9682) loss_fgl_dn_0: 1.0739 (1.0153) loss_fgl_dn_1: 1.0263 (1.0001) loss_fgl_dn_2: 1.0275 (0.9999) loss_fgl_dn_3: 1.0274 (1.0012) loss_fgl_dn_4: 1.0277 (1.0019) loss_fgl_dn_5: 1.0279 (1.0022) loss_giou: 0.6504 (0.8121) loss_giou_aux_0: 0.7037 (0.8760) loss_giou_aux_1: 0.6565 (0.8268) loss_giou_aux_2: 0.6508 (0.8148) loss_giou_aux_3: 0.6509 (0.8128) loss_giou_aux_4: 0.6502 (0.8123) loss_giou_dn_0: 0.8860 (1.0204) loss_giou_dn_1: 0.7351 (0.9140) loss_giou_dn_2: 0.7116 (0.8811) loss_giou_dn_3: 0.7057 (0.8715) loss_giou_dn_4: 0.7040 (0.8682) loss_giou_dn_5: 0.7036 (0.8677) loss_giou_dn_pre: 0.8930 (1.0228) loss_giou_enc_0: 0.8631 (1.0263) loss_giou_pre: 0.7092 (0.8764) loss_vfl: 0.8530 (0.9268) loss_vfl_aux_0: 0.9452 (0.9573) loss_vfl_aux_1: 0.9628 (0.9712) loss_vfl_aux_2: 0.9213 (0.9508) loss_vfl_aux_3: 0.8667 (0.9268) loss_vfl_aux_4: 0.8413 (0.9202) loss_vfl_dn_0: 0.5076 (0.5027) loss_vfl_dn_1: 0.5500 (0.5435) loss_vfl_dn_2: 0.5280 (0.5399) loss_vfl_dn_3: 0.5202 (0.5386) loss_vfl_dn_4: 0.5212 (0.5399) loss_vfl_dn_5: 0.5202 (0.5428) loss_vfl_dn_pre: 0.5093 (0.5006) loss_vfl_enc_0: 1.0100 (0.9434) loss_vfl_pre: 0.9376 (0.9495) loss_ddf_aux_0: 0.1844 (0.2017) loss_ddf_aux_1: 0.0173 (0.0358) loss_ddf_aux_2: 0.0015 (0.0047) loss_ddf_aux_3: 0.0002 (0.0008) loss_ddf_aux_4: 0.0001 (0.0002) loss_ddf_dn_0: 0.3919 (0.2997) loss_ddf_dn_1: 0.0512 (0.0650) loss_ddf_dn_2: 0.0081 (0.0121) loss_ddf_dn_3: 0.0012 (0.0023) loss_ddf_dn_4: 0.0001 (0.0002) time: 0.7317 data: 0.0354 max mem: 9088 Epoch: [0] [3000/3696] eta: 0:08:35 lr: 0.000013 loss: 40.1273 (43.9592) loss_bbox: 0.2883 (0.4116) loss_bbox_aux_0: 0.3320 (0.4590) loss_bbox_aux_1: 0.2935 (0.4218) loss_bbox_aux_2: 0.2893 (0.4136) loss_bbox_aux_3: 0.2884 (0.4122) loss_bbox_aux_4: 0.2884 (0.4118) loss_bbox_dn_0: 0.4795 (0.5474) loss_bbox_dn_1: 0.3857 (0.4781) loss_bbox_dn_2: 0.3689 (0.4588) loss_bbox_dn_3: 0.3647 (0.4540) loss_bbox_dn_4: 0.3637 (0.4525) loss_bbox_dn_5: 0.3638 (0.4523) loss_bbox_dn_pre: 0.4808 (0.5508) loss_bbox_enc_0: 0.4268 (0.5958) loss_bbox_pre: 0.3327 (0.4613) loss_dfl: 0.9930 (0.9692) loss_fgl_aux_0: 1.0660 (1.0073) loss_fgl_aux_1: 1.0004 (0.9726) loss_fgl_aux_2: 0.9936 (0.9685) loss_fgl_aux_3: 0.9935 (0.9688) loss_fgl_aux_4: 0.9931 (0.9691) loss_fgl_dn_0: 1.0837 (1.0174) loss_fgl_dn_1: 1.0328 (1.0010) loss_fgl_dn_2: 1.0287 (1.0007) loss_fgl_dn_3: 1.0309 (1.0020) loss_fgl_dn_4: 1.0314 (1.0027) loss_fgl_dn_5: 1.0314 (1.0029) loss_giou: 0.6249 (0.8071) loss_giou_aux_0: 0.6899 (0.8707) loss_giou_aux_1: 0.6330 (0.8215) loss_giou_aux_2: 0.6260 (0.8097) loss_giou_aux_3: 0.6248 (0.8077) loss_giou_aux_4: 0.6249 (0.8072) loss_giou_dn_0: 0.8825 (1.0160) loss_giou_dn_1: 0.7274 (0.9085) loss_giou_dn_2: 0.6995 (0.8758) loss_giou_dn_3: 0.6945 (0.8663) loss_giou_dn_4: 0.6934 (0.8630) loss_giou_dn_5: 0.6933 (0.8625) loss_giou_dn_pre: 0.8814 (1.0184) loss_giou_enc_0: 0.8338 (1.0205) loss_giou_pre: 0.6881 (0.8711) loss_vfl: 0.8879 (0.9250) loss_vfl_aux_0: 0.9604 (0.9571) loss_vfl_aux_1: 0.9508 (0.9707) loss_vfl_aux_2: 0.9232 (0.9501) loss_vfl_aux_3: 0.8901 (0.9254) loss_vfl_aux_4: 0.8860 (0.9184) loss_vfl_dn_0: 0.5049 (0.5029) loss_vfl_dn_1: 0.5455 (0.5435) loss_vfl_dn_2: 0.5275 (0.5395) loss_vfl_dn_3: 0.5208 (0.5379) loss_vfl_dn_4: 0.5162 (0.5391) loss_vfl_dn_5: 0.5165 (0.5420) loss_vfl_dn_pre: 0.5057 (0.5008) loss_vfl_enc_0: 1.0267 (0.9446) loss_vfl_pre: 0.9509 (0.9494) loss_ddf_aux_0: 0.1948 (0.2015) loss_ddf_aux_1: 0.0198 (0.0353) loss_ddf_aux_2: 0.0017 (0.0046) loss_ddf_aux_3: 0.0003 (0.0008) loss_ddf_aux_4: 0.0001 (0.0002) loss_ddf_dn_0: 0.4083 (0.3030) loss_ddf_dn_1: 0.0569 (0.0647) loss_ddf_dn_2: 0.0086 (0.0120) loss_ddf_dn_3: 0.0012 (0.0023) loss_ddf_dn_4: 0.0001 (0.0002) time: 0.7789 data: 0.0330 max mem: 9088 Epoch: [0] [3100/3696] eta: 0:07:21 lr: 0.000013 loss: 40.6042 (43.8470) loss_bbox: 0.3070 (0.4081) loss_bbox_aux_0: 0.3415 (0.4552) loss_bbox_aux_1: 0.3121 (0.4180) loss_bbox_aux_2: 0.3063 (0.4100) loss_bbox_aux_3: 0.3066 (0.4086) loss_bbox_aux_4: 0.3068 (0.4082) loss_bbox_dn_0: 0.4763 (0.5448) loss_bbox_dn_1: 0.3785 (0.4749) loss_bbox_dn_2: 0.3598 (0.4557) loss_bbox_dn_3: 0.3548 (0.4509) loss_bbox_dn_4: 0.3547 (0.4495) loss_bbox_dn_5: 0.3547 (0.4493) loss_bbox_dn_pre: 0.4762 (0.5482) loss_bbox_enc_0: 0.4724 (0.5911) loss_bbox_pre: 0.3426 (0.4575) loss_dfl: 0.9986 (0.9697) loss_fgl_aux_0: 1.0666 (1.0087) loss_fgl_aux_1: 1.0036 (0.9733) loss_fgl_aux_2: 0.9992 (0.9691) loss_fgl_aux_3: 0.9989 (0.9694) loss_fgl_aux_4: 0.9985 (0.9696) loss_fgl_dn_0: 1.0813 (1.0194) loss_fgl_dn_1: 1.0342 (1.0018) loss_fgl_dn_2: 1.0297 (1.0014) loss_fgl_dn_3: 1.0275 (1.0027) loss_fgl_dn_4: 1.0283 (1.0034) loss_fgl_dn_5: 1.0287 (1.0036) loss_giou: 0.6625 (0.8030) loss_giou_aux_0: 0.7138 (0.8665) loss_giou_aux_1: 0.6677 (0.8172) loss_giou_aux_2: 0.6627 (0.8056) loss_giou_aux_3: 0.6625 (0.8036) loss_giou_aux_4: 0.6624 (0.8031) loss_giou_dn_0: 0.8629 (1.0120) loss_giou_dn_1: 0.7383 (0.9035) loss_giou_dn_2: 0.7115 (0.8710) loss_giou_dn_3: 0.7032 (0.8615) loss_giou_dn_4: 0.7011 (0.8584) loss_giou_dn_5: 0.7007 (0.8579) loss_giou_dn_pre: 0.8628 (1.0142) loss_giou_enc_0: 0.8511 (1.0156) loss_giou_pre: 0.7153 (0.8668) loss_vfl: 0.8844 (0.9233) loss_vfl_aux_0: 0.9469 (0.9569) loss_vfl_aux_1: 0.9794 (0.9705) loss_vfl_aux_2: 0.9436 (0.9496) loss_vfl_aux_3: 0.8964 (0.9243) loss_vfl_aux_4: 0.8905 (0.9169) loss_vfl_dn_0: 0.5120 (0.5031) loss_vfl_dn_1: 0.5535 (0.5434) loss_vfl_dn_2: 0.5363 (0.5391) loss_vfl_dn_3: 0.5256 (0.5373) loss_vfl_dn_4: 0.5226 (0.5383) loss_vfl_dn_5: 0.5286 (0.5412) loss_vfl_dn_pre: 0.5111 (0.5011) loss_vfl_enc_0: 0.9747 (0.9456) loss_vfl_pre: 0.9469 (0.9495) loss_ddf_aux_0: 0.1796 (0.2012) loss_ddf_aux_1: 0.0161 (0.0348) loss_ddf_aux_2: 0.0014 (0.0046) loss_ddf_aux_3: 0.0003 (0.0008) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3877 (0.3058) loss_ddf_dn_1: 0.0515 (0.0643) loss_ddf_dn_2: 0.0075 (0.0118) loss_ddf_dn_3: 0.0011 (0.0022) loss_ddf_dn_4: 0.0001 (0.0002) time: 0.8135 data: 0.0329 max mem: 9088 Epoch: [0] [3200/3696] eta: 0:06:07 lr: 0.000013 loss: 39.9715 (43.7261) loss_bbox: 0.2606 (0.4043) loss_bbox_aux_0: 0.3087 (0.4511) loss_bbox_aux_1: 0.2675 (0.4141) loss_bbox_aux_2: 0.2617 (0.4061) loss_bbox_aux_3: 0.2607 (0.4048) loss_bbox_aux_4: 0.2605 (0.4044) loss_bbox_dn_0: 0.4464 (0.5416) loss_bbox_dn_1: 0.3562 (0.4713) loss_bbox_dn_2: 0.3458 (0.4522) loss_bbox_dn_3: 0.3419 (0.4474) loss_bbox_dn_4: 0.3408 (0.4460) loss_bbox_dn_5: 0.3410 (0.4458) loss_bbox_dn_pre: 0.4443 (0.5450) loss_bbox_enc_0: 0.4012 (0.5859) loss_bbox_pre: 0.3095 (0.4534) loss_dfl: 0.9857 (0.9701) loss_fgl_aux_0: 1.0526 (1.0098) loss_fgl_aux_1: 0.9916 (0.9738) loss_fgl_aux_2: 0.9861 (0.9695) loss_fgl_aux_3: 0.9860 (0.9698) loss_fgl_aux_4: 0.9857 (0.9700) loss_fgl_dn_0: 1.0715 (1.0213) loss_fgl_dn_1: 1.0273 (1.0026) loss_fgl_dn_2: 1.0199 (1.0021) loss_fgl_dn_3: 1.0177 (1.0033) loss_fgl_dn_4: 1.0176 (1.0040) loss_fgl_dn_5: 1.0177 (1.0042) loss_giou: 0.6775 (0.7992) loss_giou_aux_0: 0.7222 (0.8624) loss_giou_aux_1: 0.6853 (0.8132) loss_giou_aux_2: 0.6777 (0.8017) loss_giou_aux_3: 0.6772 (0.7998) loss_giou_aux_4: 0.6775 (0.7993) loss_giou_dn_0: 0.8902 (1.0079) loss_giou_dn_1: 0.7374 (0.8984) loss_giou_dn_2: 0.7015 (0.8660) loss_giou_dn_3: 0.6987 (0.8567) loss_giou_dn_4: 0.6999 (0.8536) loss_giou_dn_5: 0.7000 (0.8531) loss_giou_dn_pre: 0.8956 (1.0101) loss_giou_enc_0: 0.8607 (1.0111) loss_giou_pre: 0.7256 (0.8628) loss_vfl: 0.8527 (0.9213) loss_vfl_aux_0: 0.9305 (0.9564) loss_vfl_aux_1: 0.9341 (0.9696) loss_vfl_aux_2: 0.9055 (0.9485) loss_vfl_aux_3: 0.8672 (0.9227) loss_vfl_aux_4: 0.8544 (0.9151) loss_vfl_dn_0: 0.5021 (0.5033) loss_vfl_dn_1: 0.5328 (0.5432) loss_vfl_dn_2: 0.5250 (0.5386) loss_vfl_dn_3: 0.5193 (0.5367) loss_vfl_dn_4: 0.5150 (0.5376) loss_vfl_dn_5: 0.5176 (0.5404) loss_vfl_dn_pre: 0.5022 (0.5013) loss_vfl_enc_0: 0.9404 (0.9460) loss_vfl_pre: 0.9303 (0.9492) loss_ddf_aux_0: 0.1788 (0.2007) loss_ddf_aux_1: 0.0199 (0.0343) loss_ddf_aux_2: 0.0017 (0.0045) loss_ddf_aux_3: 0.0003 (0.0008) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.4211 (0.3092) loss_ddf_dn_1: 0.0605 (0.0641) loss_ddf_dn_2: 0.0090 (0.0117) loss_ddf_dn_3: 0.0013 (0.0022) loss_ddf_dn_4: 0.0001 (0.0002) time: 0.7375 data: 0.0315 max mem: 9088 Epoch: [0] [3300/3696] eta: 0:04:53 lr: 0.000013 loss: 39.7010 (43.6119) loss_bbox: 0.2732 (0.4006) loss_bbox_aux_0: 0.3086 (0.4472) loss_bbox_aux_1: 0.2785 (0.4103) loss_bbox_aux_2: 0.2730 (0.4024) loss_bbox_aux_3: 0.2731 (0.4011) loss_bbox_aux_4: 0.2730 (0.4008) loss_bbox_dn_0: 0.4253 (0.5387) loss_bbox_dn_1: 0.3351 (0.4679) loss_bbox_dn_2: 0.3181 (0.4489) loss_bbox_dn_3: 0.3135 (0.4442) loss_bbox_dn_4: 0.3129 (0.4428) loss_bbox_dn_5: 0.3127 (0.4426) loss_bbox_dn_pre: 0.4258 (0.5422) loss_bbox_enc_0: 0.4013 (0.5811) loss_bbox_pre: 0.3127 (0.4495) loss_dfl: 0.9940 (0.9709) loss_fgl_aux_0: 1.0408 (1.0112) loss_fgl_aux_1: 1.0004 (0.9746) loss_fgl_aux_2: 0.9947 (0.9702) loss_fgl_aux_3: 0.9940 (0.9705) loss_fgl_aux_4: 0.9939 (0.9707) loss_fgl_dn_0: 1.0851 (1.0233) loss_fgl_dn_1: 1.0352 (1.0036) loss_fgl_dn_2: 1.0269 (1.0029) loss_fgl_dn_3: 1.0258 (1.0040) loss_fgl_dn_4: 1.0259 (1.0047) loss_fgl_dn_5: 1.0259 (1.0049) loss_giou: 0.6795 (0.7950) loss_giou_aux_0: 0.7379 (0.8581) loss_giou_aux_1: 0.6925 (0.8089) loss_giou_aux_2: 0.6806 (0.7974) loss_giou_aux_3: 0.6793 (0.7956) loss_giou_aux_4: 0.6794 (0.7951) loss_giou_dn_0: 0.8662 (1.0037) loss_giou_dn_1: 0.7184 (0.8932) loss_giou_dn_2: 0.6907 (0.8610) loss_giou_dn_3: 0.6845 (0.8518) loss_giou_dn_4: 0.6838 (0.8487) loss_giou_dn_5: 0.6834 (0.8482) loss_giou_dn_pre: 0.8714 (1.0059) loss_giou_enc_0: 0.8697 (1.0064) loss_giou_pre: 0.7370 (0.8584) loss_vfl: 0.8173 (0.9198) loss_vfl_aux_0: 0.8961 (0.9563) loss_vfl_aux_1: 0.9116 (0.9692) loss_vfl_aux_2: 0.8848 (0.9478) loss_vfl_aux_3: 0.8407 (0.9217) loss_vfl_aux_4: 0.8187 (0.9136) loss_vfl_dn_0: 0.5085 (0.5035) loss_vfl_dn_1: 0.5387 (0.5432) loss_vfl_dn_2: 0.5227 (0.5383) loss_vfl_dn_3: 0.5144 (0.5361) loss_vfl_dn_4: 0.5111 (0.5369) loss_vfl_dn_5: 0.5126 (0.5397) loss_vfl_dn_pre: 0.5071 (0.5016) loss_vfl_enc_0: 0.9398 (0.9469) loss_vfl_pre: 0.8948 (0.9493) loss_ddf_aux_0: 0.1913 (0.2005) loss_ddf_aux_1: 0.0189 (0.0338) loss_ddf_aux_2: 0.0019 (0.0044) loss_ddf_aux_3: 0.0003 (0.0008) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3941 (0.3120) loss_ddf_dn_1: 0.0532 (0.0638) loss_ddf_dn_2: 0.0081 (0.0116) loss_ddf_dn_3: 0.0011 (0.0022) loss_ddf_dn_4: 0.0001 (0.0002) time: 0.7188 data: 0.0298 max mem: 9088 Epoch: [0] [3400/3696] eta: 0:03:39 lr: 0.000013 loss: 39.3479 (43.4992) loss_bbox: 0.2777 (0.3971) loss_bbox_aux_0: 0.3092 (0.4435) loss_bbox_aux_1: 0.2784 (0.4067) loss_bbox_aux_2: 0.2778 (0.3989) loss_bbox_aux_3: 0.2777 (0.3976) loss_bbox_aux_4: 0.2777 (0.3973) loss_bbox_dn_0: 0.4388 (0.5357) loss_bbox_dn_1: 0.3413 (0.4645) loss_bbox_dn_2: 0.3168 (0.4456) loss_bbox_dn_3: 0.3136 (0.4409) loss_bbox_dn_4: 0.3128 (0.4396) loss_bbox_dn_5: 0.3127 (0.4394) loss_bbox_dn_pre: 0.4369 (0.5391) loss_bbox_enc_0: 0.4187 (0.5765) loss_bbox_pre: 0.3098 (0.4457) loss_dfl: 0.9848 (0.9711) loss_fgl_aux_0: 1.0504 (1.0121) loss_fgl_aux_1: 0.9926 (0.9749) loss_fgl_aux_2: 0.9852 (0.9705) loss_fgl_aux_3: 0.9849 (0.9708) loss_fgl_aux_4: 0.9849 (0.9710) loss_fgl_dn_0: 1.0811 (1.0251) loss_fgl_dn_1: 1.0307 (1.0043) loss_fgl_dn_2: 1.0259 (1.0034) loss_fgl_dn_3: 1.0251 (1.0046) loss_fgl_dn_4: 1.0251 (1.0052) loss_fgl_dn_5: 1.0252 (1.0054) loss_giou: 0.6795 (0.7919) loss_giou_aux_0: 0.7289 (0.8547) loss_giou_aux_1: 0.6865 (0.8056) loss_giou_aux_2: 0.6807 (0.7942) loss_giou_aux_3: 0.6802 (0.7924) loss_giou_aux_4: 0.6795 (0.7920) loss_giou_dn_0: 0.8696 (1.0000) loss_giou_dn_1: 0.7343 (0.8887) loss_giou_dn_2: 0.7131 (0.8566) loss_giou_dn_3: 0.7058 (0.8475) loss_giou_dn_4: 0.7037 (0.8445) loss_giou_dn_5: 0.7036 (0.8441) loss_giou_dn_pre: 0.8692 (1.0022) loss_giou_enc_0: 0.8638 (1.0025) loss_giou_pre: 0.7315 (0.8550) loss_vfl: 0.8259 (0.9177) loss_vfl_aux_0: 0.9453 (0.9555) loss_vfl_aux_1: 0.9160 (0.9682) loss_vfl_aux_2: 0.8964 (0.9466) loss_vfl_aux_3: 0.8516 (0.9198) loss_vfl_aux_4: 0.8268 (0.9116) loss_vfl_dn_0: 0.5082 (0.5036) loss_vfl_dn_1: 0.5293 (0.5429) loss_vfl_dn_2: 0.5137 (0.5377) loss_vfl_dn_3: 0.5084 (0.5354) loss_vfl_dn_4: 0.5032 (0.5361) loss_vfl_dn_5: 0.5048 (0.5389) loss_vfl_dn_pre: 0.5064 (0.5017) loss_vfl_enc_0: 0.9619 (0.9471) loss_vfl_pre: 0.9410 (0.9487) loss_ddf_aux_0: 0.1852 (0.2000) loss_ddf_aux_1: 0.0170 (0.0334) loss_ddf_aux_2: 0.0018 (0.0043) loss_ddf_aux_3: 0.0003 (0.0008) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3831 (0.3141) loss_ddf_dn_1: 0.0482 (0.0634) loss_ddf_dn_2: 0.0075 (0.0115) loss_ddf_dn_3: 0.0012 (0.0021) loss_ddf_dn_4: 0.0001 (0.0002) time: 0.8224 data: 0.0364 max mem: 9088 Epoch: [0] [3500/3696] eta: 0:02:25 lr: 0.000013 loss: 38.9992 (43.3933) loss_bbox: 0.2711 (0.3939) loss_bbox_aux_0: 0.3014 (0.4400) loss_bbox_aux_1: 0.2726 (0.4033) loss_bbox_aux_2: 0.2711 (0.3956) loss_bbox_aux_3: 0.2714 (0.3944) loss_bbox_aux_4: 0.2711 (0.3940) loss_bbox_dn_0: 0.4297 (0.5330) loss_bbox_dn_1: 0.3246 (0.4614) loss_bbox_dn_2: 0.3099 (0.4426) loss_bbox_dn_3: 0.3087 (0.4379) loss_bbox_dn_4: 0.3087 (0.4366) loss_bbox_dn_5: 0.3089 (0.4364) loss_bbox_dn_pre: 0.4360 (0.5364) loss_bbox_enc_0: 0.4241 (0.5721) loss_bbox_pre: 0.3003 (0.4422) loss_dfl: 0.9925 (0.9715) loss_fgl_aux_0: 1.0633 (1.0132) loss_fgl_aux_1: 1.0006 (0.9754) loss_fgl_aux_2: 0.9923 (0.9710) loss_fgl_aux_3: 0.9921 (0.9712) loss_fgl_aux_4: 0.9924 (0.9714) loss_fgl_dn_0: 1.0883 (1.0266) loss_fgl_dn_1: 1.0274 (1.0049) loss_fgl_dn_2: 1.0203 (1.0039) loss_fgl_dn_3: 1.0198 (1.0050) loss_fgl_dn_4: 1.0198 (1.0057) loss_fgl_dn_5: 1.0198 (1.0059) loss_giou: 0.5987 (0.7884) loss_giou_aux_0: 0.6628 (0.8510) loss_giou_aux_1: 0.6085 (0.8020) loss_giou_aux_2: 0.5986 (0.7907) loss_giou_aux_3: 0.5985 (0.7890) loss_giou_aux_4: 0.5986 (0.7885) loss_giou_dn_0: 0.8621 (0.9966) loss_giou_dn_1: 0.7074 (0.8843) loss_giou_dn_2: 0.6828 (0.8524) loss_giou_dn_3: 0.6761 (0.8434) loss_giou_dn_4: 0.6738 (0.8404) loss_giou_dn_5: 0.6737 (0.8400) loss_giou_dn_pre: 0.8633 (0.9987) loss_giou_enc_0: 0.8198 (0.9985) loss_giou_pre: 0.6635 (0.8514) loss_vfl: 0.8643 (0.9159) loss_vfl_aux_0: 0.9259 (0.9550) loss_vfl_aux_1: 0.9259 (0.9675) loss_vfl_aux_2: 0.9120 (0.9456) loss_vfl_aux_3: 0.8702 (0.9184) loss_vfl_aux_4: 0.8568 (0.9099) loss_vfl_dn_0: 0.5101 (0.5037) loss_vfl_dn_1: 0.5365 (0.5427) loss_vfl_dn_2: 0.5168 (0.5373) loss_vfl_dn_3: 0.5236 (0.5349) loss_vfl_dn_4: 0.5150 (0.5354) loss_vfl_dn_5: 0.5169 (0.5382) loss_vfl_dn_pre: 0.5102 (0.5018) loss_vfl_enc_0: 0.9639 (0.9471) loss_vfl_pre: 0.9230 (0.9483) loss_ddf_aux_0: 0.1946 (0.1998) loss_ddf_aux_1: 0.0190 (0.0330) loss_ddf_aux_2: 0.0018 (0.0042) loss_ddf_aux_3: 0.0003 (0.0007) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.4382 (0.3167) loss_ddf_dn_1: 0.0575 (0.0631) loss_ddf_dn_2: 0.0079 (0.0114) loss_ddf_dn_3: 0.0010 (0.0021) loss_ddf_dn_4: 0.0001 (0.0002) time: 0.7330 data: 0.0341 max mem: 9088 Epoch: [0] [3600/3696] eta: 0:01:11 lr: 0.000013 loss: 39.8236 (43.2932) loss_bbox: 0.2768 (0.3907) loss_bbox_aux_0: 0.3173 (0.4366) loss_bbox_aux_1: 0.2843 (0.4000) loss_bbox_aux_2: 0.2776 (0.3924) loss_bbox_aux_3: 0.2764 (0.3912) loss_bbox_aux_4: 0.2768 (0.3908) loss_bbox_dn_0: 0.4129 (0.5305) loss_bbox_dn_1: 0.3395 (0.4585) loss_bbox_dn_2: 0.3285 (0.4397) loss_bbox_dn_3: 0.3259 (0.4351) loss_bbox_dn_4: 0.3253 (0.4337) loss_bbox_dn_5: 0.3252 (0.4336) loss_bbox_dn_pre: 0.4139 (0.5339) loss_bbox_enc_0: 0.4247 (0.5678) loss_bbox_pre: 0.3221 (0.4388) loss_dfl: 0.9940 (0.9718) loss_fgl_aux_0: 1.0603 (1.0141) loss_fgl_aux_1: 1.0034 (0.9758) loss_fgl_aux_2: 0.9956 (0.9713) loss_fgl_aux_3: 0.9946 (0.9715) loss_fgl_aux_4: 0.9941 (0.9717) loss_fgl_dn_0: 1.0775 (1.0282) loss_fgl_dn_1: 1.0223 (1.0055) loss_fgl_dn_2: 1.0154 (1.0044) loss_fgl_dn_3: 1.0151 (1.0055) loss_fgl_dn_4: 1.0148 (1.0061) loss_fgl_dn_5: 1.0147 (1.0063) loss_giou: 0.6620 (0.7851) loss_giou_aux_0: 0.7208 (0.8475) loss_giou_aux_1: 0.6697 (0.7985) loss_giou_aux_2: 0.6618 (0.7874) loss_giou_aux_3: 0.6622 (0.7856) loss_giou_aux_4: 0.6620 (0.7852) loss_giou_dn_0: 0.8692 (0.9930) loss_giou_dn_1: 0.7328 (0.8800) loss_giou_dn_2: 0.7045 (0.8482) loss_giou_dn_3: 0.6992 (0.8393) loss_giou_dn_4: 0.6990 (0.8364) loss_giou_dn_5: 0.6989 (0.8360) loss_giou_dn_pre: 0.8697 (0.9952) loss_giou_enc_0: 0.8580 (0.9945) loss_giou_pre: 0.7195 (0.8478) loss_vfl: 0.8547 (0.9145) loss_vfl_aux_0: 0.9320 (0.9550) loss_vfl_aux_1: 0.9209 (0.9673) loss_vfl_aux_2: 0.9109 (0.9452) loss_vfl_aux_3: 0.8900 (0.9175) loss_vfl_aux_4: 0.8567 (0.9086) loss_vfl_dn_0: 0.5024 (0.5040) loss_vfl_dn_1: 0.5338 (0.5426) loss_vfl_dn_2: 0.5236 (0.5370) loss_vfl_dn_3: 0.5187 (0.5344) loss_vfl_dn_4: 0.5135 (0.5348) loss_vfl_dn_5: 0.5134 (0.5376) loss_vfl_dn_pre: 0.5022 (0.5021) loss_vfl_enc_0: 0.9371 (0.9475) loss_vfl_pre: 0.9333 (0.9485) loss_ddf_aux_0: 0.1831 (0.1995) loss_ddf_aux_1: 0.0206 (0.0326) loss_ddf_aux_2: 0.0020 (0.0042) loss_ddf_aux_3: 0.0004 (0.0007) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.4028 (0.3189) loss_ddf_dn_1: 0.0541 (0.0628) loss_ddf_dn_2: 0.0087 (0.0113) loss_ddf_dn_3: 0.0013 (0.0021) loss_ddf_dn_4: 0.0001 (0.0002) time: 0.7320 data: 0.0328 max mem: 9088 Epoch: [0] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 39.9424 (43.1985) loss_bbox: 0.3034 (0.3879) loss_bbox_aux_0: 0.3406 (0.4336) loss_bbox_aux_1: 0.3046 (0.3970) loss_bbox_aux_2: 0.3035 (0.3895) loss_bbox_aux_3: 0.3040 (0.3883) loss_bbox_aux_4: 0.3034 (0.3880) loss_bbox_dn_0: 0.4522 (0.5279) loss_bbox_dn_1: 0.3569 (0.4556) loss_bbox_dn_2: 0.3402 (0.4369) loss_bbox_dn_3: 0.3373 (0.4323) loss_bbox_dn_4: 0.3364 (0.4310) loss_bbox_dn_5: 0.3364 (0.4308) loss_bbox_dn_pre: 0.4600 (0.5314) loss_bbox_enc_0: 0.4400 (0.5640) loss_bbox_pre: 0.3386 (0.4358) loss_dfl: 0.9908 (0.9722) loss_fgl_aux_0: 1.0729 (1.0150) loss_fgl_aux_1: 0.9985 (0.9763) loss_fgl_aux_2: 0.9922 (0.9717) loss_fgl_aux_3: 0.9911 (0.9719) loss_fgl_aux_4: 0.9909 (0.9720) loss_fgl_dn_0: 1.0825 (1.0296) loss_fgl_dn_1: 1.0256 (1.0060) loss_fgl_dn_2: 1.0227 (1.0048) loss_fgl_dn_3: 1.0245 (1.0059) loss_fgl_dn_4: 1.0251 (1.0065) loss_fgl_dn_5: 1.0251 (1.0067) loss_giou: 0.6490 (0.7822) loss_giou_aux_0: 0.6987 (0.8445) loss_giou_aux_1: 0.6554 (0.7954) loss_giou_aux_2: 0.6480 (0.7844) loss_giou_aux_3: 0.6481 (0.7827) loss_giou_aux_4: 0.6489 (0.7823) loss_giou_dn_0: 0.8868 (0.9901) loss_giou_dn_1: 0.7350 (0.8762) loss_giou_dn_2: 0.7020 (0.8446) loss_giou_dn_3: 0.6948 (0.8357) loss_giou_dn_4: 0.6922 (0.8329) loss_giou_dn_5: 0.6918 (0.8325) loss_giou_dn_pre: 0.8891 (0.9922) loss_giou_enc_0: 0.8364 (0.9911) loss_giou_pre: 0.6997 (0.8448) loss_vfl: 0.8510 (0.9127) loss_vfl_aux_0: 0.9520 (0.9543) loss_vfl_aux_1: 0.9401 (0.9666) loss_vfl_aux_2: 0.9031 (0.9440) loss_vfl_aux_3: 0.8741 (0.9159) loss_vfl_aux_4: 0.8464 (0.9070) loss_vfl_dn_0: 0.5129 (0.5040) loss_vfl_dn_1: 0.5378 (0.5424) loss_vfl_dn_2: 0.5276 (0.5366) loss_vfl_dn_3: 0.5092 (0.5338) loss_vfl_dn_4: 0.5107 (0.5342) loss_vfl_dn_5: 0.5137 (0.5369) loss_vfl_dn_pre: 0.5119 (0.5022) loss_vfl_enc_0: 0.9600 (0.9475) loss_vfl_pre: 0.9460 (0.9479) loss_ddf_aux_0: 0.1794 (0.1991) loss_ddf_aux_1: 0.0195 (0.0322) loss_ddf_aux_2: 0.0019 (0.0041) loss_ddf_aux_3: 0.0003 (0.0007) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.4141 (0.3208) loss_ddf_dn_1: 0.0599 (0.0625) loss_ddf_dn_2: 0.0094 (0.0113) loss_ddf_dn_3: 0.0012 (0.0021) loss_ddf_dn_4: 0.0001 (0.0002) time: 0.7057 data: 0.0287 max mem: 9088 Epoch: [0] Total time: 0:45:32 (0.7394 s / it) Averaged stats: lr: 0.000013 loss: 39.9424 (43.1985) loss_bbox: 0.3034 (0.3879) loss_bbox_aux_0: 0.3406 (0.4336) loss_bbox_aux_1: 0.3046 (0.3970) loss_bbox_aux_2: 0.3035 (0.3895) loss_bbox_aux_3: 0.3040 (0.3883) loss_bbox_aux_4: 0.3034 (0.3880) loss_bbox_dn_0: 0.4522 (0.5279) loss_bbox_dn_1: 0.3569 (0.4556) loss_bbox_dn_2: 0.3402 (0.4369) loss_bbox_dn_3: 0.3373 (0.4323) loss_bbox_dn_4: 0.3364 (0.4310) loss_bbox_dn_5: 0.3364 (0.4308) loss_bbox_dn_pre: 0.4600 (0.5314) loss_bbox_enc_0: 0.4400 (0.5640) loss_bbox_pre: 0.3386 (0.4358) loss_dfl: 0.9908 (0.9722) loss_fgl_aux_0: 1.0729 (1.0150) loss_fgl_aux_1: 0.9985 (0.9763) loss_fgl_aux_2: 0.9922 (0.9717) loss_fgl_aux_3: 0.9911 (0.9719) loss_fgl_aux_4: 0.9909 (0.9720) loss_fgl_dn_0: 1.0825 (1.0296) loss_fgl_dn_1: 1.0256 (1.0060) loss_fgl_dn_2: 1.0227 (1.0048) loss_fgl_dn_3: 1.0245 (1.0059) loss_fgl_dn_4: 1.0251 (1.0065) loss_fgl_dn_5: 1.0251 (1.0067) loss_giou: 0.6490 (0.7822) loss_giou_aux_0: 0.6987 (0.8445) loss_giou_aux_1: 0.6554 (0.7954) loss_giou_aux_2: 0.6480 (0.7844) loss_giou_aux_3: 0.6481 (0.7827) loss_giou_aux_4: 0.6489 (0.7823) loss_giou_dn_0: 0.8868 (0.9901) loss_giou_dn_1: 0.7350 (0.8762) loss_giou_dn_2: 0.7020 (0.8446) loss_giou_dn_3: 0.6948 (0.8357) loss_giou_dn_4: 0.6922 (0.8329) loss_giou_dn_5: 0.6918 (0.8325) loss_giou_dn_pre: 0.8891 (0.9922) loss_giou_enc_0: 0.8364 (0.9911) loss_giou_pre: 0.6997 (0.8448) loss_vfl: 0.8510 (0.9127) loss_vfl_aux_0: 0.9520 (0.9543) loss_vfl_aux_1: 0.9401 (0.9666) loss_vfl_aux_2: 0.9031 (0.9440) loss_vfl_aux_3: 0.8741 (0.9159) loss_vfl_aux_4: 0.8464 (0.9070) loss_vfl_dn_0: 0.5129 (0.5040) loss_vfl_dn_1: 0.5378 (0.5424) loss_vfl_dn_2: 0.5276 (0.5366) loss_vfl_dn_3: 0.5092 (0.5338) loss_vfl_dn_4: 0.5107 (0.5342) loss_vfl_dn_5: 0.5137 (0.5369) loss_vfl_dn_pre: 0.5119 (0.5022) loss_vfl_enc_0: 0.9600 (0.9475) loss_vfl_pre: 0.9460 (0.9479) loss_ddf_aux_0: 0.1794 (0.1991) loss_ddf_aux_1: 0.0195 (0.0322) loss_ddf_aux_2: 0.0019 (0.0041) loss_ddf_aux_3: 0.0003 (0.0007) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.4141 (0.3208) loss_ddf_dn_1: 0.0599 (0.0625) loss_ddf_dn_2: 0.0094 (0.0113) loss_ddf_dn_3: 0.0012 (0.0021) loss_ddf_dn_4: 0.0001 (0.0002) Test: [ 0/79] eta: 0:02:29 time: 1.8946 data: 1.2664 max mem: 9088 Test: [10/79] eta: 0:01:02 time: 0.8994 data: 0.1741 max mem: 9088 Test: [20/79] eta: 0:00:44 time: 0.7050 data: 0.0661 max mem: 9088 Test: [30/79] eta: 0:00:34 time: 0.6109 data: 0.0621 max mem: 9088 Test: [40/79] eta: 0:00:28 time: 0.7091 data: 0.0577 max mem: 9088 Test: [50/79] eta: 0:00:20 time: 0.7025 data: 0.0601 max mem: 9088 Test: [60/79] eta: 0:00:13 time: 0.6034 data: 0.0633 max mem: 9088 Test: [70/79] eta: 0:00:06 time: 0.6001 data: 0.0637 max mem: 9088 Test: [78/79] eta: 0:00:00 time: 0.6670 data: 0.0596 max mem: 9088 Test: Total time: 0:00:54 (0.6918 s / it) Averaged stats: Accumulating evaluation results... DONE (t=21.82s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.356 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.503 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.383 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.177 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.390 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.514 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.320 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.527 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.606 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.365 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.659 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.831 best_stat: {'epoch': 0, 'coco_eval_bbox': 0.3557260248165855} Epoch: [1] [ 0/3696] eta: 3:20:10 lr: 0.000013 loss: 39.0132 (39.0132) loss_bbox: 0.2897 (0.2897) loss_bbox_aux_0: 0.3230 (0.3230) loss_bbox_aux_1: 0.2912 (0.2912) loss_bbox_aux_2: 0.2885 (0.2885) loss_bbox_aux_3: 0.2895 (0.2895) loss_bbox_aux_4: 0.2897 (0.2897) loss_bbox_dn_0: 0.4498 (0.4498) loss_bbox_dn_1: 0.3534 (0.3534) loss_bbox_dn_2: 0.3353 (0.3353) loss_bbox_dn_3: 0.3311 (0.3311) loss_bbox_dn_4: 0.3302 (0.3302) loss_bbox_dn_5: 0.3299 (0.3299) loss_bbox_dn_pre: 0.4545 (0.4545) loss_bbox_enc_0: 0.4333 (0.4333) loss_bbox_pre: 0.3234 (0.3234) loss_dfl: 1.0098 (1.0098) loss_fgl_aux_0: 1.0683 (1.0683) loss_fgl_aux_1: 1.0239 (1.0239) loss_fgl_aux_2: 1.0112 (1.0112) loss_fgl_aux_3: 1.0102 (1.0102) loss_fgl_aux_4: 1.0098 (1.0098) loss_fgl_dn_0: 1.1190 (1.1190) loss_fgl_dn_1: 1.0622 (1.0622) loss_fgl_dn_2: 1.0519 (1.0519) loss_fgl_dn_3: 1.0523 (1.0523) loss_fgl_dn_4: 1.0519 (1.0519) loss_fgl_dn_5: 1.0518 (1.0518) loss_giou: 0.6014 (0.6014) loss_giou_aux_0: 0.6496 (0.6496) loss_giou_aux_1: 0.6102 (0.6102) loss_giou_aux_2: 0.6013 (0.6013) loss_giou_aux_3: 0.6011 (0.6011) loss_giou_aux_4: 0.6014 (0.6014) loss_giou_dn_0: 0.8096 (0.8096) loss_giou_dn_1: 0.6614 (0.6614) loss_giou_dn_2: 0.6331 (0.6331) loss_giou_dn_3: 0.6234 (0.6234) loss_giou_dn_4: 0.6226 (0.6226) loss_giou_dn_5: 0.6228 (0.6228) loss_giou_dn_pre: 0.8100 (0.8100) loss_giou_enc_0: 0.7804 (0.7804) loss_giou_pre: 0.6473 (0.6473) loss_ddf_aux_0: 0.1778 (0.1778) loss_ddf_aux_1: 0.0222 (0.0222) loss_ddf_aux_2: 0.0023 (0.0023) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0000 (0.0000) loss_ddf_dn_0: 0.4297 (0.4297) loss_ddf_dn_1: 0.0626 (0.0626) loss_ddf_dn_2: 0.0099 (0.0099) loss_ddf_dn_3: 0.0012 (0.0012) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8286 (0.8286) loss_vfl_aux_0: 0.8888 (0.8888) loss_vfl_aux_1: 0.8961 (0.8961) loss_vfl_aux_2: 0.8591 (0.8591) loss_vfl_aux_3: 0.8353 (0.8353) loss_vfl_aux_4: 0.8162 (0.8162) loss_vfl_dn_0: 0.5493 (0.5493) loss_vfl_dn_1: 0.5754 (0.5754) loss_vfl_dn_2: 0.5544 (0.5544) loss_vfl_dn_3: 0.5363 (0.5363) loss_vfl_dn_4: 0.5430 (0.5430) loss_vfl_dn_5: 0.5428 (0.5428) loss_vfl_dn_pre: 0.5474 (0.5474) loss_vfl_enc_0: 0.9327 (0.9327) loss_vfl_pre: 0.8909 (0.8909) time: 3.2495 data: 1.7669 max mem: 9088 Epoch: [1] [ 100/3696] eta: 0:47:07 lr: 0.000013 loss: 39.6364 (39.3670) loss_bbox: 0.2766 (0.2816) loss_bbox_aux_0: 0.3266 (0.3215) loss_bbox_aux_1: 0.2831 (0.2863) loss_bbox_aux_2: 0.2764 (0.2819) loss_bbox_aux_3: 0.2764 (0.2817) loss_bbox_aux_4: 0.2767 (0.2817) loss_bbox_dn_0: 0.4293 (0.4420) loss_bbox_dn_1: 0.3455 (0.3537) loss_bbox_dn_2: 0.3305 (0.3373) loss_bbox_dn_3: 0.3248 (0.3338) loss_bbox_dn_4: 0.3246 (0.3330) loss_bbox_dn_5: 0.3248 (0.3330) loss_bbox_dn_pre: 0.4330 (0.4461) loss_bbox_enc_0: 0.4175 (0.4203) loss_bbox_pre: 0.3278 (0.3219) loss_dfl: 0.9750 (0.9809) loss_fgl_aux_0: 1.0413 (1.0487) loss_fgl_aux_1: 0.9813 (0.9890) loss_fgl_aux_2: 0.9761 (0.9816) loss_fgl_aux_3: 0.9751 (0.9811) loss_fgl_aux_4: 0.9750 (0.9809) loss_fgl_dn_0: 1.0879 (1.0918) loss_fgl_dn_1: 1.0241 (1.0284) loss_fgl_dn_2: 1.0224 (1.0218) loss_fgl_dn_3: 1.0212 (1.0219) loss_fgl_dn_4: 1.0212 (1.0223) loss_fgl_dn_5: 1.0211 (1.0223) loss_giou: 0.6387 (0.6588) loss_giou_aux_0: 0.6928 (0.7148) loss_giou_aux_1: 0.6452 (0.6668) loss_giou_aux_2: 0.6400 (0.6593) loss_giou_aux_3: 0.6392 (0.6588) loss_giou_aux_4: 0.6388 (0.6588) loss_giou_dn_0: 0.8468 (0.8541) loss_giou_dn_1: 0.6959 (0.7108) loss_giou_dn_2: 0.6628 (0.6843) loss_giou_dn_3: 0.6560 (0.6785) loss_giou_dn_4: 0.6553 (0.6774) loss_giou_dn_5: 0.6554 (0.6772) loss_giou_dn_pre: 0.8450 (0.8557) loss_giou_enc_0: 0.8161 (0.8448) loss_giou_pre: 0.6916 (0.7145) loss_ddf_aux_0: 0.1699 (0.1846) loss_ddf_aux_1: 0.0182 (0.0189) loss_ddf_aux_2: 0.0018 (0.0018) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3807 (0.4023) loss_ddf_dn_1: 0.0492 (0.0528) loss_ddf_dn_2: 0.0077 (0.0081) loss_ddf_dn_3: 0.0010 (0.0011) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8087 (0.8331) loss_vfl_aux_0: 0.9177 (0.9289) loss_vfl_aux_1: 0.9282 (0.9273) loss_vfl_aux_2: 0.8933 (0.8968) loss_vfl_aux_3: 0.8396 (0.8482) loss_vfl_aux_4: 0.8119 (0.8306) loss_vfl_dn_0: 0.5051 (0.5104) loss_vfl_dn_1: 0.5313 (0.5360) loss_vfl_dn_2: 0.5139 (0.5212) loss_vfl_dn_3: 0.5081 (0.5125) loss_vfl_dn_4: 0.5031 (0.5088) loss_vfl_dn_5: 0.5060 (0.5105) loss_vfl_dn_pre: 0.5042 (0.5101) loss_vfl_enc_0: 0.9691 (0.9521) loss_vfl_pre: 0.9311 (0.9291) time: 0.8008 data: 0.0473 max mem: 9089 Epoch: [1] [ 200/3696] eta: 0:45:55 lr: 0.000013 loss: 39.1613 (39.3485) loss_bbox: 0.2649 (0.2777) loss_bbox_aux_0: 0.3100 (0.3167) loss_bbox_aux_1: 0.2727 (0.2825) loss_bbox_aux_2: 0.2663 (0.2781) loss_bbox_aux_3: 0.2654 (0.2778) loss_bbox_aux_4: 0.2650 (0.2777) loss_bbox_dn_0: 0.4058 (0.4344) loss_bbox_dn_1: 0.3298 (0.3464) loss_bbox_dn_2: 0.3161 (0.3307) loss_bbox_dn_3: 0.3138 (0.3273) loss_bbox_dn_4: 0.3140 (0.3267) loss_bbox_dn_5: 0.3136 (0.3267) loss_bbox_dn_pre: 0.4109 (0.4379) loss_bbox_enc_0: 0.3937 (0.4136) loss_bbox_pre: 0.3085 (0.3167) loss_dfl: 0.9891 (0.9819) loss_fgl_aux_0: 1.0410 (1.0491) loss_fgl_aux_1: 0.9978 (0.9903) loss_fgl_aux_2: 0.9891 (0.9826) loss_fgl_aux_3: 0.9890 (0.9821) loss_fgl_aux_4: 0.9891 (0.9820) loss_fgl_dn_0: 1.0934 (1.0886) loss_fgl_dn_1: 1.0324 (1.0270) loss_fgl_dn_2: 1.0210 (1.0204) loss_fgl_dn_3: 1.0219 (1.0206) loss_fgl_dn_4: 1.0224 (1.0210) loss_fgl_dn_5: 1.0224 (1.0211) loss_giou: 0.6262 (0.6636) loss_giou_aux_0: 0.6802 (0.7204) loss_giou_aux_1: 0.6344 (0.6716) loss_giou_aux_2: 0.6279 (0.6641) loss_giou_aux_3: 0.6267 (0.6635) loss_giou_aux_4: 0.6262 (0.6636) loss_giou_dn_0: 0.8434 (0.8627) loss_giou_dn_1: 0.7012 (0.7178) loss_giou_dn_2: 0.6774 (0.6912) loss_giou_dn_3: 0.6691 (0.6854) loss_giou_dn_4: 0.6683 (0.6842) loss_giou_dn_5: 0.6683 (0.6841) loss_giou_dn_pre: 0.8496 (0.8636) loss_giou_enc_0: 0.8492 (0.8496) loss_giou_pre: 0.6796 (0.7199) loss_ddf_aux_0: 0.1806 (0.1852) loss_ddf_aux_1: 0.0193 (0.0191) loss_ddf_aux_2: 0.0020 (0.0018) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3909 (0.4038) loss_ddf_dn_1: 0.0491 (0.0529) loss_ddf_dn_2: 0.0075 (0.0081) loss_ddf_dn_3: 0.0009 (0.0011) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8531 (0.8361) loss_vfl_aux_0: 0.9178 (0.9243) loss_vfl_aux_1: 0.9224 (0.9263) loss_vfl_aux_2: 0.8787 (0.8962) loss_vfl_aux_3: 0.8546 (0.8504) loss_vfl_aux_4: 0.8551 (0.8344) loss_vfl_dn_0: 0.5108 (0.5083) loss_vfl_dn_1: 0.5328 (0.5336) loss_vfl_dn_2: 0.5154 (0.5200) loss_vfl_dn_3: 0.5099 (0.5111) loss_vfl_dn_4: 0.5090 (0.5077) loss_vfl_dn_5: 0.5151 (0.5091) loss_vfl_dn_pre: 0.5075 (0.5080) loss_vfl_enc_0: 0.9655 (0.9432) loss_vfl_pre: 0.9237 (0.9243) time: 0.7860 data: 0.0341 max mem: 9089 Epoch: [1] [ 300/3696] eta: 0:44:29 lr: 0.000013 loss: 39.0616 (39.3736) loss_bbox: 0.2662 (0.2771) loss_bbox_aux_0: 0.3049 (0.3152) loss_bbox_aux_1: 0.2727 (0.2818) loss_bbox_aux_2: 0.2673 (0.2776) loss_bbox_aux_3: 0.2663 (0.2772) loss_bbox_aux_4: 0.2663 (0.2772) loss_bbox_dn_0: 0.3996 (0.4323) loss_bbox_dn_1: 0.3264 (0.3454) loss_bbox_dn_2: 0.3094 (0.3297) loss_bbox_dn_3: 0.3063 (0.3264) loss_bbox_dn_4: 0.3056 (0.3258) loss_bbox_dn_5: 0.3054 (0.3258) loss_bbox_dn_pre: 0.4044 (0.4358) loss_bbox_enc_0: 0.4069 (0.4121) loss_bbox_pre: 0.3069 (0.3155) loss_dfl: 0.9801 (0.9818) loss_fgl_aux_0: 1.0562 (1.0483) loss_fgl_aux_1: 0.9899 (0.9899) loss_fgl_aux_2: 0.9812 (0.9825) loss_fgl_aux_3: 0.9801 (0.9820) loss_fgl_aux_4: 0.9801 (0.9819) loss_fgl_dn_0: 1.1017 (1.0884) loss_fgl_dn_1: 1.0295 (1.0271) loss_fgl_dn_2: 1.0208 (1.0204) loss_fgl_dn_3: 1.0215 (1.0207) loss_fgl_dn_4: 1.0218 (1.0210) loss_fgl_dn_5: 1.0219 (1.0211) loss_giou: 0.6343 (0.6657) loss_giou_aux_0: 0.6873 (0.7218) loss_giou_aux_1: 0.6389 (0.6736) loss_giou_aux_2: 0.6330 (0.6662) loss_giou_aux_3: 0.6340 (0.6656) loss_giou_aux_4: 0.6343 (0.6657) loss_giou_dn_0: 0.8414 (0.8625) loss_giou_dn_1: 0.7025 (0.7182) loss_giou_dn_2: 0.6789 (0.6918) loss_giou_dn_3: 0.6735 (0.6862) loss_giou_dn_4: 0.6724 (0.6851) loss_giou_dn_5: 0.6724 (0.6850) loss_giou_dn_pre: 0.8457 (0.8635) loss_giou_enc_0: 0.8080 (0.8504) loss_giou_pre: 0.6900 (0.7214) loss_ddf_aux_0: 0.1759 (0.1834) loss_ddf_aux_1: 0.0179 (0.0192) loss_ddf_aux_2: 0.0018 (0.0018) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3951 (0.4050) loss_ddf_dn_1: 0.0501 (0.0531) loss_ddf_dn_2: 0.0070 (0.0081) loss_ddf_dn_3: 0.0009 (0.0010) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8456 (0.8418) loss_vfl_aux_0: 0.9291 (0.9249) loss_vfl_aux_1: 0.9386 (0.9297) loss_vfl_aux_2: 0.9054 (0.8992) loss_vfl_aux_3: 0.8649 (0.8546) loss_vfl_aux_4: 0.8407 (0.8388) loss_vfl_dn_0: 0.5103 (0.5086) loss_vfl_dn_1: 0.5325 (0.5341) loss_vfl_dn_2: 0.5235 (0.5203) loss_vfl_dn_3: 0.5149 (0.5116) loss_vfl_dn_4: 0.5137 (0.5088) loss_vfl_dn_5: 0.5156 (0.5101) loss_vfl_dn_pre: 0.5117 (0.5083) loss_vfl_enc_0: 0.9391 (0.9429) loss_vfl_pre: 0.9253 (0.9250) time: 0.7961 data: 0.0332 max mem: 9089 Epoch: [1] [ 400/3696] eta: 0:43:54 lr: 0.000013 loss: 38.8850 (39.3291) loss_bbox: 0.2731 (0.2768) loss_bbox_aux_0: 0.3156 (0.3145) loss_bbox_aux_1: 0.2768 (0.2815) loss_bbox_aux_2: 0.2713 (0.2772) loss_bbox_aux_3: 0.2725 (0.2769) loss_bbox_aux_4: 0.2730 (0.2768) loss_bbox_dn_0: 0.4007 (0.4294) loss_bbox_dn_1: 0.3282 (0.3427) loss_bbox_dn_2: 0.3130 (0.3273) loss_bbox_dn_3: 0.3097 (0.3241) loss_bbox_dn_4: 0.3085 (0.3235) loss_bbox_dn_5: 0.3091 (0.3234) loss_bbox_dn_pre: 0.4072 (0.4327) loss_bbox_enc_0: 0.3976 (0.4106) loss_bbox_pre: 0.3147 (0.3148) loss_dfl: 0.9663 (0.9783) loss_fgl_aux_0: 1.0297 (1.0444) loss_fgl_aux_1: 0.9750 (0.9865) loss_fgl_aux_2: 0.9682 (0.9789) loss_fgl_aux_3: 0.9668 (0.9785) loss_fgl_aux_4: 0.9663 (0.9783) loss_fgl_dn_0: 1.0735 (1.0863) loss_fgl_dn_1: 1.0231 (1.0262) loss_fgl_dn_2: 1.0181 (1.0194) loss_fgl_dn_3: 1.0168 (1.0196) loss_fgl_dn_4: 1.0171 (1.0200) loss_fgl_dn_5: 1.0176 (1.0200) loss_giou: 0.6875 (0.6736) loss_giou_aux_0: 0.7309 (0.7291) loss_giou_aux_1: 0.6933 (0.6815) loss_giou_aux_2: 0.6875 (0.6741) loss_giou_aux_3: 0.6874 (0.6735) loss_giou_aux_4: 0.6874 (0.6736) loss_giou_dn_0: 0.8768 (0.8665) loss_giou_dn_1: 0.7404 (0.7221) loss_giou_dn_2: 0.7187 (0.6960) loss_giou_dn_3: 0.7141 (0.6905) loss_giou_dn_4: 0.7145 (0.6894) loss_giou_dn_5: 0.7141 (0.6893) loss_giou_dn_pre: 0.8805 (0.8672) loss_giou_enc_0: 0.8556 (0.8569) loss_giou_pre: 0.7295 (0.7286) loss_ddf_aux_0: 0.1599 (0.1820) loss_ddf_aux_1: 0.0179 (0.0192) loss_ddf_aux_2: 0.0019 (0.0018) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3615 (0.3994) loss_ddf_dn_1: 0.0456 (0.0525) loss_ddf_dn_2: 0.0069 (0.0079) loss_ddf_dn_3: 0.0009 (0.0010) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7864 (0.8327) loss_vfl_aux_0: 0.9012 (0.9192) loss_vfl_aux_1: 0.8900 (0.9231) loss_vfl_aux_2: 0.8416 (0.8911) loss_vfl_aux_3: 0.8046 (0.8466) loss_vfl_aux_4: 0.7892 (0.8304) loss_vfl_dn_0: 0.5001 (0.5064) loss_vfl_dn_1: 0.5253 (0.5323) loss_vfl_dn_2: 0.5113 (0.5179) loss_vfl_dn_3: 0.5000 (0.5094) loss_vfl_dn_4: 0.5016 (0.5064) loss_vfl_dn_5: 0.5012 (0.5075) loss_vfl_dn_pre: 0.5006 (0.5062) loss_vfl_enc_0: 0.9066 (0.9359) loss_vfl_pre: 0.8978 (0.9192) time: 1.0263 data: 0.0229 max mem: 9089 Epoch: [1] [ 500/3696] eta: 0:42:15 lr: 0.000013 loss: 38.8654 (39.3064) loss_bbox: 0.2563 (0.2757) loss_bbox_aux_0: 0.3027 (0.3129) loss_bbox_aux_1: 0.2607 (0.2804) loss_bbox_aux_2: 0.2589 (0.2761) loss_bbox_aux_3: 0.2569 (0.2758) loss_bbox_aux_4: 0.2564 (0.2757) loss_bbox_dn_0: 0.4245 (0.4297) loss_bbox_dn_1: 0.3344 (0.3431) loss_bbox_dn_2: 0.3173 (0.3276) loss_bbox_dn_3: 0.3161 (0.3244) loss_bbox_dn_4: 0.3144 (0.3238) loss_bbox_dn_5: 0.3138 (0.3238) loss_bbox_dn_pre: 0.4255 (0.4329) loss_bbox_enc_0: 0.3992 (0.4085) loss_bbox_pre: 0.3038 (0.3132) loss_dfl: 0.9919 (0.9789) loss_fgl_aux_0: 1.0488 (1.0450) loss_fgl_aux_1: 0.9986 (0.9871) loss_fgl_aux_2: 0.9912 (0.9795) loss_fgl_aux_3: 0.9917 (0.9791) loss_fgl_aux_4: 0.9918 (0.9789) loss_fgl_dn_0: 1.0892 (1.0864) loss_fgl_dn_1: 1.0283 (1.0261) loss_fgl_dn_2: 1.0169 (1.0192) loss_fgl_dn_3: 1.0172 (1.0194) loss_fgl_dn_4: 1.0176 (1.0197) loss_fgl_dn_5: 1.0177 (1.0198) loss_giou: 0.6291 (0.6715) loss_giou_aux_0: 0.6748 (0.7265) loss_giou_aux_1: 0.6354 (0.6794) loss_giou_aux_2: 0.6301 (0.6720) loss_giou_aux_3: 0.6293 (0.6715) loss_giou_aux_4: 0.6290 (0.6715) loss_giou_dn_0: 0.8590 (0.8649) loss_giou_dn_1: 0.7076 (0.7210) loss_giou_dn_2: 0.6798 (0.6948) loss_giou_dn_3: 0.6743 (0.6892) loss_giou_dn_4: 0.6728 (0.6882) loss_giou_dn_5: 0.6725 (0.6880) loss_giou_dn_pre: 0.8578 (0.8657) loss_giou_enc_0: 0.8224 (0.8545) loss_giou_pre: 0.6742 (0.7261) loss_ddf_aux_0: 0.1788 (0.1819) loss_ddf_aux_1: 0.0179 (0.0194) loss_ddf_aux_2: 0.0014 (0.0018) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.4112 (0.3985) loss_ddf_dn_1: 0.0519 (0.0528) loss_ddf_dn_2: 0.0072 (0.0079) loss_ddf_dn_3: 0.0012 (0.0010) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8246 (0.8337) loss_vfl_aux_0: 0.9349 (0.9213) loss_vfl_aux_1: 0.9048 (0.9239) loss_vfl_aux_2: 0.8810 (0.8917) loss_vfl_aux_3: 0.8426 (0.8479) loss_vfl_aux_4: 0.8269 (0.8317) loss_vfl_dn_0: 0.5094 (0.5068) loss_vfl_dn_1: 0.5319 (0.5320) loss_vfl_dn_2: 0.5181 (0.5179) loss_vfl_dn_3: 0.5129 (0.5096) loss_vfl_dn_4: 0.5060 (0.5066) loss_vfl_dn_5: 0.5060 (0.5076) loss_vfl_dn_pre: 0.5093 (0.5066) loss_vfl_enc_0: 0.9399 (0.9365) loss_vfl_pre: 0.9330 (0.9211) time: 0.7965 data: 0.0343 max mem: 9089 Epoch: [1] [ 600/3696] eta: 0:41:22 lr: 0.000013 loss: 38.6350 (39.2761) loss_bbox: 0.2509 (0.2754) loss_bbox_aux_0: 0.2900 (0.3123) loss_bbox_aux_1: 0.2582 (0.2802) loss_bbox_aux_2: 0.2509 (0.2759) loss_bbox_aux_3: 0.2502 (0.2755) loss_bbox_aux_4: 0.2509 (0.2755) loss_bbox_dn_0: 0.4178 (0.4287) loss_bbox_dn_1: 0.3437 (0.3426) loss_bbox_dn_2: 0.3293 (0.3272) loss_bbox_dn_3: 0.3254 (0.3240) loss_bbox_dn_4: 0.3239 (0.3234) loss_bbox_dn_5: 0.3240 (0.3233) loss_bbox_dn_pre: 0.4225 (0.4320) loss_bbox_enc_0: 0.3791 (0.4071) loss_bbox_pre: 0.2912 (0.3126) loss_dfl: 0.9830 (0.9783) loss_fgl_aux_0: 1.0571 (1.0443) loss_fgl_aux_1: 0.9908 (0.9865) loss_fgl_aux_2: 0.9831 (0.9789) loss_fgl_aux_3: 0.9830 (0.9785) loss_fgl_aux_4: 0.9830 (0.9783) loss_fgl_dn_0: 1.0912 (1.0866) loss_fgl_dn_1: 1.0233 (1.0258) loss_fgl_dn_2: 1.0123 (1.0188) loss_fgl_dn_3: 1.0133 (1.0190) loss_fgl_dn_4: 1.0136 (1.0193) loss_fgl_dn_5: 1.0137 (1.0194) loss_giou: 0.6409 (0.6729) loss_giou_aux_0: 0.7046 (0.7274) loss_giou_aux_1: 0.6515 (0.6806) loss_giou_aux_2: 0.6422 (0.6733) loss_giou_aux_3: 0.6409 (0.6728) loss_giou_aux_4: 0.6408 (0.6728) loss_giou_dn_0: 0.8440 (0.8635) loss_giou_dn_1: 0.7118 (0.7201) loss_giou_dn_2: 0.6848 (0.6941) loss_giou_dn_3: 0.6774 (0.6886) loss_giou_dn_4: 0.6766 (0.6876) loss_giou_dn_5: 0.6764 (0.6875) loss_giou_dn_pre: 0.8493 (0.8642) loss_giou_enc_0: 0.8421 (0.8546) loss_giou_pre: 0.7069 (0.7270) loss_ddf_aux_0: 0.1782 (0.1796) loss_ddf_aux_1: 0.0182 (0.0192) loss_ddf_aux_2: 0.0017 (0.0018) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3879 (0.3966) loss_ddf_dn_1: 0.0478 (0.0525) loss_ddf_dn_2: 0.0069 (0.0079) loss_ddf_dn_3: 0.0008 (0.0010) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8268 (0.8322) loss_vfl_aux_0: 0.9200 (0.9199) loss_vfl_aux_1: 0.9169 (0.9227) loss_vfl_aux_2: 0.8708 (0.8902) loss_vfl_aux_3: 0.8410 (0.8461) loss_vfl_aux_4: 0.8194 (0.8302) loss_vfl_dn_0: 0.5068 (0.5068) loss_vfl_dn_1: 0.5217 (0.5312) loss_vfl_dn_2: 0.5135 (0.5173) loss_vfl_dn_3: 0.5027 (0.5089) loss_vfl_dn_4: 0.4946 (0.5056) loss_vfl_dn_5: 0.4919 (0.5067) loss_vfl_dn_pre: 0.5073 (0.5067) loss_vfl_enc_0: 0.9550 (0.9365) loss_vfl_pre: 0.9215 (0.9199) time: 1.0573 data: 0.0256 max mem: 9089 Epoch: [1] [ 700/3696] eta: 0:40:03 lr: 0.000013 loss: 39.3596 (39.2674) loss_bbox: 0.2798 (0.2755) loss_bbox_aux_0: 0.3151 (0.3123) loss_bbox_aux_1: 0.2844 (0.2803) loss_bbox_aux_2: 0.2804 (0.2760) loss_bbox_aux_3: 0.2802 (0.2756) loss_bbox_aux_4: 0.2800 (0.2756) loss_bbox_dn_0: 0.4249 (0.4302) loss_bbox_dn_1: 0.3507 (0.3441) loss_bbox_dn_2: 0.3435 (0.3287) loss_bbox_dn_3: 0.3403 (0.3255) loss_bbox_dn_4: 0.3384 (0.3249) loss_bbox_dn_5: 0.3381 (0.3249) loss_bbox_dn_pre: 0.4327 (0.4335) loss_bbox_enc_0: 0.4042 (0.4071) loss_bbox_pre: 0.3147 (0.3125) loss_dfl: 0.9860 (0.9779) loss_fgl_aux_0: 1.0429 (1.0441) loss_fgl_aux_1: 0.9896 (0.9861) loss_fgl_aux_2: 0.9860 (0.9785) loss_fgl_aux_3: 0.9863 (0.9781) loss_fgl_aux_4: 0.9860 (0.9779) loss_fgl_dn_0: 1.0890 (1.0868) loss_fgl_dn_1: 1.0236 (1.0254) loss_fgl_dn_2: 1.0151 (1.0183) loss_fgl_dn_3: 1.0155 (1.0185) loss_fgl_dn_4: 1.0155 (1.0188) loss_fgl_dn_5: 1.0155 (1.0189) loss_giou: 0.6304 (0.6712) loss_giou_aux_0: 0.6856 (0.7256) loss_giou_aux_1: 0.6370 (0.6789) loss_giou_aux_2: 0.6305 (0.6717) loss_giou_aux_3: 0.6306 (0.6711) loss_giou_aux_4: 0.6305 (0.6712) loss_giou_dn_0: 0.8558 (0.8625) loss_giou_dn_1: 0.7139 (0.7189) loss_giou_dn_2: 0.6891 (0.6930) loss_giou_dn_3: 0.6824 (0.6875) loss_giou_dn_4: 0.6804 (0.6865) loss_giou_dn_5: 0.6800 (0.6864) loss_giou_dn_pre: 0.8568 (0.8632) loss_giou_enc_0: 0.8258 (0.8529) loss_giou_pre: 0.6851 (0.7251) loss_ddf_aux_0: 0.1825 (0.1799) loss_ddf_aux_1: 0.0185 (0.0193) loss_ddf_aux_2: 0.0016 (0.0018) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3994 (0.3973) loss_ddf_dn_1: 0.0511 (0.0526) loss_ddf_dn_2: 0.0081 (0.0079) loss_ddf_dn_3: 0.0012 (0.0010) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8325 (0.8334) loss_vfl_aux_0: 0.9146 (0.9209) loss_vfl_aux_1: 0.9259 (0.9233) loss_vfl_aux_2: 0.8906 (0.8907) loss_vfl_aux_3: 0.8445 (0.8472) loss_vfl_aux_4: 0.8342 (0.8316) loss_vfl_dn_0: 0.5048 (0.5066) loss_vfl_dn_1: 0.5217 (0.5308) loss_vfl_dn_2: 0.5115 (0.5168) loss_vfl_dn_3: 0.5070 (0.5083) loss_vfl_dn_4: 0.5018 (0.5050) loss_vfl_dn_5: 0.5056 (0.5061) loss_vfl_dn_pre: 0.5040 (0.5065) loss_vfl_enc_0: 0.9275 (0.9373) loss_vfl_pre: 0.9110 (0.9210) time: 0.7807 data: 0.0314 max mem: 9089 Epoch: [1] [ 800/3696] eta: 0:38:40 lr: 0.000013 loss: 38.7761 (39.2258) loss_bbox: 0.2663 (0.2740) loss_bbox_aux_0: 0.2907 (0.3107) loss_bbox_aux_1: 0.2681 (0.2788) loss_bbox_aux_2: 0.2651 (0.2745) loss_bbox_aux_3: 0.2661 (0.2742) loss_bbox_aux_4: 0.2663 (0.2741) loss_bbox_dn_0: 0.4073 (0.4285) loss_bbox_dn_1: 0.3112 (0.3428) loss_bbox_dn_2: 0.2944 (0.3275) loss_bbox_dn_3: 0.2938 (0.3244) loss_bbox_dn_4: 0.2926 (0.3238) loss_bbox_dn_5: 0.2923 (0.3238) loss_bbox_dn_pre: 0.4077 (0.4317) loss_bbox_enc_0: 0.3739 (0.4047) loss_bbox_pre: 0.2927 (0.3110) loss_dfl: 0.9696 (0.9785) loss_fgl_aux_0: 1.0342 (1.0450) loss_fgl_aux_1: 0.9763 (0.9867) loss_fgl_aux_2: 0.9710 (0.9790) loss_fgl_aux_3: 0.9696 (0.9786) loss_fgl_aux_4: 0.9695 (0.9785) loss_fgl_dn_0: 1.0942 (1.0872) loss_fgl_dn_1: 1.0256 (1.0256) loss_fgl_dn_2: 1.0174 (1.0184) loss_fgl_dn_3: 1.0169 (1.0186) loss_fgl_dn_4: 1.0173 (1.0189) loss_fgl_dn_5: 1.0175 (1.0190) loss_giou: 0.6424 (0.6681) loss_giou_aux_0: 0.6889 (0.7225) loss_giou_aux_1: 0.6472 (0.6759) loss_giou_aux_2: 0.6423 (0.6686) loss_giou_aux_3: 0.6423 (0.6681) loss_giou_aux_4: 0.6424 (0.6681) loss_giou_dn_0: 0.8239 (0.8606) loss_giou_dn_1: 0.6873 (0.7171) loss_giou_dn_2: 0.6616 (0.6914) loss_giou_dn_3: 0.6537 (0.6859) loss_giou_dn_4: 0.6532 (0.6849) loss_giou_dn_5: 0.6534 (0.6848) loss_giou_dn_pre: 0.8308 (0.8613) loss_giou_enc_0: 0.8152 (0.8494) loss_giou_pre: 0.6859 (0.7220) loss_ddf_aux_0: 0.1676 (0.1802) loss_ddf_aux_1: 0.0174 (0.0193) loss_ddf_aux_2: 0.0015 (0.0018) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3693 (0.3966) loss_ddf_dn_1: 0.0491 (0.0524) loss_ddf_dn_2: 0.0079 (0.0078) loss_ddf_dn_3: 0.0010 (0.0010) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8151 (0.8345) loss_vfl_aux_0: 0.8931 (0.9232) loss_vfl_aux_1: 0.9233 (0.9258) loss_vfl_aux_2: 0.8618 (0.8926) loss_vfl_aux_3: 0.8278 (0.8488) loss_vfl_aux_4: 0.8294 (0.8330) loss_vfl_dn_0: 0.5081 (0.5069) loss_vfl_dn_1: 0.5229 (0.5305) loss_vfl_dn_2: 0.5170 (0.5165) loss_vfl_dn_3: 0.5031 (0.5080) loss_vfl_dn_4: 0.4995 (0.5047) loss_vfl_dn_5: 0.5031 (0.5057) loss_vfl_dn_pre: 0.5094 (0.5068) loss_vfl_enc_0: 0.9271 (0.9390) loss_vfl_pre: 0.9019 (0.9234) time: 0.9267 data: 0.0228 max mem: 9089 Epoch: [1] [ 900/3696] eta: 0:37:00 lr: 0.000013 loss: 38.8700 (39.2030) loss_bbox: 0.2625 (0.2737) loss_bbox_aux_0: 0.2997 (0.3104) loss_bbox_aux_1: 0.2669 (0.2785) loss_bbox_aux_2: 0.2634 (0.2742) loss_bbox_aux_3: 0.2630 (0.2739) loss_bbox_aux_4: 0.2626 (0.2738) loss_bbox_dn_0: 0.4214 (0.4281) loss_bbox_dn_1: 0.3290 (0.3423) loss_bbox_dn_2: 0.3194 (0.3270) loss_bbox_dn_3: 0.3173 (0.3239) loss_bbox_dn_4: 0.3169 (0.3234) loss_bbox_dn_5: 0.3168 (0.3233) loss_bbox_dn_pre: 0.4183 (0.4315) loss_bbox_enc_0: 0.3912 (0.4040) loss_bbox_pre: 0.2991 (0.3106) loss_dfl: 0.9743 (0.9787) loss_fgl_aux_0: 1.0405 (1.0453) loss_fgl_aux_1: 0.9840 (0.9870) loss_fgl_aux_2: 0.9751 (0.9793) loss_fgl_aux_3: 0.9750 (0.9789) loss_fgl_aux_4: 0.9745 (0.9788) loss_fgl_dn_0: 1.0839 (1.0882) loss_fgl_dn_1: 1.0235 (1.0258) loss_fgl_dn_2: 1.0147 (1.0185) loss_fgl_dn_3: 1.0160 (1.0187) loss_fgl_dn_4: 1.0162 (1.0190) loss_fgl_dn_5: 1.0160 (1.0191) loss_giou: 0.6472 (0.6665) loss_giou_aux_0: 0.7045 (0.7207) loss_giou_aux_1: 0.6552 (0.6742) loss_giou_aux_2: 0.6485 (0.6670) loss_giou_aux_3: 0.6472 (0.6665) loss_giou_aux_4: 0.6472 (0.6665) loss_giou_dn_0: 0.8516 (0.8588) loss_giou_dn_1: 0.7029 (0.7150) loss_giou_dn_2: 0.6737 (0.6894) loss_giou_dn_3: 0.6670 (0.6839) loss_giou_dn_4: 0.6641 (0.6830) loss_giou_dn_5: 0.6635 (0.6829) loss_giou_dn_pre: 0.8516 (0.8595) loss_giou_enc_0: 0.8288 (0.8471) loss_giou_pre: 0.7037 (0.7202) loss_ddf_aux_0: 0.1660 (0.1792) loss_ddf_aux_1: 0.0180 (0.0191) loss_ddf_aux_2: 0.0016 (0.0017) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3953 (0.3967) loss_ddf_dn_1: 0.0476 (0.0522) loss_ddf_dn_2: 0.0072 (0.0078) loss_ddf_dn_3: 0.0010 (0.0010) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8445 (0.8354) loss_vfl_aux_0: 0.9358 (0.9242) loss_vfl_aux_1: 0.9225 (0.9269) loss_vfl_aux_2: 0.9037 (0.8940) loss_vfl_aux_3: 0.8852 (0.8501) loss_vfl_aux_4: 0.8533 (0.8338) loss_vfl_dn_0: 0.5066 (0.5073) loss_vfl_dn_1: 0.5287 (0.5307) loss_vfl_dn_2: 0.5127 (0.5165) loss_vfl_dn_3: 0.5076 (0.5081) loss_vfl_dn_4: 0.5002 (0.5046) loss_vfl_dn_5: 0.5043 (0.5057) loss_vfl_dn_pre: 0.5093 (0.5072) loss_vfl_enc_0: 0.9404 (0.9392) loss_vfl_pre: 0.9338 (0.9244) time: 0.7558 data: 0.0303 max mem: 9089 Epoch: [1] [1000/3696] eta: 0:35:30 lr: 0.000013 loss: 39.2390 (39.1900) loss_bbox: 0.2606 (0.2740) loss_bbox_aux_0: 0.3061 (0.3109) loss_bbox_aux_1: 0.2692 (0.2788) loss_bbox_aux_2: 0.2604 (0.2744) loss_bbox_aux_3: 0.2604 (0.2741) loss_bbox_aux_4: 0.2605 (0.2740) loss_bbox_dn_0: 0.4100 (0.4284) loss_bbox_dn_1: 0.3317 (0.3425) loss_bbox_dn_2: 0.3176 (0.3272) loss_bbox_dn_3: 0.3157 (0.3240) loss_bbox_dn_4: 0.3158 (0.3235) loss_bbox_dn_5: 0.3157 (0.3235) loss_bbox_dn_pre: 0.4102 (0.4318) loss_bbox_enc_0: 0.3998 (0.4041) loss_bbox_pre: 0.3042 (0.3111) loss_dfl: 0.9946 (0.9795) loss_fgl_aux_0: 1.0637 (1.0463) loss_fgl_aux_1: 1.0029 (0.9878) loss_fgl_aux_2: 0.9943 (0.9800) loss_fgl_aux_3: 0.9943 (0.9797) loss_fgl_aux_4: 0.9944 (0.9795) loss_fgl_dn_0: 1.0942 (1.0890) loss_fgl_dn_1: 1.0262 (1.0261) loss_fgl_dn_2: 1.0156 (1.0187) loss_fgl_dn_3: 1.0158 (1.0189) loss_fgl_dn_4: 1.0171 (1.0192) loss_fgl_dn_5: 1.0174 (1.0193) loss_giou: 0.6196 (0.6642) loss_giou_aux_0: 0.6854 (0.7184) loss_giou_aux_1: 0.6300 (0.6719) loss_giou_aux_2: 0.6196 (0.6647) loss_giou_aux_3: 0.6188 (0.6641) loss_giou_aux_4: 0.6193 (0.6642) loss_giou_dn_0: 0.8540 (0.8567) loss_giou_dn_1: 0.6993 (0.7128) loss_giou_dn_2: 0.6719 (0.6872) loss_giou_dn_3: 0.6674 (0.6817) loss_giou_dn_4: 0.6676 (0.6808) loss_giou_dn_5: 0.6673 (0.6807) loss_giou_dn_pre: 0.8506 (0.8574) loss_giou_enc_0: 0.8098 (0.8445) loss_giou_pre: 0.6871 (0.7179) loss_ddf_aux_0: 0.1877 (0.1792) loss_ddf_aux_1: 0.0200 (0.0192) loss_ddf_aux_2: 0.0018 (0.0017) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.4081 (0.3976) loss_ddf_dn_1: 0.0517 (0.0523) loss_ddf_dn_2: 0.0076 (0.0077) loss_ddf_dn_3: 0.0009 (0.0010) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8402 (0.8360) loss_vfl_aux_0: 0.9548 (0.9259) loss_vfl_aux_1: 0.9332 (0.9280) loss_vfl_aux_2: 0.9299 (0.8951) loss_vfl_aux_3: 0.8650 (0.8511) loss_vfl_aux_4: 0.8409 (0.8345) loss_vfl_dn_0: 0.5060 (0.5076) loss_vfl_dn_1: 0.5264 (0.5307) loss_vfl_dn_2: 0.5050 (0.5164) loss_vfl_dn_3: 0.4954 (0.5079) loss_vfl_dn_4: 0.4958 (0.5045) loss_vfl_dn_5: 0.4974 (0.5056) loss_vfl_dn_pre: 0.5079 (0.5075) loss_vfl_enc_0: 0.9335 (0.9407) loss_vfl_pre: 0.9492 (0.9261) time: 0.7555 data: 0.0281 max mem: 9089 Epoch: [1] [1100/3696] eta: 0:34:06 lr: 0.000013 loss: 39.5346 (39.1850) loss_bbox: 0.2795 (0.2742) loss_bbox_aux_0: 0.3194 (0.3113) loss_bbox_aux_1: 0.2840 (0.2791) loss_bbox_aux_2: 0.2800 (0.2747) loss_bbox_aux_3: 0.2793 (0.2743) loss_bbox_aux_4: 0.2795 (0.2743) loss_bbox_dn_0: 0.4339 (0.4277) loss_bbox_dn_1: 0.3409 (0.3419) loss_bbox_dn_2: 0.3238 (0.3267) loss_bbox_dn_3: 0.3195 (0.3236) loss_bbox_dn_4: 0.3201 (0.3230) loss_bbox_dn_5: 0.3206 (0.3230) loss_bbox_dn_pre: 0.4370 (0.4311) loss_bbox_enc_0: 0.4191 (0.4042) loss_bbox_pre: 0.3189 (0.3114) loss_dfl: 0.9849 (0.9789) loss_fgl_aux_0: 1.0506 (1.0459) loss_fgl_aux_1: 0.9938 (0.9872) loss_fgl_aux_2: 0.9853 (0.9794) loss_fgl_aux_3: 0.9852 (0.9791) loss_fgl_aux_4: 0.9849 (0.9789) loss_fgl_dn_0: 1.0898 (1.0888) loss_fgl_dn_1: 1.0247 (1.0257) loss_fgl_dn_2: 1.0159 (1.0183) loss_fgl_dn_3: 1.0169 (1.0185) loss_fgl_dn_4: 1.0173 (1.0188) loss_fgl_dn_5: 1.0174 (1.0188) loss_giou: 0.6462 (0.6652) loss_giou_aux_0: 0.7123 (0.7195) loss_giou_aux_1: 0.6553 (0.6729) loss_giou_aux_2: 0.6481 (0.6657) loss_giou_aux_3: 0.6465 (0.6651) loss_giou_aux_4: 0.6461 (0.6652) loss_giou_dn_0: 0.8484 (0.8563) loss_giou_dn_1: 0.6971 (0.7126) loss_giou_dn_2: 0.6800 (0.6871) loss_giou_dn_3: 0.6754 (0.6817) loss_giou_dn_4: 0.6753 (0.6808) loss_giou_dn_5: 0.6751 (0.6807) loss_giou_dn_pre: 0.8500 (0.8570) loss_giou_enc_0: 0.8434 (0.8452) loss_giou_pre: 0.7073 (0.7189) loss_ddf_aux_0: 0.2068 (0.1798) loss_ddf_aux_1: 0.0212 (0.0193) loss_ddf_aux_2: 0.0020 (0.0017) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3949 (0.3966) loss_ddf_dn_1: 0.0526 (0.0522) loss_ddf_dn_2: 0.0077 (0.0077) loss_ddf_dn_3: 0.0010 (0.0010) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8452 (0.8358) loss_vfl_aux_0: 0.9409 (0.9255) loss_vfl_aux_1: 0.9379 (0.9277) loss_vfl_aux_2: 0.8996 (0.8948) loss_vfl_aux_3: 0.8461 (0.8512) loss_vfl_aux_4: 0.8479 (0.8346) loss_vfl_dn_0: 0.5060 (0.5076) loss_vfl_dn_1: 0.5316 (0.5305) loss_vfl_dn_2: 0.5222 (0.5162) loss_vfl_dn_3: 0.5084 (0.5077) loss_vfl_dn_4: 0.5066 (0.5044) loss_vfl_dn_5: 0.5069 (0.5054) loss_vfl_dn_pre: 0.5055 (0.5075) loss_vfl_enc_0: 0.9399 (0.9388) loss_vfl_pre: 0.9374 (0.9257) time: 0.7739 data: 0.0342 max mem: 9089 Epoch: [1] [1200/3696] eta: 0:32:45 lr: 0.000013 loss: 38.6898 (39.1712) loss_bbox: 0.2886 (0.2745) loss_bbox_aux_0: 0.3163 (0.3114) loss_bbox_aux_1: 0.2929 (0.2793) loss_bbox_aux_2: 0.2884 (0.2750) loss_bbox_aux_3: 0.2881 (0.2746) loss_bbox_aux_4: 0.2886 (0.2745) loss_bbox_dn_0: 0.3818 (0.4276) loss_bbox_dn_1: 0.3102 (0.3421) loss_bbox_dn_2: 0.2939 (0.3268) loss_bbox_dn_3: 0.2924 (0.3238) loss_bbox_dn_4: 0.2928 (0.3232) loss_bbox_dn_5: 0.2928 (0.3232) loss_bbox_dn_pre: 0.3835 (0.4310) loss_bbox_enc_0: 0.4148 (0.4042) loss_bbox_pre: 0.3164 (0.3116) loss_dfl: 0.9793 (0.9786) loss_fgl_aux_0: 1.0402 (1.0456) loss_fgl_aux_1: 0.9841 (0.9869) loss_fgl_aux_2: 0.9802 (0.9791) loss_fgl_aux_3: 0.9797 (0.9788) loss_fgl_aux_4: 0.9793 (0.9786) loss_fgl_dn_0: 1.0893 (1.0891) loss_fgl_dn_1: 1.0250 (1.0256) loss_fgl_dn_2: 1.0168 (1.0180) loss_fgl_dn_3: 1.0174 (1.0183) loss_fgl_dn_4: 1.0180 (1.0185) loss_fgl_dn_5: 1.0181 (1.0186) loss_giou: 0.6667 (0.6649) loss_giou_aux_0: 0.7144 (0.7191) loss_giou_aux_1: 0.6745 (0.6726) loss_giou_aux_2: 0.6667 (0.6654) loss_giou_aux_3: 0.6660 (0.6649) loss_giou_aux_4: 0.6664 (0.6649) loss_giou_dn_0: 0.8362 (0.8549) loss_giou_dn_1: 0.6834 (0.7114) loss_giou_dn_2: 0.6612 (0.6860) loss_giou_dn_3: 0.6567 (0.6806) loss_giou_dn_4: 0.6557 (0.6797) loss_giou_dn_5: 0.6556 (0.6796) loss_giou_dn_pre: 0.8308 (0.8556) loss_giou_enc_0: 0.8467 (0.8446) loss_giou_pre: 0.7125 (0.7185) loss_ddf_aux_0: 0.1731 (0.1788) loss_ddf_aux_1: 0.0199 (0.0193) loss_ddf_aux_2: 0.0018 (0.0018) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3911 (0.3964) loss_ddf_dn_1: 0.0506 (0.0522) loss_ddf_dn_2: 0.0076 (0.0077) loss_ddf_dn_3: 0.0009 (0.0010) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8185 (0.8357) loss_vfl_aux_0: 0.9064 (0.9258) loss_vfl_aux_1: 0.9127 (0.9278) loss_vfl_aux_2: 0.9106 (0.8947) loss_vfl_aux_3: 0.8666 (0.8510) loss_vfl_aux_4: 0.8341 (0.8343) loss_vfl_dn_0: 0.5046 (0.5077) loss_vfl_dn_1: 0.5276 (0.5302) loss_vfl_dn_2: 0.5099 (0.5159) loss_vfl_dn_3: 0.5017 (0.5075) loss_vfl_dn_4: 0.4967 (0.5040) loss_vfl_dn_5: 0.4985 (0.5052) loss_vfl_dn_pre: 0.5070 (0.5076) loss_vfl_enc_0: 0.9045 (0.9387) loss_vfl_pre: 0.9091 (0.9261) time: 0.7697 data: 0.0279 max mem: 9089 Epoch: [1] [1300/3696] eta: 0:31:22 lr: 0.000013 loss: 38.3583 (39.1367) loss_bbox: 0.2644 (0.2743) loss_bbox_aux_0: 0.3029 (0.3109) loss_bbox_aux_1: 0.2676 (0.2791) loss_bbox_aux_2: 0.2644 (0.2747) loss_bbox_aux_3: 0.2644 (0.2744) loss_bbox_aux_4: 0.2643 (0.2743) loss_bbox_dn_0: 0.4054 (0.4265) loss_bbox_dn_1: 0.3158 (0.3412) loss_bbox_dn_2: 0.3047 (0.3260) loss_bbox_dn_3: 0.3045 (0.3229) loss_bbox_dn_4: 0.3038 (0.3224) loss_bbox_dn_5: 0.3039 (0.3223) loss_bbox_dn_pre: 0.4050 (0.4300) loss_bbox_enc_0: 0.3798 (0.4030) loss_bbox_pre: 0.3014 (0.3111) loss_dfl: 0.9839 (0.9786) loss_fgl_aux_0: 1.0591 (1.0455) loss_fgl_aux_1: 0.9940 (0.9869) loss_fgl_aux_2: 0.9842 (0.9791) loss_fgl_aux_3: 0.9840 (0.9788) loss_fgl_aux_4: 0.9839 (0.9786) loss_fgl_dn_0: 1.1049 (1.0894) loss_fgl_dn_1: 1.0363 (1.0254) loss_fgl_dn_2: 1.0246 (1.0177) loss_fgl_dn_3: 1.0247 (1.0179) loss_fgl_dn_4: 1.0254 (1.0182) loss_fgl_dn_5: 1.0255 (1.0183) loss_giou: 0.6311 (0.6647) loss_giou_aux_0: 0.6735 (0.7186) loss_giou_aux_1: 0.6391 (0.6724) loss_giou_aux_2: 0.6318 (0.6652) loss_giou_aux_3: 0.6310 (0.6646) loss_giou_aux_4: 0.6311 (0.6647) loss_giou_dn_0: 0.8049 (0.8534) loss_giou_dn_1: 0.6615 (0.7098) loss_giou_dn_2: 0.6363 (0.6845) loss_giou_dn_3: 0.6285 (0.6791) loss_giou_dn_4: 0.6272 (0.6782) loss_giou_dn_5: 0.6274 (0.6781) loss_giou_dn_pre: 0.8099 (0.8540) loss_giou_enc_0: 0.8079 (0.8439) loss_giou_pre: 0.6663 (0.7180) loss_ddf_aux_0: 0.1667 (0.1779) loss_ddf_aux_1: 0.0204 (0.0193) loss_ddf_aux_2: 0.0017 (0.0018) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3689 (0.3966) loss_ddf_dn_1: 0.0506 (0.0523) loss_ddf_dn_2: 0.0073 (0.0077) loss_ddf_dn_3: 0.0009 (0.0010) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8429 (0.8345) loss_vfl_aux_0: 0.9500 (0.9252) loss_vfl_aux_1: 0.9358 (0.9269) loss_vfl_aux_2: 0.8922 (0.8937) loss_vfl_aux_3: 0.8428 (0.8501) loss_vfl_aux_4: 0.8246 (0.8331) loss_vfl_dn_0: 0.5127 (0.5077) loss_vfl_dn_1: 0.5273 (0.5299) loss_vfl_dn_2: 0.5140 (0.5157) loss_vfl_dn_3: 0.4996 (0.5071) loss_vfl_dn_4: 0.4960 (0.5036) loss_vfl_dn_5: 0.4971 (0.5048) loss_vfl_dn_pre: 0.5105 (0.5077) loss_vfl_enc_0: 0.9326 (0.9376) loss_vfl_pre: 0.9529 (0.9255) time: 0.7866 data: 0.0323 max mem: 9089 Epoch: [1] [1400/3696] eta: 0:30:00 lr: 0.000013 loss: 38.3252 (39.1130) loss_bbox: 0.2474 (0.2739) loss_bbox_aux_0: 0.2896 (0.3106) loss_bbox_aux_1: 0.2530 (0.2787) loss_bbox_aux_2: 0.2489 (0.2744) loss_bbox_aux_3: 0.2480 (0.2740) loss_bbox_aux_4: 0.2475 (0.2739) loss_bbox_dn_0: 0.3951 (0.4258) loss_bbox_dn_1: 0.3085 (0.3404) loss_bbox_dn_2: 0.2922 (0.3252) loss_bbox_dn_3: 0.2907 (0.3222) loss_bbox_dn_4: 0.2894 (0.3217) loss_bbox_dn_5: 0.2895 (0.3216) loss_bbox_dn_pre: 0.4015 (0.4292) loss_bbox_enc_0: 0.3779 (0.4024) loss_bbox_pre: 0.2894 (0.3107) loss_dfl: 0.9900 (0.9785) loss_fgl_aux_0: 1.0573 (1.0455) loss_fgl_aux_1: 0.9988 (0.9868) loss_fgl_aux_2: 0.9911 (0.9790) loss_fgl_aux_3: 0.9902 (0.9787) loss_fgl_aux_4: 0.9901 (0.9785) loss_fgl_dn_0: 1.0970 (1.0896) loss_fgl_dn_1: 1.0291 (1.0253) loss_fgl_dn_2: 1.0153 (1.0175) loss_fgl_dn_3: 1.0148 (1.0177) loss_fgl_dn_4: 1.0150 (1.0180) loss_fgl_dn_5: 1.0148 (1.0181) loss_giou: 0.6369 (0.6642) loss_giou_aux_0: 0.6984 (0.7181) loss_giou_aux_1: 0.6436 (0.6718) loss_giou_aux_2: 0.6376 (0.6647) loss_giou_aux_3: 0.6367 (0.6641) loss_giou_aux_4: 0.6368 (0.6642) loss_giou_dn_0: 0.8378 (0.8521) loss_giou_dn_1: 0.6801 (0.7088) loss_giou_dn_2: 0.6591 (0.6836) loss_giou_dn_3: 0.6516 (0.6782) loss_giou_dn_4: 0.6513 (0.6773) loss_giou_dn_5: 0.6510 (0.6772) loss_giou_dn_pre: 0.8304 (0.8528) loss_giou_enc_0: 0.8202 (0.8432) loss_giou_pre: 0.6979 (0.7174) loss_ddf_aux_0: 0.1722 (0.1776) loss_ddf_aux_1: 0.0188 (0.0193) loss_ddf_aux_2: 0.0015 (0.0018) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3971 (0.3962) loss_ddf_dn_1: 0.0523 (0.0522) loss_ddf_dn_2: 0.0066 (0.0077) loss_ddf_dn_3: 0.0009 (0.0010) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8390 (0.8343) loss_vfl_aux_0: 0.9109 (0.9253) loss_vfl_aux_1: 0.8927 (0.9270) loss_vfl_aux_2: 0.8867 (0.8935) loss_vfl_aux_3: 0.8292 (0.8497) loss_vfl_aux_4: 0.8455 (0.8330) loss_vfl_dn_0: 0.5142 (0.5080) loss_vfl_dn_1: 0.5285 (0.5298) loss_vfl_dn_2: 0.5089 (0.5154) loss_vfl_dn_3: 0.5015 (0.5069) loss_vfl_dn_4: 0.4955 (0.5034) loss_vfl_dn_5: 0.4958 (0.5045) loss_vfl_dn_pre: 0.5137 (0.5079) loss_vfl_enc_0: 0.9040 (0.9366) loss_vfl_pre: 0.9158 (0.9257) time: 0.7596 data: 0.0397 max mem: 9089 Epoch: [1] [1500/3696] eta: 0:28:39 lr: 0.000013 loss: 39.0120 (39.0960) loss_bbox: 0.2821 (0.2739) loss_bbox_aux_0: 0.3179 (0.3105) loss_bbox_aux_1: 0.2869 (0.2788) loss_bbox_aux_2: 0.2825 (0.2744) loss_bbox_aux_3: 0.2822 (0.2740) loss_bbox_aux_4: 0.2821 (0.2739) loss_bbox_dn_0: 0.4136 (0.4256) loss_bbox_dn_1: 0.3280 (0.3403) loss_bbox_dn_2: 0.3157 (0.3251) loss_bbox_dn_3: 0.3181 (0.3221) loss_bbox_dn_4: 0.3197 (0.3215) loss_bbox_dn_5: 0.3196 (0.3215) loss_bbox_dn_pre: 0.4121 (0.4290) loss_bbox_enc_0: 0.3956 (0.4018) loss_bbox_pre: 0.3192 (0.3106) loss_dfl: 0.9546 (0.9781) loss_fgl_aux_0: 1.0262 (1.0450) loss_fgl_aux_1: 0.9583 (0.9864) loss_fgl_aux_2: 0.9557 (0.9786) loss_fgl_aux_3: 0.9546 (0.9783) loss_fgl_aux_4: 0.9545 (0.9781) loss_fgl_dn_0: 1.0942 (1.0896) loss_fgl_dn_1: 1.0132 (1.0249) loss_fgl_dn_2: 1.0055 (1.0170) loss_fgl_dn_3: 1.0048 (1.0173) loss_fgl_dn_4: 1.0056 (1.0176) loss_fgl_dn_5: 1.0058 (1.0177) loss_giou: 0.6339 (0.6643) loss_giou_aux_0: 0.6872 (0.7180) loss_giou_aux_1: 0.6430 (0.6719) loss_giou_aux_2: 0.6340 (0.6648) loss_giou_aux_3: 0.6339 (0.6642) loss_giou_aux_4: 0.6337 (0.6642) loss_giou_dn_0: 0.8268 (0.8514) loss_giou_dn_1: 0.6792 (0.7081) loss_giou_dn_2: 0.6586 (0.6829) loss_giou_dn_3: 0.6554 (0.6776) loss_giou_dn_4: 0.6538 (0.6767) loss_giou_dn_5: 0.6537 (0.6766) loss_giou_dn_pre: 0.8179 (0.8521) loss_giou_enc_0: 0.7922 (0.8424) loss_giou_pre: 0.6870 (0.7173) loss_ddf_aux_0: 0.1615 (0.1768) loss_ddf_aux_1: 0.0178 (0.0193) loss_ddf_aux_2: 0.0015 (0.0018) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3999 (0.3958) loss_ddf_dn_1: 0.0496 (0.0523) loss_ddf_dn_2: 0.0068 (0.0077) loss_ddf_dn_3: 0.0009 (0.0010) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8302 (0.8343) loss_vfl_aux_0: 0.9042 (0.9246) loss_vfl_aux_1: 0.9016 (0.9267) loss_vfl_aux_2: 0.8726 (0.8931) loss_vfl_aux_3: 0.8423 (0.8495) loss_vfl_aux_4: 0.8256 (0.8330) loss_vfl_dn_0: 0.5212 (0.5080) loss_vfl_dn_1: 0.5354 (0.5295) loss_vfl_dn_2: 0.5183 (0.5152) loss_vfl_dn_3: 0.5134 (0.5065) loss_vfl_dn_4: 0.5049 (0.5031) loss_vfl_dn_5: 0.5056 (0.5043) loss_vfl_dn_pre: 0.5211 (0.5080) loss_vfl_enc_0: 0.9041 (0.9362) loss_vfl_pre: 0.8983 (0.9250) time: 0.7634 data: 0.0293 max mem: 9089 Epoch: [1] [1600/3696] eta: 0:27:22 lr: 0.000013 loss: 39.2551 (39.0732) loss_bbox: 0.2771 (0.2734) loss_bbox_aux_0: 0.3120 (0.3099) loss_bbox_aux_1: 0.2834 (0.2782) loss_bbox_aux_2: 0.2779 (0.2739) loss_bbox_aux_3: 0.2770 (0.2735) loss_bbox_aux_4: 0.2771 (0.2734) loss_bbox_dn_0: 0.4036 (0.4247) loss_bbox_dn_1: 0.3270 (0.3397) loss_bbox_dn_2: 0.3145 (0.3245) loss_bbox_dn_3: 0.3133 (0.3215) loss_bbox_dn_4: 0.3131 (0.3210) loss_bbox_dn_5: 0.3129 (0.3209) loss_bbox_dn_pre: 0.4033 (0.4282) loss_bbox_enc_0: 0.4053 (0.4011) loss_bbox_pre: 0.3107 (0.3100) loss_dfl: 0.9735 (0.9777) loss_fgl_aux_0: 1.0376 (1.0445) loss_fgl_aux_1: 0.9809 (0.9859) loss_fgl_aux_2: 0.9739 (0.9781) loss_fgl_aux_3: 0.9738 (0.9778) loss_fgl_aux_4: 0.9736 (0.9777) loss_fgl_dn_0: 1.0787 (1.0895) loss_fgl_dn_1: 1.0188 (1.0245) loss_fgl_dn_2: 1.0088 (1.0166) loss_fgl_dn_3: 1.0107 (1.0169) loss_fgl_dn_4: 1.0099 (1.0172) loss_fgl_dn_5: 1.0098 (1.0173) loss_giou: 0.6650 (0.6642) loss_giou_aux_0: 0.7228 (0.7179) loss_giou_aux_1: 0.6709 (0.6718) loss_giou_aux_2: 0.6659 (0.6647) loss_giou_aux_3: 0.6650 (0.6641) loss_giou_aux_4: 0.6648 (0.6642) loss_giou_dn_0: 0.8573 (0.8510) loss_giou_dn_1: 0.7097 (0.7079) loss_giou_dn_2: 0.6810 (0.6828) loss_giou_dn_3: 0.6747 (0.6775) loss_giou_dn_4: 0.6751 (0.6766) loss_giou_dn_5: 0.6755 (0.6765) loss_giou_dn_pre: 0.8578 (0.8517) loss_giou_enc_0: 0.8488 (0.8420) loss_giou_pre: 0.7230 (0.7171) loss_ddf_aux_0: 0.1718 (0.1760) loss_ddf_aux_1: 0.0182 (0.0192) loss_ddf_aux_2: 0.0016 (0.0017) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3809 (0.3947) loss_ddf_dn_1: 0.0497 (0.0521) loss_ddf_dn_2: 0.0075 (0.0076) loss_ddf_dn_3: 0.0009 (0.0010) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8391 (0.8341) loss_vfl_aux_0: 0.9381 (0.9246) loss_vfl_aux_1: 0.9484 (0.9265) loss_vfl_aux_2: 0.9250 (0.8929) loss_vfl_aux_3: 0.8552 (0.8495) loss_vfl_aux_4: 0.8251 (0.8327) loss_vfl_dn_0: 0.5081 (0.5080) loss_vfl_dn_1: 0.5236 (0.5291) loss_vfl_dn_2: 0.5074 (0.5148) loss_vfl_dn_3: 0.5009 (0.5061) loss_vfl_dn_4: 0.4992 (0.5027) loss_vfl_dn_5: 0.4998 (0.5038) loss_vfl_dn_pre: 0.5068 (0.5079) loss_vfl_enc_0: 0.9192 (0.9350) loss_vfl_pre: 0.9399 (0.9249) time: 0.7635 data: 0.0344 max mem: 9089 Epoch: [1] [1700/3696] eta: 0:26:02 lr: 0.000013 loss: 38.5957 (39.0460) loss_bbox: 0.2681 (0.2732) loss_bbox_aux_0: 0.2947 (0.3094) loss_bbox_aux_1: 0.2741 (0.2781) loss_bbox_aux_2: 0.2685 (0.2737) loss_bbox_aux_3: 0.2681 (0.2733) loss_bbox_aux_4: 0.2681 (0.2733) loss_bbox_dn_0: 0.3578 (0.4237) loss_bbox_dn_1: 0.2919 (0.3389) loss_bbox_dn_2: 0.2812 (0.3238) loss_bbox_dn_3: 0.2791 (0.3208) loss_bbox_dn_4: 0.2786 (0.3203) loss_bbox_dn_5: 0.2785 (0.3202) loss_bbox_dn_pre: 0.3595 (0.4272) loss_bbox_enc_0: 0.3642 (0.4002) loss_bbox_pre: 0.2932 (0.3096) loss_dfl: 0.9709 (0.9775) loss_fgl_aux_0: 1.0370 (1.0441) loss_fgl_aux_1: 0.9755 (0.9857) loss_fgl_aux_2: 0.9714 (0.9779) loss_fgl_aux_3: 0.9708 (0.9776) loss_fgl_aux_4: 0.9709 (0.9775) loss_fgl_dn_0: 1.0988 (1.0896) loss_fgl_dn_1: 1.0252 (1.0244) loss_fgl_dn_2: 1.0174 (1.0165) loss_fgl_dn_3: 1.0161 (1.0168) loss_fgl_dn_4: 1.0164 (1.0171) loss_fgl_dn_5: 1.0164 (1.0172) loss_giou: 0.6510 (0.6643) loss_giou_aux_0: 0.7000 (0.7176) loss_giou_aux_1: 0.6605 (0.6718) loss_giou_aux_2: 0.6538 (0.6648) loss_giou_aux_3: 0.6513 (0.6642) loss_giou_aux_4: 0.6511 (0.6642) loss_giou_dn_0: 0.8179 (0.8501) loss_giou_dn_1: 0.6755 (0.7073) loss_giou_dn_2: 0.6546 (0.6823) loss_giou_dn_3: 0.6507 (0.6771) loss_giou_dn_4: 0.6491 (0.6761) loss_giou_dn_5: 0.6489 (0.6761) loss_giou_dn_pre: 0.8290 (0.8507) loss_giou_enc_0: 0.8228 (0.8413) loss_giou_pre: 0.6998 (0.7168) loss_ddf_aux_0: 0.1432 (0.1747) loss_ddf_aux_1: 0.0175 (0.0191) loss_ddf_aux_2: 0.0016 (0.0017) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3693 (0.3934) loss_ddf_dn_1: 0.0501 (0.0520) loss_ddf_dn_2: 0.0067 (0.0076) loss_ddf_dn_3: 0.0007 (0.0010) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8301 (0.8332) loss_vfl_aux_0: 0.8849 (0.9236) loss_vfl_aux_1: 0.8970 (0.9256) loss_vfl_aux_2: 0.8657 (0.8920) loss_vfl_aux_3: 0.8052 (0.8486) loss_vfl_aux_4: 0.8070 (0.8318) loss_vfl_dn_0: 0.5104 (0.5080) loss_vfl_dn_1: 0.5153 (0.5288) loss_vfl_dn_2: 0.5081 (0.5145) loss_vfl_dn_3: 0.4990 (0.5059) loss_vfl_dn_4: 0.4969 (0.5024) loss_vfl_dn_5: 0.5038 (0.5036) loss_vfl_dn_pre: 0.5071 (0.5080) loss_vfl_enc_0: 0.9059 (0.9340) loss_vfl_pre: 0.8835 (0.9240) time: 0.7490 data: 0.0365 max mem: 9089 Epoch: [1] [1800/3696] eta: 0:24:41 lr: 0.000013 loss: 38.6549 (39.0209) loss_bbox: 0.2665 (0.2729) loss_bbox_aux_0: 0.2947 (0.3091) loss_bbox_aux_1: 0.2693 (0.2777) loss_bbox_aux_2: 0.2660 (0.2734) loss_bbox_aux_3: 0.2658 (0.2730) loss_bbox_aux_4: 0.2665 (0.2729) loss_bbox_dn_0: 0.3874 (0.4234) loss_bbox_dn_1: 0.3102 (0.3385) loss_bbox_dn_2: 0.2985 (0.3234) loss_bbox_dn_3: 0.2935 (0.3204) loss_bbox_dn_4: 0.2909 (0.3199) loss_bbox_dn_5: 0.2909 (0.3198) loss_bbox_dn_pre: 0.3886 (0.4268) loss_bbox_enc_0: 0.3711 (0.3996) loss_bbox_pre: 0.2964 (0.3093) loss_dfl: 0.9520 (0.9768) loss_fgl_aux_0: 1.0143 (1.0436) loss_fgl_aux_1: 0.9609 (0.9850) loss_fgl_aux_2: 0.9527 (0.9772) loss_fgl_aux_3: 0.9520 (0.9769) loss_fgl_aux_4: 0.9520 (0.9768) loss_fgl_dn_0: 1.0809 (1.0897) loss_fgl_dn_1: 1.0120 (1.0241) loss_fgl_dn_2: 1.0035 (1.0161) loss_fgl_dn_3: 1.0043 (1.0164) loss_fgl_dn_4: 1.0043 (1.0167) loss_fgl_dn_5: 1.0043 (1.0167) loss_giou: 0.6811 (0.6640) loss_giou_aux_0: 0.7255 (0.7172) loss_giou_aux_1: 0.6863 (0.6715) loss_giou_aux_2: 0.6814 (0.6645) loss_giou_aux_3: 0.6812 (0.6639) loss_giou_aux_4: 0.6812 (0.6640) loss_giou_dn_0: 0.8645 (0.8491) loss_giou_dn_1: 0.7247 (0.7065) loss_giou_dn_2: 0.6943 (0.6816) loss_giou_dn_3: 0.6872 (0.6763) loss_giou_dn_4: 0.6859 (0.6754) loss_giou_dn_5: 0.6860 (0.6754) loss_giou_dn_pre: 0.8672 (0.8497) loss_giou_enc_0: 0.8454 (0.8405) loss_giou_pre: 0.7258 (0.7164) loss_ddf_aux_0: 0.1600 (0.1743) loss_ddf_aux_1: 0.0191 (0.0191) loss_ddf_aux_2: 0.0017 (0.0017) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3597 (0.3926) loss_ddf_dn_1: 0.0503 (0.0519) loss_ddf_dn_2: 0.0079 (0.0076) loss_ddf_dn_3: 0.0009 (0.0010) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7870 (0.8330) loss_vfl_aux_0: 0.8998 (0.9232) loss_vfl_aux_1: 0.8837 (0.9253) loss_vfl_aux_2: 0.8528 (0.8912) loss_vfl_aux_3: 0.7970 (0.8482) loss_vfl_aux_4: 0.7949 (0.8316) loss_vfl_dn_0: 0.5004 (0.5080) loss_vfl_dn_1: 0.5201 (0.5285) loss_vfl_dn_2: 0.5045 (0.5142) loss_vfl_dn_3: 0.4977 (0.5056) loss_vfl_dn_4: 0.4944 (0.5022) loss_vfl_dn_5: 0.4974 (0.5034) loss_vfl_dn_pre: 0.5013 (0.5081) loss_vfl_enc_0: 0.8969 (0.9337) loss_vfl_pre: 0.9006 (0.9236) time: 0.7340 data: 0.0333 max mem: 9089 Epoch: [1] [1900/3696] eta: 0:23:18 lr: 0.000013 loss: 38.2373 (38.9921) loss_bbox: 0.2461 (0.2724) loss_bbox_aux_0: 0.2812 (0.3086) loss_bbox_aux_1: 0.2514 (0.2772) loss_bbox_aux_2: 0.2466 (0.2729) loss_bbox_aux_3: 0.2462 (0.2725) loss_bbox_aux_4: 0.2460 (0.2724) loss_bbox_dn_0: 0.3731 (0.4226) loss_bbox_dn_1: 0.2968 (0.3377) loss_bbox_dn_2: 0.2850 (0.3227) loss_bbox_dn_3: 0.2808 (0.3196) loss_bbox_dn_4: 0.2798 (0.3191) loss_bbox_dn_5: 0.2794 (0.3191) loss_bbox_dn_pre: 0.3788 (0.4261) loss_bbox_enc_0: 0.3595 (0.3991) loss_bbox_pre: 0.2813 (0.3087) loss_dfl: 0.9624 (0.9769) loss_fgl_aux_0: 1.0296 (1.0439) loss_fgl_aux_1: 0.9672 (0.9851) loss_fgl_aux_2: 0.9616 (0.9773) loss_fgl_aux_3: 0.9623 (0.9770) loss_fgl_aux_4: 0.9624 (0.9769) loss_fgl_dn_0: 1.0818 (1.0900) loss_fgl_dn_1: 1.0181 (1.0240) loss_fgl_dn_2: 1.0060 (1.0159) loss_fgl_dn_3: 1.0063 (1.0162) loss_fgl_dn_4: 1.0064 (1.0165) loss_fgl_dn_5: 1.0064 (1.0166) loss_giou: 0.6694 (0.6628) loss_giou_aux_0: 0.7149 (0.7160) loss_giou_aux_1: 0.6761 (0.6703) loss_giou_aux_2: 0.6691 (0.6633) loss_giou_aux_3: 0.6688 (0.6627) loss_giou_aux_4: 0.6691 (0.6628) loss_giou_dn_0: 0.8302 (0.8477) loss_giou_dn_1: 0.6769 (0.7051) loss_giou_dn_2: 0.6513 (0.6803) loss_giou_dn_3: 0.6490 (0.6751) loss_giou_dn_4: 0.6502 (0.6742) loss_giou_dn_5: 0.6499 (0.6741) loss_giou_dn_pre: 0.8391 (0.8483) loss_giou_enc_0: 0.8384 (0.8392) loss_giou_pre: 0.7204 (0.7152) loss_ddf_aux_0: 0.1576 (0.1741) loss_ddf_aux_1: 0.0166 (0.0191) loss_ddf_aux_2: 0.0016 (0.0017) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3909 (0.3928) loss_ddf_dn_1: 0.0475 (0.0519) loss_ddf_dn_2: 0.0066 (0.0076) loss_ddf_dn_3: 0.0009 (0.0010) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7796 (0.8327) loss_vfl_aux_0: 0.9077 (0.9236) loss_vfl_aux_1: 0.9025 (0.9253) loss_vfl_aux_2: 0.8398 (0.8911) loss_vfl_aux_3: 0.8082 (0.8480) loss_vfl_aux_4: 0.7833 (0.8313) loss_vfl_dn_0: 0.5052 (0.5082) loss_vfl_dn_1: 0.5214 (0.5284) loss_vfl_dn_2: 0.5023 (0.5141) loss_vfl_dn_3: 0.4981 (0.5055) loss_vfl_dn_4: 0.4947 (0.5021) loss_vfl_dn_5: 0.4928 (0.5032) loss_vfl_dn_pre: 0.5041 (0.5083) loss_vfl_enc_0: 0.9286 (0.9336) loss_vfl_pre: 0.9010 (0.9240) time: 0.7193 data: 0.0327 max mem: 9089 Epoch: [1] [2000/3696] eta: 0:21:58 lr: 0.000013 loss: 38.0736 (38.9678) loss_bbox: 0.2581 (0.2720) loss_bbox_aux_0: 0.2910 (0.3083) loss_bbox_aux_1: 0.2658 (0.2769) loss_bbox_aux_2: 0.2582 (0.2725) loss_bbox_aux_3: 0.2580 (0.2721) loss_bbox_aux_4: 0.2582 (0.2721) loss_bbox_dn_0: 0.3971 (0.4223) loss_bbox_dn_1: 0.3132 (0.3374) loss_bbox_dn_2: 0.2944 (0.3223) loss_bbox_dn_3: 0.2939 (0.3193) loss_bbox_dn_4: 0.2950 (0.3188) loss_bbox_dn_5: 0.2952 (0.3187) loss_bbox_dn_pre: 0.4068 (0.4258) loss_bbox_enc_0: 0.3659 (0.3986) loss_bbox_pre: 0.2918 (0.3084) loss_dfl: 0.9693 (0.9771) loss_fgl_aux_0: 1.0281 (1.0440) loss_fgl_aux_1: 0.9731 (0.9853) loss_fgl_aux_2: 0.9687 (0.9775) loss_fgl_aux_3: 0.9689 (0.9772) loss_fgl_aux_4: 0.9694 (0.9771) loss_fgl_dn_0: 1.0945 (1.0904) loss_fgl_dn_1: 1.0199 (1.0241) loss_fgl_dn_2: 1.0140 (1.0159) loss_fgl_dn_3: 1.0148 (1.0163) loss_fgl_dn_4: 1.0157 (1.0165) loss_fgl_dn_5: 1.0158 (1.0166) loss_giou: 0.6512 (0.6618) loss_giou_aux_0: 0.6986 (0.7150) loss_giou_aux_1: 0.6573 (0.6694) loss_giou_aux_2: 0.6518 (0.6623) loss_giou_aux_3: 0.6510 (0.6617) loss_giou_aux_4: 0.6511 (0.6618) loss_giou_dn_0: 0.8162 (0.8463) loss_giou_dn_1: 0.6792 (0.7039) loss_giou_dn_2: 0.6506 (0.6791) loss_giou_dn_3: 0.6440 (0.6739) loss_giou_dn_4: 0.6446 (0.6730) loss_giou_dn_5: 0.6447 (0.6729) loss_giou_dn_pre: 0.8129 (0.8470) loss_giou_enc_0: 0.8038 (0.8379) loss_giou_pre: 0.6978 (0.7142) loss_ddf_aux_0: 0.1631 (0.1736) loss_ddf_aux_1: 0.0181 (0.0191) loss_ddf_aux_2: 0.0018 (0.0017) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3525 (0.3918) loss_ddf_dn_1: 0.0493 (0.0519) loss_ddf_dn_2: 0.0068 (0.0075) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7994 (0.8324) loss_vfl_aux_0: 0.9028 (0.9235) loss_vfl_aux_1: 0.8920 (0.9248) loss_vfl_aux_2: 0.8623 (0.8910) loss_vfl_aux_3: 0.8154 (0.8477) loss_vfl_aux_4: 0.8080 (0.8310) loss_vfl_dn_0: 0.5129 (0.5084) loss_vfl_dn_1: 0.5219 (0.5283) loss_vfl_dn_2: 0.5089 (0.5140) loss_vfl_dn_3: 0.4974 (0.5053) loss_vfl_dn_4: 0.4895 (0.5019) loss_vfl_dn_5: 0.4941 (0.5030) loss_vfl_dn_pre: 0.5135 (0.5084) loss_vfl_enc_0: 0.9156 (0.9334) loss_vfl_pre: 0.9027 (0.9240) time: 0.7585 data: 0.0318 max mem: 9089 Epoch: [1] [2100/3696] eta: 0:20:41 lr: 0.000013 loss: 38.7954 (38.9506) loss_bbox: 0.2649 (0.2720) loss_bbox_aux_0: 0.2997 (0.3081) loss_bbox_aux_1: 0.2721 (0.2768) loss_bbox_aux_2: 0.2676 (0.2725) loss_bbox_aux_3: 0.2667 (0.2721) loss_bbox_aux_4: 0.2656 (0.2720) loss_bbox_dn_0: 0.4031 (0.4217) loss_bbox_dn_1: 0.3110 (0.3370) loss_bbox_dn_2: 0.2954 (0.3220) loss_bbox_dn_3: 0.2933 (0.3190) loss_bbox_dn_4: 0.2928 (0.3184) loss_bbox_dn_5: 0.2926 (0.3184) loss_bbox_dn_pre: 0.4073 (0.4252) loss_bbox_enc_0: 0.3858 (0.3979) loss_bbox_pre: 0.3019 (0.3082) loss_dfl: 0.9838 (0.9770) loss_fgl_aux_0: 1.0595 (1.0439) loss_fgl_aux_1: 0.9935 (0.9852) loss_fgl_aux_2: 0.9841 (0.9774) loss_fgl_aux_3: 0.9834 (0.9771) loss_fgl_aux_4: 0.9838 (0.9770) loss_fgl_dn_0: 1.1064 (1.0908) loss_fgl_dn_1: 1.0314 (1.0241) loss_fgl_dn_2: 1.0252 (1.0159) loss_fgl_dn_3: 1.0276 (1.0162) loss_fgl_dn_4: 1.0279 (1.0165) loss_fgl_dn_5: 1.0279 (1.0166) loss_giou: 0.6145 (0.6617) loss_giou_aux_0: 0.6526 (0.7147) loss_giou_aux_1: 0.6203 (0.6692) loss_giou_aux_2: 0.6155 (0.6622) loss_giou_aux_3: 0.6152 (0.6616) loss_giou_aux_4: 0.6147 (0.6616) loss_giou_dn_0: 0.8038 (0.8450) loss_giou_dn_1: 0.6564 (0.7028) loss_giou_dn_2: 0.6336 (0.6781) loss_giou_dn_3: 0.6292 (0.6729) loss_giou_dn_4: 0.6292 (0.6720) loss_giou_dn_5: 0.6291 (0.6719) loss_giou_dn_pre: 0.8009 (0.8456) loss_giou_enc_0: 0.7787 (0.8371) loss_giou_pre: 0.6496 (0.7138) loss_ddf_aux_0: 0.1428 (0.1726) loss_ddf_aux_1: 0.0161 (0.0190) loss_ddf_aux_2: 0.0017 (0.0017) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3518 (0.3908) loss_ddf_dn_1: 0.0474 (0.0518) loss_ddf_dn_2: 0.0075 (0.0075) loss_ddf_dn_3: 0.0010 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8391 (0.8322) loss_vfl_aux_0: 0.9493 (0.9239) loss_vfl_aux_1: 0.9617 (0.9249) loss_vfl_aux_2: 0.9036 (0.8910) loss_vfl_aux_3: 0.8632 (0.8477) loss_vfl_aux_4: 0.8433 (0.8309) loss_vfl_dn_0: 0.5065 (0.5085) loss_vfl_dn_1: 0.5248 (0.5281) loss_vfl_dn_2: 0.5119 (0.5139) loss_vfl_dn_3: 0.5038 (0.5052) loss_vfl_dn_4: 0.4962 (0.5017) loss_vfl_dn_5: 0.4989 (0.5028) loss_vfl_dn_pre: 0.5071 (0.5085) loss_vfl_enc_0: 0.9467 (0.9330) loss_vfl_pre: 0.9412 (0.9243) time: 0.7552 data: 0.0277 max mem: 9089 Epoch: [1] [2200/3696] eta: 0:19:23 lr: 0.000013 loss: 38.4222 (38.9180) loss_bbox: 0.2558 (0.2714) loss_bbox_aux_0: 0.2845 (0.3073) loss_bbox_aux_1: 0.2625 (0.2762) loss_bbox_aux_2: 0.2574 (0.2719) loss_bbox_aux_3: 0.2561 (0.2715) loss_bbox_aux_4: 0.2559 (0.2714) loss_bbox_dn_0: 0.3783 (0.4208) loss_bbox_dn_1: 0.3012 (0.3363) loss_bbox_dn_2: 0.2897 (0.3214) loss_bbox_dn_3: 0.2893 (0.3184) loss_bbox_dn_4: 0.2887 (0.3178) loss_bbox_dn_5: 0.2890 (0.3178) loss_bbox_dn_pre: 0.3802 (0.4243) loss_bbox_enc_0: 0.3506 (0.3967) loss_bbox_pre: 0.2820 (0.3074) loss_dfl: 0.9695 (0.9768) loss_fgl_aux_0: 1.0340 (1.0437) loss_fgl_aux_1: 0.9784 (0.9851) loss_fgl_aux_2: 0.9702 (0.9773) loss_fgl_aux_3: 0.9699 (0.9770) loss_fgl_aux_4: 0.9695 (0.9768) loss_fgl_dn_0: 1.0812 (1.0909) loss_fgl_dn_1: 1.0150 (1.0239) loss_fgl_dn_2: 1.0086 (1.0156) loss_fgl_dn_3: 1.0099 (1.0160) loss_fgl_dn_4: 1.0104 (1.0163) loss_fgl_dn_5: 1.0105 (1.0163) loss_giou: 0.6781 (0.6611) loss_giou_aux_0: 0.7217 (0.7138) loss_giou_aux_1: 0.6860 (0.6686) loss_giou_aux_2: 0.6785 (0.6616) loss_giou_aux_3: 0.6782 (0.6611) loss_giou_aux_4: 0.6781 (0.6611) loss_giou_dn_0: 0.8435 (0.8440) loss_giou_dn_1: 0.7038 (0.7021) loss_giou_dn_2: 0.6907 (0.6775) loss_giou_dn_3: 0.6850 (0.6724) loss_giou_dn_4: 0.6834 (0.6715) loss_giou_dn_5: 0.6832 (0.6714) loss_giou_dn_pre: 0.8427 (0.8446) loss_giou_enc_0: 0.8314 (0.8357) loss_giou_pre: 0.7175 (0.7130) loss_ddf_aux_0: 0.1529 (0.1715) loss_ddf_aux_1: 0.0180 (0.0189) loss_ddf_aux_2: 0.0016 (0.0017) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0000 (0.0001) loss_ddf_dn_0: 0.3615 (0.3897) loss_ddf_dn_1: 0.0498 (0.0517) loss_ddf_dn_2: 0.0073 (0.0075) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7920 (0.8313) loss_vfl_aux_0: 0.8779 (0.9235) loss_vfl_aux_1: 0.8857 (0.9243) loss_vfl_aux_2: 0.8640 (0.8902) loss_vfl_aux_3: 0.8203 (0.8469) loss_vfl_aux_4: 0.7887 (0.8301) loss_vfl_dn_0: 0.4965 (0.5086) loss_vfl_dn_1: 0.5101 (0.5277) loss_vfl_dn_2: 0.5031 (0.5135) loss_vfl_dn_3: 0.4980 (0.5048) loss_vfl_dn_4: 0.4909 (0.5013) loss_vfl_dn_5: 0.4915 (0.5024) loss_vfl_dn_pre: 0.4971 (0.5087) loss_vfl_enc_0: 0.8651 (0.9323) loss_vfl_pre: 0.8815 (0.9240) time: 0.7685 data: 0.0362 max mem: 9089 Epoch: [1] [2300/3696] eta: 0:18:07 lr: 0.000013 loss: 37.8729 (38.8860) loss_bbox: 0.2591 (0.2714) loss_bbox_aux_0: 0.2908 (0.3071) loss_bbox_aux_1: 0.2627 (0.2762) loss_bbox_aux_2: 0.2598 (0.2719) loss_bbox_aux_3: 0.2590 (0.2715) loss_bbox_aux_4: 0.2590 (0.2714) loss_bbox_dn_0: 0.4001 (0.4201) loss_bbox_dn_1: 0.3288 (0.3357) loss_bbox_dn_2: 0.3135 (0.3208) loss_bbox_dn_3: 0.3089 (0.3178) loss_bbox_dn_4: 0.3093 (0.3173) loss_bbox_dn_5: 0.3090 (0.3172) loss_bbox_dn_pre: 0.3983 (0.4236) loss_bbox_enc_0: 0.3760 (0.3961) loss_bbox_pre: 0.2897 (0.3072) loss_dfl: 0.9750 (0.9764) loss_fgl_aux_0: 1.0409 (1.0432) loss_fgl_aux_1: 0.9860 (0.9846) loss_fgl_aux_2: 0.9766 (0.9768) loss_fgl_aux_3: 0.9749 (0.9765) loss_fgl_aux_4: 0.9750 (0.9764) loss_fgl_dn_0: 1.0882 (1.0910) loss_fgl_dn_1: 1.0080 (1.0236) loss_fgl_dn_2: 0.9995 (1.0153) loss_fgl_dn_3: 1.0013 (1.0157) loss_fgl_dn_4: 1.0017 (1.0160) loss_fgl_dn_5: 1.0016 (1.0160) loss_giou: 0.6393 (0.6610) loss_giou_aux_0: 0.6874 (0.7135) loss_giou_aux_1: 0.6447 (0.6684) loss_giou_aux_2: 0.6397 (0.6615) loss_giou_aux_3: 0.6396 (0.6609) loss_giou_aux_4: 0.6393 (0.6609) loss_giou_dn_0: 0.8201 (0.8429) loss_giou_dn_1: 0.6933 (0.7013) loss_giou_dn_2: 0.6643 (0.6767) loss_giou_dn_3: 0.6635 (0.6716) loss_giou_dn_4: 0.6646 (0.6707) loss_giou_dn_5: 0.6648 (0.6706) loss_giou_dn_pre: 0.8163 (0.8435) loss_giou_enc_0: 0.8014 (0.8349) loss_giou_pre: 0.6865 (0.7126) loss_ddf_aux_0: 0.1398 (0.1704) loss_ddf_aux_1: 0.0168 (0.0189) loss_ddf_aux_2: 0.0015 (0.0017) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3504 (0.3882) loss_ddf_dn_1: 0.0503 (0.0515) loss_ddf_dn_2: 0.0065 (0.0075) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7985 (0.8300) loss_vfl_aux_0: 0.8936 (0.9226) loss_vfl_aux_1: 0.8966 (0.9231) loss_vfl_aux_2: 0.8572 (0.8890) loss_vfl_aux_3: 0.8099 (0.8456) loss_vfl_aux_4: 0.8004 (0.8288) loss_vfl_dn_0: 0.5004 (0.5086) loss_vfl_dn_1: 0.5181 (0.5274) loss_vfl_dn_2: 0.5062 (0.5132) loss_vfl_dn_3: 0.4915 (0.5044) loss_vfl_dn_4: 0.4926 (0.5010) loss_vfl_dn_5: 0.4913 (0.5021) loss_vfl_dn_pre: 0.5021 (0.5087) loss_vfl_enc_0: 0.8922 (0.9309) loss_vfl_pre: 0.8945 (0.9231) time: 0.7722 data: 0.0302 max mem: 9089 Epoch: [1] [2400/3696] eta: 0:16:48 lr: 0.000013 loss: 37.9526 (38.8592) loss_bbox: 0.2693 (0.2710) loss_bbox_aux_0: 0.3160 (0.3068) loss_bbox_aux_1: 0.2758 (0.2759) loss_bbox_aux_2: 0.2703 (0.2716) loss_bbox_aux_3: 0.2694 (0.2712) loss_bbox_aux_4: 0.2693 (0.2711) loss_bbox_dn_0: 0.3969 (0.4195) loss_bbox_dn_1: 0.3203 (0.3351) loss_bbox_dn_2: 0.3098 (0.3202) loss_bbox_dn_3: 0.3062 (0.3172) loss_bbox_dn_4: 0.3061 (0.3167) loss_bbox_dn_5: 0.3060 (0.3167) loss_bbox_dn_pre: 0.3999 (0.4231) loss_bbox_enc_0: 0.4037 (0.3957) loss_bbox_pre: 0.3173 (0.3068) loss_dfl: 0.9629 (0.9762) loss_fgl_aux_0: 1.0340 (1.0432) loss_fgl_aux_1: 0.9814 (0.9844) loss_fgl_aux_2: 0.9624 (0.9766) loss_fgl_aux_3: 0.9627 (0.9763) loss_fgl_aux_4: 0.9630 (0.9762) loss_fgl_dn_0: 1.0830 (1.0912) loss_fgl_dn_1: 1.0148 (1.0235) loss_fgl_dn_2: 1.0056 (1.0152) loss_fgl_dn_3: 1.0056 (1.0155) loss_fgl_dn_4: 1.0056 (1.0158) loss_fgl_dn_5: 1.0054 (1.0159) loss_giou: 0.6462 (0.6603) loss_giou_aux_0: 0.7059 (0.7127) loss_giou_aux_1: 0.6553 (0.6677) loss_giou_aux_2: 0.6469 (0.6608) loss_giou_aux_3: 0.6457 (0.6602) loss_giou_aux_4: 0.6460 (0.6603) loss_giou_dn_0: 0.8371 (0.8422) loss_giou_dn_1: 0.7011 (0.7005) loss_giou_dn_2: 0.6683 (0.6760) loss_giou_dn_3: 0.6643 (0.6709) loss_giou_dn_4: 0.6648 (0.6700) loss_giou_dn_5: 0.6650 (0.6699) loss_giou_dn_pre: 0.8454 (0.8427) loss_giou_enc_0: 0.8209 (0.8338) loss_giou_pre: 0.7016 (0.7118) loss_ddf_aux_0: 0.1631 (0.1699) loss_ddf_aux_1: 0.0196 (0.0189) loss_ddf_aux_2: 0.0019 (0.0017) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3894 (0.3880) loss_ddf_dn_1: 0.0536 (0.0515) loss_ddf_dn_2: 0.0077 (0.0075) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7930 (0.8294) loss_vfl_aux_0: 0.8462 (0.9223) loss_vfl_aux_1: 0.8563 (0.9226) loss_vfl_aux_2: 0.8125 (0.8882) loss_vfl_aux_3: 0.7852 (0.8450) loss_vfl_aux_4: 0.7883 (0.8281) loss_vfl_dn_0: 0.4973 (0.5086) loss_vfl_dn_1: 0.5092 (0.5270) loss_vfl_dn_2: 0.5039 (0.5129) loss_vfl_dn_3: 0.4873 (0.5041) loss_vfl_dn_4: 0.4786 (0.5007) loss_vfl_dn_5: 0.4821 (0.5017) loss_vfl_dn_pre: 0.4982 (0.5087) loss_vfl_enc_0: 0.8496 (0.9298) loss_vfl_pre: 0.8555 (0.9228) time: 0.7556 data: 0.0329 max mem: 9089 Epoch: [1] [2500/3696] eta: 0:15:30 lr: 0.000013 loss: 38.0221 (38.8319) loss_bbox: 0.2673 (0.2707) loss_bbox_aux_0: 0.3032 (0.3063) loss_bbox_aux_1: 0.2710 (0.2755) loss_bbox_aux_2: 0.2679 (0.2712) loss_bbox_aux_3: 0.2669 (0.2708) loss_bbox_aux_4: 0.2672 (0.2707) loss_bbox_dn_0: 0.4000 (0.4189) loss_bbox_dn_1: 0.3098 (0.3346) loss_bbox_dn_2: 0.2943 (0.3197) loss_bbox_dn_3: 0.2921 (0.3167) loss_bbox_dn_4: 0.2924 (0.3162) loss_bbox_dn_5: 0.2923 (0.3162) loss_bbox_dn_pre: 0.3951 (0.4224) loss_bbox_enc_0: 0.3808 (0.3952) loss_bbox_pre: 0.3003 (0.3064) loss_dfl: 0.9775 (0.9760) loss_fgl_aux_0: 1.0560 (1.0431) loss_fgl_aux_1: 0.9866 (0.9842) loss_fgl_aux_2: 0.9772 (0.9764) loss_fgl_aux_3: 0.9774 (0.9761) loss_fgl_aux_4: 0.9775 (0.9760) loss_fgl_dn_0: 1.0951 (1.0914) loss_fgl_dn_1: 1.0214 (1.0234) loss_fgl_dn_2: 1.0077 (1.0150) loss_fgl_dn_3: 1.0075 (1.0154) loss_fgl_dn_4: 1.0083 (1.0157) loss_fgl_dn_5: 1.0085 (1.0157) loss_giou: 0.6308 (0.6590) loss_giou_aux_0: 0.6719 (0.7114) loss_giou_aux_1: 0.6370 (0.6665) loss_giou_aux_2: 0.6301 (0.6596) loss_giou_aux_3: 0.6303 (0.6590) loss_giou_aux_4: 0.6307 (0.6590) loss_giou_dn_0: 0.8049 (0.8412) loss_giou_dn_1: 0.6746 (0.6997) loss_giou_dn_2: 0.6493 (0.6752) loss_giou_dn_3: 0.6467 (0.6701) loss_giou_dn_4: 0.6458 (0.6693) loss_giou_dn_5: 0.6455 (0.6692) loss_giou_dn_pre: 0.8060 (0.8417) loss_giou_enc_0: 0.7750 (0.8321) loss_giou_pre: 0.6710 (0.7104) loss_ddf_aux_0: 0.1604 (0.1696) loss_ddf_aux_1: 0.0203 (0.0189) loss_ddf_aux_2: 0.0016 (0.0017) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3642 (0.3879) loss_ddf_dn_1: 0.0515 (0.0516) loss_ddf_dn_2: 0.0069 (0.0074) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8123 (0.8290) loss_vfl_aux_0: 0.9333 (0.9224) loss_vfl_aux_1: 0.9152 (0.9227) loss_vfl_aux_2: 0.8704 (0.8883) loss_vfl_aux_3: 0.8241 (0.8447) loss_vfl_aux_4: 0.8074 (0.8278) loss_vfl_dn_0: 0.5068 (0.5087) loss_vfl_dn_1: 0.5273 (0.5269) loss_vfl_dn_2: 0.5127 (0.5127) loss_vfl_dn_3: 0.4988 (0.5039) loss_vfl_dn_4: 0.4981 (0.5005) loss_vfl_dn_5: 0.4982 (0.5016) loss_vfl_dn_pre: 0.5078 (0.5088) loss_vfl_enc_0: 0.9222 (0.9291) loss_vfl_pre: 0.9303 (0.9231) time: 0.7628 data: 0.0316 max mem: 9089 Epoch: [1] [2600/3696] eta: 0:14:12 lr: 0.000013 loss: 37.5944 (38.7966) loss_bbox: 0.2536 (0.2702) loss_bbox_aux_0: 0.2942 (0.3057) loss_bbox_aux_1: 0.2587 (0.2751) loss_bbox_aux_2: 0.2539 (0.2707) loss_bbox_aux_3: 0.2532 (0.2703) loss_bbox_aux_4: 0.2535 (0.2703) loss_bbox_dn_0: 0.3988 (0.4180) loss_bbox_dn_1: 0.3258 (0.3338) loss_bbox_dn_2: 0.3097 (0.3189) loss_bbox_dn_3: 0.3065 (0.3159) loss_bbox_dn_4: 0.3060 (0.3154) loss_bbox_dn_5: 0.3057 (0.3154) loss_bbox_dn_pre: 0.4106 (0.4215) loss_bbox_enc_0: 0.3841 (0.3945) loss_bbox_pre: 0.2946 (0.3058) loss_dfl: 0.9703 (0.9757) loss_fgl_aux_0: 1.0399 (1.0427) loss_fgl_aux_1: 0.9835 (0.9840) loss_fgl_aux_2: 0.9707 (0.9761) loss_fgl_aux_3: 0.9704 (0.9758) loss_fgl_aux_4: 0.9703 (0.9757) loss_fgl_dn_0: 1.0985 (1.0917) loss_fgl_dn_1: 1.0243 (1.0234) loss_fgl_dn_2: 1.0143 (1.0149) loss_fgl_dn_3: 1.0141 (1.0153) loss_fgl_dn_4: 1.0146 (1.0156) loss_fgl_dn_5: 1.0146 (1.0157) loss_giou: 0.6051 (0.6582) loss_giou_aux_0: 0.6586 (0.7103) loss_giou_aux_1: 0.6106 (0.6656) loss_giou_aux_2: 0.6047 (0.6587) loss_giou_aux_3: 0.6045 (0.6581) loss_giou_aux_4: 0.6049 (0.6581) loss_giou_dn_0: 0.7959 (0.8400) loss_giou_dn_1: 0.6587 (0.6987) loss_giou_dn_2: 0.6390 (0.6743) loss_giou_dn_3: 0.6340 (0.6693) loss_giou_dn_4: 0.6333 (0.6684) loss_giou_dn_5: 0.6333 (0.6683) loss_giou_dn_pre: 0.7970 (0.8405) loss_giou_enc_0: 0.7712 (0.8306) loss_giou_pre: 0.6529 (0.7094) loss_ddf_aux_0: 0.1458 (0.1688) loss_ddf_aux_1: 0.0181 (0.0189) loss_ddf_aux_2: 0.0016 (0.0017) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3466 (0.3869) loss_ddf_dn_1: 0.0475 (0.0514) loss_ddf_dn_2: 0.0070 (0.0074) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8090 (0.8283) loss_vfl_aux_0: 0.9563 (0.9221) loss_vfl_aux_1: 0.8956 (0.9221) loss_vfl_aux_2: 0.8599 (0.8876) loss_vfl_aux_3: 0.8102 (0.8440) loss_vfl_aux_4: 0.8135 (0.8272) loss_vfl_dn_0: 0.5127 (0.5088) loss_vfl_dn_1: 0.5203 (0.5266) loss_vfl_dn_2: 0.5046 (0.5124) loss_vfl_dn_3: 0.4933 (0.5036) loss_vfl_dn_4: 0.4906 (0.5001) loss_vfl_dn_5: 0.4920 (0.5012) loss_vfl_dn_pre: 0.5142 (0.5089) loss_vfl_enc_0: 0.9229 (0.9281) loss_vfl_pre: 0.9603 (0.9227) time: 0.7887 data: 0.0371 max mem: 9089 Epoch: [1] [2700/3696] eta: 0:12:54 lr: 0.000013 loss: 38.2290 (38.7713) loss_bbox: 0.2553 (0.2700) loss_bbox_aux_0: 0.2825 (0.3053) loss_bbox_aux_1: 0.2584 (0.2748) loss_bbox_aux_2: 0.2551 (0.2705) loss_bbox_aux_3: 0.2552 (0.2701) loss_bbox_aux_4: 0.2554 (0.2700) loss_bbox_dn_0: 0.3674 (0.4172) loss_bbox_dn_1: 0.2963 (0.3331) loss_bbox_dn_2: 0.2834 (0.3183) loss_bbox_dn_3: 0.2809 (0.3153) loss_bbox_dn_4: 0.2821 (0.3148) loss_bbox_dn_5: 0.2824 (0.3147) loss_bbox_dn_pre: 0.3688 (0.4208) loss_bbox_enc_0: 0.3480 (0.3936) loss_bbox_pre: 0.2850 (0.3054) loss_dfl: 0.9673 (0.9755) loss_fgl_aux_0: 1.0300 (1.0424) loss_fgl_aux_1: 0.9764 (0.9837) loss_fgl_aux_2: 0.9670 (0.9759) loss_fgl_aux_3: 0.9672 (0.9756) loss_fgl_aux_4: 0.9673 (0.9755) loss_fgl_dn_0: 1.0976 (1.0917) loss_fgl_dn_1: 1.0224 (1.0231) loss_fgl_dn_2: 1.0130 (1.0147) loss_fgl_dn_3: 1.0157 (1.0150) loss_fgl_dn_4: 1.0172 (1.0153) loss_fgl_dn_5: 1.0171 (1.0154) loss_giou: 0.6499 (0.6580) loss_giou_aux_0: 0.6857 (0.7100) loss_giou_aux_1: 0.6578 (0.6654) loss_giou_aux_2: 0.6509 (0.6585) loss_giou_aux_3: 0.6494 (0.6580) loss_giou_aux_4: 0.6497 (0.6580) loss_giou_dn_0: 0.7969 (0.8393) loss_giou_dn_1: 0.6542 (0.6980) loss_giou_dn_2: 0.6329 (0.6737) loss_giou_dn_3: 0.6302 (0.6687) loss_giou_dn_4: 0.6299 (0.6678) loss_giou_dn_5: 0.6297 (0.6677) loss_giou_dn_pre: 0.8003 (0.8398) loss_giou_enc_0: 0.7885 (0.8297) loss_giou_pre: 0.6820 (0.7090) loss_ddf_aux_0: 0.1470 (0.1680) loss_ddf_aux_1: 0.0173 (0.0188) loss_ddf_aux_2: 0.0016 (0.0017) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3423 (0.3861) loss_ddf_dn_1: 0.0449 (0.0514) loss_ddf_dn_2: 0.0065 (0.0074) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8342 (0.8277) loss_vfl_aux_0: 0.9447 (0.9217) loss_vfl_aux_1: 0.9056 (0.9213) loss_vfl_aux_2: 0.9031 (0.8868) loss_vfl_aux_3: 0.8484 (0.8436) loss_vfl_aux_4: 0.8419 (0.8267) loss_vfl_dn_0: 0.5250 (0.5086) loss_vfl_dn_1: 0.5288 (0.5262) loss_vfl_dn_2: 0.5112 (0.5120) loss_vfl_dn_3: 0.5023 (0.5032) loss_vfl_dn_4: 0.4993 (0.4997) loss_vfl_dn_5: 0.5027 (0.5008) loss_vfl_dn_pre: 0.5258 (0.5088) loss_vfl_enc_0: 0.8973 (0.9270) loss_vfl_pre: 0.9519 (0.9224) time: 0.7550 data: 0.0330 max mem: 9089 Epoch: [1] [2800/3696] eta: 0:11:37 lr: 0.000013 loss: 37.2644 (38.7438) loss_bbox: 0.2548 (0.2695) loss_bbox_aux_0: 0.2895 (0.3047) loss_bbox_aux_1: 0.2606 (0.2743) loss_bbox_aux_2: 0.2547 (0.2700) loss_bbox_aux_3: 0.2547 (0.2696) loss_bbox_aux_4: 0.2549 (0.2695) loss_bbox_dn_0: 0.3721 (0.4162) loss_bbox_dn_1: 0.2938 (0.3322) loss_bbox_dn_2: 0.2832 (0.3174) loss_bbox_dn_3: 0.2832 (0.3144) loss_bbox_dn_4: 0.2832 (0.3139) loss_bbox_dn_5: 0.2832 (0.3139) loss_bbox_dn_pre: 0.3744 (0.4198) loss_bbox_enc_0: 0.3504 (0.3928) loss_bbox_pre: 0.2886 (0.3048) loss_dfl: 0.9545 (0.9752) loss_fgl_aux_0: 1.0310 (1.0421) loss_fgl_aux_1: 0.9709 (0.9834) loss_fgl_aux_2: 0.9558 (0.9755) loss_fgl_aux_3: 0.9544 (0.9753) loss_fgl_aux_4: 0.9544 (0.9752) loss_fgl_dn_0: 1.0866 (1.0917) loss_fgl_dn_1: 1.0109 (1.0229) loss_fgl_dn_2: 1.0019 (1.0144) loss_fgl_dn_3: 1.0033 (1.0148) loss_fgl_dn_4: 1.0040 (1.0151) loss_fgl_dn_5: 1.0041 (1.0152) loss_giou: 0.6632 (0.6580) loss_giou_aux_0: 0.7140 (0.7098) loss_giou_aux_1: 0.6663 (0.6654) loss_giou_aux_2: 0.6646 (0.6586) loss_giou_aux_3: 0.6626 (0.6580) loss_giou_aux_4: 0.6631 (0.6580) loss_giou_dn_0: 0.8090 (0.8384) loss_giou_dn_1: 0.6685 (0.6973) loss_giou_dn_2: 0.6493 (0.6731) loss_giou_dn_3: 0.6440 (0.6681) loss_giou_dn_4: 0.6430 (0.6672) loss_giou_dn_5: 0.6431 (0.6671) loss_giou_dn_pre: 0.8080 (0.8389) loss_giou_enc_0: 0.8225 (0.8291) loss_giou_pre: 0.7114 (0.7088) loss_ddf_aux_0: 0.1435 (0.1675) loss_ddf_aux_1: 0.0169 (0.0188) loss_ddf_aux_2: 0.0017 (0.0017) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3516 (0.3854) loss_ddf_dn_1: 0.0471 (0.0513) loss_ddf_dn_2: 0.0070 (0.0074) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7523 (0.8270) loss_vfl_aux_0: 0.8785 (0.9214) loss_vfl_aux_1: 0.8595 (0.9207) loss_vfl_aux_2: 0.8174 (0.8861) loss_vfl_aux_3: 0.7644 (0.8429) loss_vfl_aux_4: 0.7494 (0.8260) loss_vfl_dn_0: 0.4979 (0.5087) loss_vfl_dn_1: 0.5030 (0.5260) loss_vfl_dn_2: 0.4944 (0.5118) loss_vfl_dn_3: 0.4808 (0.5029) loss_vfl_dn_4: 0.4794 (0.4995) loss_vfl_dn_5: 0.4805 (0.5005) loss_vfl_dn_pre: 0.4993 (0.5088) loss_vfl_enc_0: 0.8672 (0.9262) loss_vfl_pre: 0.8843 (0.9221) time: 0.9387 data: 0.0288 max mem: 9089 Epoch: [1] [2900/3696] eta: 0:10:18 lr: 0.000013 loss: 37.4278 (38.7149) loss_bbox: 0.2462 (0.2691) loss_bbox_aux_0: 0.2924 (0.3043) loss_bbox_aux_1: 0.2528 (0.2739) loss_bbox_aux_2: 0.2464 (0.2696) loss_bbox_aux_3: 0.2462 (0.2692) loss_bbox_aux_4: 0.2463 (0.2691) loss_bbox_dn_0: 0.3709 (0.4156) loss_bbox_dn_1: 0.2859 (0.3316) loss_bbox_dn_2: 0.2708 (0.3168) loss_bbox_dn_3: 0.2699 (0.3138) loss_bbox_dn_4: 0.2692 (0.3133) loss_bbox_dn_5: 0.2694 (0.3132) loss_bbox_dn_pre: 0.3720 (0.4192) loss_bbox_enc_0: 0.3516 (0.3923) loss_bbox_pre: 0.2901 (0.3044) loss_dfl: 0.9743 (0.9750) loss_fgl_aux_0: 1.0362 (1.0423) loss_fgl_aux_1: 0.9812 (0.9833) loss_fgl_aux_2: 0.9755 (0.9754) loss_fgl_aux_3: 0.9749 (0.9752) loss_fgl_aux_4: 0.9746 (0.9750) loss_fgl_dn_0: 1.1026 (1.0920) loss_fgl_dn_1: 1.0218 (1.0228) loss_fgl_dn_2: 1.0107 (1.0143) loss_fgl_dn_3: 1.0117 (1.0147) loss_fgl_dn_4: 1.0121 (1.0150) loss_fgl_dn_5: 1.0122 (1.0150) loss_giou: 0.6472 (0.6569) loss_giou_aux_0: 0.6958 (0.7087) loss_giou_aux_1: 0.6572 (0.6643) loss_giou_aux_2: 0.6484 (0.6574) loss_giou_aux_3: 0.6475 (0.6569) loss_giou_aux_4: 0.6473 (0.6569) loss_giou_dn_0: 0.8042 (0.8373) loss_giou_dn_1: 0.6687 (0.6962) loss_giou_dn_2: 0.6437 (0.6720) loss_giou_dn_3: 0.6389 (0.6670) loss_giou_dn_4: 0.6378 (0.6661) loss_giou_dn_5: 0.6375 (0.6661) loss_giou_dn_pre: 0.8056 (0.8378) loss_giou_enc_0: 0.8057 (0.8278) loss_giou_pre: 0.6961 (0.7077) loss_ddf_aux_0: 0.1534 (0.1676) loss_ddf_aux_1: 0.0176 (0.0188) loss_ddf_aux_2: 0.0014 (0.0017) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3712 (0.3853) loss_ddf_dn_1: 0.0469 (0.0513) loss_ddf_dn_2: 0.0067 (0.0074) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7959 (0.8265) loss_vfl_aux_0: 0.9266 (0.9216) loss_vfl_aux_1: 0.8996 (0.9204) loss_vfl_aux_2: 0.8840 (0.8859) loss_vfl_aux_3: 0.8254 (0.8425) loss_vfl_aux_4: 0.8065 (0.8255) loss_vfl_dn_0: 0.5063 (0.5087) loss_vfl_dn_1: 0.5128 (0.5257) loss_vfl_dn_2: 0.4990 (0.5114) loss_vfl_dn_3: 0.4901 (0.5026) loss_vfl_dn_4: 0.4840 (0.4991) loss_vfl_dn_5: 0.4838 (0.5001) loss_vfl_dn_pre: 0.5090 (0.5088) loss_vfl_enc_0: 0.8906 (0.9258) loss_vfl_pre: 0.9280 (0.9223) time: 0.7250 data: 0.0306 max mem: 9089 Epoch: [1] [3000/3696] eta: 0:08:58 lr: 0.000013 loss: 38.0346 (38.6934) loss_bbox: 0.2530 (0.2689) loss_bbox_aux_0: 0.2830 (0.3042) loss_bbox_aux_1: 0.2605 (0.2738) loss_bbox_aux_2: 0.2546 (0.2694) loss_bbox_aux_3: 0.2534 (0.2690) loss_bbox_aux_4: 0.2532 (0.2690) loss_bbox_dn_0: 0.3870 (0.4149) loss_bbox_dn_1: 0.3255 (0.3310) loss_bbox_dn_2: 0.3032 (0.3162) loss_bbox_dn_3: 0.3004 (0.3133) loss_bbox_dn_4: 0.3007 (0.3127) loss_bbox_dn_5: 0.3008 (0.3127) loss_bbox_dn_pre: 0.3909 (0.4185) loss_bbox_enc_0: 0.3692 (0.3920) loss_bbox_pre: 0.2826 (0.3043) loss_dfl: 0.9728 (0.9750) loss_fgl_aux_0: 1.0526 (1.0425) loss_fgl_aux_1: 0.9820 (0.9833) loss_fgl_aux_2: 0.9725 (0.9754) loss_fgl_aux_3: 0.9728 (0.9751) loss_fgl_aux_4: 0.9727 (0.9750) loss_fgl_dn_0: 1.1044 (1.0924) loss_fgl_dn_1: 1.0314 (1.0228) loss_fgl_dn_2: 1.0178 (1.0142) loss_fgl_dn_3: 1.0188 (1.0146) loss_fgl_dn_4: 1.0191 (1.0149) loss_fgl_dn_5: 1.0190 (1.0150) loss_giou: 0.6177 (0.6562) loss_giou_aux_0: 0.6674 (0.7078) loss_giou_aux_1: 0.6250 (0.6635) loss_giou_aux_2: 0.6189 (0.6567) loss_giou_aux_3: 0.6177 (0.6561) loss_giou_aux_4: 0.6177 (0.6561) loss_giou_dn_0: 0.7873 (0.8360) loss_giou_dn_1: 0.6772 (0.6951) loss_giou_dn_2: 0.6552 (0.6711) loss_giou_dn_3: 0.6468 (0.6660) loss_giou_dn_4: 0.6449 (0.6652) loss_giou_dn_5: 0.6446 (0.6651) loss_giou_dn_pre: 0.7896 (0.8365) loss_giou_enc_0: 0.7846 (0.8265) loss_giou_pre: 0.6667 (0.7068) loss_ddf_aux_0: 0.1515 (0.1672) loss_ddf_aux_1: 0.0163 (0.0188) loss_ddf_aux_2: 0.0015 (0.0017) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3465 (0.3846) loss_ddf_dn_1: 0.0453 (0.0512) loss_ddf_dn_2: 0.0061 (0.0074) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8223 (0.8262) loss_vfl_aux_0: 0.9120 (0.9219) loss_vfl_aux_1: 0.9120 (0.9204) loss_vfl_aux_2: 0.8726 (0.8856) loss_vfl_aux_3: 0.8260 (0.8422) loss_vfl_aux_4: 0.8086 (0.8253) loss_vfl_dn_0: 0.5095 (0.5089) loss_vfl_dn_1: 0.5175 (0.5255) loss_vfl_dn_2: 0.5042 (0.5113) loss_vfl_dn_3: 0.4923 (0.5024) loss_vfl_dn_4: 0.4904 (0.4989) loss_vfl_dn_5: 0.4926 (0.4999) loss_vfl_dn_pre: 0.5103 (0.5090) loss_vfl_enc_0: 0.8844 (0.9255) loss_vfl_pre: 0.9023 (0.9226) time: 0.7195 data: 0.0234 max mem: 9089 Epoch: [1] [3100/3696] eta: 0:07:40 lr: 0.000013 loss: 37.0821 (38.6702) loss_bbox: 0.2392 (0.2687) loss_bbox_aux_0: 0.2812 (0.3040) loss_bbox_aux_1: 0.2394 (0.2736) loss_bbox_aux_2: 0.2390 (0.2692) loss_bbox_aux_3: 0.2391 (0.2688) loss_bbox_aux_4: 0.2391 (0.2687) loss_bbox_dn_0: 0.3746 (0.4142) loss_bbox_dn_1: 0.3002 (0.3304) loss_bbox_dn_2: 0.2821 (0.3157) loss_bbox_dn_3: 0.2785 (0.3127) loss_bbox_dn_4: 0.2784 (0.3122) loss_bbox_dn_5: 0.2784 (0.3122) loss_bbox_dn_pre: 0.3795 (0.4178) loss_bbox_enc_0: 0.3629 (0.3914) loss_bbox_pre: 0.2796 (0.3040) loss_dfl: 0.9725 (0.9749) loss_fgl_aux_0: 1.0542 (1.0425) loss_fgl_aux_1: 0.9817 (0.9832) loss_fgl_aux_2: 0.9736 (0.9753) loss_fgl_aux_3: 0.9725 (0.9751) loss_fgl_aux_4: 0.9725 (0.9749) loss_fgl_dn_0: 1.1135 (1.0927) loss_fgl_dn_1: 1.0213 (1.0228) loss_fgl_dn_2: 1.0124 (1.0142) loss_fgl_dn_3: 1.0135 (1.0146) loss_fgl_dn_4: 1.0127 (1.0149) loss_fgl_dn_5: 1.0126 (1.0149) loss_giou: 0.5969 (0.6558) loss_giou_aux_0: 0.6475 (0.7074) loss_giou_aux_1: 0.6045 (0.6632) loss_giou_aux_2: 0.5984 (0.6563) loss_giou_aux_3: 0.5973 (0.6557) loss_giou_aux_4: 0.5969 (0.6558) loss_giou_dn_0: 0.7842 (0.8349) loss_giou_dn_1: 0.6403 (0.6943) loss_giou_dn_2: 0.6201 (0.6703) loss_giou_dn_3: 0.6166 (0.6653) loss_giou_dn_4: 0.6164 (0.6644) loss_giou_dn_5: 0.6164 (0.6644) loss_giou_dn_pre: 0.7803 (0.8354) loss_giou_enc_0: 0.7712 (0.8257) loss_giou_pre: 0.6455 (0.7063) loss_ddf_aux_0: 0.1768 (0.1669) loss_ddf_aux_1: 0.0196 (0.0188) loss_ddf_aux_2: 0.0016 (0.0017) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.4111 (0.3840) loss_ddf_dn_1: 0.0515 (0.0511) loss_ddf_dn_2: 0.0067 (0.0074) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8158 (0.8255) loss_vfl_aux_0: 0.9065 (0.9216) loss_vfl_aux_1: 0.9022 (0.9199) loss_vfl_aux_2: 0.8649 (0.8850) loss_vfl_aux_3: 0.8308 (0.8416) loss_vfl_aux_4: 0.8021 (0.8246) loss_vfl_dn_0: 0.5113 (0.5090) loss_vfl_dn_1: 0.5191 (0.5252) loss_vfl_dn_2: 0.5067 (0.5110) loss_vfl_dn_3: 0.4947 (0.5022) loss_vfl_dn_4: 0.4960 (0.4987) loss_vfl_dn_5: 0.4955 (0.4996) loss_vfl_dn_pre: 0.5113 (0.5091) loss_vfl_enc_0: 0.8757 (0.9247) loss_vfl_pre: 0.9131 (0.9223) time: 0.7415 data: 0.0355 max mem: 9089 Epoch: [1] [3200/3696] eta: 0:06:24 lr: 0.000013 loss: 38.0510 (38.6463) loss_bbox: 0.2644 (0.2684) loss_bbox_aux_0: 0.3039 (0.3037) loss_bbox_aux_1: 0.2718 (0.2733) loss_bbox_aux_2: 0.2652 (0.2689) loss_bbox_aux_3: 0.2646 (0.2685) loss_bbox_aux_4: 0.2644 (0.2684) loss_bbox_dn_0: 0.3823 (0.4137) loss_bbox_dn_1: 0.2963 (0.3299) loss_bbox_dn_2: 0.2871 (0.3152) loss_bbox_dn_3: 0.2858 (0.3122) loss_bbox_dn_4: 0.2854 (0.3117) loss_bbox_dn_5: 0.2852 (0.3116) loss_bbox_dn_pre: 0.3765 (0.4173) loss_bbox_enc_0: 0.3738 (0.3910) loss_bbox_pre: 0.3041 (0.3038) loss_dfl: 0.9582 (0.9745) loss_fgl_aux_0: 1.0260 (1.0422) loss_fgl_aux_1: 0.9679 (0.9828) loss_fgl_aux_2: 0.9603 (0.9749) loss_fgl_aux_3: 0.9583 (0.9746) loss_fgl_aux_4: 0.9581 (0.9745) loss_fgl_dn_0: 1.0856 (1.0928) loss_fgl_dn_1: 1.0168 (1.0225) loss_fgl_dn_2: 1.0082 (1.0138) loss_fgl_dn_3: 1.0080 (1.0142) loss_fgl_dn_4: 1.0086 (1.0145) loss_fgl_dn_5: 1.0086 (1.0146) loss_giou: 0.6628 (0.6556) loss_giou_aux_0: 0.7053 (0.7072) loss_giou_aux_1: 0.6704 (0.6630) loss_giou_aux_2: 0.6634 (0.6562) loss_giou_aux_3: 0.6624 (0.6556) loss_giou_aux_4: 0.6629 (0.6556) loss_giou_dn_0: 0.8489 (0.8343) loss_giou_dn_1: 0.6945 (0.6936) loss_giou_dn_2: 0.6779 (0.6696) loss_giou_dn_3: 0.6720 (0.6647) loss_giou_dn_4: 0.6701 (0.6638) loss_giou_dn_5: 0.6698 (0.6637) loss_giou_dn_pre: 0.8490 (0.8347) loss_giou_enc_0: 0.8085 (0.8253) loss_giou_pre: 0.7030 (0.7061) loss_ddf_aux_0: 0.1518 (0.1667) loss_ddf_aux_1: 0.0172 (0.0188) loss_ddf_aux_2: 0.0018 (0.0017) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3977 (0.3841) loss_ddf_dn_1: 0.0519 (0.0511) loss_ddf_dn_2: 0.0074 (0.0074) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7734 (0.8247) loss_vfl_aux_0: 0.8674 (0.9211) loss_vfl_aux_1: 0.8652 (0.9193) loss_vfl_aux_2: 0.8168 (0.8843) loss_vfl_aux_3: 0.7822 (0.8406) loss_vfl_aux_4: 0.7756 (0.8238) loss_vfl_dn_0: 0.4952 (0.5090) loss_vfl_dn_1: 0.5013 (0.5250) loss_vfl_dn_2: 0.4964 (0.5108) loss_vfl_dn_3: 0.4878 (0.5019) loss_vfl_dn_4: 0.4809 (0.4984) loss_vfl_dn_5: 0.4861 (0.4993) loss_vfl_dn_pre: 0.4973 (0.5091) loss_vfl_enc_0: 0.8496 (0.9236) loss_vfl_pre: 0.8699 (0.9218) time: 0.9517 data: 0.0373 max mem: 9089 Epoch: [1] [3300/3696] eta: 0:05:06 lr: 0.000013 loss: 37.8591 (38.6256) loss_bbox: 0.2605 (0.2683) loss_bbox_aux_0: 0.3044 (0.3036) loss_bbox_aux_1: 0.2670 (0.2732) loss_bbox_aux_2: 0.2629 (0.2689) loss_bbox_aux_3: 0.2612 (0.2684) loss_bbox_aux_4: 0.2606 (0.2684) loss_bbox_dn_0: 0.4058 (0.4135) loss_bbox_dn_1: 0.3195 (0.3296) loss_bbox_dn_2: 0.3030 (0.3149) loss_bbox_dn_3: 0.2981 (0.3120) loss_bbox_dn_4: 0.2979 (0.3115) loss_bbox_dn_5: 0.2982 (0.3114) loss_bbox_dn_pre: 0.4077 (0.4171) loss_bbox_enc_0: 0.3987 (0.3906) loss_bbox_pre: 0.3055 (0.3037) loss_dfl: 0.9739 (0.9745) loss_fgl_aux_0: 1.0545 (1.0423) loss_fgl_aux_1: 0.9811 (0.9828) loss_fgl_aux_2: 0.9731 (0.9748) loss_fgl_aux_3: 0.9737 (0.9746) loss_fgl_aux_4: 0.9738 (0.9745) loss_fgl_dn_0: 1.1119 (1.0931) loss_fgl_dn_1: 1.0301 (1.0225) loss_fgl_dn_2: 1.0166 (1.0138) loss_fgl_dn_3: 1.0170 (1.0142) loss_fgl_dn_4: 1.0174 (1.0145) loss_fgl_dn_5: 1.0175 (1.0146) loss_giou: 0.5764 (0.6549) loss_giou_aux_0: 0.6287 (0.7064) loss_giou_aux_1: 0.5826 (0.6623) loss_giou_aux_2: 0.5754 (0.6554) loss_giou_aux_3: 0.5760 (0.6548) loss_giou_aux_4: 0.5764 (0.6549) loss_giou_dn_0: 0.7748 (0.8330) loss_giou_dn_1: 0.6381 (0.6925) loss_giou_dn_2: 0.6159 (0.6686) loss_giou_dn_3: 0.6114 (0.6636) loss_giou_dn_4: 0.6111 (0.6628) loss_giou_dn_5: 0.6110 (0.6627) loss_giou_dn_pre: 0.7747 (0.8335) loss_giou_enc_0: 0.7435 (0.8241) loss_giou_pre: 0.6265 (0.7052) loss_ddf_aux_0: 0.1642 (0.1663) loss_ddf_aux_1: 0.0191 (0.0188) loss_ddf_aux_2: 0.0018 (0.0017) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3512 (0.3839) loss_ddf_dn_1: 0.0493 (0.0511) loss_ddf_dn_2: 0.0066 (0.0073) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8315 (0.8243) loss_vfl_aux_0: 0.9275 (0.9210) loss_vfl_aux_1: 0.9221 (0.9189) loss_vfl_aux_2: 0.8973 (0.8839) loss_vfl_aux_3: 0.8506 (0.8403) loss_vfl_aux_4: 0.8341 (0.8234) loss_vfl_dn_0: 0.5198 (0.5091) loss_vfl_dn_1: 0.5187 (0.5248) loss_vfl_dn_2: 0.5013 (0.5106) loss_vfl_dn_3: 0.4948 (0.5017) loss_vfl_dn_4: 0.4938 (0.4982) loss_vfl_dn_5: 0.4922 (0.4991) loss_vfl_dn_pre: 0.5192 (0.5092) loss_vfl_enc_0: 0.9393 (0.9234) loss_vfl_pre: 0.9338 (0.9217) time: 0.7727 data: 0.0345 max mem: 9089 Epoch: [1] [3400/3696] eta: 0:03:49 lr: 0.000013 loss: 38.3375 (38.6081) loss_bbox: 0.2693 (0.2682) loss_bbox_aux_0: 0.3045 (0.3034) loss_bbox_aux_1: 0.2753 (0.2731) loss_bbox_aux_2: 0.2698 (0.2688) loss_bbox_aux_3: 0.2695 (0.2683) loss_bbox_aux_4: 0.2697 (0.2683) loss_bbox_dn_0: 0.4146 (0.4129) loss_bbox_dn_1: 0.3319 (0.3292) loss_bbox_dn_2: 0.3175 (0.3145) loss_bbox_dn_3: 0.3166 (0.3116) loss_bbox_dn_4: 0.3163 (0.3111) loss_bbox_dn_5: 0.3162 (0.3110) loss_bbox_dn_pre: 0.4187 (0.4166) loss_bbox_enc_0: 0.3914 (0.3902) loss_bbox_pre: 0.3029 (0.3035) loss_dfl: 0.9624 (0.9742) loss_fgl_aux_0: 1.0371 (1.0422) loss_fgl_aux_1: 0.9747 (0.9826) loss_fgl_aux_2: 0.9629 (0.9746) loss_fgl_aux_3: 0.9627 (0.9744) loss_fgl_aux_4: 0.9624 (0.9743) loss_fgl_dn_0: 1.1009 (1.0932) loss_fgl_dn_1: 1.0269 (1.0223) loss_fgl_dn_2: 1.0145 (1.0136) loss_fgl_dn_3: 1.0147 (1.0140) loss_fgl_dn_4: 1.0150 (1.0143) loss_fgl_dn_5: 1.0152 (1.0144) loss_giou: 0.6314 (0.6549) loss_giou_aux_0: 0.6798 (0.7063) loss_giou_aux_1: 0.6364 (0.6622) loss_giou_aux_2: 0.6324 (0.6554) loss_giou_aux_3: 0.6316 (0.6548) loss_giou_aux_4: 0.6314 (0.6548) loss_giou_dn_0: 0.8151 (0.8324) loss_giou_dn_1: 0.6658 (0.6920) loss_giou_dn_2: 0.6467 (0.6681) loss_giou_dn_3: 0.6448 (0.6631) loss_giou_dn_4: 0.6447 (0.6623) loss_giou_dn_5: 0.6444 (0.6622) loss_giou_dn_pre: 0.8098 (0.8328) loss_giou_enc_0: 0.7844 (0.8236) loss_giou_pre: 0.6761 (0.7051) loss_ddf_aux_0: 0.1619 (0.1660) loss_ddf_aux_1: 0.0175 (0.0188) loss_ddf_aux_2: 0.0014 (0.0017) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3919 (0.3836) loss_ddf_dn_1: 0.0489 (0.0511) loss_ddf_dn_2: 0.0058 (0.0073) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7927 (0.8236) loss_vfl_aux_0: 0.9264 (0.9206) loss_vfl_aux_1: 0.8948 (0.9183) loss_vfl_aux_2: 0.8535 (0.8833) loss_vfl_aux_3: 0.8231 (0.8397) loss_vfl_aux_4: 0.7859 (0.8228) loss_vfl_dn_0: 0.5093 (0.5091) loss_vfl_dn_1: 0.5252 (0.5246) loss_vfl_dn_2: 0.5087 (0.5103) loss_vfl_dn_3: 0.4897 (0.5014) loss_vfl_dn_4: 0.4935 (0.4979) loss_vfl_dn_5: 0.4926 (0.4988) loss_vfl_dn_pre: 0.5095 (0.5092) loss_vfl_enc_0: 0.9222 (0.9227) loss_vfl_pre: 0.9318 (0.9214) time: 0.7683 data: 0.0281 max mem: 9089 Epoch: [1] [3500/3696] eta: 0:02:31 lr: 0.000013 loss: 38.1241 (38.5848) loss_bbox: 0.2542 (0.2680) loss_bbox_aux_0: 0.2961 (0.3031) loss_bbox_aux_1: 0.2562 (0.2729) loss_bbox_aux_2: 0.2543 (0.2685) loss_bbox_aux_3: 0.2543 (0.2681) loss_bbox_aux_4: 0.2543 (0.2680) loss_bbox_dn_0: 0.3656 (0.4122) loss_bbox_dn_1: 0.3142 (0.3285) loss_bbox_dn_2: 0.2976 (0.3139) loss_bbox_dn_3: 0.2889 (0.3109) loss_bbox_dn_4: 0.2869 (0.3104) loss_bbox_dn_5: 0.2867 (0.3104) loss_bbox_dn_pre: 0.3691 (0.4158) loss_bbox_enc_0: 0.3682 (0.3896) loss_bbox_pre: 0.2950 (0.3032) loss_dfl: 0.9593 (0.9741) loss_fgl_aux_0: 1.0388 (1.0420) loss_fgl_aux_1: 0.9681 (0.9824) loss_fgl_aux_2: 0.9598 (0.9745) loss_fgl_aux_3: 0.9593 (0.9742) loss_fgl_aux_4: 0.9591 (0.9741) loss_fgl_dn_0: 1.0863 (1.0933) loss_fgl_dn_1: 1.0198 (1.0222) loss_fgl_dn_2: 1.0111 (1.0134) loss_fgl_dn_3: 1.0111 (1.0138) loss_fgl_dn_4: 1.0110 (1.0141) loss_fgl_dn_5: 1.0113 (1.0142) loss_giou: 0.6560 (0.6549) loss_giou_aux_0: 0.7169 (0.7061) loss_giou_aux_1: 0.6660 (0.6622) loss_giou_aux_2: 0.6572 (0.6554) loss_giou_aux_3: 0.6564 (0.6548) loss_giou_aux_4: 0.6562 (0.6548) loss_giou_dn_0: 0.8075 (0.8314) loss_giou_dn_1: 0.6694 (0.6911) loss_giou_dn_2: 0.6428 (0.6673) loss_giou_dn_3: 0.6379 (0.6623) loss_giou_dn_4: 0.6374 (0.6615) loss_giou_dn_5: 0.6375 (0.6614) loss_giou_dn_pre: 0.8046 (0.8318) loss_giou_enc_0: 0.8115 (0.8231) loss_giou_pre: 0.7166 (0.7050) loss_ddf_aux_0: 0.1534 (0.1655) loss_ddf_aux_1: 0.0178 (0.0187) loss_ddf_aux_2: 0.0016 (0.0017) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3484 (0.3829) loss_ddf_dn_1: 0.0500 (0.0510) loss_ddf_dn_2: 0.0070 (0.0073) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7972 (0.8229) loss_vfl_aux_0: 0.9248 (0.9202) loss_vfl_aux_1: 0.9010 (0.9177) loss_vfl_aux_2: 0.8634 (0.8826) loss_vfl_aux_3: 0.8075 (0.8391) loss_vfl_aux_4: 0.7810 (0.8221) loss_vfl_dn_0: 0.5052 (0.5091) loss_vfl_dn_1: 0.5093 (0.5243) loss_vfl_dn_2: 0.4985 (0.5100) loss_vfl_dn_3: 0.4859 (0.5011) loss_vfl_dn_4: 0.4832 (0.4976) loss_vfl_dn_5: 0.4792 (0.4985) loss_vfl_dn_pre: 0.5061 (0.5092) loss_vfl_enc_0: 0.8958 (0.9218) loss_vfl_pre: 0.9214 (0.9210) time: 0.7568 data: 0.0289 max mem: 9089 Epoch: [1] [3600/3696] eta: 0:01:14 lr: 0.000013 loss: 37.8204 (38.5630) loss_bbox: 0.2404 (0.2677) loss_bbox_aux_0: 0.2812 (0.3028) loss_bbox_aux_1: 0.2424 (0.2726) loss_bbox_aux_2: 0.2412 (0.2682) loss_bbox_aux_3: 0.2405 (0.2678) loss_bbox_aux_4: 0.2405 (0.2677) loss_bbox_dn_0: 0.3661 (0.4114) loss_bbox_dn_1: 0.2705 (0.3278) loss_bbox_dn_2: 0.2585 (0.3132) loss_bbox_dn_3: 0.2597 (0.3102) loss_bbox_dn_4: 0.2601 (0.3098) loss_bbox_dn_5: 0.2598 (0.3097) loss_bbox_dn_pre: 0.3689 (0.4150) loss_bbox_enc_0: 0.3467 (0.3890) loss_bbox_pre: 0.2808 (0.3029) loss_dfl: 0.9714 (0.9739) loss_fgl_aux_0: 1.0323 (1.0420) loss_fgl_aux_1: 0.9748 (0.9822) loss_fgl_aux_2: 0.9721 (0.9743) loss_fgl_aux_3: 0.9711 (0.9741) loss_fgl_aux_4: 0.9714 (0.9740) loss_fgl_dn_0: 1.0933 (1.0935) loss_fgl_dn_1: 1.0211 (1.0221) loss_fgl_dn_2: 1.0127 (1.0133) loss_fgl_dn_3: 1.0129 (1.0137) loss_fgl_dn_4: 1.0135 (1.0140) loss_fgl_dn_5: 1.0137 (1.0141) loss_giou: 0.6689 (0.6548) loss_giou_aux_0: 0.7126 (0.7061) loss_giou_aux_1: 0.6765 (0.6622) loss_giou_aux_2: 0.6704 (0.6554) loss_giou_aux_3: 0.6686 (0.6548) loss_giou_aux_4: 0.6689 (0.6548) loss_giou_dn_0: 0.8069 (0.8305) loss_giou_dn_1: 0.6713 (0.6904) loss_giou_dn_2: 0.6437 (0.6666) loss_giou_dn_3: 0.6403 (0.6616) loss_giou_dn_4: 0.6418 (0.6608) loss_giou_dn_5: 0.6419 (0.6608) loss_giou_dn_pre: 0.8116 (0.8309) loss_giou_enc_0: 0.8188 (0.8227) loss_giou_pre: 0.7098 (0.7049) loss_ddf_aux_0: 0.1440 (0.1650) loss_ddf_aux_1: 0.0162 (0.0187) loss_ddf_aux_2: 0.0017 (0.0017) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3628 (0.3824) loss_ddf_dn_1: 0.0481 (0.0509) loss_ddf_dn_2: 0.0063 (0.0073) loss_ddf_dn_3: 0.0006 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8071 (0.8223) loss_vfl_aux_0: 0.9025 (0.9197) loss_vfl_aux_1: 0.8715 (0.9172) loss_vfl_aux_2: 0.8617 (0.8820) loss_vfl_aux_3: 0.8119 (0.8384) loss_vfl_aux_4: 0.8080 (0.8215) loss_vfl_dn_0: 0.5118 (0.5092) loss_vfl_dn_1: 0.5164 (0.5241) loss_vfl_dn_2: 0.5014 (0.5098) loss_vfl_dn_3: 0.4905 (0.5009) loss_vfl_dn_4: 0.4903 (0.4973) loss_vfl_dn_5: 0.4926 (0.4982) loss_vfl_dn_pre: 0.5098 (0.5093) loss_vfl_enc_0: 0.8820 (0.9212) loss_vfl_pre: 0.9037 (0.9206) time: 0.7625 data: 0.0315 max mem: 9089 Epoch: [1] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 37.9898 (38.5464) loss_bbox: 0.2449 (0.2674) loss_bbox_aux_0: 0.2741 (0.3024) loss_bbox_aux_1: 0.2510 (0.2723) loss_bbox_aux_2: 0.2455 (0.2679) loss_bbox_aux_3: 0.2450 (0.2675) loss_bbox_aux_4: 0.2449 (0.2674) loss_bbox_dn_0: 0.3752 (0.4107) loss_bbox_dn_1: 0.2995 (0.3273) loss_bbox_dn_2: 0.2846 (0.3127) loss_bbox_dn_3: 0.2820 (0.3097) loss_bbox_dn_4: 0.2813 (0.3093) loss_bbox_dn_5: 0.2813 (0.3092) loss_bbox_dn_pre: 0.3778 (0.4144) loss_bbox_enc_0: 0.3640 (0.3884) loss_bbox_pre: 0.2761 (0.3025) loss_dfl: 0.9723 (0.9739) loss_fgl_aux_0: 1.0458 (1.0419) loss_fgl_aux_1: 0.9812 (0.9822) loss_fgl_aux_2: 0.9720 (0.9743) loss_fgl_aux_3: 0.9721 (0.9741) loss_fgl_aux_4: 0.9722 (0.9739) loss_fgl_dn_0: 1.0929 (1.0935) loss_fgl_dn_1: 1.0114 (1.0220) loss_fgl_dn_2: 1.0015 (1.0131) loss_fgl_dn_3: 1.0013 (1.0136) loss_fgl_dn_4: 1.0010 (1.0139) loss_fgl_dn_5: 1.0009 (1.0139) loss_giou: 0.6534 (0.6550) loss_giou_aux_0: 0.7036 (0.7062) loss_giou_aux_1: 0.6645 (0.6624) loss_giou_aux_2: 0.6566 (0.6556) loss_giou_aux_3: 0.6540 (0.6549) loss_giou_aux_4: 0.6535 (0.6550) loss_giou_dn_0: 0.8154 (0.8300) loss_giou_dn_1: 0.6717 (0.6900) loss_giou_dn_2: 0.6461 (0.6662) loss_giou_dn_3: 0.6444 (0.6613) loss_giou_dn_4: 0.6440 (0.6605) loss_giou_dn_5: 0.6442 (0.6604) loss_giou_dn_pre: 0.8157 (0.8304) loss_giou_enc_0: 0.8060 (0.8227) loss_giou_pre: 0.7027 (0.7050) loss_ddf_aux_0: 0.1490 (0.1647) loss_ddf_aux_1: 0.0183 (0.0187) loss_ddf_aux_2: 0.0015 (0.0017) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3890 (0.3819) loss_ddf_dn_1: 0.0513 (0.0509) loss_ddf_dn_2: 0.0062 (0.0073) loss_ddf_dn_3: 0.0006 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8531 (0.8219) loss_vfl_aux_0: 0.9120 (0.9192) loss_vfl_aux_1: 0.9076 (0.9165) loss_vfl_aux_2: 0.9005 (0.8814) loss_vfl_aux_3: 0.8595 (0.8380) loss_vfl_aux_4: 0.8572 (0.8211) loss_vfl_dn_0: 0.5044 (0.5091) loss_vfl_dn_1: 0.5162 (0.5238) loss_vfl_dn_2: 0.5038 (0.5095) loss_vfl_dn_3: 0.4940 (0.5006) loss_vfl_dn_4: 0.4904 (0.4970) loss_vfl_dn_5: 0.4911 (0.4979) loss_vfl_dn_pre: 0.5049 (0.5092) loss_vfl_enc_0: 0.9086 (0.9203) loss_vfl_pre: 0.9124 (0.9200) time: 0.7541 data: 0.0361 max mem: 9089 Epoch: [1] Total time: 0:47:45 (0.7753 s / it) Averaged stats: lr: 0.000013 loss: 37.9898 (38.5464) loss_bbox: 0.2449 (0.2674) loss_bbox_aux_0: 0.2741 (0.3024) loss_bbox_aux_1: 0.2510 (0.2723) loss_bbox_aux_2: 0.2455 (0.2679) loss_bbox_aux_3: 0.2450 (0.2675) loss_bbox_aux_4: 0.2449 (0.2674) loss_bbox_dn_0: 0.3752 (0.4107) loss_bbox_dn_1: 0.2995 (0.3273) loss_bbox_dn_2: 0.2846 (0.3127) loss_bbox_dn_3: 0.2820 (0.3097) loss_bbox_dn_4: 0.2813 (0.3093) loss_bbox_dn_5: 0.2813 (0.3092) loss_bbox_dn_pre: 0.3778 (0.4144) loss_bbox_enc_0: 0.3640 (0.3884) loss_bbox_pre: 0.2761 (0.3025) loss_dfl: 0.9723 (0.9739) loss_fgl_aux_0: 1.0458 (1.0419) loss_fgl_aux_1: 0.9812 (0.9822) loss_fgl_aux_2: 0.9720 (0.9743) loss_fgl_aux_3: 0.9721 (0.9741) loss_fgl_aux_4: 0.9722 (0.9739) loss_fgl_dn_0: 1.0929 (1.0935) loss_fgl_dn_1: 1.0114 (1.0220) loss_fgl_dn_2: 1.0015 (1.0131) loss_fgl_dn_3: 1.0013 (1.0136) loss_fgl_dn_4: 1.0010 (1.0139) loss_fgl_dn_5: 1.0009 (1.0139) loss_giou: 0.6534 (0.6550) loss_giou_aux_0: 0.7036 (0.7062) loss_giou_aux_1: 0.6645 (0.6624) loss_giou_aux_2: 0.6566 (0.6556) loss_giou_aux_3: 0.6540 (0.6549) loss_giou_aux_4: 0.6535 (0.6550) loss_giou_dn_0: 0.8154 (0.8300) loss_giou_dn_1: 0.6717 (0.6900) loss_giou_dn_2: 0.6461 (0.6662) loss_giou_dn_3: 0.6444 (0.6613) loss_giou_dn_4: 0.6440 (0.6605) loss_giou_dn_5: 0.6442 (0.6604) loss_giou_dn_pre: 0.8157 (0.8304) loss_giou_enc_0: 0.8060 (0.8227) loss_giou_pre: 0.7027 (0.7050) loss_ddf_aux_0: 0.1490 (0.1647) loss_ddf_aux_1: 0.0183 (0.0187) loss_ddf_aux_2: 0.0015 (0.0017) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3890 (0.3819) loss_ddf_dn_1: 0.0513 (0.0509) loss_ddf_dn_2: 0.0062 (0.0073) loss_ddf_dn_3: 0.0006 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8531 (0.8219) loss_vfl_aux_0: 0.9120 (0.9192) loss_vfl_aux_1: 0.9076 (0.9165) loss_vfl_aux_2: 0.9005 (0.8814) loss_vfl_aux_3: 0.8595 (0.8380) loss_vfl_aux_4: 0.8572 (0.8211) loss_vfl_dn_0: 0.5044 (0.5091) loss_vfl_dn_1: 0.5162 (0.5238) loss_vfl_dn_2: 0.5038 (0.5095) loss_vfl_dn_3: 0.4940 (0.5006) loss_vfl_dn_4: 0.4904 (0.4970) loss_vfl_dn_5: 0.4911 (0.4979) loss_vfl_dn_pre: 0.5049 (0.5092) loss_vfl_enc_0: 0.9086 (0.9203) loss_vfl_pre: 0.9124 (0.9200) Test: [ 0/79] eta: 0:03:15 time: 2.4803 data: 1.9239 max mem: 9089 Test: [10/79] eta: 0:00:53 time: 0.7733 data: 0.2259 max mem: 9089 Test: [20/79] eta: 0:00:51 time: 0.7964 data: 0.0730 max mem: 9089 Test: [30/79] eta: 0:00:39 time: 0.8231 data: 0.0801 max mem: 9089 Test: [40/79] eta: 0:00:29 time: 0.6390 data: 0.0675 max mem: 9089 Test: [50/79] eta: 0:00:22 time: 0.7482 data: 0.0694 max mem: 9089 Test: [60/79] eta: 0:00:14 time: 0.7441 data: 0.0710 max mem: 9089 Test: [70/79] eta: 0:00:06 time: 0.6065 data: 0.0660 max mem: 9089 Test: [78/79] eta: 0:00:00 time: 0.5772 data: 0.0677 max mem: 9089 Test: Total time: 0:00:56 (0.7189 s / it) Averaged stats: Accumulating evaluation results... DONE (t=23.81s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.414 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.572 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.449 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.217 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.458 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.586 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.346 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.567 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.641 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.405 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.699 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.846 best_stat: {'epoch': 1, 'coco_eval_bbox': 0.41387407149477107} Epoch: [2] [ 0/3696] eta: 2:18:01 lr: 0.000013 loss: 38.7987 (38.7987) loss_bbox: 0.2997 (0.2997) loss_bbox_aux_0: 0.3345 (0.3345) loss_bbox_aux_1: 0.3040 (0.3040) loss_bbox_aux_2: 0.3006 (0.3006) loss_bbox_aux_3: 0.2997 (0.2997) loss_bbox_aux_4: 0.2996 (0.2996) loss_bbox_dn_0: 0.4873 (0.4873) loss_bbox_dn_1: 0.3735 (0.3735) loss_bbox_dn_2: 0.3566 (0.3566) loss_bbox_dn_3: 0.3527 (0.3527) loss_bbox_dn_4: 0.3516 (0.3516) loss_bbox_dn_5: 0.3515 (0.3515) loss_bbox_dn_pre: 0.4956 (0.4956) loss_bbox_enc_0: 0.4395 (0.4395) loss_bbox_pre: 0.3369 (0.3369) loss_dfl: 0.9553 (0.9553) loss_fgl_aux_0: 1.0450 (1.0450) loss_fgl_aux_1: 0.9681 (0.9681) loss_fgl_aux_2: 0.9556 (0.9556) loss_fgl_aux_3: 0.9553 (0.9553) loss_fgl_aux_4: 0.9553 (0.9553) loss_fgl_dn_0: 1.1155 (1.1155) loss_fgl_dn_1: 1.0156 (1.0156) loss_fgl_dn_2: 0.9987 (0.9987) loss_fgl_dn_3: 0.9986 (0.9986) loss_fgl_dn_4: 0.9989 (0.9989) loss_fgl_dn_5: 0.9990 (0.9990) loss_giou: 0.6423 (0.6423) loss_giou_aux_0: 0.7037 (0.7037) loss_giou_aux_1: 0.6449 (0.6449) loss_giou_aux_2: 0.6413 (0.6413) loss_giou_aux_3: 0.6421 (0.6421) loss_giou_aux_4: 0.6421 (0.6421) loss_giou_dn_0: 0.7773 (0.7773) loss_giou_dn_1: 0.6350 (0.6350) loss_giou_dn_2: 0.6147 (0.6147) loss_giou_dn_3: 0.6108 (0.6108) loss_giou_dn_4: 0.6096 (0.6096) loss_giou_dn_5: 0.6093 (0.6093) loss_giou_dn_pre: 0.7818 (0.7818) loss_giou_enc_0: 0.8148 (0.8148) loss_giou_pre: 0.7012 (0.7012) loss_ddf_aux_0: 0.1688 (0.1688) loss_ddf_aux_1: 0.0189 (0.0189) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3405 (0.3405) loss_ddf_dn_1: 0.0455 (0.0455) loss_ddf_dn_2: 0.0057 (0.0057) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8427 (0.8427) loss_vfl_aux_0: 0.9476 (0.9476) loss_vfl_aux_1: 0.9152 (0.9152) loss_vfl_aux_2: 0.8923 (0.8923) loss_vfl_aux_3: 0.8644 (0.8644) loss_vfl_aux_4: 0.8440 (0.8440) loss_vfl_dn_0: 0.5283 (0.5283) loss_vfl_dn_1: 0.5306 (0.5306) loss_vfl_dn_2: 0.5153 (0.5153) loss_vfl_dn_3: 0.5056 (0.5056) loss_vfl_dn_4: 0.4980 (0.4980) loss_vfl_dn_5: 0.4990 (0.4990) loss_vfl_dn_pre: 0.5280 (0.5280) loss_vfl_enc_0: 0.9373 (0.9373) loss_vfl_pre: 0.9531 (0.9531) time: 2.2406 data: 1.5757 max mem: 9089 Epoch: [2] [ 100/3696] eta: 0:42:25 lr: 0.000013 loss: 37.5420 (37.5774) loss_bbox: 0.2469 (0.2565) loss_bbox_aux_0: 0.2797 (0.2876) loss_bbox_aux_1: 0.2524 (0.2608) loss_bbox_aux_2: 0.2485 (0.2570) loss_bbox_aux_3: 0.2473 (0.2566) loss_bbox_aux_4: 0.2469 (0.2565) loss_bbox_dn_0: 0.3560 (0.3874) loss_bbox_dn_1: 0.2822 (0.3057) loss_bbox_dn_2: 0.2693 (0.2925) loss_bbox_dn_3: 0.2669 (0.2895) loss_bbox_dn_4: 0.2679 (0.2891) loss_bbox_dn_5: 0.2678 (0.2891) loss_bbox_dn_pre: 0.3566 (0.3915) loss_bbox_enc_0: 0.3563 (0.3643) loss_bbox_pre: 0.2803 (0.2873) loss_dfl: 0.9576 (0.9694) loss_fgl_aux_0: 1.0286 (1.0364) loss_fgl_aux_1: 0.9690 (0.9766) loss_fgl_aux_2: 0.9580 (0.9695) loss_fgl_aux_3: 0.9580 (0.9694) loss_fgl_aux_4: 0.9577 (0.9693) loss_fgl_dn_0: 1.0877 (1.1000) loss_fgl_dn_1: 1.0111 (1.0176) loss_fgl_dn_2: 1.0026 (1.0075) loss_fgl_dn_3: 1.0032 (1.0083) loss_fgl_dn_4: 1.0028 (1.0085) loss_fgl_dn_5: 1.0029 (1.0086) loss_giou: 0.6578 (0.6504) loss_giou_aux_0: 0.6993 (0.6967) loss_giou_aux_1: 0.6617 (0.6569) loss_giou_aux_2: 0.6586 (0.6510) loss_giou_aux_3: 0.6578 (0.6504) loss_giou_aux_4: 0.6577 (0.6504) loss_giou_dn_0: 0.8044 (0.7930) loss_giou_dn_1: 0.6681 (0.6571) loss_giou_dn_2: 0.6488 (0.6359) loss_giou_dn_3: 0.6426 (0.6311) loss_giou_dn_4: 0.6417 (0.6304) loss_giou_dn_5: 0.6417 (0.6303) loss_giou_dn_pre: 0.8054 (0.7926) loss_giou_enc_0: 0.8041 (0.8055) loss_giou_pre: 0.6979 (0.6951) loss_ddf_aux_0: 0.1424 (0.1456) loss_ddf_aux_1: 0.0160 (0.0167) loss_ddf_aux_2: 0.0017 (0.0017) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3383 (0.3513) loss_ddf_dn_1: 0.0436 (0.0461) loss_ddf_dn_2: 0.0069 (0.0066) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7935 (0.7911) loss_vfl_aux_0: 0.8990 (0.8941) loss_vfl_aux_1: 0.8846 (0.8818) loss_vfl_aux_2: 0.8324 (0.8476) loss_vfl_aux_3: 0.8017 (0.8070) loss_vfl_aux_4: 0.7849 (0.7896) loss_vfl_dn_0: 0.5118 (0.5080) loss_vfl_dn_1: 0.5092 (0.5111) loss_vfl_dn_2: 0.4952 (0.4967) loss_vfl_dn_3: 0.4839 (0.4873) loss_vfl_dn_4: 0.4786 (0.4831) loss_vfl_dn_5: 0.4769 (0.4838) loss_vfl_dn_pre: 0.5128 (0.5084) loss_vfl_enc_0: 0.8691 (0.8827) loss_vfl_pre: 0.9059 (0.8969) time: 0.6919 data: 0.0242 max mem: 9089 Epoch: [2] [ 200/3696] eta: 0:43:18 lr: 0.000013 loss: 38.0433 (37.6450) loss_bbox: 0.2627 (0.2568) loss_bbox_aux_0: 0.2971 (0.2886) loss_bbox_aux_1: 0.2673 (0.2614) loss_bbox_aux_2: 0.2622 (0.2573) loss_bbox_aux_3: 0.2626 (0.2569) loss_bbox_aux_4: 0.2627 (0.2568) loss_bbox_dn_0: 0.4009 (0.3896) loss_bbox_dn_1: 0.3297 (0.3083) loss_bbox_dn_2: 0.3150 (0.2952) loss_bbox_dn_3: 0.3097 (0.2923) loss_bbox_dn_4: 0.3104 (0.2920) loss_bbox_dn_5: 0.3103 (0.2919) loss_bbox_dn_pre: 0.4011 (0.3935) loss_bbox_enc_0: 0.3634 (0.3657) loss_bbox_pre: 0.2915 (0.2886) loss_dfl: 0.9769 (0.9679) loss_fgl_aux_0: 1.0498 (1.0357) loss_fgl_aux_1: 0.9861 (0.9756) loss_fgl_aux_2: 0.9781 (0.9681) loss_fgl_aux_3: 0.9774 (0.9680) loss_fgl_aux_4: 0.9768 (0.9679) loss_fgl_dn_0: 1.0950 (1.0999) loss_fgl_dn_1: 1.0190 (1.0172) loss_fgl_dn_2: 1.0120 (1.0070) loss_fgl_dn_3: 1.0132 (1.0076) loss_fgl_dn_4: 1.0137 (1.0079) loss_fgl_dn_5: 1.0138 (1.0080) loss_giou: 0.6258 (0.6453) loss_giou_aux_0: 0.6743 (0.6912) loss_giou_aux_1: 0.6348 (0.6519) loss_giou_aux_2: 0.6276 (0.6458) loss_giou_aux_3: 0.6262 (0.6452) loss_giou_aux_4: 0.6259 (0.6453) loss_giou_dn_0: 0.8000 (0.7931) loss_giou_dn_1: 0.6654 (0.6576) loss_giou_dn_2: 0.6437 (0.6364) loss_giou_dn_3: 0.6407 (0.6320) loss_giou_dn_4: 0.6403 (0.6313) loss_giou_dn_5: 0.6401 (0.6312) loss_giou_dn_pre: 0.7954 (0.7929) loss_giou_enc_0: 0.7628 (0.7991) loss_giou_pre: 0.6732 (0.6895) loss_ddf_aux_0: 0.1574 (0.1491) loss_ddf_aux_1: 0.0167 (0.0169) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3368 (0.3516) loss_ddf_dn_1: 0.0424 (0.0458) loss_ddf_dn_2: 0.0058 (0.0065) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8154 (0.8001) loss_vfl_aux_0: 0.9207 (0.9039) loss_vfl_aux_1: 0.9023 (0.8924) loss_vfl_aux_2: 0.8742 (0.8574) loss_vfl_aux_3: 0.8263 (0.8157) loss_vfl_aux_4: 0.8149 (0.7989) loss_vfl_dn_0: 0.5107 (0.5104) loss_vfl_dn_1: 0.5120 (0.5143) loss_vfl_dn_2: 0.5010 (0.4994) loss_vfl_dn_3: 0.4933 (0.4900) loss_vfl_dn_4: 0.4869 (0.4856) loss_vfl_dn_5: 0.4895 (0.4862) loss_vfl_dn_pre: 0.5112 (0.5108) loss_vfl_enc_0: 0.8885 (0.8875) loss_vfl_pre: 0.9227 (0.9064) time: 0.9984 data: 0.0294 max mem: 9089 Epoch: [2] [ 300/3696] eta: 0:41:45 lr: 0.000013 loss: 37.6511 (37.6440) loss_bbox: 0.2463 (0.2558) loss_bbox_aux_0: 0.2774 (0.2880) loss_bbox_aux_1: 0.2520 (0.2604) loss_bbox_aux_2: 0.2479 (0.2563) loss_bbox_aux_3: 0.2469 (0.2559) loss_bbox_aux_4: 0.2465 (0.2559) loss_bbox_dn_0: 0.3841 (0.3873) loss_bbox_dn_1: 0.2924 (0.3068) loss_bbox_dn_2: 0.2811 (0.2935) loss_bbox_dn_3: 0.2820 (0.2907) loss_bbox_dn_4: 0.2814 (0.2903) loss_bbox_dn_5: 0.2811 (0.2903) loss_bbox_dn_pre: 0.3855 (0.3910) loss_bbox_enc_0: 0.3527 (0.3645) loss_bbox_pre: 0.2775 (0.2880) loss_dfl: 0.9721 (0.9676) loss_fgl_aux_0: 1.0257 (1.0355) loss_fgl_aux_1: 0.9829 (0.9753) loss_fgl_aux_2: 0.9721 (0.9678) loss_fgl_aux_3: 0.9719 (0.9677) loss_fgl_aux_4: 0.9720 (0.9676) loss_fgl_dn_0: 1.0936 (1.1004) loss_fgl_dn_1: 1.0133 (1.0179) loss_fgl_dn_2: 1.0050 (1.0077) loss_fgl_dn_3: 1.0062 (1.0083) loss_fgl_dn_4: 1.0063 (1.0087) loss_fgl_dn_5: 1.0065 (1.0087) loss_giou: 0.6524 (0.6461) loss_giou_aux_0: 0.7079 (0.6924) loss_giou_aux_1: 0.6606 (0.6526) loss_giou_aux_2: 0.6540 (0.6466) loss_giou_aux_3: 0.6522 (0.6460) loss_giou_aux_4: 0.6524 (0.6460) loss_giou_dn_0: 0.7837 (0.7931) loss_giou_dn_1: 0.6602 (0.6588) loss_giou_dn_2: 0.6427 (0.6373) loss_giou_dn_3: 0.6379 (0.6328) loss_giou_dn_4: 0.6372 (0.6320) loss_giou_dn_5: 0.6372 (0.6319) loss_giou_dn_pre: 0.7851 (0.7926) loss_giou_enc_0: 0.8109 (0.7991) loss_giou_pre: 0.7073 (0.6907) loss_ddf_aux_0: 0.1596 (0.1501) loss_ddf_aux_1: 0.0185 (0.0171) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3581 (0.3524) loss_ddf_dn_1: 0.0466 (0.0465) loss_ddf_dn_2: 0.0059 (0.0065) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8127 (0.8007) loss_vfl_aux_0: 0.8920 (0.9044) loss_vfl_aux_1: 0.9034 (0.8949) loss_vfl_aux_2: 0.8624 (0.8581) loss_vfl_aux_3: 0.8207 (0.8162) loss_vfl_aux_4: 0.8040 (0.7992) loss_vfl_dn_0: 0.5098 (0.5105) loss_vfl_dn_1: 0.5135 (0.5144) loss_vfl_dn_2: 0.5000 (0.4992) loss_vfl_dn_3: 0.4817 (0.4894) loss_vfl_dn_4: 0.4880 (0.4853) loss_vfl_dn_5: 0.4857 (0.4859) loss_vfl_dn_pre: 0.5103 (0.5110) loss_vfl_enc_0: 0.8999 (0.8872) loss_vfl_pre: 0.8948 (0.9063) time: 0.7403 data: 0.0292 max mem: 9089 Epoch: [2] [ 400/3696] eta: 0:40:30 lr: 0.000013 loss: 37.2602 (37.5869) loss_bbox: 0.2403 (0.2546) loss_bbox_aux_0: 0.2573 (0.2864) loss_bbox_aux_1: 0.2407 (0.2592) loss_bbox_aux_2: 0.2407 (0.2551) loss_bbox_aux_3: 0.2403 (0.2547) loss_bbox_aux_4: 0.2403 (0.2546) loss_bbox_dn_0: 0.3750 (0.3863) loss_bbox_dn_1: 0.2903 (0.3053) loss_bbox_dn_2: 0.2768 (0.2919) loss_bbox_dn_3: 0.2735 (0.2891) loss_bbox_dn_4: 0.2730 (0.2887) loss_bbox_dn_5: 0.2732 (0.2887) loss_bbox_dn_pre: 0.3776 (0.3900) loss_bbox_enc_0: 0.3245 (0.3617) loss_bbox_pre: 0.2585 (0.2862) loss_dfl: 0.9789 (0.9693) loss_fgl_aux_0: 1.0578 (1.0372) loss_fgl_aux_1: 0.9917 (0.9770) loss_fgl_aux_2: 0.9795 (0.9695) loss_fgl_aux_3: 0.9793 (0.9694) loss_fgl_aux_4: 0.9790 (0.9693) loss_fgl_dn_0: 1.1164 (1.1008) loss_fgl_dn_1: 1.0182 (1.0170) loss_fgl_dn_2: 1.0100 (1.0068) loss_fgl_dn_3: 1.0116 (1.0075) loss_fgl_dn_4: 1.0120 (1.0078) loss_fgl_dn_5: 1.0121 (1.0079) loss_giou: 0.6092 (0.6434) loss_giou_aux_0: 0.6598 (0.6899) loss_giou_aux_1: 0.6140 (0.6501) loss_giou_aux_2: 0.6089 (0.6440) loss_giou_aux_3: 0.6085 (0.6433) loss_giou_aux_4: 0.6090 (0.6434) loss_giou_dn_0: 0.7604 (0.7900) loss_giou_dn_1: 0.6302 (0.6559) loss_giou_dn_2: 0.6118 (0.6341) loss_giou_dn_3: 0.6076 (0.6296) loss_giou_dn_4: 0.6068 (0.6289) loss_giou_dn_5: 0.6070 (0.6288) loss_giou_dn_pre: 0.7633 (0.7896) loss_giou_enc_0: 0.7650 (0.7959) loss_giou_pre: 0.6569 (0.6881) loss_ddf_aux_0: 0.1399 (0.1489) loss_ddf_aux_1: 0.0164 (0.0168) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3652 (0.3557) loss_ddf_dn_1: 0.0481 (0.0473) loss_ddf_dn_2: 0.0065 (0.0067) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7822 (0.7996) loss_vfl_aux_0: 0.9265 (0.9041) loss_vfl_aux_1: 0.9124 (0.8957) loss_vfl_aux_2: 0.8796 (0.8575) loss_vfl_aux_3: 0.8291 (0.8160) loss_vfl_aux_4: 0.7849 (0.7982) loss_vfl_dn_0: 0.5213 (0.5110) loss_vfl_dn_1: 0.5192 (0.5141) loss_vfl_dn_2: 0.5019 (0.4991) loss_vfl_dn_3: 0.4941 (0.4894) loss_vfl_dn_4: 0.4887 (0.4853) loss_vfl_dn_5: 0.4897 (0.4858) loss_vfl_dn_pre: 0.5230 (0.5115) loss_vfl_enc_0: 0.9127 (0.8887) loss_vfl_pre: 0.9351 (0.9058) time: 0.7450 data: 0.0289 max mem: 9089 Epoch: [2] [ 500/3696] eta: 0:39:48 lr: 0.000013 loss: 38.0672 (37.5956) loss_bbox: 0.2453 (0.2546) loss_bbox_aux_0: 0.2703 (0.2858) loss_bbox_aux_1: 0.2540 (0.2591) loss_bbox_aux_2: 0.2470 (0.2551) loss_bbox_aux_3: 0.2455 (0.2547) loss_bbox_aux_4: 0.2453 (0.2546) loss_bbox_dn_0: 0.3708 (0.3850) loss_bbox_dn_1: 0.2966 (0.3045) loss_bbox_dn_2: 0.2872 (0.2911) loss_bbox_dn_3: 0.2838 (0.2883) loss_bbox_dn_4: 0.2820 (0.2879) loss_bbox_dn_5: 0.2819 (0.2879) loss_bbox_dn_pre: 0.3677 (0.3887) loss_bbox_enc_0: 0.3400 (0.3601) loss_bbox_pre: 0.2691 (0.2856) loss_dfl: 0.9817 (0.9687) loss_fgl_aux_0: 1.0384 (1.0354) loss_fgl_aux_1: 0.9850 (0.9762) loss_fgl_aux_2: 0.9825 (0.9689) loss_fgl_aux_3: 0.9818 (0.9687) loss_fgl_aux_4: 0.9818 (0.9687) loss_fgl_dn_0: 1.1103 (1.0996) loss_fgl_dn_1: 1.0201 (1.0167) loss_fgl_dn_2: 1.0116 (1.0065) loss_fgl_dn_3: 1.0124 (1.0072) loss_fgl_dn_4: 1.0126 (1.0075) loss_fgl_dn_5: 1.0127 (1.0076) loss_giou: 0.6595 (0.6477) loss_giou_aux_0: 0.6929 (0.6937) loss_giou_aux_1: 0.6604 (0.6543) loss_giou_aux_2: 0.6593 (0.6483) loss_giou_aux_3: 0.6594 (0.6476) loss_giou_aux_4: 0.6595 (0.6477) loss_giou_dn_0: 0.7588 (0.7918) loss_giou_dn_1: 0.6304 (0.6576) loss_giou_dn_2: 0.6080 (0.6358) loss_giou_dn_3: 0.6034 (0.6314) loss_giou_dn_4: 0.6025 (0.6307) loss_giou_dn_5: 0.6027 (0.6306) loss_giou_dn_pre: 0.7603 (0.7913) loss_giou_enc_0: 0.7970 (0.7991) loss_giou_pre: 0.6902 (0.6920) loss_ddf_aux_0: 0.1432 (0.1474) loss_ddf_aux_1: 0.0164 (0.0167) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3765 (0.3554) loss_ddf_dn_1: 0.0493 (0.0474) loss_ddf_dn_2: 0.0068 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7729 (0.7994) loss_vfl_aux_0: 0.9015 (0.9016) loss_vfl_aux_1: 0.8727 (0.8916) loss_vfl_aux_2: 0.8414 (0.8555) loss_vfl_aux_3: 0.7955 (0.8147) loss_vfl_aux_4: 0.7758 (0.7977) loss_vfl_dn_0: 0.5118 (0.5103) loss_vfl_dn_1: 0.5132 (0.5138) loss_vfl_dn_2: 0.5018 (0.4990) loss_vfl_dn_3: 0.4976 (0.4894) loss_vfl_dn_4: 0.4938 (0.4854) loss_vfl_dn_5: 0.4954 (0.4860) loss_vfl_dn_pre: 0.5112 (0.5108) loss_vfl_enc_0: 0.8802 (0.8861) loss_vfl_pre: 0.8940 (0.9033) time: 0.7404 data: 0.0307 max mem: 9089 Epoch: [2] [ 600/3696] eta: 0:38:31 lr: 0.000013 loss: 37.1352 (37.6026) loss_bbox: 0.2309 (0.2544) loss_bbox_aux_0: 0.2572 (0.2857) loss_bbox_aux_1: 0.2358 (0.2590) loss_bbox_aux_2: 0.2318 (0.2550) loss_bbox_aux_3: 0.2310 (0.2545) loss_bbox_aux_4: 0.2309 (0.2545) loss_bbox_dn_0: 0.3577 (0.3847) loss_bbox_dn_1: 0.2730 (0.3045) loss_bbox_dn_2: 0.2586 (0.2911) loss_bbox_dn_3: 0.2554 (0.2882) loss_bbox_dn_4: 0.2555 (0.2878) loss_bbox_dn_5: 0.2556 (0.2878) loss_bbox_dn_pre: 0.3626 (0.3884) loss_bbox_enc_0: 0.3190 (0.3602) loss_bbox_pre: 0.2555 (0.2856) loss_dfl: 0.9720 (0.9687) loss_fgl_aux_0: 1.0338 (1.0351) loss_fgl_aux_1: 0.9784 (0.9762) loss_fgl_aux_2: 0.9726 (0.9690) loss_fgl_aux_3: 0.9719 (0.9688) loss_fgl_aux_4: 0.9719 (0.9687) loss_fgl_dn_0: 1.0979 (1.0995) loss_fgl_dn_1: 1.0225 (1.0167) loss_fgl_dn_2: 1.0106 (1.0066) loss_fgl_dn_3: 1.0103 (1.0073) loss_fgl_dn_4: 1.0105 (1.0076) loss_fgl_dn_5: 1.0105 (1.0076) loss_giou: 0.6337 (0.6493) loss_giou_aux_0: 0.6876 (0.6952) loss_giou_aux_1: 0.6394 (0.6558) loss_giou_aux_2: 0.6348 (0.6498) loss_giou_aux_3: 0.6339 (0.6492) loss_giou_aux_4: 0.6337 (0.6492) loss_giou_dn_0: 0.8027 (0.7918) loss_giou_dn_1: 0.6679 (0.6586) loss_giou_dn_2: 0.6482 (0.6368) loss_giou_dn_3: 0.6454 (0.6325) loss_giou_dn_4: 0.6437 (0.6318) loss_giou_dn_5: 0.6435 (0.6317) loss_giou_dn_pre: 0.8010 (0.7914) loss_giou_enc_0: 0.7974 (0.8007) loss_giou_pre: 0.6870 (0.6934) loss_ddf_aux_0: 0.1229 (0.1456) loss_ddf_aux_1: 0.0143 (0.0165) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3426 (0.3528) loss_ddf_dn_1: 0.0464 (0.0470) loss_ddf_dn_2: 0.0065 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7797 (0.7993) loss_vfl_aux_0: 0.8809 (0.9021) loss_vfl_aux_1: 0.8584 (0.8916) loss_vfl_aux_2: 0.8284 (0.8546) loss_vfl_aux_3: 0.7900 (0.8138) loss_vfl_aux_4: 0.7803 (0.7978) loss_vfl_dn_0: 0.5047 (0.5103) loss_vfl_dn_1: 0.5070 (0.5132) loss_vfl_dn_2: 0.4977 (0.4987) loss_vfl_dn_3: 0.4916 (0.4890) loss_vfl_dn_4: 0.4832 (0.4849) loss_vfl_dn_5: 0.4831 (0.4854) loss_vfl_dn_pre: 0.5053 (0.5108) loss_vfl_enc_0: 0.8622 (0.8857) loss_vfl_pre: 0.8790 (0.9039) time: 0.7453 data: 0.0297 max mem: 9089 Epoch: [2] [ 700/3696] eta: 0:37:41 lr: 0.000013 loss: 37.3134 (37.5800) loss_bbox: 0.2282 (0.2534) loss_bbox_aux_0: 0.2479 (0.2840) loss_bbox_aux_1: 0.2326 (0.2579) loss_bbox_aux_2: 0.2301 (0.2539) loss_bbox_aux_3: 0.2284 (0.2535) loss_bbox_aux_4: 0.2282 (0.2535) loss_bbox_dn_0: 0.3798 (0.3832) loss_bbox_dn_1: 0.2805 (0.3034) loss_bbox_dn_2: 0.2666 (0.2900) loss_bbox_dn_3: 0.2643 (0.2872) loss_bbox_dn_4: 0.2638 (0.2868) loss_bbox_dn_5: 0.2635 (0.2868) loss_bbox_dn_pre: 0.3819 (0.3870) loss_bbox_enc_0: 0.3255 (0.3578) loss_bbox_pre: 0.2502 (0.2839) loss_dfl: 0.9862 (0.9691) loss_fgl_aux_0: 1.0404 (1.0347) loss_fgl_aux_1: 0.9960 (0.9766) loss_fgl_aux_2: 0.9875 (0.9694) loss_fgl_aux_3: 0.9863 (0.9692) loss_fgl_aux_4: 0.9861 (0.9691) loss_fgl_dn_0: 1.1041 (1.0993) loss_fgl_dn_1: 1.0238 (1.0167) loss_fgl_dn_2: 1.0088 (1.0066) loss_fgl_dn_3: 1.0096 (1.0072) loss_fgl_dn_4: 1.0100 (1.0075) loss_fgl_dn_5: 1.0100 (1.0076) loss_giou: 0.6352 (0.6506) loss_giou_aux_0: 0.6777 (0.6960) loss_giou_aux_1: 0.6377 (0.6571) loss_giou_aux_2: 0.6365 (0.6511) loss_giou_aux_3: 0.6353 (0.6505) loss_giou_aux_4: 0.6351 (0.6505) loss_giou_dn_0: 0.7739 (0.7922) loss_giou_dn_1: 0.6476 (0.6591) loss_giou_dn_2: 0.6234 (0.6373) loss_giou_dn_3: 0.6213 (0.6330) loss_giou_dn_4: 0.6202 (0.6323) loss_giou_dn_5: 0.6201 (0.6323) loss_giou_dn_pre: 0.7754 (0.7918) loss_giou_enc_0: 0.7784 (0.8013) loss_giou_pre: 0.6754 (0.6943) loss_ddf_aux_0: 0.1173 (0.1433) loss_ddf_aux_1: 0.0148 (0.0163) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3168 (0.3517) loss_ddf_dn_1: 0.0416 (0.0468) loss_ddf_dn_2: 0.0052 (0.0065) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7845 (0.7981) loss_vfl_aux_0: 0.9116 (0.8996) loss_vfl_aux_1: 0.8956 (0.8898) loss_vfl_aux_2: 0.8658 (0.8532) loss_vfl_aux_3: 0.8132 (0.8126) loss_vfl_aux_4: 0.7955 (0.7968) loss_vfl_dn_0: 0.5128 (0.5102) loss_vfl_dn_1: 0.5063 (0.5128) loss_vfl_dn_2: 0.4996 (0.4985) loss_vfl_dn_3: 0.4908 (0.4889) loss_vfl_dn_4: 0.4855 (0.4849) loss_vfl_dn_5: 0.4872 (0.4855) loss_vfl_dn_pre: 0.5139 (0.5107) loss_vfl_enc_0: 0.8932 (0.8848) loss_vfl_pre: 0.9153 (0.9014) time: 0.7114 data: 0.0273 max mem: 9089 Epoch: [2] [ 800/3696] eta: 0:36:21 lr: 0.000013 loss: 37.3131 (37.5467) loss_bbox: 0.2615 (0.2531) loss_bbox_aux_0: 0.3073 (0.2836) loss_bbox_aux_1: 0.2640 (0.2576) loss_bbox_aux_2: 0.2628 (0.2536) loss_bbox_aux_3: 0.2621 (0.2532) loss_bbox_aux_4: 0.2616 (0.2531) loss_bbox_dn_0: 0.4117 (0.3833) loss_bbox_dn_1: 0.3195 (0.3033) loss_bbox_dn_2: 0.3115 (0.2898) loss_bbox_dn_3: 0.3114 (0.2870) loss_bbox_dn_4: 0.3123 (0.2866) loss_bbox_dn_5: 0.3128 (0.2866) loss_bbox_dn_pre: 0.4150 (0.3871) loss_bbox_enc_0: 0.3881 (0.3573) loss_bbox_pre: 0.3066 (0.2835) loss_dfl: 0.9741 (0.9697) loss_fgl_aux_0: 1.0498 (1.0351) loss_fgl_aux_1: 0.9842 (0.9772) loss_fgl_aux_2: 0.9746 (0.9700) loss_fgl_aux_3: 0.9742 (0.9698) loss_fgl_aux_4: 0.9741 (0.9697) loss_fgl_dn_0: 1.1096 (1.1002) loss_fgl_dn_1: 1.0190 (1.0170) loss_fgl_dn_2: 1.0070 (1.0068) loss_fgl_dn_3: 1.0081 (1.0075) loss_fgl_dn_4: 1.0090 (1.0078) loss_fgl_dn_5: 1.0092 (1.0078) loss_giou: 0.5967 (0.6487) loss_giou_aux_0: 0.6444 (0.6941) loss_giou_aux_1: 0.6044 (0.6552) loss_giou_aux_2: 0.5971 (0.6493) loss_giou_aux_3: 0.5969 (0.6487) loss_giou_aux_4: 0.5966 (0.6487) loss_giou_dn_0: 0.7541 (0.7898) loss_giou_dn_1: 0.6153 (0.6567) loss_giou_dn_2: 0.5949 (0.6350) loss_giou_dn_3: 0.5917 (0.6307) loss_giou_dn_4: 0.5899 (0.6299) loss_giou_dn_5: 0.5897 (0.6299) loss_giou_dn_pre: 0.7558 (0.7894) loss_giou_enc_0: 0.7552 (0.7990) loss_giou_pre: 0.6429 (0.6923) loss_ddf_aux_0: 0.1435 (0.1423) loss_ddf_aux_1: 0.0166 (0.0163) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3371 (0.3512) loss_ddf_dn_1: 0.0451 (0.0468) loss_ddf_dn_2: 0.0063 (0.0065) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8113 (0.7976) loss_vfl_aux_0: 0.8947 (0.8993) loss_vfl_aux_1: 0.9012 (0.8896) loss_vfl_aux_2: 0.8461 (0.8531) loss_vfl_aux_3: 0.8096 (0.8127) loss_vfl_aux_4: 0.7870 (0.7966) loss_vfl_dn_0: 0.5177 (0.5105) loss_vfl_dn_1: 0.5181 (0.5126) loss_vfl_dn_2: 0.4964 (0.4983) loss_vfl_dn_3: 0.4870 (0.4886) loss_vfl_dn_4: 0.4847 (0.4846) loss_vfl_dn_5: 0.4848 (0.4850) loss_vfl_dn_pre: 0.5181 (0.5110) loss_vfl_enc_0: 0.8845 (0.8858) loss_vfl_pre: 0.8992 (0.9011) time: 0.7468 data: 0.0275 max mem: 9089 Epoch: [2] [ 900/3696] eta: 0:35:04 lr: 0.000013 loss: 37.3293 (37.5358) loss_bbox: 0.2406 (0.2534) loss_bbox_aux_0: 0.2707 (0.2837) loss_bbox_aux_1: 0.2404 (0.2579) loss_bbox_aux_2: 0.2393 (0.2539) loss_bbox_aux_3: 0.2409 (0.2535) loss_bbox_aux_4: 0.2406 (0.2534) loss_bbox_dn_0: 0.4005 (0.3838) loss_bbox_dn_1: 0.3176 (0.3036) loss_bbox_dn_2: 0.3029 (0.2900) loss_bbox_dn_3: 0.2981 (0.2872) loss_bbox_dn_4: 0.2976 (0.2868) loss_bbox_dn_5: 0.2978 (0.2868) loss_bbox_dn_pre: 0.4036 (0.3876) loss_bbox_enc_0: 0.3640 (0.3576) loss_bbox_pre: 0.2826 (0.2837) loss_dfl: 0.9909 (0.9697) loss_fgl_aux_0: 1.0607 (1.0349) loss_fgl_aux_1: 0.9987 (0.9771) loss_fgl_aux_2: 0.9909 (0.9699) loss_fgl_aux_3: 0.9906 (0.9698) loss_fgl_aux_4: 0.9910 (0.9697) loss_fgl_dn_0: 1.1134 (1.1002) loss_fgl_dn_1: 1.0182 (1.0167) loss_fgl_dn_2: 1.0061 (1.0065) loss_fgl_dn_3: 1.0066 (1.0072) loss_fgl_dn_4: 1.0069 (1.0075) loss_fgl_dn_5: 1.0070 (1.0076) loss_giou: 0.5946 (0.6482) loss_giou_aux_0: 0.6402 (0.6933) loss_giou_aux_1: 0.6019 (0.6546) loss_giou_aux_2: 0.5946 (0.6487) loss_giou_aux_3: 0.5945 (0.6481) loss_giou_aux_4: 0.5947 (0.6481) loss_giou_dn_0: 0.7480 (0.7888) loss_giou_dn_1: 0.6036 (0.6559) loss_giou_dn_2: 0.5778 (0.6342) loss_giou_dn_3: 0.5734 (0.6299) loss_giou_dn_4: 0.5727 (0.6292) loss_giou_dn_5: 0.5725 (0.6291) loss_giou_dn_pre: 0.7437 (0.7883) loss_giou_enc_0: 0.7536 (0.7981) loss_giou_pre: 0.6374 (0.6915) loss_ddf_aux_0: 0.1375 (0.1411) loss_ddf_aux_1: 0.0174 (0.0162) loss_ddf_aux_2: 0.0018 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3660 (0.3503) loss_ddf_dn_1: 0.0521 (0.0466) loss_ddf_dn_2: 0.0067 (0.0065) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7896 (0.7978) loss_vfl_aux_0: 0.8873 (0.9000) loss_vfl_aux_1: 0.8747 (0.8894) loss_vfl_aux_2: 0.8440 (0.8530) loss_vfl_aux_3: 0.7972 (0.8129) loss_vfl_aux_4: 0.7864 (0.7969) loss_vfl_dn_0: 0.5147 (0.5106) loss_vfl_dn_1: 0.5098 (0.5123) loss_vfl_dn_2: 0.4917 (0.4979) loss_vfl_dn_3: 0.4832 (0.4882) loss_vfl_dn_4: 0.4832 (0.4842) loss_vfl_dn_5: 0.4847 (0.4846) loss_vfl_dn_pre: 0.5154 (0.5111) loss_vfl_enc_0: 0.8884 (0.8861) loss_vfl_pre: 0.8898 (0.9018) time: 0.7536 data: 0.0341 max mem: 9089 Epoch: [2] [1000/3696] eta: 0:33:47 lr: 0.000013 loss: 37.6316 (37.5293) loss_bbox: 0.2704 (0.2535) loss_bbox_aux_0: 0.2918 (0.2837) loss_bbox_aux_1: 0.2752 (0.2580) loss_bbox_aux_2: 0.2712 (0.2540) loss_bbox_aux_3: 0.2705 (0.2536) loss_bbox_aux_4: 0.2704 (0.2535) loss_bbox_dn_0: 0.3850 (0.3837) loss_bbox_dn_1: 0.3042 (0.3037) loss_bbox_dn_2: 0.2913 (0.2902) loss_bbox_dn_3: 0.2879 (0.2874) loss_bbox_dn_4: 0.2889 (0.2870) loss_bbox_dn_5: 0.2888 (0.2870) loss_bbox_dn_pre: 0.3882 (0.3875) loss_bbox_enc_0: 0.3483 (0.3575) loss_bbox_pre: 0.2948 (0.2837) loss_dfl: 0.9682 (0.9701) loss_fgl_aux_0: 1.0250 (1.0352) loss_fgl_aux_1: 0.9718 (0.9775) loss_fgl_aux_2: 0.9679 (0.9703) loss_fgl_aux_3: 0.9682 (0.9701) loss_fgl_aux_4: 0.9682 (0.9701) loss_fgl_dn_0: 1.0994 (1.1004) loss_fgl_dn_1: 1.0098 (1.0168) loss_fgl_dn_2: 0.9982 (1.0066) loss_fgl_dn_3: 0.9984 (1.0073) loss_fgl_dn_4: 0.9991 (1.0076) loss_fgl_dn_5: 0.9990 (1.0077) loss_giou: 0.6387 (0.6480) loss_giou_aux_0: 0.6824 (0.6929) loss_giou_aux_1: 0.6435 (0.6544) loss_giou_aux_2: 0.6383 (0.6485) loss_giou_aux_3: 0.6385 (0.6479) loss_giou_aux_4: 0.6386 (0.6479) loss_giou_dn_0: 0.7696 (0.7875) loss_giou_dn_1: 0.6347 (0.6552) loss_giou_dn_2: 0.6115 (0.6336) loss_giou_dn_3: 0.6085 (0.6292) loss_giou_dn_4: 0.6080 (0.6285) loss_giou_dn_5: 0.6079 (0.6284) loss_giou_dn_pre: 0.7677 (0.7871) loss_giou_enc_0: 0.7989 (0.7975) loss_giou_pre: 0.6838 (0.6911) loss_ddf_aux_0: 0.1137 (0.1402) loss_ddf_aux_1: 0.0134 (0.0161) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3389 (0.3490) loss_ddf_dn_1: 0.0439 (0.0464) loss_ddf_dn_2: 0.0057 (0.0065) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7925 (0.7978) loss_vfl_aux_0: 0.9122 (0.9004) loss_vfl_aux_1: 0.8878 (0.8894) loss_vfl_aux_2: 0.8507 (0.8530) loss_vfl_aux_3: 0.8098 (0.8131) loss_vfl_aux_4: 0.7906 (0.7970) loss_vfl_dn_0: 0.5184 (0.5108) loss_vfl_dn_1: 0.5117 (0.5121) loss_vfl_dn_2: 0.4948 (0.4978) loss_vfl_dn_3: 0.4839 (0.4880) loss_vfl_dn_4: 0.4797 (0.4840) loss_vfl_dn_5: 0.4792 (0.4844) loss_vfl_dn_pre: 0.5163 (0.5113) loss_vfl_enc_0: 0.8951 (0.8861) loss_vfl_pre: 0.9139 (0.9022) time: 0.7514 data: 0.0310 max mem: 9089 Epoch: [2] [1100/3696] eta: 0:32:28 lr: 0.000013 loss: 37.3817 (37.5070) loss_bbox: 0.2571 (0.2536) loss_bbox_aux_0: 0.2897 (0.2839) loss_bbox_aux_1: 0.2629 (0.2582) loss_bbox_aux_2: 0.2589 (0.2542) loss_bbox_aux_3: 0.2573 (0.2537) loss_bbox_aux_4: 0.2571 (0.2537) loss_bbox_dn_0: 0.3744 (0.3831) loss_bbox_dn_1: 0.2951 (0.3032) loss_bbox_dn_2: 0.2756 (0.2896) loss_bbox_dn_3: 0.2736 (0.2868) loss_bbox_dn_4: 0.2728 (0.2864) loss_bbox_dn_5: 0.2724 (0.2864) loss_bbox_dn_pre: 0.3751 (0.3870) loss_bbox_enc_0: 0.3679 (0.3578) loss_bbox_pre: 0.2886 (0.2839) loss_dfl: 0.9686 (0.9697) loss_fgl_aux_0: 1.0395 (1.0350) loss_fgl_aux_1: 0.9773 (0.9771) loss_fgl_aux_2: 0.9681 (0.9699) loss_fgl_aux_3: 0.9685 (0.9698) loss_fgl_aux_4: 0.9686 (0.9697) loss_fgl_dn_0: 1.0989 (1.1006) loss_fgl_dn_1: 1.0197 (1.0168) loss_fgl_dn_2: 1.0071 (1.0065) loss_fgl_dn_3: 1.0086 (1.0072) loss_fgl_dn_4: 1.0094 (1.0075) loss_fgl_dn_5: 1.0096 (1.0076) loss_giou: 0.6359 (0.6482) loss_giou_aux_0: 0.6810 (0.6930) loss_giou_aux_1: 0.6448 (0.6547) loss_giou_aux_2: 0.6375 (0.6487) loss_giou_aux_3: 0.6356 (0.6481) loss_giou_aux_4: 0.6356 (0.6481) loss_giou_dn_0: 0.7798 (0.7864) loss_giou_dn_1: 0.6470 (0.6544) loss_giou_dn_2: 0.6288 (0.6327) loss_giou_dn_3: 0.6247 (0.6284) loss_giou_dn_4: 0.6249 (0.6277) loss_giou_dn_5: 0.6253 (0.6276) loss_giou_dn_pre: 0.7767 (0.7860) loss_giou_enc_0: 0.7819 (0.7974) loss_giou_pre: 0.6799 (0.6912) loss_ddf_aux_0: 0.1494 (0.1398) loss_ddf_aux_1: 0.0176 (0.0162) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3507 (0.3478) loss_ddf_dn_1: 0.0474 (0.0463) loss_ddf_dn_2: 0.0063 (0.0064) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7780 (0.7966) loss_vfl_aux_0: 0.8851 (0.8990) loss_vfl_aux_1: 0.8678 (0.8875) loss_vfl_aux_2: 0.8439 (0.8515) loss_vfl_aux_3: 0.7960 (0.8117) loss_vfl_aux_4: 0.7751 (0.7958) loss_vfl_dn_0: 0.5193 (0.5110) loss_vfl_dn_1: 0.5233 (0.5121) loss_vfl_dn_2: 0.4995 (0.4976) loss_vfl_dn_3: 0.4918 (0.4878) loss_vfl_dn_4: 0.4877 (0.4838) loss_vfl_dn_5: 0.4897 (0.4842) loss_vfl_dn_pre: 0.5200 (0.5114) loss_vfl_enc_0: 0.8734 (0.8852) loss_vfl_pre: 0.8826 (0.9009) time: 0.7351 data: 0.0274 max mem: 9089 Epoch: [2] [1200/3696] eta: 0:31:10 lr: 0.000013 loss: 36.8701 (37.4860) loss_bbox: 0.2349 (0.2534) loss_bbox_aux_0: 0.2677 (0.2837) loss_bbox_aux_1: 0.2397 (0.2580) loss_bbox_aux_2: 0.2349 (0.2540) loss_bbox_aux_3: 0.2346 (0.2535) loss_bbox_aux_4: 0.2348 (0.2534) loss_bbox_dn_0: 0.3536 (0.3831) loss_bbox_dn_1: 0.2802 (0.3029) loss_bbox_dn_2: 0.2643 (0.2893) loss_bbox_dn_3: 0.2610 (0.2865) loss_bbox_dn_4: 0.2606 (0.2861) loss_bbox_dn_5: 0.2604 (0.2861) loss_bbox_dn_pre: 0.3565 (0.3869) loss_bbox_enc_0: 0.3342 (0.3578) loss_bbox_pre: 0.2685 (0.2837) loss_dfl: 0.9692 (0.9695) loss_fgl_aux_0: 1.0389 (1.0352) loss_fgl_aux_1: 0.9735 (0.9770) loss_fgl_aux_2: 0.9699 (0.9698) loss_fgl_aux_3: 0.9692 (0.9696) loss_fgl_aux_4: 0.9691 (0.9695) loss_fgl_dn_0: 1.1023 (1.1006) loss_fgl_dn_1: 1.0084 (1.0167) loss_fgl_dn_2: 0.9982 (1.0065) loss_fgl_dn_3: 0.9986 (1.0071) loss_fgl_dn_4: 0.9986 (1.0074) loss_fgl_dn_5: 0.9988 (1.0075) loss_giou: 0.6098 (0.6471) loss_giou_aux_0: 0.6594 (0.6918) loss_giou_aux_1: 0.6174 (0.6537) loss_giou_aux_2: 0.6130 (0.6477) loss_giou_aux_3: 0.6101 (0.6471) loss_giou_aux_4: 0.6098 (0.6471) loss_giou_dn_0: 0.7559 (0.7860) loss_giou_dn_1: 0.6189 (0.6538) loss_giou_dn_2: 0.5954 (0.6321) loss_giou_dn_3: 0.5899 (0.6278) loss_giou_dn_4: 0.5888 (0.6271) loss_giou_dn_5: 0.5888 (0.6270) loss_giou_dn_pre: 0.7589 (0.7856) loss_giou_enc_0: 0.7766 (0.7964) loss_giou_pre: 0.6552 (0.6901) loss_ddf_aux_0: 0.1546 (0.1399) loss_ddf_aux_1: 0.0176 (0.0162) loss_ddf_aux_2: 0.0018 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3593 (0.3478) loss_ddf_dn_1: 0.0474 (0.0463) loss_ddf_dn_2: 0.0064 (0.0064) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7720 (0.7956) loss_vfl_aux_0: 0.9012 (0.8995) loss_vfl_aux_1: 0.8660 (0.8870) loss_vfl_aux_2: 0.8363 (0.8507) loss_vfl_aux_3: 0.7880 (0.8111) loss_vfl_aux_4: 0.7850 (0.7950) loss_vfl_dn_0: 0.5140 (0.5110) loss_vfl_dn_1: 0.5099 (0.5120) loss_vfl_dn_2: 0.4872 (0.4974) loss_vfl_dn_3: 0.4780 (0.4875) loss_vfl_dn_4: 0.4756 (0.4835) loss_vfl_dn_5: 0.4767 (0.4838) loss_vfl_dn_pre: 0.5149 (0.5114) loss_vfl_enc_0: 0.8813 (0.8847) loss_vfl_pre: 0.9005 (0.9014) time: 0.7387 data: 0.0283 max mem: 9089 Epoch: [2] [1300/3696] eta: 0:29:52 lr: 0.000013 loss: 37.5440 (37.4816) loss_bbox: 0.2340 (0.2532) loss_bbox_aux_0: 0.2609 (0.2834) loss_bbox_aux_1: 0.2357 (0.2577) loss_bbox_aux_2: 0.2339 (0.2537) loss_bbox_aux_3: 0.2340 (0.2533) loss_bbox_aux_4: 0.2340 (0.2532) loss_bbox_dn_0: 0.3828 (0.3828) loss_bbox_dn_1: 0.2990 (0.3028) loss_bbox_dn_2: 0.2861 (0.2892) loss_bbox_dn_3: 0.2849 (0.2864) loss_bbox_dn_4: 0.2843 (0.2860) loss_bbox_dn_5: 0.2840 (0.2860) loss_bbox_dn_pre: 0.3866 (0.3867) loss_bbox_enc_0: 0.3408 (0.3574) loss_bbox_pre: 0.2620 (0.2835) loss_dfl: 0.9914 (0.9697) loss_fgl_aux_0: 1.0484 (1.0351) loss_fgl_aux_1: 0.9942 (0.9771) loss_fgl_aux_2: 0.9894 (0.9699) loss_fgl_aux_3: 0.9912 (0.9698) loss_fgl_aux_4: 0.9914 (0.9697) loss_fgl_dn_0: 1.1042 (1.1008) loss_fgl_dn_1: 1.0246 (1.0168) loss_fgl_dn_2: 1.0130 (1.0066) loss_fgl_dn_3: 1.0139 (1.0073) loss_fgl_dn_4: 1.0144 (1.0076) loss_fgl_dn_5: 1.0145 (1.0076) loss_giou: 0.6053 (0.6471) loss_giou_aux_0: 0.6516 (0.6917) loss_giou_aux_1: 0.6086 (0.6536) loss_giou_aux_2: 0.6051 (0.6476) loss_giou_aux_3: 0.6051 (0.6470) loss_giou_aux_4: 0.6052 (0.6470) loss_giou_dn_0: 0.7749 (0.7852) loss_giou_dn_1: 0.6443 (0.6533) loss_giou_dn_2: 0.6234 (0.6317) loss_giou_dn_3: 0.6192 (0.6274) loss_giou_dn_4: 0.6183 (0.6267) loss_giou_dn_5: 0.6183 (0.6266) loss_giou_dn_pre: 0.7668 (0.7848) loss_giou_enc_0: 0.7595 (0.7959) loss_giou_pre: 0.6465 (0.6900) loss_ddf_aux_0: 0.1341 (0.1398) loss_ddf_aux_1: 0.0159 (0.0162) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3400 (0.3465) loss_ddf_dn_1: 0.0467 (0.0461) loss_ddf_dn_2: 0.0064 (0.0064) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8077 (0.7963) loss_vfl_aux_0: 0.8937 (0.9000) loss_vfl_aux_1: 0.9052 (0.8873) loss_vfl_aux_2: 0.8751 (0.8510) loss_vfl_aux_3: 0.8357 (0.8117) loss_vfl_aux_4: 0.8196 (0.7958) loss_vfl_dn_0: 0.5140 (0.5111) loss_vfl_dn_1: 0.5057 (0.5118) loss_vfl_dn_2: 0.5016 (0.4973) loss_vfl_dn_3: 0.4892 (0.4874) loss_vfl_dn_4: 0.4850 (0.4834) loss_vfl_dn_5: 0.4865 (0.4838) loss_vfl_dn_pre: 0.5163 (0.5116) loss_vfl_enc_0: 0.9025 (0.8847) loss_vfl_pre: 0.9036 (0.9018) time: 0.7477 data: 0.0315 max mem: 9089 Epoch: [2] [1400/3696] eta: 0:28:33 lr: 0.000013 loss: 37.0005 (37.4684) loss_bbox: 0.2221 (0.2526) loss_bbox_aux_0: 0.2458 (0.2825) loss_bbox_aux_1: 0.2257 (0.2571) loss_bbox_aux_2: 0.2229 (0.2531) loss_bbox_aux_3: 0.2219 (0.2527) loss_bbox_aux_4: 0.2221 (0.2526) loss_bbox_dn_0: 0.3617 (0.3815) loss_bbox_dn_1: 0.2767 (0.3018) loss_bbox_dn_2: 0.2687 (0.2883) loss_bbox_dn_3: 0.2672 (0.2855) loss_bbox_dn_4: 0.2665 (0.2851) loss_bbox_dn_5: 0.2666 (0.2851) loss_bbox_dn_pre: 0.3690 (0.3853) loss_bbox_enc_0: 0.3198 (0.3557) loss_bbox_pre: 0.2441 (0.2826) loss_dfl: 0.9622 (0.9697) loss_fgl_aux_0: 1.0218 (1.0347) loss_fgl_aux_1: 0.9685 (0.9771) loss_fgl_aux_2: 0.9625 (0.9699) loss_fgl_aux_3: 0.9624 (0.9697) loss_fgl_aux_4: 0.9624 (0.9697) loss_fgl_dn_0: 1.1005 (1.1007) loss_fgl_dn_1: 1.0104 (1.0167) loss_fgl_dn_2: 1.0001 (1.0065) loss_fgl_dn_3: 1.0028 (1.0072) loss_fgl_dn_4: 1.0035 (1.0075) loss_fgl_dn_5: 1.0037 (1.0075) loss_giou: 0.6612 (0.6487) loss_giou_aux_0: 0.7068 (0.6931) loss_giou_aux_1: 0.6668 (0.6551) loss_giou_aux_2: 0.6622 (0.6492) loss_giou_aux_3: 0.6610 (0.6486) loss_giou_aux_4: 0.6609 (0.6486) loss_giou_dn_0: 0.7792 (0.7854) loss_giou_dn_1: 0.6475 (0.6536) loss_giou_dn_2: 0.6283 (0.6322) loss_giou_dn_3: 0.6248 (0.6279) loss_giou_dn_4: 0.6245 (0.6272) loss_giou_dn_5: 0.6248 (0.6271) loss_giou_dn_pre: 0.7794 (0.7850) loss_giou_enc_0: 0.8015 (0.7967) loss_giou_pre: 0.7053 (0.6913) loss_ddf_aux_0: 0.1254 (0.1382) loss_ddf_aux_1: 0.0155 (0.0160) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3352 (0.3451) loss_ddf_dn_1: 0.0463 (0.0459) loss_ddf_dn_2: 0.0063 (0.0064) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7803 (0.7953) loss_vfl_aux_0: 0.9164 (0.8991) loss_vfl_aux_1: 0.8867 (0.8863) loss_vfl_aux_2: 0.8491 (0.8499) loss_vfl_aux_3: 0.8052 (0.8107) loss_vfl_aux_4: 0.7811 (0.7946) loss_vfl_dn_0: 0.5120 (0.5110) loss_vfl_dn_1: 0.5082 (0.5116) loss_vfl_dn_2: 0.4895 (0.4970) loss_vfl_dn_3: 0.4857 (0.4871) loss_vfl_dn_4: 0.4832 (0.4832) loss_vfl_dn_5: 0.4859 (0.4836) loss_vfl_dn_pre: 0.5112 (0.5115) loss_vfl_enc_0: 0.9083 (0.8842) loss_vfl_pre: 0.9152 (0.9009) time: 0.7531 data: 0.0278 max mem: 9089 Epoch: [2] [1500/3696] eta: 0:27:18 lr: 0.000013 loss: 37.4089 (37.4616) loss_bbox: 0.2557 (0.2528) loss_bbox_aux_0: 0.2818 (0.2827) loss_bbox_aux_1: 0.2574 (0.2573) loss_bbox_aux_2: 0.2558 (0.2533) loss_bbox_aux_3: 0.2560 (0.2529) loss_bbox_aux_4: 0.2556 (0.2528) loss_bbox_dn_0: 0.3721 (0.3812) loss_bbox_dn_1: 0.2915 (0.3013) loss_bbox_dn_2: 0.2788 (0.2879) loss_bbox_dn_3: 0.2749 (0.2851) loss_bbox_dn_4: 0.2742 (0.2847) loss_bbox_dn_5: 0.2743 (0.2847) loss_bbox_dn_pre: 0.3743 (0.3850) loss_bbox_enc_0: 0.3615 (0.3556) loss_bbox_pre: 0.2822 (0.2828) loss_dfl: 0.9664 (0.9691) loss_fgl_aux_0: 1.0321 (1.0341) loss_fgl_aux_1: 0.9737 (0.9766) loss_fgl_aux_2: 0.9666 (0.9694) loss_fgl_aux_3: 0.9663 (0.9692) loss_fgl_aux_4: 0.9665 (0.9691) loss_fgl_dn_0: 1.0994 (1.1007) loss_fgl_dn_1: 1.0105 (1.0165) loss_fgl_dn_2: 1.0012 (1.0064) loss_fgl_dn_3: 1.0032 (1.0070) loss_fgl_dn_4: 1.0033 (1.0073) loss_fgl_dn_5: 1.0033 (1.0074) loss_giou: 0.6448 (0.6501) loss_giou_aux_0: 0.6833 (0.6943) loss_giou_aux_1: 0.6486 (0.6566) loss_giou_aux_2: 0.6461 (0.6507) loss_giou_aux_3: 0.6451 (0.6501) loss_giou_aux_4: 0.6449 (0.6501) loss_giou_dn_0: 0.7696 (0.7849) loss_giou_dn_1: 0.6423 (0.6532) loss_giou_dn_2: 0.6190 (0.6317) loss_giou_dn_3: 0.6149 (0.6274) loss_giou_dn_4: 0.6139 (0.6267) loss_giou_dn_5: 0.6141 (0.6266) loss_giou_dn_pre: 0.7681 (0.7844) loss_giou_enc_0: 0.7859 (0.7976) loss_giou_pre: 0.6807 (0.6925) loss_ddf_aux_0: 0.1227 (0.1378) loss_ddf_aux_1: 0.0145 (0.0160) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3375 (0.3452) loss_ddf_dn_1: 0.0477 (0.0460) loss_ddf_dn_2: 0.0062 (0.0064) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7623 (0.7945) loss_vfl_aux_0: 0.8870 (0.8984) loss_vfl_aux_1: 0.8668 (0.8854) loss_vfl_aux_2: 0.8409 (0.8491) loss_vfl_aux_3: 0.8010 (0.8098) loss_vfl_aux_4: 0.7694 (0.7938) loss_vfl_dn_0: 0.5110 (0.5110) loss_vfl_dn_1: 0.5037 (0.5113) loss_vfl_dn_2: 0.4915 (0.4966) loss_vfl_dn_3: 0.4796 (0.4868) loss_vfl_dn_4: 0.4726 (0.4828) loss_vfl_dn_5: 0.4725 (0.4832) loss_vfl_dn_pre: 0.5118 (0.5115) loss_vfl_enc_0: 0.8604 (0.8833) loss_vfl_pre: 0.9016 (0.9003) time: 0.7370 data: 0.0262 max mem: 9089 Epoch: [2] [1600/3696] eta: 0:26:03 lr: 0.000013 loss: 37.2082 (37.4481) loss_bbox: 0.2540 (0.2528) loss_bbox_aux_0: 0.2868 (0.2826) loss_bbox_aux_1: 0.2613 (0.2573) loss_bbox_aux_2: 0.2545 (0.2533) loss_bbox_aux_3: 0.2540 (0.2528) loss_bbox_aux_4: 0.2539 (0.2528) loss_bbox_dn_0: 0.3579 (0.3804) loss_bbox_dn_1: 0.2849 (0.3007) loss_bbox_dn_2: 0.2694 (0.2873) loss_bbox_dn_3: 0.2668 (0.2845) loss_bbox_dn_4: 0.2667 (0.2841) loss_bbox_dn_5: 0.2666 (0.2841) loss_bbox_dn_pre: 0.3608 (0.3843) loss_bbox_enc_0: 0.3478 (0.3552) loss_bbox_pre: 0.2863 (0.2827) loss_dfl: 0.9588 (0.9689) loss_fgl_aux_0: 1.0196 (1.0337) loss_fgl_aux_1: 0.9626 (0.9764) loss_fgl_aux_2: 0.9588 (0.9692) loss_fgl_aux_3: 0.9587 (0.9690) loss_fgl_aux_4: 0.9589 (0.9689) loss_fgl_dn_0: 1.0924 (1.1007) loss_fgl_dn_1: 1.0135 (1.0165) loss_fgl_dn_2: 1.0017 (1.0063) loss_fgl_dn_3: 1.0014 (1.0070) loss_fgl_dn_4: 1.0016 (1.0073) loss_fgl_dn_5: 1.0017 (1.0073) loss_giou: 0.6733 (0.6510) loss_giou_aux_0: 0.7174 (0.6951) loss_giou_aux_1: 0.6796 (0.6575) loss_giou_aux_2: 0.6724 (0.6516) loss_giou_aux_3: 0.6727 (0.6510) loss_giou_aux_4: 0.6730 (0.6510) loss_giou_dn_0: 0.7840 (0.7843) loss_giou_dn_1: 0.6598 (0.6529) loss_giou_dn_2: 0.6379 (0.6315) loss_giou_dn_3: 0.6341 (0.6271) loss_giou_dn_4: 0.6337 (0.6264) loss_giou_dn_5: 0.6336 (0.6264) loss_giou_dn_pre: 0.7834 (0.7838) loss_giou_enc_0: 0.8300 (0.7981) loss_giou_pre: 0.7173 (0.6933) loss_ddf_aux_0: 0.1281 (0.1371) loss_ddf_aux_1: 0.0157 (0.0159) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3312 (0.3446) loss_ddf_dn_1: 0.0458 (0.0459) loss_ddf_dn_2: 0.0066 (0.0064) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7537 (0.7936) loss_vfl_aux_0: 0.8486 (0.8971) loss_vfl_aux_1: 0.8490 (0.8845) loss_vfl_aux_2: 0.7944 (0.8482) loss_vfl_aux_3: 0.7775 (0.8090) loss_vfl_aux_4: 0.7546 (0.7930) loss_vfl_dn_0: 0.5095 (0.5109) loss_vfl_dn_1: 0.4982 (0.5111) loss_vfl_dn_2: 0.4857 (0.4964) loss_vfl_dn_3: 0.4808 (0.4866) loss_vfl_dn_4: 0.4735 (0.4826) loss_vfl_dn_5: 0.4720 (0.4829) loss_vfl_dn_pre: 0.5094 (0.5114) loss_vfl_enc_0: 0.8289 (0.8821) loss_vfl_pre: 0.8533 (0.8990) time: 0.7707 data: 0.0355 max mem: 9089 Epoch: [2] [1700/3696] eta: 0:24:49 lr: 0.000013 loss: 37.5966 (37.4344) loss_bbox: 0.2540 (0.2525) loss_bbox_aux_0: 0.2865 (0.2823) loss_bbox_aux_1: 0.2582 (0.2570) loss_bbox_aux_2: 0.2549 (0.2531) loss_bbox_aux_3: 0.2541 (0.2526) loss_bbox_aux_4: 0.2541 (0.2526) loss_bbox_dn_0: 0.3971 (0.3798) loss_bbox_dn_1: 0.3120 (0.3001) loss_bbox_dn_2: 0.2928 (0.2868) loss_bbox_dn_3: 0.2854 (0.2840) loss_bbox_dn_4: 0.2841 (0.2836) loss_bbox_dn_5: 0.2837 (0.2836) loss_bbox_dn_pre: 0.3975 (0.3836) loss_bbox_enc_0: 0.3511 (0.3548) loss_bbox_pre: 0.2857 (0.2824) loss_dfl: 0.9618 (0.9689) loss_fgl_aux_0: 1.0571 (1.0336) loss_fgl_aux_1: 0.9730 (0.9763) loss_fgl_aux_2: 0.9620 (0.9691) loss_fgl_aux_3: 0.9623 (0.9690) loss_fgl_aux_4: 0.9619 (0.9689) loss_fgl_dn_0: 1.0922 (1.1007) loss_fgl_dn_1: 1.0056 (1.0163) loss_fgl_dn_2: 1.0001 (1.0062) loss_fgl_dn_3: 1.0014 (1.0068) loss_fgl_dn_4: 1.0024 (1.0071) loss_fgl_dn_5: 1.0024 (1.0072) loss_giou: 0.6613 (0.6514) loss_giou_aux_0: 0.6928 (0.6954) loss_giou_aux_1: 0.6664 (0.6579) loss_giou_aux_2: 0.6607 (0.6520) loss_giou_aux_3: 0.6610 (0.6514) loss_giou_aux_4: 0.6613 (0.6514) loss_giou_dn_0: 0.7977 (0.7838) loss_giou_dn_1: 0.6552 (0.6524) loss_giou_dn_2: 0.6303 (0.6311) loss_giou_dn_3: 0.6250 (0.6268) loss_giou_dn_4: 0.6229 (0.6261) loss_giou_dn_5: 0.6227 (0.6260) loss_giou_dn_pre: 0.7912 (0.7833) loss_giou_enc_0: 0.7791 (0.7981) loss_giou_pre: 0.6903 (0.6936) loss_ddf_aux_0: 0.1298 (0.1366) loss_ddf_aux_1: 0.0152 (0.0159) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3491 (0.3439) loss_ddf_dn_1: 0.0473 (0.0458) loss_ddf_dn_2: 0.0059 (0.0063) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7901 (0.7933) loss_vfl_aux_0: 0.8999 (0.8965) loss_vfl_aux_1: 0.9019 (0.8838) loss_vfl_aux_2: 0.8629 (0.8479) loss_vfl_aux_3: 0.8256 (0.8089) loss_vfl_aux_4: 0.8042 (0.7929) loss_vfl_dn_0: 0.5114 (0.5109) loss_vfl_dn_1: 0.5149 (0.5109) loss_vfl_dn_2: 0.4922 (0.4961) loss_vfl_dn_3: 0.4858 (0.4863) loss_vfl_dn_4: 0.4821 (0.4823) loss_vfl_dn_5: 0.4829 (0.4827) loss_vfl_dn_pre: 0.5107 (0.5114) loss_vfl_enc_0: 0.8998 (0.8814) loss_vfl_pre: 0.9050 (0.8984) time: 0.7476 data: 0.0336 max mem: 9089 Epoch: [2] [1800/3696] eta: 0:23:34 lr: 0.000013 loss: 36.8505 (37.4081) loss_bbox: 0.2259 (0.2519) loss_bbox_aux_0: 0.2519 (0.2816) loss_bbox_aux_1: 0.2299 (0.2564) loss_bbox_aux_2: 0.2257 (0.2525) loss_bbox_aux_3: 0.2255 (0.2520) loss_bbox_aux_4: 0.2258 (0.2519) loss_bbox_dn_0: 0.3303 (0.3791) loss_bbox_dn_1: 0.2567 (0.2995) loss_bbox_dn_2: 0.2460 (0.2861) loss_bbox_dn_3: 0.2442 (0.2833) loss_bbox_dn_4: 0.2446 (0.2829) loss_bbox_dn_5: 0.2444 (0.2829) loss_bbox_dn_pre: 0.3331 (0.3829) loss_bbox_enc_0: 0.3225 (0.3538) loss_bbox_pre: 0.2518 (0.2816) loss_dfl: 0.9842 (0.9693) loss_fgl_aux_0: 1.0399 (1.0338) loss_fgl_aux_1: 0.9902 (0.9767) loss_fgl_aux_2: 0.9844 (0.9695) loss_fgl_aux_3: 0.9839 (0.9694) loss_fgl_aux_4: 0.9841 (0.9693) loss_fgl_dn_0: 1.0997 (1.1010) loss_fgl_dn_1: 1.0104 (1.0163) loss_fgl_dn_2: 1.0009 (1.0062) loss_fgl_dn_3: 1.0023 (1.0069) loss_fgl_dn_4: 1.0023 (1.0072) loss_fgl_dn_5: 1.0026 (1.0072) loss_giou: 0.6498 (0.6509) loss_giou_aux_0: 0.6864 (0.6946) loss_giou_aux_1: 0.6548 (0.6573) loss_giou_aux_2: 0.6488 (0.6514) loss_giou_aux_3: 0.6500 (0.6508) loss_giou_aux_4: 0.6500 (0.6508) loss_giou_dn_0: 0.7668 (0.7827) loss_giou_dn_1: 0.6339 (0.6514) loss_giou_dn_2: 0.6133 (0.6301) loss_giou_dn_3: 0.6086 (0.6258) loss_giou_dn_4: 0.6078 (0.6251) loss_giou_dn_5: 0.6077 (0.6250) loss_giou_dn_pre: 0.7668 (0.7821) loss_giou_enc_0: 0.7928 (0.7973) loss_giou_pre: 0.6865 (0.6928) loss_ddf_aux_0: 0.1157 (0.1358) loss_ddf_aux_1: 0.0140 (0.0158) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3392 (0.3436) loss_ddf_dn_1: 0.0432 (0.0457) loss_ddf_dn_2: 0.0061 (0.0063) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7574 (0.7930) loss_vfl_aux_0: 0.8591 (0.8958) loss_vfl_aux_1: 0.8540 (0.8832) loss_vfl_aux_2: 0.8086 (0.8475) loss_vfl_aux_3: 0.7789 (0.8085) loss_vfl_aux_4: 0.7520 (0.7926) loss_vfl_dn_0: 0.5065 (0.5111) loss_vfl_dn_1: 0.5026 (0.5106) loss_vfl_dn_2: 0.4852 (0.4959) loss_vfl_dn_3: 0.4733 (0.4860) loss_vfl_dn_4: 0.4705 (0.4821) loss_vfl_dn_5: 0.4734 (0.4825) loss_vfl_dn_pre: 0.5070 (0.5115) loss_vfl_enc_0: 0.8517 (0.8807) loss_vfl_pre: 0.8574 (0.8976) time: 0.7525 data: 0.0325 max mem: 9089 Epoch: [2] [1900/3696] eta: 0:22:22 lr: 0.000013 loss: 37.0726 (37.4000) loss_bbox: 0.2423 (0.2518) loss_bbox_aux_0: 0.2708 (0.2814) loss_bbox_aux_1: 0.2437 (0.2563) loss_bbox_aux_2: 0.2412 (0.2523) loss_bbox_aux_3: 0.2419 (0.2519) loss_bbox_aux_4: 0.2424 (0.2518) loss_bbox_dn_0: 0.3502 (0.3784) loss_bbox_dn_1: 0.2849 (0.2990) loss_bbox_dn_2: 0.2658 (0.2857) loss_bbox_dn_3: 0.2637 (0.2829) loss_bbox_dn_4: 0.2637 (0.2825) loss_bbox_dn_5: 0.2636 (0.2825) loss_bbox_dn_pre: 0.3547 (0.3822) loss_bbox_enc_0: 0.3359 (0.3534) loss_bbox_pre: 0.2709 (0.2814) loss_dfl: 0.9727 (0.9692) loss_fgl_aux_0: 1.0233 (1.0335) loss_fgl_aux_1: 0.9825 (0.9765) loss_fgl_aux_2: 0.9739 (0.9694) loss_fgl_aux_3: 0.9728 (0.9692) loss_fgl_aux_4: 0.9729 (0.9692) loss_fgl_dn_0: 1.1004 (1.1010) loss_fgl_dn_1: 1.0193 (1.0164) loss_fgl_dn_2: 1.0105 (1.0062) loss_fgl_dn_3: 1.0120 (1.0069) loss_fgl_dn_4: 1.0124 (1.0072) loss_fgl_dn_5: 1.0125 (1.0073) loss_giou: 0.6717 (0.6518) loss_giou_aux_0: 0.7047 (0.6955) loss_giou_aux_1: 0.6780 (0.6583) loss_giou_aux_2: 0.6714 (0.6524) loss_giou_aux_3: 0.6714 (0.6518) loss_giou_aux_4: 0.6716 (0.6518) loss_giou_dn_0: 0.7932 (0.7822) loss_giou_dn_1: 0.6584 (0.6512) loss_giou_dn_2: 0.6389 (0.6299) loss_giou_dn_3: 0.6345 (0.6257) loss_giou_dn_4: 0.6333 (0.6249) loss_giou_dn_5: 0.6331 (0.6249) loss_giou_dn_pre: 0.7870 (0.7816) loss_giou_enc_0: 0.8155 (0.7979) loss_giou_pre: 0.7017 (0.6937) loss_ddf_aux_0: 0.1205 (0.1353) loss_ddf_aux_1: 0.0156 (0.0158) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3015 (0.3426) loss_ddf_dn_1: 0.0413 (0.0455) loss_ddf_dn_2: 0.0056 (0.0063) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7866 (0.7924) loss_vfl_aux_0: 0.8861 (0.8952) loss_vfl_aux_1: 0.8665 (0.8826) loss_vfl_aux_2: 0.8318 (0.8469) loss_vfl_aux_3: 0.7955 (0.8079) loss_vfl_aux_4: 0.7780 (0.7920) loss_vfl_dn_0: 0.5082 (0.5111) loss_vfl_dn_1: 0.5029 (0.5105) loss_vfl_dn_2: 0.4919 (0.4958) loss_vfl_dn_3: 0.4822 (0.4859) loss_vfl_dn_4: 0.4807 (0.4820) loss_vfl_dn_5: 0.4797 (0.4823) loss_vfl_dn_pre: 0.5087 (0.5116) loss_vfl_enc_0: 0.8586 (0.8796) loss_vfl_pre: 0.8849 (0.8970) time: 0.7388 data: 0.0311 max mem: 9089 Epoch: [2] [2000/3696] eta: 0:21:08 lr: 0.000013 loss: 36.9844 (37.4025) loss_bbox: 0.2385 (0.2519) loss_bbox_aux_0: 0.2659 (0.2816) loss_bbox_aux_1: 0.2446 (0.2564) loss_bbox_aux_2: 0.2394 (0.2524) loss_bbox_aux_3: 0.2389 (0.2520) loss_bbox_aux_4: 0.2386 (0.2519) loss_bbox_dn_0: 0.3518 (0.3788) loss_bbox_dn_1: 0.2765 (0.2991) loss_bbox_dn_2: 0.2621 (0.2858) loss_bbox_dn_3: 0.2614 (0.2830) loss_bbox_dn_4: 0.2616 (0.2826) loss_bbox_dn_5: 0.2614 (0.2826) loss_bbox_dn_pre: 0.3550 (0.3826) loss_bbox_enc_0: 0.3281 (0.3535) loss_bbox_pre: 0.2628 (0.2816) loss_dfl: 0.9703 (0.9693) loss_fgl_aux_0: 1.0363 (1.0339) loss_fgl_aux_1: 0.9791 (0.9767) loss_fgl_aux_2: 0.9709 (0.9695) loss_fgl_aux_3: 0.9703 (0.9694) loss_fgl_aux_4: 0.9702 (0.9693) loss_fgl_dn_0: 1.1000 (1.1012) loss_fgl_dn_1: 1.0138 (1.0163) loss_fgl_dn_2: 1.0038 (1.0062) loss_fgl_dn_3: 1.0045 (1.0069) loss_fgl_dn_4: 1.0053 (1.0072) loss_fgl_dn_5: 1.0055 (1.0073) loss_giou: 0.6390 (0.6517) loss_giou_aux_0: 0.6803 (0.6955) loss_giou_aux_1: 0.6439 (0.6582) loss_giou_aux_2: 0.6400 (0.6523) loss_giou_aux_3: 0.6392 (0.6517) loss_giou_aux_4: 0.6391 (0.6517) loss_giou_dn_0: 0.7646 (0.7820) loss_giou_dn_1: 0.6397 (0.6509) loss_giou_dn_2: 0.6112 (0.6295) loss_giou_dn_3: 0.6058 (0.6252) loss_giou_dn_4: 0.6058 (0.6245) loss_giou_dn_5: 0.6059 (0.6245) loss_giou_dn_pre: 0.7625 (0.7814) loss_giou_enc_0: 0.7645 (0.7978) loss_giou_pre: 0.6768 (0.6937) loss_ddf_aux_0: 0.1228 (0.1354) loss_ddf_aux_1: 0.0146 (0.0158) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3153 (0.3428) loss_ddf_dn_1: 0.0447 (0.0456) loss_ddf_dn_2: 0.0064 (0.0063) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7847 (0.7928) loss_vfl_aux_0: 0.8739 (0.8953) loss_vfl_aux_1: 0.8623 (0.8830) loss_vfl_aux_2: 0.8110 (0.8473) loss_vfl_aux_3: 0.7885 (0.8082) loss_vfl_aux_4: 0.7742 (0.7925) loss_vfl_dn_0: 0.5095 (0.5110) loss_vfl_dn_1: 0.5052 (0.5104) loss_vfl_dn_2: 0.4933 (0.4958) loss_vfl_dn_3: 0.4829 (0.4858) loss_vfl_dn_4: 0.4794 (0.4819) loss_vfl_dn_5: 0.4787 (0.4823) loss_vfl_dn_pre: 0.5110 (0.5115) loss_vfl_enc_0: 0.8700 (0.8793) loss_vfl_pre: 0.8831 (0.8971) time: 0.7406 data: 0.0309 max mem: 9089 Epoch: [2] [2100/3696] eta: 0:19:57 lr: 0.000013 loss: 37.0399 (37.3902) loss_bbox: 0.2645 (0.2519) loss_bbox_aux_0: 0.2824 (0.2815) loss_bbox_aux_1: 0.2680 (0.2564) loss_bbox_aux_2: 0.2648 (0.2525) loss_bbox_aux_3: 0.2648 (0.2520) loss_bbox_aux_4: 0.2645 (0.2519) loss_bbox_dn_0: 0.3629 (0.3780) loss_bbox_dn_1: 0.2799 (0.2987) loss_bbox_dn_2: 0.2658 (0.2854) loss_bbox_dn_3: 0.2663 (0.2826) loss_bbox_dn_4: 0.2653 (0.2822) loss_bbox_dn_5: 0.2654 (0.2822) loss_bbox_dn_pre: 0.3658 (0.3818) loss_bbox_enc_0: 0.3432 (0.3530) loss_bbox_pre: 0.2820 (0.2815) loss_dfl: 0.9699 (0.9693) loss_fgl_aux_0: 1.0311 (1.0335) loss_fgl_aux_1: 0.9814 (0.9766) loss_fgl_aux_2: 0.9700 (0.9695) loss_fgl_aux_3: 0.9703 (0.9693) loss_fgl_aux_4: 0.9699 (0.9693) loss_fgl_dn_0: 1.1056 (1.1011) loss_fgl_dn_1: 1.0154 (1.0162) loss_fgl_dn_2: 1.0040 (1.0061) loss_fgl_dn_3: 1.0036 (1.0068) loss_fgl_dn_4: 1.0041 (1.0071) loss_fgl_dn_5: 1.0042 (1.0072) loss_giou: 0.6604 (0.6526) loss_giou_aux_0: 0.7026 (0.6963) loss_giou_aux_1: 0.6654 (0.6591) loss_giou_aux_2: 0.6590 (0.6532) loss_giou_aux_3: 0.6602 (0.6526) loss_giou_aux_4: 0.6604 (0.6526) loss_giou_dn_0: 0.7617 (0.7818) loss_giou_dn_1: 0.6245 (0.6509) loss_giou_dn_2: 0.6036 (0.6295) loss_giou_dn_3: 0.5982 (0.6253) loss_giou_dn_4: 0.5969 (0.6246) loss_giou_dn_5: 0.5967 (0.6245) loss_giou_dn_pre: 0.7548 (0.7812) loss_giou_enc_0: 0.7880 (0.7982) loss_giou_pre: 0.7015 (0.6945) loss_ddf_aux_0: 0.1170 (0.1346) loss_ddf_aux_1: 0.0144 (0.0158) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3113 (0.3420) loss_ddf_dn_1: 0.0405 (0.0454) loss_ddf_dn_2: 0.0054 (0.0063) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7457 (0.7919) loss_vfl_aux_0: 0.8558 (0.8938) loss_vfl_aux_1: 0.8419 (0.8816) loss_vfl_aux_2: 0.8064 (0.8460) loss_vfl_aux_3: 0.7689 (0.8072) loss_vfl_aux_4: 0.7552 (0.7916) loss_vfl_dn_0: 0.5129 (0.5109) loss_vfl_dn_1: 0.5037 (0.5101) loss_vfl_dn_2: 0.4905 (0.4955) loss_vfl_dn_3: 0.4854 (0.4856) loss_vfl_dn_4: 0.4816 (0.4816) loss_vfl_dn_5: 0.4809 (0.4820) loss_vfl_dn_pre: 0.5142 (0.5114) loss_vfl_enc_0: 0.8547 (0.8781) loss_vfl_pre: 0.8606 (0.8957) time: 0.7588 data: 0.0314 max mem: 9089 Epoch: [2] [2200/3696] eta: 0:18:44 lr: 0.000013 loss: 36.8215 (37.3739) loss_bbox: 0.2337 (0.2518) loss_bbox_aux_0: 0.2661 (0.2813) loss_bbox_aux_1: 0.2424 (0.2563) loss_bbox_aux_2: 0.2369 (0.2524) loss_bbox_aux_3: 0.2344 (0.2519) loss_bbox_aux_4: 0.2338 (0.2518) loss_bbox_dn_0: 0.3743 (0.3776) loss_bbox_dn_1: 0.2780 (0.2983) loss_bbox_dn_2: 0.2637 (0.2850) loss_bbox_dn_3: 0.2601 (0.2822) loss_bbox_dn_4: 0.2603 (0.2818) loss_bbox_dn_5: 0.2604 (0.2818) loss_bbox_dn_pre: 0.3762 (0.3814) loss_bbox_enc_0: 0.3386 (0.3528) loss_bbox_pre: 0.2635 (0.2813) loss_dfl: 0.9514 (0.9690) loss_fgl_aux_0: 1.0080 (1.0333) loss_fgl_aux_1: 0.9576 (0.9764) loss_fgl_aux_2: 0.9520 (0.9693) loss_fgl_aux_3: 0.9521 (0.9691) loss_fgl_aux_4: 0.9516 (0.9690) loss_fgl_dn_0: 1.0931 (1.1013) loss_fgl_dn_1: 1.0089 (1.0161) loss_fgl_dn_2: 0.9992 (1.0060) loss_fgl_dn_3: 0.9991 (1.0067) loss_fgl_dn_4: 0.9989 (1.0070) loss_fgl_dn_5: 0.9988 (1.0071) loss_giou: 0.6664 (0.6528) loss_giou_aux_0: 0.7141 (0.6965) loss_giou_aux_1: 0.6769 (0.6593) loss_giou_aux_2: 0.6681 (0.6533) loss_giou_aux_3: 0.6665 (0.6527) loss_giou_aux_4: 0.6665 (0.6528) loss_giou_dn_0: 0.7834 (0.7809) loss_giou_dn_1: 0.6569 (0.6501) loss_giou_dn_2: 0.6382 (0.6287) loss_giou_dn_3: 0.6342 (0.6245) loss_giou_dn_4: 0.6334 (0.6238) loss_giou_dn_5: 0.6333 (0.6237) loss_giou_dn_pre: 0.7883 (0.7803) loss_giou_enc_0: 0.8293 (0.7984) loss_giou_pre: 0.7103 (0.6946) loss_ddf_aux_0: 0.1175 (0.1341) loss_ddf_aux_1: 0.0138 (0.0157) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3168 (0.3419) loss_ddf_dn_1: 0.0423 (0.0454) loss_ddf_dn_2: 0.0062 (0.0063) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7766 (0.7914) loss_vfl_aux_0: 0.8611 (0.8932) loss_vfl_aux_1: 0.8538 (0.8809) loss_vfl_aux_2: 0.8179 (0.8453) loss_vfl_aux_3: 0.7896 (0.8068) loss_vfl_aux_4: 0.7773 (0.7911) loss_vfl_dn_0: 0.5071 (0.5110) loss_vfl_dn_1: 0.4976 (0.5099) loss_vfl_dn_2: 0.4821 (0.4953) loss_vfl_dn_3: 0.4771 (0.4853) loss_vfl_dn_4: 0.4677 (0.4814) loss_vfl_dn_5: 0.4697 (0.4817) loss_vfl_dn_pre: 0.5067 (0.5115) loss_vfl_enc_0: 0.8427 (0.8774) loss_vfl_pre: 0.8665 (0.8951) time: 0.7078 data: 0.0254 max mem: 9089 Epoch: [2] [2300/3696] eta: 0:17:28 lr: 0.000013 loss: 36.9478 (37.3623) loss_bbox: 0.2391 (0.2517) loss_bbox_aux_0: 0.2689 (0.2811) loss_bbox_aux_1: 0.2438 (0.2562) loss_bbox_aux_2: 0.2405 (0.2522) loss_bbox_aux_3: 0.2391 (0.2517) loss_bbox_aux_4: 0.2391 (0.2517) loss_bbox_dn_0: 0.3558 (0.3777) loss_bbox_dn_1: 0.2811 (0.2984) loss_bbox_dn_2: 0.2694 (0.2851) loss_bbox_dn_3: 0.2643 (0.2824) loss_bbox_dn_4: 0.2642 (0.2820) loss_bbox_dn_5: 0.2642 (0.2819) loss_bbox_dn_pre: 0.3577 (0.3815) loss_bbox_enc_0: 0.3350 (0.3526) loss_bbox_pre: 0.2672 (0.2811) loss_dfl: 0.9775 (0.9691) loss_fgl_aux_0: 1.0213 (1.0332) loss_fgl_aux_1: 0.9858 (0.9764) loss_fgl_aux_2: 0.9778 (0.9693) loss_fgl_aux_3: 0.9775 (0.9691) loss_fgl_aux_4: 0.9777 (0.9691) loss_fgl_dn_0: 1.1007 (1.1014) loss_fgl_dn_1: 1.0130 (1.0161) loss_fgl_dn_2: 1.0037 (1.0060) loss_fgl_dn_3: 1.0049 (1.0067) loss_fgl_dn_4: 1.0049 (1.0070) loss_fgl_dn_5: 1.0050 (1.0071) loss_giou: 0.6337 (0.6523) loss_giou_aux_0: 0.6715 (0.6959) loss_giou_aux_1: 0.6368 (0.6587) loss_giou_aux_2: 0.6330 (0.6528) loss_giou_aux_3: 0.6338 (0.6522) loss_giou_aux_4: 0.6337 (0.6522) loss_giou_dn_0: 0.7512 (0.7799) loss_giou_dn_1: 0.6319 (0.6492) loss_giou_dn_2: 0.6169 (0.6279) loss_giou_dn_3: 0.6156 (0.6237) loss_giou_dn_4: 0.6132 (0.6229) loss_giou_dn_5: 0.6132 (0.6229) loss_giou_dn_pre: 0.7506 (0.7792) loss_giou_enc_0: 0.7845 (0.7978) loss_giou_pre: 0.6690 (0.6941) loss_ddf_aux_0: 0.1153 (0.1335) loss_ddf_aux_1: 0.0146 (0.0157) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2940 (0.3411) loss_ddf_dn_1: 0.0389 (0.0453) loss_ddf_dn_2: 0.0052 (0.0063) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7883 (0.7917) loss_vfl_aux_0: 0.9067 (0.8933) loss_vfl_aux_1: 0.8690 (0.8809) loss_vfl_aux_2: 0.8381 (0.8456) loss_vfl_aux_3: 0.7965 (0.8070) loss_vfl_aux_4: 0.7890 (0.7915) loss_vfl_dn_0: 0.5134 (0.5111) loss_vfl_dn_1: 0.5118 (0.5098) loss_vfl_dn_2: 0.4924 (0.4952) loss_vfl_dn_3: 0.4820 (0.4852) loss_vfl_dn_4: 0.4807 (0.4813) loss_vfl_dn_5: 0.4821 (0.4816) loss_vfl_dn_pre: 0.5140 (0.5116) loss_vfl_enc_0: 0.8733 (0.8774) loss_vfl_pre: 0.9098 (0.8952) time: 0.7160 data: 0.0249 max mem: 9089 Epoch: [2] [2400/3696] eta: 0:16:11 lr: 0.000013 loss: 37.2638 (37.3535) loss_bbox: 0.2461 (0.2517) loss_bbox_aux_0: 0.2891 (0.2811) loss_bbox_aux_1: 0.2530 (0.2562) loss_bbox_aux_2: 0.2472 (0.2522) loss_bbox_aux_3: 0.2460 (0.2517) loss_bbox_aux_4: 0.2460 (0.2517) loss_bbox_dn_0: 0.3920 (0.3775) loss_bbox_dn_1: 0.3066 (0.2982) loss_bbox_dn_2: 0.2908 (0.2850) loss_bbox_dn_3: 0.2840 (0.2822) loss_bbox_dn_4: 0.2836 (0.2818) loss_bbox_dn_5: 0.2835 (0.2818) loss_bbox_dn_pre: 0.3900 (0.3813) loss_bbox_enc_0: 0.3548 (0.3523) loss_bbox_pre: 0.2893 (0.2811) loss_dfl: 0.9567 (0.9692) loss_fgl_aux_0: 1.0239 (1.0331) loss_fgl_aux_1: 0.9626 (0.9765) loss_fgl_aux_2: 0.9558 (0.9694) loss_fgl_aux_3: 0.9566 (0.9692) loss_fgl_aux_4: 0.9566 (0.9692) loss_fgl_dn_0: 1.0980 (1.1014) loss_fgl_dn_1: 1.0098 (1.0161) loss_fgl_dn_2: 1.0002 (1.0060) loss_fgl_dn_3: 1.0009 (1.0067) loss_fgl_dn_4: 1.0009 (1.0070) loss_fgl_dn_5: 1.0010 (1.0071) loss_giou: 0.6953 (0.6525) loss_giou_aux_0: 0.7311 (0.6961) loss_giou_aux_1: 0.7024 (0.6590) loss_giou_aux_2: 0.6968 (0.6530) loss_giou_aux_3: 0.6951 (0.6524) loss_giou_aux_4: 0.6952 (0.6524) loss_giou_dn_0: 0.7562 (0.7792) loss_giou_dn_1: 0.6298 (0.6486) loss_giou_dn_2: 0.6097 (0.6273) loss_giou_dn_3: 0.6006 (0.6231) loss_giou_dn_4: 0.5991 (0.6224) loss_giou_dn_5: 0.5992 (0.6223) loss_giou_dn_pre: 0.7551 (0.7785) loss_giou_enc_0: 0.8235 (0.7978) loss_giou_pre: 0.7268 (0.6943) loss_ddf_aux_0: 0.1247 (0.1328) loss_ddf_aux_1: 0.0151 (0.0156) loss_ddf_aux_2: 0.0018 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3413 (0.3403) loss_ddf_dn_1: 0.0437 (0.0452) loss_ddf_dn_2: 0.0060 (0.0063) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7668 (0.7915) loss_vfl_aux_0: 0.8964 (0.8928) loss_vfl_aux_1: 0.8674 (0.8804) loss_vfl_aux_2: 0.8402 (0.8453) loss_vfl_aux_3: 0.7867 (0.8068) loss_vfl_aux_4: 0.7679 (0.7913) loss_vfl_dn_0: 0.5139 (0.5112) loss_vfl_dn_1: 0.5135 (0.5097) loss_vfl_dn_2: 0.4941 (0.4950) loss_vfl_dn_3: 0.4805 (0.4850) loss_vfl_dn_4: 0.4805 (0.4811) loss_vfl_dn_5: 0.4761 (0.4814) loss_vfl_dn_pre: 0.5148 (0.5117) loss_vfl_enc_0: 0.8567 (0.8770) loss_vfl_pre: 0.8976 (0.8947) time: 0.7016 data: 0.0200 max mem: 9094 Epoch: [2] [2500/3696] eta: 0:14:56 lr: 0.000013 loss: 36.7685 (37.3475) loss_bbox: 0.2465 (0.2520) loss_bbox_aux_0: 0.2734 (0.2814) loss_bbox_aux_1: 0.2500 (0.2566) loss_bbox_aux_2: 0.2482 (0.2526) loss_bbox_aux_3: 0.2465 (0.2521) loss_bbox_aux_4: 0.2466 (0.2520) loss_bbox_dn_0: 0.3709 (0.3777) loss_bbox_dn_1: 0.2874 (0.2983) loss_bbox_dn_2: 0.2729 (0.2851) loss_bbox_dn_3: 0.2711 (0.2823) loss_bbox_dn_4: 0.2709 (0.2820) loss_bbox_dn_5: 0.2708 (0.2819) loss_bbox_dn_pre: 0.3728 (0.3815) loss_bbox_enc_0: 0.3364 (0.3527) loss_bbox_pre: 0.2738 (0.2814) loss_dfl: 0.9701 (0.9691) loss_fgl_aux_0: 1.0158 (1.0330) loss_fgl_aux_1: 0.9766 (0.9764) loss_fgl_aux_2: 0.9702 (0.9693) loss_fgl_aux_3: 0.9706 (0.9691) loss_fgl_aux_4: 0.9701 (0.9691) loss_fgl_dn_0: 1.1063 (1.1016) loss_fgl_dn_1: 1.0140 (1.0161) loss_fgl_dn_2: 1.0059 (1.0059) loss_fgl_dn_3: 1.0068 (1.0066) loss_fgl_dn_4: 1.0070 (1.0070) loss_fgl_dn_5: 1.0069 (1.0070) loss_giou: 0.6379 (0.6522) loss_giou_aux_0: 0.6825 (0.6957) loss_giou_aux_1: 0.6441 (0.6587) loss_giou_aux_2: 0.6384 (0.6527) loss_giou_aux_3: 0.6372 (0.6521) loss_giou_aux_4: 0.6378 (0.6521) loss_giou_dn_0: 0.7575 (0.7782) loss_giou_dn_1: 0.6310 (0.6477) loss_giou_dn_2: 0.6128 (0.6264) loss_giou_dn_3: 0.6118 (0.6222) loss_giou_dn_4: 0.6120 (0.6215) loss_giou_dn_5: 0.6121 (0.6215) loss_giou_dn_pre: 0.7576 (0.7775) loss_giou_enc_0: 0.7611 (0.7973) loss_giou_pre: 0.6781 (0.6939) loss_ddf_aux_0: 0.1177 (0.1326) loss_ddf_aux_1: 0.0143 (0.0156) loss_ddf_aux_2: 0.0019 (0.0017) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3170 (0.3399) loss_ddf_dn_1: 0.0404 (0.0451) loss_ddf_dn_2: 0.0059 (0.0063) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8066 (0.7916) loss_vfl_aux_0: 0.8816 (0.8928) loss_vfl_aux_1: 0.8667 (0.8802) loss_vfl_aux_2: 0.8217 (0.8453) loss_vfl_aux_3: 0.8066 (0.8070) loss_vfl_aux_4: 0.8079 (0.7914) loss_vfl_dn_0: 0.5040 (0.5113) loss_vfl_dn_1: 0.4964 (0.5097) loss_vfl_dn_2: 0.4792 (0.4951) loss_vfl_dn_3: 0.4728 (0.4851) loss_vfl_dn_4: 0.4702 (0.4811) loss_vfl_dn_5: 0.4700 (0.4815) loss_vfl_dn_pre: 0.5045 (0.5118) loss_vfl_enc_0: 0.8843 (0.8769) loss_vfl_pre: 0.8860 (0.8947) time: 0.7307 data: 0.0339 max mem: 9094 Epoch: [2] [2600/3696] eta: 0:13:41 lr: 0.000013 loss: 36.7770 (37.3354) loss_bbox: 0.2472 (0.2519) loss_bbox_aux_0: 0.2727 (0.2812) loss_bbox_aux_1: 0.2505 (0.2564) loss_bbox_aux_2: 0.2480 (0.2525) loss_bbox_aux_3: 0.2473 (0.2520) loss_bbox_aux_4: 0.2472 (0.2519) loss_bbox_dn_0: 0.3436 (0.3778) loss_bbox_dn_1: 0.2732 (0.2983) loss_bbox_dn_2: 0.2600 (0.2851) loss_bbox_dn_3: 0.2549 (0.2823) loss_bbox_dn_4: 0.2536 (0.2820) loss_bbox_dn_5: 0.2535 (0.2819) loss_bbox_dn_pre: 0.3477 (0.3816) loss_bbox_enc_0: 0.3387 (0.3524) loss_bbox_pre: 0.2709 (0.2812) loss_dfl: 0.9741 (0.9691) loss_fgl_aux_0: 1.0381 (1.0330) loss_fgl_aux_1: 0.9803 (0.9764) loss_fgl_aux_2: 0.9738 (0.9693) loss_fgl_aux_3: 0.9741 (0.9691) loss_fgl_aux_4: 0.9740 (0.9691) loss_fgl_dn_0: 1.1027 (1.1016) loss_fgl_dn_1: 1.0158 (1.0159) loss_fgl_dn_2: 1.0058 (1.0058) loss_fgl_dn_3: 1.0075 (1.0065) loss_fgl_dn_4: 1.0078 (1.0068) loss_fgl_dn_5: 1.0078 (1.0069) loss_giou: 0.6655 (0.6519) loss_giou_aux_0: 0.7041 (0.6954) loss_giou_aux_1: 0.6726 (0.6584) loss_giou_aux_2: 0.6662 (0.6525) loss_giou_aux_3: 0.6652 (0.6519) loss_giou_aux_4: 0.6655 (0.6519) loss_giou_dn_0: 0.7599 (0.7775) loss_giou_dn_1: 0.6363 (0.6470) loss_giou_dn_2: 0.6166 (0.6258) loss_giou_dn_3: 0.6116 (0.6215) loss_giou_dn_4: 0.6107 (0.6208) loss_giou_dn_5: 0.6107 (0.6208) loss_giou_dn_pre: 0.7618 (0.7768) loss_giou_enc_0: 0.8039 (0.7970) loss_giou_pre: 0.6992 (0.6935) loss_ddf_aux_0: 0.1270 (0.1322) loss_ddf_aux_1: 0.0153 (0.0156) loss_ddf_aux_2: 0.0017 (0.0017) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3358 (0.3395) loss_ddf_dn_1: 0.0422 (0.0449) loss_ddf_dn_2: 0.0061 (0.0063) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7598 (0.7915) loss_vfl_aux_0: 0.8628 (0.8927) loss_vfl_aux_1: 0.8555 (0.8800) loss_vfl_aux_2: 0.7916 (0.8451) loss_vfl_aux_3: 0.7637 (0.8066) loss_vfl_aux_4: 0.7518 (0.7912) loss_vfl_dn_0: 0.5070 (0.5113) loss_vfl_dn_1: 0.5079 (0.5096) loss_vfl_dn_2: 0.4886 (0.4949) loss_vfl_dn_3: 0.4769 (0.4849) loss_vfl_dn_4: 0.4689 (0.4810) loss_vfl_dn_5: 0.4682 (0.4813) loss_vfl_dn_pre: 0.5082 (0.5118) loss_vfl_enc_0: 0.8381 (0.8768) loss_vfl_pre: 0.8638 (0.8946) time: 0.7316 data: 0.0299 max mem: 9094 Epoch: [2] [2700/3696] eta: 0:12:26 lr: 0.000013 loss: 37.2433 (37.3197) loss_bbox: 0.2345 (0.2516) loss_bbox_aux_0: 0.2614 (0.2808) loss_bbox_aux_1: 0.2387 (0.2562) loss_bbox_aux_2: 0.2346 (0.2522) loss_bbox_aux_3: 0.2346 (0.2517) loss_bbox_aux_4: 0.2345 (0.2517) loss_bbox_dn_0: 0.3536 (0.3770) loss_bbox_dn_1: 0.2835 (0.2977) loss_bbox_dn_2: 0.2722 (0.2845) loss_bbox_dn_3: 0.2671 (0.2818) loss_bbox_dn_4: 0.2658 (0.2814) loss_bbox_dn_5: 0.2653 (0.2814) loss_bbox_dn_pre: 0.3583 (0.3809) loss_bbox_enc_0: 0.3188 (0.3518) loss_bbox_pre: 0.2638 (0.2808) loss_dfl: 0.9581 (0.9690) loss_fgl_aux_0: 1.0100 (1.0328) loss_fgl_aux_1: 0.9671 (0.9764) loss_fgl_aux_2: 0.9585 (0.9692) loss_fgl_aux_3: 0.9580 (0.9691) loss_fgl_aux_4: 0.9580 (0.9690) loss_fgl_dn_0: 1.0955 (1.1017) loss_fgl_dn_1: 1.0083 (1.0158) loss_fgl_dn_2: 0.9980 (1.0057) loss_fgl_dn_3: 0.9999 (1.0064) loss_fgl_dn_4: 1.0001 (1.0067) loss_fgl_dn_5: 1.0002 (1.0068) loss_giou: 0.6654 (0.6522) loss_giou_aux_0: 0.6982 (0.6955) loss_giou_aux_1: 0.6713 (0.6586) loss_giou_aux_2: 0.6658 (0.6527) loss_giou_aux_3: 0.6655 (0.6521) loss_giou_aux_4: 0.6654 (0.6521) loss_giou_dn_0: 0.7768 (0.7768) loss_giou_dn_1: 0.6556 (0.6466) loss_giou_dn_2: 0.6427 (0.6253) loss_giou_dn_3: 0.6417 (0.6211) loss_giou_dn_4: 0.6417 (0.6204) loss_giou_dn_5: 0.6419 (0.6203) loss_giou_dn_pre: 0.7766 (0.7761) loss_giou_enc_0: 0.8031 (0.7969) loss_giou_pre: 0.6969 (0.6937) loss_ddf_aux_0: 0.1261 (0.1318) loss_ddf_aux_1: 0.0158 (0.0156) loss_ddf_aux_2: 0.0016 (0.0017) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3160 (0.3389) loss_ddf_dn_1: 0.0397 (0.0448) loss_ddf_dn_2: 0.0055 (0.0063) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7844 (0.7912) loss_vfl_aux_0: 0.8827 (0.8922) loss_vfl_aux_1: 0.8808 (0.8794) loss_vfl_aux_2: 0.8186 (0.8446) loss_vfl_aux_3: 0.7954 (0.8064) loss_vfl_aux_4: 0.7849 (0.7910) loss_vfl_dn_0: 0.5099 (0.5114) loss_vfl_dn_1: 0.5027 (0.5094) loss_vfl_dn_2: 0.4983 (0.4948) loss_vfl_dn_3: 0.4866 (0.4848) loss_vfl_dn_4: 0.4825 (0.4809) loss_vfl_dn_5: 0.4819 (0.4812) loss_vfl_dn_pre: 0.5090 (0.5119) loss_vfl_enc_0: 0.8418 (0.8761) loss_vfl_pre: 0.8796 (0.8941) time: 0.7426 data: 0.0298 max mem: 9094 Epoch: [2] [2800/3696] eta: 0:11:11 lr: 0.000013 loss: 36.8443 (37.3023) loss_bbox: 0.2184 (0.2513) loss_bbox_aux_0: 0.2555 (0.2803) loss_bbox_aux_1: 0.2272 (0.2558) loss_bbox_aux_2: 0.2188 (0.2518) loss_bbox_aux_3: 0.2185 (0.2513) loss_bbox_aux_4: 0.2184 (0.2513) loss_bbox_dn_0: 0.3524 (0.3761) loss_bbox_dn_1: 0.2763 (0.2969) loss_bbox_dn_2: 0.2657 (0.2837) loss_bbox_dn_3: 0.2644 (0.2810) loss_bbox_dn_4: 0.2642 (0.2806) loss_bbox_dn_5: 0.2641 (0.2806) loss_bbox_dn_pre: 0.3542 (0.3800) loss_bbox_enc_0: 0.3343 (0.3510) loss_bbox_pre: 0.2564 (0.2803) loss_dfl: 0.9607 (0.9690) loss_fgl_aux_0: 1.0147 (1.0325) loss_fgl_aux_1: 0.9687 (0.9763) loss_fgl_aux_2: 0.9596 (0.9692) loss_fgl_aux_3: 0.9604 (0.9690) loss_fgl_aux_4: 0.9608 (0.9690) loss_fgl_dn_0: 1.0812 (1.1016) loss_fgl_dn_1: 0.9957 (1.0157) loss_fgl_dn_2: 0.9881 (1.0056) loss_fgl_dn_3: 0.9895 (1.0063) loss_fgl_dn_4: 0.9898 (1.0066) loss_fgl_dn_5: 0.9900 (1.0067) loss_giou: 0.6822 (0.6527) loss_giou_aux_0: 0.7254 (0.6959) loss_giou_aux_1: 0.6890 (0.6592) loss_giou_aux_2: 0.6822 (0.6533) loss_giou_aux_3: 0.6822 (0.6527) loss_giou_aux_4: 0.6823 (0.6527) loss_giou_dn_0: 0.7929 (0.7765) loss_giou_dn_1: 0.6587 (0.6464) loss_giou_dn_2: 0.6406 (0.6252) loss_giou_dn_3: 0.6354 (0.6210) loss_giou_dn_4: 0.6342 (0.6203) loss_giou_dn_5: 0.6340 (0.6202) loss_giou_dn_pre: 0.7921 (0.7759) loss_giou_enc_0: 0.8290 (0.7972) loss_giou_pre: 0.7232 (0.6941) loss_ddf_aux_0: 0.1134 (0.1312) loss_ddf_aux_1: 0.0135 (0.0155) loss_ddf_aux_2: 0.0014 (0.0017) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3066 (0.3381) loss_ddf_dn_1: 0.0391 (0.0446) loss_ddf_dn_2: 0.0053 (0.0062) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7748 (0.7905) loss_vfl_aux_0: 0.8541 (0.8913) loss_vfl_aux_1: 0.8401 (0.8784) loss_vfl_aux_2: 0.8156 (0.8437) loss_vfl_aux_3: 0.7906 (0.8056) loss_vfl_aux_4: 0.7706 (0.7903) loss_vfl_dn_0: 0.5009 (0.5113) loss_vfl_dn_1: 0.4988 (0.5091) loss_vfl_dn_2: 0.4875 (0.4945) loss_vfl_dn_3: 0.4746 (0.4845) loss_vfl_dn_4: 0.4723 (0.4806) loss_vfl_dn_5: 0.4692 (0.4809) loss_vfl_dn_pre: 0.5019 (0.5118) loss_vfl_enc_0: 0.8408 (0.8753) loss_vfl_pre: 0.8529 (0.8931) time: 0.7520 data: 0.0316 max mem: 9094 Epoch: [2] [2900/3696] eta: 0:09:56 lr: 0.000013 loss: 36.4004 (37.2879) loss_bbox: 0.2396 (0.2509) loss_bbox_aux_0: 0.2667 (0.2798) loss_bbox_aux_1: 0.2417 (0.2554) loss_bbox_aux_2: 0.2397 (0.2515) loss_bbox_aux_3: 0.2402 (0.2510) loss_bbox_aux_4: 0.2396 (0.2509) loss_bbox_dn_0: 0.3709 (0.3757) loss_bbox_dn_1: 0.2909 (0.2965) loss_bbox_dn_2: 0.2816 (0.2833) loss_bbox_dn_3: 0.2808 (0.2805) loss_bbox_dn_4: 0.2795 (0.2802) loss_bbox_dn_5: 0.2792 (0.2801) loss_bbox_dn_pre: 0.3778 (0.3795) loss_bbox_enc_0: 0.3402 (0.3501) loss_bbox_pre: 0.2663 (0.2799) loss_dfl: 0.9760 (0.9690) loss_fgl_aux_0: 1.0470 (1.0324) loss_fgl_aux_1: 0.9842 (0.9763) loss_fgl_aux_2: 0.9759 (0.9692) loss_fgl_aux_3: 0.9760 (0.9690) loss_fgl_aux_4: 0.9760 (0.9690) loss_fgl_dn_0: 1.1148 (1.1015) loss_fgl_dn_1: 1.0132 (1.0155) loss_fgl_dn_2: 0.9990 (1.0054) loss_fgl_dn_3: 1.0001 (1.0061) loss_fgl_dn_4: 1.0004 (1.0064) loss_fgl_dn_5: 1.0003 (1.0065) loss_giou: 0.5911 (0.6529) loss_giou_aux_0: 0.6440 (0.6960) loss_giou_aux_1: 0.5954 (0.6594) loss_giou_aux_2: 0.5925 (0.6535) loss_giou_aux_3: 0.5908 (0.6529) loss_giou_aux_4: 0.5910 (0.6529) loss_giou_dn_0: 0.7437 (0.7764) loss_giou_dn_1: 0.5988 (0.6463) loss_giou_dn_2: 0.5814 (0.6250) loss_giou_dn_3: 0.5788 (0.6208) loss_giou_dn_4: 0.5792 (0.6201) loss_giou_dn_5: 0.5790 (0.6201) loss_giou_dn_pre: 0.7449 (0.7757) loss_giou_enc_0: 0.7420 (0.7969) loss_giou_pre: 0.6398 (0.6942) loss_ddf_aux_0: 0.1111 (0.1307) loss_ddf_aux_1: 0.0136 (0.0155) loss_ddf_aux_2: 0.0017 (0.0017) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3186 (0.3378) loss_ddf_dn_1: 0.0394 (0.0446) loss_ddf_dn_2: 0.0061 (0.0062) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8011 (0.7901) loss_vfl_aux_0: 0.9053 (0.8909) loss_vfl_aux_1: 0.9150 (0.8780) loss_vfl_aux_2: 0.8444 (0.8432) loss_vfl_aux_3: 0.8140 (0.8051) loss_vfl_aux_4: 0.7961 (0.7899) loss_vfl_dn_0: 0.5235 (0.5112) loss_vfl_dn_1: 0.5013 (0.5088) loss_vfl_dn_2: 0.4847 (0.4943) loss_vfl_dn_3: 0.4747 (0.4843) loss_vfl_dn_4: 0.4686 (0.4803) loss_vfl_dn_5: 0.4700 (0.4806) loss_vfl_dn_pre: 0.5228 (0.5117) loss_vfl_enc_0: 0.8870 (0.8746) loss_vfl_pre: 0.9086 (0.8928) time: 0.7419 data: 0.0250 max mem: 9094 Epoch: [2] [3000/3696] eta: 0:08:41 lr: 0.000013 loss: 37.3874 (37.2780) loss_bbox: 0.2494 (0.2507) loss_bbox_aux_0: 0.2790 (0.2796) loss_bbox_aux_1: 0.2526 (0.2552) loss_bbox_aux_2: 0.2501 (0.2513) loss_bbox_aux_3: 0.2498 (0.2508) loss_bbox_aux_4: 0.2495 (0.2507) loss_bbox_dn_0: 0.3727 (0.3755) loss_bbox_dn_1: 0.2981 (0.2963) loss_bbox_dn_2: 0.2805 (0.2831) loss_bbox_dn_3: 0.2800 (0.2804) loss_bbox_dn_4: 0.2792 (0.2800) loss_bbox_dn_5: 0.2793 (0.2800) loss_bbox_dn_pre: 0.3764 (0.3793) loss_bbox_enc_0: 0.3535 (0.3497) loss_bbox_pre: 0.2804 (0.2796) loss_dfl: 0.9781 (0.9692) loss_fgl_aux_0: 1.0244 (1.0326) loss_fgl_aux_1: 0.9817 (0.9765) loss_fgl_aux_2: 0.9786 (0.9694) loss_fgl_aux_3: 0.9779 (0.9693) loss_fgl_aux_4: 0.9781 (0.9692) loss_fgl_dn_0: 1.0963 (1.1017) loss_fgl_dn_1: 1.0174 (1.0155) loss_fgl_dn_2: 1.0091 (1.0054) loss_fgl_dn_3: 1.0123 (1.0061) loss_fgl_dn_4: 1.0131 (1.0064) loss_fgl_dn_5: 1.0131 (1.0065) loss_giou: 0.6617 (0.6525) loss_giou_aux_0: 0.7090 (0.6956) loss_giou_aux_1: 0.6662 (0.6590) loss_giou_aux_2: 0.6616 (0.6531) loss_giou_aux_3: 0.6619 (0.6525) loss_giou_aux_4: 0.6619 (0.6525) loss_giou_dn_0: 0.7929 (0.7757) loss_giou_dn_1: 0.6550 (0.6457) loss_giou_dn_2: 0.6304 (0.6245) loss_giou_dn_3: 0.6240 (0.6203) loss_giou_dn_4: 0.6223 (0.6196) loss_giou_dn_5: 0.6224 (0.6195) loss_giou_dn_pre: 0.7896 (0.7750) loss_giou_enc_0: 0.7917 (0.7963) loss_giou_pre: 0.7059 (0.6937) loss_ddf_aux_0: 0.1381 (0.1306) loss_ddf_aux_1: 0.0161 (0.0155) loss_ddf_aux_2: 0.0015 (0.0017) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3007 (0.3374) loss_ddf_dn_1: 0.0404 (0.0445) loss_ddf_dn_2: 0.0052 (0.0062) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7828 (0.7902) loss_vfl_aux_0: 0.8662 (0.8910) loss_vfl_aux_1: 0.8705 (0.8781) loss_vfl_aux_2: 0.8372 (0.8434) loss_vfl_aux_3: 0.8060 (0.8053) loss_vfl_aux_4: 0.7885 (0.7900) loss_vfl_dn_0: 0.5114 (0.5112) loss_vfl_dn_1: 0.5110 (0.5087) loss_vfl_dn_2: 0.4950 (0.4942) loss_vfl_dn_3: 0.4850 (0.4841) loss_vfl_dn_4: 0.4854 (0.4802) loss_vfl_dn_5: 0.4859 (0.4805) loss_vfl_dn_pre: 0.5121 (0.5118) loss_vfl_enc_0: 0.8340 (0.8742) loss_vfl_pre: 0.8689 (0.8928) time: 0.7094 data: 0.0259 max mem: 9094 Epoch: [2] [3100/3696] eta: 0:07:26 lr: 0.000013 loss: 36.8457 (37.2743) loss_bbox: 0.2478 (0.2508) loss_bbox_aux_0: 0.2597 (0.2797) loss_bbox_aux_1: 0.2487 (0.2553) loss_bbox_aux_2: 0.2467 (0.2513) loss_bbox_aux_3: 0.2479 (0.2509) loss_bbox_aux_4: 0.2477 (0.2508) loss_bbox_dn_0: 0.3345 (0.3754) loss_bbox_dn_1: 0.2675 (0.2962) loss_bbox_dn_2: 0.2594 (0.2830) loss_bbox_dn_3: 0.2591 (0.2803) loss_bbox_dn_4: 0.2592 (0.2799) loss_bbox_dn_5: 0.2592 (0.2799) loss_bbox_dn_pre: 0.3333 (0.3792) loss_bbox_enc_0: 0.3377 (0.3497) loss_bbox_pre: 0.2593 (0.2797) loss_dfl: 0.9834 (0.9689) loss_fgl_aux_0: 1.0273 (1.0324) loss_fgl_aux_1: 0.9882 (0.9763) loss_fgl_aux_2: 0.9832 (0.9692) loss_fgl_aux_3: 0.9836 (0.9690) loss_fgl_aux_4: 0.9835 (0.9689) loss_fgl_dn_0: 1.0925 (1.1017) loss_fgl_dn_1: 1.0117 (1.0154) loss_fgl_dn_2: 1.0006 (1.0053) loss_fgl_dn_3: 1.0014 (1.0060) loss_fgl_dn_4: 1.0018 (1.0063) loss_fgl_dn_5: 1.0018 (1.0064) loss_giou: 0.6558 (0.6529) loss_giou_aux_0: 0.6999 (0.6960) loss_giou_aux_1: 0.6644 (0.6594) loss_giou_aux_2: 0.6573 (0.6535) loss_giou_aux_3: 0.6563 (0.6528) loss_giou_aux_4: 0.6560 (0.6529) loss_giou_dn_0: 0.7573 (0.7756) loss_giou_dn_1: 0.6235 (0.6456) loss_giou_dn_2: 0.6006 (0.6244) loss_giou_dn_3: 0.5939 (0.6202) loss_giou_dn_4: 0.5931 (0.6195) loss_giou_dn_5: 0.5929 (0.6194) loss_giou_dn_pre: 0.7652 (0.7749) loss_giou_enc_0: 0.7925 (0.7965) loss_giou_pre: 0.6986 (0.6941) loss_ddf_aux_0: 0.1246 (0.1307) loss_ddf_aux_1: 0.0151 (0.0155) loss_ddf_aux_2: 0.0015 (0.0017) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3228 (0.3373) loss_ddf_dn_1: 0.0414 (0.0445) loss_ddf_dn_2: 0.0060 (0.0062) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7601 (0.7899) loss_vfl_aux_0: 0.8379 (0.8904) loss_vfl_aux_1: 0.8553 (0.8778) loss_vfl_aux_2: 0.8246 (0.8431) loss_vfl_aux_3: 0.7894 (0.8049) loss_vfl_aux_4: 0.7644 (0.7897) loss_vfl_dn_0: 0.5100 (0.5112) loss_vfl_dn_1: 0.5043 (0.5086) loss_vfl_dn_2: 0.4917 (0.4941) loss_vfl_dn_3: 0.4785 (0.4840) loss_vfl_dn_4: 0.4734 (0.4801) loss_vfl_dn_5: 0.4726 (0.4804) loss_vfl_dn_pre: 0.5103 (0.5117) loss_vfl_enc_0: 0.8143 (0.8736) loss_vfl_pre: 0.8403 (0.8923) time: 0.7491 data: 0.0314 max mem: 9094 Epoch: [2] [3200/3696] eta: 0:06:11 lr: 0.000013 loss: 36.5990 (37.2674) loss_bbox: 0.2451 (0.2508) loss_bbox_aux_0: 0.2676 (0.2796) loss_bbox_aux_1: 0.2472 (0.2553) loss_bbox_aux_2: 0.2445 (0.2513) loss_bbox_aux_3: 0.2453 (0.2509) loss_bbox_aux_4: 0.2451 (0.2508) loss_bbox_dn_0: 0.3578 (0.3753) loss_bbox_dn_1: 0.2827 (0.2962) loss_bbox_dn_2: 0.2682 (0.2830) loss_bbox_dn_3: 0.2646 (0.2803) loss_bbox_dn_4: 0.2640 (0.2799) loss_bbox_dn_5: 0.2640 (0.2799) loss_bbox_dn_pre: 0.3617 (0.3791) loss_bbox_enc_0: 0.3434 (0.3495) loss_bbox_pre: 0.2686 (0.2796) loss_dfl: 0.9695 (0.9691) loss_fgl_aux_0: 1.0324 (1.0325) loss_fgl_aux_1: 0.9779 (0.9764) loss_fgl_aux_2: 0.9697 (0.9693) loss_fgl_aux_3: 0.9696 (0.9691) loss_fgl_aux_4: 0.9695 (0.9691) loss_fgl_dn_0: 1.1056 (1.1017) loss_fgl_dn_1: 1.0131 (1.0153) loss_fgl_dn_2: 1.0015 (1.0052) loss_fgl_dn_3: 1.0027 (1.0059) loss_fgl_dn_4: 1.0035 (1.0063) loss_fgl_dn_5: 1.0036 (1.0063) loss_giou: 0.6416 (0.6527) loss_giou_aux_0: 0.6800 (0.6958) loss_giou_aux_1: 0.6466 (0.6592) loss_giou_aux_2: 0.6414 (0.6533) loss_giou_aux_3: 0.6415 (0.6527) loss_giou_aux_4: 0.6415 (0.6527) loss_giou_dn_0: 0.7472 (0.7750) loss_giou_dn_1: 0.6195 (0.6452) loss_giou_dn_2: 0.6018 (0.6240) loss_giou_dn_3: 0.5979 (0.6198) loss_giou_dn_4: 0.5978 (0.6191) loss_giou_dn_5: 0.5979 (0.6191) loss_giou_dn_pre: 0.7452 (0.7743) loss_giou_enc_0: 0.7678 (0.7962) loss_giou_pre: 0.6810 (0.6939) loss_ddf_aux_0: 0.1248 (0.1305) loss_ddf_aux_1: 0.0144 (0.0154) loss_ddf_aux_2: 0.0018 (0.0017) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3346 (0.3369) loss_ddf_dn_1: 0.0417 (0.0445) loss_ddf_dn_2: 0.0061 (0.0062) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7656 (0.7898) loss_vfl_aux_0: 0.8414 (0.8902) loss_vfl_aux_1: 0.8423 (0.8776) loss_vfl_aux_2: 0.8022 (0.8429) loss_vfl_aux_3: 0.7908 (0.8048) loss_vfl_aux_4: 0.7667 (0.7896) loss_vfl_dn_0: 0.5156 (0.5113) loss_vfl_dn_1: 0.5034 (0.5085) loss_vfl_dn_2: 0.4871 (0.4939) loss_vfl_dn_3: 0.4734 (0.4839) loss_vfl_dn_4: 0.4717 (0.4800) loss_vfl_dn_5: 0.4693 (0.4803) loss_vfl_dn_pre: 0.5158 (0.5118) loss_vfl_enc_0: 0.8478 (0.8734) loss_vfl_pre: 0.8446 (0.8921) time: 0.7595 data: 0.0302 max mem: 9094 Epoch: [2] [3300/3696] eta: 0:04:57 lr: 0.000013 loss: 36.6077 (37.2601) loss_bbox: 0.2549 (0.2507) loss_bbox_aux_0: 0.2734 (0.2796) loss_bbox_aux_1: 0.2561 (0.2552) loss_bbox_aux_2: 0.2532 (0.2513) loss_bbox_aux_3: 0.2545 (0.2508) loss_bbox_aux_4: 0.2549 (0.2507) loss_bbox_dn_0: 0.3729 (0.3752) loss_bbox_dn_1: 0.2937 (0.2962) loss_bbox_dn_2: 0.2857 (0.2830) loss_bbox_dn_3: 0.2828 (0.2803) loss_bbox_dn_4: 0.2824 (0.2799) loss_bbox_dn_5: 0.2823 (0.2799) loss_bbox_dn_pre: 0.3759 (0.3790) loss_bbox_enc_0: 0.3367 (0.3493) loss_bbox_pre: 0.2741 (0.2796) loss_dfl: 0.9704 (0.9691) loss_fgl_aux_0: 1.0373 (1.0326) loss_fgl_aux_1: 0.9754 (0.9764) loss_fgl_aux_2: 0.9693 (0.9693) loss_fgl_aux_3: 0.9703 (0.9692) loss_fgl_aux_4: 0.9705 (0.9691) loss_fgl_dn_0: 1.1115 (1.1018) loss_fgl_dn_1: 1.0192 (1.0153) loss_fgl_dn_2: 1.0132 (1.0051) loss_fgl_dn_3: 1.0133 (1.0059) loss_fgl_dn_4: 1.0131 (1.0062) loss_fgl_dn_5: 1.0131 (1.0062) loss_giou: 0.6242 (0.6526) loss_giou_aux_0: 0.6721 (0.6957) loss_giou_aux_1: 0.6343 (0.6591) loss_giou_aux_2: 0.6236 (0.6532) loss_giou_aux_3: 0.6243 (0.6526) loss_giou_aux_4: 0.6240 (0.6526) loss_giou_dn_0: 0.7534 (0.7746) loss_giou_dn_1: 0.6207 (0.6448) loss_giou_dn_2: 0.5977 (0.6237) loss_giou_dn_3: 0.5952 (0.6194) loss_giou_dn_4: 0.5955 (0.6187) loss_giou_dn_5: 0.5954 (0.6187) loss_giou_dn_pre: 0.7512 (0.7738) loss_giou_enc_0: 0.7672 (0.7960) loss_giou_pre: 0.6708 (0.6938) loss_ddf_aux_0: 0.1132 (0.1303) loss_ddf_aux_1: 0.0135 (0.0154) loss_ddf_aux_2: 0.0016 (0.0017) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3088 (0.3366) loss_ddf_dn_1: 0.0411 (0.0444) loss_ddf_dn_2: 0.0055 (0.0062) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7831 (0.7897) loss_vfl_aux_0: 0.8784 (0.8900) loss_vfl_aux_1: 0.8601 (0.8774) loss_vfl_aux_2: 0.8369 (0.8428) loss_vfl_aux_3: 0.7966 (0.8047) loss_vfl_aux_4: 0.7847 (0.7895) loss_vfl_dn_0: 0.5116 (0.5114) loss_vfl_dn_1: 0.5085 (0.5084) loss_vfl_dn_2: 0.4932 (0.4938) loss_vfl_dn_3: 0.4767 (0.4837) loss_vfl_dn_4: 0.4702 (0.4799) loss_vfl_dn_5: 0.4731 (0.4801) loss_vfl_dn_pre: 0.5122 (0.5119) loss_vfl_enc_0: 0.8513 (0.8730) loss_vfl_pre: 0.8779 (0.8918) time: 0.8614 data: 0.0216 max mem: 9094 Epoch: [2] [3400/3696] eta: 0:03:42 lr: 0.000013 loss: 36.6940 (37.2487) loss_bbox: 0.2472 (0.2506) loss_bbox_aux_0: 0.2900 (0.2794) loss_bbox_aux_1: 0.2515 (0.2551) loss_bbox_aux_2: 0.2486 (0.2512) loss_bbox_aux_3: 0.2477 (0.2507) loss_bbox_aux_4: 0.2472 (0.2507) loss_bbox_dn_0: 0.4029 (0.3749) loss_bbox_dn_1: 0.3088 (0.2959) loss_bbox_dn_2: 0.2935 (0.2828) loss_bbox_dn_3: 0.2916 (0.2801) loss_bbox_dn_4: 0.2920 (0.2797) loss_bbox_dn_5: 0.2923 (0.2797) loss_bbox_dn_pre: 0.4052 (0.3787) loss_bbox_enc_0: 0.3487 (0.3492) loss_bbox_pre: 0.2862 (0.2794) loss_dfl: 0.9662 (0.9692) loss_fgl_aux_0: 1.0377 (1.0327) loss_fgl_aux_1: 0.9717 (0.9765) loss_fgl_aux_2: 0.9672 (0.9694) loss_fgl_aux_3: 0.9662 (0.9692) loss_fgl_aux_4: 0.9660 (0.9692) loss_fgl_dn_0: 1.1148 (1.1020) loss_fgl_dn_1: 1.0066 (1.0153) loss_fgl_dn_2: 0.9959 (1.0051) loss_fgl_dn_3: 0.9973 (1.0059) loss_fgl_dn_4: 0.9978 (1.0062) loss_fgl_dn_5: 0.9978 (1.0062) loss_giou: 0.6064 (0.6524) loss_giou_aux_0: 0.6464 (0.6954) loss_giou_aux_1: 0.6114 (0.6589) loss_giou_aux_2: 0.6026 (0.6530) loss_giou_aux_3: 0.6064 (0.6524) loss_giou_aux_4: 0.6063 (0.6524) loss_giou_dn_0: 0.7371 (0.7737) loss_giou_dn_1: 0.6156 (0.6442) loss_giou_dn_2: 0.5944 (0.6231) loss_giou_dn_3: 0.5899 (0.6189) loss_giou_dn_4: 0.5887 (0.6182) loss_giou_dn_5: 0.5885 (0.6181) loss_giou_dn_pre: 0.7354 (0.7729) loss_giou_enc_0: 0.7651 (0.7957) loss_giou_pre: 0.6422 (0.6935) loss_ddf_aux_0: 0.1242 (0.1301) loss_ddf_aux_1: 0.0138 (0.0154) loss_ddf_aux_2: 0.0016 (0.0017) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3246 (0.3361) loss_ddf_dn_1: 0.0412 (0.0442) loss_ddf_dn_2: 0.0055 (0.0062) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7849 (0.7896) loss_vfl_aux_0: 0.8966 (0.8899) loss_vfl_aux_1: 0.8857 (0.8772) loss_vfl_aux_2: 0.8573 (0.8426) loss_vfl_aux_3: 0.8124 (0.8046) loss_vfl_aux_4: 0.7948 (0.7894) loss_vfl_dn_0: 0.5235 (0.5115) loss_vfl_dn_1: 0.5052 (0.5082) loss_vfl_dn_2: 0.4924 (0.4937) loss_vfl_dn_3: 0.4795 (0.4836) loss_vfl_dn_4: 0.4766 (0.4797) loss_vfl_dn_5: 0.4763 (0.4799) loss_vfl_dn_pre: 0.5239 (0.5120) loss_vfl_enc_0: 0.8839 (0.8727) loss_vfl_pre: 0.9039 (0.8918) time: 0.7388 data: 0.0289 max mem: 9094 Epoch: [2] [3500/3696] eta: 0:02:26 lr: 0.000013 loss: 36.8643 (37.2350) loss_bbox: 0.2478 (0.2505) loss_bbox_aux_0: 0.2713 (0.2793) loss_bbox_aux_1: 0.2507 (0.2550) loss_bbox_aux_2: 0.2492 (0.2511) loss_bbox_aux_3: 0.2480 (0.2506) loss_bbox_aux_4: 0.2480 (0.2505) loss_bbox_dn_0: 0.3619 (0.3744) loss_bbox_dn_1: 0.2800 (0.2955) loss_bbox_dn_2: 0.2666 (0.2824) loss_bbox_dn_3: 0.2623 (0.2797) loss_bbox_dn_4: 0.2614 (0.2793) loss_bbox_dn_5: 0.2617 (0.2793) loss_bbox_dn_pre: 0.3732 (0.3782) loss_bbox_enc_0: 0.3348 (0.3489) loss_bbox_pre: 0.2709 (0.2793) loss_dfl: 0.9805 (0.9691) loss_fgl_aux_0: 1.0412 (1.0326) loss_fgl_aux_1: 0.9868 (0.9764) loss_fgl_aux_2: 0.9812 (0.9693) loss_fgl_aux_3: 0.9804 (0.9692) loss_fgl_aux_4: 0.9805 (0.9691) loss_fgl_dn_0: 1.1035 (1.1020) loss_fgl_dn_1: 1.0073 (1.0152) loss_fgl_dn_2: 0.9992 (1.0051) loss_fgl_dn_3: 0.9988 (1.0058) loss_fgl_dn_4: 0.9996 (1.0061) loss_fgl_dn_5: 0.9996 (1.0062) loss_giou: 0.6321 (0.6524) loss_giou_aux_0: 0.6631 (0.6953) loss_giou_aux_1: 0.6358 (0.6589) loss_giou_aux_2: 0.6314 (0.6531) loss_giou_aux_3: 0.6317 (0.6524) loss_giou_aux_4: 0.6321 (0.6524) loss_giou_dn_0: 0.7393 (0.7731) loss_giou_dn_1: 0.6267 (0.6437) loss_giou_dn_2: 0.6099 (0.6226) loss_giou_dn_3: 0.6063 (0.6184) loss_giou_dn_4: 0.6064 (0.6177) loss_giou_dn_5: 0.6066 (0.6177) loss_giou_dn_pre: 0.7393 (0.7723) loss_giou_enc_0: 0.7623 (0.7955) loss_giou_pre: 0.6614 (0.6934) loss_ddf_aux_0: 0.1131 (0.1297) loss_ddf_aux_1: 0.0135 (0.0153) loss_ddf_aux_2: 0.0018 (0.0017) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3028 (0.3355) loss_ddf_dn_1: 0.0387 (0.0441) loss_ddf_dn_2: 0.0054 (0.0062) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7913 (0.7893) loss_vfl_aux_0: 0.8776 (0.8895) loss_vfl_aux_1: 0.8738 (0.8766) loss_vfl_aux_2: 0.8796 (0.8422) loss_vfl_aux_3: 0.8053 (0.8043) loss_vfl_aux_4: 0.7957 (0.7891) loss_vfl_dn_0: 0.5120 (0.5115) loss_vfl_dn_1: 0.5004 (0.5081) loss_vfl_dn_2: 0.4876 (0.4935) loss_vfl_dn_3: 0.4725 (0.4834) loss_vfl_dn_4: 0.4686 (0.4795) loss_vfl_dn_5: 0.4697 (0.4797) loss_vfl_dn_pre: 0.5127 (0.5120) loss_vfl_enc_0: 0.8757 (0.8724) loss_vfl_pre: 0.8795 (0.8913) time: 0.7447 data: 0.0309 max mem: 9094 Epoch: [2] [3600/3696] eta: 0:01:11 lr: 0.000013 loss: 36.9761 (37.2257) loss_bbox: 0.2559 (0.2507) loss_bbox_aux_0: 0.2828 (0.2795) loss_bbox_aux_1: 0.2613 (0.2552) loss_bbox_aux_2: 0.2568 (0.2513) loss_bbox_aux_3: 0.2562 (0.2508) loss_bbox_aux_4: 0.2559 (0.2507) loss_bbox_dn_0: 0.3430 (0.3743) loss_bbox_dn_1: 0.2679 (0.2954) loss_bbox_dn_2: 0.2524 (0.2823) loss_bbox_dn_3: 0.2482 (0.2796) loss_bbox_dn_4: 0.2473 (0.2792) loss_bbox_dn_5: 0.2473 (0.2792) loss_bbox_dn_pre: 0.3482 (0.3782) loss_bbox_enc_0: 0.3436 (0.3491) loss_bbox_pre: 0.2855 (0.2795) loss_dfl: 0.9481 (0.9690) loss_fgl_aux_0: 1.0098 (1.0325) loss_fgl_aux_1: 0.9538 (0.9763) loss_fgl_aux_2: 0.9479 (0.9692) loss_fgl_aux_3: 0.9480 (0.9691) loss_fgl_aux_4: 0.9480 (0.9691) loss_fgl_dn_0: 1.0972 (1.1021) loss_fgl_dn_1: 1.0060 (1.0151) loss_fgl_dn_2: 1.0010 (1.0050) loss_fgl_dn_3: 1.0024 (1.0058) loss_fgl_dn_4: 1.0020 (1.0061) loss_fgl_dn_5: 1.0021 (1.0062) loss_giou: 0.6987 (0.6525) loss_giou_aux_0: 0.7327 (0.6953) loss_giou_aux_1: 0.7026 (0.6589) loss_giou_aux_2: 0.6977 (0.6531) loss_giou_aux_3: 0.6982 (0.6524) loss_giou_aux_4: 0.6986 (0.6524) loss_giou_dn_0: 0.7800 (0.7726) loss_giou_dn_1: 0.6587 (0.6432) loss_giou_dn_2: 0.6273 (0.6221) loss_giou_dn_3: 0.6220 (0.6179) loss_giou_dn_4: 0.6213 (0.6172) loss_giou_dn_5: 0.6215 (0.6172) loss_giou_dn_pre: 0.7775 (0.7718) loss_giou_enc_0: 0.8358 (0.7953) loss_giou_pre: 0.7299 (0.6934) loss_ddf_aux_0: 0.1136 (0.1295) loss_ddf_aux_1: 0.0126 (0.0153) loss_ddf_aux_2: 0.0016 (0.0017) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3314 (0.3353) loss_ddf_dn_1: 0.0447 (0.0440) loss_ddf_dn_2: 0.0058 (0.0062) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7297 (0.7886) loss_vfl_aux_0: 0.8313 (0.8890) loss_vfl_aux_1: 0.8154 (0.8760) loss_vfl_aux_2: 0.7969 (0.8416) loss_vfl_aux_3: 0.7642 (0.8036) loss_vfl_aux_4: 0.7390 (0.7884) loss_vfl_dn_0: 0.5066 (0.5115) loss_vfl_dn_1: 0.5015 (0.5079) loss_vfl_dn_2: 0.4829 (0.4933) loss_vfl_dn_3: 0.4770 (0.4832) loss_vfl_dn_4: 0.4716 (0.4793) loss_vfl_dn_5: 0.4689 (0.4795) loss_vfl_dn_pre: 0.5073 (0.5120) loss_vfl_enc_0: 0.8267 (0.8718) loss_vfl_pre: 0.8391 (0.8909) time: 0.7224 data: 0.0266 max mem: 9094 Epoch: [2] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 36.4778 (37.2164) loss_bbox: 0.2498 (0.2505) loss_bbox_aux_0: 0.2775 (0.2793) loss_bbox_aux_1: 0.2558 (0.2550) loss_bbox_aux_2: 0.2511 (0.2511) loss_bbox_aux_3: 0.2498 (0.2506) loss_bbox_aux_4: 0.2497 (0.2506) loss_bbox_dn_0: 0.3421 (0.3739) loss_bbox_dn_1: 0.2661 (0.2951) loss_bbox_dn_2: 0.2535 (0.2820) loss_bbox_dn_3: 0.2524 (0.2792) loss_bbox_dn_4: 0.2527 (0.2789) loss_bbox_dn_5: 0.2528 (0.2789) loss_bbox_dn_pre: 0.3480 (0.3777) loss_bbox_enc_0: 0.3470 (0.3489) loss_bbox_pre: 0.2759 (0.2793) loss_dfl: 0.9616 (0.9689) loss_fgl_aux_0: 1.0322 (1.0324) loss_fgl_aux_1: 0.9712 (0.9762) loss_fgl_aux_2: 0.9625 (0.9691) loss_fgl_aux_3: 0.9617 (0.9690) loss_fgl_aux_4: 0.9618 (0.9689) loss_fgl_dn_0: 1.1055 (1.1021) loss_fgl_dn_1: 1.0084 (1.0150) loss_fgl_dn_2: 0.9981 (1.0050) loss_fgl_dn_3: 0.9989 (1.0057) loss_fgl_dn_4: 0.9996 (1.0060) loss_fgl_dn_5: 0.9997 (1.0061) loss_giou: 0.6126 (0.6528) loss_giou_aux_0: 0.6546 (0.6957) loss_giou_aux_1: 0.6234 (0.6593) loss_giou_aux_2: 0.6146 (0.6535) loss_giou_aux_3: 0.6134 (0.6528) loss_giou_aux_4: 0.6126 (0.6528) loss_giou_dn_0: 0.7425 (0.7724) loss_giou_dn_1: 0.6178 (0.6431) loss_giou_dn_2: 0.5971 (0.6220) loss_giou_dn_3: 0.5929 (0.6178) loss_giou_dn_4: 0.5914 (0.6172) loss_giou_dn_5: 0.5913 (0.6171) loss_giou_dn_pre: 0.7385 (0.7716) loss_giou_enc_0: 0.7517 (0.7957) loss_giou_pre: 0.6522 (0.6938) loss_ddf_aux_0: 0.1169 (0.1294) loss_ddf_aux_1: 0.0138 (0.0153) loss_ddf_aux_2: 0.0016 (0.0017) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3088 (0.3348) loss_ddf_dn_1: 0.0385 (0.0440) loss_ddf_dn_2: 0.0045 (0.0062) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7794 (0.7882) loss_vfl_aux_0: 0.8658 (0.8883) loss_vfl_aux_1: 0.8434 (0.8752) loss_vfl_aux_2: 0.8349 (0.8410) loss_vfl_aux_3: 0.8014 (0.8031) loss_vfl_aux_4: 0.7859 (0.7880) loss_vfl_dn_0: 0.5132 (0.5114) loss_vfl_dn_1: 0.5087 (0.5077) loss_vfl_dn_2: 0.4908 (0.4932) loss_vfl_dn_3: 0.4743 (0.4830) loss_vfl_dn_4: 0.4748 (0.4791) loss_vfl_dn_5: 0.4744 (0.4793) loss_vfl_dn_pre: 0.5145 (0.5120) loss_vfl_enc_0: 0.8577 (0.8712) loss_vfl_pre: 0.8674 (0.8902) time: 0.7428 data: 0.0266 max mem: 9094 Epoch: [2] Total time: 0:46:10 (0.7496 s / it) Averaged stats: lr: 0.000013 loss: 36.4778 (37.2164) loss_bbox: 0.2498 (0.2505) loss_bbox_aux_0: 0.2775 (0.2793) loss_bbox_aux_1: 0.2558 (0.2550) loss_bbox_aux_2: 0.2511 (0.2511) loss_bbox_aux_3: 0.2498 (0.2506) loss_bbox_aux_4: 0.2497 (0.2506) loss_bbox_dn_0: 0.3421 (0.3739) loss_bbox_dn_1: 0.2661 (0.2951) loss_bbox_dn_2: 0.2535 (0.2820) loss_bbox_dn_3: 0.2524 (0.2792) loss_bbox_dn_4: 0.2527 (0.2789) loss_bbox_dn_5: 0.2528 (0.2789) loss_bbox_dn_pre: 0.3480 (0.3777) loss_bbox_enc_0: 0.3470 (0.3489) loss_bbox_pre: 0.2759 (0.2793) loss_dfl: 0.9616 (0.9689) loss_fgl_aux_0: 1.0322 (1.0324) loss_fgl_aux_1: 0.9712 (0.9762) loss_fgl_aux_2: 0.9625 (0.9691) loss_fgl_aux_3: 0.9617 (0.9690) loss_fgl_aux_4: 0.9618 (0.9689) loss_fgl_dn_0: 1.1055 (1.1021) loss_fgl_dn_1: 1.0084 (1.0150) loss_fgl_dn_2: 0.9981 (1.0050) loss_fgl_dn_3: 0.9989 (1.0057) loss_fgl_dn_4: 0.9996 (1.0060) loss_fgl_dn_5: 0.9997 (1.0061) loss_giou: 0.6126 (0.6528) loss_giou_aux_0: 0.6546 (0.6957) loss_giou_aux_1: 0.6234 (0.6593) loss_giou_aux_2: 0.6146 (0.6535) loss_giou_aux_3: 0.6134 (0.6528) loss_giou_aux_4: 0.6126 (0.6528) loss_giou_dn_0: 0.7425 (0.7724) loss_giou_dn_1: 0.6178 (0.6431) loss_giou_dn_2: 0.5971 (0.6220) loss_giou_dn_3: 0.5929 (0.6178) loss_giou_dn_4: 0.5914 (0.6172) loss_giou_dn_5: 0.5913 (0.6171) loss_giou_dn_pre: 0.7385 (0.7716) loss_giou_enc_0: 0.7517 (0.7957) loss_giou_pre: 0.6522 (0.6938) loss_ddf_aux_0: 0.1169 (0.1294) loss_ddf_aux_1: 0.0138 (0.0153) loss_ddf_aux_2: 0.0016 (0.0017) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3088 (0.3348) loss_ddf_dn_1: 0.0385 (0.0440) loss_ddf_dn_2: 0.0045 (0.0062) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7794 (0.7882) loss_vfl_aux_0: 0.8658 (0.8883) loss_vfl_aux_1: 0.8434 (0.8752) loss_vfl_aux_2: 0.8349 (0.8410) loss_vfl_aux_3: 0.8014 (0.8031) loss_vfl_aux_4: 0.7859 (0.7880) loss_vfl_dn_0: 0.5132 (0.5114) loss_vfl_dn_1: 0.5087 (0.5077) loss_vfl_dn_2: 0.4908 (0.4932) loss_vfl_dn_3: 0.4743 (0.4830) loss_vfl_dn_4: 0.4748 (0.4791) loss_vfl_dn_5: 0.4744 (0.4793) loss_vfl_dn_pre: 0.5145 (0.5120) loss_vfl_enc_0: 0.8577 (0.8712) loss_vfl_pre: 0.8674 (0.8902) Test: [ 0/79] eta: 0:03:02 time: 2.3050 data: 1.7468 max mem: 9094 Test: [10/79] eta: 0:00:52 time: 0.7598 data: 0.2226 max mem: 9094 Test: [20/79] eta: 0:00:40 time: 0.6071 data: 0.0685 max mem: 9094 Test: [30/79] eta: 0:00:32 time: 0.6175 data: 0.0663 max mem: 9094 Test: [40/79] eta: 0:00:28 time: 0.7659 data: 0.0688 max mem: 9094 Test: [50/79] eta: 0:00:20 time: 0.7647 data: 0.0744 max mem: 9094 Test: [60/79] eta: 0:00:13 time: 0.6135 data: 0.0699 max mem: 9094 Test: [70/79] eta: 0:00:06 time: 0.6027 data: 0.0634 max mem: 9094 Test: [78/79] eta: 0:00:00 time: 0.6717 data: 0.0627 max mem: 9094 Test: Total time: 0:00:54 (0.6913 s / it) Averaged stats: Accumulating evaluation results... DONE (t=22.31s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.430 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.591 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.467 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.229 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.476 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.608 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.351 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.579 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.652 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.422 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.713 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.853 best_stat: {'epoch': 2, 'coco_eval_bbox': 0.43047576260889103} Epoch: [3] [ 0/3696] eta: 3:06:10 lr: 0.000013 loss: 38.2781 (38.2781) loss_bbox: 0.2557 (0.2557) loss_bbox_aux_0: 0.2814 (0.2814) loss_bbox_aux_1: 0.2594 (0.2594) loss_bbox_aux_2: 0.2564 (0.2564) loss_bbox_aux_3: 0.2558 (0.2558) loss_bbox_aux_4: 0.2558 (0.2558) loss_bbox_dn_0: 0.3856 (0.3856) loss_bbox_dn_1: 0.3177 (0.3177) loss_bbox_dn_2: 0.3056 (0.3056) loss_bbox_dn_3: 0.3031 (0.3031) loss_bbox_dn_4: 0.3024 (0.3024) loss_bbox_dn_5: 0.3021 (0.3021) loss_bbox_dn_pre: 0.3884 (0.3884) loss_bbox_enc_0: 0.3501 (0.3501) loss_bbox_pre: 0.2826 (0.2826) loss_dfl: 0.9295 (0.9295) loss_fgl_aux_0: 0.9960 (0.9960) loss_fgl_aux_1: 0.9347 (0.9347) loss_fgl_aux_2: 0.9291 (0.9291) loss_fgl_aux_3: 0.9295 (0.9295) loss_fgl_aux_4: 0.9295 (0.9295) loss_fgl_dn_0: 1.0710 (1.0710) loss_fgl_dn_1: 0.9955 (0.9955) loss_fgl_dn_2: 0.9875 (0.9875) loss_fgl_dn_3: 0.9890 (0.9890) loss_fgl_dn_4: 0.9899 (0.9899) loss_fgl_dn_5: 0.9899 (0.9899) loss_giou: 0.7691 (0.7691) loss_giou_aux_0: 0.8066 (0.8066) loss_giou_aux_1: 0.7753 (0.7753) loss_giou_aux_2: 0.7705 (0.7705) loss_giou_aux_3: 0.7696 (0.7696) loss_giou_aux_4: 0.7692 (0.7692) loss_giou_dn_0: 0.8543 (0.8543) loss_giou_dn_1: 0.7382 (0.7382) loss_giou_dn_2: 0.7163 (0.7163) loss_giou_dn_3: 0.7117 (0.7117) loss_giou_dn_4: 0.7103 (0.7103) loss_giou_dn_5: 0.7104 (0.7104) loss_giou_dn_pre: 0.8572 (0.8572) loss_giou_enc_0: 0.8979 (0.8979) loss_giou_pre: 0.8038 (0.8038) loss_ddf_aux_0: 0.1366 (0.1366) loss_ddf_aux_1: 0.0145 (0.0145) loss_ddf_aux_2: 0.0017 (0.0017) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2871 (0.2871) loss_ddf_dn_1: 0.0378 (0.0378) loss_ddf_dn_2: 0.0045 (0.0045) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7491 (0.7491) loss_vfl_aux_0: 0.8367 (0.8367) loss_vfl_aux_1: 0.8444 (0.8444) loss_vfl_aux_2: 0.8043 (0.8043) loss_vfl_aux_3: 0.7577 (0.7577) loss_vfl_aux_4: 0.7434 (0.7434) loss_vfl_dn_0: 0.5169 (0.5169) loss_vfl_dn_1: 0.5273 (0.5273) loss_vfl_dn_2: 0.5172 (0.5172) loss_vfl_dn_3: 0.5024 (0.5024) loss_vfl_dn_4: 0.4949 (0.4949) loss_vfl_dn_5: 0.4968 (0.4968) loss_vfl_dn_pre: 0.5162 (0.5162) loss_vfl_enc_0: 0.8077 (0.8077) loss_vfl_pre: 0.8462 (0.8462) time: 3.0223 data: 1.6045 max mem: 9094 Epoch: [3] [ 100/3696] eta: 0:45:07 lr: 0.000013 loss: 36.3003 (36.7480) loss_bbox: 0.2426 (0.2420) loss_bbox_aux_0: 0.2609 (0.2724) loss_bbox_aux_1: 0.2462 (0.2468) loss_bbox_aux_2: 0.2441 (0.2428) loss_bbox_aux_3: 0.2431 (0.2421) loss_bbox_aux_4: 0.2426 (0.2420) loss_bbox_dn_0: 0.3535 (0.3636) loss_bbox_dn_1: 0.2595 (0.2851) loss_bbox_dn_2: 0.2460 (0.2718) loss_bbox_dn_3: 0.2415 (0.2689) loss_bbox_dn_4: 0.2405 (0.2685) loss_bbox_dn_5: 0.2406 (0.2685) loss_bbox_dn_pre: 0.3594 (0.3673) loss_bbox_enc_0: 0.3247 (0.3377) loss_bbox_pre: 0.2597 (0.2723) loss_dfl: 0.9631 (0.9656) loss_fgl_aux_0: 1.0379 (1.0323) loss_fgl_aux_1: 0.9734 (0.9724) loss_fgl_aux_2: 0.9627 (0.9657) loss_fgl_aux_3: 0.9630 (0.9656) loss_fgl_aux_4: 0.9630 (0.9656) loss_fgl_dn_0: 1.1027 (1.1022) loss_fgl_dn_1: 1.0043 (1.0083) loss_fgl_dn_2: 0.9958 (0.9990) loss_fgl_dn_3: 0.9969 (1.0000) loss_fgl_dn_4: 0.9975 (1.0004) loss_fgl_dn_5: 0.9975 (1.0005) loss_giou: 0.6108 (0.6472) loss_giou_aux_0: 0.6523 (0.6904) loss_giou_aux_1: 0.6130 (0.6538) loss_giou_aux_2: 0.6093 (0.6479) loss_giou_aux_3: 0.6102 (0.6472) loss_giou_aux_4: 0.6109 (0.6471) loss_giou_dn_0: 0.7282 (0.7527) loss_giou_dn_1: 0.5933 (0.6274) loss_giou_dn_2: 0.5708 (0.6065) loss_giou_dn_3: 0.5667 (0.6019) loss_giou_dn_4: 0.5665 (0.6011) loss_giou_dn_5: 0.5665 (0.6011) loss_giou_dn_pre: 0.7263 (0.7513) loss_giou_enc_0: 0.7588 (0.7875) loss_giou_pre: 0.6468 (0.6886) loss_ddf_aux_0: 0.1209 (0.1292) loss_ddf_aux_1: 0.0143 (0.0148) loss_ddf_aux_2: 0.0017 (0.0018) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3388 (0.3193) loss_ddf_dn_1: 0.0431 (0.0414) loss_ddf_dn_2: 0.0060 (0.0058) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7849 (0.7797) loss_vfl_aux_0: 0.8629 (0.8817) loss_vfl_aux_1: 0.8572 (0.8632) loss_vfl_aux_2: 0.8224 (0.8340) loss_vfl_aux_3: 0.7970 (0.7937) loss_vfl_aux_4: 0.7791 (0.7795) loss_vfl_dn_0: 0.5135 (0.5137) loss_vfl_dn_1: 0.5021 (0.5019) loss_vfl_dn_2: 0.4872 (0.4881) loss_vfl_dn_3: 0.4715 (0.4772) loss_vfl_dn_4: 0.4665 (0.4731) loss_vfl_dn_5: 0.4677 (0.4724) loss_vfl_dn_pre: 0.5152 (0.5144) loss_vfl_enc_0: 0.8696 (0.8570) loss_vfl_pre: 0.8650 (0.8841) time: 0.7481 data: 0.0285 max mem: 9094 Epoch: [3] [ 200/3696] eta: 0:45:20 lr: 0.000013 loss: 36.8212 (36.7849) loss_bbox: 0.2356 (0.2449) loss_bbox_aux_0: 0.2687 (0.2743) loss_bbox_aux_1: 0.2434 (0.2496) loss_bbox_aux_2: 0.2364 (0.2455) loss_bbox_aux_3: 0.2355 (0.2449) loss_bbox_aux_4: 0.2355 (0.2449) loss_bbox_dn_0: 0.3272 (0.3643) loss_bbox_dn_1: 0.2670 (0.2870) loss_bbox_dn_2: 0.2602 (0.2741) loss_bbox_dn_3: 0.2607 (0.2712) loss_bbox_dn_4: 0.2602 (0.2708) loss_bbox_dn_5: 0.2602 (0.2707) loss_bbox_dn_pre: 0.3273 (0.3681) loss_bbox_enc_0: 0.3261 (0.3421) loss_bbox_pre: 0.2689 (0.2744) loss_dfl: 0.9620 (0.9670) loss_fgl_aux_0: 1.0292 (1.0324) loss_fgl_aux_1: 0.9703 (0.9738) loss_fgl_aux_2: 0.9621 (0.9673) loss_fgl_aux_3: 0.9622 (0.9670) loss_fgl_aux_4: 0.9620 (0.9670) loss_fgl_dn_0: 1.1121 (1.1052) loss_fgl_dn_1: 1.0217 (1.0121) loss_fgl_dn_2: 1.0142 (1.0026) loss_fgl_dn_3: 1.0143 (1.0033) loss_fgl_dn_4: 1.0142 (1.0037) loss_fgl_dn_5: 1.0142 (1.0037) loss_giou: 0.6323 (0.6478) loss_giou_aux_0: 0.6821 (0.6898) loss_giou_aux_1: 0.6398 (0.6544) loss_giou_aux_2: 0.6333 (0.6484) loss_giou_aux_3: 0.6325 (0.6478) loss_giou_aux_4: 0.6320 (0.6478) loss_giou_dn_0: 0.7184 (0.7466) loss_giou_dn_1: 0.6017 (0.6225) loss_giou_dn_2: 0.5882 (0.6022) loss_giou_dn_3: 0.5858 (0.5980) loss_giou_dn_4: 0.5851 (0.5973) loss_giou_dn_5: 0.5851 (0.5972) loss_giou_dn_pre: 0.7204 (0.7454) loss_giou_enc_0: 0.7732 (0.7888) loss_giou_pre: 0.6805 (0.6879) loss_ddf_aux_0: 0.1292 (0.1267) loss_ddf_aux_1: 0.0151 (0.0146) loss_ddf_aux_2: 0.0019 (0.0018) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3155 (0.3236) loss_ddf_dn_1: 0.0412 (0.0425) loss_ddf_dn_2: 0.0059 (0.0061) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8064 (0.7808) loss_vfl_aux_0: 0.8734 (0.8785) loss_vfl_aux_1: 0.8873 (0.8631) loss_vfl_aux_2: 0.8672 (0.8332) loss_vfl_aux_3: 0.8333 (0.7952) loss_vfl_aux_4: 0.8097 (0.7813) loss_vfl_dn_0: 0.5199 (0.5142) loss_vfl_dn_1: 0.5110 (0.5023) loss_vfl_dn_2: 0.4957 (0.4882) loss_vfl_dn_3: 0.4844 (0.4775) loss_vfl_dn_4: 0.4822 (0.4735) loss_vfl_dn_5: 0.4816 (0.4732) loss_vfl_dn_pre: 0.5194 (0.5150) loss_vfl_enc_0: 0.8578 (0.8579) loss_vfl_pre: 0.8846 (0.8808) time: 0.7120 data: 0.0259 max mem: 9094 Epoch: [3] [ 300/3696] eta: 0:43:50 lr: 0.000013 loss: 36.4994 (36.7753) loss_bbox: 0.2304 (0.2458) loss_bbox_aux_0: 0.2561 (0.2746) loss_bbox_aux_1: 0.2369 (0.2505) loss_bbox_aux_2: 0.2314 (0.2465) loss_bbox_aux_3: 0.2304 (0.2459) loss_bbox_aux_4: 0.2305 (0.2458) loss_bbox_dn_0: 0.3592 (0.3622) loss_bbox_dn_1: 0.2820 (0.2856) loss_bbox_dn_2: 0.2702 (0.2729) loss_bbox_dn_3: 0.2679 (0.2700) loss_bbox_dn_4: 0.2669 (0.2696) loss_bbox_dn_5: 0.2671 (0.2696) loss_bbox_dn_pre: 0.3627 (0.3659) loss_bbox_enc_0: 0.3237 (0.3410) loss_bbox_pre: 0.2573 (0.2747) loss_dfl: 0.9518 (0.9656) loss_fgl_aux_0: 1.0222 (1.0297) loss_fgl_aux_1: 0.9590 (0.9724) loss_fgl_aux_2: 0.9537 (0.9659) loss_fgl_aux_3: 0.9524 (0.9657) loss_fgl_aux_4: 0.9519 (0.9656) loss_fgl_dn_0: 1.0940 (1.1037) loss_fgl_dn_1: 1.0037 (1.0117) loss_fgl_dn_2: 0.9935 (1.0022) loss_fgl_dn_3: 0.9941 (1.0029) loss_fgl_dn_4: 0.9952 (1.0032) loss_fgl_dn_5: 0.9953 (1.0033) loss_giou: 0.6540 (0.6546) loss_giou_aux_0: 0.6981 (0.6960) loss_giou_aux_1: 0.6634 (0.6612) loss_giou_aux_2: 0.6579 (0.6552) loss_giou_aux_3: 0.6546 (0.6546) loss_giou_aux_4: 0.6541 (0.6546) loss_giou_dn_0: 0.7701 (0.7490) loss_giou_dn_1: 0.6444 (0.6255) loss_giou_dn_2: 0.6238 (0.6052) loss_giou_dn_3: 0.6183 (0.6010) loss_giou_dn_4: 0.6172 (0.6003) loss_giou_dn_5: 0.6170 (0.6003) loss_giou_dn_pre: 0.7700 (0.7478) loss_giou_enc_0: 0.7924 (0.7941) loss_giou_pre: 0.6980 (0.6941) loss_ddf_aux_0: 0.1203 (0.1252) loss_ddf_aux_1: 0.0150 (0.0147) loss_ddf_aux_2: 0.0017 (0.0018) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3040 (0.3172) loss_ddf_dn_1: 0.0409 (0.0414) loss_ddf_dn_2: 0.0060 (0.0058) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7614 (0.7753) loss_vfl_aux_0: 0.8597 (0.8731) loss_vfl_aux_1: 0.8577 (0.8586) loss_vfl_aux_2: 0.8246 (0.8281) loss_vfl_aux_3: 0.7830 (0.7895) loss_vfl_aux_4: 0.7687 (0.7759) loss_vfl_dn_0: 0.5031 (0.5129) loss_vfl_dn_1: 0.4933 (0.5010) loss_vfl_dn_2: 0.4787 (0.4867) loss_vfl_dn_3: 0.4693 (0.4757) loss_vfl_dn_4: 0.4668 (0.4718) loss_vfl_dn_5: 0.4655 (0.4715) loss_vfl_dn_pre: 0.5034 (0.5137) loss_vfl_enc_0: 0.8302 (0.8532) loss_vfl_pre: 0.8621 (0.8752) time: 0.7513 data: 0.0285 max mem: 9094 Epoch: [3] [ 400/3696] eta: 0:42:02 lr: 0.000013 loss: 36.4061 (36.7302) loss_bbox: 0.2532 (0.2442) loss_bbox_aux_0: 0.2829 (0.2730) loss_bbox_aux_1: 0.2596 (0.2489) loss_bbox_aux_2: 0.2534 (0.2449) loss_bbox_aux_3: 0.2533 (0.2443) loss_bbox_aux_4: 0.2532 (0.2442) loss_bbox_dn_0: 0.3297 (0.3608) loss_bbox_dn_1: 0.2621 (0.2842) loss_bbox_dn_2: 0.2519 (0.2715) loss_bbox_dn_3: 0.2498 (0.2687) loss_bbox_dn_4: 0.2497 (0.2683) loss_bbox_dn_5: 0.2499 (0.2683) loss_bbox_dn_pre: 0.3337 (0.3645) loss_bbox_enc_0: 0.3488 (0.3388) loss_bbox_pre: 0.2827 (0.2731) loss_dfl: 0.9725 (0.9663) loss_fgl_aux_0: 1.0339 (1.0304) loss_fgl_aux_1: 0.9799 (0.9732) loss_fgl_aux_2: 0.9735 (0.9665) loss_fgl_aux_3: 0.9731 (0.9663) loss_fgl_aux_4: 0.9727 (0.9663) loss_fgl_dn_0: 1.1158 (1.1042) loss_fgl_dn_1: 1.0143 (1.0119) loss_fgl_dn_2: 1.0054 (1.0021) loss_fgl_dn_3: 1.0052 (1.0028) loss_fgl_dn_4: 1.0053 (1.0032) loss_fgl_dn_5: 1.0054 (1.0032) loss_giou: 0.6312 (0.6517) loss_giou_aux_0: 0.6663 (0.6930) loss_giou_aux_1: 0.6416 (0.6583) loss_giou_aux_2: 0.6333 (0.6523) loss_giou_aux_3: 0.6312 (0.6517) loss_giou_aux_4: 0.6312 (0.6517) loss_giou_dn_0: 0.7380 (0.7480) loss_giou_dn_1: 0.6273 (0.6241) loss_giou_dn_2: 0.6062 (0.6039) loss_giou_dn_3: 0.6005 (0.5998) loss_giou_dn_4: 0.5989 (0.5991) loss_giou_dn_5: 0.5988 (0.5991) loss_giou_dn_pre: 0.7318 (0.7468) loss_giou_enc_0: 0.7585 (0.7910) loss_giou_pre: 0.6644 (0.6911) loss_ddf_aux_0: 0.1184 (0.1240) loss_ddf_aux_1: 0.0147 (0.0147) loss_ddf_aux_2: 0.0017 (0.0017) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3051 (0.3164) loss_ddf_dn_1: 0.0422 (0.0413) loss_ddf_dn_2: 0.0060 (0.0059) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7553 (0.7758) loss_vfl_aux_0: 0.8574 (0.8749) loss_vfl_aux_1: 0.8376 (0.8590) loss_vfl_aux_2: 0.7976 (0.8283) loss_vfl_aux_3: 0.7751 (0.7903) loss_vfl_aux_4: 0.7667 (0.7766) loss_vfl_dn_0: 0.5105 (0.5127) loss_vfl_dn_1: 0.4983 (0.5010) loss_vfl_dn_2: 0.4786 (0.4864) loss_vfl_dn_3: 0.4614 (0.4753) loss_vfl_dn_4: 0.4610 (0.4715) loss_vfl_dn_5: 0.4614 (0.4713) loss_vfl_dn_pre: 0.5117 (0.5134) loss_vfl_enc_0: 0.8602 (0.8556) loss_vfl_pre: 0.8553 (0.8772) time: 0.7372 data: 0.0311 max mem: 9094 Epoch: [3] [ 500/3696] eta: 0:40:20 lr: 0.000013 loss: 36.7388 (36.7210) loss_bbox: 0.2406 (0.2443) loss_bbox_aux_0: 0.2685 (0.2723) loss_bbox_aux_1: 0.2419 (0.2489) loss_bbox_aux_2: 0.2376 (0.2449) loss_bbox_aux_3: 0.2399 (0.2444) loss_bbox_aux_4: 0.2407 (0.2443) loss_bbox_dn_0: 0.3439 (0.3599) loss_bbox_dn_1: 0.2676 (0.2838) loss_bbox_dn_2: 0.2522 (0.2713) loss_bbox_dn_3: 0.2485 (0.2685) loss_bbox_dn_4: 0.2478 (0.2681) loss_bbox_dn_5: 0.2475 (0.2681) loss_bbox_dn_pre: 0.3460 (0.3636) loss_bbox_enc_0: 0.3216 (0.3384) loss_bbox_pre: 0.2657 (0.2723) loss_dfl: 0.9493 (0.9656) loss_fgl_aux_0: 1.0245 (1.0295) loss_fgl_aux_1: 0.9623 (0.9726) loss_fgl_aux_2: 0.9512 (0.9658) loss_fgl_aux_3: 0.9494 (0.9656) loss_fgl_aux_4: 0.9492 (0.9656) loss_fgl_dn_0: 1.0980 (1.1039) loss_fgl_dn_1: 1.0090 (1.0118) loss_fgl_dn_2: 0.9989 (1.0021) loss_fgl_dn_3: 0.9978 (1.0028) loss_fgl_dn_4: 0.9985 (1.0031) loss_fgl_dn_5: 0.9985 (1.0031) loss_giou: 0.6704 (0.6517) loss_giou_aux_0: 0.7008 (0.6923) loss_giou_aux_1: 0.6754 (0.6581) loss_giou_aux_2: 0.6711 (0.6523) loss_giou_aux_3: 0.6704 (0.6517) loss_giou_aux_4: 0.6703 (0.6517) loss_giou_dn_0: 0.7576 (0.7480) loss_giou_dn_1: 0.6364 (0.6247) loss_giou_dn_2: 0.6170 (0.6045) loss_giou_dn_3: 0.6100 (0.6004) loss_giou_dn_4: 0.6084 (0.5997) loss_giou_dn_5: 0.6084 (0.5997) loss_giou_dn_pre: 0.7569 (0.7468) loss_giou_enc_0: 0.7938 (0.7900) loss_giou_pre: 0.6974 (0.6905) loss_ddf_aux_0: 0.1034 (0.1224) loss_ddf_aux_1: 0.0138 (0.0146) loss_ddf_aux_2: 0.0018 (0.0017) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3068 (0.3148) loss_ddf_dn_1: 0.0417 (0.0412) loss_ddf_dn_2: 0.0067 (0.0059) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7599 (0.7767) loss_vfl_aux_0: 0.8516 (0.8760) loss_vfl_aux_1: 0.8468 (0.8601) loss_vfl_aux_2: 0.8126 (0.8287) loss_vfl_aux_3: 0.7716 (0.7905) loss_vfl_aux_4: 0.7579 (0.7770) loss_vfl_dn_0: 0.5190 (0.5125) loss_vfl_dn_1: 0.4957 (0.5005) loss_vfl_dn_2: 0.4828 (0.4857) loss_vfl_dn_3: 0.4713 (0.4749) loss_vfl_dn_4: 0.4692 (0.4711) loss_vfl_dn_5: 0.4691 (0.4709) loss_vfl_dn_pre: 0.5192 (0.5132) loss_vfl_enc_0: 0.8264 (0.8570) loss_vfl_pre: 0.8522 (0.8783) time: 0.7325 data: 0.0282 max mem: 9094 Epoch: [3] [ 600/3696] eta: 0:38:48 lr: 0.000013 loss: 36.1826 (36.7181) loss_bbox: 0.2371 (0.2438) loss_bbox_aux_0: 0.2691 (0.2717) loss_bbox_aux_1: 0.2417 (0.2484) loss_bbox_aux_2: 0.2354 (0.2444) loss_bbox_aux_3: 0.2366 (0.2439) loss_bbox_aux_4: 0.2371 (0.2438) loss_bbox_dn_0: 0.3427 (0.3598) loss_bbox_dn_1: 0.2640 (0.2834) loss_bbox_dn_2: 0.2541 (0.2709) loss_bbox_dn_3: 0.2523 (0.2681) loss_bbox_dn_4: 0.2510 (0.2678) loss_bbox_dn_5: 0.2510 (0.2678) loss_bbox_dn_pre: 0.3501 (0.3636) loss_bbox_enc_0: 0.3425 (0.3378) loss_bbox_pre: 0.2681 (0.2718) loss_dfl: 0.9656 (0.9658) loss_fgl_aux_0: 1.0370 (1.0294) loss_fgl_aux_1: 0.9742 (0.9728) loss_fgl_aux_2: 0.9670 (0.9660) loss_fgl_aux_3: 0.9660 (0.9658) loss_fgl_aux_4: 0.9656 (0.9658) loss_fgl_dn_0: 1.1065 (1.1036) loss_fgl_dn_1: 1.0120 (1.0117) loss_fgl_dn_2: 0.9989 (1.0019) loss_fgl_dn_3: 1.0003 (1.0027) loss_fgl_dn_4: 1.0005 (1.0030) loss_fgl_dn_5: 1.0005 (1.0030) loss_giou: 0.6057 (0.6506) loss_giou_aux_0: 0.6451 (0.6911) loss_giou_aux_1: 0.6131 (0.6569) loss_giou_aux_2: 0.6075 (0.6511) loss_giou_aux_3: 0.6059 (0.6505) loss_giou_aux_4: 0.6060 (0.6505) loss_giou_dn_0: 0.7241 (0.7482) loss_giou_dn_1: 0.5972 (0.6248) loss_giou_dn_2: 0.5816 (0.6047) loss_giou_dn_3: 0.5778 (0.6005) loss_giou_dn_4: 0.5779 (0.5999) loss_giou_dn_5: 0.5778 (0.5998) loss_giou_dn_pre: 0.7230 (0.7469) loss_giou_enc_0: 0.7509 (0.7887) loss_giou_pre: 0.6426 (0.6893) loss_ddf_aux_0: 0.1243 (0.1223) loss_ddf_aux_1: 0.0142 (0.0146) loss_ddf_aux_2: 0.0016 (0.0017) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3026 (0.3148) loss_ddf_dn_1: 0.0388 (0.0412) loss_ddf_dn_2: 0.0059 (0.0059) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7861 (0.7774) loss_vfl_aux_0: 0.9016 (0.8782) loss_vfl_aux_1: 0.8787 (0.8614) loss_vfl_aux_2: 0.8268 (0.8303) loss_vfl_aux_3: 0.7844 (0.7919) loss_vfl_aux_4: 0.7904 (0.7782) loss_vfl_dn_0: 0.5246 (0.5124) loss_vfl_dn_1: 0.5045 (0.5006) loss_vfl_dn_2: 0.4899 (0.4859) loss_vfl_dn_3: 0.4774 (0.4750) loss_vfl_dn_4: 0.4704 (0.4712) loss_vfl_dn_5: 0.4724 (0.4711) loss_vfl_dn_pre: 0.5240 (0.5131) loss_vfl_enc_0: 0.8638 (0.8576) loss_vfl_pre: 0.9127 (0.8804) time: 0.7413 data: 0.0327 max mem: 9094 Epoch: [3] [ 700/3696] eta: 0:37:21 lr: 0.000013 loss: 36.4857 (36.7337) loss_bbox: 0.2196 (0.2447) loss_bbox_aux_0: 0.2457 (0.2726) loss_bbox_aux_1: 0.2276 (0.2493) loss_bbox_aux_2: 0.2217 (0.2453) loss_bbox_aux_3: 0.2197 (0.2448) loss_bbox_aux_4: 0.2197 (0.2447) loss_bbox_dn_0: 0.3542 (0.3614) loss_bbox_dn_1: 0.2735 (0.2847) loss_bbox_dn_2: 0.2600 (0.2722) loss_bbox_dn_3: 0.2594 (0.2694) loss_bbox_dn_4: 0.2592 (0.2690) loss_bbox_dn_5: 0.2590 (0.2690) loss_bbox_dn_pre: 0.3547 (0.3652) loss_bbox_enc_0: 0.3121 (0.3387) loss_bbox_pre: 0.2449 (0.2727) loss_dfl: 0.9849 (0.9674) loss_fgl_aux_0: 1.0538 (1.0305) loss_fgl_aux_1: 0.9903 (0.9743) loss_fgl_aux_2: 0.9852 (0.9676) loss_fgl_aux_3: 0.9852 (0.9674) loss_fgl_aux_4: 0.9848 (0.9674) loss_fgl_dn_0: 1.1180 (1.1042) loss_fgl_dn_1: 1.0171 (1.0121) loss_fgl_dn_2: 0.9997 (1.0022) loss_fgl_dn_3: 1.0005 (1.0030) loss_fgl_dn_4: 1.0011 (1.0033) loss_fgl_dn_5: 1.0012 (1.0033) loss_giou: 0.6018 (0.6485) loss_giou_aux_0: 0.6398 (0.6891) loss_giou_aux_1: 0.6076 (0.6548) loss_giou_aux_2: 0.6032 (0.6491) loss_giou_aux_3: 0.6019 (0.6485) loss_giou_aux_4: 0.6020 (0.6485) loss_giou_dn_0: 0.7196 (0.7473) loss_giou_dn_1: 0.5950 (0.6235) loss_giou_dn_2: 0.5730 (0.6034) loss_giou_dn_3: 0.5714 (0.5993) loss_giou_dn_4: 0.5727 (0.5986) loss_giou_dn_5: 0.5729 (0.5986) loss_giou_dn_pre: 0.7174 (0.7460) loss_giou_enc_0: 0.7353 (0.7865) loss_giou_pre: 0.6364 (0.6872) loss_ddf_aux_0: 0.1168 (0.1221) loss_ddf_aux_1: 0.0132 (0.0146) loss_ddf_aux_2: 0.0015 (0.0017) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3025 (0.3154) loss_ddf_dn_1: 0.0398 (0.0412) loss_ddf_dn_2: 0.0062 (0.0059) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7679 (0.7793) loss_vfl_aux_0: 0.8624 (0.8786) loss_vfl_aux_1: 0.8389 (0.8621) loss_vfl_aux_2: 0.8276 (0.8319) loss_vfl_aux_3: 0.7874 (0.7935) loss_vfl_aux_4: 0.7703 (0.7799) loss_vfl_dn_0: 0.5176 (0.5128) loss_vfl_dn_1: 0.4991 (0.5009) loss_vfl_dn_2: 0.4842 (0.4861) loss_vfl_dn_3: 0.4730 (0.4752) loss_vfl_dn_4: 0.4659 (0.4714) loss_vfl_dn_5: 0.4648 (0.4713) loss_vfl_dn_pre: 0.5188 (0.5135) loss_vfl_enc_0: 0.8872 (0.8591) loss_vfl_pre: 0.8601 (0.8809) time: 0.7566 data: 0.0314 max mem: 9094 Epoch: [3] [ 800/3696] eta: 0:36:04 lr: 0.000013 loss: 36.2789 (36.7100) loss_bbox: 0.2476 (0.2444) loss_bbox_aux_0: 0.2740 (0.2720) loss_bbox_aux_1: 0.2517 (0.2489) loss_bbox_aux_2: 0.2482 (0.2450) loss_bbox_aux_3: 0.2476 (0.2445) loss_bbox_aux_4: 0.2476 (0.2444) loss_bbox_dn_0: 0.3392 (0.3600) loss_bbox_dn_1: 0.2590 (0.2834) loss_bbox_dn_2: 0.2476 (0.2709) loss_bbox_dn_3: 0.2489 (0.2681) loss_bbox_dn_4: 0.2498 (0.2677) loss_bbox_dn_5: 0.2498 (0.2677) loss_bbox_dn_pre: 0.3446 (0.3638) loss_bbox_enc_0: 0.3368 (0.3378) loss_bbox_pre: 0.2725 (0.2720) loss_dfl: 0.9743 (0.9675) loss_fgl_aux_0: 1.0451 (1.0301) loss_fgl_aux_1: 0.9910 (0.9743) loss_fgl_aux_2: 0.9760 (0.9677) loss_fgl_aux_3: 0.9750 (0.9676) loss_fgl_aux_4: 0.9744 (0.9675) loss_fgl_dn_0: 1.1086 (1.1043) loss_fgl_dn_1: 1.0266 (1.0121) loss_fgl_dn_2: 1.0128 (1.0022) loss_fgl_dn_3: 1.0141 (1.0030) loss_fgl_dn_4: 1.0149 (1.0033) loss_fgl_dn_5: 1.0150 (1.0033) loss_giou: 0.6620 (0.6494) loss_giou_aux_0: 0.6988 (0.6897) loss_giou_aux_1: 0.6676 (0.6557) loss_giou_aux_2: 0.6617 (0.6500) loss_giou_aux_3: 0.6617 (0.6494) loss_giou_aux_4: 0.6620 (0.6494) loss_giou_dn_0: 0.7564 (0.7470) loss_giou_dn_1: 0.6275 (0.6231) loss_giou_dn_2: 0.6046 (0.6029) loss_giou_dn_3: 0.5934 (0.5988) loss_giou_dn_4: 0.5922 (0.5981) loss_giou_dn_5: 0.5924 (0.5981) loss_giou_dn_pre: 0.7539 (0.7457) loss_giou_enc_0: 0.7806 (0.7871) loss_giou_pre: 0.6963 (0.6878) loss_ddf_aux_0: 0.1120 (0.1211) loss_ddf_aux_1: 0.0137 (0.0145) loss_ddf_aux_2: 0.0016 (0.0017) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3166 (0.3155) loss_ddf_dn_1: 0.0455 (0.0413) loss_ddf_dn_2: 0.0072 (0.0060) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7556 (0.7777) loss_vfl_aux_0: 0.8303 (0.8770) loss_vfl_aux_1: 0.8147 (0.8599) loss_vfl_aux_2: 0.8019 (0.8296) loss_vfl_aux_3: 0.7649 (0.7919) loss_vfl_aux_4: 0.7585 (0.7785) loss_vfl_dn_0: 0.5071 (0.5127) loss_vfl_dn_1: 0.4951 (0.5007) loss_vfl_dn_2: 0.4832 (0.4860) loss_vfl_dn_3: 0.4726 (0.4752) loss_vfl_dn_4: 0.4676 (0.4713) loss_vfl_dn_5: 0.4684 (0.4712) loss_vfl_dn_pre: 0.5079 (0.5134) loss_vfl_enc_0: 0.8199 (0.8583) loss_vfl_pre: 0.8322 (0.8794) time: 0.7573 data: 0.0290 max mem: 9094 Epoch: [3] [ 900/3696] eta: 0:34:47 lr: 0.000013 loss: 36.4564 (36.7027) loss_bbox: 0.2338 (0.2443) loss_bbox_aux_0: 0.2543 (0.2714) loss_bbox_aux_1: 0.2366 (0.2487) loss_bbox_aux_2: 0.2338 (0.2449) loss_bbox_aux_3: 0.2336 (0.2444) loss_bbox_aux_4: 0.2336 (0.2443) loss_bbox_dn_0: 0.3666 (0.3602) loss_bbox_dn_1: 0.2742 (0.2835) loss_bbox_dn_2: 0.2595 (0.2710) loss_bbox_dn_3: 0.2558 (0.2682) loss_bbox_dn_4: 0.2559 (0.2678) loss_bbox_dn_5: 0.2560 (0.2678) loss_bbox_dn_pre: 0.3673 (0.3640) loss_bbox_enc_0: 0.3170 (0.3372) loss_bbox_pre: 0.2546 (0.2715) loss_dfl: 0.9831 (0.9680) loss_fgl_aux_0: 1.0407 (1.0301) loss_fgl_aux_1: 0.9904 (0.9748) loss_fgl_aux_2: 0.9835 (0.9682) loss_fgl_aux_3: 0.9833 (0.9681) loss_fgl_aux_4: 0.9830 (0.9681) loss_fgl_dn_0: 1.1080 (1.1043) loss_fgl_dn_1: 1.0172 (1.0120) loss_fgl_dn_2: 1.0070 (1.0020) loss_fgl_dn_3: 1.0080 (1.0028) loss_fgl_dn_4: 1.0087 (1.0031) loss_fgl_dn_5: 1.0088 (1.0032) loss_giou: 0.6279 (0.6494) loss_giou_aux_0: 0.6723 (0.6896) loss_giou_aux_1: 0.6337 (0.6557) loss_giou_aux_2: 0.6287 (0.6500) loss_giou_aux_3: 0.6281 (0.6494) loss_giou_aux_4: 0.6277 (0.6494) loss_giou_dn_0: 0.7590 (0.7473) loss_giou_dn_1: 0.6227 (0.6231) loss_giou_dn_2: 0.6015 (0.6029) loss_giou_dn_3: 0.5974 (0.5989) loss_giou_dn_4: 0.5968 (0.5982) loss_giou_dn_5: 0.5968 (0.5981) loss_giou_dn_pre: 0.7549 (0.7460) loss_giou_enc_0: 0.7763 (0.7869) loss_giou_pre: 0.6680 (0.6876) loss_ddf_aux_0: 0.1126 (0.1203) loss_ddf_aux_1: 0.0123 (0.0143) loss_ddf_aux_2: 0.0014 (0.0017) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3209 (0.3157) loss_ddf_dn_1: 0.0428 (0.0412) loss_ddf_dn_2: 0.0055 (0.0060) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7725 (0.7774) loss_vfl_aux_0: 0.8677 (0.8760) loss_vfl_aux_1: 0.8595 (0.8595) loss_vfl_aux_2: 0.8262 (0.8286) loss_vfl_aux_3: 0.8071 (0.7915) loss_vfl_aux_4: 0.7704 (0.7782) loss_vfl_dn_0: 0.5114 (0.5125) loss_vfl_dn_1: 0.5006 (0.5006) loss_vfl_dn_2: 0.4869 (0.4859) loss_vfl_dn_3: 0.4728 (0.4750) loss_vfl_dn_4: 0.4700 (0.4712) loss_vfl_dn_5: 0.4711 (0.4710) loss_vfl_dn_pre: 0.5119 (0.5132) loss_vfl_enc_0: 0.8488 (0.8571) loss_vfl_pre: 0.8705 (0.8784) time: 0.7466 data: 0.0254 max mem: 9094 Epoch: [3] [1000/3696] eta: 0:33:28 lr: 0.000013 loss: 36.6175 (36.7026) loss_bbox: 0.2352 (0.2443) loss_bbox_aux_0: 0.2562 (0.2711) loss_bbox_aux_1: 0.2396 (0.2486) loss_bbox_aux_2: 0.2361 (0.2449) loss_bbox_aux_3: 0.2355 (0.2444) loss_bbox_aux_4: 0.2353 (0.2443) loss_bbox_dn_0: 0.3656 (0.3608) loss_bbox_dn_1: 0.2873 (0.2841) loss_bbox_dn_2: 0.2697 (0.2715) loss_bbox_dn_3: 0.2670 (0.2687) loss_bbox_dn_4: 0.2673 (0.2684) loss_bbox_dn_5: 0.2673 (0.2683) loss_bbox_dn_pre: 0.3714 (0.3646) loss_bbox_enc_0: 0.3194 (0.3371) loss_bbox_pre: 0.2561 (0.2712) loss_dfl: 0.9838 (0.9686) loss_fgl_aux_0: 1.0393 (1.0302) loss_fgl_aux_1: 0.9833 (0.9753) loss_fgl_aux_2: 0.9829 (0.9688) loss_fgl_aux_3: 0.9836 (0.9687) loss_fgl_aux_4: 0.9837 (0.9687) loss_fgl_dn_0: 1.1168 (1.1043) loss_fgl_dn_1: 1.0214 (1.0119) loss_fgl_dn_2: 1.0069 (1.0020) loss_fgl_dn_3: 1.0076 (1.0028) loss_fgl_dn_4: 1.0078 (1.0032) loss_fgl_dn_5: 1.0079 (1.0032) loss_giou: 0.6362 (0.6490) loss_giou_aux_0: 0.6692 (0.6890) loss_giou_aux_1: 0.6420 (0.6552) loss_giou_aux_2: 0.6374 (0.6496) loss_giou_aux_3: 0.6361 (0.6490) loss_giou_aux_4: 0.6362 (0.6490) loss_giou_dn_0: 0.7397 (0.7468) loss_giou_dn_1: 0.6179 (0.6228) loss_giou_dn_2: 0.5947 (0.6027) loss_giou_dn_3: 0.5912 (0.5986) loss_giou_dn_4: 0.5906 (0.5979) loss_giou_dn_5: 0.5906 (0.5978) loss_giou_dn_pre: 0.7322 (0.7455) loss_giou_enc_0: 0.7595 (0.7866) loss_giou_pre: 0.6678 (0.6870) loss_ddf_aux_0: 0.1047 (0.1192) loss_ddf_aux_1: 0.0123 (0.0141) loss_ddf_aux_2: 0.0017 (0.0017) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3141 (0.3149) loss_ddf_dn_1: 0.0377 (0.0411) loss_ddf_dn_2: 0.0058 (0.0060) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7665 (0.7781) loss_vfl_aux_0: 0.8740 (0.8762) loss_vfl_aux_1: 0.8544 (0.8598) loss_vfl_aux_2: 0.8180 (0.8287) loss_vfl_aux_3: 0.7867 (0.7919) loss_vfl_aux_4: 0.7745 (0.7787) loss_vfl_dn_0: 0.5083 (0.5123) loss_vfl_dn_1: 0.4941 (0.5005) loss_vfl_dn_2: 0.4771 (0.4858) loss_vfl_dn_3: 0.4675 (0.4749) loss_vfl_dn_4: 0.4675 (0.4711) loss_vfl_dn_5: 0.4665 (0.4710) loss_vfl_dn_pre: 0.5096 (0.5131) loss_vfl_enc_0: 0.8645 (0.8574) loss_vfl_pre: 0.8806 (0.8784) time: 0.6815 data: 0.0215 max mem: 9094 Epoch: [3] [1100/3696] eta: 0:32:11 lr: 0.000013 loss: 36.5556 (36.6777) loss_bbox: 0.2447 (0.2435) loss_bbox_aux_0: 0.2770 (0.2702) loss_bbox_aux_1: 0.2528 (0.2478) loss_bbox_aux_2: 0.2463 (0.2441) loss_bbox_aux_3: 0.2448 (0.2436) loss_bbox_aux_4: 0.2446 (0.2435) loss_bbox_dn_0: 0.3435 (0.3598) loss_bbox_dn_1: 0.2701 (0.2831) loss_bbox_dn_2: 0.2581 (0.2705) loss_bbox_dn_3: 0.2544 (0.2678) loss_bbox_dn_4: 0.2543 (0.2674) loss_bbox_dn_5: 0.2541 (0.2674) loss_bbox_dn_pre: 0.3460 (0.3636) loss_bbox_enc_0: 0.3328 (0.3359) loss_bbox_pre: 0.2829 (0.2703) loss_dfl: 0.9638 (0.9685) loss_fgl_aux_0: 1.0235 (1.0300) loss_fgl_aux_1: 0.9670 (0.9752) loss_fgl_aux_2: 0.9634 (0.9687) loss_fgl_aux_3: 0.9643 (0.9686) loss_fgl_aux_4: 0.9641 (0.9685) loss_fgl_dn_0: 1.1020 (1.1040) loss_fgl_dn_1: 1.0060 (1.0116) loss_fgl_dn_2: 0.9962 (1.0018) loss_fgl_dn_3: 0.9985 (1.0025) loss_fgl_dn_4: 1.0000 (1.0029) loss_fgl_dn_5: 0.9999 (1.0029) loss_giou: 0.6629 (0.6495) loss_giou_aux_0: 0.6969 (0.6893) loss_giou_aux_1: 0.6699 (0.6558) loss_giou_aux_2: 0.6632 (0.6502) loss_giou_aux_3: 0.6626 (0.6495) loss_giou_aux_4: 0.6629 (0.6495) loss_giou_dn_0: 0.7434 (0.7469) loss_giou_dn_1: 0.6151 (0.6232) loss_giou_dn_2: 0.5975 (0.6029) loss_giou_dn_3: 0.5940 (0.5987) loss_giou_dn_4: 0.5935 (0.5981) loss_giou_dn_5: 0.5933 (0.5980) loss_giou_dn_pre: 0.7438 (0.7456) loss_giou_enc_0: 0.7900 (0.7867) loss_giou_pre: 0.6953 (0.6874) loss_ddf_aux_0: 0.1050 (0.1186) loss_ddf_aux_1: 0.0123 (0.0140) loss_ddf_aux_2: 0.0013 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3193 (0.3140) loss_ddf_dn_1: 0.0407 (0.0412) loss_ddf_dn_2: 0.0054 (0.0059) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7500 (0.7771) loss_vfl_aux_0: 0.8328 (0.8746) loss_vfl_aux_1: 0.8092 (0.8585) loss_vfl_aux_2: 0.7936 (0.8273) loss_vfl_aux_3: 0.7748 (0.7910) loss_vfl_aux_4: 0.7520 (0.7777) loss_vfl_dn_0: 0.5107 (0.5123) loss_vfl_dn_1: 0.4915 (0.5001) loss_vfl_dn_2: 0.4755 (0.4856) loss_vfl_dn_3: 0.4628 (0.4746) loss_vfl_dn_4: 0.4594 (0.4708) loss_vfl_dn_5: 0.4576 (0.4706) loss_vfl_dn_pre: 0.5112 (0.5130) loss_vfl_enc_0: 0.8358 (0.8562) loss_vfl_pre: 0.8359 (0.8770) time: 0.7407 data: 0.0285 max mem: 9094 Epoch: [3] [1200/3696] eta: 0:31:03 lr: 0.000013 loss: 36.6105 (36.6823) loss_bbox: 0.2434 (0.2438) loss_bbox_aux_0: 0.2676 (0.2705) loss_bbox_aux_1: 0.2487 (0.2481) loss_bbox_aux_2: 0.2471 (0.2444) loss_bbox_aux_3: 0.2445 (0.2439) loss_bbox_aux_4: 0.2436 (0.2438) loss_bbox_dn_0: 0.3399 (0.3598) loss_bbox_dn_1: 0.2711 (0.2832) loss_bbox_dn_2: 0.2550 (0.2707) loss_bbox_dn_3: 0.2515 (0.2679) loss_bbox_dn_4: 0.2508 (0.2676) loss_bbox_dn_5: 0.2509 (0.2675) loss_bbox_dn_pre: 0.3374 (0.3636) loss_bbox_enc_0: 0.3191 (0.3360) loss_bbox_pre: 0.2684 (0.2706) loss_dfl: 0.9685 (0.9680) loss_fgl_aux_0: 1.0305 (1.0292) loss_fgl_aux_1: 0.9727 (0.9746) loss_fgl_aux_2: 0.9680 (0.9682) loss_fgl_aux_3: 0.9684 (0.9681) loss_fgl_aux_4: 0.9685 (0.9680) loss_fgl_dn_0: 1.1008 (1.1042) loss_fgl_dn_1: 1.0175 (1.0117) loss_fgl_dn_2: 1.0096 (1.0019) loss_fgl_dn_3: 1.0082 (1.0027) loss_fgl_dn_4: 1.0080 (1.0030) loss_fgl_dn_5: 1.0079 (1.0030) loss_giou: 0.6750 (0.6504) loss_giou_aux_0: 0.7122 (0.6902) loss_giou_aux_1: 0.6789 (0.6566) loss_giou_aux_2: 0.6755 (0.6511) loss_giou_aux_3: 0.6754 (0.6504) loss_giou_aux_4: 0.6752 (0.6504) loss_giou_dn_0: 0.7565 (0.7463) loss_giou_dn_1: 0.6263 (0.6227) loss_giou_dn_2: 0.6069 (0.6024) loss_giou_dn_3: 0.6016 (0.5983) loss_giou_dn_4: 0.6000 (0.5976) loss_giou_dn_5: 0.5999 (0.5976) loss_giou_dn_pre: 0.7522 (0.7450) loss_giou_enc_0: 0.8012 (0.7876) loss_giou_pre: 0.7090 (0.6882) loss_ddf_aux_0: 0.1124 (0.1181) loss_ddf_aux_1: 0.0137 (0.0139) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3005 (0.3141) loss_ddf_dn_1: 0.0396 (0.0411) loss_ddf_dn_2: 0.0059 (0.0059) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7442 (0.7773) loss_vfl_aux_0: 0.8435 (0.8745) loss_vfl_aux_1: 0.8328 (0.8584) loss_vfl_aux_2: 0.7854 (0.8275) loss_vfl_aux_3: 0.7469 (0.7912) loss_vfl_aux_4: 0.7505 (0.7778) loss_vfl_dn_0: 0.5140 (0.5125) loss_vfl_dn_1: 0.4996 (0.5002) loss_vfl_dn_2: 0.4790 (0.4857) loss_vfl_dn_3: 0.4749 (0.4747) loss_vfl_dn_4: 0.4656 (0.4709) loss_vfl_dn_5: 0.4652 (0.4707) loss_vfl_dn_pre: 0.5164 (0.5132) loss_vfl_enc_0: 0.8293 (0.8559) loss_vfl_pre: 0.8453 (0.8769) time: 0.9273 data: 0.0273 max mem: 9094 Epoch: [3] [1300/3696] eta: 0:29:43 lr: 0.000013 loss: 36.0885 (36.6582) loss_bbox: 0.2287 (0.2434) loss_bbox_aux_0: 0.2597 (0.2699) loss_bbox_aux_1: 0.2342 (0.2478) loss_bbox_aux_2: 0.2293 (0.2440) loss_bbox_aux_3: 0.2292 (0.2435) loss_bbox_aux_4: 0.2289 (0.2435) loss_bbox_dn_0: 0.3672 (0.3594) loss_bbox_dn_1: 0.2882 (0.2829) loss_bbox_dn_2: 0.2752 (0.2704) loss_bbox_dn_3: 0.2745 (0.2676) loss_bbox_dn_4: 0.2744 (0.2673) loss_bbox_dn_5: 0.2746 (0.2673) loss_bbox_dn_pre: 0.3714 (0.3633) loss_bbox_enc_0: 0.3366 (0.3353) loss_bbox_pre: 0.2604 (0.2700) loss_dfl: 0.9587 (0.9678) loss_fgl_aux_0: 1.0292 (1.0289) loss_fgl_aux_1: 0.9675 (0.9744) loss_fgl_aux_2: 0.9583 (0.9680) loss_fgl_aux_3: 0.9584 (0.9679) loss_fgl_aux_4: 0.9586 (0.9678) loss_fgl_dn_0: 1.1036 (1.1043) loss_fgl_dn_1: 1.0074 (1.0115) loss_fgl_dn_2: 0.9975 (1.0017) loss_fgl_dn_3: 0.9988 (1.0025) loss_fgl_dn_4: 0.9981 (1.0028) loss_fgl_dn_5: 0.9982 (1.0029) loss_giou: 0.5947 (0.6502) loss_giou_aux_0: 0.6371 (0.6897) loss_giou_aux_1: 0.6024 (0.6564) loss_giou_aux_2: 0.5975 (0.6509) loss_giou_aux_3: 0.5952 (0.6502) loss_giou_aux_4: 0.5947 (0.6502) loss_giou_dn_0: 0.7245 (0.7459) loss_giou_dn_1: 0.6052 (0.6223) loss_giou_dn_2: 0.5830 (0.6020) loss_giou_dn_3: 0.5782 (0.5979) loss_giou_dn_4: 0.5782 (0.5972) loss_giou_dn_5: 0.5781 (0.5972) loss_giou_dn_pre: 0.7218 (0.7446) loss_giou_enc_0: 0.7371 (0.7870) loss_giou_pre: 0.6335 (0.6878) loss_ddf_aux_0: 0.1024 (0.1171) loss_ddf_aux_1: 0.0124 (0.0138) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2963 (0.3137) loss_ddf_dn_1: 0.0385 (0.0410) loss_ddf_dn_2: 0.0055 (0.0059) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7643 (0.7763) loss_vfl_aux_0: 0.8895 (0.8735) loss_vfl_aux_1: 0.8608 (0.8574) loss_vfl_aux_2: 0.8146 (0.8264) loss_vfl_aux_3: 0.7684 (0.7903) loss_vfl_aux_4: 0.7598 (0.7770) loss_vfl_dn_0: 0.5175 (0.5123) loss_vfl_dn_1: 0.5013 (0.5000) loss_vfl_dn_2: 0.4836 (0.4854) loss_vfl_dn_3: 0.4749 (0.4744) loss_vfl_dn_4: 0.4656 (0.4705) loss_vfl_dn_5: 0.4647 (0.4703) loss_vfl_dn_pre: 0.5186 (0.5131) loss_vfl_enc_0: 0.8811 (0.8553) loss_vfl_pre: 0.8931 (0.8759) time: 0.7303 data: 0.0249 max mem: 9094 Epoch: [3] [1400/3696] eta: 0:28:39 lr: 0.000013 loss: 36.3898 (36.6348) loss_bbox: 0.2387 (0.2429) loss_bbox_aux_0: 0.2627 (0.2692) loss_bbox_aux_1: 0.2444 (0.2472) loss_bbox_aux_2: 0.2393 (0.2435) loss_bbox_aux_3: 0.2387 (0.2430) loss_bbox_aux_4: 0.2387 (0.2429) loss_bbox_dn_0: 0.3541 (0.3587) loss_bbox_dn_1: 0.2717 (0.2823) loss_bbox_dn_2: 0.2646 (0.2698) loss_bbox_dn_3: 0.2652 (0.2671) loss_bbox_dn_4: 0.2650 (0.2667) loss_bbox_dn_5: 0.2653 (0.2667) loss_bbox_dn_pre: 0.3519 (0.3626) loss_bbox_enc_0: 0.3287 (0.3344) loss_bbox_pre: 0.2620 (0.2693) loss_dfl: 0.9825 (0.9681) loss_fgl_aux_0: 1.0474 (1.0290) loss_fgl_aux_1: 0.9887 (0.9747) loss_fgl_aux_2: 0.9822 (0.9683) loss_fgl_aux_3: 0.9825 (0.9682) loss_fgl_aux_4: 0.9825 (0.9681) loss_fgl_dn_0: 1.1049 (1.1043) loss_fgl_dn_1: 1.0036 (1.0114) loss_fgl_dn_2: 0.9908 (1.0016) loss_fgl_dn_3: 0.9914 (1.0024) loss_fgl_dn_4: 0.9922 (1.0027) loss_fgl_dn_5: 0.9923 (1.0028) loss_giou: 0.6273 (0.6496) loss_giou_aux_0: 0.6725 (0.6890) loss_giou_aux_1: 0.6351 (0.6558) loss_giou_aux_2: 0.6260 (0.6502) loss_giou_aux_3: 0.6265 (0.6496) loss_giou_aux_4: 0.6273 (0.6496) loss_giou_dn_0: 0.7401 (0.7455) loss_giou_dn_1: 0.6277 (0.6218) loss_giou_dn_2: 0.6085 (0.6017) loss_giou_dn_3: 0.6014 (0.5975) loss_giou_dn_4: 0.5997 (0.5968) loss_giou_dn_5: 0.5998 (0.5968) loss_giou_dn_pre: 0.7437 (0.7441) loss_giou_enc_0: 0.7614 (0.7860) loss_giou_pre: 0.6706 (0.6871) loss_ddf_aux_0: 0.1173 (0.1167) loss_ddf_aux_1: 0.0140 (0.0138) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3038 (0.3133) loss_ddf_dn_1: 0.0426 (0.0409) loss_ddf_dn_2: 0.0066 (0.0059) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7767 (0.7763) loss_vfl_aux_0: 0.8414 (0.8723) loss_vfl_aux_1: 0.8428 (0.8567) loss_vfl_aux_2: 0.8200 (0.8260) loss_vfl_aux_3: 0.7864 (0.7901) loss_vfl_aux_4: 0.7681 (0.7769) loss_vfl_dn_0: 0.5047 (0.5122) loss_vfl_dn_1: 0.4996 (0.4997) loss_vfl_dn_2: 0.4835 (0.4851) loss_vfl_dn_3: 0.4704 (0.4742) loss_vfl_dn_4: 0.4719 (0.4703) loss_vfl_dn_5: 0.4725 (0.4701) loss_vfl_dn_pre: 0.5063 (0.5130) loss_vfl_enc_0: 0.8521 (0.8548) loss_vfl_pre: 0.8406 (0.8747) time: 0.9376 data: 0.0259 max mem: 9094 Epoch: [3] [1500/3696] eta: 0:27:26 lr: 0.000013 loss: 36.2879 (36.6444) loss_bbox: 0.2519 (0.2434) loss_bbox_aux_0: 0.2742 (0.2698) loss_bbox_aux_1: 0.2558 (0.2477) loss_bbox_aux_2: 0.2522 (0.2440) loss_bbox_aux_3: 0.2519 (0.2435) loss_bbox_aux_4: 0.2520 (0.2434) loss_bbox_dn_0: 0.3424 (0.3587) loss_bbox_dn_1: 0.2711 (0.2822) loss_bbox_dn_2: 0.2620 (0.2698) loss_bbox_dn_3: 0.2630 (0.2670) loss_bbox_dn_4: 0.2623 (0.2667) loss_bbox_dn_5: 0.2625 (0.2666) loss_bbox_dn_pre: 0.3448 (0.3625) loss_bbox_enc_0: 0.3318 (0.3351) loss_bbox_pre: 0.2735 (0.2699) loss_dfl: 0.9609 (0.9678) loss_fgl_aux_0: 1.0301 (1.0288) loss_fgl_aux_1: 0.9674 (0.9744) loss_fgl_aux_2: 0.9615 (0.9680) loss_fgl_aux_3: 0.9612 (0.9679) loss_fgl_aux_4: 0.9609 (0.9678) loss_fgl_dn_0: 1.0988 (1.1040) loss_fgl_dn_1: 1.0022 (1.0112) loss_fgl_dn_2: 0.9909 (1.0013) loss_fgl_dn_3: 0.9924 (1.0021) loss_fgl_dn_4: 0.9931 (1.0025) loss_fgl_dn_5: 0.9933 (1.0025) loss_giou: 0.6375 (0.6502) loss_giou_aux_0: 0.6764 (0.6897) loss_giou_aux_1: 0.6415 (0.6563) loss_giou_aux_2: 0.6374 (0.6508) loss_giou_aux_3: 0.6378 (0.6502) loss_giou_aux_4: 0.6380 (0.6501) loss_giou_dn_0: 0.7493 (0.7462) loss_giou_dn_1: 0.6218 (0.6225) loss_giou_dn_2: 0.6057 (0.6023) loss_giou_dn_3: 0.6039 (0.5982) loss_giou_dn_4: 0.6035 (0.5975) loss_giou_dn_5: 0.6033 (0.5974) loss_giou_dn_pre: 0.7492 (0.7448) loss_giou_enc_0: 0.7795 (0.7867) loss_giou_pre: 0.6786 (0.6877) loss_ddf_aux_0: 0.1193 (0.1171) loss_ddf_aux_1: 0.0130 (0.0138) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3022 (0.3133) loss_ddf_dn_1: 0.0362 (0.0409) loss_ddf_dn_2: 0.0048 (0.0059) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7604 (0.7760) loss_vfl_aux_0: 0.8440 (0.8725) loss_vfl_aux_1: 0.8339 (0.8574) loss_vfl_aux_2: 0.8070 (0.8264) loss_vfl_aux_3: 0.7809 (0.7899) loss_vfl_aux_4: 0.7602 (0.7767) loss_vfl_dn_0: 0.5071 (0.5120) loss_vfl_dn_1: 0.4932 (0.4995) loss_vfl_dn_2: 0.4764 (0.4848) loss_vfl_dn_3: 0.4659 (0.4739) loss_vfl_dn_4: 0.4604 (0.4700) loss_vfl_dn_5: 0.4585 (0.4698) loss_vfl_dn_pre: 0.5087 (0.5128) loss_vfl_enc_0: 0.8369 (0.8544) loss_vfl_pre: 0.8632 (0.8750) time: 0.7191 data: 0.0237 max mem: 9094 Epoch: [3] [1600/3696] eta: 0:26:10 lr: 0.000013 loss: 36.0511 (36.6345) loss_bbox: 0.2309 (0.2431) loss_bbox_aux_0: 0.2578 (0.2693) loss_bbox_aux_1: 0.2365 (0.2474) loss_bbox_aux_2: 0.2319 (0.2437) loss_bbox_aux_3: 0.2311 (0.2432) loss_bbox_aux_4: 0.2309 (0.2431) loss_bbox_dn_0: 0.3580 (0.3585) loss_bbox_dn_1: 0.2810 (0.2820) loss_bbox_dn_2: 0.2712 (0.2695) loss_bbox_dn_3: 0.2675 (0.2668) loss_bbox_dn_4: 0.2667 (0.2665) loss_bbox_dn_5: 0.2660 (0.2664) loss_bbox_dn_pre: 0.3591 (0.3623) loss_bbox_enc_0: 0.3171 (0.3347) loss_bbox_pre: 0.2554 (0.2695) loss_dfl: 0.9723 (0.9680) loss_fgl_aux_0: 1.0336 (1.0288) loss_fgl_aux_1: 0.9783 (0.9746) loss_fgl_aux_2: 0.9725 (0.9682) loss_fgl_aux_3: 0.9722 (0.9680) loss_fgl_aux_4: 0.9722 (0.9680) loss_fgl_dn_0: 1.1003 (1.1038) loss_fgl_dn_1: 1.0033 (1.0112) loss_fgl_dn_2: 0.9946 (1.0013) loss_fgl_dn_3: 0.9958 (1.0021) loss_fgl_dn_4: 0.9963 (1.0025) loss_fgl_dn_5: 0.9965 (1.0025) loss_giou: 0.6392 (0.6501) loss_giou_aux_0: 0.6735 (0.6896) loss_giou_aux_1: 0.6486 (0.6563) loss_giou_aux_2: 0.6400 (0.6507) loss_giou_aux_3: 0.6389 (0.6501) loss_giou_aux_4: 0.6389 (0.6501) loss_giou_dn_0: 0.7391 (0.7461) loss_giou_dn_1: 0.6093 (0.6224) loss_giou_dn_2: 0.5904 (0.6023) loss_giou_dn_3: 0.5858 (0.5981) loss_giou_dn_4: 0.5853 (0.5974) loss_giou_dn_5: 0.5854 (0.5974) loss_giou_dn_pre: 0.7419 (0.7447) loss_giou_enc_0: 0.7786 (0.7867) loss_giou_pre: 0.6727 (0.6876) loss_ddf_aux_0: 0.1006 (0.1166) loss_ddf_aux_1: 0.0123 (0.0138) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3134 (0.3130) loss_ddf_dn_1: 0.0378 (0.0408) loss_ddf_dn_2: 0.0055 (0.0059) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7391 (0.7754) loss_vfl_aux_0: 0.8406 (0.8722) loss_vfl_aux_1: 0.8310 (0.8570) loss_vfl_aux_2: 0.7765 (0.8258) loss_vfl_aux_3: 0.7525 (0.7894) loss_vfl_aux_4: 0.7355 (0.7761) loss_vfl_dn_0: 0.5087 (0.5121) loss_vfl_dn_1: 0.4965 (0.4994) loss_vfl_dn_2: 0.4792 (0.4848) loss_vfl_dn_3: 0.4686 (0.4739) loss_vfl_dn_4: 0.4667 (0.4700) loss_vfl_dn_5: 0.4682 (0.4698) loss_vfl_dn_pre: 0.5090 (0.5129) loss_vfl_enc_0: 0.8219 (0.8537) loss_vfl_pre: 0.8388 (0.8747) time: 0.7530 data: 0.0245 max mem: 9094 Epoch: [3] [1700/3696] eta: 0:24:55 lr: 0.000013 loss: 36.4816 (36.6176) loss_bbox: 0.2376 (0.2432) loss_bbox_aux_0: 0.2574 (0.2693) loss_bbox_aux_1: 0.2417 (0.2475) loss_bbox_aux_2: 0.2391 (0.2438) loss_bbox_aux_3: 0.2374 (0.2433) loss_bbox_aux_4: 0.2376 (0.2432) loss_bbox_dn_0: 0.3536 (0.3584) loss_bbox_dn_1: 0.2802 (0.2819) loss_bbox_dn_2: 0.2730 (0.2695) loss_bbox_dn_3: 0.2707 (0.2668) loss_bbox_dn_4: 0.2708 (0.2664) loss_bbox_dn_5: 0.2708 (0.2664) loss_bbox_dn_pre: 0.3628 (0.3623) loss_bbox_enc_0: 0.3276 (0.3347) loss_bbox_pre: 0.2566 (0.2694) loss_dfl: 0.9768 (0.9683) loss_fgl_aux_0: 1.0323 (1.0289) loss_fgl_aux_1: 0.9796 (0.9749) loss_fgl_aux_2: 0.9771 (0.9685) loss_fgl_aux_3: 0.9768 (0.9683) loss_fgl_aux_4: 0.9768 (0.9683) loss_fgl_dn_0: 1.1090 (1.1040) loss_fgl_dn_1: 1.0140 (1.0113) loss_fgl_dn_2: 1.0034 (1.0015) loss_fgl_dn_3: 1.0053 (1.0023) loss_fgl_dn_4: 1.0056 (1.0026) loss_fgl_dn_5: 1.0056 (1.0027) loss_giou: 0.6184 (0.6496) loss_giou_aux_0: 0.6685 (0.6889) loss_giou_aux_1: 0.6264 (0.6557) loss_giou_aux_2: 0.6191 (0.6502) loss_giou_aux_3: 0.6186 (0.6495) loss_giou_aux_4: 0.6183 (0.6495) loss_giou_dn_0: 0.7232 (0.7451) loss_giou_dn_1: 0.6007 (0.6215) loss_giou_dn_2: 0.5904 (0.6014) loss_giou_dn_3: 0.5856 (0.5972) loss_giou_dn_4: 0.5829 (0.5966) loss_giou_dn_5: 0.5829 (0.5965) loss_giou_dn_pre: 0.7226 (0.7438) loss_giou_enc_0: 0.7556 (0.7861) loss_giou_pre: 0.6674 (0.6870) loss_ddf_aux_0: 0.0967 (0.1158) loss_ddf_aux_1: 0.0121 (0.0137) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2908 (0.3126) loss_ddf_dn_1: 0.0361 (0.0407) loss_ddf_dn_2: 0.0052 (0.0059) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7351 (0.7748) loss_vfl_aux_0: 0.8319 (0.8713) loss_vfl_aux_1: 0.8078 (0.8561) loss_vfl_aux_2: 0.7902 (0.8250) loss_vfl_aux_3: 0.7507 (0.7887) loss_vfl_aux_4: 0.7461 (0.7753) loss_vfl_dn_0: 0.5109 (0.5121) loss_vfl_dn_1: 0.4915 (0.4992) loss_vfl_dn_2: 0.4777 (0.4846) loss_vfl_dn_3: 0.4671 (0.4737) loss_vfl_dn_4: 0.4669 (0.4697) loss_vfl_dn_5: 0.4652 (0.4696) loss_vfl_dn_pre: 0.5114 (0.5128) loss_vfl_enc_0: 0.8121 (0.8533) loss_vfl_pre: 0.8357 (0.8737) time: 0.7608 data: 0.0279 max mem: 9094 Epoch: [3] [1800/3696] eta: 0:23:40 lr: 0.000013 loss: 36.5435 (36.5980) loss_bbox: 0.2350 (0.2426) loss_bbox_aux_0: 0.2596 (0.2685) loss_bbox_aux_1: 0.2400 (0.2468) loss_bbox_aux_2: 0.2351 (0.2432) loss_bbox_aux_3: 0.2351 (0.2427) loss_bbox_aux_4: 0.2350 (0.2426) loss_bbox_dn_0: 0.3205 (0.3574) loss_bbox_dn_1: 0.2546 (0.2812) loss_bbox_dn_2: 0.2428 (0.2687) loss_bbox_dn_3: 0.2410 (0.2660) loss_bbox_dn_4: 0.2403 (0.2657) loss_bbox_dn_5: 0.2400 (0.2656) loss_bbox_dn_pre: 0.3248 (0.3613) loss_bbox_enc_0: 0.3198 (0.3336) loss_bbox_pre: 0.2604 (0.2686) loss_dfl: 0.9999 (0.9689) loss_fgl_aux_0: 1.0580 (1.0292) loss_fgl_aux_1: 1.0070 (0.9755) loss_fgl_aux_2: 1.0006 (0.9691) loss_fgl_aux_3: 0.9996 (0.9690) loss_fgl_aux_4: 0.9998 (0.9689) loss_fgl_dn_0: 1.1118 (1.1041) loss_fgl_dn_1: 1.0266 (1.0114) loss_fgl_dn_2: 1.0155 (1.0016) loss_fgl_dn_3: 1.0159 (1.0024) loss_fgl_dn_4: 1.0157 (1.0027) loss_fgl_dn_5: 1.0156 (1.0028) loss_giou: 0.5927 (0.6494) loss_giou_aux_0: 0.6357 (0.6886) loss_giou_aux_1: 0.6059 (0.6555) loss_giou_aux_2: 0.5926 (0.6500) loss_giou_aux_3: 0.5932 (0.6494) loss_giou_aux_4: 0.5929 (0.6494) loss_giou_dn_0: 0.7015 (0.7444) loss_giou_dn_1: 0.5835 (0.6211) loss_giou_dn_2: 0.5613 (0.6010) loss_giou_dn_3: 0.5570 (0.5969) loss_giou_dn_4: 0.5561 (0.5962) loss_giou_dn_5: 0.5562 (0.5961) loss_giou_dn_pre: 0.6984 (0.7431) loss_giou_enc_0: 0.7359 (0.7856) loss_giou_pre: 0.6341 (0.6866) loss_ddf_aux_0: 0.1016 (0.1151) loss_ddf_aux_1: 0.0125 (0.0136) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2833 (0.3120) loss_ddf_dn_1: 0.0371 (0.0406) loss_ddf_dn_2: 0.0052 (0.0059) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7623 (0.7745) loss_vfl_aux_0: 0.8649 (0.8706) loss_vfl_aux_1: 0.8292 (0.8552) loss_vfl_aux_2: 0.8123 (0.8244) loss_vfl_aux_3: 0.7626 (0.7883) loss_vfl_aux_4: 0.7644 (0.7751) loss_vfl_dn_0: 0.5081 (0.5120) loss_vfl_dn_1: 0.4959 (0.4990) loss_vfl_dn_2: 0.4833 (0.4844) loss_vfl_dn_3: 0.4703 (0.4735) loss_vfl_dn_4: 0.4634 (0.4696) loss_vfl_dn_5: 0.4619 (0.4694) loss_vfl_dn_pre: 0.5109 (0.5128) loss_vfl_enc_0: 0.8356 (0.8528) loss_vfl_pre: 0.8616 (0.8730) time: 0.7381 data: 0.0318 max mem: 9094 Epoch: [3] [1900/3696] eta: 0:22:25 lr: 0.000013 loss: 36.5147 (36.5938) loss_bbox: 0.2217 (0.2427) loss_bbox_aux_0: 0.2442 (0.2684) loss_bbox_aux_1: 0.2263 (0.2469) loss_bbox_aux_2: 0.2216 (0.2433) loss_bbox_aux_3: 0.2219 (0.2428) loss_bbox_aux_4: 0.2218 (0.2427) loss_bbox_dn_0: 0.3470 (0.3579) loss_bbox_dn_1: 0.2754 (0.2817) loss_bbox_dn_2: 0.2600 (0.2692) loss_bbox_dn_3: 0.2566 (0.2665) loss_bbox_dn_4: 0.2557 (0.2661) loss_bbox_dn_5: 0.2558 (0.2661) loss_bbox_dn_pre: 0.3510 (0.3618) loss_bbox_enc_0: 0.3056 (0.3333) loss_bbox_pre: 0.2439 (0.2686) loss_dfl: 0.9746 (0.9692) loss_fgl_aux_0: 1.0303 (1.0292) loss_fgl_aux_1: 0.9863 (0.9758) loss_fgl_aux_2: 0.9766 (0.9694) loss_fgl_aux_3: 0.9751 (0.9693) loss_fgl_aux_4: 0.9749 (0.9692) loss_fgl_dn_0: 1.0987 (1.1041) loss_fgl_dn_1: 1.0057 (1.0114) loss_fgl_dn_2: 0.9995 (1.0016) loss_fgl_dn_3: 1.0003 (1.0024) loss_fgl_dn_4: 1.0001 (1.0028) loss_fgl_dn_5: 1.0002 (1.0028) loss_giou: 0.6115 (0.6491) loss_giou_aux_0: 0.6467 (0.6881) loss_giou_aux_1: 0.6231 (0.6552) loss_giou_aux_2: 0.6132 (0.6497) loss_giou_aux_3: 0.6113 (0.6491) loss_giou_aux_4: 0.6115 (0.6491) loss_giou_dn_0: 0.7345 (0.7441) loss_giou_dn_1: 0.6184 (0.6209) loss_giou_dn_2: 0.5961 (0.6008) loss_giou_dn_3: 0.5916 (0.5966) loss_giou_dn_4: 0.5908 (0.5960) loss_giou_dn_5: 0.5906 (0.5959) loss_giou_dn_pre: 0.7315 (0.7427) loss_giou_enc_0: 0.7461 (0.7850) loss_giou_pre: 0.6467 (0.6862) loss_ddf_aux_0: 0.1006 (0.1145) loss_ddf_aux_1: 0.0124 (0.0136) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2708 (0.3114) loss_ddf_dn_1: 0.0380 (0.0405) loss_ddf_dn_2: 0.0055 (0.0059) loss_ddf_dn_3: 0.0004 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7690 (0.7743) loss_vfl_aux_0: 0.8669 (0.8699) loss_vfl_aux_1: 0.8335 (0.8548) loss_vfl_aux_2: 0.8224 (0.8240) loss_vfl_aux_3: 0.7833 (0.7880) loss_vfl_aux_4: 0.7782 (0.7749) loss_vfl_dn_0: 0.5174 (0.5122) loss_vfl_dn_1: 0.4995 (0.4990) loss_vfl_dn_2: 0.4841 (0.4844) loss_vfl_dn_3: 0.4722 (0.4735) loss_vfl_dn_4: 0.4687 (0.4696) loss_vfl_dn_5: 0.4692 (0.4694) loss_vfl_dn_pre: 0.5172 (0.5130) loss_vfl_enc_0: 0.8258 (0.8522) loss_vfl_pre: 0.8698 (0.8723) time: 0.7560 data: 0.0272 max mem: 9094 Epoch: [3] [2000/3696] eta: 0:21:09 lr: 0.000013 loss: 36.4404 (36.5832) loss_bbox: 0.2507 (0.2425) loss_bbox_aux_0: 0.2736 (0.2681) loss_bbox_aux_1: 0.2533 (0.2467) loss_bbox_aux_2: 0.2480 (0.2431) loss_bbox_aux_3: 0.2497 (0.2425) loss_bbox_aux_4: 0.2507 (0.2425) loss_bbox_dn_0: 0.3728 (0.3576) loss_bbox_dn_1: 0.2973 (0.2815) loss_bbox_dn_2: 0.2837 (0.2690) loss_bbox_dn_3: 0.2781 (0.2663) loss_bbox_dn_4: 0.2774 (0.2659) loss_bbox_dn_5: 0.2777 (0.2659) loss_bbox_dn_pre: 0.3719 (0.3615) loss_bbox_enc_0: 0.3335 (0.3327) loss_bbox_pre: 0.2757 (0.2682) loss_dfl: 0.9649 (0.9694) loss_fgl_aux_0: 1.0168 (1.0290) loss_fgl_aux_1: 0.9735 (0.9759) loss_fgl_aux_2: 0.9653 (0.9696) loss_fgl_aux_3: 0.9648 (0.9695) loss_fgl_aux_4: 0.9649 (0.9694) loss_fgl_dn_0: 1.1022 (1.1042) loss_fgl_dn_1: 1.0090 (1.0114) loss_fgl_dn_2: 0.9980 (1.0017) loss_fgl_dn_3: 0.9986 (1.0025) loss_fgl_dn_4: 0.9986 (1.0028) loss_fgl_dn_5: 0.9988 (1.0029) loss_giou: 0.6113 (0.6490) loss_giou_aux_0: 0.6548 (0.6879) loss_giou_aux_1: 0.6181 (0.6551) loss_giou_aux_2: 0.6121 (0.6496) loss_giou_aux_3: 0.6111 (0.6489) loss_giou_aux_4: 0.6112 (0.6489) loss_giou_dn_0: 0.7271 (0.7435) loss_giou_dn_1: 0.6199 (0.6204) loss_giou_dn_2: 0.5993 (0.6003) loss_giou_dn_3: 0.5939 (0.5962) loss_giou_dn_4: 0.5925 (0.5955) loss_giou_dn_5: 0.5921 (0.5955) loss_giou_dn_pre: 0.7276 (0.7421) loss_giou_enc_0: 0.7612 (0.7847) loss_giou_pre: 0.6545 (0.6860) loss_ddf_aux_0: 0.0997 (0.1139) loss_ddf_aux_1: 0.0126 (0.0136) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2782 (0.3108) loss_ddf_dn_1: 0.0361 (0.0404) loss_ddf_dn_2: 0.0054 (0.0058) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7757 (0.7744) loss_vfl_aux_0: 0.8741 (0.8695) loss_vfl_aux_1: 0.8499 (0.8547) loss_vfl_aux_2: 0.8401 (0.8242) loss_vfl_aux_3: 0.8015 (0.7882) loss_vfl_aux_4: 0.7803 (0.7749) loss_vfl_dn_0: 0.5126 (0.5121) loss_vfl_dn_1: 0.4921 (0.4988) loss_vfl_dn_2: 0.4771 (0.4842) loss_vfl_dn_3: 0.4670 (0.4733) loss_vfl_dn_4: 0.4632 (0.4694) loss_vfl_dn_5: 0.4645 (0.4692) loss_vfl_dn_pre: 0.5135 (0.5129) loss_vfl_enc_0: 0.8595 (0.8520) loss_vfl_pre: 0.8813 (0.8719) time: 0.6941 data: 0.0211 max mem: 9094 Epoch: [3] [2100/3696] eta: 0:19:53 lr: 0.000013 loss: 36.2517 (36.5703) loss_bbox: 0.2304 (0.2420) loss_bbox_aux_0: 0.2573 (0.2675) loss_bbox_aux_1: 0.2350 (0.2462) loss_bbox_aux_2: 0.2316 (0.2426) loss_bbox_aux_3: 0.2303 (0.2421) loss_bbox_aux_4: 0.2304 (0.2420) loss_bbox_dn_0: 0.3328 (0.3570) loss_bbox_dn_1: 0.2552 (0.2809) loss_bbox_dn_2: 0.2460 (0.2685) loss_bbox_dn_3: 0.2418 (0.2657) loss_bbox_dn_4: 0.2419 (0.2654) loss_bbox_dn_5: 0.2420 (0.2654) loss_bbox_dn_pre: 0.3345 (0.3610) loss_bbox_enc_0: 0.3070 (0.3319) loss_bbox_pre: 0.2574 (0.2676) loss_dfl: 0.9747 (0.9692) loss_fgl_aux_0: 1.0408 (1.0288) loss_fgl_aux_1: 0.9861 (0.9758) loss_fgl_aux_2: 0.9736 (0.9695) loss_fgl_aux_3: 0.9748 (0.9693) loss_fgl_aux_4: 0.9747 (0.9693) loss_fgl_dn_0: 1.1098 (1.1041) loss_fgl_dn_1: 1.0044 (1.0112) loss_fgl_dn_2: 0.9947 (1.0015) loss_fgl_dn_3: 0.9958 (1.0023) loss_fgl_dn_4: 0.9976 (1.0026) loss_fgl_dn_5: 0.9976 (1.0027) loss_giou: 0.6011 (0.6491) loss_giou_aux_0: 0.6339 (0.6880) loss_giou_aux_1: 0.6048 (0.6552) loss_giou_aux_2: 0.6008 (0.6497) loss_giou_aux_3: 0.6006 (0.6491) loss_giou_aux_4: 0.6008 (0.6491) loss_giou_dn_0: 0.7167 (0.7435) loss_giou_dn_1: 0.5941 (0.6203) loss_giou_dn_2: 0.5806 (0.6002) loss_giou_dn_3: 0.5754 (0.5961) loss_giou_dn_4: 0.5743 (0.5954) loss_giou_dn_5: 0.5740 (0.5953) loss_giou_dn_pre: 0.7130 (0.7421) loss_giou_enc_0: 0.7520 (0.7849) loss_giou_pre: 0.6388 (0.6861) loss_ddf_aux_0: 0.1076 (0.1136) loss_ddf_aux_1: 0.0129 (0.0135) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2910 (0.3109) loss_ddf_dn_1: 0.0380 (0.0404) loss_ddf_dn_2: 0.0055 (0.0058) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7676 (0.7743) loss_vfl_aux_0: 0.8882 (0.8692) loss_vfl_aux_1: 0.8717 (0.8546) loss_vfl_aux_2: 0.8263 (0.8241) loss_vfl_aux_3: 0.7833 (0.7881) loss_vfl_aux_4: 0.7758 (0.7747) loss_vfl_dn_0: 0.5137 (0.5120) loss_vfl_dn_1: 0.4799 (0.4986) loss_vfl_dn_2: 0.4806 (0.4841) loss_vfl_dn_3: 0.4713 (0.4732) loss_vfl_dn_4: 0.4633 (0.4693) loss_vfl_dn_5: 0.4622 (0.4691) loss_vfl_dn_pre: 0.5143 (0.5128) loss_vfl_enc_0: 0.8472 (0.8515) loss_vfl_pre: 0.8906 (0.8716) time: 0.7317 data: 0.0274 max mem: 9094 Epoch: [3] [2200/3696] eta: 0:18:39 lr: 0.000013 loss: 36.8121 (36.5565) loss_bbox: 0.2335 (0.2416) loss_bbox_aux_0: 0.2527 (0.2670) loss_bbox_aux_1: 0.2363 (0.2458) loss_bbox_aux_2: 0.2344 (0.2422) loss_bbox_aux_3: 0.2339 (0.2417) loss_bbox_aux_4: 0.2336 (0.2416) loss_bbox_dn_0: 0.3270 (0.3563) loss_bbox_dn_1: 0.2670 (0.2803) loss_bbox_dn_2: 0.2583 (0.2679) loss_bbox_dn_3: 0.2560 (0.2652) loss_bbox_dn_4: 0.2557 (0.2648) loss_bbox_dn_5: 0.2557 (0.2648) loss_bbox_dn_pre: 0.3251 (0.3602) loss_bbox_enc_0: 0.3050 (0.3312) loss_bbox_pre: 0.2519 (0.2671) loss_dfl: 0.9685 (0.9689) loss_fgl_aux_0: 1.0176 (1.0283) loss_fgl_aux_1: 0.9701 (0.9754) loss_fgl_aux_2: 0.9695 (0.9691) loss_fgl_aux_3: 0.9689 (0.9690) loss_fgl_aux_4: 0.9687 (0.9689) loss_fgl_dn_0: 1.0963 (1.1040) loss_fgl_dn_1: 1.0106 (1.0112) loss_fgl_dn_2: 1.0062 (1.0014) loss_fgl_dn_3: 1.0071 (1.0022) loss_fgl_dn_4: 1.0074 (1.0026) loss_fgl_dn_5: 1.0074 (1.0026) loss_giou: 0.6870 (0.6495) loss_giou_aux_0: 0.7313 (0.6883) loss_giou_aux_1: 0.6914 (0.6556) loss_giou_aux_2: 0.6881 (0.6501) loss_giou_aux_3: 0.6868 (0.6495) loss_giou_aux_4: 0.6869 (0.6495) loss_giou_dn_0: 0.7681 (0.7433) loss_giou_dn_1: 0.6502 (0.6202) loss_giou_dn_2: 0.6266 (0.6001) loss_giou_dn_3: 0.6243 (0.5960) loss_giou_dn_4: 0.6236 (0.5953) loss_giou_dn_5: 0.6239 (0.5952) loss_giou_dn_pre: 0.7636 (0.7419) loss_giou_enc_0: 0.8321 (0.7850) loss_giou_pre: 0.7291 (0.6863) loss_ddf_aux_0: 0.1043 (0.1133) loss_ddf_aux_1: 0.0122 (0.0135) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3042 (0.3106) loss_ddf_dn_1: 0.0401 (0.0404) loss_ddf_dn_2: 0.0060 (0.0059) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7902 (0.7741) loss_vfl_aux_0: 0.8669 (0.8687) loss_vfl_aux_1: 0.8713 (0.8539) loss_vfl_aux_2: 0.8350 (0.8236) loss_vfl_aux_3: 0.7900 (0.7878) loss_vfl_aux_4: 0.7859 (0.7745) loss_vfl_dn_0: 0.5071 (0.5120) loss_vfl_dn_1: 0.4974 (0.4985) loss_vfl_dn_2: 0.4836 (0.4840) loss_vfl_dn_3: 0.4756 (0.4731) loss_vfl_dn_4: 0.4659 (0.4691) loss_vfl_dn_5: 0.4672 (0.4689) loss_vfl_dn_pre: 0.5071 (0.5127) loss_vfl_enc_0: 0.8232 (0.8512) loss_vfl_pre: 0.8656 (0.8711) time: 0.7787 data: 0.0269 max mem: 9094 Epoch: [3] [2300/3696] eta: 0:17:23 lr: 0.000013 loss: 36.1914 (36.5485) loss_bbox: 0.2267 (0.2416) loss_bbox_aux_0: 0.2564 (0.2669) loss_bbox_aux_1: 0.2315 (0.2458) loss_bbox_aux_2: 0.2260 (0.2422) loss_bbox_aux_3: 0.2264 (0.2417) loss_bbox_aux_4: 0.2265 (0.2416) loss_bbox_dn_0: 0.3427 (0.3562) loss_bbox_dn_1: 0.2746 (0.2802) loss_bbox_dn_2: 0.2580 (0.2678) loss_bbox_dn_3: 0.2552 (0.2650) loss_bbox_dn_4: 0.2554 (0.2647) loss_bbox_dn_5: 0.2555 (0.2647) loss_bbox_dn_pre: 0.3425 (0.3602) loss_bbox_enc_0: 0.3299 (0.3311) loss_bbox_pre: 0.2571 (0.2671) loss_dfl: 0.9631 (0.9689) loss_fgl_aux_0: 1.0200 (1.0282) loss_fgl_aux_1: 0.9712 (0.9754) loss_fgl_aux_2: 0.9636 (0.9691) loss_fgl_aux_3: 0.9630 (0.9689) loss_fgl_aux_4: 0.9629 (0.9689) loss_fgl_dn_0: 1.0933 (1.1040) loss_fgl_dn_1: 1.0047 (1.0111) loss_fgl_dn_2: 0.9943 (1.0014) loss_fgl_dn_3: 0.9957 (1.0022) loss_fgl_dn_4: 0.9959 (1.0025) loss_fgl_dn_5: 0.9959 (1.0025) loss_giou: 0.6438 (0.6494) loss_giou_aux_0: 0.6905 (0.6882) loss_giou_aux_1: 0.6544 (0.6555) loss_giou_aux_2: 0.6442 (0.6500) loss_giou_aux_3: 0.6440 (0.6493) loss_giou_aux_4: 0.6441 (0.6493) loss_giou_dn_0: 0.7413 (0.7430) loss_giou_dn_1: 0.6277 (0.6198) loss_giou_dn_2: 0.6094 (0.5997) loss_giou_dn_3: 0.6040 (0.5956) loss_giou_dn_4: 0.6032 (0.5949) loss_giou_dn_5: 0.6033 (0.5949) loss_giou_dn_pre: 0.7385 (0.7416) loss_giou_enc_0: 0.7928 (0.7849) loss_giou_pre: 0.6878 (0.6862) loss_ddf_aux_0: 0.1105 (0.1130) loss_ddf_aux_1: 0.0127 (0.0135) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2908 (0.3108) loss_ddf_dn_1: 0.0378 (0.0403) loss_ddf_dn_2: 0.0063 (0.0059) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7448 (0.7740) loss_vfl_aux_0: 0.8143 (0.8683) loss_vfl_aux_1: 0.8098 (0.8537) loss_vfl_aux_2: 0.7839 (0.8233) loss_vfl_aux_3: 0.7502 (0.7875) loss_vfl_aux_4: 0.7540 (0.7743) loss_vfl_dn_0: 0.5089 (0.5120) loss_vfl_dn_1: 0.4929 (0.4985) loss_vfl_dn_2: 0.4807 (0.4839) loss_vfl_dn_3: 0.4742 (0.4730) loss_vfl_dn_4: 0.4706 (0.4691) loss_vfl_dn_5: 0.4677 (0.4689) loss_vfl_dn_pre: 0.5095 (0.5128) loss_vfl_enc_0: 0.8000 (0.8507) loss_vfl_pre: 0.8196 (0.8707) time: 0.6745 data: 0.0203 max mem: 9094 Epoch: [3] [2400/3696] eta: 0:16:08 lr: 0.000013 loss: 36.6664 (36.5424) loss_bbox: 0.2300 (0.2415) loss_bbox_aux_0: 0.2519 (0.2667) loss_bbox_aux_1: 0.2305 (0.2457) loss_bbox_aux_2: 0.2298 (0.2421) loss_bbox_aux_3: 0.2300 (0.2416) loss_bbox_aux_4: 0.2300 (0.2415) loss_bbox_dn_0: 0.3451 (0.3562) loss_bbox_dn_1: 0.2810 (0.2802) loss_bbox_dn_2: 0.2703 (0.2678) loss_bbox_dn_3: 0.2658 (0.2650) loss_bbox_dn_4: 0.2653 (0.2647) loss_bbox_dn_5: 0.2652 (0.2646) loss_bbox_dn_pre: 0.3526 (0.3601) loss_bbox_enc_0: 0.3123 (0.3308) loss_bbox_pre: 0.2540 (0.2669) loss_dfl: 0.9766 (0.9691) loss_fgl_aux_0: 1.0270 (1.0283) loss_fgl_aux_1: 0.9811 (0.9756) loss_fgl_aux_2: 0.9762 (0.9693) loss_fgl_aux_3: 0.9763 (0.9692) loss_fgl_aux_4: 0.9766 (0.9691) loss_fgl_dn_0: 1.0991 (1.1040) loss_fgl_dn_1: 1.0045 (1.0110) loss_fgl_dn_2: 0.9945 (1.0013) loss_fgl_dn_3: 0.9934 (1.0021) loss_fgl_dn_4: 0.9933 (1.0025) loss_fgl_dn_5: 0.9933 (1.0025) loss_giou: 0.6562 (0.6490) loss_giou_aux_0: 0.6944 (0.6877) loss_giou_aux_1: 0.6619 (0.6551) loss_giou_aux_2: 0.6567 (0.6496) loss_giou_aux_3: 0.6555 (0.6490) loss_giou_aux_4: 0.6559 (0.6490) loss_giou_dn_0: 0.7358 (0.7426) loss_giou_dn_1: 0.6300 (0.6195) loss_giou_dn_2: 0.6069 (0.5994) loss_giou_dn_3: 0.6054 (0.5953) loss_giou_dn_4: 0.6053 (0.5946) loss_giou_dn_5: 0.6054 (0.5946) loss_giou_dn_pre: 0.7337 (0.7411) loss_giou_enc_0: 0.7876 (0.7844) loss_giou_pre: 0.6941 (0.6857) loss_ddf_aux_0: 0.1008 (0.1127) loss_ddf_aux_1: 0.0121 (0.0135) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2968 (0.3105) loss_ddf_dn_1: 0.0386 (0.0404) loss_ddf_dn_2: 0.0057 (0.0059) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7659 (0.7742) loss_vfl_aux_0: 0.8604 (0.8682) loss_vfl_aux_1: 0.8368 (0.8537) loss_vfl_aux_2: 0.8136 (0.8233) loss_vfl_aux_3: 0.7823 (0.7877) loss_vfl_aux_4: 0.7743 (0.7745) loss_vfl_dn_0: 0.5132 (0.5120) loss_vfl_dn_1: 0.4953 (0.4983) loss_vfl_dn_2: 0.4829 (0.4838) loss_vfl_dn_3: 0.4680 (0.4729) loss_vfl_dn_4: 0.4625 (0.4690) loss_vfl_dn_5: 0.4584 (0.4688) loss_vfl_dn_pre: 0.5148 (0.5128) loss_vfl_enc_0: 0.8304 (0.8506) loss_vfl_pre: 0.8635 (0.8706) time: 0.7436 data: 0.0303 max mem: 9094 Epoch: [3] [2500/3696] eta: 0:14:53 lr: 0.000013 loss: 36.1570 (36.5309) loss_bbox: 0.2363 (0.2414) loss_bbox_aux_0: 0.2559 (0.2665) loss_bbox_aux_1: 0.2364 (0.2455) loss_bbox_aux_2: 0.2358 (0.2420) loss_bbox_aux_3: 0.2363 (0.2415) loss_bbox_aux_4: 0.2363 (0.2414) loss_bbox_dn_0: 0.3620 (0.3559) loss_bbox_dn_1: 0.2956 (0.2799) loss_bbox_dn_2: 0.2814 (0.2675) loss_bbox_dn_3: 0.2802 (0.2647) loss_bbox_dn_4: 0.2795 (0.2644) loss_bbox_dn_5: 0.2793 (0.2644) loss_bbox_dn_pre: 0.3632 (0.3598) loss_bbox_enc_0: 0.3202 (0.3304) loss_bbox_pre: 0.2532 (0.2667) loss_dfl: 0.9829 (0.9693) loss_fgl_aux_0: 1.0404 (1.0283) loss_fgl_aux_1: 0.9881 (0.9758) loss_fgl_aux_2: 0.9823 (0.9695) loss_fgl_aux_3: 0.9830 (0.9694) loss_fgl_aux_4: 0.9827 (0.9693) loss_fgl_dn_0: 1.1061 (1.1040) loss_fgl_dn_1: 1.0101 (1.0110) loss_fgl_dn_2: 0.9998 (1.0013) loss_fgl_dn_3: 1.0001 (1.0021) loss_fgl_dn_4: 1.0006 (1.0024) loss_fgl_dn_5: 1.0006 (1.0025) loss_giou: 0.6250 (0.6489) loss_giou_aux_0: 0.6591 (0.6875) loss_giou_aux_1: 0.6287 (0.6550) loss_giou_aux_2: 0.6242 (0.6495) loss_giou_aux_3: 0.6247 (0.6488) loss_giou_aux_4: 0.6250 (0.6488) loss_giou_dn_0: 0.7096 (0.7422) loss_giou_dn_1: 0.5943 (0.6192) loss_giou_dn_2: 0.5712 (0.5991) loss_giou_dn_3: 0.5686 (0.5950) loss_giou_dn_4: 0.5677 (0.5943) loss_giou_dn_5: 0.5677 (0.5943) loss_giou_dn_pre: 0.7090 (0.7408) loss_giou_enc_0: 0.7473 (0.7839) loss_giou_pre: 0.6555 (0.6855) loss_ddf_aux_0: 0.1012 (0.1123) loss_ddf_aux_1: 0.0121 (0.0134) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2964 (0.3102) loss_ddf_dn_1: 0.0343 (0.0402) loss_ddf_dn_2: 0.0046 (0.0059) loss_ddf_dn_3: 0.0004 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7295 (0.7739) loss_vfl_aux_0: 0.8473 (0.8676) loss_vfl_aux_1: 0.8380 (0.8532) loss_vfl_aux_2: 0.8094 (0.8230) loss_vfl_aux_3: 0.7732 (0.7874) loss_vfl_aux_4: 0.7421 (0.7742) loss_vfl_dn_0: 0.5118 (0.5120) loss_vfl_dn_1: 0.4926 (0.4982) loss_vfl_dn_2: 0.4782 (0.4838) loss_vfl_dn_3: 0.4635 (0.4729) loss_vfl_dn_4: 0.4602 (0.4689) loss_vfl_dn_5: 0.4615 (0.4687) loss_vfl_dn_pre: 0.5125 (0.5128) loss_vfl_enc_0: 0.8311 (0.8502) loss_vfl_pre: 0.8549 (0.8700) time: 0.7490 data: 0.0250 max mem: 9094 Epoch: [3] [2600/3696] eta: 0:13:38 lr: 0.000013 loss: 36.1189 (36.5217) loss_bbox: 0.2435 (0.2414) loss_bbox_aux_0: 0.2726 (0.2665) loss_bbox_aux_1: 0.2495 (0.2455) loss_bbox_aux_2: 0.2440 (0.2420) loss_bbox_aux_3: 0.2438 (0.2415) loss_bbox_aux_4: 0.2436 (0.2414) loss_bbox_dn_0: 0.3778 (0.3562) loss_bbox_dn_1: 0.2932 (0.2801) loss_bbox_dn_2: 0.2790 (0.2677) loss_bbox_dn_3: 0.2760 (0.2649) loss_bbox_dn_4: 0.2765 (0.2646) loss_bbox_dn_5: 0.2769 (0.2646) loss_bbox_dn_pre: 0.3808 (0.3602) loss_bbox_enc_0: 0.3532 (0.3304) loss_bbox_pre: 0.2740 (0.2667) loss_dfl: 0.9720 (0.9695) loss_fgl_aux_0: 1.0318 (1.0284) loss_fgl_aux_1: 0.9843 (0.9759) loss_fgl_aux_2: 0.9731 (0.9697) loss_fgl_aux_3: 0.9721 (0.9695) loss_fgl_aux_4: 0.9720 (0.9695) loss_fgl_dn_0: 1.1147 (1.1041) loss_fgl_dn_1: 1.0090 (1.0109) loss_fgl_dn_2: 0.9998 (1.0012) loss_fgl_dn_3: 1.0010 (1.0020) loss_fgl_dn_4: 1.0016 (1.0023) loss_fgl_dn_5: 1.0016 (1.0024) loss_giou: 0.5911 (0.6480) loss_giou_aux_0: 0.6161 (0.6865) loss_giou_aux_1: 0.5980 (0.6541) loss_giou_aux_2: 0.5930 (0.6486) loss_giou_aux_3: 0.5910 (0.6480) loss_giou_aux_4: 0.5912 (0.6480) loss_giou_dn_0: 0.7112 (0.7416) loss_giou_dn_1: 0.5827 (0.6186) loss_giou_dn_2: 0.5658 (0.5985) loss_giou_dn_3: 0.5631 (0.5944) loss_giou_dn_4: 0.5633 (0.5937) loss_giou_dn_5: 0.5632 (0.5937) loss_giou_dn_pre: 0.7089 (0.7402) loss_giou_enc_0: 0.7328 (0.7830) loss_giou_pre: 0.6164 (0.6846) loss_ddf_aux_0: 0.1086 (0.1122) loss_ddf_aux_1: 0.0125 (0.0134) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3119 (0.3103) loss_ddf_dn_1: 0.0403 (0.0402) loss_ddf_dn_2: 0.0058 (0.0058) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7817 (0.7741) loss_vfl_aux_0: 0.8552 (0.8677) loss_vfl_aux_1: 0.8479 (0.8533) loss_vfl_aux_2: 0.8375 (0.8230) loss_vfl_aux_3: 0.7980 (0.7876) loss_vfl_aux_4: 0.7778 (0.7743) loss_vfl_dn_0: 0.5170 (0.5120) loss_vfl_dn_1: 0.4951 (0.4981) loss_vfl_dn_2: 0.4783 (0.4836) loss_vfl_dn_3: 0.4640 (0.4727) loss_vfl_dn_4: 0.4582 (0.4687) loss_vfl_dn_5: 0.4585 (0.4685) loss_vfl_dn_pre: 0.5181 (0.5128) loss_vfl_enc_0: 0.8505 (0.8504) loss_vfl_pre: 0.8522 (0.8701) time: 0.7665 data: 0.0301 max mem: 9094 Epoch: [3] [2700/3696] eta: 0:12:24 lr: 0.000013 loss: 35.9734 (36.5081) loss_bbox: 0.2180 (0.2413) loss_bbox_aux_0: 0.2369 (0.2663) loss_bbox_aux_1: 0.2216 (0.2454) loss_bbox_aux_2: 0.2200 (0.2418) loss_bbox_aux_3: 0.2183 (0.2413) loss_bbox_aux_4: 0.2182 (0.2413) loss_bbox_dn_0: 0.3293 (0.3561) loss_bbox_dn_1: 0.2681 (0.2799) loss_bbox_dn_2: 0.2480 (0.2676) loss_bbox_dn_3: 0.2465 (0.2648) loss_bbox_dn_4: 0.2441 (0.2644) loss_bbox_dn_5: 0.2435 (0.2644) loss_bbox_dn_pre: 0.3393 (0.3601) loss_bbox_enc_0: 0.2987 (0.3301) loss_bbox_pre: 0.2347 (0.2665) loss_dfl: 0.9847 (0.9697) loss_fgl_aux_0: 1.0373 (1.0286) loss_fgl_aux_1: 0.9926 (0.9761) loss_fgl_aux_2: 0.9853 (0.9699) loss_fgl_aux_3: 0.9851 (0.9697) loss_fgl_aux_4: 0.9848 (0.9697) loss_fgl_dn_0: 1.1002 (1.1042) loss_fgl_dn_1: 1.0155 (1.0109) loss_fgl_dn_2: 1.0061 (1.0012) loss_fgl_dn_3: 1.0088 (1.0020) loss_fgl_dn_4: 1.0095 (1.0023) loss_fgl_dn_5: 1.0096 (1.0023) loss_giou: 0.6215 (0.6475) loss_giou_aux_0: 0.6521 (0.6860) loss_giou_aux_1: 0.6210 (0.6536) loss_giou_aux_2: 0.6206 (0.6481) loss_giou_aux_3: 0.6215 (0.6475) loss_giou_aux_4: 0.6219 (0.6475) loss_giou_dn_0: 0.7296 (0.7411) loss_giou_dn_1: 0.6086 (0.6180) loss_giou_dn_2: 0.5896 (0.5980) loss_giou_dn_3: 0.5820 (0.5938) loss_giou_dn_4: 0.5811 (0.5932) loss_giou_dn_5: 0.5811 (0.5931) loss_giou_dn_pre: 0.7308 (0.7397) loss_giou_enc_0: 0.7485 (0.7824) loss_giou_pre: 0.6511 (0.6841) loss_ddf_aux_0: 0.1016 (0.1120) loss_ddf_aux_1: 0.0131 (0.0134) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2947 (0.3100) loss_ddf_dn_1: 0.0399 (0.0401) loss_ddf_dn_2: 0.0062 (0.0058) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7361 (0.7736) loss_vfl_aux_0: 0.8506 (0.8671) loss_vfl_aux_1: 0.8232 (0.8527) loss_vfl_aux_2: 0.7844 (0.8226) loss_vfl_aux_3: 0.7527 (0.7871) loss_vfl_aux_4: 0.7391 (0.7738) loss_vfl_dn_0: 0.5132 (0.5121) loss_vfl_dn_1: 0.4954 (0.4980) loss_vfl_dn_2: 0.4820 (0.4835) loss_vfl_dn_3: 0.4689 (0.4726) loss_vfl_dn_4: 0.4643 (0.4686) loss_vfl_dn_5: 0.4613 (0.4684) loss_vfl_dn_pre: 0.5141 (0.5129) loss_vfl_enc_0: 0.8246 (0.8501) loss_vfl_pre: 0.8568 (0.8696) time: 0.7466 data: 0.0262 max mem: 9094 Epoch: [3] [2800/3696] eta: 0:11:09 lr: 0.000013 loss: 36.1390 (36.5004) loss_bbox: 0.2388 (0.2410) loss_bbox_aux_0: 0.2529 (0.2660) loss_bbox_aux_1: 0.2439 (0.2451) loss_bbox_aux_2: 0.2401 (0.2416) loss_bbox_aux_3: 0.2391 (0.2411) loss_bbox_aux_4: 0.2389 (0.2410) loss_bbox_dn_0: 0.3209 (0.3556) loss_bbox_dn_1: 0.2559 (0.2795) loss_bbox_dn_2: 0.2482 (0.2671) loss_bbox_dn_3: 0.2460 (0.2644) loss_bbox_dn_4: 0.2455 (0.2640) loss_bbox_dn_5: 0.2455 (0.2640) loss_bbox_dn_pre: 0.3248 (0.3596) loss_bbox_enc_0: 0.3007 (0.3299) loss_bbox_pre: 0.2539 (0.2662) loss_dfl: 0.9693 (0.9696) loss_fgl_aux_0: 1.0125 (1.0283) loss_fgl_aux_1: 0.9730 (0.9760) loss_fgl_aux_2: 0.9684 (0.9698) loss_fgl_aux_3: 0.9693 (0.9696) loss_fgl_aux_4: 0.9694 (0.9696) loss_fgl_dn_0: 1.0952 (1.1041) loss_fgl_dn_1: 1.0095 (1.0108) loss_fgl_dn_2: 0.9982 (1.0011) loss_fgl_dn_3: 0.9982 (1.0019) loss_fgl_dn_4: 0.9978 (1.0023) loss_fgl_dn_5: 0.9978 (1.0023) loss_giou: 0.6769 (0.6479) loss_giou_aux_0: 0.7229 (0.6864) loss_giou_aux_1: 0.6850 (0.6539) loss_giou_aux_2: 0.6786 (0.6485) loss_giou_aux_3: 0.6771 (0.6478) loss_giou_aux_4: 0.6770 (0.6478) loss_giou_dn_0: 0.7267 (0.7410) loss_giou_dn_1: 0.6081 (0.6181) loss_giou_dn_2: 0.5914 (0.5980) loss_giou_dn_3: 0.5898 (0.5939) loss_giou_dn_4: 0.5896 (0.5933) loss_giou_dn_5: 0.5894 (0.5932) loss_giou_dn_pre: 0.7246 (0.7396) loss_giou_enc_0: 0.8096 (0.7829) loss_giou_pre: 0.7179 (0.6844) loss_ddf_aux_0: 0.1000 (0.1118) loss_ddf_aux_1: 0.0116 (0.0134) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2786 (0.3094) loss_ddf_dn_1: 0.0352 (0.0400) loss_ddf_dn_2: 0.0052 (0.0058) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7493 (0.7733) loss_vfl_aux_0: 0.8392 (0.8669) loss_vfl_aux_1: 0.8424 (0.8524) loss_vfl_aux_2: 0.7974 (0.8222) loss_vfl_aux_3: 0.7618 (0.7868) loss_vfl_aux_4: 0.7490 (0.7736) loss_vfl_dn_0: 0.5046 (0.5120) loss_vfl_dn_1: 0.4909 (0.4979) loss_vfl_dn_2: 0.4756 (0.4834) loss_vfl_dn_3: 0.4658 (0.4724) loss_vfl_dn_4: 0.4633 (0.4685) loss_vfl_dn_5: 0.4635 (0.4682) loss_vfl_dn_pre: 0.5074 (0.5128) loss_vfl_enc_0: 0.8251 (0.8494) loss_vfl_pre: 0.8359 (0.8693) time: 0.7518 data: 0.0287 max mem: 9094 Epoch: [3] [2900/3696] eta: 0:09:55 lr: 0.000013 loss: 35.8552 (36.4957) loss_bbox: 0.2171 (0.2409) loss_bbox_aux_0: 0.2546 (0.2659) loss_bbox_aux_1: 0.2245 (0.2451) loss_bbox_aux_2: 0.2190 (0.2415) loss_bbox_aux_3: 0.2169 (0.2410) loss_bbox_aux_4: 0.2169 (0.2410) loss_bbox_dn_0: 0.3564 (0.3556) loss_bbox_dn_1: 0.2694 (0.2795) loss_bbox_dn_2: 0.2533 (0.2672) loss_bbox_dn_3: 0.2481 (0.2644) loss_bbox_dn_4: 0.2472 (0.2641) loss_bbox_dn_5: 0.2473 (0.2640) loss_bbox_dn_pre: 0.3589 (0.3596) loss_bbox_enc_0: 0.3123 (0.3298) loss_bbox_pre: 0.2511 (0.2661) loss_dfl: 0.9909 (0.9696) loss_fgl_aux_0: 1.0456 (1.0284) loss_fgl_aux_1: 0.9931 (0.9760) loss_fgl_aux_2: 0.9911 (0.9697) loss_fgl_aux_3: 0.9905 (0.9696) loss_fgl_aux_4: 0.9908 (0.9696) loss_fgl_dn_0: 1.1021 (1.1042) loss_fgl_dn_1: 1.0132 (1.0108) loss_fgl_dn_2: 1.0080 (1.0011) loss_fgl_dn_3: 1.0091 (1.0019) loss_fgl_dn_4: 1.0087 (1.0022) loss_fgl_dn_5: 1.0088 (1.0023) loss_giou: 0.6172 (0.6476) loss_giou_aux_0: 0.6483 (0.6861) loss_giou_aux_1: 0.6219 (0.6537) loss_giou_aux_2: 0.6164 (0.6482) loss_giou_aux_3: 0.6167 (0.6476) loss_giou_aux_4: 0.6171 (0.6476) loss_giou_dn_0: 0.7222 (0.7407) loss_giou_dn_1: 0.6019 (0.6177) loss_giou_dn_2: 0.5805 (0.5977) loss_giou_dn_3: 0.5721 (0.5936) loss_giou_dn_4: 0.5702 (0.5929) loss_giou_dn_5: 0.5701 (0.5929) loss_giou_dn_pre: 0.7228 (0.7392) loss_giou_enc_0: 0.7515 (0.7827) loss_giou_pre: 0.6478 (0.6842) loss_ddf_aux_0: 0.1059 (0.1118) loss_ddf_aux_1: 0.0134 (0.0134) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2828 (0.3092) loss_ddf_dn_1: 0.0361 (0.0399) loss_ddf_dn_2: 0.0051 (0.0058) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7728 (0.7734) loss_vfl_aux_0: 0.8284 (0.8669) loss_vfl_aux_1: 0.8356 (0.8525) loss_vfl_aux_2: 0.8143 (0.8221) loss_vfl_aux_3: 0.7905 (0.7869) loss_vfl_aux_4: 0.7828 (0.7738) loss_vfl_dn_0: 0.5173 (0.5121) loss_vfl_dn_1: 0.4977 (0.4978) loss_vfl_dn_2: 0.4771 (0.4833) loss_vfl_dn_3: 0.4714 (0.4724) loss_vfl_dn_4: 0.4645 (0.4684) loss_vfl_dn_5: 0.4644 (0.4682) loss_vfl_dn_pre: 0.5173 (0.5129) loss_vfl_enc_0: 0.8378 (0.8494) loss_vfl_pre: 0.8380 (0.8694) time: 0.7458 data: 0.0282 max mem: 9094 Epoch: [3] [3000/3696] eta: 0:08:40 lr: 0.000013 loss: 35.9618 (36.4871) loss_bbox: 0.2321 (0.2408) loss_bbox_aux_0: 0.2523 (0.2658) loss_bbox_aux_1: 0.2374 (0.2449) loss_bbox_aux_2: 0.2330 (0.2414) loss_bbox_aux_3: 0.2328 (0.2409) loss_bbox_aux_4: 0.2323 (0.2408) loss_bbox_dn_0: 0.3201 (0.3551) loss_bbox_dn_1: 0.2411 (0.2791) loss_bbox_dn_2: 0.2299 (0.2667) loss_bbox_dn_3: 0.2258 (0.2640) loss_bbox_dn_4: 0.2258 (0.2637) loss_bbox_dn_5: 0.2259 (0.2636) loss_bbox_dn_pre: 0.3232 (0.3590) loss_bbox_enc_0: 0.3157 (0.3297) loss_bbox_pre: 0.2522 (0.2660) loss_dfl: 0.9566 (0.9695) loss_fgl_aux_0: 1.0129 (1.0282) loss_fgl_aux_1: 0.9624 (0.9759) loss_fgl_aux_2: 0.9556 (0.9697) loss_fgl_aux_3: 0.9567 (0.9695) loss_fgl_aux_4: 0.9567 (0.9695) loss_fgl_dn_0: 1.1019 (1.1041) loss_fgl_dn_1: 1.0086 (1.0109) loss_fgl_dn_2: 0.9974 (1.0012) loss_fgl_dn_3: 0.9996 (1.0020) loss_fgl_dn_4: 1.0005 (1.0023) loss_fgl_dn_5: 1.0007 (1.0023) loss_giou: 0.6877 (0.6478) loss_giou_aux_0: 0.7254 (0.6863) loss_giou_aux_1: 0.6974 (0.6539) loss_giou_aux_2: 0.6885 (0.6484) loss_giou_aux_3: 0.6878 (0.6478) loss_giou_aux_4: 0.6880 (0.6478) loss_giou_dn_0: 0.7198 (0.7403) loss_giou_dn_1: 0.6111 (0.6174) loss_giou_dn_2: 0.5869 (0.5974) loss_giou_dn_3: 0.5849 (0.5933) loss_giou_dn_4: 0.5834 (0.5927) loss_giou_dn_5: 0.5830 (0.5927) loss_giou_dn_pre: 0.7179 (0.7388) loss_giou_enc_0: 0.7994 (0.7827) loss_giou_pre: 0.7231 (0.6843) loss_ddf_aux_0: 0.1039 (0.1117) loss_ddf_aux_1: 0.0127 (0.0133) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2721 (0.3089) loss_ddf_dn_1: 0.0355 (0.0398) loss_ddf_dn_2: 0.0052 (0.0058) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7598 (0.7733) loss_vfl_aux_0: 0.8387 (0.8667) loss_vfl_aux_1: 0.8286 (0.8522) loss_vfl_aux_2: 0.7961 (0.8219) loss_vfl_aux_3: 0.7625 (0.7868) loss_vfl_aux_4: 0.7620 (0.7736) loss_vfl_dn_0: 0.5106 (0.5120) loss_vfl_dn_1: 0.4869 (0.4977) loss_vfl_dn_2: 0.4767 (0.4832) loss_vfl_dn_3: 0.4642 (0.4723) loss_vfl_dn_4: 0.4622 (0.4683) loss_vfl_dn_5: 0.4584 (0.4680) loss_vfl_dn_pre: 0.5106 (0.5128) loss_vfl_enc_0: 0.8072 (0.8492) loss_vfl_pre: 0.8483 (0.8691) time: 0.7283 data: 0.0252 max mem: 9094 Epoch: [3] [3100/3696] eta: 0:07:27 lr: 0.000013 loss: 35.4582 (36.4741) loss_bbox: 0.2110 (0.2406) loss_bbox_aux_0: 0.2374 (0.2654) loss_bbox_aux_1: 0.2135 (0.2446) loss_bbox_aux_2: 0.2108 (0.2411) loss_bbox_aux_3: 0.2110 (0.2406) loss_bbox_aux_4: 0.2110 (0.2406) loss_bbox_dn_0: 0.3150 (0.3545) loss_bbox_dn_1: 0.2458 (0.2786) loss_bbox_dn_2: 0.2354 (0.2663) loss_bbox_dn_3: 0.2351 (0.2635) loss_bbox_dn_4: 0.2358 (0.2632) loss_bbox_dn_5: 0.2358 (0.2632) loss_bbox_dn_pre: 0.3160 (0.3584) loss_bbox_enc_0: 0.2775 (0.3291) loss_bbox_pre: 0.2368 (0.2656) loss_dfl: 0.9836 (0.9694) loss_fgl_aux_0: 1.0221 (1.0279) loss_fgl_aux_1: 0.9871 (0.9757) loss_fgl_aux_2: 0.9841 (0.9695) loss_fgl_aux_3: 0.9840 (0.9694) loss_fgl_aux_4: 0.9838 (0.9694) loss_fgl_dn_0: 1.1009 (1.1041) loss_fgl_dn_1: 1.0104 (1.0108) loss_fgl_dn_2: 1.0024 (1.0012) loss_fgl_dn_3: 1.0052 (1.0020) loss_fgl_dn_4: 1.0064 (1.0023) loss_fgl_dn_5: 1.0067 (1.0023) loss_giou: 0.6264 (0.6480) loss_giou_aux_0: 0.6634 (0.6864) loss_giou_aux_1: 0.6350 (0.6541) loss_giou_aux_2: 0.6272 (0.6487) loss_giou_aux_3: 0.6272 (0.6480) loss_giou_aux_4: 0.6268 (0.6480) loss_giou_dn_0: 0.7214 (0.7399) loss_giou_dn_1: 0.6069 (0.6172) loss_giou_dn_2: 0.5864 (0.5972) loss_giou_dn_3: 0.5812 (0.5931) loss_giou_dn_4: 0.5796 (0.5925) loss_giou_dn_5: 0.5794 (0.5924) loss_giou_dn_pre: 0.7184 (0.7385) loss_giou_enc_0: 0.7570 (0.7828) loss_giou_pre: 0.6608 (0.6844) loss_ddf_aux_0: 0.1041 (0.1114) loss_ddf_aux_1: 0.0135 (0.0133) loss_ddf_aux_2: 0.0018 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3182 (0.3084) loss_ddf_dn_1: 0.0414 (0.0397) loss_ddf_dn_2: 0.0059 (0.0058) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7390 (0.7730) loss_vfl_aux_0: 0.8334 (0.8660) loss_vfl_aux_1: 0.8120 (0.8516) loss_vfl_aux_2: 0.7717 (0.8215) loss_vfl_aux_3: 0.7552 (0.7864) loss_vfl_aux_4: 0.7402 (0.7734) loss_vfl_dn_0: 0.5069 (0.5120) loss_vfl_dn_1: 0.4991 (0.4975) loss_vfl_dn_2: 0.4792 (0.4831) loss_vfl_dn_3: 0.4644 (0.4721) loss_vfl_dn_4: 0.4606 (0.4681) loss_vfl_dn_5: 0.4659 (0.4679) loss_vfl_dn_pre: 0.5080 (0.5128) loss_vfl_enc_0: 0.8081 (0.8485) loss_vfl_pre: 0.8270 (0.8685) time: 0.9511 data: 0.0272 max mem: 9094 Epoch: [3] [3200/3696] eta: 0:06:11 lr: 0.000013 loss: 36.9815 (36.4689) loss_bbox: 0.2539 (0.2405) loss_bbox_aux_0: 0.2818 (0.2652) loss_bbox_aux_1: 0.2593 (0.2446) loss_bbox_aux_2: 0.2539 (0.2410) loss_bbox_aux_3: 0.2534 (0.2405) loss_bbox_aux_4: 0.2538 (0.2405) loss_bbox_dn_0: 0.3729 (0.3544) loss_bbox_dn_1: 0.2931 (0.2785) loss_bbox_dn_2: 0.2800 (0.2661) loss_bbox_dn_3: 0.2775 (0.2634) loss_bbox_dn_4: 0.2783 (0.2630) loss_bbox_dn_5: 0.2786 (0.2630) loss_bbox_dn_pre: 0.3752 (0.3583) loss_bbox_enc_0: 0.3551 (0.3289) loss_bbox_pre: 0.2812 (0.2654) loss_dfl: 0.9614 (0.9694) loss_fgl_aux_0: 1.0148 (1.0279) loss_fgl_aux_1: 0.9658 (0.9758) loss_fgl_aux_2: 0.9607 (0.9696) loss_fgl_aux_3: 0.9617 (0.9695) loss_fgl_aux_4: 0.9614 (0.9695) loss_fgl_dn_0: 1.0945 (1.1042) loss_fgl_dn_1: 1.0093 (1.0108) loss_fgl_dn_2: 0.9998 (1.0011) loss_fgl_dn_3: 1.0010 (1.0019) loss_fgl_dn_4: 1.0016 (1.0022) loss_fgl_dn_5: 1.0018 (1.0023) loss_giou: 0.6607 (0.6478) loss_giou_aux_0: 0.7004 (0.6862) loss_giou_aux_1: 0.6663 (0.6538) loss_giou_aux_2: 0.6625 (0.6484) loss_giou_aux_3: 0.6609 (0.6478) loss_giou_aux_4: 0.6606 (0.6478) loss_giou_dn_0: 0.7637 (0.7396) loss_giou_dn_1: 0.6174 (0.6168) loss_giou_dn_2: 0.5954 (0.5968) loss_giou_dn_3: 0.5874 (0.5927) loss_giou_dn_4: 0.5853 (0.5921) loss_giou_dn_5: 0.5854 (0.5920) loss_giou_dn_pre: 0.7608 (0.7381) loss_giou_enc_0: 0.7999 (0.7825) loss_giou_pre: 0.6978 (0.6842) loss_ddf_aux_0: 0.1038 (0.1112) loss_ddf_aux_1: 0.0129 (0.0133) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3225 (0.3084) loss_ddf_dn_1: 0.0398 (0.0397) loss_ddf_dn_2: 0.0052 (0.0058) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7701 (0.7733) loss_vfl_aux_0: 0.8628 (0.8661) loss_vfl_aux_1: 0.8469 (0.8517) loss_vfl_aux_2: 0.8147 (0.8216) loss_vfl_aux_3: 0.7837 (0.7867) loss_vfl_aux_4: 0.7687 (0.7737) loss_vfl_dn_0: 0.5050 (0.5120) loss_vfl_dn_1: 0.5061 (0.4975) loss_vfl_dn_2: 0.4810 (0.4831) loss_vfl_dn_3: 0.4727 (0.4720) loss_vfl_dn_4: 0.4688 (0.4681) loss_vfl_dn_5: 0.4679 (0.4678) loss_vfl_dn_pre: 0.5082 (0.5128) loss_vfl_enc_0: 0.8322 (0.8486) loss_vfl_pre: 0.8684 (0.8686) time: 0.7246 data: 0.0247 max mem: 9094 Epoch: [3] [3300/3696] eta: 0:04:56 lr: 0.000013 loss: 36.0766 (36.4587) loss_bbox: 0.2387 (0.2404) loss_bbox_aux_0: 0.2600 (0.2651) loss_bbox_aux_1: 0.2416 (0.2445) loss_bbox_aux_2: 0.2383 (0.2410) loss_bbox_aux_3: 0.2390 (0.2405) loss_bbox_aux_4: 0.2388 (0.2404) loss_bbox_dn_0: 0.3414 (0.3542) loss_bbox_dn_1: 0.2691 (0.2783) loss_bbox_dn_2: 0.2594 (0.2659) loss_bbox_dn_3: 0.2587 (0.2632) loss_bbox_dn_4: 0.2586 (0.2628) loss_bbox_dn_5: 0.2587 (0.2628) loss_bbox_dn_pre: 0.3485 (0.3581) loss_bbox_enc_0: 0.3172 (0.3287) loss_bbox_pre: 0.2615 (0.2653) loss_dfl: 0.9663 (0.9695) loss_fgl_aux_0: 1.0321 (1.0278) loss_fgl_aux_1: 0.9716 (0.9758) loss_fgl_aux_2: 0.9667 (0.9697) loss_fgl_aux_3: 0.9666 (0.9695) loss_fgl_aux_4: 0.9662 (0.9695) loss_fgl_dn_0: 1.0919 (1.1042) loss_fgl_dn_1: 1.0047 (1.0108) loss_fgl_dn_2: 0.9978 (1.0011) loss_fgl_dn_3: 0.9983 (1.0019) loss_fgl_dn_4: 0.9987 (1.0022) loss_fgl_dn_5: 0.9988 (1.0023) loss_giou: 0.6371 (0.6478) loss_giou_aux_0: 0.6697 (0.6861) loss_giou_aux_1: 0.6414 (0.6539) loss_giou_aux_2: 0.6380 (0.6484) loss_giou_aux_3: 0.6374 (0.6478) loss_giou_aux_4: 0.6369 (0.6478) loss_giou_dn_0: 0.7213 (0.7393) loss_giou_dn_1: 0.6057 (0.6166) loss_giou_dn_2: 0.5902 (0.5966) loss_giou_dn_3: 0.5845 (0.5925) loss_giou_dn_4: 0.5848 (0.5918) loss_giou_dn_5: 0.5849 (0.5918) loss_giou_dn_pre: 0.7194 (0.7378) loss_giou_enc_0: 0.7802 (0.7824) loss_giou_pre: 0.6679 (0.6841) loss_ddf_aux_0: 0.1062 (0.1110) loss_ddf_aux_1: 0.0122 (0.0133) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2976 (0.3083) loss_ddf_dn_1: 0.0367 (0.0397) loss_ddf_dn_2: 0.0050 (0.0058) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7562 (0.7727) loss_vfl_aux_0: 0.8623 (0.8654) loss_vfl_aux_1: 0.8329 (0.8509) loss_vfl_aux_2: 0.8012 (0.8209) loss_vfl_aux_3: 0.7675 (0.7861) loss_vfl_aux_4: 0.7595 (0.7732) loss_vfl_dn_0: 0.5071 (0.5120) loss_vfl_dn_1: 0.4906 (0.4973) loss_vfl_dn_2: 0.4744 (0.4829) loss_vfl_dn_3: 0.4640 (0.4718) loss_vfl_dn_4: 0.4626 (0.4679) loss_vfl_dn_5: 0.4633 (0.4676) loss_vfl_dn_pre: 0.5070 (0.5128) loss_vfl_enc_0: 0.8460 (0.8481) loss_vfl_pre: 0.8635 (0.8679) time: 0.7556 data: 0.0349 max mem: 9094 Epoch: [3] [3400/3696] eta: 0:03:41 lr: 0.000013 loss: 36.4190 (36.4423) loss_bbox: 0.2287 (0.2402) loss_bbox_aux_0: 0.2542 (0.2649) loss_bbox_aux_1: 0.2322 (0.2443) loss_bbox_aux_2: 0.2280 (0.2408) loss_bbox_aux_3: 0.2282 (0.2403) loss_bbox_aux_4: 0.2287 (0.2402) loss_bbox_dn_0: 0.3491 (0.3541) loss_bbox_dn_1: 0.2706 (0.2781) loss_bbox_dn_2: 0.2599 (0.2657) loss_bbox_dn_3: 0.2575 (0.2630) loss_bbox_dn_4: 0.2564 (0.2627) loss_bbox_dn_5: 0.2564 (0.2626) loss_bbox_dn_pre: 0.3523 (0.3580) loss_bbox_enc_0: 0.3245 (0.3285) loss_bbox_pre: 0.2565 (0.2651) loss_dfl: 0.9818 (0.9694) loss_fgl_aux_0: 1.0414 (1.0277) loss_fgl_aux_1: 0.9853 (0.9758) loss_fgl_aux_2: 0.9815 (0.9696) loss_fgl_aux_3: 0.9817 (0.9695) loss_fgl_aux_4: 0.9818 (0.9694) loss_fgl_dn_0: 1.0986 (1.1042) loss_fgl_dn_1: 1.0018 (1.0106) loss_fgl_dn_2: 0.9916 (1.0009) loss_fgl_dn_3: 0.9924 (1.0017) loss_fgl_dn_4: 0.9929 (1.0021) loss_fgl_dn_5: 0.9929 (1.0021) loss_giou: 0.6185 (0.6473) loss_giou_aux_0: 0.6630 (0.6856) loss_giou_aux_1: 0.6256 (0.6534) loss_giou_aux_2: 0.6200 (0.6479) loss_giou_aux_3: 0.6184 (0.6473) loss_giou_aux_4: 0.6185 (0.6473) loss_giou_dn_0: 0.7130 (0.7387) loss_giou_dn_1: 0.5908 (0.6159) loss_giou_dn_2: 0.5715 (0.5959) loss_giou_dn_3: 0.5652 (0.5918) loss_giou_dn_4: 0.5651 (0.5912) loss_giou_dn_5: 0.5651 (0.5911) loss_giou_dn_pre: 0.7120 (0.7372) loss_giou_enc_0: 0.7529 (0.7819) loss_giou_pre: 0.6616 (0.6836) loss_ddf_aux_0: 0.1029 (0.1107) loss_ddf_aux_1: 0.0124 (0.0133) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3047 (0.3080) loss_ddf_dn_1: 0.0380 (0.0396) loss_ddf_dn_2: 0.0057 (0.0058) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7965 (0.7727) loss_vfl_aux_0: 0.8713 (0.8651) loss_vfl_aux_1: 0.8667 (0.8506) loss_vfl_aux_2: 0.8310 (0.8206) loss_vfl_aux_3: 0.7946 (0.7860) loss_vfl_aux_4: 0.7871 (0.7731) loss_vfl_dn_0: 0.5141 (0.5120) loss_vfl_dn_1: 0.4954 (0.4971) loss_vfl_dn_2: 0.4800 (0.4827) loss_vfl_dn_3: 0.4696 (0.4716) loss_vfl_dn_4: 0.4650 (0.4677) loss_vfl_dn_5: 0.4635 (0.4674) loss_vfl_dn_pre: 0.5153 (0.5128) loss_vfl_enc_0: 0.8634 (0.8479) loss_vfl_pre: 0.8738 (0.8676) time: 0.7464 data: 0.0271 max mem: 9094 Epoch: [3] [3500/3696] eta: 0:02:26 lr: 0.000013 loss: 35.6332 (36.4331) loss_bbox: 0.2313 (0.2401) loss_bbox_aux_0: 0.2569 (0.2647) loss_bbox_aux_1: 0.2335 (0.2442) loss_bbox_aux_2: 0.2316 (0.2407) loss_bbox_aux_3: 0.2314 (0.2402) loss_bbox_aux_4: 0.2314 (0.2402) loss_bbox_dn_0: 0.3322 (0.3536) loss_bbox_dn_1: 0.2530 (0.2777) loss_bbox_dn_2: 0.2454 (0.2654) loss_bbox_dn_3: 0.2453 (0.2626) loss_bbox_dn_4: 0.2431 (0.2623) loss_bbox_dn_5: 0.2430 (0.2622) loss_bbox_dn_pre: 0.3344 (0.3575) loss_bbox_enc_0: 0.3084 (0.3282) loss_bbox_pre: 0.2584 (0.2649) loss_dfl: 0.9674 (0.9693) loss_fgl_aux_0: 1.0240 (1.0275) loss_fgl_aux_1: 0.9702 (0.9756) loss_fgl_aux_2: 0.9673 (0.9694) loss_fgl_aux_3: 0.9669 (0.9693) loss_fgl_aux_4: 0.9672 (0.9693) loss_fgl_dn_0: 1.1026 (1.1042) loss_fgl_dn_1: 1.0084 (1.0106) loss_fgl_dn_2: 1.0003 (1.0009) loss_fgl_dn_3: 0.9985 (1.0017) loss_fgl_dn_4: 0.9991 (1.0021) loss_fgl_dn_5: 0.9991 (1.0021) loss_giou: 0.6675 (0.6478) loss_giou_aux_0: 0.6995 (0.6860) loss_giou_aux_1: 0.6684 (0.6539) loss_giou_aux_2: 0.6669 (0.6484) loss_giou_aux_3: 0.6670 (0.6478) loss_giou_aux_4: 0.6673 (0.6478) loss_giou_dn_0: 0.7236 (0.7385) loss_giou_dn_1: 0.6032 (0.6159) loss_giou_dn_2: 0.5775 (0.5959) loss_giou_dn_3: 0.5741 (0.5918) loss_giou_dn_4: 0.5739 (0.5911) loss_giou_dn_5: 0.5740 (0.5911) loss_giou_dn_pre: 0.7227 (0.7370) loss_giou_enc_0: 0.7824 (0.7821) loss_giou_pre: 0.6951 (0.6840) loss_ddf_aux_0: 0.1001 (0.1105) loss_ddf_aux_1: 0.0110 (0.0132) loss_ddf_aux_2: 0.0013 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3043 (0.3076) loss_ddf_dn_1: 0.0350 (0.0396) loss_ddf_dn_2: 0.0050 (0.0058) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7605 (0.7721) loss_vfl_aux_0: 0.8312 (0.8644) loss_vfl_aux_1: 0.8094 (0.8497) loss_vfl_aux_2: 0.7969 (0.8199) loss_vfl_aux_3: 0.7709 (0.7854) loss_vfl_aux_4: 0.7626 (0.7725) loss_vfl_dn_0: 0.5071 (0.5119) loss_vfl_dn_1: 0.4854 (0.4970) loss_vfl_dn_2: 0.4717 (0.4825) loss_vfl_dn_3: 0.4600 (0.4715) loss_vfl_dn_4: 0.4551 (0.4675) loss_vfl_dn_5: 0.4553 (0.4672) loss_vfl_dn_pre: 0.5073 (0.5127) loss_vfl_enc_0: 0.8353 (0.8472) loss_vfl_pre: 0.8262 (0.8669) time: 0.7448 data: 0.0249 max mem: 9094 Epoch: [3] [3600/3696] eta: 0:01:11 lr: 0.000013 loss: 35.8602 (36.4257) loss_bbox: 0.2233 (0.2400) loss_bbox_aux_0: 0.2391 (0.2644) loss_bbox_aux_1: 0.2233 (0.2440) loss_bbox_aux_2: 0.2223 (0.2405) loss_bbox_aux_3: 0.2235 (0.2400) loss_bbox_aux_4: 0.2235 (0.2400) loss_bbox_dn_0: 0.3198 (0.3532) loss_bbox_dn_1: 0.2446 (0.2774) loss_bbox_dn_2: 0.2331 (0.2651) loss_bbox_dn_3: 0.2312 (0.2623) loss_bbox_dn_4: 0.2302 (0.2619) loss_bbox_dn_5: 0.2300 (0.2619) loss_bbox_dn_pre: 0.3210 (0.3571) loss_bbox_enc_0: 0.2922 (0.3277) loss_bbox_pre: 0.2388 (0.2647) loss_dfl: 0.9636 (0.9693) loss_fgl_aux_0: 1.0184 (1.0273) loss_fgl_aux_1: 0.9646 (0.9756) loss_fgl_aux_2: 0.9629 (0.9695) loss_fgl_aux_3: 0.9641 (0.9694) loss_fgl_aux_4: 0.9637 (0.9693) loss_fgl_dn_0: 1.1001 (1.1040) loss_fgl_dn_1: 1.0163 (1.0106) loss_fgl_dn_2: 1.0081 (1.0009) loss_fgl_dn_3: 1.0078 (1.0017) loss_fgl_dn_4: 1.0074 (1.0021) loss_fgl_dn_5: 1.0074 (1.0021) loss_giou: 0.6738 (0.6481) loss_giou_aux_0: 0.7148 (0.6863) loss_giou_aux_1: 0.6812 (0.6542) loss_giou_aux_2: 0.6755 (0.6487) loss_giou_aux_3: 0.6734 (0.6481) loss_giou_aux_4: 0.6736 (0.6481) loss_giou_dn_0: 0.7441 (0.7385) loss_giou_dn_1: 0.6304 (0.6160) loss_giou_dn_2: 0.6157 (0.5960) loss_giou_dn_3: 0.6123 (0.5919) loss_giou_dn_4: 0.6105 (0.5912) loss_giou_dn_5: 0.6106 (0.5912) loss_giou_dn_pre: 0.7403 (0.7370) loss_giou_enc_0: 0.7999 (0.7823) loss_giou_pre: 0.7119 (0.6843) loss_ddf_aux_0: 0.1056 (0.1102) loss_ddf_aux_1: 0.0130 (0.0132) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2878 (0.3069) loss_ddf_dn_1: 0.0359 (0.0395) loss_ddf_dn_2: 0.0052 (0.0058) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7349 (0.7719) loss_vfl_aux_0: 0.8269 (0.8637) loss_vfl_aux_1: 0.8086 (0.8493) loss_vfl_aux_2: 0.8033 (0.8195) loss_vfl_aux_3: 0.7574 (0.7851) loss_vfl_aux_4: 0.7335 (0.7722) loss_vfl_dn_0: 0.5063 (0.5118) loss_vfl_dn_1: 0.4868 (0.4967) loss_vfl_dn_2: 0.4738 (0.4823) loss_vfl_dn_3: 0.4649 (0.4713) loss_vfl_dn_4: 0.4597 (0.4673) loss_vfl_dn_5: 0.4576 (0.4670) loss_vfl_dn_pre: 0.5078 (0.5126) loss_vfl_enc_0: 0.7991 (0.8466) loss_vfl_pre: 0.8251 (0.8662) time: 0.7366 data: 0.0302 max mem: 9094 Epoch: [3] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 36.0221 (36.4197) loss_bbox: 0.2335 (0.2398) loss_bbox_aux_0: 0.2547 (0.2642) loss_bbox_aux_1: 0.2360 (0.2438) loss_bbox_aux_2: 0.2321 (0.2403) loss_bbox_aux_3: 0.2328 (0.2399) loss_bbox_aux_4: 0.2334 (0.2398) loss_bbox_dn_0: 0.3518 (0.3530) loss_bbox_dn_1: 0.2746 (0.2772) loss_bbox_dn_2: 0.2615 (0.2649) loss_bbox_dn_3: 0.2563 (0.2622) loss_bbox_dn_4: 0.2555 (0.2618) loss_bbox_dn_5: 0.2556 (0.2618) loss_bbox_dn_pre: 0.3585 (0.3569) loss_bbox_enc_0: 0.3121 (0.3274) loss_bbox_pre: 0.2559 (0.2644) loss_dfl: 0.9701 (0.9693) loss_fgl_aux_0: 1.0275 (1.0273) loss_fgl_aux_1: 0.9775 (0.9756) loss_fgl_aux_2: 0.9705 (0.9695) loss_fgl_aux_3: 0.9703 (0.9694) loss_fgl_aux_4: 0.9701 (0.9694) loss_fgl_dn_0: 1.1030 (1.1040) loss_fgl_dn_1: 1.0080 (1.0106) loss_fgl_dn_2: 1.0013 (1.0009) loss_fgl_dn_3: 1.0020 (1.0017) loss_fgl_dn_4: 1.0023 (1.0021) loss_fgl_dn_5: 1.0024 (1.0021) loss_giou: 0.6306 (0.6480) loss_giou_aux_0: 0.6739 (0.6861) loss_giou_aux_1: 0.6397 (0.6540) loss_giou_aux_2: 0.6326 (0.6486) loss_giou_aux_3: 0.6301 (0.6479) loss_giou_aux_4: 0.6308 (0.6479) loss_giou_dn_0: 0.7219 (0.7382) loss_giou_dn_1: 0.6231 (0.6158) loss_giou_dn_2: 0.6081 (0.5958) loss_giou_dn_3: 0.6051 (0.5917) loss_giou_dn_4: 0.6046 (0.5911) loss_giou_dn_5: 0.6047 (0.5910) loss_giou_dn_pre: 0.7266 (0.7367) loss_giou_enc_0: 0.7827 (0.7820) loss_giou_pre: 0.6733 (0.6841) loss_ddf_aux_0: 0.1040 (0.1101) loss_ddf_aux_1: 0.0129 (0.0132) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3018 (0.3065) loss_ddf_dn_1: 0.0405 (0.0394) loss_ddf_dn_2: 0.0059 (0.0058) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7685 (0.7720) loss_vfl_aux_0: 0.8547 (0.8637) loss_vfl_aux_1: 0.8542 (0.8493) loss_vfl_aux_2: 0.8162 (0.8197) loss_vfl_aux_3: 0.7959 (0.7852) loss_vfl_aux_4: 0.7817 (0.7723) loss_vfl_dn_0: 0.5131 (0.5118) loss_vfl_dn_1: 0.4980 (0.4967) loss_vfl_dn_2: 0.4815 (0.4823) loss_vfl_dn_3: 0.4677 (0.4712) loss_vfl_dn_4: 0.4633 (0.4672) loss_vfl_dn_5: 0.4627 (0.4670) loss_vfl_dn_pre: 0.5154 (0.5127) loss_vfl_enc_0: 0.8328 (0.8465) loss_vfl_pre: 0.8580 (0.8662) time: 0.7518 data: 0.0299 max mem: 9094 Epoch: [3] Total time: 0:46:07 (0.7489 s / it) Averaged stats: lr: 0.000013 loss: 36.0221 (36.4197) loss_bbox: 0.2335 (0.2398) loss_bbox_aux_0: 0.2547 (0.2642) loss_bbox_aux_1: 0.2360 (0.2438) loss_bbox_aux_2: 0.2321 (0.2403) loss_bbox_aux_3: 0.2328 (0.2399) loss_bbox_aux_4: 0.2334 (0.2398) loss_bbox_dn_0: 0.3518 (0.3530) loss_bbox_dn_1: 0.2746 (0.2772) loss_bbox_dn_2: 0.2615 (0.2649) loss_bbox_dn_3: 0.2563 (0.2622) loss_bbox_dn_4: 0.2555 (0.2618) loss_bbox_dn_5: 0.2556 (0.2618) loss_bbox_dn_pre: 0.3585 (0.3569) loss_bbox_enc_0: 0.3121 (0.3274) loss_bbox_pre: 0.2559 (0.2644) loss_dfl: 0.9701 (0.9693) loss_fgl_aux_0: 1.0275 (1.0273) loss_fgl_aux_1: 0.9775 (0.9756) loss_fgl_aux_2: 0.9705 (0.9695) loss_fgl_aux_3: 0.9703 (0.9694) loss_fgl_aux_4: 0.9701 (0.9694) loss_fgl_dn_0: 1.1030 (1.1040) loss_fgl_dn_1: 1.0080 (1.0106) loss_fgl_dn_2: 1.0013 (1.0009) loss_fgl_dn_3: 1.0020 (1.0017) loss_fgl_dn_4: 1.0023 (1.0021) loss_fgl_dn_5: 1.0024 (1.0021) loss_giou: 0.6306 (0.6480) loss_giou_aux_0: 0.6739 (0.6861) loss_giou_aux_1: 0.6397 (0.6540) loss_giou_aux_2: 0.6326 (0.6486) loss_giou_aux_3: 0.6301 (0.6479) loss_giou_aux_4: 0.6308 (0.6479) loss_giou_dn_0: 0.7219 (0.7382) loss_giou_dn_1: 0.6231 (0.6158) loss_giou_dn_2: 0.6081 (0.5958) loss_giou_dn_3: 0.6051 (0.5917) loss_giou_dn_4: 0.6046 (0.5911) loss_giou_dn_5: 0.6047 (0.5910) loss_giou_dn_pre: 0.7266 (0.7367) loss_giou_enc_0: 0.7827 (0.7820) loss_giou_pre: 0.6733 (0.6841) loss_ddf_aux_0: 0.1040 (0.1101) loss_ddf_aux_1: 0.0129 (0.0132) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3018 (0.3065) loss_ddf_dn_1: 0.0405 (0.0394) loss_ddf_dn_2: 0.0059 (0.0058) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7685 (0.7720) loss_vfl_aux_0: 0.8547 (0.8637) loss_vfl_aux_1: 0.8542 (0.8493) loss_vfl_aux_2: 0.8162 (0.8197) loss_vfl_aux_3: 0.7959 (0.7852) loss_vfl_aux_4: 0.7817 (0.7723) loss_vfl_dn_0: 0.5131 (0.5118) loss_vfl_dn_1: 0.4980 (0.4967) loss_vfl_dn_2: 0.4815 (0.4823) loss_vfl_dn_3: 0.4677 (0.4712) loss_vfl_dn_4: 0.4633 (0.4672) loss_vfl_dn_5: 0.4627 (0.4670) loss_vfl_dn_pre: 0.5154 (0.5127) loss_vfl_enc_0: 0.8328 (0.8465) loss_vfl_pre: 0.8580 (0.8662) Test: [ 0/79] eta: 0:03:24 time: 2.5867 data: 2.0324 max mem: 9094 Test: [10/79] eta: 0:00:53 time: 0.7820 data: 0.2422 max mem: 9094 Test: [20/79] eta: 0:00:41 time: 0.6071 data: 0.0661 max mem: 9094 Test: [30/79] eta: 0:00:38 time: 0.7735 data: 0.0725 max mem: 9094 Test: [40/79] eta: 0:00:28 time: 0.7743 data: 0.0720 max mem: 9094 Test: [50/79] eta: 0:00:20 time: 0.6093 data: 0.0649 max mem: 9094 Test: [60/79] eta: 0:00:13 time: 0.6081 data: 0.0668 max mem: 9094 Test: [70/79] eta: 0:00:06 time: 0.7200 data: 0.0694 max mem: 9094 Test: [78/79] eta: 0:00:00 time: 0.6919 data: 0.0685 max mem: 9094 Test: Total time: 0:00:55 (0.7005 s / it) Averaged stats: Accumulating evaluation results... DONE (t=22.34s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.440 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.602 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.478 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.239 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.488 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.617 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.355 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.586 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.660 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.432 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.719 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.863 best_stat: {'epoch': 3, 'coco_eval_bbox': 0.4401430409868904} Epoch: [4] [ 0/3696] eta: 2:18:11 lr: 0.000013 loss: 34.3521 (34.3521) loss_bbox: 0.2182 (0.2182) loss_bbox_aux_0: 0.2494 (0.2494) loss_bbox_aux_1: 0.2223 (0.2223) loss_bbox_aux_2: 0.2183 (0.2183) loss_bbox_aux_3: 0.2181 (0.2181) loss_bbox_aux_4: 0.2181 (0.2181) loss_bbox_dn_0: 0.3880 (0.3880) loss_bbox_dn_1: 0.2979 (0.2979) loss_bbox_dn_2: 0.2793 (0.2793) loss_bbox_dn_3: 0.2738 (0.2738) loss_bbox_dn_4: 0.2730 (0.2730) loss_bbox_dn_5: 0.2730 (0.2730) loss_bbox_dn_pre: 0.3959 (0.3959) loss_bbox_enc_0: 0.3342 (0.3342) loss_bbox_pre: 0.2490 (0.2490) loss_dfl: 0.9553 (0.9553) loss_fgl_aux_0: 1.0288 (1.0288) loss_fgl_aux_1: 0.9648 (0.9648) loss_fgl_aux_2: 0.9579 (0.9579) loss_fgl_aux_3: 0.9562 (0.9562) loss_fgl_aux_4: 0.9559 (0.9559) loss_fgl_dn_0: 1.1031 (1.1031) loss_fgl_dn_1: 0.9761 (0.9761) loss_fgl_dn_2: 0.9647 (0.9647) loss_fgl_dn_3: 0.9669 (0.9669) loss_fgl_dn_4: 0.9668 (0.9668) loss_fgl_dn_5: 0.9669 (0.9669) loss_giou: 0.5378 (0.5378) loss_giou_aux_0: 0.5829 (0.5829) loss_giou_aux_1: 0.5430 (0.5430) loss_giou_aux_2: 0.5358 (0.5358) loss_giou_aux_3: 0.5369 (0.5369) loss_giou_aux_4: 0.5373 (0.5373) loss_giou_dn_0: 0.6814 (0.6814) loss_giou_dn_1: 0.5648 (0.5648) loss_giou_dn_2: 0.5399 (0.5399) loss_giou_dn_3: 0.5329 (0.5329) loss_giou_dn_4: 0.5323 (0.5323) loss_giou_dn_5: 0.5322 (0.5322) loss_giou_dn_pre: 0.6819 (0.6819) loss_giou_enc_0: 0.6949 (0.6949) loss_giou_pre: 0.5793 (0.5793) loss_ddf_aux_0: 0.1022 (0.1022) loss_ddf_aux_1: 0.0133 (0.0133) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0001 (0.0001) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2848 (0.2848) loss_ddf_dn_1: 0.0365 (0.0365) loss_ddf_dn_2: 0.0060 (0.0060) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7051 (0.7051) loss_vfl_aux_0: 0.8174 (0.8174) loss_vfl_aux_1: 0.8032 (0.8032) loss_vfl_aux_2: 0.7711 (0.7711) loss_vfl_aux_3: 0.7329 (0.7329) loss_vfl_aux_4: 0.7169 (0.7169) loss_vfl_dn_0: 0.5023 (0.5023) loss_vfl_dn_1: 0.4656 (0.4656) loss_vfl_dn_2: 0.4462 (0.4462) loss_vfl_dn_3: 0.4305 (0.4305) loss_vfl_dn_4: 0.4240 (0.4240) loss_vfl_dn_5: 0.4228 (0.4228) loss_vfl_dn_pre: 0.5028 (0.5028) loss_vfl_enc_0: 0.8613 (0.8613) loss_vfl_pre: 0.8193 (0.8193) time: 2.2432 data: 1.5928 max mem: 9094 Epoch: [4] [ 100/3696] eta: 0:45:36 lr: 0.000013 loss: 36.7538 (36.0393) loss_bbox: 0.2524 (0.2317) loss_bbox_aux_0: 0.2741 (0.2556) loss_bbox_aux_1: 0.2574 (0.2357) loss_bbox_aux_2: 0.2534 (0.2323) loss_bbox_aux_3: 0.2528 (0.2317) loss_bbox_aux_4: 0.2524 (0.2317) loss_bbox_dn_0: 0.3444 (0.3437) loss_bbox_dn_1: 0.2827 (0.2687) loss_bbox_dn_2: 0.2720 (0.2564) loss_bbox_dn_3: 0.2694 (0.2539) loss_bbox_dn_4: 0.2691 (0.2536) loss_bbox_dn_5: 0.2693 (0.2535) loss_bbox_dn_pre: 0.3505 (0.3478) loss_bbox_enc_0: 0.3314 (0.3182) loss_bbox_pre: 0.2744 (0.2555) loss_dfl: 0.9598 (0.9710) loss_fgl_aux_0: 1.0213 (1.0288) loss_fgl_aux_1: 0.9631 (0.9772) loss_fgl_aux_2: 0.9591 (0.9712) loss_fgl_aux_3: 0.9595 (0.9710) loss_fgl_aux_4: 0.9597 (0.9710) loss_fgl_dn_0: 1.0947 (1.1036) loss_fgl_dn_1: 0.9980 (1.0080) loss_fgl_dn_2: 0.9883 (0.9984) loss_fgl_dn_3: 0.9881 (0.9993) loss_fgl_dn_4: 0.9890 (0.9996) loss_fgl_dn_5: 0.9890 (0.9997) loss_giou: 0.6734 (0.6373) loss_giou_aux_0: 0.7053 (0.6746) loss_giou_aux_1: 0.6761 (0.6435) loss_giou_aux_2: 0.6736 (0.6381) loss_giou_aux_3: 0.6729 (0.6373) loss_giou_aux_4: 0.6730 (0.6373) loss_giou_dn_0: 0.7590 (0.7295) loss_giou_dn_1: 0.6312 (0.6070) loss_giou_dn_2: 0.6143 (0.5878) loss_giou_dn_3: 0.6098 (0.5837) loss_giou_dn_4: 0.6087 (0.5830) loss_giou_dn_5: 0.6084 (0.5829) loss_giou_dn_pre: 0.7558 (0.7280) loss_giou_enc_0: 0.7876 (0.7695) loss_giou_pre: 0.7035 (0.6724) loss_ddf_aux_0: 0.1078 (0.1058) loss_ddf_aux_1: 0.0127 (0.0127) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3080 (0.2973) loss_ddf_dn_1: 0.0397 (0.0379) loss_ddf_dn_2: 0.0054 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7604 (0.7665) loss_vfl_aux_0: 0.8475 (0.8605) loss_vfl_aux_1: 0.8257 (0.8382) loss_vfl_aux_2: 0.8091 (0.8132) loss_vfl_aux_3: 0.7712 (0.7791) loss_vfl_aux_4: 0.7553 (0.7667) loss_vfl_dn_0: 0.5021 (0.5092) loss_vfl_dn_1: 0.4897 (0.4913) loss_vfl_dn_2: 0.4752 (0.4765) loss_vfl_dn_3: 0.4652 (0.4644) loss_vfl_dn_4: 0.4614 (0.4603) loss_vfl_dn_5: 0.4592 (0.4600) loss_vfl_dn_pre: 0.5022 (0.5098) loss_vfl_enc_0: 0.8088 (0.8388) loss_vfl_pre: 0.8524 (0.8622) time: 0.7653 data: 0.0295 max mem: 9094 Epoch: [4] [ 200/3696] eta: 0:43:50 lr: 0.000013 loss: 35.9326 (36.0150) loss_bbox: 0.2184 (0.2330) loss_bbox_aux_0: 0.2419 (0.2567) loss_bbox_aux_1: 0.2169 (0.2371) loss_bbox_aux_2: 0.2184 (0.2337) loss_bbox_aux_3: 0.2184 (0.2331) loss_bbox_aux_4: 0.2183 (0.2330) loss_bbox_dn_0: 0.3075 (0.3439) loss_bbox_dn_1: 0.2465 (0.2684) loss_bbox_dn_2: 0.2348 (0.2560) loss_bbox_dn_3: 0.2335 (0.2534) loss_bbox_dn_4: 0.2323 (0.2530) loss_bbox_dn_5: 0.2320 (0.2530) loss_bbox_dn_pre: 0.3153 (0.3478) loss_bbox_enc_0: 0.3002 (0.3186) loss_bbox_pre: 0.2405 (0.2565) loss_dfl: 0.9483 (0.9684) loss_fgl_aux_0: 1.0053 (1.0261) loss_fgl_aux_1: 0.9532 (0.9746) loss_fgl_aux_2: 0.9484 (0.9687) loss_fgl_aux_3: 0.9484 (0.9685) loss_fgl_aux_4: 0.9484 (0.9684) loss_fgl_dn_0: 1.0958 (1.1042) loss_fgl_dn_1: 1.0025 (1.0085) loss_fgl_dn_2: 0.9948 (0.9988) loss_fgl_dn_3: 0.9944 (0.9997) loss_fgl_dn_4: 0.9947 (1.0000) loss_fgl_dn_5: 0.9946 (1.0001) loss_giou: 0.6391 (0.6414) loss_giou_aux_0: 0.6800 (0.6790) loss_giou_aux_1: 0.6463 (0.6478) loss_giou_aux_2: 0.6400 (0.6421) loss_giou_aux_3: 0.6393 (0.6414) loss_giou_aux_4: 0.6393 (0.6414) loss_giou_dn_0: 0.7225 (0.7269) loss_giou_dn_1: 0.5960 (0.6051) loss_giou_dn_2: 0.5795 (0.5850) loss_giou_dn_3: 0.5766 (0.5809) loss_giou_dn_4: 0.5751 (0.5801) loss_giou_dn_5: 0.5750 (0.5801) loss_giou_dn_pre: 0.7213 (0.7252) loss_giou_enc_0: 0.7770 (0.7721) loss_giou_pre: 0.6780 (0.6769) loss_ddf_aux_0: 0.0916 (0.1056) loss_ddf_aux_1: 0.0112 (0.0128) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2917 (0.2985) loss_ddf_dn_1: 0.0365 (0.0381) loss_ddf_dn_2: 0.0055 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7472 (0.7644) loss_vfl_aux_0: 0.8263 (0.8533) loss_vfl_aux_1: 0.8173 (0.8342) loss_vfl_aux_2: 0.7792 (0.8071) loss_vfl_aux_3: 0.7556 (0.7759) loss_vfl_aux_4: 0.7540 (0.7650) loss_vfl_dn_0: 0.5086 (0.5099) loss_vfl_dn_1: 0.4865 (0.4907) loss_vfl_dn_2: 0.4709 (0.4761) loss_vfl_dn_3: 0.4641 (0.4644) loss_vfl_dn_4: 0.4578 (0.4605) loss_vfl_dn_5: 0.4550 (0.4599) loss_vfl_dn_pre: 0.5122 (0.5107) loss_vfl_enc_0: 0.8060 (0.8355) loss_vfl_pre: 0.8304 (0.8558) time: 0.7288 data: 0.0307 max mem: 9094 Epoch: [4] [ 300/3696] eta: 0:42:10 lr: 0.000013 loss: 36.0953 (36.0496) loss_bbox: 0.2342 (0.2332) loss_bbox_aux_0: 0.2596 (0.2568) loss_bbox_aux_1: 0.2385 (0.2373) loss_bbox_aux_2: 0.2334 (0.2339) loss_bbox_aux_3: 0.2338 (0.2333) loss_bbox_aux_4: 0.2342 (0.2332) loss_bbox_dn_0: 0.3178 (0.3437) loss_bbox_dn_1: 0.2539 (0.2689) loss_bbox_dn_2: 0.2420 (0.2566) loss_bbox_dn_3: 0.2396 (0.2539) loss_bbox_dn_4: 0.2388 (0.2535) loss_bbox_dn_5: 0.2386 (0.2535) loss_bbox_dn_pre: 0.3204 (0.3476) loss_bbox_enc_0: 0.3194 (0.3183) loss_bbox_pre: 0.2590 (0.2568) loss_dfl: 0.9602 (0.9703) loss_fgl_aux_0: 1.0164 (1.0275) loss_fgl_aux_1: 0.9684 (0.9765) loss_fgl_aux_2: 0.9607 (0.9706) loss_fgl_aux_3: 0.9603 (0.9704) loss_fgl_aux_4: 0.9602 (0.9704) loss_fgl_dn_0: 1.1036 (1.1050) loss_fgl_dn_1: 1.0112 (1.0097) loss_fgl_dn_2: 0.9972 (1.0001) loss_fgl_dn_3: 0.9994 (1.0009) loss_fgl_dn_4: 1.0001 (1.0012) loss_fgl_dn_5: 1.0001 (1.0013) loss_giou: 0.6617 (0.6423) loss_giou_aux_0: 0.7021 (0.6797) loss_giou_aux_1: 0.6687 (0.6485) loss_giou_aux_2: 0.6621 (0.6429) loss_giou_aux_3: 0.6615 (0.6422) loss_giou_aux_4: 0.6617 (0.6422) loss_giou_dn_0: 0.7366 (0.7271) loss_giou_dn_1: 0.6188 (0.6062) loss_giou_dn_2: 0.5979 (0.5863) loss_giou_dn_3: 0.5935 (0.5822) loss_giou_dn_4: 0.5930 (0.5815) loss_giou_dn_5: 0.5930 (0.5815) loss_giou_dn_pre: 0.7294 (0.7255) loss_giou_enc_0: 0.7918 (0.7726) loss_giou_pre: 0.6992 (0.6775) loss_ddf_aux_0: 0.1088 (0.1046) loss_ddf_aux_1: 0.0144 (0.0128) loss_ddf_aux_2: 0.0019 (0.0017) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2897 (0.2957) loss_ddf_dn_1: 0.0396 (0.0378) loss_ddf_dn_2: 0.0062 (0.0057) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7655 (0.7638) loss_vfl_aux_0: 0.8326 (0.8515) loss_vfl_aux_1: 0.8273 (0.8364) loss_vfl_aux_2: 0.7899 (0.8065) loss_vfl_aux_3: 0.7725 (0.7749) loss_vfl_aux_4: 0.7628 (0.7645) loss_vfl_dn_0: 0.5114 (0.5109) loss_vfl_dn_1: 0.4921 (0.4917) loss_vfl_dn_2: 0.4837 (0.4776) loss_vfl_dn_3: 0.4683 (0.4658) loss_vfl_dn_4: 0.4676 (0.4620) loss_vfl_dn_5: 0.4652 (0.4614) loss_vfl_dn_pre: 0.5125 (0.5117) loss_vfl_enc_0: 0.8324 (0.8349) loss_vfl_pre: 0.8403 (0.8542) time: 0.7280 data: 0.0262 max mem: 9094 Epoch: [4] [ 400/3696] eta: 0:40:52 lr: 0.000013 loss: 35.8833 (36.0510) loss_bbox: 0.2265 (0.2345) loss_bbox_aux_0: 0.2466 (0.2582) loss_bbox_aux_1: 0.2255 (0.2386) loss_bbox_aux_2: 0.2264 (0.2352) loss_bbox_aux_3: 0.2264 (0.2346) loss_bbox_aux_4: 0.2265 (0.2345) loss_bbox_dn_0: 0.3612 (0.3460) loss_bbox_dn_1: 0.2774 (0.2708) loss_bbox_dn_2: 0.2599 (0.2583) loss_bbox_dn_3: 0.2561 (0.2554) loss_bbox_dn_4: 0.2546 (0.2550) loss_bbox_dn_5: 0.2542 (0.2550) loss_bbox_dn_pre: 0.3647 (0.3501) loss_bbox_enc_0: 0.3123 (0.3196) loss_bbox_pre: 0.2479 (0.2582) loss_dfl: 0.9522 (0.9689) loss_fgl_aux_0: 1.0186 (1.0267) loss_fgl_aux_1: 0.9602 (0.9752) loss_fgl_aux_2: 0.9523 (0.9692) loss_fgl_aux_3: 0.9521 (0.9690) loss_fgl_aux_4: 0.9521 (0.9689) loss_fgl_dn_0: 1.1117 (1.1055) loss_fgl_dn_1: 1.0059 (1.0096) loss_fgl_dn_2: 0.9993 (0.9999) loss_fgl_dn_3: 0.9997 (1.0008) loss_fgl_dn_4: 0.9996 (1.0011) loss_fgl_dn_5: 0.9995 (1.0011) loss_giou: 0.6456 (0.6408) loss_giou_aux_0: 0.6816 (0.6786) loss_giou_aux_1: 0.6507 (0.6470) loss_giou_aux_2: 0.6454 (0.6414) loss_giou_aux_3: 0.6451 (0.6407) loss_giou_aux_4: 0.6452 (0.6407) loss_giou_dn_0: 0.6841 (0.7241) loss_giou_dn_1: 0.5674 (0.6037) loss_giou_dn_2: 0.5462 (0.5838) loss_giou_dn_3: 0.5418 (0.5795) loss_giou_dn_4: 0.5404 (0.5788) loss_giou_dn_5: 0.5404 (0.5787) loss_giou_dn_pre: 0.6849 (0.7226) loss_giou_enc_0: 0.7721 (0.7721) loss_giou_pre: 0.6790 (0.6764) loss_ddf_aux_0: 0.1044 (0.1053) loss_ddf_aux_1: 0.0124 (0.0129) loss_ddf_aux_2: 0.0020 (0.0017) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2996 (0.2958) loss_ddf_dn_1: 0.0380 (0.0378) loss_ddf_dn_2: 0.0063 (0.0056) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7410 (0.7649) loss_vfl_aux_0: 0.8525 (0.8532) loss_vfl_aux_1: 0.8232 (0.8381) loss_vfl_aux_2: 0.7934 (0.8088) loss_vfl_aux_3: 0.7670 (0.7765) loss_vfl_aux_4: 0.7517 (0.7655) loss_vfl_dn_0: 0.5186 (0.5119) loss_vfl_dn_1: 0.4893 (0.4919) loss_vfl_dn_2: 0.4746 (0.4775) loss_vfl_dn_3: 0.4665 (0.4658) loss_vfl_dn_4: 0.4615 (0.4618) loss_vfl_dn_5: 0.4592 (0.4613) loss_vfl_dn_pre: 0.5194 (0.5127) loss_vfl_enc_0: 0.8398 (0.8367) loss_vfl_pre: 0.8528 (0.8559) time: 0.7342 data: 0.0275 max mem: 9094 Epoch: [4] [ 500/3696] eta: 0:39:33 lr: 0.000013 loss: 36.2231 (36.0569) loss_bbox: 0.2357 (0.2352) loss_bbox_aux_0: 0.2587 (0.2587) loss_bbox_aux_1: 0.2402 (0.2392) loss_bbox_aux_2: 0.2359 (0.2358) loss_bbox_aux_3: 0.2359 (0.2352) loss_bbox_aux_4: 0.2358 (0.2352) loss_bbox_dn_0: 0.3087 (0.3458) loss_bbox_dn_1: 0.2383 (0.2714) loss_bbox_dn_2: 0.2284 (0.2589) loss_bbox_dn_3: 0.2265 (0.2561) loss_bbox_dn_4: 0.2268 (0.2557) loss_bbox_dn_5: 0.2269 (0.2557) loss_bbox_dn_pre: 0.3145 (0.3498) loss_bbox_enc_0: 0.3102 (0.3198) loss_bbox_pre: 0.2594 (0.2587) loss_dfl: 0.9756 (0.9693) loss_fgl_aux_0: 1.0312 (1.0265) loss_fgl_aux_1: 0.9740 (0.9756) loss_fgl_aux_2: 0.9758 (0.9696) loss_fgl_aux_3: 0.9758 (0.9694) loss_fgl_aux_4: 0.9758 (0.9693) loss_fgl_dn_0: 1.1098 (1.1055) loss_fgl_dn_1: 1.0155 (1.0099) loss_fgl_dn_2: 1.0111 (1.0003) loss_fgl_dn_3: 1.0119 (1.0011) loss_fgl_dn_4: 1.0114 (1.0014) loss_fgl_dn_5: 1.0114 (1.0015) loss_giou: 0.6489 (0.6409) loss_giou_aux_0: 0.6871 (0.6784) loss_giou_aux_1: 0.6542 (0.6470) loss_giou_aux_2: 0.6482 (0.6415) loss_giou_aux_3: 0.6490 (0.6409) loss_giou_aux_4: 0.6491 (0.6409) loss_giou_dn_0: 0.7226 (0.7225) loss_giou_dn_1: 0.5804 (0.6028) loss_giou_dn_2: 0.5598 (0.5830) loss_giou_dn_3: 0.5541 (0.5788) loss_giou_dn_4: 0.5532 (0.5782) loss_giou_dn_5: 0.5532 (0.5781) loss_giou_dn_pre: 0.7225 (0.7210) loss_giou_enc_0: 0.7957 (0.7723) loss_giou_pre: 0.6852 (0.6763) loss_ddf_aux_0: 0.1033 (0.1053) loss_ddf_aux_1: 0.0126 (0.0128) loss_ddf_aux_2: 0.0017 (0.0017) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2782 (0.2947) loss_ddf_dn_1: 0.0366 (0.0376) loss_ddf_dn_2: 0.0055 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7606 (0.7646) loss_vfl_aux_0: 0.8579 (0.8540) loss_vfl_aux_1: 0.8250 (0.8381) loss_vfl_aux_2: 0.7898 (0.8088) loss_vfl_aux_3: 0.7725 (0.7763) loss_vfl_aux_4: 0.7526 (0.7652) loss_vfl_dn_0: 0.5140 (0.5122) loss_vfl_dn_1: 0.4959 (0.4919) loss_vfl_dn_2: 0.4823 (0.4774) loss_vfl_dn_3: 0.4723 (0.4659) loss_vfl_dn_4: 0.4706 (0.4620) loss_vfl_dn_5: 0.4693 (0.4615) loss_vfl_dn_pre: 0.5154 (0.5130) loss_vfl_enc_0: 0.8436 (0.8375) loss_vfl_pre: 0.8579 (0.8567) time: 0.7441 data: 0.0290 max mem: 9094 Epoch: [4] [ 600/3696] eta: 0:38:28 lr: 0.000013 loss: 35.8130 (36.0260) loss_bbox: 0.2318 (0.2341) loss_bbox_aux_0: 0.2470 (0.2574) loss_bbox_aux_1: 0.2321 (0.2381) loss_bbox_aux_2: 0.2323 (0.2347) loss_bbox_aux_3: 0.2320 (0.2342) loss_bbox_aux_4: 0.2318 (0.2341) loss_bbox_dn_0: 0.3072 (0.3431) loss_bbox_dn_1: 0.2562 (0.2693) loss_bbox_dn_2: 0.2485 (0.2571) loss_bbox_dn_3: 0.2460 (0.2543) loss_bbox_dn_4: 0.2469 (0.2539) loss_bbox_dn_5: 0.2469 (0.2539) loss_bbox_dn_pre: 0.3088 (0.3471) loss_bbox_enc_0: 0.3005 (0.3182) loss_bbox_pre: 0.2471 (0.2575) loss_dfl: 0.9728 (0.9690) loss_fgl_aux_0: 1.0309 (1.0258) loss_fgl_aux_1: 0.9783 (0.9752) loss_fgl_aux_2: 0.9730 (0.9693) loss_fgl_aux_3: 0.9729 (0.9691) loss_fgl_aux_4: 0.9728 (0.9691) loss_fgl_dn_0: 1.0967 (1.1056) loss_fgl_dn_1: 1.0008 (1.0100) loss_fgl_dn_2: 0.9937 (1.0003) loss_fgl_dn_3: 0.9936 (1.0012) loss_fgl_dn_4: 0.9940 (1.0015) loss_fgl_dn_5: 0.9940 (1.0016) loss_giou: 0.6590 (0.6430) loss_giou_aux_0: 0.6977 (0.6802) loss_giou_aux_1: 0.6704 (0.6491) loss_giou_aux_2: 0.6643 (0.6437) loss_giou_aux_3: 0.6600 (0.6430) loss_giou_aux_4: 0.6591 (0.6430) loss_giou_dn_0: 0.7073 (0.7228) loss_giou_dn_1: 0.5956 (0.6035) loss_giou_dn_2: 0.5742 (0.5839) loss_giou_dn_3: 0.5693 (0.5798) loss_giou_dn_4: 0.5682 (0.5791) loss_giou_dn_5: 0.5681 (0.5791) loss_giou_dn_pre: 0.7090 (0.7213) loss_giou_enc_0: 0.7783 (0.7735) loss_giou_pre: 0.6937 (0.6781) loss_ddf_aux_0: 0.0953 (0.1045) loss_ddf_aux_1: 0.0121 (0.0126) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2964 (0.2930) loss_ddf_dn_1: 0.0361 (0.0371) loss_ddf_dn_2: 0.0056 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7488 (0.7622) loss_vfl_aux_0: 0.8494 (0.8515) loss_vfl_aux_1: 0.8309 (0.8349) loss_vfl_aux_2: 0.8010 (0.8062) loss_vfl_aux_3: 0.7727 (0.7744) loss_vfl_aux_4: 0.7479 (0.7627) loss_vfl_dn_0: 0.5094 (0.5120) loss_vfl_dn_1: 0.4941 (0.4915) loss_vfl_dn_2: 0.4780 (0.4770) loss_vfl_dn_3: 0.4655 (0.4655) loss_vfl_dn_4: 0.4580 (0.4615) loss_vfl_dn_5: 0.4608 (0.4612) loss_vfl_dn_pre: 0.5103 (0.5128) loss_vfl_enc_0: 0.8231 (0.8355) loss_vfl_pre: 0.8540 (0.8541) time: 0.9180 data: 0.0230 max mem: 9094 Epoch: [4] [ 700/3696] eta: 0:37:12 lr: 0.000013 loss: 35.2988 (36.0264) loss_bbox: 0.2223 (0.2339) loss_bbox_aux_0: 0.2571 (0.2569) loss_bbox_aux_1: 0.2313 (0.2378) loss_bbox_aux_2: 0.2243 (0.2345) loss_bbox_aux_3: 0.2225 (0.2339) loss_bbox_aux_4: 0.2223 (0.2339) loss_bbox_dn_0: 0.3389 (0.3426) loss_bbox_dn_1: 0.2606 (0.2689) loss_bbox_dn_2: 0.2482 (0.2566) loss_bbox_dn_3: 0.2460 (0.2538) loss_bbox_dn_4: 0.2448 (0.2535) loss_bbox_dn_5: 0.2448 (0.2534) loss_bbox_dn_pre: 0.3421 (0.3466) loss_bbox_enc_0: 0.3186 (0.3173) loss_bbox_pre: 0.2574 (0.2571) loss_dfl: 0.9757 (0.9688) loss_fgl_aux_0: 1.0367 (1.0251) loss_fgl_aux_1: 0.9828 (0.9749) loss_fgl_aux_2: 0.9769 (0.9691) loss_fgl_aux_3: 0.9761 (0.9689) loss_fgl_aux_4: 0.9756 (0.9689) loss_fgl_dn_0: 1.1110 (1.1052) loss_fgl_dn_1: 1.0078 (1.0100) loss_fgl_dn_2: 1.0000 (1.0005) loss_fgl_dn_3: 0.9998 (1.0014) loss_fgl_dn_4: 1.0000 (1.0017) loss_fgl_dn_5: 1.0001 (1.0017) loss_giou: 0.5932 (0.6442) loss_giou_aux_0: 0.6320 (0.6811) loss_giou_aux_1: 0.6012 (0.6502) loss_giou_aux_2: 0.5948 (0.6448) loss_giou_aux_3: 0.5933 (0.6442) loss_giou_aux_4: 0.5933 (0.6442) loss_giou_dn_0: 0.6920 (0.7235) loss_giou_dn_1: 0.5796 (0.6040) loss_giou_dn_2: 0.5530 (0.5844) loss_giou_dn_3: 0.5485 (0.5803) loss_giou_dn_4: 0.5483 (0.5796) loss_giou_dn_5: 0.5481 (0.5796) loss_giou_dn_pre: 0.6929 (0.7220) loss_giou_enc_0: 0.7436 (0.7742) loss_giou_pre: 0.6294 (0.6790) loss_ddf_aux_0: 0.1022 (0.1037) loss_ddf_aux_1: 0.0119 (0.0124) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3056 (0.2927) loss_ddf_dn_1: 0.0379 (0.0370) loss_ddf_dn_2: 0.0061 (0.0055) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7581 (0.7617) loss_vfl_aux_0: 0.8390 (0.8510) loss_vfl_aux_1: 0.8016 (0.8348) loss_vfl_aux_2: 0.7842 (0.8065) loss_vfl_aux_3: 0.7677 (0.7742) loss_vfl_aux_4: 0.7623 (0.7623) loss_vfl_dn_0: 0.5162 (0.5119) loss_vfl_dn_1: 0.4857 (0.4914) loss_vfl_dn_2: 0.4727 (0.4770) loss_vfl_dn_3: 0.4634 (0.4656) loss_vfl_dn_4: 0.4586 (0.4615) loss_vfl_dn_5: 0.4568 (0.4612) loss_vfl_dn_pre: 0.5168 (0.5127) loss_vfl_enc_0: 0.8339 (0.8351) loss_vfl_pre: 0.8400 (0.8535) time: 0.7397 data: 0.0251 max mem: 9094 Epoch: [4] [ 800/3696] eta: 0:35:59 lr: 0.000013 loss: 35.4831 (36.0174) loss_bbox: 0.2251 (0.2339) loss_bbox_aux_0: 0.2361 (0.2570) loss_bbox_aux_1: 0.2239 (0.2378) loss_bbox_aux_2: 0.2249 (0.2345) loss_bbox_aux_3: 0.2251 (0.2340) loss_bbox_aux_4: 0.2251 (0.2339) loss_bbox_dn_0: 0.3084 (0.3424) loss_bbox_dn_1: 0.2522 (0.2687) loss_bbox_dn_2: 0.2410 (0.2565) loss_bbox_dn_3: 0.2359 (0.2537) loss_bbox_dn_4: 0.2355 (0.2533) loss_bbox_dn_5: 0.2360 (0.2533) loss_bbox_dn_pre: 0.3113 (0.3464) loss_bbox_enc_0: 0.2930 (0.3177) loss_bbox_pre: 0.2353 (0.2571) loss_dfl: 0.9622 (0.9682) loss_fgl_aux_0: 1.0202 (1.0245) loss_fgl_aux_1: 0.9682 (0.9743) loss_fgl_aux_2: 0.9637 (0.9685) loss_fgl_aux_3: 0.9629 (0.9683) loss_fgl_aux_4: 0.9622 (0.9683) loss_fgl_dn_0: 1.1018 (1.1049) loss_fgl_dn_1: 0.9982 (1.0096) loss_fgl_dn_2: 0.9874 (1.0002) loss_fgl_dn_3: 0.9894 (1.0010) loss_fgl_dn_4: 0.9903 (1.0013) loss_fgl_dn_5: 0.9904 (1.0014) loss_giou: 0.6573 (0.6444) loss_giou_aux_0: 0.6912 (0.6813) loss_giou_aux_1: 0.6672 (0.6504) loss_giou_aux_2: 0.6579 (0.6450) loss_giou_aux_3: 0.6569 (0.6444) loss_giou_aux_4: 0.6572 (0.6444) loss_giou_dn_0: 0.7131 (0.7234) loss_giou_dn_1: 0.5985 (0.6041) loss_giou_dn_2: 0.5782 (0.5846) loss_giou_dn_3: 0.5752 (0.5804) loss_giou_dn_4: 0.5759 (0.5798) loss_giou_dn_5: 0.5761 (0.5798) loss_giou_dn_pre: 0.7150 (0.7218) loss_giou_enc_0: 0.7781 (0.7751) loss_giou_pre: 0.6888 (0.6792) loss_ddf_aux_0: 0.1004 (0.1038) loss_ddf_aux_1: 0.0121 (0.0124) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2843 (0.2924) loss_ddf_dn_1: 0.0361 (0.0370) loss_ddf_dn_2: 0.0059 (0.0056) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6965 (0.7608) loss_vfl_aux_0: 0.7843 (0.8508) loss_vfl_aux_1: 0.7499 (0.8344) loss_vfl_aux_2: 0.7454 (0.8061) loss_vfl_aux_3: 0.7106 (0.7736) loss_vfl_aux_4: 0.6960 (0.7615) loss_vfl_dn_0: 0.5029 (0.5117) loss_vfl_dn_1: 0.4805 (0.4912) loss_vfl_dn_2: 0.4707 (0.4768) loss_vfl_dn_3: 0.4612 (0.4655) loss_vfl_dn_4: 0.4573 (0.4614) loss_vfl_dn_5: 0.4553 (0.4610) loss_vfl_dn_pre: 0.5038 (0.5124) loss_vfl_enc_0: 0.7708 (0.8347) loss_vfl_pre: 0.7878 (0.8531) time: 0.7395 data: 0.0319 max mem: 9094 Epoch: [4] [ 900/3696] eta: 0:34:53 lr: 0.000013 loss: 35.8245 (36.0075) loss_bbox: 0.2203 (0.2333) loss_bbox_aux_0: 0.2467 (0.2562) loss_bbox_aux_1: 0.2253 (0.2372) loss_bbox_aux_2: 0.2213 (0.2339) loss_bbox_aux_3: 0.2207 (0.2334) loss_bbox_aux_4: 0.2203 (0.2333) loss_bbox_dn_0: 0.3122 (0.3425) loss_bbox_dn_1: 0.2508 (0.2686) loss_bbox_dn_2: 0.2366 (0.2564) loss_bbox_dn_3: 0.2323 (0.2536) loss_bbox_dn_4: 0.2316 (0.2532) loss_bbox_dn_5: 0.2313 (0.2532) loss_bbox_dn_pre: 0.3144 (0.3465) loss_bbox_enc_0: 0.3047 (0.3171) loss_bbox_pre: 0.2470 (0.2564) loss_dfl: 0.9769 (0.9687) loss_fgl_aux_0: 1.0318 (1.0246) loss_fgl_aux_1: 0.9821 (0.9748) loss_fgl_aux_2: 0.9768 (0.9690) loss_fgl_aux_3: 0.9770 (0.9688) loss_fgl_aux_4: 0.9770 (0.9687) loss_fgl_dn_0: 1.1063 (1.1050) loss_fgl_dn_1: 1.0104 (1.0096) loss_fgl_dn_2: 1.0009 (1.0000) loss_fgl_dn_3: 1.0003 (1.0009) loss_fgl_dn_4: 1.0001 (1.0012) loss_fgl_dn_5: 1.0003 (1.0012) loss_giou: 0.6375 (0.6433) loss_giou_aux_0: 0.6704 (0.6800) loss_giou_aux_1: 0.6421 (0.6493) loss_giou_aux_2: 0.6392 (0.6439) loss_giou_aux_3: 0.6382 (0.6433) loss_giou_aux_4: 0.6378 (0.6433) loss_giou_dn_0: 0.7287 (0.7232) loss_giou_dn_1: 0.6045 (0.6037) loss_giou_dn_2: 0.5787 (0.5841) loss_giou_dn_3: 0.5717 (0.5800) loss_giou_dn_4: 0.5707 (0.5794) loss_giou_dn_5: 0.5709 (0.5793) loss_giou_dn_pre: 0.7257 (0.7216) loss_giou_enc_0: 0.7591 (0.7740) loss_giou_pre: 0.6653 (0.6780) loss_ddf_aux_0: 0.0886 (0.1030) loss_ddf_aux_1: 0.0107 (0.0123) loss_ddf_aux_2: 0.0013 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2766 (0.2922) loss_ddf_dn_1: 0.0335 (0.0369) loss_ddf_dn_2: 0.0049 (0.0055) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7347 (0.7612) loss_vfl_aux_0: 0.8240 (0.8521) loss_vfl_aux_1: 0.8256 (0.8354) loss_vfl_aux_2: 0.7922 (0.8067) loss_vfl_aux_3: 0.7576 (0.7746) loss_vfl_aux_4: 0.7344 (0.7619) loss_vfl_dn_0: 0.5086 (0.5116) loss_vfl_dn_1: 0.4803 (0.4911) loss_vfl_dn_2: 0.4670 (0.4767) loss_vfl_dn_3: 0.4573 (0.4654) loss_vfl_dn_4: 0.4559 (0.4613) loss_vfl_dn_5: 0.4544 (0.4609) loss_vfl_dn_pre: 0.5092 (0.5124) loss_vfl_enc_0: 0.8130 (0.8359) loss_vfl_pre: 0.8252 (0.8542) time: 0.7405 data: 0.0309 max mem: 9094 Epoch: [4] [1000/3696] eta: 0:33:48 lr: 0.000013 loss: 35.0851 (35.9986) loss_bbox: 0.2095 (0.2332) loss_bbox_aux_0: 0.2387 (0.2559) loss_bbox_aux_1: 0.2152 (0.2370) loss_bbox_aux_2: 0.2106 (0.2338) loss_bbox_aux_3: 0.2095 (0.2332) loss_bbox_aux_4: 0.2094 (0.2332) loss_bbox_dn_0: 0.2978 (0.3421) loss_bbox_dn_1: 0.2298 (0.2682) loss_bbox_dn_2: 0.2193 (0.2561) loss_bbox_dn_3: 0.2174 (0.2533) loss_bbox_dn_4: 0.2171 (0.2529) loss_bbox_dn_5: 0.2172 (0.2529) loss_bbox_dn_pre: 0.3011 (0.3462) loss_bbox_enc_0: 0.2967 (0.3165) loss_bbox_pre: 0.2388 (0.2561) loss_dfl: 0.9502 (0.9691) loss_fgl_aux_0: 1.0077 (1.0248) loss_fgl_aux_1: 0.9575 (0.9751) loss_fgl_aux_2: 0.9518 (0.9693) loss_fgl_aux_3: 0.9502 (0.9692) loss_fgl_aux_4: 0.9503 (0.9691) loss_fgl_dn_0: 1.0981 (1.1051) loss_fgl_dn_1: 1.0055 (1.0097) loss_fgl_dn_2: 0.9913 (1.0001) loss_fgl_dn_3: 0.9938 (1.0010) loss_fgl_dn_4: 0.9941 (1.0013) loss_fgl_dn_5: 0.9942 (1.0013) loss_giou: 0.6839 (0.6429) loss_giou_aux_0: 0.7143 (0.6794) loss_giou_aux_1: 0.6884 (0.6489) loss_giou_aux_2: 0.6851 (0.6436) loss_giou_aux_3: 0.6842 (0.6429) loss_giou_aux_4: 0.6842 (0.6429) loss_giou_dn_0: 0.7220 (0.7224) loss_giou_dn_1: 0.6015 (0.6030) loss_giou_dn_2: 0.5864 (0.5836) loss_giou_dn_3: 0.5806 (0.5794) loss_giou_dn_4: 0.5792 (0.5788) loss_giou_dn_5: 0.5791 (0.5788) loss_giou_dn_pre: 0.7216 (0.7208) loss_giou_enc_0: 0.8169 (0.7736) loss_giou_pre: 0.7145 (0.6774) loss_ddf_aux_0: 0.0922 (0.1022) loss_ddf_aux_1: 0.0102 (0.0122) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2772 (0.2915) loss_ddf_dn_1: 0.0332 (0.0368) loss_ddf_dn_2: 0.0049 (0.0055) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7056 (0.7612) loss_vfl_aux_0: 0.8134 (0.8523) loss_vfl_aux_1: 0.8044 (0.8355) loss_vfl_aux_2: 0.7781 (0.8071) loss_vfl_aux_3: 0.7298 (0.7749) loss_vfl_aux_4: 0.7150 (0.7620) loss_vfl_dn_0: 0.5095 (0.5118) loss_vfl_dn_1: 0.4874 (0.4911) loss_vfl_dn_2: 0.4742 (0.4768) loss_vfl_dn_3: 0.4614 (0.4654) loss_vfl_dn_4: 0.4564 (0.4613) loss_vfl_dn_5: 0.4570 (0.4610) loss_vfl_dn_pre: 0.5103 (0.5126) loss_vfl_enc_0: 0.8152 (0.8360) loss_vfl_pre: 0.8162 (0.8545) time: 0.7331 data: 0.0284 max mem: 9094 Epoch: [4] [1100/3696] eta: 0:32:40 lr: 0.000013 loss: 36.1032 (35.9988) loss_bbox: 0.2241 (0.2335) loss_bbox_aux_0: 0.2494 (0.2563) loss_bbox_aux_1: 0.2272 (0.2373) loss_bbox_aux_2: 0.2249 (0.2341) loss_bbox_aux_3: 0.2241 (0.2335) loss_bbox_aux_4: 0.2242 (0.2335) loss_bbox_dn_0: 0.3430 (0.3424) loss_bbox_dn_1: 0.2718 (0.2685) loss_bbox_dn_2: 0.2602 (0.2563) loss_bbox_dn_3: 0.2582 (0.2535) loss_bbox_dn_4: 0.2567 (0.2532) loss_bbox_dn_5: 0.2565 (0.2531) loss_bbox_dn_pre: 0.3448 (0.3465) loss_bbox_enc_0: 0.3192 (0.3171) loss_bbox_pre: 0.2479 (0.2564) loss_dfl: 0.9796 (0.9687) loss_fgl_aux_0: 1.0319 (1.0243) loss_fgl_aux_1: 0.9826 (0.9746) loss_fgl_aux_2: 0.9797 (0.9689) loss_fgl_aux_3: 0.9796 (0.9688) loss_fgl_aux_4: 0.9795 (0.9687) loss_fgl_dn_0: 1.0942 (1.1048) loss_fgl_dn_1: 1.0157 (1.0096) loss_fgl_dn_2: 1.0054 (1.0000) loss_fgl_dn_3: 1.0067 (1.0008) loss_fgl_dn_4: 1.0072 (1.0011) loss_fgl_dn_5: 1.0071 (1.0011) loss_giou: 0.6643 (0.6435) loss_giou_aux_0: 0.7059 (0.6801) loss_giou_aux_1: 0.6748 (0.6495) loss_giou_aux_2: 0.6668 (0.6442) loss_giou_aux_3: 0.6644 (0.6435) loss_giou_aux_4: 0.6644 (0.6435) loss_giou_dn_0: 0.7352 (0.7228) loss_giou_dn_1: 0.6226 (0.6033) loss_giou_dn_2: 0.6044 (0.5839) loss_giou_dn_3: 0.5995 (0.5798) loss_giou_dn_4: 0.5984 (0.5792) loss_giou_dn_5: 0.5987 (0.5792) loss_giou_dn_pre: 0.7355 (0.7212) loss_giou_enc_0: 0.8034 (0.7743) loss_giou_pre: 0.7016 (0.6780) loss_ddf_aux_0: 0.0940 (0.1019) loss_ddf_aux_1: 0.0107 (0.0121) loss_ddf_aux_2: 0.0013 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2529 (0.2913) loss_ddf_dn_1: 0.0310 (0.0367) loss_ddf_dn_2: 0.0050 (0.0055) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7532 (0.7610) loss_vfl_aux_0: 0.8276 (0.8511) loss_vfl_aux_1: 0.8167 (0.8346) loss_vfl_aux_2: 0.7927 (0.8062) loss_vfl_aux_3: 0.7682 (0.7745) loss_vfl_aux_4: 0.7610 (0.7617) loss_vfl_dn_0: 0.5157 (0.5116) loss_vfl_dn_1: 0.4865 (0.4910) loss_vfl_dn_2: 0.4750 (0.4766) loss_vfl_dn_3: 0.4623 (0.4652) loss_vfl_dn_4: 0.4589 (0.4611) loss_vfl_dn_5: 0.4611 (0.4607) loss_vfl_dn_pre: 0.5166 (0.5124) loss_vfl_enc_0: 0.8396 (0.8349) loss_vfl_pre: 0.8302 (0.8533) time: 0.7603 data: 0.0294 max mem: 9094 Epoch: [4] [1200/3696] eta: 0:31:21 lr: 0.000013 loss: 36.1191 (35.9928) loss_bbox: 0.2245 (0.2338) loss_bbox_aux_0: 0.2536 (0.2565) loss_bbox_aux_1: 0.2274 (0.2377) loss_bbox_aux_2: 0.2248 (0.2344) loss_bbox_aux_3: 0.2247 (0.2339) loss_bbox_aux_4: 0.2246 (0.2338) loss_bbox_dn_0: 0.3262 (0.3428) loss_bbox_dn_1: 0.2608 (0.2689) loss_bbox_dn_2: 0.2515 (0.2568) loss_bbox_dn_3: 0.2484 (0.2539) loss_bbox_dn_4: 0.2469 (0.2536) loss_bbox_dn_5: 0.2467 (0.2536) loss_bbox_dn_pre: 0.3348 (0.3469) loss_bbox_enc_0: 0.3210 (0.3174) loss_bbox_pre: 0.2540 (0.2567) loss_dfl: 0.9892 (0.9690) loss_fgl_aux_0: 1.0390 (1.0244) loss_fgl_aux_1: 0.9907 (0.9750) loss_fgl_aux_2: 0.9893 (0.9693) loss_fgl_aux_3: 0.9893 (0.9691) loss_fgl_aux_4: 0.9893 (0.9690) loss_fgl_dn_0: 1.1099 (1.1051) loss_fgl_dn_1: 1.0134 (1.0097) loss_fgl_dn_2: 1.0063 (1.0001) loss_fgl_dn_3: 1.0070 (1.0010) loss_fgl_dn_4: 1.0067 (1.0013) loss_fgl_dn_5: 1.0068 (1.0013) loss_giou: 0.5928 (0.6425) loss_giou_aux_0: 0.6328 (0.6789) loss_giou_aux_1: 0.6005 (0.6484) loss_giou_aux_2: 0.5949 (0.6430) loss_giou_aux_3: 0.5926 (0.6424) loss_giou_aux_4: 0.5927 (0.6424) loss_giou_dn_0: 0.7083 (0.7217) loss_giou_dn_1: 0.5809 (0.6023) loss_giou_dn_2: 0.5627 (0.5829) loss_giou_dn_3: 0.5561 (0.5788) loss_giou_dn_4: 0.5556 (0.5782) loss_giou_dn_5: 0.5557 (0.5782) loss_giou_dn_pre: 0.7080 (0.7201) loss_giou_enc_0: 0.7412 (0.7731) loss_giou_pre: 0.6335 (0.6768) loss_ddf_aux_0: 0.0973 (0.1015) loss_ddf_aux_1: 0.0117 (0.0121) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2878 (0.2921) loss_ddf_dn_1: 0.0359 (0.0368) loss_ddf_dn_2: 0.0061 (0.0055) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7678 (0.7609) loss_vfl_aux_0: 0.8403 (0.8512) loss_vfl_aux_1: 0.8153 (0.8346) loss_vfl_aux_2: 0.7952 (0.8063) loss_vfl_aux_3: 0.7903 (0.7745) loss_vfl_aux_4: 0.7538 (0.7616) loss_vfl_dn_0: 0.5168 (0.5119) loss_vfl_dn_1: 0.4977 (0.4911) loss_vfl_dn_2: 0.4849 (0.4766) loss_vfl_dn_3: 0.4716 (0.4652) loss_vfl_dn_4: 0.4646 (0.4611) loss_vfl_dn_5: 0.4612 (0.4607) loss_vfl_dn_pre: 0.5185 (0.5127) loss_vfl_enc_0: 0.8228 (0.8355) loss_vfl_pre: 0.8496 (0.8534) time: 0.7351 data: 0.0310 max mem: 9094 Epoch: [4] [1300/3696] eta: 0:30:03 lr: 0.000013 loss: 35.8877 (35.9922) loss_bbox: 0.2230 (0.2338) loss_bbox_aux_0: 0.2435 (0.2564) loss_bbox_aux_1: 0.2264 (0.2376) loss_bbox_aux_2: 0.2230 (0.2344) loss_bbox_aux_3: 0.2231 (0.2339) loss_bbox_aux_4: 0.2232 (0.2338) loss_bbox_dn_0: 0.3197 (0.3430) loss_bbox_dn_1: 0.2577 (0.2690) loss_bbox_dn_2: 0.2471 (0.2568) loss_bbox_dn_3: 0.2495 (0.2540) loss_bbox_dn_4: 0.2490 (0.2536) loss_bbox_dn_5: 0.2488 (0.2536) loss_bbox_dn_pre: 0.3273 (0.3471) loss_bbox_enc_0: 0.3070 (0.3170) loss_bbox_pre: 0.2453 (0.2566) loss_dfl: 0.9764 (0.9692) loss_fgl_aux_0: 1.0233 (1.0243) loss_fgl_aux_1: 0.9829 (0.9751) loss_fgl_aux_2: 0.9773 (0.9694) loss_fgl_aux_3: 0.9770 (0.9692) loss_fgl_aux_4: 0.9766 (0.9692) loss_fgl_dn_0: 1.1079 (1.1049) loss_fgl_dn_1: 1.0123 (1.0096) loss_fgl_dn_2: 1.0016 (1.0000) loss_fgl_dn_3: 1.0030 (1.0008) loss_fgl_dn_4: 1.0027 (1.0011) loss_fgl_dn_5: 1.0027 (1.0011) loss_giou: 0.6263 (0.6426) loss_giou_aux_0: 0.6545 (0.6790) loss_giou_aux_1: 0.6340 (0.6485) loss_giou_aux_2: 0.6277 (0.6432) loss_giou_aux_3: 0.6262 (0.6426) loss_giou_aux_4: 0.6261 (0.6426) loss_giou_dn_0: 0.7083 (0.7221) loss_giou_dn_1: 0.5899 (0.6024) loss_giou_dn_2: 0.5736 (0.5830) loss_giou_dn_3: 0.5676 (0.5788) loss_giou_dn_4: 0.5664 (0.5782) loss_giou_dn_5: 0.5664 (0.5782) loss_giou_dn_pre: 0.7080 (0.7204) loss_giou_enc_0: 0.7640 (0.7732) loss_giou_pre: 0.6542 (0.6769) loss_ddf_aux_0: 0.0975 (0.1014) loss_ddf_aux_1: 0.0118 (0.0121) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2784 (0.2923) loss_ddf_dn_1: 0.0358 (0.0368) loss_ddf_dn_2: 0.0052 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7701 (0.7610) loss_vfl_aux_0: 0.8518 (0.8510) loss_vfl_aux_1: 0.8330 (0.8342) loss_vfl_aux_2: 0.8071 (0.8061) loss_vfl_aux_3: 0.7816 (0.7745) loss_vfl_aux_4: 0.7754 (0.7617) loss_vfl_dn_0: 0.5156 (0.5117) loss_vfl_dn_1: 0.4851 (0.4910) loss_vfl_dn_2: 0.4670 (0.4765) loss_vfl_dn_3: 0.4550 (0.4651) loss_vfl_dn_4: 0.4548 (0.4611) loss_vfl_dn_5: 0.4563 (0.4607) loss_vfl_dn_pre: 0.5170 (0.5125) loss_vfl_enc_0: 0.8298 (0.8350) loss_vfl_pre: 0.8492 (0.8531) time: 0.7258 data: 0.0305 max mem: 9094 Epoch: [4] [1400/3696] eta: 0:28:48 lr: 0.000013 loss: 35.2920 (35.9622) loss_bbox: 0.2191 (0.2330) loss_bbox_aux_0: 0.2356 (0.2555) loss_bbox_aux_1: 0.2225 (0.2368) loss_bbox_aux_2: 0.2207 (0.2336) loss_bbox_aux_3: 0.2195 (0.2331) loss_bbox_aux_4: 0.2192 (0.2330) loss_bbox_dn_0: 0.3213 (0.3425) loss_bbox_dn_1: 0.2516 (0.2685) loss_bbox_dn_2: 0.2420 (0.2564) loss_bbox_dn_3: 0.2416 (0.2536) loss_bbox_dn_4: 0.2414 (0.2532) loss_bbox_dn_5: 0.2414 (0.2532) loss_bbox_dn_pre: 0.3333 (0.3466) loss_bbox_enc_0: 0.2894 (0.3161) loss_bbox_pre: 0.2360 (0.2556) loss_dfl: 0.9775 (0.9692) loss_fgl_aux_0: 1.0438 (1.0243) loss_fgl_aux_1: 0.9850 (0.9751) loss_fgl_aux_2: 0.9775 (0.9695) loss_fgl_aux_3: 0.9778 (0.9693) loss_fgl_aux_4: 0.9776 (0.9692) loss_fgl_dn_0: 1.1029 (1.1052) loss_fgl_dn_1: 1.0055 (1.0095) loss_fgl_dn_2: 1.0020 (0.9999) loss_fgl_dn_3: 1.0023 (1.0007) loss_fgl_dn_4: 1.0019 (1.0010) loss_fgl_dn_5: 1.0020 (1.0011) loss_giou: 0.6152 (0.6414) loss_giou_aux_0: 0.6563 (0.6776) loss_giou_aux_1: 0.6181 (0.6473) loss_giou_aux_2: 0.6149 (0.6420) loss_giou_aux_3: 0.6150 (0.6413) loss_giou_aux_4: 0.6153 (0.6414) loss_giou_dn_0: 0.6944 (0.7208) loss_giou_dn_1: 0.5704 (0.6011) loss_giou_dn_2: 0.5561 (0.5817) loss_giou_dn_3: 0.5518 (0.5776) loss_giou_dn_4: 0.5504 (0.5769) loss_giou_dn_5: 0.5503 (0.5769) loss_giou_dn_pre: 0.6901 (0.7192) loss_giou_enc_0: 0.7493 (0.7717) loss_giou_pre: 0.6526 (0.6755) loss_ddf_aux_0: 0.0995 (0.1012) loss_ddf_aux_1: 0.0112 (0.0121) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2918 (0.2929) loss_ddf_dn_1: 0.0366 (0.0369) loss_ddf_dn_2: 0.0057 (0.0056) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7303 (0.7610) loss_vfl_aux_0: 0.8389 (0.8509) loss_vfl_aux_1: 0.8048 (0.8339) loss_vfl_aux_2: 0.7954 (0.8060) loss_vfl_aux_3: 0.7426 (0.7743) loss_vfl_aux_4: 0.7339 (0.7617) loss_vfl_dn_0: 0.5126 (0.5118) loss_vfl_dn_1: 0.4889 (0.4908) loss_vfl_dn_2: 0.4766 (0.4764) loss_vfl_dn_3: 0.4643 (0.4649) loss_vfl_dn_4: 0.4592 (0.4608) loss_vfl_dn_5: 0.4580 (0.4604) loss_vfl_dn_pre: 0.5135 (0.5126) loss_vfl_enc_0: 0.8297 (0.8352) loss_vfl_pre: 0.8356 (0.8530) time: 0.7565 data: 0.0350 max mem: 9094 Epoch: [4] [1500/3696] eta: 0:27:30 lr: 0.000013 loss: 35.7442 (35.9593) loss_bbox: 0.2234 (0.2328) loss_bbox_aux_0: 0.2420 (0.2552) loss_bbox_aux_1: 0.2254 (0.2366) loss_bbox_aux_2: 0.2235 (0.2334) loss_bbox_aux_3: 0.2231 (0.2329) loss_bbox_aux_4: 0.2233 (0.2328) loss_bbox_dn_0: 0.3245 (0.3422) loss_bbox_dn_1: 0.2566 (0.2684) loss_bbox_dn_2: 0.2423 (0.2562) loss_bbox_dn_3: 0.2442 (0.2534) loss_bbox_dn_4: 0.2419 (0.2531) loss_bbox_dn_5: 0.2418 (0.2530) loss_bbox_dn_pre: 0.3287 (0.3464) loss_bbox_enc_0: 0.2963 (0.3153) loss_bbox_pre: 0.2444 (0.2553) loss_dfl: 0.9679 (0.9693) loss_fgl_aux_0: 1.0171 (1.0242) loss_fgl_aux_1: 0.9756 (0.9752) loss_fgl_aux_2: 0.9692 (0.9695) loss_fgl_aux_3: 0.9678 (0.9693) loss_fgl_aux_4: 0.9679 (0.9693) loss_fgl_dn_0: 1.0999 (1.1051) loss_fgl_dn_1: 1.0138 (1.0095) loss_fgl_dn_2: 0.9998 (0.9998) loss_fgl_dn_3: 1.0008 (1.0007) loss_fgl_dn_4: 1.0016 (1.0010) loss_fgl_dn_5: 1.0019 (1.0010) loss_giou: 0.6410 (0.6418) loss_giou_aux_0: 0.6780 (0.6779) loss_giou_aux_1: 0.6457 (0.6477) loss_giou_aux_2: 0.6416 (0.6423) loss_giou_aux_3: 0.6409 (0.6417) loss_giou_aux_4: 0.6410 (0.6418) loss_giou_dn_0: 0.7132 (0.7210) loss_giou_dn_1: 0.5963 (0.6013) loss_giou_dn_2: 0.5768 (0.5818) loss_giou_dn_3: 0.5680 (0.5777) loss_giou_dn_4: 0.5674 (0.5771) loss_giou_dn_5: 0.5674 (0.5770) loss_giou_dn_pre: 0.7139 (0.7194) loss_giou_enc_0: 0.7491 (0.7717) loss_giou_pre: 0.6741 (0.6758) loss_ddf_aux_0: 0.0926 (0.1009) loss_ddf_aux_1: 0.0117 (0.0121) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2727 (0.2929) loss_ddf_dn_1: 0.0376 (0.0370) loss_ddf_dn_2: 0.0058 (0.0056) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7710 (0.7611) loss_vfl_aux_0: 0.8528 (0.8506) loss_vfl_aux_1: 0.8195 (0.8334) loss_vfl_aux_2: 0.8298 (0.8055) loss_vfl_aux_3: 0.7792 (0.7741) loss_vfl_aux_4: 0.7793 (0.7618) loss_vfl_dn_0: 0.5091 (0.5117) loss_vfl_dn_1: 0.4899 (0.4907) loss_vfl_dn_2: 0.4725 (0.4762) loss_vfl_dn_3: 0.4649 (0.4648) loss_vfl_dn_4: 0.4586 (0.4607) loss_vfl_dn_5: 0.4586 (0.4604) loss_vfl_dn_pre: 0.5099 (0.5125) loss_vfl_enc_0: 0.7999 (0.8351) loss_vfl_pre: 0.8607 (0.8528) time: 0.7223 data: 0.0300 max mem: 9094 Epoch: [4] [1600/3696] eta: 0:26:12 lr: 0.000013 loss: 35.7521 (35.9663) loss_bbox: 0.2214 (0.2331) loss_bbox_aux_0: 0.2470 (0.2553) loss_bbox_aux_1: 0.2256 (0.2369) loss_bbox_aux_2: 0.2205 (0.2336) loss_bbox_aux_3: 0.2217 (0.2331) loss_bbox_aux_4: 0.2213 (0.2331) loss_bbox_dn_0: 0.3183 (0.3419) loss_bbox_dn_1: 0.2449 (0.2680) loss_bbox_dn_2: 0.2363 (0.2560) loss_bbox_dn_3: 0.2352 (0.2531) loss_bbox_dn_4: 0.2352 (0.2528) loss_bbox_dn_5: 0.2350 (0.2527) loss_bbox_dn_pre: 0.3203 (0.3460) loss_bbox_enc_0: 0.3073 (0.3151) loss_bbox_pre: 0.2482 (0.2555) loss_dfl: 0.9796 (0.9694) loss_fgl_aux_0: 1.0371 (1.0241) loss_fgl_aux_1: 0.9853 (0.9753) loss_fgl_aux_2: 0.9806 (0.9697) loss_fgl_aux_3: 0.9800 (0.9695) loss_fgl_aux_4: 0.9797 (0.9695) loss_fgl_dn_0: 1.1120 (1.1050) loss_fgl_dn_1: 1.0143 (1.0096) loss_fgl_dn_2: 1.0060 (1.0000) loss_fgl_dn_3: 1.0030 (1.0009) loss_fgl_dn_4: 1.0026 (1.0011) loss_fgl_dn_5: 1.0026 (1.0012) loss_giou: 0.6283 (0.6426) loss_giou_aux_0: 0.6541 (0.6786) loss_giou_aux_1: 0.6342 (0.6486) loss_giou_aux_2: 0.6293 (0.6432) loss_giou_aux_3: 0.6287 (0.6426) loss_giou_aux_4: 0.6283 (0.6426) loss_giou_dn_0: 0.7028 (0.7216) loss_giou_dn_1: 0.5792 (0.6018) loss_giou_dn_2: 0.5644 (0.5824) loss_giou_dn_3: 0.5589 (0.5782) loss_giou_dn_4: 0.5576 (0.5776) loss_giou_dn_5: 0.5577 (0.5776) loss_giou_dn_pre: 0.6984 (0.7200) loss_giou_enc_0: 0.7436 (0.7720) loss_giou_pre: 0.6552 (0.6765) loss_ddf_aux_0: 0.0962 (0.1002) loss_ddf_aux_1: 0.0119 (0.0120) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2980 (0.2927) loss_ddf_dn_1: 0.0360 (0.0369) loss_ddf_dn_2: 0.0058 (0.0056) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7472 (0.7609) loss_vfl_aux_0: 0.8428 (0.8503) loss_vfl_aux_1: 0.8292 (0.8329) loss_vfl_aux_2: 0.7938 (0.8050) loss_vfl_aux_3: 0.7643 (0.7740) loss_vfl_aux_4: 0.7537 (0.7617) loss_vfl_dn_0: 0.5136 (0.5116) loss_vfl_dn_1: 0.4856 (0.4906) loss_vfl_dn_2: 0.4751 (0.4762) loss_vfl_dn_3: 0.4676 (0.4648) loss_vfl_dn_4: 0.4660 (0.4607) loss_vfl_dn_5: 0.4639 (0.4603) loss_vfl_dn_pre: 0.5146 (0.5124) loss_vfl_enc_0: 0.8450 (0.8351) loss_vfl_pre: 0.8556 (0.8525) time: 0.7429 data: 0.0309 max mem: 9094 Epoch: [4] [1700/3696] eta: 0:24:55 lr: 0.000013 loss: 35.7599 (35.9563) loss_bbox: 0.2136 (0.2327) loss_bbox_aux_0: 0.2363 (0.2550) loss_bbox_aux_1: 0.2190 (0.2365) loss_bbox_aux_2: 0.2136 (0.2333) loss_bbox_aux_3: 0.2133 (0.2328) loss_bbox_aux_4: 0.2136 (0.2328) loss_bbox_dn_0: 0.3071 (0.3415) loss_bbox_dn_1: 0.2384 (0.2676) loss_bbox_dn_2: 0.2265 (0.2556) loss_bbox_dn_3: 0.2251 (0.2528) loss_bbox_dn_4: 0.2242 (0.2524) loss_bbox_dn_5: 0.2243 (0.2524) loss_bbox_dn_pre: 0.3093 (0.3455) loss_bbox_enc_0: 0.2904 (0.3146) loss_bbox_pre: 0.2370 (0.2551) loss_dfl: 0.9531 (0.9694) loss_fgl_aux_0: 1.0092 (1.0241) loss_fgl_aux_1: 0.9598 (0.9753) loss_fgl_aux_2: 0.9517 (0.9697) loss_fgl_aux_3: 0.9530 (0.9695) loss_fgl_aux_4: 0.9530 (0.9694) loss_fgl_dn_0: 1.1102 (1.1052) loss_fgl_dn_1: 1.0097 (1.0096) loss_fgl_dn_2: 1.0007 (1.0000) loss_fgl_dn_3: 1.0022 (1.0008) loss_fgl_dn_4: 1.0023 (1.0011) loss_fgl_dn_5: 1.0024 (1.0011) loss_giou: 0.6213 (0.6425) loss_giou_aux_0: 0.6655 (0.6785) loss_giou_aux_1: 0.6303 (0.6484) loss_giou_aux_2: 0.6222 (0.6431) loss_giou_aux_3: 0.6216 (0.6425) loss_giou_aux_4: 0.6214 (0.6425) loss_giou_dn_0: 0.7197 (0.7212) loss_giou_dn_1: 0.6120 (0.6014) loss_giou_dn_2: 0.5905 (0.5819) loss_giou_dn_3: 0.5833 (0.5778) loss_giou_dn_4: 0.5836 (0.5772) loss_giou_dn_5: 0.5837 (0.5772) loss_giou_dn_pre: 0.7173 (0.7195) loss_giou_enc_0: 0.7854 (0.7718) loss_giou_pre: 0.6655 (0.6764) loss_ddf_aux_0: 0.0928 (0.1003) loss_ddf_aux_1: 0.0122 (0.0120) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2874 (0.2931) loss_ddf_dn_1: 0.0366 (0.0369) loss_ddf_dn_2: 0.0054 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7334 (0.7610) loss_vfl_aux_0: 0.8242 (0.8502) loss_vfl_aux_1: 0.7900 (0.8328) loss_vfl_aux_2: 0.7747 (0.8050) loss_vfl_aux_3: 0.7509 (0.7740) loss_vfl_aux_4: 0.7416 (0.7617) loss_vfl_dn_0: 0.5133 (0.5117) loss_vfl_dn_1: 0.4801 (0.4905) loss_vfl_dn_2: 0.4689 (0.4761) loss_vfl_dn_3: 0.4576 (0.4646) loss_vfl_dn_4: 0.4561 (0.4606) loss_vfl_dn_5: 0.4533 (0.4602) loss_vfl_dn_pre: 0.5128 (0.5125) loss_vfl_enc_0: 0.8140 (0.8350) loss_vfl_pre: 0.8298 (0.8524) time: 0.7297 data: 0.0278 max mem: 9094 Epoch: [4] [1800/3696] eta: 0:23:39 lr: 0.000013 loss: 35.9793 (35.9554) loss_bbox: 0.2491 (0.2327) loss_bbox_aux_0: 0.2734 (0.2550) loss_bbox_aux_1: 0.2529 (0.2365) loss_bbox_aux_2: 0.2494 (0.2333) loss_bbox_aux_3: 0.2495 (0.2328) loss_bbox_aux_4: 0.2493 (0.2327) loss_bbox_dn_0: 0.3665 (0.3417) loss_bbox_dn_1: 0.2817 (0.2678) loss_bbox_dn_2: 0.2706 (0.2558) loss_bbox_dn_3: 0.2685 (0.2530) loss_bbox_dn_4: 0.2675 (0.2526) loss_bbox_dn_5: 0.2683 (0.2526) loss_bbox_dn_pre: 0.3693 (0.3457) loss_bbox_enc_0: 0.3366 (0.3145) loss_bbox_pre: 0.2735 (0.2551) loss_dfl: 0.9822 (0.9697) loss_fgl_aux_0: 1.0407 (1.0243) loss_fgl_aux_1: 0.9876 (0.9755) loss_fgl_aux_2: 0.9811 (0.9699) loss_fgl_aux_3: 0.9818 (0.9697) loss_fgl_aux_4: 0.9822 (0.9697) loss_fgl_dn_0: 1.1142 (1.1052) loss_fgl_dn_1: 1.0183 (1.0096) loss_fgl_dn_2: 1.0120 (1.0000) loss_fgl_dn_3: 1.0115 (1.0009) loss_fgl_dn_4: 1.0117 (1.0011) loss_fgl_dn_5: 1.0117 (1.0012) loss_giou: 0.5883 (0.6421) loss_giou_aux_0: 0.6329 (0.6781) loss_giou_aux_1: 0.5944 (0.6480) loss_giou_aux_2: 0.5900 (0.6427) loss_giou_aux_3: 0.5882 (0.6421) loss_giou_aux_4: 0.5882 (0.6421) loss_giou_dn_0: 0.7036 (0.7209) loss_giou_dn_1: 0.5806 (0.6012) loss_giou_dn_2: 0.5622 (0.5818) loss_giou_dn_3: 0.5568 (0.5777) loss_giou_dn_4: 0.5552 (0.5771) loss_giou_dn_5: 0.5551 (0.5770) loss_giou_dn_pre: 0.7023 (0.7192) loss_giou_enc_0: 0.7236 (0.7713) loss_giou_pre: 0.6299 (0.6760) loss_ddf_aux_0: 0.1039 (0.1002) loss_ddf_aux_1: 0.0120 (0.0120) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2706 (0.2925) loss_ddf_dn_1: 0.0344 (0.0369) loss_ddf_dn_2: 0.0052 (0.0056) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7770 (0.7612) loss_vfl_aux_0: 0.8699 (0.8504) loss_vfl_aux_1: 0.8622 (0.8333) loss_vfl_aux_2: 0.8308 (0.8056) loss_vfl_aux_3: 0.7915 (0.7743) loss_vfl_aux_4: 0.7795 (0.7619) loss_vfl_dn_0: 0.5120 (0.5117) loss_vfl_dn_1: 0.4905 (0.4904) loss_vfl_dn_2: 0.4694 (0.4759) loss_vfl_dn_3: 0.4615 (0.4644) loss_vfl_dn_4: 0.4568 (0.4604) loss_vfl_dn_5: 0.4561 (0.4600) loss_vfl_dn_pre: 0.5134 (0.5125) loss_vfl_enc_0: 0.8630 (0.8351) loss_vfl_pre: 0.8677 (0.8526) time: 0.7444 data: 0.0295 max mem: 9094 Epoch: [4] [1900/3696] eta: 0:22:26 lr: 0.000013 loss: 35.3697 (35.9357) loss_bbox: 0.2208 (0.2324) loss_bbox_aux_0: 0.2376 (0.2547) loss_bbox_aux_1: 0.2247 (0.2362) loss_bbox_aux_2: 0.2224 (0.2329) loss_bbox_aux_3: 0.2207 (0.2324) loss_bbox_aux_4: 0.2207 (0.2324) loss_bbox_dn_0: 0.3445 (0.3416) loss_bbox_dn_1: 0.2741 (0.2677) loss_bbox_dn_2: 0.2632 (0.2556) loss_bbox_dn_3: 0.2597 (0.2528) loss_bbox_dn_4: 0.2585 (0.2524) loss_bbox_dn_5: 0.2584 (0.2524) loss_bbox_dn_pre: 0.3449 (0.3456) loss_bbox_enc_0: 0.2907 (0.3143) loss_bbox_pre: 0.2381 (0.2549) loss_dfl: 0.9747 (0.9701) loss_fgl_aux_0: 1.0276 (1.0247) loss_fgl_aux_1: 0.9765 (0.9759) loss_fgl_aux_2: 0.9746 (0.9703) loss_fgl_aux_3: 0.9750 (0.9701) loss_fgl_aux_4: 0.9750 (0.9701) loss_fgl_dn_0: 1.1101 (1.1054) loss_fgl_dn_1: 1.0151 (1.0096) loss_fgl_dn_2: 1.0075 (1.0000) loss_fgl_dn_3: 1.0076 (1.0009) loss_fgl_dn_4: 1.0082 (1.0012) loss_fgl_dn_5: 1.0082 (1.0012) loss_giou: 0.5787 (0.6408) loss_giou_aux_0: 0.6301 (0.6768) loss_giou_aux_1: 0.5891 (0.6468) loss_giou_aux_2: 0.5802 (0.6414) loss_giou_aux_3: 0.5785 (0.6407) loss_giou_aux_4: 0.5787 (0.6408) loss_giou_dn_0: 0.7023 (0.7201) loss_giou_dn_1: 0.5783 (0.6003) loss_giou_dn_2: 0.5606 (0.5809) loss_giou_dn_3: 0.5561 (0.5768) loss_giou_dn_4: 0.5543 (0.5762) loss_giou_dn_5: 0.5546 (0.5761) loss_giou_dn_pre: 0.7026 (0.7184) loss_giou_enc_0: 0.7415 (0.7701) loss_giou_pre: 0.6311 (0.6747) loss_ddf_aux_0: 0.1008 (0.1002) loss_ddf_aux_1: 0.0120 (0.0121) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2834 (0.2931) loss_ddf_dn_1: 0.0361 (0.0370) loss_ddf_dn_2: 0.0056 (0.0056) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7356 (0.7609) loss_vfl_aux_0: 0.8348 (0.8501) loss_vfl_aux_1: 0.7952 (0.8330) loss_vfl_aux_2: 0.7927 (0.8054) loss_vfl_aux_3: 0.7510 (0.7740) loss_vfl_aux_4: 0.7311 (0.7617) loss_vfl_dn_0: 0.5154 (0.5117) loss_vfl_dn_1: 0.4808 (0.4902) loss_vfl_dn_2: 0.4676 (0.4757) loss_vfl_dn_3: 0.4529 (0.4642) loss_vfl_dn_4: 0.4496 (0.4602) loss_vfl_dn_5: 0.4490 (0.4598) loss_vfl_dn_pre: 0.5170 (0.5125) loss_vfl_enc_0: 0.8202 (0.8350) loss_vfl_pre: 0.8431 (0.8524) time: 0.7381 data: 0.0235 max mem: 9094 Epoch: [4] [2000/3696] eta: 0:21:09 lr: 0.000013 loss: 35.3446 (35.9267) loss_bbox: 0.2164 (0.2320) loss_bbox_aux_0: 0.2409 (0.2544) loss_bbox_aux_1: 0.2192 (0.2358) loss_bbox_aux_2: 0.2171 (0.2326) loss_bbox_aux_3: 0.2162 (0.2320) loss_bbox_aux_4: 0.2164 (0.2320) loss_bbox_dn_0: 0.3167 (0.3415) loss_bbox_dn_1: 0.2449 (0.2675) loss_bbox_dn_2: 0.2334 (0.2554) loss_bbox_dn_3: 0.2282 (0.2526) loss_bbox_dn_4: 0.2278 (0.2522) loss_bbox_dn_5: 0.2280 (0.2522) loss_bbox_dn_pre: 0.3239 (0.3456) loss_bbox_enc_0: 0.3017 (0.3140) loss_bbox_pre: 0.2394 (0.2546) loss_dfl: 0.9630 (0.9699) loss_fgl_aux_0: 1.0199 (1.0247) loss_fgl_aux_1: 0.9686 (0.9757) loss_fgl_aux_2: 0.9633 (0.9701) loss_fgl_aux_3: 0.9629 (0.9700) loss_fgl_aux_4: 0.9632 (0.9699) loss_fgl_dn_0: 1.1047 (1.1052) loss_fgl_dn_1: 1.0047 (1.0094) loss_fgl_dn_2: 0.9931 (0.9997) loss_fgl_dn_3: 0.9939 (1.0006) loss_fgl_dn_4: 0.9944 (1.0009) loss_fgl_dn_5: 0.9945 (1.0009) loss_giou: 0.6131 (0.6408) loss_giou_aux_0: 0.6464 (0.6770) loss_giou_aux_1: 0.6161 (0.6468) loss_giou_aux_2: 0.6125 (0.6414) loss_giou_aux_3: 0.6129 (0.6408) loss_giou_aux_4: 0.6131 (0.6408) loss_giou_dn_0: 0.6922 (0.7201) loss_giou_dn_1: 0.5563 (0.6002) loss_giou_dn_2: 0.5389 (0.5808) loss_giou_dn_3: 0.5359 (0.5767) loss_giou_dn_4: 0.5354 (0.5760) loss_giou_dn_5: 0.5353 (0.5760) loss_giou_dn_pre: 0.6926 (0.7185) loss_giou_enc_0: 0.7447 (0.7703) loss_giou_pre: 0.6419 (0.6749) loss_ddf_aux_0: 0.1085 (0.1006) loss_ddf_aux_1: 0.0122 (0.0121) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3208 (0.2937) loss_ddf_dn_1: 0.0385 (0.0370) loss_ddf_dn_2: 0.0053 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7488 (0.7606) loss_vfl_aux_0: 0.8098 (0.8496) loss_vfl_aux_1: 0.8115 (0.8327) loss_vfl_aux_2: 0.7897 (0.8050) loss_vfl_aux_3: 0.7600 (0.7736) loss_vfl_aux_4: 0.7576 (0.7614) loss_vfl_dn_0: 0.5131 (0.5116) loss_vfl_dn_1: 0.4883 (0.4901) loss_vfl_dn_2: 0.4689 (0.4755) loss_vfl_dn_3: 0.4581 (0.4640) loss_vfl_dn_4: 0.4489 (0.4599) loss_vfl_dn_5: 0.4489 (0.4596) loss_vfl_dn_pre: 0.5125 (0.5124) loss_vfl_enc_0: 0.8151 (0.8347) loss_vfl_pre: 0.8090 (0.8519) time: 0.8769 data: 0.0259 max mem: 9094 Epoch: [4] [2100/3696] eta: 0:19:57 lr: 0.000013 loss: 35.7093 (35.9233) loss_bbox: 0.2233 (0.2320) loss_bbox_aux_0: 0.2437 (0.2545) loss_bbox_aux_1: 0.2242 (0.2358) loss_bbox_aux_2: 0.2242 (0.2326) loss_bbox_aux_3: 0.2234 (0.2320) loss_bbox_aux_4: 0.2233 (0.2320) loss_bbox_dn_0: 0.3354 (0.3416) loss_bbox_dn_1: 0.2591 (0.2675) loss_bbox_dn_2: 0.2473 (0.2555) loss_bbox_dn_3: 0.2470 (0.2526) loss_bbox_dn_4: 0.2472 (0.2522) loss_bbox_dn_5: 0.2474 (0.2522) loss_bbox_dn_pre: 0.3437 (0.3457) loss_bbox_enc_0: 0.3218 (0.3140) loss_bbox_pre: 0.2448 (0.2546) loss_dfl: 0.9593 (0.9695) loss_fgl_aux_0: 1.0098 (1.0244) loss_fgl_aux_1: 0.9648 (0.9754) loss_fgl_aux_2: 0.9578 (0.9698) loss_fgl_aux_3: 0.9593 (0.9696) loss_fgl_aux_4: 0.9594 (0.9696) loss_fgl_dn_0: 1.1044 (1.1051) loss_fgl_dn_1: 1.0038 (1.0092) loss_fgl_dn_2: 0.9942 (0.9995) loss_fgl_dn_3: 0.9956 (1.0004) loss_fgl_dn_4: 0.9964 (1.0007) loss_fgl_dn_5: 0.9966 (1.0007) loss_giou: 0.6138 (0.6413) loss_giou_aux_0: 0.6520 (0.6774) loss_giou_aux_1: 0.6236 (0.6473) loss_giou_aux_2: 0.6165 (0.6419) loss_giou_aux_3: 0.6143 (0.6412) loss_giou_aux_4: 0.6139 (0.6412) loss_giou_dn_0: 0.6908 (0.7198) loss_giou_dn_1: 0.5766 (0.6000) loss_giou_dn_2: 0.5555 (0.5806) loss_giou_dn_3: 0.5531 (0.5765) loss_giou_dn_4: 0.5521 (0.5759) loss_giou_dn_5: 0.5519 (0.5758) loss_giou_dn_pre: 0.6907 (0.7182) loss_giou_enc_0: 0.7518 (0.7708) loss_giou_pre: 0.6535 (0.6753) loss_ddf_aux_0: 0.0980 (0.1005) loss_ddf_aux_1: 0.0107 (0.0120) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2901 (0.2936) loss_ddf_dn_1: 0.0341 (0.0370) loss_ddf_dn_2: 0.0058 (0.0057) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7654 (0.7605) loss_vfl_aux_0: 0.8534 (0.8493) loss_vfl_aux_1: 0.8521 (0.8324) loss_vfl_aux_2: 0.8212 (0.8046) loss_vfl_aux_3: 0.7732 (0.7734) loss_vfl_aux_4: 0.7533 (0.7612) loss_vfl_dn_0: 0.5138 (0.5116) loss_vfl_dn_1: 0.4842 (0.4899) loss_vfl_dn_2: 0.4694 (0.4753) loss_vfl_dn_3: 0.4586 (0.4638) loss_vfl_dn_4: 0.4544 (0.4598) loss_vfl_dn_5: 0.4530 (0.4594) loss_vfl_dn_pre: 0.5159 (0.5124) loss_vfl_enc_0: 0.8400 (0.8346) loss_vfl_pre: 0.8546 (0.8517) time: 0.7459 data: 0.0307 max mem: 9094 Epoch: [4] [2200/3696] eta: 0:18:42 lr: 0.000013 loss: 35.9893 (35.9244) loss_bbox: 0.2123 (0.2320) loss_bbox_aux_0: 0.2395 (0.2545) loss_bbox_aux_1: 0.2178 (0.2359) loss_bbox_aux_2: 0.2130 (0.2326) loss_bbox_aux_3: 0.2125 (0.2321) loss_bbox_aux_4: 0.2124 (0.2320) loss_bbox_dn_0: 0.3243 (0.3415) loss_bbox_dn_1: 0.2521 (0.2674) loss_bbox_dn_2: 0.2411 (0.2554) loss_bbox_dn_3: 0.2398 (0.2525) loss_bbox_dn_4: 0.2401 (0.2521) loss_bbox_dn_5: 0.2400 (0.2521) loss_bbox_dn_pre: 0.3329 (0.3456) loss_bbox_enc_0: 0.2910 (0.3140) loss_bbox_pre: 0.2413 (0.2547) loss_dfl: 0.9548 (0.9694) loss_fgl_aux_0: 1.0199 (1.0243) loss_fgl_aux_1: 0.9666 (0.9752) loss_fgl_aux_2: 0.9548 (0.9696) loss_fgl_aux_3: 0.9550 (0.9694) loss_fgl_aux_4: 0.9549 (0.9694) loss_fgl_dn_0: 1.0944 (1.1051) loss_fgl_dn_1: 0.9983 (1.0091) loss_fgl_dn_2: 0.9854 (0.9994) loss_fgl_dn_3: 0.9872 (1.0003) loss_fgl_dn_4: 0.9886 (1.0006) loss_fgl_dn_5: 0.9887 (1.0006) loss_giou: 0.6418 (0.6412) loss_giou_aux_0: 0.6820 (0.6773) loss_giou_aux_1: 0.6512 (0.6472) loss_giou_aux_2: 0.6444 (0.6418) loss_giou_aux_3: 0.6421 (0.6412) loss_giou_aux_4: 0.6420 (0.6412) loss_giou_dn_0: 0.7177 (0.7196) loss_giou_dn_1: 0.5940 (0.5998) loss_giou_dn_2: 0.5777 (0.5804) loss_giou_dn_3: 0.5730 (0.5763) loss_giou_dn_4: 0.5711 (0.5756) loss_giou_dn_5: 0.5712 (0.5756) loss_giou_dn_pre: 0.7169 (0.7180) loss_giou_enc_0: 0.7650 (0.7708) loss_giou_pre: 0.6781 (0.6753) loss_ddf_aux_0: 0.0984 (0.1006) loss_ddf_aux_1: 0.0115 (0.0121) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3075 (0.2934) loss_ddf_dn_1: 0.0360 (0.0369) loss_ddf_dn_2: 0.0051 (0.0057) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7828 (0.7609) loss_vfl_aux_0: 0.8616 (0.8500) loss_vfl_aux_1: 0.8556 (0.8332) loss_vfl_aux_2: 0.8102 (0.8052) loss_vfl_aux_3: 0.7931 (0.7739) loss_vfl_aux_4: 0.7711 (0.7617) loss_vfl_dn_0: 0.5068 (0.5117) loss_vfl_dn_1: 0.4921 (0.4899) loss_vfl_dn_2: 0.4733 (0.4754) loss_vfl_dn_3: 0.4637 (0.4638) loss_vfl_dn_4: 0.4596 (0.4598) loss_vfl_dn_5: 0.4595 (0.4594) loss_vfl_dn_pre: 0.5085 (0.5126) loss_vfl_enc_0: 0.8320 (0.8353) loss_vfl_pre: 0.8624 (0.8525) time: 0.7173 data: 0.0264 max mem: 9094 Epoch: [4] [2300/3696] eta: 0:17:27 lr: 0.000013 loss: 36.1529 (35.9261) loss_bbox: 0.2256 (0.2321) loss_bbox_aux_0: 0.2448 (0.2546) loss_bbox_aux_1: 0.2293 (0.2360) loss_bbox_aux_2: 0.2263 (0.2327) loss_bbox_aux_3: 0.2259 (0.2322) loss_bbox_aux_4: 0.2258 (0.2322) loss_bbox_dn_0: 0.3357 (0.3414) loss_bbox_dn_1: 0.2560 (0.2672) loss_bbox_dn_2: 0.2417 (0.2553) loss_bbox_dn_3: 0.2404 (0.2524) loss_bbox_dn_4: 0.2411 (0.2520) loss_bbox_dn_5: 0.2413 (0.2520) loss_bbox_dn_pre: 0.3455 (0.3455) loss_bbox_enc_0: 0.3005 (0.3140) loss_bbox_pre: 0.2436 (0.2547) loss_dfl: 0.9679 (0.9694) loss_fgl_aux_0: 1.0265 (1.0244) loss_fgl_aux_1: 0.9721 (0.9753) loss_fgl_aux_2: 0.9676 (0.9697) loss_fgl_aux_3: 0.9676 (0.9695) loss_fgl_aux_4: 0.9679 (0.9695) loss_fgl_dn_0: 1.0984 (1.1051) loss_fgl_dn_1: 1.0133 (1.0090) loss_fgl_dn_2: 0.9949 (0.9994) loss_fgl_dn_3: 0.9966 (1.0002) loss_fgl_dn_4: 0.9970 (1.0005) loss_fgl_dn_5: 0.9972 (1.0006) loss_giou: 0.6442 (0.6413) loss_giou_aux_0: 0.6773 (0.6774) loss_giou_aux_1: 0.6487 (0.6473) loss_giou_aux_2: 0.6446 (0.6419) loss_giou_aux_3: 0.6443 (0.6413) loss_giou_aux_4: 0.6440 (0.6413) loss_giou_dn_0: 0.7146 (0.7197) loss_giou_dn_1: 0.5907 (0.5998) loss_giou_dn_2: 0.5756 (0.5804) loss_giou_dn_3: 0.5735 (0.5762) loss_giou_dn_4: 0.5737 (0.5756) loss_giou_dn_5: 0.5740 (0.5756) loss_giou_dn_pre: 0.7108 (0.7180) loss_giou_enc_0: 0.7743 (0.7708) loss_giou_pre: 0.6774 (0.6753) loss_ddf_aux_0: 0.0956 (0.1005) loss_ddf_aux_1: 0.0104 (0.0120) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2673 (0.2932) loss_ddf_dn_1: 0.0330 (0.0369) loss_ddf_dn_2: 0.0047 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7611 (0.7611) loss_vfl_aux_0: 0.8685 (0.8501) loss_vfl_aux_1: 0.8350 (0.8332) loss_vfl_aux_2: 0.8192 (0.8055) loss_vfl_aux_3: 0.7810 (0.7740) loss_vfl_aux_4: 0.7599 (0.7618) loss_vfl_dn_0: 0.5095 (0.5118) loss_vfl_dn_1: 0.4993 (0.4899) loss_vfl_dn_2: 0.4872 (0.4754) loss_vfl_dn_3: 0.4715 (0.4638) loss_vfl_dn_4: 0.4669 (0.4598) loss_vfl_dn_5: 0.4662 (0.4594) loss_vfl_dn_pre: 0.5097 (0.5126) loss_vfl_enc_0: 0.8657 (0.8355) loss_vfl_pre: 0.8723 (0.8526) time: 0.7435 data: 0.0285 max mem: 9094 Epoch: [4] [2400/3696] eta: 0:16:12 lr: 0.000013 loss: 35.4793 (35.9109) loss_bbox: 0.2069 (0.2319) loss_bbox_aux_0: 0.2333 (0.2544) loss_bbox_aux_1: 0.2101 (0.2357) loss_bbox_aux_2: 0.2075 (0.2325) loss_bbox_aux_3: 0.2079 (0.2320) loss_bbox_aux_4: 0.2070 (0.2319) loss_bbox_dn_0: 0.3250 (0.3412) loss_bbox_dn_1: 0.2447 (0.2670) loss_bbox_dn_2: 0.2351 (0.2550) loss_bbox_dn_3: 0.2312 (0.2522) loss_bbox_dn_4: 0.2311 (0.2518) loss_bbox_dn_5: 0.2312 (0.2518) loss_bbox_dn_pre: 0.3328 (0.3453) loss_bbox_enc_0: 0.2836 (0.3138) loss_bbox_pre: 0.2326 (0.2545) loss_dfl: 0.9691 (0.9693) loss_fgl_aux_0: 1.0328 (1.0242) loss_fgl_aux_1: 0.9722 (0.9750) loss_fgl_aux_2: 0.9694 (0.9695) loss_fgl_aux_3: 0.9696 (0.9693) loss_fgl_aux_4: 0.9692 (0.9693) loss_fgl_dn_0: 1.0927 (1.1051) loss_fgl_dn_1: 1.0062 (1.0089) loss_fgl_dn_2: 1.0006 (0.9993) loss_fgl_dn_3: 1.0018 (1.0002) loss_fgl_dn_4: 1.0016 (1.0004) loss_fgl_dn_5: 1.0015 (1.0005) loss_giou: 0.6188 (0.6410) loss_giou_aux_0: 0.6568 (0.6771) loss_giou_aux_1: 0.6254 (0.6470) loss_giou_aux_2: 0.6194 (0.6416) loss_giou_aux_3: 0.6191 (0.6410) loss_giou_aux_4: 0.6195 (0.6410) loss_giou_dn_0: 0.6977 (0.7190) loss_giou_dn_1: 0.5836 (0.5992) loss_giou_dn_2: 0.5619 (0.5798) loss_giou_dn_3: 0.5573 (0.5757) loss_giou_dn_4: 0.5563 (0.5750) loss_giou_dn_5: 0.5564 (0.5750) loss_giou_dn_pre: 0.6939 (0.7173) loss_giou_enc_0: 0.7805 (0.7705) loss_giou_pre: 0.6565 (0.6751) loss_ddf_aux_0: 0.1020 (0.1004) loss_ddf_aux_1: 0.0121 (0.0120) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2977 (0.2930) loss_ddf_dn_1: 0.0366 (0.0369) loss_ddf_dn_2: 0.0056 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7639 (0.7608) loss_vfl_aux_0: 0.8677 (0.8498) loss_vfl_aux_1: 0.8594 (0.8330) loss_vfl_aux_2: 0.8009 (0.8050) loss_vfl_aux_3: 0.7605 (0.7737) loss_vfl_aux_4: 0.7585 (0.7614) loss_vfl_dn_0: 0.5115 (0.5118) loss_vfl_dn_1: 0.4813 (0.4897) loss_vfl_dn_2: 0.4666 (0.4752) loss_vfl_dn_3: 0.4482 (0.4636) loss_vfl_dn_4: 0.4495 (0.4596) loss_vfl_dn_5: 0.4499 (0.4592) loss_vfl_dn_pre: 0.5124 (0.5126) loss_vfl_enc_0: 0.8035 (0.8350) loss_vfl_pre: 0.8728 (0.8522) time: 0.7594 data: 0.0318 max mem: 9094 Epoch: [4] [2500/3696] eta: 0:14:56 lr: 0.000013 loss: 35.1536 (35.9003) loss_bbox: 0.2144 (0.2319) loss_bbox_aux_0: 0.2350 (0.2543) loss_bbox_aux_1: 0.2172 (0.2357) loss_bbox_aux_2: 0.2134 (0.2325) loss_bbox_aux_3: 0.2143 (0.2320) loss_bbox_aux_4: 0.2144 (0.2319) loss_bbox_dn_0: 0.3350 (0.3412) loss_bbox_dn_1: 0.2636 (0.2669) loss_bbox_dn_2: 0.2514 (0.2550) loss_bbox_dn_3: 0.2461 (0.2521) loss_bbox_dn_4: 0.2453 (0.2518) loss_bbox_dn_5: 0.2452 (0.2517) loss_bbox_dn_pre: 0.3404 (0.3453) loss_bbox_enc_0: 0.2933 (0.3136) loss_bbox_pre: 0.2338 (0.2544) loss_dfl: 0.9645 (0.9692) loss_fgl_aux_0: 1.0283 (1.0240) loss_fgl_aux_1: 0.9708 (0.9750) loss_fgl_aux_2: 0.9643 (0.9695) loss_fgl_aux_3: 0.9647 (0.9693) loss_fgl_aux_4: 0.9647 (0.9693) loss_fgl_dn_0: 1.1038 (1.1051) loss_fgl_dn_1: 1.0021 (1.0088) loss_fgl_dn_2: 0.9936 (0.9992) loss_fgl_dn_3: 0.9952 (1.0001) loss_fgl_dn_4: 0.9957 (1.0003) loss_fgl_dn_5: 0.9958 (1.0004) loss_giou: 0.6149 (0.6409) loss_giou_aux_0: 0.6521 (0.6770) loss_giou_aux_1: 0.6211 (0.6469) loss_giou_aux_2: 0.6160 (0.6415) loss_giou_aux_3: 0.6160 (0.6409) loss_giou_aux_4: 0.6160 (0.6409) loss_giou_dn_0: 0.7060 (0.7187) loss_giou_dn_1: 0.5792 (0.5988) loss_giou_dn_2: 0.5563 (0.5795) loss_giou_dn_3: 0.5512 (0.5753) loss_giou_dn_4: 0.5498 (0.5747) loss_giou_dn_5: 0.5496 (0.5747) loss_giou_dn_pre: 0.7055 (0.7170) loss_giou_enc_0: 0.7607 (0.7702) loss_giou_pre: 0.6463 (0.6749) loss_ddf_aux_0: 0.0935 (0.1003) loss_ddf_aux_1: 0.0104 (0.0120) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3002 (0.2926) loss_ddf_dn_1: 0.0361 (0.0368) loss_ddf_dn_2: 0.0051 (0.0056) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7233 (0.7604) loss_vfl_aux_0: 0.8175 (0.8493) loss_vfl_aux_1: 0.7932 (0.8325) loss_vfl_aux_2: 0.7448 (0.8046) loss_vfl_aux_3: 0.7291 (0.7733) loss_vfl_aux_4: 0.7136 (0.7610) loss_vfl_dn_0: 0.5089 (0.5117) loss_vfl_dn_1: 0.4810 (0.4896) loss_vfl_dn_2: 0.4653 (0.4750) loss_vfl_dn_3: 0.4532 (0.4634) loss_vfl_dn_4: 0.4500 (0.4594) loss_vfl_dn_5: 0.4520 (0.4590) loss_vfl_dn_pre: 0.5095 (0.5126) loss_vfl_enc_0: 0.7972 (0.8345) loss_vfl_pre: 0.8239 (0.8517) time: 0.7456 data: 0.0278 max mem: 9094 Epoch: [4] [2600/3696] eta: 0:13:41 lr: 0.000013 loss: 35.5973 (35.8892) loss_bbox: 0.2157 (0.2320) loss_bbox_aux_0: 0.2431 (0.2543) loss_bbox_aux_1: 0.2216 (0.2358) loss_bbox_aux_2: 0.2163 (0.2325) loss_bbox_aux_3: 0.2158 (0.2320) loss_bbox_aux_4: 0.2159 (0.2320) loss_bbox_dn_0: 0.3193 (0.3411) loss_bbox_dn_1: 0.2561 (0.2669) loss_bbox_dn_2: 0.2432 (0.2549) loss_bbox_dn_3: 0.2384 (0.2520) loss_bbox_dn_4: 0.2377 (0.2517) loss_bbox_dn_5: 0.2377 (0.2517) loss_bbox_dn_pre: 0.3248 (0.3452) loss_bbox_enc_0: 0.3067 (0.3134) loss_bbox_pre: 0.2437 (0.2544) loss_dfl: 0.9849 (0.9693) loss_fgl_aux_0: 1.0357 (1.0240) loss_fgl_aux_1: 0.9897 (0.9751) loss_fgl_aux_2: 0.9858 (0.9696) loss_fgl_aux_3: 0.9852 (0.9694) loss_fgl_aux_4: 0.9851 (0.9694) loss_fgl_dn_0: 1.1116 (1.1053) loss_fgl_dn_1: 1.0135 (1.0089) loss_fgl_dn_2: 1.0052 (0.9992) loss_fgl_dn_3: 1.0052 (1.0001) loss_fgl_dn_4: 1.0054 (1.0004) loss_fgl_dn_5: 1.0052 (1.0004) loss_giou: 0.6054 (0.6404) loss_giou_aux_0: 0.6408 (0.6764) loss_giou_aux_1: 0.6161 (0.6464) loss_giou_aux_2: 0.6062 (0.6410) loss_giou_aux_3: 0.6066 (0.6404) loss_giou_aux_4: 0.6060 (0.6404) loss_giou_dn_0: 0.6889 (0.7179) loss_giou_dn_1: 0.5760 (0.5981) loss_giou_dn_2: 0.5608 (0.5788) loss_giou_dn_3: 0.5554 (0.5747) loss_giou_dn_4: 0.5526 (0.5741) loss_giou_dn_5: 0.5520 (0.5740) loss_giou_dn_pre: 0.6906 (0.7162) loss_giou_enc_0: 0.7251 (0.7695) loss_giou_pre: 0.6389 (0.6743) loss_ddf_aux_0: 0.0873 (0.1000) loss_ddf_aux_1: 0.0108 (0.0119) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2654 (0.2925) loss_ddf_dn_1: 0.0323 (0.0367) loss_ddf_dn_2: 0.0055 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7511 (0.7603) loss_vfl_aux_0: 0.8391 (0.8490) loss_vfl_aux_1: 0.8165 (0.8323) loss_vfl_aux_2: 0.7957 (0.8045) loss_vfl_aux_3: 0.7711 (0.7732) loss_vfl_aux_4: 0.7661 (0.7609) loss_vfl_dn_0: 0.5145 (0.5118) loss_vfl_dn_1: 0.4897 (0.4895) loss_vfl_dn_2: 0.4780 (0.4749) loss_vfl_dn_3: 0.4637 (0.4633) loss_vfl_dn_4: 0.4568 (0.4593) loss_vfl_dn_5: 0.4590 (0.4588) loss_vfl_dn_pre: 0.5156 (0.5126) loss_vfl_enc_0: 0.8365 (0.8346) loss_vfl_pre: 0.8424 (0.8515) time: 0.7505 data: 0.0318 max mem: 9094 Epoch: [4] [2700/3696] eta: 0:12:27 lr: 0.000013 loss: 35.6173 (35.8777) loss_bbox: 0.2318 (0.2317) loss_bbox_aux_0: 0.2463 (0.2538) loss_bbox_aux_1: 0.2346 (0.2354) loss_bbox_aux_2: 0.2323 (0.2322) loss_bbox_aux_3: 0.2316 (0.2317) loss_bbox_aux_4: 0.2318 (0.2317) loss_bbox_dn_0: 0.3519 (0.3406) loss_bbox_dn_1: 0.2575 (0.2664) loss_bbox_dn_2: 0.2474 (0.2545) loss_bbox_dn_3: 0.2445 (0.2516) loss_bbox_dn_4: 0.2433 (0.2513) loss_bbox_dn_5: 0.2433 (0.2513) loss_bbox_dn_pre: 0.3564 (0.3447) loss_bbox_enc_0: 0.3102 (0.3129) loss_bbox_pre: 0.2475 (0.2540) loss_dfl: 0.9577 (0.9692) loss_fgl_aux_0: 1.0123 (1.0238) loss_fgl_aux_1: 0.9614 (0.9750) loss_fgl_aux_2: 0.9587 (0.9695) loss_fgl_aux_3: 0.9576 (0.9693) loss_fgl_aux_4: 0.9576 (0.9693) loss_fgl_dn_0: 1.1066 (1.1053) loss_fgl_dn_1: 1.0046 (1.0088) loss_fgl_dn_2: 0.9943 (0.9992) loss_fgl_dn_3: 0.9939 (1.0000) loss_fgl_dn_4: 0.9943 (1.0003) loss_fgl_dn_5: 0.9944 (1.0003) loss_giou: 0.6572 (0.6404) loss_giou_aux_0: 0.6866 (0.6763) loss_giou_aux_1: 0.6616 (0.6464) loss_giou_aux_2: 0.6579 (0.6410) loss_giou_aux_3: 0.6567 (0.6404) loss_giou_aux_4: 0.6566 (0.6404) loss_giou_dn_0: 0.6867 (0.7177) loss_giou_dn_1: 0.5582 (0.5978) loss_giou_dn_2: 0.5417 (0.5785) loss_giou_dn_3: 0.5369 (0.5744) loss_giou_dn_4: 0.5362 (0.5737) loss_giou_dn_5: 0.5360 (0.5737) loss_giou_dn_pre: 0.6839 (0.7160) loss_giou_enc_0: 0.7847 (0.7693) loss_giou_pre: 0.6839 (0.6742) loss_ddf_aux_0: 0.0974 (0.0999) loss_ddf_aux_1: 0.0114 (0.0119) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2830 (0.2923) loss_ddf_dn_1: 0.0350 (0.0367) loss_ddf_dn_2: 0.0047 (0.0056) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7485 (0.7602) loss_vfl_aux_0: 0.8373 (0.8487) loss_vfl_aux_1: 0.8258 (0.8323) loss_vfl_aux_2: 0.7983 (0.8044) loss_vfl_aux_3: 0.7547 (0.7731) loss_vfl_aux_4: 0.7513 (0.7607) loss_vfl_dn_0: 0.5094 (0.5117) loss_vfl_dn_1: 0.4860 (0.4894) loss_vfl_dn_2: 0.4734 (0.4749) loss_vfl_dn_3: 0.4604 (0.4632) loss_vfl_dn_4: 0.4604 (0.4592) loss_vfl_dn_5: 0.4615 (0.4588) loss_vfl_dn_pre: 0.5093 (0.5125) loss_vfl_enc_0: 0.8315 (0.8345) loss_vfl_pre: 0.8385 (0.8511) time: 0.7262 data: 0.0258 max mem: 9094 Epoch: [4] [2800/3696] eta: 0:11:12 lr: 0.000013 loss: 35.5910 (35.8688) loss_bbox: 0.2058 (0.2316) loss_bbox_aux_0: 0.2259 (0.2538) loss_bbox_aux_1: 0.2086 (0.2354) loss_bbox_aux_2: 0.2057 (0.2322) loss_bbox_aux_3: 0.2056 (0.2317) loss_bbox_aux_4: 0.2058 (0.2317) loss_bbox_dn_0: 0.2902 (0.3404) loss_bbox_dn_1: 0.2223 (0.2663) loss_bbox_dn_2: 0.2088 (0.2544) loss_bbox_dn_3: 0.2079 (0.2515) loss_bbox_dn_4: 0.2081 (0.2512) loss_bbox_dn_5: 0.2081 (0.2511) loss_bbox_dn_pre: 0.2929 (0.3446) loss_bbox_enc_0: 0.2750 (0.3127) loss_bbox_pre: 0.2277 (0.2539) loss_dfl: 0.9527 (0.9691) loss_fgl_aux_0: 1.0062 (1.0236) loss_fgl_aux_1: 0.9601 (0.9749) loss_fgl_aux_2: 0.9529 (0.9694) loss_fgl_aux_3: 0.9536 (0.9692) loss_fgl_aux_4: 0.9531 (0.9691) loss_fgl_dn_0: 1.1030 (1.1052) loss_fgl_dn_1: 1.0059 (1.0087) loss_fgl_dn_2: 0.9971 (0.9991) loss_fgl_dn_3: 0.9984 (0.9999) loss_fgl_dn_4: 0.9985 (1.0002) loss_fgl_dn_5: 0.9986 (1.0002) loss_giou: 0.6734 (0.6403) loss_giou_aux_0: 0.6971 (0.6762) loss_giou_aux_1: 0.6796 (0.6462) loss_giou_aux_2: 0.6726 (0.6409) loss_giou_aux_3: 0.6736 (0.6403) loss_giou_aux_4: 0.6736 (0.6403) loss_giou_dn_0: 0.7124 (0.7174) loss_giou_dn_1: 0.6018 (0.5976) loss_giou_dn_2: 0.5754 (0.5782) loss_giou_dn_3: 0.5684 (0.5741) loss_giou_dn_4: 0.5673 (0.5735) loss_giou_dn_5: 0.5673 (0.5735) loss_giou_dn_pre: 0.7097 (0.7157) loss_giou_enc_0: 0.7875 (0.7691) loss_giou_pre: 0.6961 (0.6741) loss_ddf_aux_0: 0.0912 (0.0997) loss_ddf_aux_1: 0.0106 (0.0119) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2813 (0.2922) loss_ddf_dn_1: 0.0373 (0.0367) loss_ddf_dn_2: 0.0056 (0.0056) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7684 (0.7601) loss_vfl_aux_0: 0.8170 (0.8484) loss_vfl_aux_1: 0.8137 (0.8320) loss_vfl_aux_2: 0.7903 (0.8041) loss_vfl_aux_3: 0.7677 (0.7730) loss_vfl_aux_4: 0.7607 (0.7607) loss_vfl_dn_0: 0.5045 (0.5116) loss_vfl_dn_1: 0.4875 (0.4892) loss_vfl_dn_2: 0.4732 (0.4747) loss_vfl_dn_3: 0.4609 (0.4630) loss_vfl_dn_4: 0.4576 (0.4590) loss_vfl_dn_5: 0.4575 (0.4586) loss_vfl_dn_pre: 0.5070 (0.5125) loss_vfl_enc_0: 0.8201 (0.8342) loss_vfl_pre: 0.8240 (0.8508) time: 0.7545 data: 0.0302 max mem: 9094 Epoch: [4] [2900/3696] eta: 0:09:57 lr: 0.000013 loss: 35.6397 (35.8591) loss_bbox: 0.2268 (0.2315) loss_bbox_aux_0: 0.2464 (0.2537) loss_bbox_aux_1: 0.2303 (0.2353) loss_bbox_aux_2: 0.2272 (0.2321) loss_bbox_aux_3: 0.2273 (0.2316) loss_bbox_aux_4: 0.2270 (0.2315) loss_bbox_dn_0: 0.3204 (0.3403) loss_bbox_dn_1: 0.2593 (0.2661) loss_bbox_dn_2: 0.2416 (0.2542) loss_bbox_dn_3: 0.2381 (0.2513) loss_bbox_dn_4: 0.2377 (0.2509) loss_bbox_dn_5: 0.2377 (0.2509) loss_bbox_dn_pre: 0.3215 (0.3444) loss_bbox_enc_0: 0.3037 (0.3125) loss_bbox_pre: 0.2450 (0.2538) loss_dfl: 0.9722 (0.9691) loss_fgl_aux_0: 1.0404 (1.0236) loss_fgl_aux_1: 0.9807 (0.9749) loss_fgl_aux_2: 0.9729 (0.9694) loss_fgl_aux_3: 0.9720 (0.9692) loss_fgl_aux_4: 0.9721 (0.9691) loss_fgl_dn_0: 1.1064 (1.1053) loss_fgl_dn_1: 1.0056 (1.0087) loss_fgl_dn_2: 0.9966 (0.9990) loss_fgl_dn_3: 0.9955 (0.9999) loss_fgl_dn_4: 0.9956 (1.0001) loss_fgl_dn_5: 0.9955 (1.0002) loss_giou: 0.6118 (0.6398) loss_giou_aux_0: 0.6442 (0.6756) loss_giou_aux_1: 0.6203 (0.6457) loss_giou_aux_2: 0.6134 (0.6403) loss_giou_aux_3: 0.6131 (0.6397) loss_giou_aux_4: 0.6123 (0.6397) loss_giou_dn_0: 0.7058 (0.7168) loss_giou_dn_1: 0.5935 (0.5971) loss_giou_dn_2: 0.5779 (0.5777) loss_giou_dn_3: 0.5743 (0.5736) loss_giou_dn_4: 0.5737 (0.5730) loss_giou_dn_5: 0.5736 (0.5729) loss_giou_dn_pre: 0.7032 (0.7152) loss_giou_enc_0: 0.7433 (0.7685) loss_giou_pre: 0.6427 (0.6736) loss_ddf_aux_0: 0.0910 (0.0997) loss_ddf_aux_1: 0.0118 (0.0119) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2862 (0.2923) loss_ddf_dn_1: 0.0379 (0.0367) loss_ddf_dn_2: 0.0062 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7701 (0.7602) loss_vfl_aux_0: 0.8643 (0.8485) loss_vfl_aux_1: 0.8630 (0.8322) loss_vfl_aux_2: 0.8461 (0.8043) loss_vfl_aux_3: 0.8040 (0.7731) loss_vfl_aux_4: 0.7787 (0.7608) loss_vfl_dn_0: 0.5156 (0.5117) loss_vfl_dn_1: 0.4846 (0.4892) loss_vfl_dn_2: 0.4742 (0.4747) loss_vfl_dn_3: 0.4663 (0.4629) loss_vfl_dn_4: 0.4581 (0.4589) loss_vfl_dn_5: 0.4601 (0.4585) loss_vfl_dn_pre: 0.5170 (0.5125) loss_vfl_enc_0: 0.8353 (0.8343) loss_vfl_pre: 0.8655 (0.8509) time: 0.7238 data: 0.0264 max mem: 9094 Epoch: [4] [3000/3696] eta: 0:08:41 lr: 0.000013 loss: 36.0122 (35.8583) loss_bbox: 0.2331 (0.2315) loss_bbox_aux_0: 0.2476 (0.2536) loss_bbox_aux_1: 0.2374 (0.2353) loss_bbox_aux_2: 0.2349 (0.2321) loss_bbox_aux_3: 0.2335 (0.2315) loss_bbox_aux_4: 0.2333 (0.2315) loss_bbox_dn_0: 0.3136 (0.3402) loss_bbox_dn_1: 0.2416 (0.2660) loss_bbox_dn_2: 0.2300 (0.2541) loss_bbox_dn_3: 0.2260 (0.2512) loss_bbox_dn_4: 0.2258 (0.2509) loss_bbox_dn_5: 0.2261 (0.2508) loss_bbox_dn_pre: 0.3175 (0.3443) loss_bbox_enc_0: 0.3005 (0.3124) loss_bbox_pre: 0.2494 (0.2538) loss_dfl: 0.9667 (0.9690) loss_fgl_aux_0: 1.0097 (1.0235) loss_fgl_aux_1: 0.9730 (0.9748) loss_fgl_aux_2: 0.9685 (0.9693) loss_fgl_aux_3: 0.9674 (0.9691) loss_fgl_aux_4: 0.9671 (0.9691) loss_fgl_dn_0: 1.0933 (1.1052) loss_fgl_dn_1: 1.0087 (1.0086) loss_fgl_dn_2: 1.0000 (0.9989) loss_fgl_dn_3: 1.0014 (0.9998) loss_fgl_dn_4: 1.0029 (1.0001) loss_fgl_dn_5: 1.0029 (1.0001) loss_giou: 0.6485 (0.6401) loss_giou_aux_0: 0.6799 (0.6759) loss_giou_aux_1: 0.6515 (0.6460) loss_giou_aux_2: 0.6487 (0.6406) loss_giou_aux_3: 0.6484 (0.6400) loss_giou_aux_4: 0.6485 (0.6400) loss_giou_dn_0: 0.7356 (0.7169) loss_giou_dn_1: 0.6152 (0.5971) loss_giou_dn_2: 0.5976 (0.5777) loss_giou_dn_3: 0.5935 (0.5736) loss_giou_dn_4: 0.5921 (0.5730) loss_giou_dn_5: 0.5918 (0.5729) loss_giou_dn_pre: 0.7346 (0.7152) loss_giou_enc_0: 0.7738 (0.7688) loss_giou_pre: 0.6779 (0.6739) loss_ddf_aux_0: 0.0908 (0.0996) loss_ddf_aux_1: 0.0106 (0.0119) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2846 (0.2922) loss_ddf_dn_1: 0.0361 (0.0367) loss_ddf_dn_2: 0.0055 (0.0056) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7590 (0.7603) loss_vfl_aux_0: 0.8336 (0.8484) loss_vfl_aux_1: 0.8245 (0.8322) loss_vfl_aux_2: 0.7830 (0.8043) loss_vfl_aux_3: 0.7623 (0.7731) loss_vfl_aux_4: 0.7603 (0.7609) loss_vfl_dn_0: 0.5052 (0.5116) loss_vfl_dn_1: 0.4861 (0.4890) loss_vfl_dn_2: 0.4733 (0.4745) loss_vfl_dn_3: 0.4630 (0.4628) loss_vfl_dn_4: 0.4598 (0.4588) loss_vfl_dn_5: 0.4571 (0.4584) loss_vfl_dn_pre: 0.5068 (0.5124) loss_vfl_enc_0: 0.8077 (0.8340) loss_vfl_pre: 0.8385 (0.8508) time: 0.7554 data: 0.0279 max mem: 9094 Epoch: [4] [3100/3696] eta: 0:07:26 lr: 0.000013 loss: 35.8540 (35.8537) loss_bbox: 0.2297 (0.2314) loss_bbox_aux_0: 0.2445 (0.2536) loss_bbox_aux_1: 0.2303 (0.2352) loss_bbox_aux_2: 0.2299 (0.2320) loss_bbox_aux_3: 0.2298 (0.2315) loss_bbox_aux_4: 0.2298 (0.2315) loss_bbox_dn_0: 0.3165 (0.3400) loss_bbox_dn_1: 0.2402 (0.2658) loss_bbox_dn_2: 0.2325 (0.2539) loss_bbox_dn_3: 0.2291 (0.2511) loss_bbox_dn_4: 0.2301 (0.2507) loss_bbox_dn_5: 0.2305 (0.2507) loss_bbox_dn_pre: 0.3207 (0.3441) loss_bbox_enc_0: 0.2981 (0.3123) loss_bbox_pre: 0.2444 (0.2537) loss_dfl: 0.9731 (0.9689) loss_fgl_aux_0: 1.0301 (1.0233) loss_fgl_aux_1: 0.9758 (0.9746) loss_fgl_aux_2: 0.9733 (0.9691) loss_fgl_aux_3: 0.9729 (0.9690) loss_fgl_aux_4: 0.9732 (0.9689) loss_fgl_dn_0: 1.0963 (1.1051) loss_fgl_dn_1: 1.0082 (1.0085) loss_fgl_dn_2: 1.0005 (0.9988) loss_fgl_dn_3: 1.0021 (0.9996) loss_fgl_dn_4: 1.0020 (0.9999) loss_fgl_dn_5: 1.0019 (1.0000) loss_giou: 0.6504 (0.6401) loss_giou_aux_0: 0.6876 (0.6760) loss_giou_aux_1: 0.6475 (0.6461) loss_giou_aux_2: 0.6471 (0.6407) loss_giou_aux_3: 0.6495 (0.6401) loss_giou_aux_4: 0.6502 (0.6401) loss_giou_dn_0: 0.7115 (0.7166) loss_giou_dn_1: 0.5826 (0.5969) loss_giou_dn_2: 0.5619 (0.5775) loss_giou_dn_3: 0.5572 (0.5734) loss_giou_dn_4: 0.5571 (0.5728) loss_giou_dn_5: 0.5570 (0.5728) loss_giou_dn_pre: 0.7113 (0.7149) loss_giou_enc_0: 0.7852 (0.7688) loss_giou_pre: 0.6822 (0.6739) loss_ddf_aux_0: 0.0915 (0.0994) loss_ddf_aux_1: 0.0119 (0.0119) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2665 (0.2922) loss_ddf_dn_1: 0.0339 (0.0367) loss_ddf_dn_2: 0.0047 (0.0056) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7711 (0.7605) loss_vfl_aux_0: 0.8441 (0.8483) loss_vfl_aux_1: 0.8343 (0.8322) loss_vfl_aux_2: 0.8125 (0.8044) loss_vfl_aux_3: 0.7778 (0.7733) loss_vfl_aux_4: 0.7692 (0.7610) loss_vfl_dn_0: 0.5097 (0.5116) loss_vfl_dn_1: 0.4888 (0.4890) loss_vfl_dn_2: 0.4722 (0.4744) loss_vfl_dn_3: 0.4594 (0.4627) loss_vfl_dn_4: 0.4574 (0.4587) loss_vfl_dn_5: 0.4579 (0.4583) loss_vfl_dn_pre: 0.5123 (0.5125) loss_vfl_enc_0: 0.8324 (0.8340) loss_vfl_pre: 0.8520 (0.8507) time: 0.7449 data: 0.0323 max mem: 9094 Epoch: [4] [3200/3696] eta: 0:06:11 lr: 0.000013 loss: 35.7648 (35.8486) loss_bbox: 0.2464 (0.2315) loss_bbox_aux_0: 0.2656 (0.2536) loss_bbox_aux_1: 0.2509 (0.2352) loss_bbox_aux_2: 0.2477 (0.2320) loss_bbox_aux_3: 0.2464 (0.2315) loss_bbox_aux_4: 0.2464 (0.2315) loss_bbox_dn_0: 0.3565 (0.3401) loss_bbox_dn_1: 0.2767 (0.2658) loss_bbox_dn_2: 0.2630 (0.2539) loss_bbox_dn_3: 0.2621 (0.2511) loss_bbox_dn_4: 0.2620 (0.2507) loss_bbox_dn_5: 0.2623 (0.2507) loss_bbox_dn_pre: 0.3651 (0.3442) loss_bbox_enc_0: 0.3218 (0.3122) loss_bbox_pre: 0.2641 (0.2537) loss_dfl: 0.9807 (0.9688) loss_fgl_aux_0: 1.0317 (1.0232) loss_fgl_aux_1: 0.9846 (0.9746) loss_fgl_aux_2: 0.9818 (0.9691) loss_fgl_aux_3: 0.9813 (0.9689) loss_fgl_aux_4: 0.9810 (0.9689) loss_fgl_dn_0: 1.0973 (1.1051) loss_fgl_dn_1: 0.9996 (1.0084) loss_fgl_dn_2: 0.9882 (0.9988) loss_fgl_dn_3: 0.9906 (0.9996) loss_fgl_dn_4: 0.9910 (0.9999) loss_fgl_dn_5: 0.9912 (0.9999) loss_giou: 0.6248 (0.6401) loss_giou_aux_0: 0.6573 (0.6759) loss_giou_aux_1: 0.6294 (0.6460) loss_giou_aux_2: 0.6259 (0.6407) loss_giou_aux_3: 0.6247 (0.6401) loss_giou_aux_4: 0.6248 (0.6401) loss_giou_dn_0: 0.7212 (0.7163) loss_giou_dn_1: 0.6048 (0.5966) loss_giou_dn_2: 0.5863 (0.5773) loss_giou_dn_3: 0.5815 (0.5732) loss_giou_dn_4: 0.5804 (0.5726) loss_giou_dn_5: 0.5799 (0.5725) loss_giou_dn_pre: 0.7167 (0.7146) loss_giou_enc_0: 0.7626 (0.7687) loss_giou_pre: 0.6596 (0.6739) loss_ddf_aux_0: 0.0956 (0.0993) loss_ddf_aux_1: 0.0110 (0.0119) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2953 (0.2920) loss_ddf_dn_1: 0.0367 (0.0367) loss_ddf_dn_2: 0.0057 (0.0056) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7378 (0.7603) loss_vfl_aux_0: 0.8608 (0.8482) loss_vfl_aux_1: 0.7982 (0.8317) loss_vfl_aux_2: 0.7880 (0.8042) loss_vfl_aux_3: 0.7489 (0.7730) loss_vfl_aux_4: 0.7357 (0.7608) loss_vfl_dn_0: 0.5067 (0.5116) loss_vfl_dn_1: 0.4838 (0.4888) loss_vfl_dn_2: 0.4648 (0.4743) loss_vfl_dn_3: 0.4518 (0.4626) loss_vfl_dn_4: 0.4529 (0.4586) loss_vfl_dn_5: 0.4531 (0.4581) loss_vfl_dn_pre: 0.5072 (0.5124) loss_vfl_enc_0: 0.8444 (0.8338) loss_vfl_pre: 0.8518 (0.8505) time: 0.7382 data: 0.0344 max mem: 9094 Epoch: [4] [3300/3696] eta: 0:04:56 lr: 0.000013 loss: 35.5062 (35.8432) loss_bbox: 0.2064 (0.2312) loss_bbox_aux_0: 0.2269 (0.2533) loss_bbox_aux_1: 0.2101 (0.2350) loss_bbox_aux_2: 0.2058 (0.2318) loss_bbox_aux_3: 0.2064 (0.2313) loss_bbox_aux_4: 0.2064 (0.2313) loss_bbox_dn_0: 0.3082 (0.3396) loss_bbox_dn_1: 0.2342 (0.2655) loss_bbox_dn_2: 0.2240 (0.2536) loss_bbox_dn_3: 0.2229 (0.2507) loss_bbox_dn_4: 0.2235 (0.2504) loss_bbox_dn_5: 0.2225 (0.2503) loss_bbox_dn_pre: 0.3045 (0.3437) loss_bbox_enc_0: 0.2858 (0.3119) loss_bbox_pre: 0.2264 (0.2535) loss_dfl: 0.9604 (0.9687) loss_fgl_aux_0: 0.9987 (1.0230) loss_fgl_aux_1: 0.9628 (0.9744) loss_fgl_aux_2: 0.9600 (0.9690) loss_fgl_aux_3: 0.9600 (0.9688) loss_fgl_aux_4: 0.9603 (0.9688) loss_fgl_dn_0: 1.0930 (1.1050) loss_fgl_dn_1: 1.0077 (1.0084) loss_fgl_dn_2: 0.9965 (0.9988) loss_fgl_dn_3: 0.9980 (0.9996) loss_fgl_dn_4: 0.9987 (0.9999) loss_fgl_dn_5: 0.9987 (0.9999) loss_giou: 0.6791 (0.6403) loss_giou_aux_0: 0.7185 (0.6761) loss_giou_aux_1: 0.6836 (0.6463) loss_giou_aux_2: 0.6797 (0.6409) loss_giou_aux_3: 0.6804 (0.6403) loss_giou_aux_4: 0.6796 (0.6403) loss_giou_dn_0: 0.7429 (0.7163) loss_giou_dn_1: 0.6273 (0.5967) loss_giou_dn_2: 0.6065 (0.5774) loss_giou_dn_3: 0.6040 (0.5732) loss_giou_dn_4: 0.6038 (0.5726) loss_giou_dn_5: 0.6035 (0.5726) loss_giou_dn_pre: 0.7429 (0.7146) loss_giou_enc_0: 0.8117 (0.7689) loss_giou_pre: 0.7153 (0.6740) loss_ddf_aux_0: 0.0833 (0.0990) loss_ddf_aux_1: 0.0116 (0.0119) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2623 (0.2915) loss_ddf_dn_1: 0.0323 (0.0366) loss_ddf_dn_2: 0.0049 (0.0056) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7301 (0.7603) loss_vfl_aux_0: 0.8120 (0.8482) loss_vfl_aux_1: 0.7812 (0.8317) loss_vfl_aux_2: 0.7754 (0.8041) loss_vfl_aux_3: 0.7434 (0.7730) loss_vfl_aux_4: 0.7280 (0.7609) loss_vfl_dn_0: 0.5003 (0.5115) loss_vfl_dn_1: 0.4857 (0.4887) loss_vfl_dn_2: 0.4757 (0.4742) loss_vfl_dn_3: 0.4625 (0.4625) loss_vfl_dn_4: 0.4593 (0.4585) loss_vfl_dn_5: 0.4584 (0.4580) loss_vfl_dn_pre: 0.5009 (0.5123) loss_vfl_enc_0: 0.7998 (0.8337) loss_vfl_pre: 0.8092 (0.8505) time: 0.7071 data: 0.0208 max mem: 9094 Epoch: [4] [3400/3696] eta: 0:03:42 lr: 0.000013 loss: 35.7415 (35.8406) loss_bbox: 0.2385 (0.2312) loss_bbox_aux_0: 0.2549 (0.2532) loss_bbox_aux_1: 0.2400 (0.2349) loss_bbox_aux_2: 0.2380 (0.2318) loss_bbox_aux_3: 0.2382 (0.2312) loss_bbox_aux_4: 0.2384 (0.2312) loss_bbox_dn_0: 0.3473 (0.3392) loss_bbox_dn_1: 0.2693 (0.2652) loss_bbox_dn_2: 0.2549 (0.2533) loss_bbox_dn_3: 0.2501 (0.2504) loss_bbox_dn_4: 0.2495 (0.2501) loss_bbox_dn_5: 0.2498 (0.2500) loss_bbox_dn_pre: 0.3499 (0.3433) loss_bbox_enc_0: 0.3174 (0.3118) loss_bbox_pre: 0.2563 (0.2533) loss_dfl: 0.9589 (0.9686) loss_fgl_aux_0: 0.9978 (1.0228) loss_fgl_aux_1: 0.9625 (0.9743) loss_fgl_aux_2: 0.9595 (0.9688) loss_fgl_aux_3: 0.9585 (0.9687) loss_fgl_aux_4: 0.9587 (0.9686) loss_fgl_dn_0: 1.1068 (1.1049) loss_fgl_dn_1: 1.0024 (1.0084) loss_fgl_dn_2: 0.9925 (0.9987) loss_fgl_dn_3: 0.9935 (0.9996) loss_fgl_dn_4: 0.9938 (0.9998) loss_fgl_dn_5: 0.9938 (0.9999) loss_giou: 0.6238 (0.6408) loss_giou_aux_0: 0.6539 (0.6766) loss_giou_aux_1: 0.6285 (0.6468) loss_giou_aux_2: 0.6248 (0.6414) loss_giou_aux_3: 0.6240 (0.6408) loss_giou_aux_4: 0.6237 (0.6408) loss_giou_dn_0: 0.6925 (0.7164) loss_giou_dn_1: 0.5775 (0.5968) loss_giou_dn_2: 0.5591 (0.5775) loss_giou_dn_3: 0.5554 (0.5734) loss_giou_dn_4: 0.5556 (0.5728) loss_giou_dn_5: 0.5555 (0.5727) loss_giou_dn_pre: 0.6912 (0.7147) loss_giou_enc_0: 0.7616 (0.7695) loss_giou_pre: 0.6526 (0.6745) loss_ddf_aux_0: 0.0869 (0.0989) loss_ddf_aux_1: 0.0110 (0.0118) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2722 (0.2913) loss_ddf_dn_1: 0.0354 (0.0366) loss_ddf_dn_2: 0.0051 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7583 (0.7599) loss_vfl_aux_0: 0.8613 (0.8480) loss_vfl_aux_1: 0.8459 (0.8314) loss_vfl_aux_2: 0.8113 (0.8037) loss_vfl_aux_3: 0.7732 (0.7725) loss_vfl_aux_4: 0.7583 (0.7605) loss_vfl_dn_0: 0.5149 (0.5115) loss_vfl_dn_1: 0.4854 (0.4886) loss_vfl_dn_2: 0.4714 (0.4741) loss_vfl_dn_3: 0.4617 (0.4624) loss_vfl_dn_4: 0.4616 (0.4584) loss_vfl_dn_5: 0.4606 (0.4580) loss_vfl_dn_pre: 0.5150 (0.5123) loss_vfl_enc_0: 0.8379 (0.8335) loss_vfl_pre: 0.8674 (0.8504) time: 0.8999 data: 0.0238 max mem: 9094 Epoch: [4] [3500/3696] eta: 0:02:27 lr: 0.000013 loss: 35.6118 (35.8370) loss_bbox: 0.2235 (0.2310) loss_bbox_aux_0: 0.2479 (0.2529) loss_bbox_aux_1: 0.2279 (0.2347) loss_bbox_aux_2: 0.2256 (0.2315) loss_bbox_aux_3: 0.2242 (0.2310) loss_bbox_aux_4: 0.2237 (0.2310) loss_bbox_dn_0: 0.3208 (0.3390) loss_bbox_dn_1: 0.2495 (0.2650) loss_bbox_dn_2: 0.2373 (0.2531) loss_bbox_dn_3: 0.2369 (0.2503) loss_bbox_dn_4: 0.2367 (0.2499) loss_bbox_dn_5: 0.2366 (0.2499) loss_bbox_dn_pre: 0.3190 (0.3431) loss_bbox_enc_0: 0.2986 (0.3114) loss_bbox_pre: 0.2483 (0.2531) loss_dfl: 0.9608 (0.9687) loss_fgl_aux_0: 1.0168 (1.0227) loss_fgl_aux_1: 0.9652 (0.9744) loss_fgl_aux_2: 0.9601 (0.9689) loss_fgl_aux_3: 0.9606 (0.9688) loss_fgl_aux_4: 0.9608 (0.9687) loss_fgl_dn_0: 1.0955 (1.1049) loss_fgl_dn_1: 0.9975 (1.0083) loss_fgl_dn_2: 0.9878 (0.9987) loss_fgl_dn_3: 0.9898 (0.9996) loss_fgl_dn_4: 0.9899 (0.9998) loss_fgl_dn_5: 0.9901 (0.9999) loss_giou: 0.6632 (0.6409) loss_giou_aux_0: 0.6939 (0.6766) loss_giou_aux_1: 0.6677 (0.6469) loss_giou_aux_2: 0.6647 (0.6415) loss_giou_aux_3: 0.6633 (0.6409) loss_giou_aux_4: 0.6631 (0.6409) loss_giou_dn_0: 0.7270 (0.7163) loss_giou_dn_1: 0.6006 (0.5968) loss_giou_dn_2: 0.5781 (0.5776) loss_giou_dn_3: 0.5757 (0.5734) loss_giou_dn_4: 0.5744 (0.5728) loss_giou_dn_5: 0.5741 (0.5728) loss_giou_dn_pre: 0.7262 (0.7146) loss_giou_enc_0: 0.7829 (0.7695) loss_giou_pre: 0.6898 (0.6746) loss_ddf_aux_0: 0.0950 (0.0987) loss_ddf_aux_1: 0.0116 (0.0118) loss_ddf_aux_2: 0.0018 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2996 (0.2910) loss_ddf_dn_1: 0.0365 (0.0365) loss_ddf_dn_2: 0.0053 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7368 (0.7599) loss_vfl_aux_0: 0.8208 (0.8479) loss_vfl_aux_1: 0.7960 (0.8313) loss_vfl_aux_2: 0.7637 (0.8037) loss_vfl_aux_3: 0.7380 (0.7726) loss_vfl_aux_4: 0.7346 (0.7606) loss_vfl_dn_0: 0.5082 (0.5115) loss_vfl_dn_1: 0.4821 (0.4885) loss_vfl_dn_2: 0.4643 (0.4740) loss_vfl_dn_3: 0.4485 (0.4623) loss_vfl_dn_4: 0.4462 (0.4583) loss_vfl_dn_5: 0.4460 (0.4579) loss_vfl_dn_pre: 0.5095 (0.5123) loss_vfl_enc_0: 0.8088 (0.8334) loss_vfl_pre: 0.8171 (0.8503) time: 0.7455 data: 0.0282 max mem: 9094 Epoch: [4] [3600/3696] eta: 0:01:12 lr: 0.000013 loss: 35.8421 (35.8339) loss_bbox: 0.2345 (0.2310) loss_bbox_aux_0: 0.2533 (0.2530) loss_bbox_aux_1: 0.2356 (0.2348) loss_bbox_aux_2: 0.2353 (0.2316) loss_bbox_aux_3: 0.2347 (0.2311) loss_bbox_aux_4: 0.2345 (0.2311) loss_bbox_dn_0: 0.3147 (0.3388) loss_bbox_dn_1: 0.2506 (0.2648) loss_bbox_dn_2: 0.2419 (0.2529) loss_bbox_dn_3: 0.2406 (0.2501) loss_bbox_dn_4: 0.2390 (0.2497) loss_bbox_dn_5: 0.2386 (0.2497) loss_bbox_dn_pre: 0.3196 (0.3429) loss_bbox_enc_0: 0.3047 (0.3114) loss_bbox_pre: 0.2571 (0.2531) loss_dfl: 0.9355 (0.9685) loss_fgl_aux_0: 0.9985 (1.0225) loss_fgl_aux_1: 0.9478 (0.9742) loss_fgl_aux_2: 0.9373 (0.9687) loss_fgl_aux_3: 0.9357 (0.9686) loss_fgl_aux_4: 0.9355 (0.9685) loss_fgl_dn_0: 1.0908 (1.1048) loss_fgl_dn_1: 1.0003 (1.0082) loss_fgl_dn_2: 0.9920 (0.9986) loss_fgl_dn_3: 0.9959 (0.9994) loss_fgl_dn_4: 0.9968 (0.9997) loss_fgl_dn_5: 0.9969 (0.9997) loss_giou: 0.6944 (0.6413) loss_giou_aux_0: 0.7348 (0.6770) loss_giou_aux_1: 0.7083 (0.6472) loss_giou_aux_2: 0.6956 (0.6419) loss_giou_aux_3: 0.6944 (0.6413) loss_giou_aux_4: 0.6944 (0.6413) loss_giou_dn_0: 0.7471 (0.7164) loss_giou_dn_1: 0.6366 (0.5969) loss_giou_dn_2: 0.6107 (0.5776) loss_giou_dn_3: 0.6056 (0.5735) loss_giou_dn_4: 0.6059 (0.5729) loss_giou_dn_5: 0.6059 (0.5729) loss_giou_dn_pre: 0.7439 (0.7147) loss_giou_enc_0: 0.8194 (0.7697) loss_giou_pre: 0.7333 (0.6749) loss_ddf_aux_0: 0.0982 (0.0986) loss_ddf_aux_1: 0.0124 (0.0118) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2791 (0.2908) loss_ddf_dn_1: 0.0370 (0.0365) loss_ddf_dn_2: 0.0056 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7169 (0.7597) loss_vfl_aux_0: 0.8108 (0.8475) loss_vfl_aux_1: 0.7919 (0.8309) loss_vfl_aux_2: 0.7598 (0.8034) loss_vfl_aux_3: 0.7284 (0.7723) loss_vfl_aux_4: 0.7195 (0.7603) loss_vfl_dn_0: 0.5033 (0.5114) loss_vfl_dn_1: 0.4780 (0.4884) loss_vfl_dn_2: 0.4678 (0.4739) loss_vfl_dn_3: 0.4572 (0.4622) loss_vfl_dn_4: 0.4543 (0.4582) loss_vfl_dn_5: 0.4541 (0.4578) loss_vfl_dn_pre: 0.5037 (0.5123) loss_vfl_enc_0: 0.7999 (0.8330) loss_vfl_pre: 0.8101 (0.8499) time: 0.7652 data: 0.0257 max mem: 9094 Epoch: [4] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 35.6061 (35.8308) loss_bbox: 0.2220 (0.2308) loss_bbox_aux_0: 0.2426 (0.2527) loss_bbox_aux_1: 0.2252 (0.2346) loss_bbox_aux_2: 0.2232 (0.2314) loss_bbox_aux_3: 0.2225 (0.2309) loss_bbox_aux_4: 0.2220 (0.2309) loss_bbox_dn_0: 0.3105 (0.3384) loss_bbox_dn_1: 0.2438 (0.2645) loss_bbox_dn_2: 0.2318 (0.2527) loss_bbox_dn_3: 0.2298 (0.2498) loss_bbox_dn_4: 0.2293 (0.2495) loss_bbox_dn_5: 0.2294 (0.2495) loss_bbox_dn_pre: 0.3116 (0.3426) loss_bbox_enc_0: 0.2882 (0.3111) loss_bbox_pre: 0.2430 (0.2529) loss_dfl: 0.9755 (0.9685) loss_fgl_aux_0: 1.0173 (1.0224) loss_fgl_aux_1: 0.9828 (0.9742) loss_fgl_aux_2: 0.9747 (0.9687) loss_fgl_aux_3: 0.9759 (0.9686) loss_fgl_aux_4: 0.9757 (0.9685) loss_fgl_dn_0: 1.0940 (1.1047) loss_fgl_dn_1: 1.0057 (1.0082) loss_fgl_dn_2: 0.9990 (0.9986) loss_fgl_dn_3: 1.0004 (0.9994) loss_fgl_dn_4: 1.0013 (0.9997) loss_fgl_dn_5: 1.0013 (0.9997) loss_giou: 0.6649 (0.6415) loss_giou_aux_0: 0.7066 (0.6771) loss_giou_aux_1: 0.6722 (0.6475) loss_giou_aux_2: 0.6657 (0.6421) loss_giou_aux_3: 0.6646 (0.6415) loss_giou_aux_4: 0.6648 (0.6415) loss_giou_dn_0: 0.7314 (0.7164) loss_giou_dn_1: 0.6187 (0.5970) loss_giou_dn_2: 0.5988 (0.5777) loss_giou_dn_3: 0.5952 (0.5736) loss_giou_dn_4: 0.5954 (0.5730) loss_giou_dn_5: 0.5953 (0.5729) loss_giou_dn_pre: 0.7285 (0.7147) loss_giou_enc_0: 0.7886 (0.7698) loss_giou_pre: 0.7015 (0.6751) loss_ddf_aux_0: 0.0863 (0.0984) loss_ddf_aux_1: 0.0109 (0.0118) loss_ddf_aux_2: 0.0013 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2754 (0.2906) loss_ddf_dn_1: 0.0360 (0.0365) loss_ddf_dn_2: 0.0058 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7427 (0.7595) loss_vfl_aux_0: 0.8282 (0.8476) loss_vfl_aux_1: 0.8096 (0.8308) loss_vfl_aux_2: 0.7780 (0.8032) loss_vfl_aux_3: 0.7517 (0.7721) loss_vfl_aux_4: 0.7468 (0.7601) loss_vfl_dn_0: 0.5023 (0.5114) loss_vfl_dn_1: 0.4818 (0.4884) loss_vfl_dn_2: 0.4681 (0.4739) loss_vfl_dn_3: 0.4575 (0.4622) loss_vfl_dn_4: 0.4532 (0.4582) loss_vfl_dn_5: 0.4519 (0.4577) loss_vfl_dn_pre: 0.5033 (0.5123) loss_vfl_enc_0: 0.8151 (0.8329) loss_vfl_pre: 0.8334 (0.8500) time: 0.7134 data: 0.0263 max mem: 9094 Epoch: [4] Total time: 0:46:18 (0.7516 s / it) Averaged stats: lr: 0.000013 loss: 35.6061 (35.8308) loss_bbox: 0.2220 (0.2308) loss_bbox_aux_0: 0.2426 (0.2527) loss_bbox_aux_1: 0.2252 (0.2346) loss_bbox_aux_2: 0.2232 (0.2314) loss_bbox_aux_3: 0.2225 (0.2309) loss_bbox_aux_4: 0.2220 (0.2309) loss_bbox_dn_0: 0.3105 (0.3384) loss_bbox_dn_1: 0.2438 (0.2645) loss_bbox_dn_2: 0.2318 (0.2527) loss_bbox_dn_3: 0.2298 (0.2498) loss_bbox_dn_4: 0.2293 (0.2495) loss_bbox_dn_5: 0.2294 (0.2495) loss_bbox_dn_pre: 0.3116 (0.3426) loss_bbox_enc_0: 0.2882 (0.3111) loss_bbox_pre: 0.2430 (0.2529) loss_dfl: 0.9755 (0.9685) loss_fgl_aux_0: 1.0173 (1.0224) loss_fgl_aux_1: 0.9828 (0.9742) loss_fgl_aux_2: 0.9747 (0.9687) loss_fgl_aux_3: 0.9759 (0.9686) loss_fgl_aux_4: 0.9757 (0.9685) loss_fgl_dn_0: 1.0940 (1.1047) loss_fgl_dn_1: 1.0057 (1.0082) loss_fgl_dn_2: 0.9990 (0.9986) loss_fgl_dn_3: 1.0004 (0.9994) loss_fgl_dn_4: 1.0013 (0.9997) loss_fgl_dn_5: 1.0013 (0.9997) loss_giou: 0.6649 (0.6415) loss_giou_aux_0: 0.7066 (0.6771) loss_giou_aux_1: 0.6722 (0.6475) loss_giou_aux_2: 0.6657 (0.6421) loss_giou_aux_3: 0.6646 (0.6415) loss_giou_aux_4: 0.6648 (0.6415) loss_giou_dn_0: 0.7314 (0.7164) loss_giou_dn_1: 0.6187 (0.5970) loss_giou_dn_2: 0.5988 (0.5777) loss_giou_dn_3: 0.5952 (0.5736) loss_giou_dn_4: 0.5954 (0.5730) loss_giou_dn_5: 0.5953 (0.5729) loss_giou_dn_pre: 0.7285 (0.7147) loss_giou_enc_0: 0.7886 (0.7698) loss_giou_pre: 0.7015 (0.6751) loss_ddf_aux_0: 0.0863 (0.0984) loss_ddf_aux_1: 0.0109 (0.0118) loss_ddf_aux_2: 0.0013 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2754 (0.2906) loss_ddf_dn_1: 0.0360 (0.0365) loss_ddf_dn_2: 0.0058 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7427 (0.7595) loss_vfl_aux_0: 0.8282 (0.8476) loss_vfl_aux_1: 0.8096 (0.8308) loss_vfl_aux_2: 0.7780 (0.8032) loss_vfl_aux_3: 0.7517 (0.7721) loss_vfl_aux_4: 0.7468 (0.7601) loss_vfl_dn_0: 0.5023 (0.5114) loss_vfl_dn_1: 0.4818 (0.4884) loss_vfl_dn_2: 0.4681 (0.4739) loss_vfl_dn_3: 0.4575 (0.4622) loss_vfl_dn_4: 0.4532 (0.4582) loss_vfl_dn_5: 0.4519 (0.4577) loss_vfl_dn_pre: 0.5033 (0.5123) loss_vfl_enc_0: 0.8151 (0.8329) loss_vfl_pre: 0.8334 (0.8500) Test: [ 0/79] eta: 0:02:55 time: 2.2198 data: 1.6225 max mem: 9094 Test: [10/79] eta: 0:01:05 time: 0.9424 data: 0.2052 max mem: 9094 Test: [20/79] eta: 0:00:45 time: 0.7070 data: 0.0646 max mem: 9094 Test: [30/79] eta: 0:00:35 time: 0.6161 data: 0.0655 max mem: 9094 Test: [40/79] eta: 0:00:27 time: 0.6230 data: 0.0628 max mem: 9094 Test: [50/79] eta: 0:00:21 time: 0.7171 data: 0.0636 max mem: 9094 Test: [60/79] eta: 0:00:13 time: 0.7155 data: 0.0668 max mem: 9094 Test: [70/79] eta: 0:00:06 time: 0.6014 data: 0.0650 max mem: 9094 Test: [78/79] eta: 0:00:00 time: 0.5655 data: 0.0625 max mem: 9094 Test: Total time: 0:00:53 (0.6766 s / it) Averaged stats: Accumulating evaluation results... DONE (t=21.29s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.451 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.615 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.489 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.248 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.501 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.630 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.359 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.594 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.666 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.437 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.867 best_stat: {'epoch': 4, 'coco_eval_bbox': 0.4506526073241713} Epoch: [5] [ 0/3696] eta: 5:55:14 lr: 0.000013 loss: 35.5590 (35.5590) loss_bbox: 0.2210 (0.2210) loss_bbox_aux_0: 0.2457 (0.2457) loss_bbox_aux_1: 0.2228 (0.2228) loss_bbox_aux_2: 0.2217 (0.2217) loss_bbox_aux_3: 0.2211 (0.2211) loss_bbox_aux_4: 0.2210 (0.2210) loss_bbox_dn_0: 0.3187 (0.3187) loss_bbox_dn_1: 0.2520 (0.2520) loss_bbox_dn_2: 0.2419 (0.2419) loss_bbox_dn_3: 0.2406 (0.2406) loss_bbox_dn_4: 0.2409 (0.2409) loss_bbox_dn_5: 0.2409 (0.2409) loss_bbox_dn_pre: 0.3209 (0.3209) loss_bbox_enc_0: 0.3062 (0.3062) loss_bbox_pre: 0.2455 (0.2455) loss_dfl: 0.9979 (0.9979) loss_fgl_aux_0: 1.0397 (1.0397) loss_fgl_aux_1: 0.9996 (0.9996) loss_fgl_aux_2: 0.9986 (0.9986) loss_fgl_aux_3: 0.9985 (0.9985) loss_fgl_aux_4: 0.9983 (0.9983) loss_fgl_dn_0: 1.1163 (1.1163) loss_fgl_dn_1: 1.0251 (1.0251) loss_fgl_dn_2: 1.0170 (1.0170) loss_fgl_dn_3: 1.0175 (1.0175) loss_fgl_dn_4: 1.0179 (1.0179) loss_fgl_dn_5: 1.0179 (1.0179) loss_giou: 0.6006 (0.6006) loss_giou_aux_0: 0.6439 (0.6439) loss_giou_aux_1: 0.6093 (0.6093) loss_giou_aux_2: 0.6010 (0.6010) loss_giou_aux_3: 0.6003 (0.6003) loss_giou_aux_4: 0.6003 (0.6003) loss_giou_dn_0: 0.7065 (0.7065) loss_giou_dn_1: 0.5803 (0.5803) loss_giou_dn_2: 0.5607 (0.5607) loss_giou_dn_3: 0.5570 (0.5570) loss_giou_dn_4: 0.5569 (0.5569) loss_giou_dn_5: 0.5572 (0.5572) loss_giou_dn_pre: 0.7063 (0.7063) loss_giou_enc_0: 0.7434 (0.7434) loss_giou_pre: 0.6399 (0.6399) loss_ddf_aux_0: 0.1081 (0.1081) loss_ddf_aux_1: 0.0135 (0.0135) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3211 (0.3211) loss_ddf_dn_1: 0.0399 (0.0399) loss_ddf_dn_2: 0.0064 (0.0064) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7547 (0.7547) loss_vfl_aux_0: 0.8531 (0.8531) loss_vfl_aux_1: 0.8547 (0.8547) loss_vfl_aux_2: 0.7760 (0.7760) loss_vfl_aux_3: 0.7723 (0.7723) loss_vfl_aux_4: 0.7501 (0.7501) loss_vfl_dn_0: 0.5056 (0.5056) loss_vfl_dn_1: 0.4977 (0.4977) loss_vfl_dn_2: 0.4693 (0.4693) loss_vfl_dn_3: 0.4589 (0.4589) loss_vfl_dn_4: 0.4549 (0.4549) loss_vfl_dn_5: 0.4553 (0.4553) loss_vfl_dn_pre: 0.5056 (0.5056) loss_vfl_enc_0: 0.8364 (0.8364) loss_vfl_pre: 0.8538 (0.8538) time: 5.7670 data: 1.7536 max mem: 9094 Epoch: [5] [ 100/3696] eta: 0:47:27 lr: 0.000013 loss: 35.3831 (35.3727) loss_bbox: 0.2218 (0.2210) loss_bbox_aux_0: 0.2427 (0.2403) loss_bbox_aux_1: 0.2251 (0.2245) loss_bbox_aux_2: 0.2220 (0.2217) loss_bbox_aux_3: 0.2218 (0.2212) loss_bbox_aux_4: 0.2218 (0.2211) loss_bbox_dn_0: 0.3171 (0.3185) loss_bbox_dn_1: 0.2556 (0.2455) loss_bbox_dn_2: 0.2395 (0.2343) loss_bbox_dn_3: 0.2355 (0.2313) loss_bbox_dn_4: 0.2360 (0.2311) loss_bbox_dn_5: 0.2362 (0.2310) loss_bbox_dn_pre: 0.3200 (0.3217) loss_bbox_enc_0: 0.2880 (0.2949) loss_bbox_pre: 0.2426 (0.2411) loss_dfl: 0.9754 (0.9697) loss_fgl_aux_0: 1.0329 (1.0182) loss_fgl_aux_1: 0.9777 (0.9751) loss_fgl_aux_2: 0.9747 (0.9700) loss_fgl_aux_3: 0.9755 (0.9698) loss_fgl_aux_4: 0.9756 (0.9698) loss_fgl_dn_0: 1.1041 (1.1035) loss_fgl_dn_1: 1.0075 (1.0084) loss_fgl_dn_2: 0.9998 (0.9993) loss_fgl_dn_3: 0.9997 (1.0000) loss_fgl_dn_4: 0.9998 (1.0003) loss_fgl_dn_5: 0.9999 (1.0003) loss_giou: 0.6183 (0.6439) loss_giou_aux_0: 0.6461 (0.6781) loss_giou_aux_1: 0.6163 (0.6499) loss_giou_aux_2: 0.6161 (0.6447) loss_giou_aux_3: 0.6174 (0.6439) loss_giou_aux_4: 0.6178 (0.6439) loss_giou_dn_0: 0.7148 (0.7108) loss_giou_dn_1: 0.5962 (0.5927) loss_giou_dn_2: 0.5727 (0.5740) loss_giou_dn_3: 0.5678 (0.5704) loss_giou_dn_4: 0.5662 (0.5700) loss_giou_dn_5: 0.5663 (0.5699) loss_giou_dn_pre: 0.7149 (0.7090) loss_giou_enc_0: 0.7557 (0.7689) loss_giou_pre: 0.6451 (0.6764) loss_ddf_aux_0: 0.0866 (0.0889) loss_ddf_aux_1: 0.0111 (0.0114) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2853 (0.2865) loss_ddf_dn_1: 0.0354 (0.0359) loss_ddf_dn_2: 0.0059 (0.0061) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7394 (0.7381) loss_vfl_aux_0: 0.8436 (0.8277) loss_vfl_aux_1: 0.8243 (0.8095) loss_vfl_aux_2: 0.7870 (0.7786) loss_vfl_aux_3: 0.7567 (0.7499) loss_vfl_aux_4: 0.7405 (0.7387) loss_vfl_dn_0: 0.5090 (0.5071) loss_vfl_dn_1: 0.4817 (0.4821) loss_vfl_dn_2: 0.4680 (0.4671) loss_vfl_dn_3: 0.4544 (0.4553) loss_vfl_dn_4: 0.4501 (0.4511) loss_vfl_dn_5: 0.4508 (0.4508) loss_vfl_dn_pre: 0.5089 (0.5080) loss_vfl_enc_0: 0.8008 (0.8168) loss_vfl_pre: 0.8385 (0.8304) time: 0.7485 data: 0.0285 max mem: 9094 Epoch: [5] [ 200/3696] eta: 0:45:42 lr: 0.000013 loss: 35.3543 (35.5061) loss_bbox: 0.2335 (0.2260) loss_bbox_aux_0: 0.2491 (0.2458) loss_bbox_aux_1: 0.2328 (0.2295) loss_bbox_aux_2: 0.2336 (0.2267) loss_bbox_aux_3: 0.2339 (0.2261) loss_bbox_aux_4: 0.2335 (0.2260) loss_bbox_dn_0: 0.3225 (0.3277) loss_bbox_dn_1: 0.2445 (0.2534) loss_bbox_dn_2: 0.2298 (0.2419) loss_bbox_dn_3: 0.2263 (0.2390) loss_bbox_dn_4: 0.2265 (0.2387) loss_bbox_dn_5: 0.2265 (0.2387) loss_bbox_dn_pre: 0.3249 (0.3311) loss_bbox_enc_0: 0.3005 (0.3006) loss_bbox_pre: 0.2487 (0.2464) loss_dfl: 0.9609 (0.9713) loss_fgl_aux_0: 1.0180 (1.0222) loss_fgl_aux_1: 0.9652 (0.9769) loss_fgl_aux_2: 0.9611 (0.9716) loss_fgl_aux_3: 0.9609 (0.9714) loss_fgl_aux_4: 0.9609 (0.9713) loss_fgl_dn_0: 1.0996 (1.1046) loss_fgl_dn_1: 1.0072 (1.0084) loss_fgl_dn_2: 0.9985 (0.9991) loss_fgl_dn_3: 0.9989 (1.0000) loss_fgl_dn_4: 0.9992 (1.0003) loss_fgl_dn_5: 0.9992 (1.0003) loss_giou: 0.6449 (0.6371) loss_giou_aux_0: 0.6792 (0.6712) loss_giou_aux_1: 0.6498 (0.6428) loss_giou_aux_2: 0.6471 (0.6378) loss_giou_aux_3: 0.6449 (0.6371) loss_giou_aux_4: 0.6450 (0.6371) loss_giou_dn_0: 0.7117 (0.7084) loss_giou_dn_1: 0.5854 (0.5902) loss_giou_dn_2: 0.5655 (0.5714) loss_giou_dn_3: 0.5627 (0.5674) loss_giou_dn_4: 0.5617 (0.5669) loss_giou_dn_5: 0.5616 (0.5668) loss_giou_dn_pre: 0.7072 (0.7067) loss_giou_enc_0: 0.7633 (0.7625) loss_giou_pre: 0.6783 (0.6694) loss_ddf_aux_0: 0.0942 (0.0924) loss_ddf_aux_1: 0.0106 (0.0113) loss_ddf_aux_2: 0.0017 (0.0017) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2878 (0.2871) loss_ddf_dn_1: 0.0340 (0.0354) loss_ddf_dn_2: 0.0052 (0.0057) loss_ddf_dn_3: 0.0006 (0.0005) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7330 (0.7466) loss_vfl_aux_0: 0.8270 (0.8394) loss_vfl_aux_1: 0.7955 (0.8222) loss_vfl_aux_2: 0.7710 (0.7895) loss_vfl_aux_3: 0.7455 (0.7592) loss_vfl_aux_4: 0.7275 (0.7480) loss_vfl_dn_0: 0.5120 (0.5092) loss_vfl_dn_1: 0.4877 (0.4832) loss_vfl_dn_2: 0.4652 (0.4681) loss_vfl_dn_3: 0.4546 (0.4563) loss_vfl_dn_4: 0.4508 (0.4520) loss_vfl_dn_5: 0.4498 (0.4517) loss_vfl_dn_pre: 0.5135 (0.5101) loss_vfl_enc_0: 0.8131 (0.8261) loss_vfl_pre: 0.8347 (0.8423) time: 0.7667 data: 0.0329 max mem: 9094 Epoch: [5] [ 300/3696] eta: 0:43:10 lr: 0.000013 loss: 35.4592 (35.4807) loss_bbox: 0.2260 (0.2272) loss_bbox_aux_0: 0.2427 (0.2476) loss_bbox_aux_1: 0.2256 (0.2308) loss_bbox_aux_2: 0.2271 (0.2280) loss_bbox_aux_3: 0.2258 (0.2273) loss_bbox_aux_4: 0.2259 (0.2273) loss_bbox_dn_0: 0.3196 (0.3287) loss_bbox_dn_1: 0.2518 (0.2551) loss_bbox_dn_2: 0.2393 (0.2437) loss_bbox_dn_3: 0.2383 (0.2409) loss_bbox_dn_4: 0.2377 (0.2405) loss_bbox_dn_5: 0.2377 (0.2405) loss_bbox_dn_pre: 0.3231 (0.3324) loss_bbox_enc_0: 0.2966 (0.3030) loss_bbox_pre: 0.2430 (0.2480) loss_dfl: 0.9795 (0.9707) loss_fgl_aux_0: 1.0232 (1.0227) loss_fgl_aux_1: 0.9834 (0.9764) loss_fgl_aux_2: 0.9791 (0.9711) loss_fgl_aux_3: 0.9797 (0.9708) loss_fgl_aux_4: 0.9796 (0.9707) loss_fgl_dn_0: 1.1044 (1.1060) loss_fgl_dn_1: 1.0142 (1.0080) loss_fgl_dn_2: 1.0085 (0.9985) loss_fgl_dn_3: 1.0080 (0.9993) loss_fgl_dn_4: 1.0080 (0.9996) loss_fgl_dn_5: 1.0079 (0.9996) loss_giou: 0.6333 (0.6345) loss_giou_aux_0: 0.6644 (0.6691) loss_giou_aux_1: 0.6363 (0.6405) loss_giou_aux_2: 0.6335 (0.6351) loss_giou_aux_3: 0.6331 (0.6344) loss_giou_aux_4: 0.6332 (0.6344) loss_giou_dn_0: 0.6925 (0.7035) loss_giou_dn_1: 0.5854 (0.5856) loss_giou_dn_2: 0.5662 (0.5669) loss_giou_dn_3: 0.5635 (0.5629) loss_giou_dn_4: 0.5620 (0.5624) loss_giou_dn_5: 0.5619 (0.5623) loss_giou_dn_pre: 0.6925 (0.7019) loss_giou_enc_0: 0.7643 (0.7616) loss_giou_pre: 0.6648 (0.6672) loss_ddf_aux_0: 0.0936 (0.0940) loss_ddf_aux_1: 0.0112 (0.0115) loss_ddf_aux_2: 0.0016 (0.0017) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2966 (0.2883) loss_ddf_dn_1: 0.0335 (0.0357) loss_ddf_dn_2: 0.0056 (0.0057) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7356 (0.7468) loss_vfl_aux_0: 0.8502 (0.8401) loss_vfl_aux_1: 0.8307 (0.8228) loss_vfl_aux_2: 0.7943 (0.7903) loss_vfl_aux_3: 0.7362 (0.7592) loss_vfl_aux_4: 0.7339 (0.7484) loss_vfl_dn_0: 0.5147 (0.5097) loss_vfl_dn_1: 0.4828 (0.4830) loss_vfl_dn_2: 0.4681 (0.4677) loss_vfl_dn_3: 0.4559 (0.4559) loss_vfl_dn_4: 0.4551 (0.4516) loss_vfl_dn_5: 0.4543 (0.4513) loss_vfl_dn_pre: 0.5147 (0.5106) loss_vfl_enc_0: 0.8177 (0.8257) loss_vfl_pre: 0.8450 (0.8428) time: 0.7433 data: 0.0301 max mem: 9094 Epoch: [5] [ 400/3696] eta: 0:42:06 lr: 0.000013 loss: 35.1250 (35.4483) loss_bbox: 0.2111 (0.2252) loss_bbox_aux_0: 0.2358 (0.2455) loss_bbox_aux_1: 0.2171 (0.2287) loss_bbox_aux_2: 0.2115 (0.2259) loss_bbox_aux_3: 0.2108 (0.2253) loss_bbox_aux_4: 0.2111 (0.2252) loss_bbox_dn_0: 0.3136 (0.3272) loss_bbox_dn_1: 0.2451 (0.2543) loss_bbox_dn_2: 0.2352 (0.2428) loss_bbox_dn_3: 0.2333 (0.2401) loss_bbox_dn_4: 0.2329 (0.2397) loss_bbox_dn_5: 0.2329 (0.2397) loss_bbox_dn_pre: 0.3219 (0.3311) loss_bbox_enc_0: 0.2947 (0.3007) loss_bbox_pre: 0.2374 (0.2459) loss_dfl: 0.9745 (0.9713) loss_fgl_aux_0: 1.0262 (1.0235) loss_fgl_aux_1: 0.9812 (0.9770) loss_fgl_aux_2: 0.9758 (0.9717) loss_fgl_aux_3: 0.9745 (0.9714) loss_fgl_aux_4: 0.9746 (0.9713) loss_fgl_dn_0: 1.1155 (1.1061) loss_fgl_dn_1: 1.0081 (1.0084) loss_fgl_dn_2: 0.9987 (0.9989) loss_fgl_dn_3: 0.9987 (0.9997) loss_fgl_dn_4: 0.9989 (1.0000) loss_fgl_dn_5: 0.9989 (1.0000) loss_giou: 0.5959 (0.6339) loss_giou_aux_0: 0.6338 (0.6684) loss_giou_aux_1: 0.6047 (0.6398) loss_giou_aux_2: 0.5974 (0.6345) loss_giou_aux_3: 0.5965 (0.6339) loss_giou_aux_4: 0.5963 (0.6339) loss_giou_dn_0: 0.6693 (0.7019) loss_giou_dn_1: 0.5570 (0.5846) loss_giou_dn_2: 0.5385 (0.5659) loss_giou_dn_3: 0.5353 (0.5619) loss_giou_dn_4: 0.5341 (0.5613) loss_giou_dn_5: 0.5336 (0.5613) loss_giou_dn_pre: 0.6689 (0.7003) loss_giou_enc_0: 0.7309 (0.7613) loss_giou_pre: 0.6324 (0.6665) loss_ddf_aux_0: 0.0959 (0.0936) loss_ddf_aux_1: 0.0122 (0.0115) loss_ddf_aux_2: 0.0018 (0.0017) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2814 (0.2861) loss_ddf_dn_1: 0.0342 (0.0354) loss_ddf_dn_2: 0.0058 (0.0056) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7627 (0.7469) loss_vfl_aux_0: 0.8494 (0.8416) loss_vfl_aux_1: 0.8184 (0.8227) loss_vfl_aux_2: 0.7783 (0.7902) loss_vfl_aux_3: 0.7676 (0.7594) loss_vfl_aux_4: 0.7499 (0.7482) loss_vfl_dn_0: 0.5159 (0.5097) loss_vfl_dn_1: 0.4856 (0.4827) loss_vfl_dn_2: 0.4691 (0.4676) loss_vfl_dn_3: 0.4548 (0.4557) loss_vfl_dn_4: 0.4513 (0.4515) loss_vfl_dn_5: 0.4515 (0.4511) loss_vfl_dn_pre: 0.5167 (0.5106) loss_vfl_enc_0: 0.8491 (0.8253) loss_vfl_pre: 0.8534 (0.8440) time: 0.7350 data: 0.0246 max mem: 9094 Epoch: [5] [ 500/3696] eta: 0:40:37 lr: 0.000013 loss: 34.8888 (35.4552) loss_bbox: 0.2128 (0.2249) loss_bbox_aux_0: 0.2387 (0.2454) loss_bbox_aux_1: 0.2150 (0.2285) loss_bbox_aux_2: 0.2137 (0.2256) loss_bbox_aux_3: 0.2128 (0.2250) loss_bbox_aux_4: 0.2130 (0.2250) loss_bbox_dn_0: 0.3266 (0.3284) loss_bbox_dn_1: 0.2598 (0.2553) loss_bbox_dn_2: 0.2481 (0.2437) loss_bbox_dn_3: 0.2433 (0.2410) loss_bbox_dn_4: 0.2420 (0.2406) loss_bbox_dn_5: 0.2418 (0.2406) loss_bbox_dn_pre: 0.3325 (0.3324) loss_bbox_enc_0: 0.2935 (0.3011) loss_bbox_pre: 0.2382 (0.2458) loss_dfl: 0.9808 (0.9721) loss_fgl_aux_0: 1.0392 (1.0247) loss_fgl_aux_1: 0.9863 (0.9779) loss_fgl_aux_2: 0.9805 (0.9725) loss_fgl_aux_3: 0.9808 (0.9722) loss_fgl_aux_4: 0.9808 (0.9721) loss_fgl_dn_0: 1.0998 (1.1062) loss_fgl_dn_1: 1.0072 (1.0087) loss_fgl_dn_2: 0.9994 (0.9992) loss_fgl_dn_3: 1.0014 (1.0001) loss_fgl_dn_4: 1.0015 (1.0003) loss_fgl_dn_5: 1.0016 (1.0004) loss_giou: 0.5849 (0.6332) loss_giou_aux_0: 0.6195 (0.6675) loss_giou_aux_1: 0.5958 (0.6390) loss_giou_aux_2: 0.5871 (0.6337) loss_giou_aux_3: 0.5851 (0.6332) loss_giou_aux_4: 0.5849 (0.6332) loss_giou_dn_0: 0.6993 (0.7020) loss_giou_dn_1: 0.5778 (0.5847) loss_giou_dn_2: 0.5614 (0.5662) loss_giou_dn_3: 0.5572 (0.5622) loss_giou_dn_4: 0.5554 (0.5616) loss_giou_dn_5: 0.5551 (0.5615) loss_giou_dn_pre: 0.6974 (0.7004) loss_giou_enc_0: 0.7183 (0.7610) loss_giou_pre: 0.6180 (0.6655) loss_ddf_aux_0: 0.0919 (0.0934) loss_ddf_aux_1: 0.0111 (0.0115) loss_ddf_aux_2: 0.0017 (0.0017) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2846 (0.2845) loss_ddf_dn_1: 0.0357 (0.0354) loss_ddf_dn_2: 0.0061 (0.0056) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7319 (0.7462) loss_vfl_aux_0: 0.8440 (0.8421) loss_vfl_aux_1: 0.8103 (0.8239) loss_vfl_aux_2: 0.8041 (0.7915) loss_vfl_aux_3: 0.7509 (0.7593) loss_vfl_aux_4: 0.7336 (0.7479) loss_vfl_dn_0: 0.5044 (0.5097) loss_vfl_dn_1: 0.4753 (0.4822) loss_vfl_dn_2: 0.4622 (0.4672) loss_vfl_dn_3: 0.4490 (0.4555) loss_vfl_dn_4: 0.4473 (0.4515) loss_vfl_dn_5: 0.4456 (0.4510) loss_vfl_dn_pre: 0.5047 (0.5105) loss_vfl_enc_0: 0.8019 (0.8243) loss_vfl_pre: 0.8506 (0.8448) time: 0.7375 data: 0.0239 max mem: 9094 Epoch: [5] [ 600/3696] eta: 0:39:11 lr: 0.000013 loss: 35.4814 (35.4468) loss_bbox: 0.2294 (0.2243) loss_bbox_aux_0: 0.2494 (0.2446) loss_bbox_aux_1: 0.2354 (0.2279) loss_bbox_aux_2: 0.2305 (0.2250) loss_bbox_aux_3: 0.2296 (0.2244) loss_bbox_aux_4: 0.2295 (0.2243) loss_bbox_dn_0: 0.3170 (0.3273) loss_bbox_dn_1: 0.2441 (0.2545) loss_bbox_dn_2: 0.2298 (0.2431) loss_bbox_dn_3: 0.2304 (0.2404) loss_bbox_dn_4: 0.2306 (0.2401) loss_bbox_dn_5: 0.2303 (0.2400) loss_bbox_dn_pre: 0.3166 (0.3313) loss_bbox_enc_0: 0.3059 (0.3001) loss_bbox_pre: 0.2482 (0.2449) loss_dfl: 0.9864 (0.9723) loss_fgl_aux_0: 1.0354 (1.0250) loss_fgl_aux_1: 0.9902 (0.9781) loss_fgl_aux_2: 0.9872 (0.9727) loss_fgl_aux_3: 0.9866 (0.9724) loss_fgl_aux_4: 0.9864 (0.9724) loss_fgl_dn_0: 1.1112 (1.1059) loss_fgl_dn_1: 1.0100 (1.0083) loss_fgl_dn_2: 1.0014 (0.9988) loss_fgl_dn_3: 1.0005 (0.9996) loss_fgl_dn_4: 1.0005 (0.9999) loss_fgl_dn_5: 1.0007 (1.0000) loss_giou: 0.6410 (0.6331) loss_giou_aux_0: 0.6765 (0.6671) loss_giou_aux_1: 0.6432 (0.6389) loss_giou_aux_2: 0.6424 (0.6336) loss_giou_aux_3: 0.6411 (0.6331) loss_giou_aux_4: 0.6412 (0.6331) loss_giou_dn_0: 0.7073 (0.7027) loss_giou_dn_1: 0.5815 (0.5854) loss_giou_dn_2: 0.5615 (0.5669) loss_giou_dn_3: 0.5558 (0.5629) loss_giou_dn_4: 0.5556 (0.5623) loss_giou_dn_5: 0.5556 (0.5623) loss_giou_dn_pre: 0.7059 (0.7011) loss_giou_enc_0: 0.7767 (0.7608) loss_giou_pre: 0.6736 (0.6652) loss_ddf_aux_0: 0.0848 (0.0929) loss_ddf_aux_1: 0.0109 (0.0114) loss_ddf_aux_2: 0.0016 (0.0017) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2710 (0.2827) loss_ddf_dn_1: 0.0346 (0.0351) loss_ddf_dn_2: 0.0052 (0.0056) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7522 (0.7472) loss_vfl_aux_0: 0.8378 (0.8414) loss_vfl_aux_1: 0.8041 (0.8233) loss_vfl_aux_2: 0.7757 (0.7916) loss_vfl_aux_3: 0.7599 (0.7596) loss_vfl_aux_4: 0.7421 (0.7486) loss_vfl_dn_0: 0.5085 (0.5098) loss_vfl_dn_1: 0.4858 (0.4826) loss_vfl_dn_2: 0.4726 (0.4678) loss_vfl_dn_3: 0.4620 (0.4561) loss_vfl_dn_4: 0.4581 (0.4520) loss_vfl_dn_5: 0.4581 (0.4516) loss_vfl_dn_pre: 0.5091 (0.5107) loss_vfl_enc_0: 0.8131 (0.8241) loss_vfl_pre: 0.8414 (0.8441) time: 0.7436 data: 0.0305 max mem: 9094 Epoch: [5] [ 700/3696] eta: 0:37:47 lr: 0.000013 loss: 35.6939 (35.4729) loss_bbox: 0.2219 (0.2244) loss_bbox_aux_0: 0.2425 (0.2448) loss_bbox_aux_1: 0.2261 (0.2280) loss_bbox_aux_2: 0.2214 (0.2251) loss_bbox_aux_3: 0.2213 (0.2245) loss_bbox_aux_4: 0.2217 (0.2245) loss_bbox_dn_0: 0.3099 (0.3279) loss_bbox_dn_1: 0.2468 (0.2549) loss_bbox_dn_2: 0.2374 (0.2434) loss_bbox_dn_3: 0.2342 (0.2406) loss_bbox_dn_4: 0.2336 (0.2403) loss_bbox_dn_5: 0.2338 (0.2402) loss_bbox_dn_pre: 0.3154 (0.3319) loss_bbox_enc_0: 0.3003 (0.3006) loss_bbox_pre: 0.2404 (0.2450) loss_dfl: 0.9677 (0.9711) loss_fgl_aux_0: 1.0173 (1.0238) loss_fgl_aux_1: 0.9730 (0.9768) loss_fgl_aux_2: 0.9687 (0.9715) loss_fgl_aux_3: 0.9680 (0.9712) loss_fgl_aux_4: 0.9679 (0.9711) loss_fgl_dn_0: 1.1028 (1.1053) loss_fgl_dn_1: 1.0079 (1.0080) loss_fgl_dn_2: 0.9993 (0.9985) loss_fgl_dn_3: 1.0009 (0.9993) loss_fgl_dn_4: 1.0011 (0.9996) loss_fgl_dn_5: 1.0012 (0.9997) loss_giou: 0.6552 (0.6357) loss_giou_aux_0: 0.6834 (0.6696) loss_giou_aux_1: 0.6604 (0.6414) loss_giou_aux_2: 0.6564 (0.6362) loss_giou_aux_3: 0.6554 (0.6356) loss_giou_aux_4: 0.6550 (0.6357) loss_giou_dn_0: 0.7113 (0.7047) loss_giou_dn_1: 0.6001 (0.5871) loss_giou_dn_2: 0.5829 (0.5685) loss_giou_dn_3: 0.5781 (0.5644) loss_giou_dn_4: 0.5773 (0.5639) loss_giou_dn_5: 0.5773 (0.5638) loss_giou_dn_pre: 0.7106 (0.7030) loss_giou_enc_0: 0.7764 (0.7630) loss_giou_pre: 0.6813 (0.6677) loss_ddf_aux_0: 0.0884 (0.0929) loss_ddf_aux_1: 0.0117 (0.0114) loss_ddf_aux_2: 0.0016 (0.0017) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2773 (0.2824) loss_ddf_dn_1: 0.0388 (0.0353) loss_ddf_dn_2: 0.0064 (0.0056) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7527 (0.7470) loss_vfl_aux_0: 0.8334 (0.8413) loss_vfl_aux_1: 0.8223 (0.8231) loss_vfl_aux_2: 0.7772 (0.7916) loss_vfl_aux_3: 0.7668 (0.7594) loss_vfl_aux_4: 0.7459 (0.7485) loss_vfl_dn_0: 0.5083 (0.5098) loss_vfl_dn_1: 0.4916 (0.4829) loss_vfl_dn_2: 0.4734 (0.4680) loss_vfl_dn_3: 0.4637 (0.4563) loss_vfl_dn_4: 0.4601 (0.4523) loss_vfl_dn_5: 0.4606 (0.4519) loss_vfl_dn_pre: 0.5090 (0.5107) loss_vfl_enc_0: 0.8105 (0.8238) loss_vfl_pre: 0.8351 (0.8438) time: 0.7397 data: 0.0286 max mem: 9094 Epoch: [5] [ 800/3696] eta: 0:36:43 lr: 0.000013 loss: 35.2903 (35.4838) loss_bbox: 0.2179 (0.2248) loss_bbox_aux_0: 0.2401 (0.2451) loss_bbox_aux_1: 0.2231 (0.2283) loss_bbox_aux_2: 0.2188 (0.2254) loss_bbox_aux_3: 0.2181 (0.2249) loss_bbox_aux_4: 0.2180 (0.2248) loss_bbox_dn_0: 0.3370 (0.3292) loss_bbox_dn_1: 0.2629 (0.2561) loss_bbox_dn_2: 0.2529 (0.2445) loss_bbox_dn_3: 0.2503 (0.2417) loss_bbox_dn_4: 0.2513 (0.2413) loss_bbox_dn_5: 0.2507 (0.2413) loss_bbox_dn_pre: 0.3403 (0.3332) loss_bbox_enc_0: 0.2932 (0.3009) loss_bbox_pre: 0.2392 (0.2453) loss_dfl: 0.9536 (0.9712) loss_fgl_aux_0: 1.0176 (1.0240) loss_fgl_aux_1: 0.9599 (0.9769) loss_fgl_aux_2: 0.9533 (0.9716) loss_fgl_aux_3: 0.9533 (0.9713) loss_fgl_aux_4: 0.9535 (0.9712) loss_fgl_dn_0: 1.1084 (1.1053) loss_fgl_dn_1: 0.9959 (1.0078) loss_fgl_dn_2: 0.9859 (0.9982) loss_fgl_dn_3: 0.9870 (0.9991) loss_fgl_dn_4: 0.9881 (0.9994) loss_fgl_dn_5: 0.9880 (0.9994) loss_giou: 0.6289 (0.6352) loss_giou_aux_0: 0.6678 (0.6689) loss_giou_aux_1: 0.6339 (0.6409) loss_giou_aux_2: 0.6298 (0.6357) loss_giou_aux_3: 0.6292 (0.6352) loss_giou_aux_4: 0.6291 (0.6352) loss_giou_dn_0: 0.7108 (0.7045) loss_giou_dn_1: 0.5762 (0.5869) loss_giou_dn_2: 0.5582 (0.5683) loss_giou_dn_3: 0.5574 (0.5642) loss_giou_dn_4: 0.5568 (0.5636) loss_giou_dn_5: 0.5568 (0.5636) loss_giou_dn_pre: 0.7060 (0.7029) loss_giou_enc_0: 0.7566 (0.7624) loss_giou_pre: 0.6638 (0.6671) loss_ddf_aux_0: 0.0951 (0.0927) loss_ddf_aux_1: 0.0110 (0.0114) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2926 (0.2829) loss_ddf_dn_1: 0.0363 (0.0354) loss_ddf_dn_2: 0.0057 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7434 (0.7476) loss_vfl_aux_0: 0.8256 (0.8424) loss_vfl_aux_1: 0.8137 (0.8241) loss_vfl_aux_2: 0.8027 (0.7925) loss_vfl_aux_3: 0.7538 (0.7598) loss_vfl_aux_4: 0.7462 (0.7491) loss_vfl_dn_0: 0.5079 (0.5099) loss_vfl_dn_1: 0.4811 (0.4829) loss_vfl_dn_2: 0.4649 (0.4679) loss_vfl_dn_3: 0.4514 (0.4562) loss_vfl_dn_4: 0.4470 (0.4521) loss_vfl_dn_5: 0.4470 (0.4517) loss_vfl_dn_pre: 0.5088 (0.5107) loss_vfl_enc_0: 0.8156 (0.8246) loss_vfl_pre: 0.8276 (0.8449) time: 0.7367 data: 0.0272 max mem: 9094 Epoch: [5] [ 900/3696] eta: 0:35:22 lr: 0.000013 loss: 35.1439 (35.4709) loss_bbox: 0.2090 (0.2251) loss_bbox_aux_0: 0.2271 (0.2455) loss_bbox_aux_1: 0.2111 (0.2286) loss_bbox_aux_2: 0.2096 (0.2257) loss_bbox_aux_3: 0.2089 (0.2252) loss_bbox_aux_4: 0.2092 (0.2251) loss_bbox_dn_0: 0.3129 (0.3300) loss_bbox_dn_1: 0.2340 (0.2566) loss_bbox_dn_2: 0.2267 (0.2450) loss_bbox_dn_3: 0.2237 (0.2422) loss_bbox_dn_4: 0.2235 (0.2419) loss_bbox_dn_5: 0.2236 (0.2418) loss_bbox_dn_pre: 0.3180 (0.3341) loss_bbox_enc_0: 0.2956 (0.3017) loss_bbox_pre: 0.2273 (0.2458) loss_dfl: 0.9755 (0.9713) loss_fgl_aux_0: 1.0283 (1.0241) loss_fgl_aux_1: 0.9767 (0.9769) loss_fgl_aux_2: 0.9759 (0.9716) loss_fgl_aux_3: 0.9757 (0.9714) loss_fgl_aux_4: 0.9756 (0.9713) loss_fgl_dn_0: 1.1098 (1.1053) loss_fgl_dn_1: 1.0058 (1.0075) loss_fgl_dn_2: 0.9937 (0.9979) loss_fgl_dn_3: 0.9940 (0.9987) loss_fgl_dn_4: 0.9943 (0.9990) loss_fgl_dn_5: 0.9943 (0.9991) loss_giou: 0.6230 (0.6337) loss_giou_aux_0: 0.6620 (0.6676) loss_giou_aux_1: 0.6290 (0.6395) loss_giou_aux_2: 0.6232 (0.6343) loss_giou_aux_3: 0.6231 (0.6337) loss_giou_aux_4: 0.6234 (0.6337) loss_giou_dn_0: 0.6991 (0.7038) loss_giou_dn_1: 0.5690 (0.5860) loss_giou_dn_2: 0.5480 (0.5673) loss_giou_dn_3: 0.5441 (0.5632) loss_giou_dn_4: 0.5430 (0.5626) loss_giou_dn_5: 0.5432 (0.5626) loss_giou_dn_pre: 0.6963 (0.7021) loss_giou_enc_0: 0.7548 (0.7609) loss_giou_pre: 0.6601 (0.6657) loss_ddf_aux_0: 0.0914 (0.0928) loss_ddf_aux_1: 0.0110 (0.0113) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2898 (0.2839) loss_ddf_dn_1: 0.0352 (0.0354) loss_ddf_dn_2: 0.0060 (0.0056) loss_ddf_dn_3: 0.0008 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7357 (0.7480) loss_vfl_aux_0: 0.8140 (0.8419) loss_vfl_aux_1: 0.8149 (0.8239) loss_vfl_aux_2: 0.7775 (0.7927) loss_vfl_aux_3: 0.7507 (0.7605) loss_vfl_aux_4: 0.7288 (0.7492) loss_vfl_dn_0: 0.5117 (0.5097) loss_vfl_dn_1: 0.4788 (0.4824) loss_vfl_dn_2: 0.4644 (0.4675) loss_vfl_dn_3: 0.4539 (0.4558) loss_vfl_dn_4: 0.4506 (0.4517) loss_vfl_dn_5: 0.4478 (0.4513) loss_vfl_dn_pre: 0.5128 (0.5106) loss_vfl_enc_0: 0.8091 (0.8243) loss_vfl_pre: 0.8195 (0.8445) time: 0.7408 data: 0.0302 max mem: 9094 Epoch: [5] [1000/3696] eta: 0:34:05 lr: 0.000013 loss: 35.9686 (35.4790) loss_bbox: 0.2339 (0.2257) loss_bbox_aux_0: 0.2518 (0.2462) loss_bbox_aux_1: 0.2377 (0.2292) loss_bbox_aux_2: 0.2339 (0.2263) loss_bbox_aux_3: 0.2339 (0.2257) loss_bbox_aux_4: 0.2340 (0.2257) loss_bbox_dn_0: 0.3308 (0.3308) loss_bbox_dn_1: 0.2593 (0.2573) loss_bbox_dn_2: 0.2535 (0.2457) loss_bbox_dn_3: 0.2529 (0.2429) loss_bbox_dn_4: 0.2528 (0.2425) loss_bbox_dn_5: 0.2526 (0.2425) loss_bbox_dn_pre: 0.3359 (0.3349) loss_bbox_enc_0: 0.3062 (0.3024) loss_bbox_pre: 0.2506 (0.2464) loss_dfl: 0.9760 (0.9715) loss_fgl_aux_0: 1.0262 (1.0242) loss_fgl_aux_1: 0.9812 (0.9771) loss_fgl_aux_2: 0.9765 (0.9718) loss_fgl_aux_3: 0.9754 (0.9716) loss_fgl_aux_4: 0.9760 (0.9716) loss_fgl_dn_0: 1.1052 (1.1056) loss_fgl_dn_1: 1.0146 (1.0076) loss_fgl_dn_2: 1.0052 (0.9980) loss_fgl_dn_3: 1.0070 (0.9988) loss_fgl_dn_4: 1.0077 (0.9991) loss_fgl_dn_5: 1.0078 (0.9992) loss_giou: 0.6520 (0.6331) loss_giou_aux_0: 0.6779 (0.6670) loss_giou_aux_1: 0.6534 (0.6389) loss_giou_aux_2: 0.6508 (0.6336) loss_giou_aux_3: 0.6518 (0.6331) loss_giou_aux_4: 0.6521 (0.6331) loss_giou_dn_0: 0.7141 (0.7028) loss_giou_dn_1: 0.5988 (0.5850) loss_giou_dn_2: 0.5783 (0.5663) loss_giou_dn_3: 0.5716 (0.5623) loss_giou_dn_4: 0.5701 (0.5617) loss_giou_dn_5: 0.5701 (0.5617) loss_giou_dn_pre: 0.7149 (0.7011) loss_giou_enc_0: 0.7542 (0.7598) loss_giou_pre: 0.6790 (0.6651) loss_ddf_aux_0: 0.0901 (0.0932) loss_ddf_aux_1: 0.0112 (0.0113) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2826 (0.2843) loss_ddf_dn_1: 0.0370 (0.0355) loss_ddf_dn_2: 0.0055 (0.0056) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7461 (0.7495) loss_vfl_aux_0: 0.8536 (0.8420) loss_vfl_aux_1: 0.8248 (0.8246) loss_vfl_aux_2: 0.7858 (0.7935) loss_vfl_aux_3: 0.7604 (0.7618) loss_vfl_aux_4: 0.7474 (0.7507) loss_vfl_dn_0: 0.5078 (0.5101) loss_vfl_dn_1: 0.4796 (0.4825) loss_vfl_dn_2: 0.4626 (0.4675) loss_vfl_dn_3: 0.4508 (0.4558) loss_vfl_dn_4: 0.4446 (0.4517) loss_vfl_dn_5: 0.4466 (0.4513) loss_vfl_dn_pre: 0.5095 (0.5110) loss_vfl_enc_0: 0.8299 (0.8249) loss_vfl_pre: 0.8605 (0.8447) time: 0.7505 data: 0.0288 max mem: 9094 Epoch: [5] [1100/3696] eta: 0:32:45 lr: 0.000013 loss: 35.7112 (35.4688) loss_bbox: 0.2259 (0.2259) loss_bbox_aux_0: 0.2451 (0.2466) loss_bbox_aux_1: 0.2285 (0.2294) loss_bbox_aux_2: 0.2270 (0.2265) loss_bbox_aux_3: 0.2259 (0.2260) loss_bbox_aux_4: 0.2259 (0.2259) loss_bbox_dn_0: 0.3435 (0.3314) loss_bbox_dn_1: 0.2675 (0.2578) loss_bbox_dn_2: 0.2497 (0.2462) loss_bbox_dn_3: 0.2469 (0.2433) loss_bbox_dn_4: 0.2458 (0.2430) loss_bbox_dn_5: 0.2457 (0.2430) loss_bbox_dn_pre: 0.3539 (0.3355) loss_bbox_enc_0: 0.3168 (0.3031) loss_bbox_pre: 0.2424 (0.2468) loss_dfl: 0.9645 (0.9711) loss_fgl_aux_0: 1.0216 (1.0240) loss_fgl_aux_1: 0.9709 (0.9767) loss_fgl_aux_2: 0.9654 (0.9715) loss_fgl_aux_3: 0.9643 (0.9712) loss_fgl_aux_4: 0.9642 (0.9712) loss_fgl_dn_0: 1.1052 (1.1057) loss_fgl_dn_1: 1.0005 (1.0073) loss_fgl_dn_2: 0.9926 (0.9977) loss_fgl_dn_3: 0.9933 (0.9985) loss_fgl_dn_4: 0.9937 (0.9988) loss_fgl_dn_5: 0.9937 (0.9989) loss_giou: 0.6409 (0.6323) loss_giou_aux_0: 0.6826 (0.6662) loss_giou_aux_1: 0.6496 (0.6381) loss_giou_aux_2: 0.6444 (0.6328) loss_giou_aux_3: 0.6410 (0.6322) loss_giou_aux_4: 0.6409 (0.6323) loss_giou_dn_0: 0.7050 (0.7020) loss_giou_dn_1: 0.5967 (0.5843) loss_giou_dn_2: 0.5795 (0.5656) loss_giou_dn_3: 0.5724 (0.5616) loss_giou_dn_4: 0.5720 (0.5610) loss_giou_dn_5: 0.5719 (0.5609) loss_giou_dn_pre: 0.7051 (0.7003) loss_giou_enc_0: 0.7648 (0.7590) loss_giou_pre: 0.6763 (0.6642) loss_ddf_aux_0: 0.1017 (0.0934) loss_ddf_aux_1: 0.0132 (0.0114) loss_ddf_aux_2: 0.0018 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3212 (0.2844) loss_ddf_dn_1: 0.0389 (0.0355) loss_ddf_dn_2: 0.0053 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7677 (0.7496) loss_vfl_aux_0: 0.8378 (0.8418) loss_vfl_aux_1: 0.8294 (0.8247) loss_vfl_aux_2: 0.7892 (0.7934) loss_vfl_aux_3: 0.7881 (0.7617) loss_vfl_aux_4: 0.7723 (0.7507) loss_vfl_dn_0: 0.5077 (0.5100) loss_vfl_dn_1: 0.4770 (0.4820) loss_vfl_dn_2: 0.4658 (0.4672) loss_vfl_dn_3: 0.4556 (0.4554) loss_vfl_dn_4: 0.4518 (0.4514) loss_vfl_dn_5: 0.4520 (0.4510) loss_vfl_dn_pre: 0.5086 (0.5109) loss_vfl_enc_0: 0.8350 (0.8257) loss_vfl_pre: 0.8451 (0.8446) time: 0.7588 data: 0.0307 max mem: 9094 Epoch: [5] [1200/3696] eta: 0:31:26 lr: 0.000013 loss: 35.0993 (35.4621) loss_bbox: 0.2295 (0.2257) loss_bbox_aux_0: 0.2430 (0.2464) loss_bbox_aux_1: 0.2279 (0.2293) loss_bbox_aux_2: 0.2278 (0.2263) loss_bbox_aux_3: 0.2293 (0.2258) loss_bbox_aux_4: 0.2294 (0.2257) loss_bbox_dn_0: 0.3297 (0.3316) loss_bbox_dn_1: 0.2452 (0.2578) loss_bbox_dn_2: 0.2348 (0.2461) loss_bbox_dn_3: 0.2320 (0.2433) loss_bbox_dn_4: 0.2303 (0.2429) loss_bbox_dn_5: 0.2303 (0.2429) loss_bbox_dn_pre: 0.3341 (0.3357) loss_bbox_enc_0: 0.2953 (0.3031) loss_bbox_pre: 0.2434 (0.2466) loss_dfl: 0.9683 (0.9709) loss_fgl_aux_0: 1.0230 (1.0237) loss_fgl_aux_1: 0.9738 (0.9765) loss_fgl_aux_2: 0.9679 (0.9713) loss_fgl_aux_3: 0.9681 (0.9710) loss_fgl_aux_4: 0.9682 (0.9710) loss_fgl_dn_0: 1.1025 (1.1056) loss_fgl_dn_1: 0.9982 (1.0071) loss_fgl_dn_2: 0.9919 (0.9975) loss_fgl_dn_3: 0.9939 (0.9983) loss_fgl_dn_4: 0.9942 (0.9986) loss_fgl_dn_5: 0.9942 (0.9986) loss_giou: 0.6076 (0.6321) loss_giou_aux_0: 0.6447 (0.6660) loss_giou_aux_1: 0.6180 (0.6380) loss_giou_aux_2: 0.6092 (0.6327) loss_giou_aux_3: 0.6084 (0.6321) loss_giou_aux_4: 0.6078 (0.6321) loss_giou_dn_0: 0.6953 (0.7022) loss_giou_dn_1: 0.5823 (0.5844) loss_giou_dn_2: 0.5631 (0.5654) loss_giou_dn_3: 0.5570 (0.5614) loss_giou_dn_4: 0.5563 (0.5608) loss_giou_dn_5: 0.5561 (0.5607) loss_giou_dn_pre: 0.6932 (0.7005) loss_giou_enc_0: 0.7421 (0.7589) loss_giou_pre: 0.6446 (0.6641) loss_ddf_aux_0: 0.0977 (0.0937) loss_ddf_aux_1: 0.0116 (0.0114) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3015 (0.2850) loss_ddf_dn_1: 0.0393 (0.0356) loss_ddf_dn_2: 0.0062 (0.0056) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7286 (0.7494) loss_vfl_aux_0: 0.8306 (0.8411) loss_vfl_aux_1: 0.8177 (0.8242) loss_vfl_aux_2: 0.7756 (0.7933) loss_vfl_aux_3: 0.7321 (0.7615) loss_vfl_aux_4: 0.7303 (0.7503) loss_vfl_dn_0: 0.5093 (0.5100) loss_vfl_dn_1: 0.4825 (0.4819) loss_vfl_dn_2: 0.4669 (0.4671) loss_vfl_dn_3: 0.4554 (0.4554) loss_vfl_dn_4: 0.4553 (0.4513) loss_vfl_dn_5: 0.4549 (0.4509) loss_vfl_dn_pre: 0.5087 (0.5109) loss_vfl_enc_0: 0.8071 (0.8258) loss_vfl_pre: 0.8296 (0.8440) time: 0.7436 data: 0.0259 max mem: 9094 Epoch: [5] [1300/3696] eta: 0:30:08 lr: 0.000013 loss: 35.3898 (35.4617) loss_bbox: 0.2300 (0.2258) loss_bbox_aux_0: 0.2566 (0.2464) loss_bbox_aux_1: 0.2377 (0.2293) loss_bbox_aux_2: 0.2315 (0.2264) loss_bbox_aux_3: 0.2306 (0.2258) loss_bbox_aux_4: 0.2301 (0.2258) loss_bbox_dn_0: 0.3433 (0.3315) loss_bbox_dn_1: 0.2722 (0.2577) loss_bbox_dn_2: 0.2583 (0.2460) loss_bbox_dn_3: 0.2536 (0.2432) loss_bbox_dn_4: 0.2527 (0.2428) loss_bbox_dn_5: 0.2526 (0.2428) loss_bbox_dn_pre: 0.3548 (0.3357) loss_bbox_enc_0: 0.3088 (0.3031) loss_bbox_pre: 0.2556 (0.2466) loss_dfl: 0.9718 (0.9707) loss_fgl_aux_0: 1.0246 (1.0234) loss_fgl_aux_1: 0.9861 (0.9762) loss_fgl_aux_2: 0.9748 (0.9710) loss_fgl_aux_3: 0.9718 (0.9707) loss_fgl_aux_4: 0.9719 (0.9707) loss_fgl_dn_0: 1.1106 (1.1055) loss_fgl_dn_1: 1.0147 (1.0068) loss_fgl_dn_2: 1.0050 (0.9971) loss_fgl_dn_3: 1.0056 (0.9979) loss_fgl_dn_4: 1.0056 (0.9983) loss_fgl_dn_5: 1.0056 (0.9983) loss_giou: 0.6133 (0.6322) loss_giou_aux_0: 0.6441 (0.6661) loss_giou_aux_1: 0.6244 (0.6381) loss_giou_aux_2: 0.6145 (0.6328) loss_giou_aux_3: 0.6137 (0.6322) loss_giou_aux_4: 0.6135 (0.6322) loss_giou_dn_0: 0.6786 (0.7022) loss_giou_dn_1: 0.5638 (0.5845) loss_giou_dn_2: 0.5455 (0.5656) loss_giou_dn_3: 0.5418 (0.5616) loss_giou_dn_4: 0.5400 (0.5610) loss_giou_dn_5: 0.5397 (0.5609) loss_giou_dn_pre: 0.6766 (0.7005) loss_giou_enc_0: 0.7358 (0.7588) loss_giou_pre: 0.6399 (0.6641) loss_ddf_aux_0: 0.0894 (0.0934) loss_ddf_aux_1: 0.0112 (0.0114) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2774 (0.2850) loss_ddf_dn_1: 0.0343 (0.0355) loss_ddf_dn_2: 0.0054 (0.0056) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7454 (0.7498) loss_vfl_aux_0: 0.8662 (0.8415) loss_vfl_aux_1: 0.8104 (0.8243) loss_vfl_aux_2: 0.7935 (0.7936) loss_vfl_aux_3: 0.7572 (0.7618) loss_vfl_aux_4: 0.7476 (0.7506) loss_vfl_dn_0: 0.5240 (0.5102) loss_vfl_dn_1: 0.4844 (0.4820) loss_vfl_dn_2: 0.4636 (0.4672) loss_vfl_dn_3: 0.4497 (0.4554) loss_vfl_dn_4: 0.4476 (0.4513) loss_vfl_dn_5: 0.4446 (0.4509) loss_vfl_dn_pre: 0.5247 (0.5111) loss_vfl_enc_0: 0.8531 (0.8259) loss_vfl_pre: 0.8699 (0.8444) time: 0.7214 data: 0.0229 max mem: 9094 Epoch: [5] [1400/3696] eta: 0:28:52 lr: 0.000013 loss: 35.1575 (35.4572) loss_bbox: 0.2091 (0.2257) loss_bbox_aux_0: 0.2354 (0.2465) loss_bbox_aux_1: 0.2155 (0.2293) loss_bbox_aux_2: 0.2099 (0.2263) loss_bbox_aux_3: 0.2092 (0.2258) loss_bbox_aux_4: 0.2092 (0.2258) loss_bbox_dn_0: 0.3394 (0.3318) loss_bbox_dn_1: 0.2631 (0.2579) loss_bbox_dn_2: 0.2496 (0.2462) loss_bbox_dn_3: 0.2465 (0.2433) loss_bbox_dn_4: 0.2470 (0.2430) loss_bbox_dn_5: 0.2472 (0.2430) loss_bbox_dn_pre: 0.3420 (0.3360) loss_bbox_enc_0: 0.2904 (0.3034) loss_bbox_pre: 0.2340 (0.2466) loss_dfl: 0.9679 (0.9710) loss_fgl_aux_0: 1.0217 (1.0237) loss_fgl_aux_1: 0.9722 (0.9765) loss_fgl_aux_2: 0.9687 (0.9713) loss_fgl_aux_3: 0.9679 (0.9710) loss_fgl_aux_4: 0.9676 (0.9710) loss_fgl_dn_0: 1.1016 (1.1056) loss_fgl_dn_1: 1.0043 (1.0069) loss_fgl_dn_2: 0.9979 (0.9972) loss_fgl_dn_3: 0.9982 (0.9980) loss_fgl_dn_4: 0.9992 (0.9983) loss_fgl_dn_5: 0.9992 (0.9983) loss_giou: 0.6181 (0.6315) loss_giou_aux_0: 0.6429 (0.6653) loss_giou_aux_1: 0.6247 (0.6373) loss_giou_aux_2: 0.6188 (0.6320) loss_giou_aux_3: 0.6185 (0.6314) loss_giou_aux_4: 0.6182 (0.6315) loss_giou_dn_0: 0.6928 (0.7015) loss_giou_dn_1: 0.5750 (0.5838) loss_giou_dn_2: 0.5502 (0.5649) loss_giou_dn_3: 0.5474 (0.5609) loss_giou_dn_4: 0.5465 (0.5603) loss_giou_dn_5: 0.5468 (0.5603) loss_giou_dn_pre: 0.6925 (0.6998) loss_giou_enc_0: 0.7366 (0.7581) loss_giou_pre: 0.6409 (0.6633) loss_ddf_aux_0: 0.1018 (0.0935) loss_ddf_aux_1: 0.0123 (0.0114) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2980 (0.2848) loss_ddf_dn_1: 0.0361 (0.0355) loss_ddf_dn_2: 0.0059 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7379 (0.7506) loss_vfl_aux_0: 0.8231 (0.8413) loss_vfl_aux_1: 0.8114 (0.8244) loss_vfl_aux_2: 0.7757 (0.7938) loss_vfl_aux_3: 0.7594 (0.7626) loss_vfl_aux_4: 0.7480 (0.7513) loss_vfl_dn_0: 0.5096 (0.5103) loss_vfl_dn_1: 0.4819 (0.4820) loss_vfl_dn_2: 0.4705 (0.4672) loss_vfl_dn_3: 0.4559 (0.4554) loss_vfl_dn_4: 0.4525 (0.4513) loss_vfl_dn_5: 0.4513 (0.4509) loss_vfl_dn_pre: 0.5110 (0.5113) loss_vfl_enc_0: 0.8035 (0.8259) loss_vfl_pre: 0.8212 (0.8441) time: 0.7652 data: 0.0347 max mem: 9094 Epoch: [5] [1500/3696] eta: 0:27:33 lr: 0.000013 loss: 35.3280 (35.4600) loss_bbox: 0.2239 (0.2259) loss_bbox_aux_0: 0.2401 (0.2465) loss_bbox_aux_1: 0.2279 (0.2295) loss_bbox_aux_2: 0.2254 (0.2265) loss_bbox_aux_3: 0.2238 (0.2260) loss_bbox_aux_4: 0.2238 (0.2259) loss_bbox_dn_0: 0.3150 (0.3308) loss_bbox_dn_1: 0.2410 (0.2572) loss_bbox_dn_2: 0.2327 (0.2455) loss_bbox_dn_3: 0.2316 (0.2427) loss_bbox_dn_4: 0.2312 (0.2423) loss_bbox_dn_5: 0.2310 (0.2423) loss_bbox_dn_pre: 0.3221 (0.3349) loss_bbox_enc_0: 0.2949 (0.3030) loss_bbox_pre: 0.2390 (0.2467) loss_dfl: 0.9581 (0.9707) loss_fgl_aux_0: 1.0085 (1.0231) loss_fgl_aux_1: 0.9635 (0.9762) loss_fgl_aux_2: 0.9585 (0.9710) loss_fgl_aux_3: 0.9582 (0.9708) loss_fgl_aux_4: 0.9583 (0.9708) loss_fgl_dn_0: 1.1106 (1.1055) loss_fgl_dn_1: 1.0021 (1.0069) loss_fgl_dn_2: 0.9973 (0.9972) loss_fgl_dn_3: 0.9976 (0.9980) loss_fgl_dn_4: 0.9983 (0.9983) loss_fgl_dn_5: 0.9981 (0.9984) loss_giou: 0.6479 (0.6330) loss_giou_aux_0: 0.6698 (0.6667) loss_giou_aux_1: 0.6516 (0.6389) loss_giou_aux_2: 0.6470 (0.6336) loss_giou_aux_3: 0.6474 (0.6330) loss_giou_aux_4: 0.6475 (0.6330) loss_giou_dn_0: 0.6849 (0.7016) loss_giou_dn_1: 0.5735 (0.5840) loss_giou_dn_2: 0.5548 (0.5652) loss_giou_dn_3: 0.5489 (0.5612) loss_giou_dn_4: 0.5485 (0.5606) loss_giou_dn_5: 0.5489 (0.5605) loss_giou_dn_pre: 0.6830 (0.6999) loss_giou_enc_0: 0.7625 (0.7592) loss_giou_pre: 0.6672 (0.6647) loss_ddf_aux_0: 0.0916 (0.0935) loss_ddf_aux_1: 0.0105 (0.0114) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2893 (0.2848) loss_ddf_dn_1: 0.0334 (0.0355) loss_ddf_dn_2: 0.0053 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7303 (0.7505) loss_vfl_aux_0: 0.8451 (0.8408) loss_vfl_aux_1: 0.8041 (0.8234) loss_vfl_aux_2: 0.7883 (0.7934) loss_vfl_aux_3: 0.7379 (0.7622) loss_vfl_aux_4: 0.7307 (0.7511) loss_vfl_dn_0: 0.5156 (0.5103) loss_vfl_dn_1: 0.4858 (0.4819) loss_vfl_dn_2: 0.4705 (0.4671) loss_vfl_dn_3: 0.4578 (0.4553) loss_vfl_dn_4: 0.4538 (0.4513) loss_vfl_dn_5: 0.4512 (0.4509) loss_vfl_dn_pre: 0.5171 (0.5113) loss_vfl_enc_0: 0.8222 (0.8254) loss_vfl_pre: 0.8443 (0.8436) time: 0.7193 data: 0.0249 max mem: 9094 Epoch: [5] [1600/3696] eta: 0:26:22 lr: 0.000013 loss: 35.5504 (35.4522) loss_bbox: 0.2173 (0.2260) loss_bbox_aux_0: 0.2421 (0.2466) loss_bbox_aux_1: 0.2220 (0.2296) loss_bbox_aux_2: 0.2176 (0.2266) loss_bbox_aux_3: 0.2172 (0.2260) loss_bbox_aux_4: 0.2173 (0.2260) loss_bbox_dn_0: 0.3005 (0.3307) loss_bbox_dn_1: 0.2394 (0.2571) loss_bbox_dn_2: 0.2258 (0.2454) loss_bbox_dn_3: 0.2232 (0.2426) loss_bbox_dn_4: 0.2226 (0.2423) loss_bbox_dn_5: 0.2227 (0.2422) loss_bbox_dn_pre: 0.3070 (0.3349) loss_bbox_enc_0: 0.2854 (0.3031) loss_bbox_pre: 0.2424 (0.2467) loss_dfl: 0.9760 (0.9710) loss_fgl_aux_0: 1.0207 (1.0233) loss_fgl_aux_1: 0.9794 (0.9764) loss_fgl_aux_2: 0.9764 (0.9713) loss_fgl_aux_3: 0.9764 (0.9711) loss_fgl_aux_4: 0.9758 (0.9710) loss_fgl_dn_0: 1.0960 (1.1056) loss_fgl_dn_1: 1.0032 (1.0069) loss_fgl_dn_2: 0.9923 (0.9972) loss_fgl_dn_3: 0.9932 (0.9980) loss_fgl_dn_4: 0.9937 (0.9983) loss_fgl_dn_5: 0.9939 (0.9983) loss_giou: 0.6235 (0.6324) loss_giou_aux_0: 0.6628 (0.6662) loss_giou_aux_1: 0.6279 (0.6383) loss_giou_aux_2: 0.6245 (0.6330) loss_giou_aux_3: 0.6237 (0.6324) loss_giou_aux_4: 0.6231 (0.6324) loss_giou_dn_0: 0.7031 (0.7012) loss_giou_dn_1: 0.5975 (0.5835) loss_giou_dn_2: 0.5817 (0.5646) loss_giou_dn_3: 0.5778 (0.5606) loss_giou_dn_4: 0.5773 (0.5600) loss_giou_dn_5: 0.5772 (0.5599) loss_giou_dn_pre: 0.7021 (0.6995) loss_giou_enc_0: 0.7510 (0.7587) loss_giou_pre: 0.6612 (0.6642) loss_ddf_aux_0: 0.0812 (0.0932) loss_ddf_aux_1: 0.0105 (0.0114) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2778 (0.2846) loss_ddf_dn_1: 0.0316 (0.0354) loss_ddf_dn_2: 0.0048 (0.0056) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7617 (0.7508) loss_vfl_aux_0: 0.8231 (0.8405) loss_vfl_aux_1: 0.8102 (0.8229) loss_vfl_aux_2: 0.8008 (0.7936) loss_vfl_aux_3: 0.7751 (0.7626) loss_vfl_aux_4: 0.7626 (0.7514) loss_vfl_dn_0: 0.5065 (0.5103) loss_vfl_dn_1: 0.4745 (0.4818) loss_vfl_dn_2: 0.4650 (0.4670) loss_vfl_dn_3: 0.4525 (0.4552) loss_vfl_dn_4: 0.4495 (0.4512) loss_vfl_dn_5: 0.4478 (0.4508) loss_vfl_dn_pre: 0.5067 (0.5113) loss_vfl_enc_0: 0.8135 (0.8255) loss_vfl_pre: 0.8263 (0.8434) time: 0.8833 data: 0.0264 max mem: 9094 Epoch: [5] [1700/3696] eta: 0:25:08 lr: 0.000013 loss: 35.1104 (35.4499) loss_bbox: 0.2127 (0.2260) loss_bbox_aux_0: 0.2310 (0.2467) loss_bbox_aux_1: 0.2156 (0.2296) loss_bbox_aux_2: 0.2146 (0.2266) loss_bbox_aux_3: 0.2131 (0.2260) loss_bbox_aux_4: 0.2127 (0.2260) loss_bbox_dn_0: 0.2995 (0.3309) loss_bbox_dn_1: 0.2305 (0.2573) loss_bbox_dn_2: 0.2235 (0.2456) loss_bbox_dn_3: 0.2197 (0.2428) loss_bbox_dn_4: 0.2194 (0.2424) loss_bbox_dn_5: 0.2194 (0.2424) loss_bbox_dn_pre: 0.2979 (0.3351) loss_bbox_enc_0: 0.2859 (0.3033) loss_bbox_pre: 0.2316 (0.2469) loss_dfl: 0.9790 (0.9711) loss_fgl_aux_0: 1.0316 (1.0234) loss_fgl_aux_1: 0.9884 (0.9765) loss_fgl_aux_2: 0.9803 (0.9714) loss_fgl_aux_3: 0.9795 (0.9712) loss_fgl_aux_4: 0.9791 (0.9711) loss_fgl_dn_0: 1.1089 (1.1056) loss_fgl_dn_1: 1.0094 (1.0069) loss_fgl_dn_2: 0.9996 (0.9972) loss_fgl_dn_3: 0.9995 (0.9980) loss_fgl_dn_4: 0.9993 (0.9983) loss_fgl_dn_5: 0.9993 (0.9983) loss_giou: 0.6323 (0.6317) loss_giou_aux_0: 0.6595 (0.6656) loss_giou_aux_1: 0.6377 (0.6376) loss_giou_aux_2: 0.6333 (0.6323) loss_giou_aux_3: 0.6326 (0.6317) loss_giou_aux_4: 0.6326 (0.6317) loss_giou_dn_0: 0.7058 (0.7008) loss_giou_dn_1: 0.5826 (0.5831) loss_giou_dn_2: 0.5664 (0.5642) loss_giou_dn_3: 0.5622 (0.5602) loss_giou_dn_4: 0.5625 (0.5596) loss_giou_dn_5: 0.5626 (0.5595) loss_giou_dn_pre: 0.7018 (0.6991) loss_giou_enc_0: 0.7494 (0.7581) loss_giou_pre: 0.6545 (0.6636) loss_ddf_aux_0: 0.0897 (0.0932) loss_ddf_aux_1: 0.0110 (0.0114) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2727 (0.2844) loss_ddf_dn_1: 0.0344 (0.0354) loss_ddf_dn_2: 0.0053 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7468 (0.7514) loss_vfl_aux_0: 0.8242 (0.8408) loss_vfl_aux_1: 0.8142 (0.8230) loss_vfl_aux_2: 0.7818 (0.7940) loss_vfl_aux_3: 0.7649 (0.7629) loss_vfl_aux_4: 0.7501 (0.7519) loss_vfl_dn_0: 0.5024 (0.5105) loss_vfl_dn_1: 0.4766 (0.4819) loss_vfl_dn_2: 0.4601 (0.4672) loss_vfl_dn_3: 0.4493 (0.4553) loss_vfl_dn_4: 0.4431 (0.4513) loss_vfl_dn_5: 0.4435 (0.4509) loss_vfl_dn_pre: 0.5038 (0.5114) loss_vfl_enc_0: 0.8049 (0.8256) loss_vfl_pre: 0.8279 (0.8436) time: 0.7689 data: 0.0301 max mem: 9094 Epoch: [5] [1800/3696] eta: 0:23:52 lr: 0.000013 loss: 35.2799 (35.4412) loss_bbox: 0.2167 (0.2259) loss_bbox_aux_0: 0.2366 (0.2466) loss_bbox_aux_1: 0.2177 (0.2295) loss_bbox_aux_2: 0.2159 (0.2265) loss_bbox_aux_3: 0.2164 (0.2260) loss_bbox_aux_4: 0.2166 (0.2259) loss_bbox_dn_0: 0.2930 (0.3306) loss_bbox_dn_1: 0.2229 (0.2569) loss_bbox_dn_2: 0.2124 (0.2453) loss_bbox_dn_3: 0.2111 (0.2425) loss_bbox_dn_4: 0.2107 (0.2421) loss_bbox_dn_5: 0.2105 (0.2421) loss_bbox_dn_pre: 0.2952 (0.3348) loss_bbox_enc_0: 0.2894 (0.3032) loss_bbox_pre: 0.2372 (0.2468) loss_dfl: 0.9649 (0.9709) loss_fgl_aux_0: 1.0135 (1.0231) loss_fgl_aux_1: 0.9716 (0.9763) loss_fgl_aux_2: 0.9659 (0.9712) loss_fgl_aux_3: 0.9652 (0.9710) loss_fgl_aux_4: 0.9649 (0.9710) loss_fgl_dn_0: 1.1056 (1.1055) loss_fgl_dn_1: 1.0073 (1.0069) loss_fgl_dn_2: 0.9979 (0.9972) loss_fgl_dn_3: 0.9993 (0.9980) loss_fgl_dn_4: 0.9999 (0.9983) loss_fgl_dn_5: 0.9999 (0.9983) loss_giou: 0.6688 (0.6318) loss_giou_aux_0: 0.7051 (0.6657) loss_giou_aux_1: 0.6765 (0.6377) loss_giou_aux_2: 0.6688 (0.6324) loss_giou_aux_3: 0.6680 (0.6318) loss_giou_aux_4: 0.6687 (0.6318) loss_giou_dn_0: 0.7153 (0.7004) loss_giou_dn_1: 0.5947 (0.5828) loss_giou_dn_2: 0.5754 (0.5639) loss_giou_dn_3: 0.5717 (0.5599) loss_giou_dn_4: 0.5708 (0.5592) loss_giou_dn_5: 0.5708 (0.5592) loss_giou_dn_pre: 0.7136 (0.6986) loss_giou_enc_0: 0.7832 (0.7581) loss_giou_pre: 0.7033 (0.6636) loss_ddf_aux_0: 0.0910 (0.0932) loss_ddf_aux_1: 0.0114 (0.0114) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2752 (0.2840) loss_ddf_dn_1: 0.0327 (0.0353) loss_ddf_dn_2: 0.0051 (0.0056) loss_ddf_dn_3: 0.0004 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7307 (0.7513) loss_vfl_aux_0: 0.8184 (0.8404) loss_vfl_aux_1: 0.8102 (0.8230) loss_vfl_aux_2: 0.7620 (0.7939) loss_vfl_aux_3: 0.7460 (0.7630) loss_vfl_aux_4: 0.7368 (0.7518) loss_vfl_dn_0: 0.5051 (0.5105) loss_vfl_dn_1: 0.4795 (0.4818) loss_vfl_dn_2: 0.4675 (0.4670) loss_vfl_dn_3: 0.4543 (0.4552) loss_vfl_dn_4: 0.4512 (0.4512) loss_vfl_dn_5: 0.4483 (0.4507) loss_vfl_dn_pre: 0.5061 (0.5114) loss_vfl_enc_0: 0.8086 (0.8250) loss_vfl_pre: 0.8187 (0.8433) time: 0.7434 data: 0.0273 max mem: 9094 Epoch: [5] [1900/3696] eta: 0:22:36 lr: 0.000013 loss: 35.0051 (35.4394) loss_bbox: 0.2158 (0.2262) loss_bbox_aux_0: 0.2362 (0.2468) loss_bbox_aux_1: 0.2215 (0.2298) loss_bbox_aux_2: 0.2159 (0.2268) loss_bbox_aux_3: 0.2155 (0.2262) loss_bbox_aux_4: 0.2157 (0.2262) loss_bbox_dn_0: 0.3390 (0.3308) loss_bbox_dn_1: 0.2741 (0.2572) loss_bbox_dn_2: 0.2517 (0.2456) loss_bbox_dn_3: 0.2451 (0.2428) loss_bbox_dn_4: 0.2451 (0.2424) loss_bbox_dn_5: 0.2451 (0.2424) loss_bbox_dn_pre: 0.3415 (0.3350) loss_bbox_enc_0: 0.3020 (0.3035) loss_bbox_pre: 0.2377 (0.2470) loss_dfl: 0.9686 (0.9708) loss_fgl_aux_0: 1.0388 (1.0229) loss_fgl_aux_1: 0.9783 (0.9762) loss_fgl_aux_2: 0.9703 (0.9710) loss_fgl_aux_3: 0.9695 (0.9708) loss_fgl_aux_4: 0.9692 (0.9708) loss_fgl_dn_0: 1.0971 (1.1054) loss_fgl_dn_1: 0.9901 (1.0066) loss_fgl_dn_2: 0.9836 (0.9969) loss_fgl_dn_3: 0.9839 (0.9977) loss_fgl_dn_4: 0.9842 (0.9980) loss_fgl_dn_5: 0.9843 (0.9981) loss_giou: 0.5910 (0.6316) loss_giou_aux_0: 0.6236 (0.6654) loss_giou_aux_1: 0.5958 (0.6374) loss_giou_aux_2: 0.5907 (0.6322) loss_giou_aux_3: 0.5908 (0.6316) loss_giou_aux_4: 0.5908 (0.6316) loss_giou_dn_0: 0.6748 (0.7001) loss_giou_dn_1: 0.5532 (0.5827) loss_giou_dn_2: 0.5390 (0.5638) loss_giou_dn_3: 0.5373 (0.5598) loss_giou_dn_4: 0.5385 (0.5592) loss_giou_dn_5: 0.5385 (0.5592) loss_giou_dn_pre: 0.6728 (0.6984) loss_giou_enc_0: 0.7259 (0.7576) loss_giou_pre: 0.6235 (0.6633) loss_ddf_aux_0: 0.0923 (0.0930) loss_ddf_aux_1: 0.0102 (0.0114) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2800 (0.2832) loss_ddf_dn_1: 0.0326 (0.0352) loss_ddf_dn_2: 0.0050 (0.0055) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7386 (0.7514) loss_vfl_aux_0: 0.8351 (0.8406) loss_vfl_aux_1: 0.8402 (0.8230) loss_vfl_aux_2: 0.8098 (0.7940) loss_vfl_aux_3: 0.7573 (0.7631) loss_vfl_aux_4: 0.7408 (0.7518) loss_vfl_dn_0: 0.5152 (0.5105) loss_vfl_dn_1: 0.4720 (0.4818) loss_vfl_dn_2: 0.4627 (0.4670) loss_vfl_dn_3: 0.4519 (0.4552) loss_vfl_dn_4: 0.4459 (0.4512) loss_vfl_dn_5: 0.4459 (0.4507) loss_vfl_dn_pre: 0.5157 (0.5115) loss_vfl_enc_0: 0.8060 (0.8253) loss_vfl_pre: 0.8404 (0.8435) time: 0.7353 data: 0.0266 max mem: 9094 Epoch: [5] [2000/3696] eta: 0:21:23 lr: 0.000013 loss: 35.2389 (35.4399) loss_bbox: 0.2181 (0.2263) loss_bbox_aux_0: 0.2418 (0.2470) loss_bbox_aux_1: 0.2229 (0.2299) loss_bbox_aux_2: 0.2197 (0.2269) loss_bbox_aux_3: 0.2181 (0.2264) loss_bbox_aux_4: 0.2180 (0.2263) loss_bbox_dn_0: 0.3357 (0.3309) loss_bbox_dn_1: 0.2636 (0.2574) loss_bbox_dn_2: 0.2541 (0.2457) loss_bbox_dn_3: 0.2498 (0.2429) loss_bbox_dn_4: 0.2491 (0.2425) loss_bbox_dn_5: 0.2487 (0.2425) loss_bbox_dn_pre: 0.3382 (0.3352) loss_bbox_enc_0: 0.2929 (0.3037) loss_bbox_pre: 0.2427 (0.2472) loss_dfl: 0.9774 (0.9706) loss_fgl_aux_0: 1.0344 (1.0227) loss_fgl_aux_1: 0.9845 (0.9760) loss_fgl_aux_2: 0.9774 (0.9709) loss_fgl_aux_3: 0.9774 (0.9707) loss_fgl_aux_4: 0.9772 (0.9706) loss_fgl_dn_0: 1.1125 (1.1055) loss_fgl_dn_1: 1.0062 (1.0066) loss_fgl_dn_2: 1.0010 (0.9969) loss_fgl_dn_3: 1.0020 (0.9977) loss_fgl_dn_4: 1.0024 (0.9980) loss_fgl_dn_5: 1.0025 (0.9980) loss_giou: 0.6142 (0.6317) loss_giou_aux_0: 0.6529 (0.6655) loss_giou_aux_1: 0.6232 (0.6376) loss_giou_aux_2: 0.6133 (0.6323) loss_giou_aux_3: 0.6136 (0.6317) loss_giou_aux_4: 0.6136 (0.6317) loss_giou_dn_0: 0.6619 (0.7000) loss_giou_dn_1: 0.5464 (0.5827) loss_giou_dn_2: 0.5314 (0.5638) loss_giou_dn_3: 0.5320 (0.5598) loss_giou_dn_4: 0.5320 (0.5592) loss_giou_dn_5: 0.5323 (0.5591) loss_giou_dn_pre: 0.6592 (0.6983) loss_giou_enc_0: 0.7368 (0.7577) loss_giou_pre: 0.6524 (0.6634) loss_ddf_aux_0: 0.0983 (0.0929) loss_ddf_aux_1: 0.0116 (0.0113) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2913 (0.2830) loss_ddf_dn_1: 0.0352 (0.0351) loss_ddf_dn_2: 0.0054 (0.0055) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7435 (0.7516) loss_vfl_aux_0: 0.8398 (0.8404) loss_vfl_aux_1: 0.8159 (0.8230) loss_vfl_aux_2: 0.7859 (0.7941) loss_vfl_aux_3: 0.7517 (0.7631) loss_vfl_aux_4: 0.7398 (0.7519) loss_vfl_dn_0: 0.5126 (0.5106) loss_vfl_dn_1: 0.4816 (0.4818) loss_vfl_dn_2: 0.4663 (0.4670) loss_vfl_dn_3: 0.4548 (0.4552) loss_vfl_dn_4: 0.4489 (0.4511) loss_vfl_dn_5: 0.4528 (0.4507) loss_vfl_dn_pre: 0.5139 (0.5115) loss_vfl_enc_0: 0.8279 (0.8250) loss_vfl_pre: 0.8416 (0.8432) time: 0.7486 data: 0.0284 max mem: 9094 Epoch: [5] [2100/3696] eta: 0:20:06 lr: 0.000013 loss: 35.0669 (35.4360) loss_bbox: 0.2259 (0.2263) loss_bbox_aux_0: 0.2407 (0.2470) loss_bbox_aux_1: 0.2274 (0.2299) loss_bbox_aux_2: 0.2248 (0.2269) loss_bbox_aux_3: 0.2251 (0.2264) loss_bbox_aux_4: 0.2259 (0.2263) loss_bbox_dn_0: 0.3069 (0.3306) loss_bbox_dn_1: 0.2385 (0.2572) loss_bbox_dn_2: 0.2306 (0.2455) loss_bbox_dn_3: 0.2254 (0.2427) loss_bbox_dn_4: 0.2243 (0.2423) loss_bbox_dn_5: 0.2241 (0.2423) loss_bbox_dn_pre: 0.3063 (0.3349) loss_bbox_enc_0: 0.3119 (0.3036) loss_bbox_pre: 0.2435 (0.2472) loss_dfl: 0.9667 (0.9707) loss_fgl_aux_0: 1.0154 (1.0227) loss_fgl_aux_1: 0.9694 (0.9760) loss_fgl_aux_2: 0.9672 (0.9709) loss_fgl_aux_3: 0.9667 (0.9707) loss_fgl_aux_4: 0.9667 (0.9707) loss_fgl_dn_0: 1.1103 (1.1055) loss_fgl_dn_1: 1.0012 (1.0067) loss_fgl_dn_2: 0.9938 (0.9970) loss_fgl_dn_3: 0.9956 (0.9977) loss_fgl_dn_4: 0.9961 (0.9980) loss_fgl_dn_5: 0.9962 (0.9981) loss_giou: 0.6425 (0.6318) loss_giou_aux_0: 0.6841 (0.6655) loss_giou_aux_1: 0.6503 (0.6377) loss_giou_aux_2: 0.6432 (0.6324) loss_giou_aux_3: 0.6428 (0.6318) loss_giou_aux_4: 0.6427 (0.6318) loss_giou_dn_0: 0.7072 (0.6998) loss_giou_dn_1: 0.5826 (0.5825) loss_giou_dn_2: 0.5580 (0.5636) loss_giou_dn_3: 0.5512 (0.5596) loss_giou_dn_4: 0.5504 (0.5590) loss_giou_dn_5: 0.5505 (0.5590) loss_giou_dn_pre: 0.7046 (0.6981) loss_giou_enc_0: 0.7855 (0.7579) loss_giou_pre: 0.6805 (0.6635) loss_ddf_aux_0: 0.0826 (0.0927) loss_ddf_aux_1: 0.0102 (0.0113) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2828 (0.2829) loss_ddf_dn_1: 0.0363 (0.0351) loss_ddf_dn_2: 0.0064 (0.0055) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7330 (0.7514) loss_vfl_aux_0: 0.8408 (0.8402) loss_vfl_aux_1: 0.8126 (0.8224) loss_vfl_aux_2: 0.7731 (0.7937) loss_vfl_aux_3: 0.7402 (0.7629) loss_vfl_aux_4: 0.7334 (0.7517) loss_vfl_dn_0: 0.5092 (0.5106) loss_vfl_dn_1: 0.4757 (0.4817) loss_vfl_dn_2: 0.4611 (0.4669) loss_vfl_dn_3: 0.4509 (0.4551) loss_vfl_dn_4: 0.4456 (0.4511) loss_vfl_dn_5: 0.4454 (0.4507) loss_vfl_dn_pre: 0.5097 (0.5115) loss_vfl_enc_0: 0.8157 (0.8250) loss_vfl_pre: 0.8438 (0.8429) time: 0.7542 data: 0.0266 max mem: 9094 Epoch: [5] [2200/3696] eta: 0:18:50 lr: 0.000013 loss: 34.9384 (35.4299) loss_bbox: 0.1958 (0.2260) loss_bbox_aux_0: 0.2169 (0.2467) loss_bbox_aux_1: 0.2011 (0.2297) loss_bbox_aux_2: 0.1976 (0.2266) loss_bbox_aux_3: 0.1961 (0.2261) loss_bbox_aux_4: 0.1959 (0.2260) loss_bbox_dn_0: 0.2948 (0.3302) loss_bbox_dn_1: 0.2196 (0.2568) loss_bbox_dn_2: 0.2052 (0.2452) loss_bbox_dn_3: 0.2041 (0.2423) loss_bbox_dn_4: 0.2037 (0.2420) loss_bbox_dn_5: 0.2037 (0.2420) loss_bbox_dn_pre: 0.2971 (0.3345) loss_bbox_enc_0: 0.2729 (0.3033) loss_bbox_pre: 0.2184 (0.2469) loss_dfl: 0.9714 (0.9709) loss_fgl_aux_0: 1.0396 (1.0229) loss_fgl_aux_1: 0.9760 (0.9763) loss_fgl_aux_2: 0.9717 (0.9712) loss_fgl_aux_3: 0.9713 (0.9710) loss_fgl_aux_4: 0.9713 (0.9710) loss_fgl_dn_0: 1.1008 (1.1054) loss_fgl_dn_1: 1.0002 (1.0067) loss_fgl_dn_2: 0.9941 (0.9970) loss_fgl_dn_3: 0.9946 (0.9978) loss_fgl_dn_4: 0.9949 (0.9981) loss_fgl_dn_5: 0.9950 (0.9981) loss_giou: 0.6162 (0.6316) loss_giou_aux_0: 0.6496 (0.6653) loss_giou_aux_1: 0.6148 (0.6374) loss_giou_aux_2: 0.6158 (0.6321) loss_giou_aux_3: 0.6158 (0.6316) loss_giou_aux_4: 0.6162 (0.6316) loss_giou_dn_0: 0.6868 (0.6996) loss_giou_dn_1: 0.5710 (0.5824) loss_giou_dn_2: 0.5537 (0.5635) loss_giou_dn_3: 0.5504 (0.5595) loss_giou_dn_4: 0.5489 (0.5589) loss_giou_dn_5: 0.5487 (0.5589) loss_giou_dn_pre: 0.6829 (0.6980) loss_giou_enc_0: 0.7254 (0.7577) loss_giou_pre: 0.6467 (0.6633) loss_ddf_aux_0: 0.0943 (0.0925) loss_ddf_aux_1: 0.0115 (0.0113) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2787 (0.2830) loss_ddf_dn_1: 0.0349 (0.0352) loss_ddf_dn_2: 0.0052 (0.0055) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7615 (0.7512) loss_vfl_aux_0: 0.8500 (0.8402) loss_vfl_aux_1: 0.8285 (0.8224) loss_vfl_aux_2: 0.7964 (0.7936) loss_vfl_aux_3: 0.7650 (0.7628) loss_vfl_aux_4: 0.7546 (0.7516) loss_vfl_dn_0: 0.5073 (0.5106) loss_vfl_dn_1: 0.4791 (0.4817) loss_vfl_dn_2: 0.4696 (0.4670) loss_vfl_dn_3: 0.4546 (0.4552) loss_vfl_dn_4: 0.4535 (0.4512) loss_vfl_dn_5: 0.4535 (0.4507) loss_vfl_dn_pre: 0.5080 (0.5115) loss_vfl_enc_0: 0.8558 (0.8249) loss_vfl_pre: 0.8555 (0.8430) time: 0.7525 data: 0.0320 max mem: 9094 Epoch: [5] [2300/3696] eta: 0:17:34 lr: 0.000013 loss: 35.5586 (35.4266) loss_bbox: 0.2151 (0.2256) loss_bbox_aux_0: 0.2339 (0.2463) loss_bbox_aux_1: 0.2181 (0.2292) loss_bbox_aux_2: 0.2156 (0.2262) loss_bbox_aux_3: 0.2154 (0.2256) loss_bbox_aux_4: 0.2153 (0.2256) loss_bbox_dn_0: 0.3447 (0.3297) loss_bbox_dn_1: 0.2625 (0.2564) loss_bbox_dn_2: 0.2510 (0.2448) loss_bbox_dn_3: 0.2465 (0.2419) loss_bbox_dn_4: 0.2458 (0.2416) loss_bbox_dn_5: 0.2451 (0.2415) loss_bbox_dn_pre: 0.3480 (0.3339) loss_bbox_enc_0: 0.3045 (0.3029) loss_bbox_pre: 0.2344 (0.2465) loss_dfl: 0.9641 (0.9708) loss_fgl_aux_0: 1.0258 (1.0228) loss_fgl_aux_1: 0.9794 (0.9761) loss_fgl_aux_2: 0.9657 (0.9710) loss_fgl_aux_3: 0.9644 (0.9708) loss_fgl_aux_4: 0.9641 (0.9708) loss_fgl_dn_0: 1.0990 (1.1054) loss_fgl_dn_1: 1.0069 (1.0068) loss_fgl_dn_2: 0.9956 (0.9972) loss_fgl_dn_3: 0.9965 (0.9979) loss_fgl_dn_4: 0.9970 (0.9982) loss_fgl_dn_5: 0.9971 (0.9983) loss_giou: 0.5985 (0.6319) loss_giou_aux_0: 0.6453 (0.6657) loss_giou_aux_1: 0.6032 (0.6378) loss_giou_aux_2: 0.5992 (0.6325) loss_giou_aux_3: 0.5990 (0.6319) loss_giou_aux_4: 0.5986 (0.6319) loss_giou_dn_0: 0.6822 (0.7000) loss_giou_dn_1: 0.5534 (0.5827) loss_giou_dn_2: 0.5345 (0.5638) loss_giou_dn_3: 0.5302 (0.5598) loss_giou_dn_4: 0.5290 (0.5591) loss_giou_dn_5: 0.5291 (0.5591) loss_giou_dn_pre: 0.6807 (0.6983) loss_giou_enc_0: 0.7374 (0.7580) loss_giou_pre: 0.6425 (0.6637) loss_ddf_aux_0: 0.1064 (0.0927) loss_ddf_aux_1: 0.0116 (0.0113) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2785 (0.2830) loss_ddf_dn_1: 0.0355 (0.0352) loss_ddf_dn_2: 0.0054 (0.0055) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7592 (0.7511) loss_vfl_aux_0: 0.8669 (0.8399) loss_vfl_aux_1: 0.8251 (0.8221) loss_vfl_aux_2: 0.8010 (0.7935) loss_vfl_aux_3: 0.7795 (0.7626) loss_vfl_aux_4: 0.7559 (0.7515) loss_vfl_dn_0: 0.5150 (0.5105) loss_vfl_dn_1: 0.4877 (0.4818) loss_vfl_dn_2: 0.4673 (0.4670) loss_vfl_dn_3: 0.4529 (0.4552) loss_vfl_dn_4: 0.4505 (0.4512) loss_vfl_dn_5: 0.4491 (0.4508) loss_vfl_dn_pre: 0.5175 (0.5114) loss_vfl_enc_0: 0.8459 (0.8249) loss_vfl_pre: 0.8657 (0.8427) time: 0.7346 data: 0.0278 max mem: 9094 Epoch: [5] [2400/3696] eta: 0:16:17 lr: 0.000013 loss: 35.0005 (35.4264) loss_bbox: 0.2245 (0.2256) loss_bbox_aux_0: 0.2425 (0.2464) loss_bbox_aux_1: 0.2265 (0.2293) loss_bbox_aux_2: 0.2262 (0.2262) loss_bbox_aux_3: 0.2253 (0.2257) loss_bbox_aux_4: 0.2248 (0.2256) loss_bbox_dn_0: 0.3369 (0.3296) loss_bbox_dn_1: 0.2623 (0.2563) loss_bbox_dn_2: 0.2489 (0.2447) loss_bbox_dn_3: 0.2459 (0.2418) loss_bbox_dn_4: 0.2448 (0.2415) loss_bbox_dn_5: 0.2450 (0.2414) loss_bbox_dn_pre: 0.3419 (0.3338) loss_bbox_enc_0: 0.2986 (0.3029) loss_bbox_pre: 0.2422 (0.2465) loss_dfl: 0.9853 (0.9705) loss_fgl_aux_0: 1.0271 (1.0224) loss_fgl_aux_1: 0.9921 (0.9758) loss_fgl_aux_2: 0.9866 (0.9708) loss_fgl_aux_3: 0.9857 (0.9706) loss_fgl_aux_4: 0.9856 (0.9705) loss_fgl_dn_0: 1.1062 (1.1053) loss_fgl_dn_1: 1.0110 (1.0067) loss_fgl_dn_2: 0.9977 (0.9971) loss_fgl_dn_3: 0.9978 (0.9979) loss_fgl_dn_4: 0.9975 (0.9982) loss_fgl_dn_5: 0.9975 (0.9982) loss_giou: 0.5815 (0.6322) loss_giou_aux_0: 0.6028 (0.6660) loss_giou_aux_1: 0.5845 (0.6381) loss_giou_aux_2: 0.5803 (0.6328) loss_giou_aux_3: 0.5815 (0.6322) loss_giou_aux_4: 0.5815 (0.6322) loss_giou_dn_0: 0.6720 (0.6999) loss_giou_dn_1: 0.5621 (0.5826) loss_giou_dn_2: 0.5357 (0.5638) loss_giou_dn_3: 0.5329 (0.5597) loss_giou_dn_4: 0.5322 (0.5591) loss_giou_dn_5: 0.5320 (0.5591) loss_giou_dn_pre: 0.6674 (0.6982) loss_giou_enc_0: 0.6865 (0.7582) loss_giou_pre: 0.6008 (0.6640) loss_ddf_aux_0: 0.0880 (0.0926) loss_ddf_aux_1: 0.0107 (0.0113) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2845 (0.2826) loss_ddf_dn_1: 0.0358 (0.0352) loss_ddf_dn_2: 0.0059 (0.0055) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7589 (0.7514) loss_vfl_aux_0: 0.8414 (0.8399) loss_vfl_aux_1: 0.8336 (0.8225) loss_vfl_aux_2: 0.7916 (0.7937) loss_vfl_aux_3: 0.7566 (0.7628) loss_vfl_aux_4: 0.7594 (0.7517) loss_vfl_dn_0: 0.5108 (0.5105) loss_vfl_dn_1: 0.4757 (0.4817) loss_vfl_dn_2: 0.4598 (0.4670) loss_vfl_dn_3: 0.4471 (0.4551) loss_vfl_dn_4: 0.4419 (0.4511) loss_vfl_dn_5: 0.4416 (0.4507) loss_vfl_dn_pre: 0.5110 (0.5114) loss_vfl_enc_0: 0.8562 (0.8250) loss_vfl_pre: 0.8444 (0.8427) time: 0.7489 data: 0.0285 max mem: 9094 Epoch: [5] [2500/3696] eta: 0:15:02 lr: 0.000013 loss: 35.4412 (35.4264) loss_bbox: 0.2157 (0.2257) loss_bbox_aux_0: 0.2327 (0.2465) loss_bbox_aux_1: 0.2184 (0.2293) loss_bbox_aux_2: 0.2167 (0.2263) loss_bbox_aux_3: 0.2159 (0.2257) loss_bbox_aux_4: 0.2158 (0.2257) loss_bbox_dn_0: 0.3063 (0.3293) loss_bbox_dn_1: 0.2347 (0.2561) loss_bbox_dn_2: 0.2207 (0.2445) loss_bbox_dn_3: 0.2194 (0.2417) loss_bbox_dn_4: 0.2198 (0.2413) loss_bbox_dn_5: 0.2201 (0.2413) loss_bbox_dn_pre: 0.3086 (0.3335) loss_bbox_enc_0: 0.2958 (0.3030) loss_bbox_pre: 0.2316 (0.2466) loss_dfl: 0.9591 (0.9702) loss_fgl_aux_0: 1.0109 (1.0221) loss_fgl_aux_1: 0.9627 (0.9755) loss_fgl_aux_2: 0.9596 (0.9705) loss_fgl_aux_3: 0.9584 (0.9703) loss_fgl_aux_4: 0.9587 (0.9702) loss_fgl_dn_0: 1.0932 (1.1051) loss_fgl_dn_1: 1.0009 (1.0067) loss_fgl_dn_2: 0.9938 (0.9970) loss_fgl_dn_3: 0.9946 (0.9978) loss_fgl_dn_4: 0.9946 (0.9981) loss_fgl_dn_5: 0.9946 (0.9981) loss_giou: 0.6335 (0.6328) loss_giou_aux_0: 0.6617 (0.6666) loss_giou_aux_1: 0.6381 (0.6387) loss_giou_aux_2: 0.6326 (0.6334) loss_giou_aux_3: 0.6341 (0.6328) loss_giou_aux_4: 0.6340 (0.6328) loss_giou_dn_0: 0.7020 (0.7003) loss_giou_dn_1: 0.5853 (0.5830) loss_giou_dn_2: 0.5647 (0.5641) loss_giou_dn_3: 0.5608 (0.5601) loss_giou_dn_4: 0.5613 (0.5595) loss_giou_dn_5: 0.5613 (0.5594) loss_giou_dn_pre: 0.7020 (0.6986) loss_giou_enc_0: 0.7518 (0.7588) loss_giou_pre: 0.6583 (0.6645) loss_ddf_aux_0: 0.0908 (0.0925) loss_ddf_aux_1: 0.0102 (0.0113) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2603 (0.2824) loss_ddf_dn_1: 0.0308 (0.0352) loss_ddf_dn_2: 0.0046 (0.0055) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7334 (0.7511) loss_vfl_aux_0: 0.8392 (0.8396) loss_vfl_aux_1: 0.8022 (0.8221) loss_vfl_aux_2: 0.7747 (0.7934) loss_vfl_aux_3: 0.7446 (0.7625) loss_vfl_aux_4: 0.7296 (0.7514) loss_vfl_dn_0: 0.5039 (0.5103) loss_vfl_dn_1: 0.4814 (0.4815) loss_vfl_dn_2: 0.4670 (0.4668) loss_vfl_dn_3: 0.4531 (0.4550) loss_vfl_dn_4: 0.4524 (0.4510) loss_vfl_dn_5: 0.4527 (0.4505) loss_vfl_dn_pre: 0.5049 (0.5113) loss_vfl_enc_0: 0.7990 (0.8246) loss_vfl_pre: 0.8363 (0.8424) time: 0.7968 data: 0.0271 max mem: 9094 Epoch: [5] [2600/3696] eta: 0:13:45 lr: 0.000013 loss: 35.2096 (35.4202) loss_bbox: 0.2217 (0.2255) loss_bbox_aux_0: 0.2453 (0.2463) loss_bbox_aux_1: 0.2280 (0.2292) loss_bbox_aux_2: 0.2214 (0.2261) loss_bbox_aux_3: 0.2217 (0.2256) loss_bbox_aux_4: 0.2217 (0.2256) loss_bbox_dn_0: 0.3125 (0.3294) loss_bbox_dn_1: 0.2384 (0.2562) loss_bbox_dn_2: 0.2337 (0.2445) loss_bbox_dn_3: 0.2292 (0.2417) loss_bbox_dn_4: 0.2282 (0.2413) loss_bbox_dn_5: 0.2284 (0.2413) loss_bbox_dn_pre: 0.3090 (0.3335) loss_bbox_enc_0: 0.2921 (0.3029) loss_bbox_pre: 0.2430 (0.2465) loss_dfl: 0.9370 (0.9702) loss_fgl_aux_0: 0.9919 (1.0220) loss_fgl_aux_1: 0.9385 (0.9755) loss_fgl_aux_2: 0.9367 (0.9704) loss_fgl_aux_3: 0.9371 (0.9702) loss_fgl_aux_4: 0.9372 (0.9702) loss_fgl_dn_0: 1.0994 (1.1051) loss_fgl_dn_1: 1.0018 (1.0066) loss_fgl_dn_2: 0.9894 (0.9969) loss_fgl_dn_3: 0.9914 (0.9977) loss_fgl_dn_4: 0.9921 (0.9980) loss_fgl_dn_5: 0.9921 (0.9980) loss_giou: 0.6424 (0.6326) loss_giou_aux_0: 0.6794 (0.6664) loss_giou_aux_1: 0.6507 (0.6384) loss_giou_aux_2: 0.6440 (0.6331) loss_giou_aux_3: 0.6427 (0.6326) loss_giou_aux_4: 0.6422 (0.6326) loss_giou_dn_0: 0.6944 (0.7003) loss_giou_dn_1: 0.5681 (0.5829) loss_giou_dn_2: 0.5528 (0.5640) loss_giou_dn_3: 0.5483 (0.5600) loss_giou_dn_4: 0.5475 (0.5593) loss_giou_dn_5: 0.5475 (0.5593) loss_giou_dn_pre: 0.6902 (0.6986) loss_giou_enc_0: 0.7800 (0.7586) loss_giou_pre: 0.6792 (0.6643) loss_ddf_aux_0: 0.0913 (0.0925) loss_ddf_aux_1: 0.0111 (0.0112) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2780 (0.2824) loss_ddf_dn_1: 0.0370 (0.0351) loss_ddf_dn_2: 0.0060 (0.0055) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7150 (0.7510) loss_vfl_aux_0: 0.8162 (0.8393) loss_vfl_aux_1: 0.8016 (0.8218) loss_vfl_aux_2: 0.7644 (0.7934) loss_vfl_aux_3: 0.7389 (0.7625) loss_vfl_aux_4: 0.7209 (0.7515) loss_vfl_dn_0: 0.5040 (0.5103) loss_vfl_dn_1: 0.4771 (0.4814) loss_vfl_dn_2: 0.4643 (0.4667) loss_vfl_dn_3: 0.4567 (0.4549) loss_vfl_dn_4: 0.4500 (0.4508) loss_vfl_dn_5: 0.4503 (0.4504) loss_vfl_dn_pre: 0.5042 (0.5112) loss_vfl_enc_0: 0.8055 (0.8245) loss_vfl_pre: 0.8226 (0.8421) time: 0.7352 data: 0.0299 max mem: 9094 Epoch: [5] [2700/3696] eta: 0:12:30 lr: 0.000013 loss: 35.3576 (35.4184) loss_bbox: 0.2114 (0.2254) loss_bbox_aux_0: 0.2257 (0.2460) loss_bbox_aux_1: 0.2156 (0.2290) loss_bbox_aux_2: 0.2126 (0.2259) loss_bbox_aux_3: 0.2116 (0.2254) loss_bbox_aux_4: 0.2115 (0.2254) loss_bbox_dn_0: 0.2911 (0.3288) loss_bbox_dn_1: 0.2203 (0.2557) loss_bbox_dn_2: 0.2082 (0.2441) loss_bbox_dn_3: 0.2075 (0.2413) loss_bbox_dn_4: 0.2071 (0.2409) loss_bbox_dn_5: 0.2070 (0.2409) loss_bbox_dn_pre: 0.2919 (0.3330) loss_bbox_enc_0: 0.2661 (0.3024) loss_bbox_pre: 0.2257 (0.2462) loss_dfl: 0.9700 (0.9700) loss_fgl_aux_0: 1.0057 (1.0217) loss_fgl_aux_1: 0.9761 (0.9753) loss_fgl_aux_2: 0.9710 (0.9703) loss_fgl_aux_3: 0.9705 (0.9701) loss_fgl_aux_4: 0.9704 (0.9700) loss_fgl_dn_0: 1.0962 (1.1049) loss_fgl_dn_1: 1.0069 (1.0066) loss_fgl_dn_2: 1.0027 (0.9969) loss_fgl_dn_3: 1.0030 (0.9977) loss_fgl_dn_4: 1.0033 (0.9980) loss_fgl_dn_5: 1.0035 (0.9980) loss_giou: 0.6893 (0.6333) loss_giou_aux_0: 0.7179 (0.6670) loss_giou_aux_1: 0.6937 (0.6391) loss_giou_aux_2: 0.6921 (0.6339) loss_giou_aux_3: 0.6901 (0.6333) loss_giou_aux_4: 0.6898 (0.6333) loss_giou_dn_0: 0.7086 (0.7006) loss_giou_dn_1: 0.6059 (0.5832) loss_giou_dn_2: 0.5862 (0.5643) loss_giou_dn_3: 0.5838 (0.5603) loss_giou_dn_4: 0.5834 (0.5596) loss_giou_dn_5: 0.5834 (0.5596) loss_giou_dn_pre: 0.7076 (0.6989) loss_giou_enc_0: 0.8067 (0.7591) loss_giou_pre: 0.7150 (0.6649) loss_ddf_aux_0: 0.0825 (0.0924) loss_ddf_aux_1: 0.0099 (0.0112) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2701 (0.2820) loss_ddf_dn_1: 0.0343 (0.0351) loss_ddf_dn_2: 0.0058 (0.0055) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7377 (0.7509) loss_vfl_aux_0: 0.8035 (0.8389) loss_vfl_aux_1: 0.7894 (0.8215) loss_vfl_aux_2: 0.7609 (0.7932) loss_vfl_aux_3: 0.7450 (0.7624) loss_vfl_aux_4: 0.7336 (0.7513) loss_vfl_dn_0: 0.5022 (0.5102) loss_vfl_dn_1: 0.4790 (0.4814) loss_vfl_dn_2: 0.4636 (0.4667) loss_vfl_dn_3: 0.4556 (0.4549) loss_vfl_dn_4: 0.4503 (0.4508) loss_vfl_dn_5: 0.4490 (0.4504) loss_vfl_dn_pre: 0.5033 (0.5111) loss_vfl_enc_0: 0.7997 (0.8241) loss_vfl_pre: 0.8032 (0.8417) time: 0.7369 data: 0.0278 max mem: 9094 Epoch: [5] [2800/3696] eta: 0:11:15 lr: 0.000013 loss: 35.1921 (35.4144) loss_bbox: 0.2193 (0.2253) loss_bbox_aux_0: 0.2413 (0.2460) loss_bbox_aux_1: 0.2244 (0.2290) loss_bbox_aux_2: 0.2211 (0.2259) loss_bbox_aux_3: 0.2198 (0.2254) loss_bbox_aux_4: 0.2197 (0.2254) loss_bbox_dn_0: 0.3190 (0.3286) loss_bbox_dn_1: 0.2509 (0.2555) loss_bbox_dn_2: 0.2379 (0.2439) loss_bbox_dn_3: 0.2361 (0.2410) loss_bbox_dn_4: 0.2352 (0.2407) loss_bbox_dn_5: 0.2351 (0.2406) loss_bbox_dn_pre: 0.3208 (0.3327) loss_bbox_enc_0: 0.2907 (0.3022) loss_bbox_pre: 0.2439 (0.2461) loss_dfl: 0.9677 (0.9698) loss_fgl_aux_0: 1.0141 (1.0212) loss_fgl_aux_1: 0.9689 (0.9750) loss_fgl_aux_2: 0.9674 (0.9700) loss_fgl_aux_3: 0.9679 (0.9698) loss_fgl_aux_4: 0.9678 (0.9698) loss_fgl_dn_0: 1.1018 (1.1049) loss_fgl_dn_1: 1.0087 (1.0066) loss_fgl_dn_2: 0.9990 (0.9970) loss_fgl_dn_3: 0.9985 (0.9978) loss_fgl_dn_4: 0.9988 (0.9981) loss_fgl_dn_5: 0.9988 (0.9981) loss_giou: 0.6310 (0.6338) loss_giou_aux_0: 0.6692 (0.6675) loss_giou_aux_1: 0.6402 (0.6397) loss_giou_aux_2: 0.6336 (0.6344) loss_giou_aux_3: 0.6312 (0.6338) loss_giou_aux_4: 0.6311 (0.6338) loss_giou_dn_0: 0.7063 (0.7006) loss_giou_dn_1: 0.5889 (0.5831) loss_giou_dn_2: 0.5699 (0.5642) loss_giou_dn_3: 0.5656 (0.5602) loss_giou_dn_4: 0.5655 (0.5596) loss_giou_dn_5: 0.5655 (0.5596) loss_giou_dn_pre: 0.7020 (0.6989) loss_giou_enc_0: 0.7473 (0.7595) loss_giou_pre: 0.6680 (0.6654) loss_ddf_aux_0: 0.0854 (0.0922) loss_ddf_aux_1: 0.0110 (0.0112) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2573 (0.2819) loss_ddf_dn_1: 0.0330 (0.0351) loss_ddf_dn_2: 0.0054 (0.0055) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7229 (0.7505) loss_vfl_aux_0: 0.8179 (0.8384) loss_vfl_aux_1: 0.8036 (0.8209) loss_vfl_aux_2: 0.7685 (0.7928) loss_vfl_aux_3: 0.7358 (0.7619) loss_vfl_aux_4: 0.7241 (0.7509) loss_vfl_dn_0: 0.5021 (0.5102) loss_vfl_dn_1: 0.4720 (0.4813) loss_vfl_dn_2: 0.4575 (0.4667) loss_vfl_dn_3: 0.4493 (0.4548) loss_vfl_dn_4: 0.4448 (0.4508) loss_vfl_dn_5: 0.4450 (0.4504) loss_vfl_dn_pre: 0.5035 (0.5111) loss_vfl_enc_0: 0.8088 (0.8237) loss_vfl_pre: 0.8195 (0.8411) time: 0.7592 data: 0.0244 max mem: 9094 Epoch: [5] [2900/3696] eta: 0:10:00 lr: 0.000013 loss: 35.8026 (35.4123) loss_bbox: 0.2264 (0.2252) loss_bbox_aux_0: 0.2453 (0.2458) loss_bbox_aux_1: 0.2283 (0.2289) loss_bbox_aux_2: 0.2262 (0.2258) loss_bbox_aux_3: 0.2265 (0.2253) loss_bbox_aux_4: 0.2265 (0.2252) loss_bbox_dn_0: 0.3208 (0.3282) loss_bbox_dn_1: 0.2537 (0.2551) loss_bbox_dn_2: 0.2413 (0.2436) loss_bbox_dn_3: 0.2387 (0.2407) loss_bbox_dn_4: 0.2391 (0.2403) loss_bbox_dn_5: 0.2391 (0.2403) loss_bbox_dn_pre: 0.3225 (0.3323) loss_bbox_enc_0: 0.2987 (0.3021) loss_bbox_pre: 0.2504 (0.2460) loss_dfl: 0.9680 (0.9699) loss_fgl_aux_0: 1.0344 (1.0213) loss_fgl_aux_1: 0.9775 (0.9751) loss_fgl_aux_2: 0.9697 (0.9701) loss_fgl_aux_3: 0.9683 (0.9699) loss_fgl_aux_4: 0.9682 (0.9699) loss_fgl_dn_0: 1.1002 (1.1049) loss_fgl_dn_1: 1.0092 (1.0067) loss_fgl_dn_2: 0.9971 (0.9970) loss_fgl_dn_3: 0.9980 (0.9978) loss_fgl_dn_4: 0.9982 (0.9981) loss_fgl_dn_5: 0.9979 (0.9981) loss_giou: 0.6224 (0.6338) loss_giou_aux_0: 0.6579 (0.6675) loss_giou_aux_1: 0.6281 (0.6397) loss_giou_aux_2: 0.6208 (0.6344) loss_giou_aux_3: 0.6219 (0.6338) loss_giou_aux_4: 0.6221 (0.6338) loss_giou_dn_0: 0.7016 (0.7006) loss_giou_dn_1: 0.5823 (0.5831) loss_giou_dn_2: 0.5670 (0.5642) loss_giou_dn_3: 0.5622 (0.5602) loss_giou_dn_4: 0.5601 (0.5596) loss_giou_dn_5: 0.5596 (0.5595) loss_giou_dn_pre: 0.6981 (0.6988) loss_giou_enc_0: 0.7317 (0.7596) loss_giou_pre: 0.6556 (0.6654) loss_ddf_aux_0: 0.0974 (0.0921) loss_ddf_aux_1: 0.0121 (0.0112) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2743 (0.2816) loss_ddf_dn_1: 0.0347 (0.0351) loss_ddf_dn_2: 0.0056 (0.0055) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7394 (0.7507) loss_vfl_aux_0: 0.8378 (0.8384) loss_vfl_aux_1: 0.8420 (0.8212) loss_vfl_aux_2: 0.8193 (0.7932) loss_vfl_aux_3: 0.7513 (0.7622) loss_vfl_aux_4: 0.7361 (0.7511) loss_vfl_dn_0: 0.5063 (0.5102) loss_vfl_dn_1: 0.4782 (0.4813) loss_vfl_dn_2: 0.4622 (0.4666) loss_vfl_dn_3: 0.4532 (0.4548) loss_vfl_dn_4: 0.4482 (0.4508) loss_vfl_dn_5: 0.4468 (0.4504) loss_vfl_dn_pre: 0.5066 (0.5111) loss_vfl_enc_0: 0.8294 (0.8236) loss_vfl_pre: 0.8375 (0.8412) time: 0.7520 data: 0.0258 max mem: 9094 Epoch: [5] [3000/3696] eta: 0:08:45 lr: 0.000013 loss: 35.6724 (35.4074) loss_bbox: 0.2211 (0.2252) loss_bbox_aux_0: 0.2372 (0.2459) loss_bbox_aux_1: 0.2269 (0.2289) loss_bbox_aux_2: 0.2226 (0.2258) loss_bbox_aux_3: 0.2211 (0.2253) loss_bbox_aux_4: 0.2210 (0.2252) loss_bbox_dn_0: 0.3243 (0.3282) loss_bbox_dn_1: 0.2538 (0.2551) loss_bbox_dn_2: 0.2421 (0.2435) loss_bbox_dn_3: 0.2403 (0.2407) loss_bbox_dn_4: 0.2403 (0.2403) loss_bbox_dn_5: 0.2401 (0.2403) loss_bbox_dn_pre: 0.3287 (0.3324) loss_bbox_enc_0: 0.2969 (0.3022) loss_bbox_pre: 0.2370 (0.2461) loss_dfl: 0.9588 (0.9699) loss_fgl_aux_0: 1.0133 (1.0213) loss_fgl_aux_1: 0.9668 (0.9751) loss_fgl_aux_2: 0.9573 (0.9701) loss_fgl_aux_3: 0.9587 (0.9699) loss_fgl_aux_4: 0.9587 (0.9699) loss_fgl_dn_0: 1.0940 (1.1049) loss_fgl_dn_1: 1.0092 (1.0067) loss_fgl_dn_2: 0.9965 (0.9970) loss_fgl_dn_3: 0.9976 (0.9978) loss_fgl_dn_4: 0.9979 (0.9981) loss_fgl_dn_5: 0.9980 (0.9981) loss_giou: 0.6657 (0.6335) loss_giou_aux_0: 0.6963 (0.6672) loss_giou_aux_1: 0.6663 (0.6394) loss_giou_aux_2: 0.6646 (0.6341) loss_giou_aux_3: 0.6658 (0.6335) loss_giou_aux_4: 0.6660 (0.6335) loss_giou_dn_0: 0.7154 (0.7004) loss_giou_dn_1: 0.6018 (0.5829) loss_giou_dn_2: 0.5805 (0.5640) loss_giou_dn_3: 0.5762 (0.5600) loss_giou_dn_4: 0.5736 (0.5593) loss_giou_dn_5: 0.5738 (0.5593) loss_giou_dn_pre: 0.7112 (0.6987) loss_giou_enc_0: 0.7744 (0.7593) loss_giou_pre: 0.6943 (0.6652) loss_ddf_aux_0: 0.0882 (0.0922) loss_ddf_aux_1: 0.0113 (0.0112) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2631 (0.2817) loss_ddf_dn_1: 0.0369 (0.0352) loss_ddf_dn_2: 0.0056 (0.0055) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7319 (0.7504) loss_vfl_aux_0: 0.8181 (0.8381) loss_vfl_aux_1: 0.7892 (0.8209) loss_vfl_aux_2: 0.7864 (0.7930) loss_vfl_aux_3: 0.7386 (0.7619) loss_vfl_aux_4: 0.7337 (0.7508) loss_vfl_dn_0: 0.5056 (0.5102) loss_vfl_dn_1: 0.4794 (0.4813) loss_vfl_dn_2: 0.4656 (0.4666) loss_vfl_dn_3: 0.4557 (0.4548) loss_vfl_dn_4: 0.4498 (0.4508) loss_vfl_dn_5: 0.4482 (0.4503) loss_vfl_dn_pre: 0.5063 (0.5111) loss_vfl_enc_0: 0.8041 (0.8235) loss_vfl_pre: 0.8239 (0.8408) time: 0.7545 data: 0.0279 max mem: 9094 Epoch: [5] [3100/3696] eta: 0:07:29 lr: 0.000013 loss: 35.0621 (35.4004) loss_bbox: 0.2317 (0.2251) loss_bbox_aux_0: 0.2479 (0.2459) loss_bbox_aux_1: 0.2368 (0.2288) loss_bbox_aux_2: 0.2343 (0.2257) loss_bbox_aux_3: 0.2320 (0.2252) loss_bbox_aux_4: 0.2318 (0.2251) loss_bbox_dn_0: 0.3068 (0.3282) loss_bbox_dn_1: 0.2342 (0.2551) loss_bbox_dn_2: 0.2240 (0.2435) loss_bbox_dn_3: 0.2238 (0.2406) loss_bbox_dn_4: 0.2233 (0.2402) loss_bbox_dn_5: 0.2239 (0.2402) loss_bbox_dn_pre: 0.3117 (0.3324) loss_bbox_enc_0: 0.2981 (0.3021) loss_bbox_pre: 0.2481 (0.2460) loss_dfl: 0.9581 (0.9697) loss_fgl_aux_0: 1.0119 (1.0213) loss_fgl_aux_1: 0.9662 (0.9749) loss_fgl_aux_2: 0.9578 (0.9699) loss_fgl_aux_3: 0.9583 (0.9697) loss_fgl_aux_4: 0.9583 (0.9697) loss_fgl_dn_0: 1.1043 (1.1050) loss_fgl_dn_1: 1.0028 (1.0066) loss_fgl_dn_2: 0.9929 (0.9969) loss_fgl_dn_3: 0.9938 (0.9976) loss_fgl_dn_4: 0.9947 (0.9979) loss_fgl_dn_5: 0.9948 (0.9980) loss_giou: 0.6341 (0.6333) loss_giou_aux_0: 0.6650 (0.6671) loss_giou_aux_1: 0.6401 (0.6392) loss_giou_aux_2: 0.6373 (0.6339) loss_giou_aux_3: 0.6344 (0.6333) loss_giou_aux_4: 0.6343 (0.6333) loss_giou_dn_0: 0.6794 (0.7001) loss_giou_dn_1: 0.5697 (0.5826) loss_giou_dn_2: 0.5546 (0.5636) loss_giou_dn_3: 0.5497 (0.5596) loss_giou_dn_4: 0.5501 (0.5590) loss_giou_dn_5: 0.5502 (0.5589) loss_giou_dn_pre: 0.6804 (0.6984) loss_giou_enc_0: 0.7614 (0.7592) loss_giou_pre: 0.6623 (0.6650) loss_ddf_aux_0: 0.0939 (0.0925) loss_ddf_aux_1: 0.0108 (0.0112) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2619 (0.2820) loss_ddf_dn_1: 0.0344 (0.0352) loss_ddf_dn_2: 0.0062 (0.0055) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7308 (0.7503) loss_vfl_aux_0: 0.8107 (0.8380) loss_vfl_aux_1: 0.7981 (0.8207) loss_vfl_aux_2: 0.7668 (0.7930) loss_vfl_aux_3: 0.7417 (0.7619) loss_vfl_aux_4: 0.7264 (0.7508) loss_vfl_dn_0: 0.5156 (0.5102) loss_vfl_dn_1: 0.4832 (0.4813) loss_vfl_dn_2: 0.4656 (0.4665) loss_vfl_dn_3: 0.4568 (0.4547) loss_vfl_dn_4: 0.4519 (0.4507) loss_vfl_dn_5: 0.4517 (0.4502) loss_vfl_dn_pre: 0.5162 (0.5111) loss_vfl_enc_0: 0.8071 (0.8234) loss_vfl_pre: 0.8107 (0.8406) time: 0.7578 data: 0.0277 max mem: 9094 Epoch: [5] [3200/3696] eta: 0:06:14 lr: 0.000013 loss: 35.8917 (35.3978) loss_bbox: 0.2247 (0.2252) loss_bbox_aux_0: 0.2555 (0.2460) loss_bbox_aux_1: 0.2298 (0.2289) loss_bbox_aux_2: 0.2270 (0.2258) loss_bbox_aux_3: 0.2246 (0.2253) loss_bbox_aux_4: 0.2247 (0.2252) loss_bbox_dn_0: 0.3137 (0.3282) loss_bbox_dn_1: 0.2576 (0.2550) loss_bbox_dn_2: 0.2514 (0.2434) loss_bbox_dn_3: 0.2484 (0.2405) loss_bbox_dn_4: 0.2485 (0.2402) loss_bbox_dn_5: 0.2487 (0.2402) loss_bbox_dn_pre: 0.3203 (0.3323) loss_bbox_enc_0: 0.3130 (0.3022) loss_bbox_pre: 0.2553 (0.2461) loss_dfl: 0.9523 (0.9698) loss_fgl_aux_0: 1.0185 (1.0214) loss_fgl_aux_1: 0.9627 (0.9750) loss_fgl_aux_2: 0.9538 (0.9700) loss_fgl_aux_3: 0.9523 (0.9698) loss_fgl_aux_4: 0.9525 (0.9698) loss_fgl_dn_0: 1.1052 (1.1051) loss_fgl_dn_1: 1.0046 (1.0066) loss_fgl_dn_2: 0.9929 (0.9969) loss_fgl_dn_3: 0.9925 (0.9976) loss_fgl_dn_4: 0.9923 (0.9979) loss_fgl_dn_5: 0.9922 (0.9980) loss_giou: 0.6212 (0.6331) loss_giou_aux_0: 0.6554 (0.6669) loss_giou_aux_1: 0.6319 (0.6390) loss_giou_aux_2: 0.6232 (0.6337) loss_giou_aux_3: 0.6218 (0.6331) loss_giou_aux_4: 0.6212 (0.6331) loss_giou_dn_0: 0.6794 (0.6997) loss_giou_dn_1: 0.5733 (0.5823) loss_giou_dn_2: 0.5504 (0.5634) loss_giou_dn_3: 0.5475 (0.5593) loss_giou_dn_4: 0.5477 (0.5587) loss_giou_dn_5: 0.5477 (0.5587) loss_giou_dn_pre: 0.6794 (0.6980) loss_giou_enc_0: 0.7478 (0.7591) loss_giou_pre: 0.6520 (0.6649) loss_ddf_aux_0: 0.0919 (0.0925) loss_ddf_aux_1: 0.0105 (0.0112) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2570 (0.2819) loss_ddf_dn_1: 0.0348 (0.0352) loss_ddf_dn_2: 0.0047 (0.0056) loss_ddf_dn_3: 0.0004 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7610 (0.7503) loss_vfl_aux_0: 0.8378 (0.8379) loss_vfl_aux_1: 0.8275 (0.8207) loss_vfl_aux_2: 0.8235 (0.7930) loss_vfl_aux_3: 0.7698 (0.7620) loss_vfl_aux_4: 0.7643 (0.7508) loss_vfl_dn_0: 0.5190 (0.5103) loss_vfl_dn_1: 0.4864 (0.4813) loss_vfl_dn_2: 0.4760 (0.4665) loss_vfl_dn_3: 0.4651 (0.4547) loss_vfl_dn_4: 0.4609 (0.4507) loss_vfl_dn_5: 0.4597 (0.4502) loss_vfl_dn_pre: 0.5192 (0.5112) loss_vfl_enc_0: 0.8268 (0.8234) loss_vfl_pre: 0.8419 (0.8405) time: 0.8891 data: 0.0257 max mem: 9094 Epoch: [5] [3300/3696] eta: 0:04:58 lr: 0.000013 loss: 35.0694 (35.3910) loss_bbox: 0.2024 (0.2251) loss_bbox_aux_0: 0.2325 (0.2459) loss_bbox_aux_1: 0.2046 (0.2288) loss_bbox_aux_2: 0.2025 (0.2257) loss_bbox_aux_3: 0.2025 (0.2252) loss_bbox_aux_4: 0.2024 (0.2251) loss_bbox_dn_0: 0.2903 (0.3279) loss_bbox_dn_1: 0.2361 (0.2549) loss_bbox_dn_2: 0.2251 (0.2433) loss_bbox_dn_3: 0.2223 (0.2404) loss_bbox_dn_4: 0.2220 (0.2401) loss_bbox_dn_5: 0.2220 (0.2400) loss_bbox_dn_pre: 0.2936 (0.3321) loss_bbox_enc_0: 0.2753 (0.3020) loss_bbox_pre: 0.2339 (0.2460) loss_dfl: 0.9759 (0.9700) loss_fgl_aux_0: 1.0190 (1.0216) loss_fgl_aux_1: 0.9778 (0.9752) loss_fgl_aux_2: 0.9780 (0.9702) loss_fgl_aux_3: 0.9758 (0.9700) loss_fgl_aux_4: 0.9757 (0.9700) loss_fgl_dn_0: 1.1078 (1.1052) loss_fgl_dn_1: 1.0070 (1.0067) loss_fgl_dn_2: 0.9972 (0.9969) loss_fgl_dn_3: 0.9999 (0.9977) loss_fgl_dn_4: 1.0008 (0.9980) loss_fgl_dn_5: 1.0010 (0.9981) loss_giou: 0.6393 (0.6328) loss_giou_aux_0: 0.6685 (0.6666) loss_giou_aux_1: 0.6394 (0.6387) loss_giou_aux_2: 0.6382 (0.6334) loss_giou_aux_3: 0.6389 (0.6328) loss_giou_aux_4: 0.6393 (0.6328) loss_giou_dn_0: 0.6926 (0.6993) loss_giou_dn_1: 0.5818 (0.5819) loss_giou_dn_2: 0.5692 (0.5630) loss_giou_dn_3: 0.5661 (0.5589) loss_giou_dn_4: 0.5644 (0.5583) loss_giou_dn_5: 0.5642 (0.5583) loss_giou_dn_pre: 0.6905 (0.6976) loss_giou_enc_0: 0.7609 (0.7587) loss_giou_pre: 0.6672 (0.6646) loss_ddf_aux_0: 0.0844 (0.0924) loss_ddf_aux_1: 0.0096 (0.0112) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2537 (0.2816) loss_ddf_dn_1: 0.0321 (0.0352) loss_ddf_dn_2: 0.0056 (0.0055) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7437 (0.7502) loss_vfl_aux_0: 0.8243 (0.8377) loss_vfl_aux_1: 0.8074 (0.8206) loss_vfl_aux_2: 0.7720 (0.7929) loss_vfl_aux_3: 0.7560 (0.7618) loss_vfl_aux_4: 0.7357 (0.7507) loss_vfl_dn_0: 0.5114 (0.5104) loss_vfl_dn_1: 0.4785 (0.4813) loss_vfl_dn_2: 0.4581 (0.4665) loss_vfl_dn_3: 0.4503 (0.4547) loss_vfl_dn_4: 0.4476 (0.4506) loss_vfl_dn_5: 0.4481 (0.4502) loss_vfl_dn_pre: 0.5125 (0.5113) loss_vfl_enc_0: 0.7985 (0.8234) loss_vfl_pre: 0.8287 (0.8404) time: 0.7579 data: 0.0308 max mem: 9094 Epoch: [5] [3400/3696] eta: 0:03:43 lr: 0.000013 loss: 35.8222 (35.3867) loss_bbox: 0.2437 (0.2252) loss_bbox_aux_0: 0.2597 (0.2459) loss_bbox_aux_1: 0.2440 (0.2288) loss_bbox_aux_2: 0.2430 (0.2258) loss_bbox_aux_3: 0.2436 (0.2252) loss_bbox_aux_4: 0.2438 (0.2252) loss_bbox_dn_0: 0.3517 (0.3281) loss_bbox_dn_1: 0.2774 (0.2550) loss_bbox_dn_2: 0.2679 (0.2434) loss_bbox_dn_3: 0.2659 (0.2406) loss_bbox_dn_4: 0.2661 (0.2402) loss_bbox_dn_5: 0.2663 (0.2402) loss_bbox_dn_pre: 0.3521 (0.3322) loss_bbox_enc_0: 0.3307 (0.3019) loss_bbox_pre: 0.2593 (0.2460) loss_dfl: 0.9658 (0.9699) loss_fgl_aux_0: 1.0421 (1.0216) loss_fgl_aux_1: 0.9736 (0.9752) loss_fgl_aux_2: 0.9656 (0.9702) loss_fgl_aux_3: 0.9659 (0.9700) loss_fgl_aux_4: 0.9659 (0.9700) loss_fgl_dn_0: 1.1143 (1.1053) loss_fgl_dn_1: 1.0039 (1.0067) loss_fgl_dn_2: 0.9930 (0.9970) loss_fgl_dn_3: 0.9942 (0.9977) loss_fgl_dn_4: 0.9948 (0.9980) loss_fgl_dn_5: 0.9950 (0.9981) loss_giou: 0.5702 (0.6325) loss_giou_aux_0: 0.6014 (0.6664) loss_giou_aux_1: 0.5741 (0.6384) loss_giou_aux_2: 0.5695 (0.6331) loss_giou_aux_3: 0.5701 (0.6325) loss_giou_aux_4: 0.5702 (0.6325) loss_giou_dn_0: 0.6637 (0.6990) loss_giou_dn_1: 0.5398 (0.5816) loss_giou_dn_2: 0.5216 (0.5627) loss_giou_dn_3: 0.5209 (0.5587) loss_giou_dn_4: 0.5214 (0.5581) loss_giou_dn_5: 0.5217 (0.5580) loss_giou_dn_pre: 0.6609 (0.6972) loss_giou_enc_0: 0.6914 (0.7584) loss_giou_pre: 0.5925 (0.6643) loss_ddf_aux_0: 0.1003 (0.0923) loss_ddf_aux_1: 0.0115 (0.0112) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2711 (0.2814) loss_ddf_dn_1: 0.0319 (0.0351) loss_ddf_dn_2: 0.0052 (0.0055) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7702 (0.7503) loss_vfl_aux_0: 0.8427 (0.8375) loss_vfl_aux_1: 0.8510 (0.8204) loss_vfl_aux_2: 0.8145 (0.7927) loss_vfl_aux_3: 0.7863 (0.7618) loss_vfl_aux_4: 0.7646 (0.7507) loss_vfl_dn_0: 0.5031 (0.5104) loss_vfl_dn_1: 0.4765 (0.4812) loss_vfl_dn_2: 0.4636 (0.4664) loss_vfl_dn_3: 0.4508 (0.4546) loss_vfl_dn_4: 0.4454 (0.4506) loss_vfl_dn_5: 0.4442 (0.4501) loss_vfl_dn_pre: 0.5043 (0.5113) loss_vfl_enc_0: 0.8473 (0.8232) loss_vfl_pre: 0.8450 (0.8401) time: 0.7371 data: 0.0332 max mem: 9094 Epoch: [5] [3500/3696] eta: 0:02:27 lr: 0.000013 loss: 35.2970 (35.3869) loss_bbox: 0.2227 (0.2252) loss_bbox_aux_0: 0.2372 (0.2459) loss_bbox_aux_1: 0.2248 (0.2289) loss_bbox_aux_2: 0.2241 (0.2258) loss_bbox_aux_3: 0.2229 (0.2252) loss_bbox_aux_4: 0.2229 (0.2252) loss_bbox_dn_0: 0.2983 (0.3280) loss_bbox_dn_1: 0.2336 (0.2550) loss_bbox_dn_2: 0.2253 (0.2434) loss_bbox_dn_3: 0.2205 (0.2406) loss_bbox_dn_4: 0.2206 (0.2403) loss_bbox_dn_5: 0.2207 (0.2402) loss_bbox_dn_pre: 0.3032 (0.3321) loss_bbox_enc_0: 0.2819 (0.3019) loss_bbox_pre: 0.2371 (0.2460) loss_dfl: 0.9859 (0.9702) loss_fgl_aux_0: 1.0221 (1.0218) loss_fgl_aux_1: 0.9902 (0.9754) loss_fgl_aux_2: 0.9858 (0.9704) loss_fgl_aux_3: 0.9858 (0.9702) loss_fgl_aux_4: 0.9858 (0.9702) loss_fgl_dn_0: 1.1035 (1.1053) loss_fgl_dn_1: 1.0103 (1.0068) loss_fgl_dn_2: 1.0007 (0.9971) loss_fgl_dn_3: 1.0008 (0.9978) loss_fgl_dn_4: 1.0002 (0.9981) loss_fgl_dn_5: 1.0000 (0.9982) loss_giou: 0.6262 (0.6324) loss_giou_aux_0: 0.6580 (0.6663) loss_giou_aux_1: 0.6313 (0.6383) loss_giou_aux_2: 0.6283 (0.6330) loss_giou_aux_3: 0.6260 (0.6324) loss_giou_aux_4: 0.6257 (0.6324) loss_giou_dn_0: 0.7008 (0.6988) loss_giou_dn_1: 0.5896 (0.5816) loss_giou_dn_2: 0.5744 (0.5627) loss_giou_dn_3: 0.5703 (0.5587) loss_giou_dn_4: 0.5692 (0.5581) loss_giou_dn_5: 0.5693 (0.5580) loss_giou_dn_pre: 0.7022 (0.6971) loss_giou_enc_0: 0.7574 (0.7583) loss_giou_pre: 0.6563 (0.6642) loss_ddf_aux_0: 0.0923 (0.0924) loss_ddf_aux_1: 0.0121 (0.0112) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2665 (0.2810) loss_ddf_dn_1: 0.0332 (0.0351) loss_ddf_dn_2: 0.0054 (0.0055) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7367 (0.7503) loss_vfl_aux_0: 0.8143 (0.8375) loss_vfl_aux_1: 0.8071 (0.8205) loss_vfl_aux_2: 0.7821 (0.7929) loss_vfl_aux_3: 0.7476 (0.7619) loss_vfl_aux_4: 0.7323 (0.7508) loss_vfl_dn_0: 0.5044 (0.5104) loss_vfl_dn_1: 0.4738 (0.4811) loss_vfl_dn_2: 0.4565 (0.4664) loss_vfl_dn_3: 0.4437 (0.4545) loss_vfl_dn_4: 0.4408 (0.4505) loss_vfl_dn_5: 0.4420 (0.4501) loss_vfl_dn_pre: 0.5042 (0.5113) loss_vfl_enc_0: 0.8282 (0.8233) loss_vfl_pre: 0.8191 (0.8402) time: 0.7393 data: 0.0266 max mem: 9094 Epoch: [5] [3600/3696] eta: 0:01:12 lr: 0.000013 loss: 35.0882 (35.3799) loss_bbox: 0.1917 (0.2249) loss_bbox_aux_0: 0.2089 (0.2456) loss_bbox_aux_1: 0.1963 (0.2286) loss_bbox_aux_2: 0.1923 (0.2255) loss_bbox_aux_3: 0.1918 (0.2250) loss_bbox_aux_4: 0.1917 (0.2249) loss_bbox_dn_0: 0.2951 (0.3278) loss_bbox_dn_1: 0.2285 (0.2548) loss_bbox_dn_2: 0.2162 (0.2432) loss_bbox_dn_3: 0.2142 (0.2404) loss_bbox_dn_4: 0.2141 (0.2400) loss_bbox_dn_5: 0.2141 (0.2400) loss_bbox_dn_pre: 0.3009 (0.3319) loss_bbox_enc_0: 0.2579 (0.3016) loss_bbox_pre: 0.2112 (0.2458) loss_dfl: 0.9638 (0.9699) loss_fgl_aux_0: 1.0135 (1.0215) loss_fgl_aux_1: 0.9693 (0.9752) loss_fgl_aux_2: 0.9651 (0.9702) loss_fgl_aux_3: 0.9636 (0.9700) loss_fgl_aux_4: 0.9638 (0.9699) loss_fgl_dn_0: 1.1018 (1.1051) loss_fgl_dn_1: 0.9992 (1.0067) loss_fgl_dn_2: 0.9896 (0.9970) loss_fgl_dn_3: 0.9900 (0.9978) loss_fgl_dn_4: 0.9903 (0.9981) loss_fgl_dn_5: 0.9904 (0.9981) loss_giou: 0.6236 (0.6327) loss_giou_aux_0: 0.6733 (0.6666) loss_giou_aux_1: 0.6349 (0.6386) loss_giou_aux_2: 0.6264 (0.6333) loss_giou_aux_3: 0.6250 (0.6327) loss_giou_aux_4: 0.6239 (0.6327) loss_giou_dn_0: 0.7026 (0.6989) loss_giou_dn_1: 0.5750 (0.5817) loss_giou_dn_2: 0.5509 (0.5628) loss_giou_dn_3: 0.5463 (0.5588) loss_giou_dn_4: 0.5467 (0.5581) loss_giou_dn_5: 0.5467 (0.5581) loss_giou_dn_pre: 0.7009 (0.6972) loss_giou_enc_0: 0.7774 (0.7586) loss_giou_pre: 0.6670 (0.6645) loss_ddf_aux_0: 0.0841 (0.0923) loss_ddf_aux_1: 0.0108 (0.0112) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2644 (0.2808) loss_ddf_dn_1: 0.0337 (0.0350) loss_ddf_dn_2: 0.0057 (0.0055) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7040 (0.7499) loss_vfl_aux_0: 0.7838 (0.8369) loss_vfl_aux_1: 0.7773 (0.8201) loss_vfl_aux_2: 0.7426 (0.7925) loss_vfl_aux_3: 0.7194 (0.7615) loss_vfl_aux_4: 0.6990 (0.7504) loss_vfl_dn_0: 0.4988 (0.5103) loss_vfl_dn_1: 0.4672 (0.4810) loss_vfl_dn_2: 0.4539 (0.4662) loss_vfl_dn_3: 0.4473 (0.4544) loss_vfl_dn_4: 0.4412 (0.4504) loss_vfl_dn_5: 0.4407 (0.4500) loss_vfl_dn_pre: 0.4998 (0.5112) loss_vfl_enc_0: 0.7935 (0.8228) loss_vfl_pre: 0.7911 (0.8397) time: 0.9036 data: 0.0219 max mem: 9094 Epoch: [5] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 35.0929 (35.3760) loss_bbox: 0.2085 (0.2246) loss_bbox_aux_0: 0.2185 (0.2452) loss_bbox_aux_1: 0.2118 (0.2282) loss_bbox_aux_2: 0.2092 (0.2252) loss_bbox_aux_3: 0.2082 (0.2246) loss_bbox_aux_4: 0.2086 (0.2246) loss_bbox_dn_0: 0.3057 (0.3274) loss_bbox_dn_1: 0.2318 (0.2545) loss_bbox_dn_2: 0.2190 (0.2430) loss_bbox_dn_3: 0.2172 (0.2401) loss_bbox_dn_4: 0.2177 (0.2398) loss_bbox_dn_5: 0.2180 (0.2398) loss_bbox_dn_pre: 0.3119 (0.3315) loss_bbox_enc_0: 0.2560 (0.3011) loss_bbox_pre: 0.2201 (0.2454) loss_dfl: 0.9762 (0.9699) loss_fgl_aux_0: 1.0249 (1.0213) loss_fgl_aux_1: 0.9768 (0.9751) loss_fgl_aux_2: 0.9755 (0.9701) loss_fgl_aux_3: 0.9761 (0.9699) loss_fgl_aux_4: 0.9763 (0.9699) loss_fgl_dn_0: 1.1034 (1.1051) loss_fgl_dn_1: 1.0034 (1.0067) loss_fgl_dn_2: 0.9946 (0.9970) loss_fgl_dn_3: 0.9942 (0.9978) loss_fgl_dn_4: 0.9941 (0.9981) loss_fgl_dn_5: 0.9942 (0.9981) loss_giou: 0.6212 (0.6330) loss_giou_aux_0: 0.6539 (0.6668) loss_giou_aux_1: 0.6249 (0.6389) loss_giou_aux_2: 0.6206 (0.6336) loss_giou_aux_3: 0.6206 (0.6330) loss_giou_aux_4: 0.6212 (0.6330) loss_giou_dn_0: 0.6916 (0.6991) loss_giou_dn_1: 0.5754 (0.5819) loss_giou_dn_2: 0.5581 (0.5630) loss_giou_dn_3: 0.5531 (0.5590) loss_giou_dn_4: 0.5534 (0.5584) loss_giou_dn_5: 0.5534 (0.5583) loss_giou_dn_pre: 0.6864 (0.6973) loss_giou_enc_0: 0.7455 (0.7588) loss_giou_pre: 0.6541 (0.6648) loss_ddf_aux_0: 0.0831 (0.0922) loss_ddf_aux_1: 0.0093 (0.0112) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2515 (0.2804) loss_ddf_dn_1: 0.0314 (0.0350) loss_ddf_dn_2: 0.0054 (0.0055) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7405 (0.7498) loss_vfl_aux_0: 0.8298 (0.8369) loss_vfl_aux_1: 0.7935 (0.8199) loss_vfl_aux_2: 0.7708 (0.7924) loss_vfl_aux_3: 0.7589 (0.7615) loss_vfl_aux_4: 0.7411 (0.7503) loss_vfl_dn_0: 0.5107 (0.5102) loss_vfl_dn_1: 0.4788 (0.4809) loss_vfl_dn_2: 0.4661 (0.4662) loss_vfl_dn_3: 0.4560 (0.4543) loss_vfl_dn_4: 0.4512 (0.4503) loss_vfl_dn_5: 0.4506 (0.4499) loss_vfl_dn_pre: 0.5126 (0.5112) loss_vfl_enc_0: 0.8235 (0.8226) loss_vfl_pre: 0.8419 (0.8396) time: 0.7416 data: 0.0293 max mem: 9094 Epoch: [5] Total time: 0:46:30 (0.7551 s / it) Averaged stats: lr: 0.000013 loss: 35.0929 (35.3760) loss_bbox: 0.2085 (0.2246) loss_bbox_aux_0: 0.2185 (0.2452) loss_bbox_aux_1: 0.2118 (0.2282) loss_bbox_aux_2: 0.2092 (0.2252) loss_bbox_aux_3: 0.2082 (0.2246) loss_bbox_aux_4: 0.2086 (0.2246) loss_bbox_dn_0: 0.3057 (0.3274) loss_bbox_dn_1: 0.2318 (0.2545) loss_bbox_dn_2: 0.2190 (0.2430) loss_bbox_dn_3: 0.2172 (0.2401) loss_bbox_dn_4: 0.2177 (0.2398) loss_bbox_dn_5: 0.2180 (0.2398) loss_bbox_dn_pre: 0.3119 (0.3315) loss_bbox_enc_0: 0.2560 (0.3011) loss_bbox_pre: 0.2201 (0.2454) loss_dfl: 0.9762 (0.9699) loss_fgl_aux_0: 1.0249 (1.0213) loss_fgl_aux_1: 0.9768 (0.9751) loss_fgl_aux_2: 0.9755 (0.9701) loss_fgl_aux_3: 0.9761 (0.9699) loss_fgl_aux_4: 0.9763 (0.9699) loss_fgl_dn_0: 1.1034 (1.1051) loss_fgl_dn_1: 1.0034 (1.0067) loss_fgl_dn_2: 0.9946 (0.9970) loss_fgl_dn_3: 0.9942 (0.9978) loss_fgl_dn_4: 0.9941 (0.9981) loss_fgl_dn_5: 0.9942 (0.9981) loss_giou: 0.6212 (0.6330) loss_giou_aux_0: 0.6539 (0.6668) loss_giou_aux_1: 0.6249 (0.6389) loss_giou_aux_2: 0.6206 (0.6336) loss_giou_aux_3: 0.6206 (0.6330) loss_giou_aux_4: 0.6212 (0.6330) loss_giou_dn_0: 0.6916 (0.6991) loss_giou_dn_1: 0.5754 (0.5819) loss_giou_dn_2: 0.5581 (0.5630) loss_giou_dn_3: 0.5531 (0.5590) loss_giou_dn_4: 0.5534 (0.5584) loss_giou_dn_5: 0.5534 (0.5583) loss_giou_dn_pre: 0.6864 (0.6973) loss_giou_enc_0: 0.7455 (0.7588) loss_giou_pre: 0.6541 (0.6648) loss_ddf_aux_0: 0.0831 (0.0922) loss_ddf_aux_1: 0.0093 (0.0112) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2515 (0.2804) loss_ddf_dn_1: 0.0314 (0.0350) loss_ddf_dn_2: 0.0054 (0.0055) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7405 (0.7498) loss_vfl_aux_0: 0.8298 (0.8369) loss_vfl_aux_1: 0.7935 (0.8199) loss_vfl_aux_2: 0.7708 (0.7924) loss_vfl_aux_3: 0.7589 (0.7615) loss_vfl_aux_4: 0.7411 (0.7503) loss_vfl_dn_0: 0.5107 (0.5102) loss_vfl_dn_1: 0.4788 (0.4809) loss_vfl_dn_2: 0.4661 (0.4662) loss_vfl_dn_3: 0.4560 (0.4543) loss_vfl_dn_4: 0.4512 (0.4503) loss_vfl_dn_5: 0.4506 (0.4499) loss_vfl_dn_pre: 0.5126 (0.5112) loss_vfl_enc_0: 0.8235 (0.8226) loss_vfl_pre: 0.8419 (0.8396) Test: [ 0/79] eta: 0:02:54 time: 2.2111 data: 1.6281 max mem: 9094 Test: [10/79] eta: 0:00:51 time: 0.7465 data: 0.2102 max mem: 9094 Test: [20/79] eta: 0:00:40 time: 0.6087 data: 0.0666 max mem: 9094 Test: [30/79] eta: 0:00:37 time: 0.7620 data: 0.0659 max mem: 9094 Test: [40/79] eta: 0:00:28 time: 0.7532 data: 0.0655 max mem: 9094 Test: [50/79] eta: 0:00:20 time: 0.6059 data: 0.0652 max mem: 9094 Test: [60/79] eta: 0:00:12 time: 0.6127 data: 0.0665 max mem: 9094 Test: [70/79] eta: 0:00:06 time: 0.7339 data: 0.0697 max mem: 9094 Test: [78/79] eta: 0:00:00 time: 0.7000 data: 0.0664 max mem: 9094 Test: Total time: 0:00:54 (0.6944 s / it) Averaged stats: Accumulating evaluation results... DONE (t=25.36s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.459 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.625 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.500 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.264 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.509 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.643 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.363 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.600 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.671 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.458 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.731 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.872 best_stat: {'epoch': 5, 'coco_eval_bbox': 0.4594759630917272} Epoch: [6] [ 0/3696] eta: 2:14:46 lr: 0.000013 loss: 35.6122 (35.6122) loss_bbox: 0.1847 (0.1847) loss_bbox_aux_0: 0.1918 (0.1918) loss_bbox_aux_1: 0.1819 (0.1819) loss_bbox_aux_2: 0.1847 (0.1847) loss_bbox_aux_3: 0.1848 (0.1848) loss_bbox_aux_4: 0.1847 (0.1847) loss_bbox_dn_0: 0.2693 (0.2693) loss_bbox_dn_1: 0.2103 (0.2103) loss_bbox_dn_2: 0.2007 (0.2007) loss_bbox_dn_3: 0.1950 (0.1950) loss_bbox_dn_4: 0.1943 (0.1943) loss_bbox_dn_5: 0.1948 (0.1948) loss_bbox_dn_pre: 0.2683 (0.2683) loss_bbox_enc_0: 0.2478 (0.2478) loss_bbox_pre: 0.1904 (0.1904) loss_dfl: 1.0078 (1.0078) loss_fgl_aux_0: 1.0309 (1.0309) loss_fgl_aux_1: 1.0051 (1.0051) loss_fgl_aux_2: 1.0072 (1.0072) loss_fgl_aux_3: 1.0076 (1.0076) loss_fgl_aux_4: 1.0079 (1.0079) loss_fgl_dn_0: 1.0912 (1.0912) loss_fgl_dn_1: 1.0231 (1.0231) loss_fgl_dn_2: 1.0233 (1.0233) loss_fgl_dn_3: 1.0238 (1.0238) loss_fgl_dn_4: 1.0237 (1.0237) loss_fgl_dn_5: 1.0237 (1.0237) loss_giou: 0.6658 (0.6658) loss_giou_aux_0: 0.6882 (0.6882) loss_giou_aux_1: 0.6676 (0.6676) loss_giou_aux_2: 0.6674 (0.6674) loss_giou_aux_3: 0.6660 (0.6660) loss_giou_aux_4: 0.6654 (0.6654) loss_giou_dn_0: 0.7498 (0.7498) loss_giou_dn_1: 0.6419 (0.6419) loss_giou_dn_2: 0.6227 (0.6227) loss_giou_dn_3: 0.6172 (0.6172) loss_giou_dn_4: 0.6170 (0.6170) loss_giou_dn_5: 0.6170 (0.6170) loss_giou_dn_pre: 0.7452 (0.7452) loss_giou_enc_0: 0.7615 (0.7615) loss_giou_pre: 0.6844 (0.6844) loss_ddf_aux_0: 0.0707 (0.0707) loss_ddf_aux_1: 0.0080 (0.0080) loss_ddf_aux_2: 0.0013 (0.0013) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0000 (0.0000) loss_ddf_dn_0: 0.2681 (0.2681) loss_ddf_dn_1: 0.0341 (0.0341) loss_ddf_dn_2: 0.0064 (0.0064) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7635 (0.7635) loss_vfl_aux_0: 0.8300 (0.8300) loss_vfl_aux_1: 0.8028 (0.8028) loss_vfl_aux_2: 0.7847 (0.7847) loss_vfl_aux_3: 0.7741 (0.7741) loss_vfl_aux_4: 0.7813 (0.7813) loss_vfl_dn_0: 0.5081 (0.5081) loss_vfl_dn_1: 0.4743 (0.4743) loss_vfl_dn_2: 0.4726 (0.4726) loss_vfl_dn_3: 0.4684 (0.4684) loss_vfl_dn_4: 0.4642 (0.4642) loss_vfl_dn_5: 0.4638 (0.4638) loss_vfl_dn_pre: 0.5101 (0.5101) loss_vfl_enc_0: 0.8591 (0.8591) loss_vfl_pre: 0.8296 (0.8296) time: 2.1878 data: 1.5530 max mem: 9094 Epoch: [6] [ 100/3696] eta: 0:44:49 lr: 0.000013 loss: 35.0801 (35.1221) loss_bbox: 0.2226 (0.2153) loss_bbox_aux_0: 0.2384 (0.2339) loss_bbox_aux_1: 0.2265 (0.2190) loss_bbox_aux_2: 0.2233 (0.2159) loss_bbox_aux_3: 0.2227 (0.2154) loss_bbox_aux_4: 0.2226 (0.2153) loss_bbox_dn_0: 0.3012 (0.3152) loss_bbox_dn_1: 0.2377 (0.2454) loss_bbox_dn_2: 0.2260 (0.2343) loss_bbox_dn_3: 0.2188 (0.2317) loss_bbox_dn_4: 0.2189 (0.2315) loss_bbox_dn_5: 0.2189 (0.2315) loss_bbox_dn_pre: 0.3099 (0.3193) loss_bbox_enc_0: 0.2876 (0.2836) loss_bbox_pre: 0.2373 (0.2341) loss_dfl: 0.9784 (0.9800) loss_fgl_aux_0: 1.0300 (1.0263) loss_fgl_aux_1: 0.9880 (0.9848) loss_fgl_aux_2: 0.9789 (0.9802) loss_fgl_aux_3: 0.9782 (0.9800) loss_fgl_aux_4: 0.9782 (0.9800) loss_fgl_dn_0: 1.1060 (1.1066) loss_fgl_dn_1: 1.0128 (1.0100) loss_fgl_dn_2: 1.0026 (1.0005) loss_fgl_dn_3: 1.0042 (1.0014) loss_fgl_dn_4: 1.0047 (1.0017) loss_fgl_dn_5: 1.0047 (1.0017) loss_giou: 0.6353 (0.6293) loss_giou_aux_0: 0.6652 (0.6615) loss_giou_aux_1: 0.6415 (0.6350) loss_giou_aux_2: 0.6384 (0.6299) loss_giou_aux_3: 0.6358 (0.6294) loss_giou_aux_4: 0.6355 (0.6293) loss_giou_dn_0: 0.6980 (0.6924) loss_giou_dn_1: 0.5708 (0.5770) loss_giou_dn_2: 0.5589 (0.5585) loss_giou_dn_3: 0.5546 (0.5543) loss_giou_dn_4: 0.5555 (0.5538) loss_giou_dn_5: 0.5554 (0.5538) loss_giou_dn_pre: 0.6988 (0.6906) loss_giou_enc_0: 0.7685 (0.7496) loss_giou_pre: 0.6617 (0.6595) loss_ddf_aux_0: 0.0792 (0.0838) loss_ddf_aux_1: 0.0097 (0.0105) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2724 (0.2710) loss_ddf_dn_1: 0.0333 (0.0345) loss_ddf_dn_2: 0.0049 (0.0055) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7357 (0.7438) loss_vfl_aux_0: 0.8206 (0.8304) loss_vfl_aux_1: 0.8029 (0.8109) loss_vfl_aux_2: 0.7697 (0.7825) loss_vfl_aux_3: 0.7466 (0.7576) loss_vfl_aux_4: 0.7332 (0.7454) loss_vfl_dn_0: 0.5079 (0.5076) loss_vfl_dn_1: 0.4714 (0.4753) loss_vfl_dn_2: 0.4582 (0.4619) loss_vfl_dn_3: 0.4450 (0.4497) loss_vfl_dn_4: 0.4402 (0.4453) loss_vfl_dn_5: 0.4423 (0.4448) loss_vfl_dn_pre: 0.5092 (0.5084) loss_vfl_enc_0: 0.8039 (0.8195) loss_vfl_pre: 0.8206 (0.8323) time: 0.7455 data: 0.0311 max mem: 9094 Epoch: [6] [ 200/3696] eta: 0:43:42 lr: 0.000013 loss: 35.7762 (35.1876) loss_bbox: 0.2260 (0.2178) loss_bbox_aux_0: 0.2423 (0.2375) loss_bbox_aux_1: 0.2297 (0.2215) loss_bbox_aux_2: 0.2267 (0.2183) loss_bbox_aux_3: 0.2262 (0.2178) loss_bbox_aux_4: 0.2259 (0.2178) loss_bbox_dn_0: 0.3149 (0.3199) loss_bbox_dn_1: 0.2483 (0.2478) loss_bbox_dn_2: 0.2360 (0.2363) loss_bbox_dn_3: 0.2331 (0.2336) loss_bbox_dn_4: 0.2330 (0.2333) loss_bbox_dn_5: 0.2331 (0.2332) loss_bbox_dn_pre: 0.3160 (0.3243) loss_bbox_enc_0: 0.2961 (0.2903) loss_bbox_pre: 0.2422 (0.2375) loss_dfl: 0.9646 (0.9730) loss_fgl_aux_0: 1.0165 (1.0210) loss_fgl_aux_1: 0.9684 (0.9781) loss_fgl_aux_2: 0.9641 (0.9732) loss_fgl_aux_3: 0.9643 (0.9730) loss_fgl_aux_4: 0.9644 (0.9730) loss_fgl_dn_0: 1.0944 (1.1047) loss_fgl_dn_1: 1.0010 (1.0071) loss_fgl_dn_2: 0.9968 (0.9977) loss_fgl_dn_3: 0.9967 (0.9985) loss_fgl_dn_4: 0.9969 (0.9988) loss_fgl_dn_5: 0.9972 (0.9988) loss_giou: 0.6134 (0.6333) loss_giou_aux_0: 0.6478 (0.6662) loss_giou_aux_1: 0.6207 (0.6391) loss_giou_aux_2: 0.6152 (0.6339) loss_giou_aux_3: 0.6135 (0.6333) loss_giou_aux_4: 0.6136 (0.6333) loss_giou_dn_0: 0.6924 (0.6947) loss_giou_dn_1: 0.5769 (0.5791) loss_giou_dn_2: 0.5653 (0.5601) loss_giou_dn_3: 0.5590 (0.5558) loss_giou_dn_4: 0.5583 (0.5552) loss_giou_dn_5: 0.5588 (0.5552) loss_giou_dn_pre: 0.6900 (0.6929) loss_giou_enc_0: 0.7325 (0.7548) loss_giou_pre: 0.6443 (0.6641) loss_ddf_aux_0: 0.0820 (0.0850) loss_ddf_aux_1: 0.0096 (0.0107) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2553 (0.2735) loss_ddf_dn_1: 0.0333 (0.0346) loss_ddf_dn_2: 0.0053 (0.0055) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7505 (0.7482) loss_vfl_aux_0: 0.8307 (0.8319) loss_vfl_aux_1: 0.8242 (0.8148) loss_vfl_aux_2: 0.7903 (0.7883) loss_vfl_aux_3: 0.7699 (0.7618) loss_vfl_aux_4: 0.7550 (0.7502) loss_vfl_dn_0: 0.5099 (0.5076) loss_vfl_dn_1: 0.4794 (0.4751) loss_vfl_dn_2: 0.4666 (0.4613) loss_vfl_dn_3: 0.4518 (0.4494) loss_vfl_dn_4: 0.4507 (0.4453) loss_vfl_dn_5: 0.4496 (0.4446) loss_vfl_dn_pre: 0.5112 (0.5085) loss_vfl_enc_0: 0.8246 (0.8192) loss_vfl_pre: 0.8291 (0.8348) time: 0.7515 data: 0.0255 max mem: 9094 Epoch: [6] [ 300/3696] eta: 0:42:14 lr: 0.000013 loss: 35.1224 (35.1568) loss_bbox: 0.2149 (0.2173) loss_bbox_aux_0: 0.2318 (0.2366) loss_bbox_aux_1: 0.2180 (0.2208) loss_bbox_aux_2: 0.2163 (0.2179) loss_bbox_aux_3: 0.2150 (0.2174) loss_bbox_aux_4: 0.2147 (0.2173) loss_bbox_dn_0: 0.3174 (0.3176) loss_bbox_dn_1: 0.2473 (0.2461) loss_bbox_dn_2: 0.2328 (0.2349) loss_bbox_dn_3: 0.2301 (0.2321) loss_bbox_dn_4: 0.2292 (0.2318) loss_bbox_dn_5: 0.2288 (0.2317) loss_bbox_dn_pre: 0.3230 (0.3220) loss_bbox_enc_0: 0.2901 (0.2889) loss_bbox_pre: 0.2339 (0.2367) loss_dfl: 0.9687 (0.9714) loss_fgl_aux_0: 1.0171 (1.0193) loss_fgl_aux_1: 0.9748 (0.9766) loss_fgl_aux_2: 0.9687 (0.9717) loss_fgl_aux_3: 0.9683 (0.9715) loss_fgl_aux_4: 0.9682 (0.9714) loss_fgl_dn_0: 1.1079 (1.1041) loss_fgl_dn_1: 1.0061 (1.0067) loss_fgl_dn_2: 0.9941 (0.9973) loss_fgl_dn_3: 0.9942 (0.9981) loss_fgl_dn_4: 0.9943 (0.9984) loss_fgl_dn_5: 0.9944 (0.9984) loss_giou: 0.6365 (0.6340) loss_giou_aux_0: 0.6675 (0.6667) loss_giou_aux_1: 0.6443 (0.6398) loss_giou_aux_2: 0.6382 (0.6346) loss_giou_aux_3: 0.6365 (0.6340) loss_giou_aux_4: 0.6368 (0.6340) loss_giou_dn_0: 0.6877 (0.6949) loss_giou_dn_1: 0.5661 (0.5786) loss_giou_dn_2: 0.5518 (0.5599) loss_giou_dn_3: 0.5486 (0.5556) loss_giou_dn_4: 0.5481 (0.5551) loss_giou_dn_5: 0.5483 (0.5550) loss_giou_dn_pre: 0.6879 (0.6932) loss_giou_enc_0: 0.7699 (0.7549) loss_giou_pre: 0.6651 (0.6647) loss_ddf_aux_0: 0.0858 (0.0864) loss_ddf_aux_1: 0.0113 (0.0108) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2764 (0.2749) loss_ddf_dn_1: 0.0359 (0.0347) loss_ddf_dn_2: 0.0062 (0.0057) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7288 (0.7473) loss_vfl_aux_0: 0.8082 (0.8302) loss_vfl_aux_1: 0.7899 (0.8118) loss_vfl_aux_2: 0.7472 (0.7862) loss_vfl_aux_3: 0.7390 (0.7602) loss_vfl_aux_4: 0.7327 (0.7490) loss_vfl_dn_0: 0.5016 (0.5080) loss_vfl_dn_1: 0.4767 (0.4759) loss_vfl_dn_2: 0.4625 (0.4620) loss_vfl_dn_3: 0.4531 (0.4502) loss_vfl_dn_4: 0.4484 (0.4463) loss_vfl_dn_5: 0.4480 (0.4455) loss_vfl_dn_pre: 0.5031 (0.5089) loss_vfl_enc_0: 0.8036 (0.8183) loss_vfl_pre: 0.8024 (0.8329) time: 0.7329 data: 0.0237 max mem: 9094 Epoch: [6] [ 400/3696] eta: 0:40:46 lr: 0.000013 loss: 35.2723 (35.1449) loss_bbox: 0.2197 (0.2176) loss_bbox_aux_0: 0.2429 (0.2370) loss_bbox_aux_1: 0.2244 (0.2213) loss_bbox_aux_2: 0.2205 (0.2182) loss_bbox_aux_3: 0.2194 (0.2177) loss_bbox_aux_4: 0.2196 (0.2177) loss_bbox_dn_0: 0.3110 (0.3187) loss_bbox_dn_1: 0.2386 (0.2467) loss_bbox_dn_2: 0.2253 (0.2354) loss_bbox_dn_3: 0.2230 (0.2326) loss_bbox_dn_4: 0.2224 (0.2322) loss_bbox_dn_5: 0.2224 (0.2322) loss_bbox_dn_pre: 0.3205 (0.3230) loss_bbox_enc_0: 0.2862 (0.2894) loss_bbox_pre: 0.2425 (0.2371) loss_dfl: 0.9852 (0.9710) loss_fgl_aux_0: 1.0338 (1.0188) loss_fgl_aux_1: 0.9882 (0.9761) loss_fgl_aux_2: 0.9845 (0.9712) loss_fgl_aux_3: 0.9851 (0.9710) loss_fgl_aux_4: 0.9846 (0.9710) loss_fgl_dn_0: 1.1119 (1.1042) loss_fgl_dn_1: 1.0053 (1.0064) loss_fgl_dn_2: 0.9931 (0.9969) loss_fgl_dn_3: 0.9941 (0.9978) loss_fgl_dn_4: 0.9944 (0.9980) loss_fgl_dn_5: 0.9947 (0.9980) loss_giou: 0.5974 (0.6320) loss_giou_aux_0: 0.6286 (0.6648) loss_giou_aux_1: 0.6031 (0.6380) loss_giou_aux_2: 0.6016 (0.6327) loss_giou_aux_3: 0.5973 (0.6321) loss_giou_aux_4: 0.5969 (0.6321) loss_giou_dn_0: 0.6701 (0.6932) loss_giou_dn_1: 0.5479 (0.5768) loss_giou_dn_2: 0.5320 (0.5581) loss_giou_dn_3: 0.5268 (0.5539) loss_giou_dn_4: 0.5268 (0.5533) loss_giou_dn_5: 0.5268 (0.5533) loss_giou_dn_pre: 0.6705 (0.6915) loss_giou_enc_0: 0.7261 (0.7528) loss_giou_pre: 0.6254 (0.6628) loss_ddf_aux_0: 0.0894 (0.0875) loss_ddf_aux_1: 0.0109 (0.0109) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2724 (0.2766) loss_ddf_dn_1: 0.0341 (0.0347) loss_ddf_dn_2: 0.0053 (0.0057) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7605 (0.7484) loss_vfl_aux_0: 0.8439 (0.8313) loss_vfl_aux_1: 0.8275 (0.8131) loss_vfl_aux_2: 0.7996 (0.7873) loss_vfl_aux_3: 0.7753 (0.7607) loss_vfl_aux_4: 0.7617 (0.7493) loss_vfl_dn_0: 0.5139 (0.5083) loss_vfl_dn_1: 0.4813 (0.4763) loss_vfl_dn_2: 0.4677 (0.4622) loss_vfl_dn_3: 0.4596 (0.4506) loss_vfl_dn_4: 0.4521 (0.4466) loss_vfl_dn_5: 0.4518 (0.4458) loss_vfl_dn_pre: 0.5146 (0.5091) loss_vfl_enc_0: 0.8289 (0.8194) loss_vfl_pre: 0.8461 (0.8341) time: 0.7284 data: 0.0251 max mem: 9094 Epoch: [6] [ 500/3696] eta: 0:39:33 lr: 0.000013 loss: 35.2216 (35.1328) loss_bbox: 0.2050 (0.2170) loss_bbox_aux_0: 0.2326 (0.2364) loss_bbox_aux_1: 0.2085 (0.2206) loss_bbox_aux_2: 0.2063 (0.2176) loss_bbox_aux_3: 0.2048 (0.2170) loss_bbox_aux_4: 0.2050 (0.2170) loss_bbox_dn_0: 0.3171 (0.3179) loss_bbox_dn_1: 0.2418 (0.2457) loss_bbox_dn_2: 0.2318 (0.2345) loss_bbox_dn_3: 0.2293 (0.2317) loss_bbox_dn_4: 0.2288 (0.2313) loss_bbox_dn_5: 0.2287 (0.2313) loss_bbox_dn_pre: 0.3162 (0.3221) loss_bbox_enc_0: 0.2864 (0.2886) loss_bbox_pre: 0.2311 (0.2365) loss_dfl: 0.9837 (0.9702) loss_fgl_aux_0: 1.0362 (1.0190) loss_fgl_aux_1: 0.9859 (0.9753) loss_fgl_aux_2: 0.9829 (0.9705) loss_fgl_aux_3: 0.9834 (0.9703) loss_fgl_aux_4: 0.9835 (0.9702) loss_fgl_dn_0: 1.1095 (1.1048) loss_fgl_dn_1: 1.0151 (1.0066) loss_fgl_dn_2: 1.0061 (0.9971) loss_fgl_dn_3: 1.0059 (0.9979) loss_fgl_dn_4: 1.0063 (0.9981) loss_fgl_dn_5: 1.0065 (0.9982) loss_giou: 0.5959 (0.6312) loss_giou_aux_0: 0.6265 (0.6638) loss_giou_aux_1: 0.5998 (0.6370) loss_giou_aux_2: 0.5959 (0.6318) loss_giou_aux_3: 0.5958 (0.6313) loss_giou_aux_4: 0.5964 (0.6312) loss_giou_dn_0: 0.6861 (0.6929) loss_giou_dn_1: 0.5657 (0.5760) loss_giou_dn_2: 0.5470 (0.5572) loss_giou_dn_3: 0.5450 (0.5531) loss_giou_dn_4: 0.5465 (0.5525) loss_giou_dn_5: 0.5467 (0.5524) loss_giou_dn_pre: 0.6814 (0.6912) loss_giou_enc_0: 0.7228 (0.7519) loss_giou_pre: 0.6241 (0.6618) loss_ddf_aux_0: 0.0864 (0.0875) loss_ddf_aux_1: 0.0106 (0.0108) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2673 (0.2763) loss_ddf_dn_1: 0.0358 (0.0347) loss_ddf_dn_2: 0.0060 (0.0057) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7412 (0.7489) loss_vfl_aux_0: 0.8441 (0.8331) loss_vfl_aux_1: 0.7988 (0.8151) loss_vfl_aux_2: 0.7818 (0.7884) loss_vfl_aux_3: 0.7639 (0.7615) loss_vfl_aux_4: 0.7383 (0.7496) loss_vfl_dn_0: 0.5086 (0.5088) loss_vfl_dn_1: 0.4794 (0.4770) loss_vfl_dn_2: 0.4656 (0.4628) loss_vfl_dn_3: 0.4558 (0.4509) loss_vfl_dn_4: 0.4496 (0.4469) loss_vfl_dn_5: 0.4480 (0.4463) loss_vfl_dn_pre: 0.5108 (0.5096) loss_vfl_enc_0: 0.8087 (0.8218) loss_vfl_pre: 0.8490 (0.8359) time: 0.7380 data: 0.0244 max mem: 9094 Epoch: [6] [ 600/3696] eta: 0:38:37 lr: 0.000013 loss: 34.6372 (35.1209) loss_bbox: 0.2045 (0.2172) loss_bbox_aux_0: 0.2266 (0.2366) loss_bbox_aux_1: 0.2083 (0.2209) loss_bbox_aux_2: 0.2050 (0.2178) loss_bbox_aux_3: 0.2047 (0.2173) loss_bbox_aux_4: 0.2043 (0.2173) loss_bbox_dn_0: 0.3175 (0.3182) loss_bbox_dn_1: 0.2432 (0.2461) loss_bbox_dn_2: 0.2300 (0.2350) loss_bbox_dn_3: 0.2262 (0.2322) loss_bbox_dn_4: 0.2259 (0.2319) loss_bbox_dn_5: 0.2261 (0.2319) loss_bbox_dn_pre: 0.3182 (0.3223) loss_bbox_enc_0: 0.2718 (0.2889) loss_bbox_pre: 0.2279 (0.2367) loss_dfl: 0.9825 (0.9701) loss_fgl_aux_0: 1.0357 (1.0184) loss_fgl_aux_1: 0.9884 (0.9752) loss_fgl_aux_2: 0.9824 (0.9704) loss_fgl_aux_3: 0.9820 (0.9701) loss_fgl_aux_4: 0.9822 (0.9701) loss_fgl_dn_0: 1.1076 (1.1047) loss_fgl_dn_1: 1.0030 (1.0064) loss_fgl_dn_2: 0.9947 (0.9970) loss_fgl_dn_3: 0.9957 (0.9977) loss_fgl_dn_4: 0.9959 (0.9980) loss_fgl_dn_5: 0.9959 (0.9981) loss_giou: 0.5753 (0.6306) loss_giou_aux_0: 0.6117 (0.6632) loss_giou_aux_1: 0.5761 (0.6363) loss_giou_aux_2: 0.5738 (0.6311) loss_giou_aux_3: 0.5754 (0.6306) loss_giou_aux_4: 0.5752 (0.6306) loss_giou_dn_0: 0.6623 (0.6922) loss_giou_dn_1: 0.5475 (0.5756) loss_giou_dn_2: 0.5264 (0.5570) loss_giou_dn_3: 0.5233 (0.5529) loss_giou_dn_4: 0.5235 (0.5523) loss_giou_dn_5: 0.5235 (0.5522) loss_giou_dn_pre: 0.6595 (0.6905) loss_giou_enc_0: 0.7045 (0.7511) loss_giou_pre: 0.6092 (0.6611) loss_ddf_aux_0: 0.0817 (0.0868) loss_ddf_aux_1: 0.0095 (0.0107) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2741 (0.2758) loss_ddf_dn_1: 0.0310 (0.0346) loss_ddf_dn_2: 0.0043 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7339 (0.7478) loss_vfl_aux_0: 0.8322 (0.8325) loss_vfl_aux_1: 0.8036 (0.8151) loss_vfl_aux_2: 0.7765 (0.7883) loss_vfl_aux_3: 0.7480 (0.7599) loss_vfl_aux_4: 0.7384 (0.7485) loss_vfl_dn_0: 0.5101 (0.5089) loss_vfl_dn_1: 0.4763 (0.4769) loss_vfl_dn_2: 0.4597 (0.4627) loss_vfl_dn_3: 0.4433 (0.4507) loss_vfl_dn_4: 0.4405 (0.4468) loss_vfl_dn_5: 0.4379 (0.4463) loss_vfl_dn_pre: 0.5110 (0.5098) loss_vfl_enc_0: 0.8135 (0.8213) loss_vfl_pre: 0.8358 (0.8352) time: 0.7104 data: 0.0224 max mem: 9094 Epoch: [6] [ 700/3696] eta: 0:37:16 lr: 0.000013 loss: 35.1746 (35.1193) loss_bbox: 0.2132 (0.2182) loss_bbox_aux_0: 0.2303 (0.2374) loss_bbox_aux_1: 0.2169 (0.2218) loss_bbox_aux_2: 0.2130 (0.2188) loss_bbox_aux_3: 0.2129 (0.2183) loss_bbox_aux_4: 0.2132 (0.2183) loss_bbox_dn_0: 0.3060 (0.3199) loss_bbox_dn_1: 0.2459 (0.2475) loss_bbox_dn_2: 0.2334 (0.2363) loss_bbox_dn_3: 0.2310 (0.2334) loss_bbox_dn_4: 0.2300 (0.2331) loss_bbox_dn_5: 0.2300 (0.2330) loss_bbox_dn_pre: 0.3050 (0.3240) loss_bbox_enc_0: 0.2846 (0.2900) loss_bbox_pre: 0.2309 (0.2375) loss_dfl: 0.9502 (0.9691) loss_fgl_aux_0: 1.0083 (1.0176) loss_fgl_aux_1: 0.9547 (0.9742) loss_fgl_aux_2: 0.9502 (0.9694) loss_fgl_aux_3: 0.9503 (0.9691) loss_fgl_aux_4: 0.9503 (0.9691) loss_fgl_dn_0: 1.1045 (1.1043) loss_fgl_dn_1: 1.0022 (1.0059) loss_fgl_dn_2: 0.9947 (0.9965) loss_fgl_dn_3: 0.9950 (0.9973) loss_fgl_dn_4: 0.9957 (0.9976) loss_fgl_dn_5: 0.9956 (0.9976) loss_giou: 0.6060 (0.6302) loss_giou_aux_0: 0.6431 (0.6626) loss_giou_aux_1: 0.6127 (0.6359) loss_giou_aux_2: 0.6084 (0.6308) loss_giou_aux_3: 0.6058 (0.6302) loss_giou_aux_4: 0.6062 (0.6302) loss_giou_dn_0: 0.6772 (0.6916) loss_giou_dn_1: 0.5525 (0.5751) loss_giou_dn_2: 0.5347 (0.5564) loss_giou_dn_3: 0.5279 (0.5522) loss_giou_dn_4: 0.5263 (0.5515) loss_giou_dn_5: 0.5263 (0.5515) loss_giou_dn_pre: 0.6778 (0.6898) loss_giou_enc_0: 0.7332 (0.7506) loss_giou_pre: 0.6417 (0.6605) loss_ddf_aux_0: 0.0821 (0.0862) loss_ddf_aux_1: 0.0102 (0.0106) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2818 (0.2755) loss_ddf_dn_1: 0.0366 (0.0346) loss_ddf_dn_2: 0.0062 (0.0057) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7102 (0.7473) loss_vfl_aux_0: 0.7815 (0.8324) loss_vfl_aux_1: 0.7776 (0.8144) loss_vfl_aux_2: 0.7489 (0.7883) loss_vfl_aux_3: 0.7148 (0.7594) loss_vfl_aux_4: 0.7157 (0.7480) loss_vfl_dn_0: 0.5099 (0.5092) loss_vfl_dn_1: 0.4739 (0.4771) loss_vfl_dn_2: 0.4606 (0.4628) loss_vfl_dn_3: 0.4517 (0.4510) loss_vfl_dn_4: 0.4451 (0.4471) loss_vfl_dn_5: 0.4467 (0.4465) loss_vfl_dn_pre: 0.5111 (0.5101) loss_vfl_enc_0: 0.8151 (0.8213) loss_vfl_pre: 0.7891 (0.8352) time: 0.7364 data: 0.0284 max mem: 9094 Epoch: [6] [ 800/3696] eta: 0:35:58 lr: 0.000013 loss: 34.1180 (35.1101) loss_bbox: 0.2222 (0.2188) loss_bbox_aux_0: 0.2390 (0.2379) loss_bbox_aux_1: 0.2229 (0.2223) loss_bbox_aux_2: 0.2216 (0.2193) loss_bbox_aux_3: 0.2220 (0.2188) loss_bbox_aux_4: 0.2222 (0.2188) loss_bbox_dn_0: 0.2950 (0.3199) loss_bbox_dn_1: 0.2272 (0.2474) loss_bbox_dn_2: 0.2162 (0.2361) loss_bbox_dn_3: 0.2120 (0.2332) loss_bbox_dn_4: 0.2120 (0.2329) loss_bbox_dn_5: 0.2118 (0.2328) loss_bbox_dn_pre: 0.2996 (0.3240) loss_bbox_enc_0: 0.2895 (0.2908) loss_bbox_pre: 0.2409 (0.2381) loss_dfl: 0.9533 (0.9683) loss_fgl_aux_0: 1.0231 (1.0168) loss_fgl_aux_1: 0.9588 (0.9734) loss_fgl_aux_2: 0.9527 (0.9686) loss_fgl_aux_3: 0.9531 (0.9684) loss_fgl_aux_4: 0.9533 (0.9683) loss_fgl_dn_0: 1.1033 (1.1043) loss_fgl_dn_1: 0.9921 (1.0057) loss_fgl_dn_2: 0.9880 (0.9962) loss_fgl_dn_3: 0.9868 (0.9970) loss_fgl_dn_4: 0.9866 (0.9973) loss_fgl_dn_5: 0.9867 (0.9973) loss_giou: 0.5932 (0.6306) loss_giou_aux_0: 0.6226 (0.6629) loss_giou_aux_1: 0.5970 (0.6363) loss_giou_aux_2: 0.5924 (0.6312) loss_giou_aux_3: 0.5925 (0.6306) loss_giou_aux_4: 0.5927 (0.6306) loss_giou_dn_0: 0.6617 (0.6905) loss_giou_dn_1: 0.5466 (0.5743) loss_giou_dn_2: 0.5305 (0.5556) loss_giou_dn_3: 0.5265 (0.5514) loss_giou_dn_4: 0.5251 (0.5508) loss_giou_dn_5: 0.5251 (0.5507) loss_giou_dn_pre: 0.6631 (0.6887) loss_giou_enc_0: 0.7108 (0.7511) loss_giou_pre: 0.6205 (0.6608) loss_ddf_aux_0: 0.0921 (0.0862) loss_ddf_aux_1: 0.0104 (0.0106) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2758 (0.2760) loss_ddf_dn_1: 0.0340 (0.0346) loss_ddf_dn_2: 0.0053 (0.0056) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7333 (0.7465) loss_vfl_aux_0: 0.8187 (0.8319) loss_vfl_aux_1: 0.7946 (0.8137) loss_vfl_aux_2: 0.7891 (0.7876) loss_vfl_aux_3: 0.7384 (0.7588) loss_vfl_aux_4: 0.7292 (0.7474) loss_vfl_dn_0: 0.5070 (0.5095) loss_vfl_dn_1: 0.4700 (0.4772) loss_vfl_dn_2: 0.4547 (0.4628) loss_vfl_dn_3: 0.4418 (0.4510) loss_vfl_dn_4: 0.4381 (0.4471) loss_vfl_dn_5: 0.4377 (0.4465) loss_vfl_dn_pre: 0.5081 (0.5104) loss_vfl_enc_0: 0.8051 (0.8211) loss_vfl_pre: 0.8230 (0.8347) time: 0.7443 data: 0.0297 max mem: 9094 Epoch: [6] [ 900/3696] eta: 0:34:43 lr: 0.000013 loss: 35.2820 (35.1082) loss_bbox: 0.2180 (0.2193) loss_bbox_aux_0: 0.2283 (0.2386) loss_bbox_aux_1: 0.2206 (0.2229) loss_bbox_aux_2: 0.2187 (0.2199) loss_bbox_aux_3: 0.2190 (0.2194) loss_bbox_aux_4: 0.2184 (0.2193) loss_bbox_dn_0: 0.3073 (0.3196) loss_bbox_dn_1: 0.2461 (0.2475) loss_bbox_dn_2: 0.2268 (0.2361) loss_bbox_dn_3: 0.2222 (0.2333) loss_bbox_dn_4: 0.2213 (0.2329) loss_bbox_dn_5: 0.2213 (0.2329) loss_bbox_dn_pre: 0.3084 (0.3237) loss_bbox_enc_0: 0.2749 (0.2913) loss_bbox_pre: 0.2284 (0.2388) loss_dfl: 0.9617 (0.9680) loss_fgl_aux_0: 1.0032 (1.0165) loss_fgl_aux_1: 0.9648 (0.9730) loss_fgl_aux_2: 0.9618 (0.9683) loss_fgl_aux_3: 0.9617 (0.9680) loss_fgl_aux_4: 0.9617 (0.9680) loss_fgl_dn_0: 1.1013 (1.1041) loss_fgl_dn_1: 0.9933 (1.0056) loss_fgl_dn_2: 0.9828 (0.9961) loss_fgl_dn_3: 0.9827 (0.9969) loss_fgl_dn_4: 0.9829 (0.9972) loss_fgl_dn_5: 0.9828 (0.9972) loss_giou: 0.6374 (0.6315) loss_giou_aux_0: 0.6711 (0.6639) loss_giou_aux_1: 0.6444 (0.6373) loss_giou_aux_2: 0.6366 (0.6321) loss_giou_aux_3: 0.6373 (0.6316) loss_giou_aux_4: 0.6375 (0.6315) loss_giou_dn_0: 0.6815 (0.6905) loss_giou_dn_1: 0.5624 (0.5747) loss_giou_dn_2: 0.5465 (0.5561) loss_giou_dn_3: 0.5436 (0.5519) loss_giou_dn_4: 0.5429 (0.5513) loss_giou_dn_5: 0.5428 (0.5513) loss_giou_dn_pre: 0.6773 (0.6887) loss_giou_enc_0: 0.7576 (0.7522) loss_giou_pre: 0.6670 (0.6618) loss_ddf_aux_0: 0.0863 (0.0858) loss_ddf_aux_1: 0.0106 (0.0105) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2591 (0.2749) loss_ddf_dn_1: 0.0331 (0.0345) loss_ddf_dn_2: 0.0051 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7471 (0.7450) loss_vfl_aux_0: 0.8081 (0.8308) loss_vfl_aux_1: 0.7897 (0.8121) loss_vfl_aux_2: 0.7605 (0.7859) loss_vfl_aux_3: 0.7406 (0.7570) loss_vfl_aux_4: 0.7373 (0.7457) loss_vfl_dn_0: 0.5057 (0.5093) loss_vfl_dn_1: 0.4684 (0.4769) loss_vfl_dn_2: 0.4524 (0.4627) loss_vfl_dn_3: 0.4471 (0.4508) loss_vfl_dn_4: 0.4400 (0.4469) loss_vfl_dn_5: 0.4382 (0.4464) loss_vfl_dn_pre: 0.5065 (0.5102) loss_vfl_enc_0: 0.8043 (0.8200) loss_vfl_pre: 0.8163 (0.8338) time: 0.7405 data: 0.0286 max mem: 9094 Epoch: [6] [1000/3696] eta: 0:33:34 lr: 0.000013 loss: 35.1852 (35.0869) loss_bbox: 0.2248 (0.2192) loss_bbox_aux_0: 0.2451 (0.2384) loss_bbox_aux_1: 0.2258 (0.2227) loss_bbox_aux_2: 0.2245 (0.2198) loss_bbox_aux_3: 0.2245 (0.2193) loss_bbox_aux_4: 0.2249 (0.2193) loss_bbox_dn_0: 0.3292 (0.3195) loss_bbox_dn_1: 0.2536 (0.2474) loss_bbox_dn_2: 0.2473 (0.2361) loss_bbox_dn_3: 0.2459 (0.2332) loss_bbox_dn_4: 0.2470 (0.2329) loss_bbox_dn_5: 0.2468 (0.2328) loss_bbox_dn_pre: 0.3370 (0.3237) loss_bbox_enc_0: 0.2962 (0.2910) loss_bbox_pre: 0.2455 (0.2386) loss_dfl: 0.9693 (0.9681) loss_fgl_aux_0: 1.0197 (1.0167) loss_fgl_aux_1: 0.9785 (0.9731) loss_fgl_aux_2: 0.9687 (0.9683) loss_fgl_aux_3: 0.9693 (0.9681) loss_fgl_aux_4: 0.9692 (0.9681) loss_fgl_dn_0: 1.1048 (1.1041) loss_fgl_dn_1: 1.0045 (1.0056) loss_fgl_dn_2: 0.9975 (0.9961) loss_fgl_dn_3: 0.9998 (0.9970) loss_fgl_dn_4: 0.9995 (0.9972) loss_fgl_dn_5: 0.9993 (0.9973) loss_giou: 0.6122 (0.6312) loss_giou_aux_0: 0.6543 (0.6636) loss_giou_aux_1: 0.6202 (0.6368) loss_giou_aux_2: 0.6171 (0.6318) loss_giou_aux_3: 0.6138 (0.6312) loss_giou_aux_4: 0.6128 (0.6312) loss_giou_dn_0: 0.6717 (0.6900) loss_giou_dn_1: 0.5524 (0.5741) loss_giou_dn_2: 0.5353 (0.5556) loss_giou_dn_3: 0.5296 (0.5513) loss_giou_dn_4: 0.5287 (0.5507) loss_giou_dn_5: 0.5289 (0.5507) loss_giou_dn_pre: 0.6691 (0.6882) loss_giou_enc_0: 0.7389 (0.7519) loss_giou_pre: 0.6525 (0.6615) loss_ddf_aux_0: 0.0916 (0.0856) loss_ddf_aux_1: 0.0109 (0.0105) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2755 (0.2737) loss_ddf_dn_1: 0.0358 (0.0344) loss_ddf_dn_2: 0.0060 (0.0056) loss_ddf_dn_3: 0.0008 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7505 (0.7435) loss_vfl_aux_0: 0.8293 (0.8295) loss_vfl_aux_1: 0.8129 (0.8103) loss_vfl_aux_2: 0.7799 (0.7841) loss_vfl_aux_3: 0.7700 (0.7556) loss_vfl_aux_4: 0.7502 (0.7443) loss_vfl_dn_0: 0.5089 (0.5094) loss_vfl_dn_1: 0.4758 (0.4768) loss_vfl_dn_2: 0.4625 (0.4625) loss_vfl_dn_3: 0.4489 (0.4506) loss_vfl_dn_4: 0.4467 (0.4468) loss_vfl_dn_5: 0.4470 (0.4462) loss_vfl_dn_pre: 0.5104 (0.5103) loss_vfl_enc_0: 0.8118 (0.8189) loss_vfl_pre: 0.8323 (0.8324) time: 0.7297 data: 0.0264 max mem: 9094 Epoch: [6] [1100/3696] eta: 0:32:25 lr: 0.000013 loss: 34.8456 (35.0674) loss_bbox: 0.2315 (0.2188) loss_bbox_aux_0: 0.2509 (0.2381) loss_bbox_aux_1: 0.2343 (0.2224) loss_bbox_aux_2: 0.2317 (0.2194) loss_bbox_aux_3: 0.2318 (0.2189) loss_bbox_aux_4: 0.2315 (0.2188) loss_bbox_dn_0: 0.3219 (0.3190) loss_bbox_dn_1: 0.2598 (0.2467) loss_bbox_dn_2: 0.2442 (0.2353) loss_bbox_dn_3: 0.2352 (0.2325) loss_bbox_dn_4: 0.2345 (0.2321) loss_bbox_dn_5: 0.2344 (0.2321) loss_bbox_dn_pre: 0.3260 (0.3231) loss_bbox_enc_0: 0.2966 (0.2908) loss_bbox_pre: 0.2486 (0.2383) loss_dfl: 0.9567 (0.9679) loss_fgl_aux_0: 1.0069 (1.0169) loss_fgl_aux_1: 0.9615 (0.9730) loss_fgl_aux_2: 0.9568 (0.9682) loss_fgl_aux_3: 0.9564 (0.9680) loss_fgl_aux_4: 0.9566 (0.9679) loss_fgl_dn_0: 1.1062 (1.1044) loss_fgl_dn_1: 1.0011 (1.0056) loss_fgl_dn_2: 0.9925 (0.9961) loss_fgl_dn_3: 0.9928 (0.9969) loss_fgl_dn_4: 0.9920 (0.9972) loss_fgl_dn_5: 0.9919 (0.9972) loss_giou: 0.6064 (0.6303) loss_giou_aux_0: 0.6299 (0.6627) loss_giou_aux_1: 0.6102 (0.6359) loss_giou_aux_2: 0.6070 (0.6309) loss_giou_aux_3: 0.6059 (0.6303) loss_giou_aux_4: 0.6062 (0.6302) loss_giou_dn_0: 0.6529 (0.6892) loss_giou_dn_1: 0.5374 (0.5733) loss_giou_dn_2: 0.5180 (0.5547) loss_giou_dn_3: 0.5143 (0.5505) loss_giou_dn_4: 0.5144 (0.5499) loss_giou_dn_5: 0.5145 (0.5499) loss_giou_dn_pre: 0.6492 (0.6874) loss_giou_enc_0: 0.7170 (0.7511) loss_giou_pre: 0.6280 (0.6606) loss_ddf_aux_0: 0.0853 (0.0859) loss_ddf_aux_1: 0.0097 (0.0105) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2662 (0.2738) loss_ddf_dn_1: 0.0350 (0.0344) loss_ddf_dn_2: 0.0057 (0.0056) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7201 (0.7434) loss_vfl_aux_0: 0.8405 (0.8298) loss_vfl_aux_1: 0.8160 (0.8107) loss_vfl_aux_2: 0.7832 (0.7844) loss_vfl_aux_3: 0.7440 (0.7557) loss_vfl_aux_4: 0.7235 (0.7442) loss_vfl_dn_0: 0.5143 (0.5094) loss_vfl_dn_1: 0.4747 (0.4767) loss_vfl_dn_2: 0.4588 (0.4623) loss_vfl_dn_3: 0.4446 (0.4505) loss_vfl_dn_4: 0.4420 (0.4466) loss_vfl_dn_5: 0.4407 (0.4460) loss_vfl_dn_pre: 0.5142 (0.5103) loss_vfl_enc_0: 0.8142 (0.8191) loss_vfl_pre: 0.8377 (0.8328) time: 0.7051 data: 0.0223 max mem: 9094 Epoch: [6] [1200/3696] eta: 0:31:09 lr: 0.000013 loss: 34.5472 (35.0689) loss_bbox: 0.2072 (0.2189) loss_bbox_aux_0: 0.2270 (0.2382) loss_bbox_aux_1: 0.2102 (0.2224) loss_bbox_aux_2: 0.2074 (0.2195) loss_bbox_aux_3: 0.2071 (0.2190) loss_bbox_aux_4: 0.2073 (0.2189) loss_bbox_dn_0: 0.2962 (0.3190) loss_bbox_dn_1: 0.2308 (0.2468) loss_bbox_dn_2: 0.2177 (0.2354) loss_bbox_dn_3: 0.2128 (0.2325) loss_bbox_dn_4: 0.2120 (0.2322) loss_bbox_dn_5: 0.2118 (0.2321) loss_bbox_dn_pre: 0.3050 (0.3232) loss_bbox_enc_0: 0.2861 (0.2907) loss_bbox_pre: 0.2271 (0.2384) loss_dfl: 0.9678 (0.9684) loss_fgl_aux_0: 1.0268 (1.0171) loss_fgl_aux_1: 0.9755 (0.9734) loss_fgl_aux_2: 0.9694 (0.9686) loss_fgl_aux_3: 0.9682 (0.9684) loss_fgl_aux_4: 0.9677 (0.9684) loss_fgl_dn_0: 1.1113 (1.1045) loss_fgl_dn_1: 1.0043 (1.0058) loss_fgl_dn_2: 0.9939 (0.9963) loss_fgl_dn_3: 0.9964 (0.9971) loss_fgl_dn_4: 0.9963 (0.9974) loss_fgl_dn_5: 0.9963 (0.9974) loss_giou: 0.5819 (0.6302) loss_giou_aux_0: 0.6211 (0.6627) loss_giou_aux_1: 0.5903 (0.6359) loss_giou_aux_2: 0.5835 (0.6308) loss_giou_aux_3: 0.5826 (0.6302) loss_giou_aux_4: 0.5822 (0.6302) loss_giou_dn_0: 0.6691 (0.6892) loss_giou_dn_1: 0.5467 (0.5733) loss_giou_dn_2: 0.5308 (0.5548) loss_giou_dn_3: 0.5251 (0.5506) loss_giou_dn_4: 0.5271 (0.5500) loss_giou_dn_5: 0.5268 (0.5500) loss_giou_dn_pre: 0.6675 (0.6875) loss_giou_enc_0: 0.7073 (0.7509) loss_giou_pre: 0.6186 (0.6606) loss_ddf_aux_0: 0.0829 (0.0856) loss_ddf_aux_1: 0.0102 (0.0105) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2767 (0.2732) loss_ddf_dn_1: 0.0346 (0.0343) loss_ddf_dn_2: 0.0060 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7170 (0.7429) loss_vfl_aux_0: 0.8273 (0.8297) loss_vfl_aux_1: 0.8016 (0.8104) loss_vfl_aux_2: 0.7698 (0.7841) loss_vfl_aux_3: 0.7310 (0.7554) loss_vfl_aux_4: 0.7162 (0.7439) loss_vfl_dn_0: 0.5068 (0.5094) loss_vfl_dn_1: 0.4769 (0.4768) loss_vfl_dn_2: 0.4626 (0.4624) loss_vfl_dn_3: 0.4500 (0.4506) loss_vfl_dn_4: 0.4414 (0.4467) loss_vfl_dn_5: 0.4400 (0.4461) loss_vfl_dn_pre: 0.5074 (0.5103) loss_vfl_enc_0: 0.8243 (0.8189) loss_vfl_pre: 0.8304 (0.8327) time: 0.7273 data: 0.0280 max mem: 9094 Epoch: [6] [1300/3696] eta: 0:29:54 lr: 0.000013 loss: 35.5664 (35.0675) loss_bbox: 0.2356 (0.2190) loss_bbox_aux_0: 0.2584 (0.2384) loss_bbox_aux_1: 0.2399 (0.2225) loss_bbox_aux_2: 0.2370 (0.2195) loss_bbox_aux_3: 0.2361 (0.2191) loss_bbox_aux_4: 0.2358 (0.2190) loss_bbox_dn_0: 0.3213 (0.3190) loss_bbox_dn_1: 0.2532 (0.2467) loss_bbox_dn_2: 0.2377 (0.2353) loss_bbox_dn_3: 0.2359 (0.2324) loss_bbox_dn_4: 0.2352 (0.2321) loss_bbox_dn_5: 0.2352 (0.2321) loss_bbox_dn_pre: 0.3255 (0.3232) loss_bbox_enc_0: 0.3123 (0.2911) loss_bbox_pre: 0.2604 (0.2386) loss_dfl: 0.9801 (0.9682) loss_fgl_aux_0: 1.0243 (1.0171) loss_fgl_aux_1: 0.9834 (0.9733) loss_fgl_aux_2: 0.9807 (0.9685) loss_fgl_aux_3: 0.9800 (0.9683) loss_fgl_aux_4: 0.9802 (0.9682) loss_fgl_dn_0: 1.1007 (1.1045) loss_fgl_dn_1: 1.0079 (1.0057) loss_fgl_dn_2: 1.0022 (0.9962) loss_fgl_dn_3: 1.0012 (0.9970) loss_fgl_dn_4: 1.0014 (0.9973) loss_fgl_dn_5: 1.0015 (0.9973) loss_giou: 0.6256 (0.6307) loss_giou_aux_0: 0.6622 (0.6632) loss_giou_aux_1: 0.6308 (0.6364) loss_giou_aux_2: 0.6244 (0.6313) loss_giou_aux_3: 0.6249 (0.6307) loss_giou_aux_4: 0.6254 (0.6307) loss_giou_dn_0: 0.6899 (0.6892) loss_giou_dn_1: 0.5646 (0.5733) loss_giou_dn_2: 0.5457 (0.5547) loss_giou_dn_3: 0.5432 (0.5505) loss_giou_dn_4: 0.5432 (0.5499) loss_giou_dn_5: 0.5430 (0.5499) loss_giou_dn_pre: 0.6848 (0.6874) loss_giou_enc_0: 0.7541 (0.7514) loss_giou_pre: 0.6631 (0.6611) loss_ddf_aux_0: 0.0881 (0.0857) loss_ddf_aux_1: 0.0107 (0.0105) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2717 (0.2738) loss_ddf_dn_1: 0.0352 (0.0344) loss_ddf_dn_2: 0.0060 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7587 (0.7424) loss_vfl_aux_0: 0.8446 (0.8293) loss_vfl_aux_1: 0.8237 (0.8100) loss_vfl_aux_2: 0.8050 (0.7834) loss_vfl_aux_3: 0.7795 (0.7551) loss_vfl_aux_4: 0.7607 (0.7434) loss_vfl_dn_0: 0.5073 (0.5092) loss_vfl_dn_1: 0.4787 (0.4766) loss_vfl_dn_2: 0.4633 (0.4622) loss_vfl_dn_3: 0.4520 (0.4504) loss_vfl_dn_4: 0.4481 (0.4465) loss_vfl_dn_5: 0.4481 (0.4459) loss_vfl_dn_pre: 0.5079 (0.5101) loss_vfl_enc_0: 0.8289 (0.8180) loss_vfl_pre: 0.8510 (0.8323) time: 0.7411 data: 0.0335 max mem: 9094 Epoch: [6] [1400/3696] eta: 0:28:35 lr: 0.000013 loss: 34.9811 (35.0881) loss_bbox: 0.2074 (0.2193) loss_bbox_aux_0: 0.2154 (0.2387) loss_bbox_aux_1: 0.2093 (0.2229) loss_bbox_aux_2: 0.2081 (0.2199) loss_bbox_aux_3: 0.2075 (0.2194) loss_bbox_aux_4: 0.2075 (0.2194) loss_bbox_dn_0: 0.2807 (0.3194) loss_bbox_dn_1: 0.2258 (0.2473) loss_bbox_dn_2: 0.2175 (0.2359) loss_bbox_dn_3: 0.2130 (0.2330) loss_bbox_dn_4: 0.2132 (0.2326) loss_bbox_dn_5: 0.2134 (0.2325) loss_bbox_dn_pre: 0.2796 (0.3236) loss_bbox_enc_0: 0.2613 (0.2915) loss_bbox_pre: 0.2170 (0.2389) loss_dfl: 0.9895 (0.9686) loss_fgl_aux_0: 1.0225 (1.0172) loss_fgl_aux_1: 0.9906 (0.9737) loss_fgl_aux_2: 0.9891 (0.9689) loss_fgl_aux_3: 0.9895 (0.9686) loss_fgl_aux_4: 0.9894 (0.9686) loss_fgl_dn_0: 1.1029 (1.1044) loss_fgl_dn_1: 1.0078 (1.0058) loss_fgl_dn_2: 1.0003 (0.9963) loss_fgl_dn_3: 1.0015 (0.9971) loss_fgl_dn_4: 1.0020 (0.9973) loss_fgl_dn_5: 1.0021 (0.9974) loss_giou: 0.6279 (0.6310) loss_giou_aux_0: 0.6552 (0.6635) loss_giou_aux_1: 0.6347 (0.6367) loss_giou_aux_2: 0.6282 (0.6315) loss_giou_aux_3: 0.6275 (0.6309) loss_giou_aux_4: 0.6269 (0.6309) loss_giou_dn_0: 0.6910 (0.6898) loss_giou_dn_1: 0.5750 (0.5738) loss_giou_dn_2: 0.5564 (0.5553) loss_giou_dn_3: 0.5521 (0.5511) loss_giou_dn_4: 0.5519 (0.5505) loss_giou_dn_5: 0.5520 (0.5505) loss_giou_dn_pre: 0.6896 (0.6880) loss_giou_enc_0: 0.7525 (0.7518) loss_giou_pre: 0.6513 (0.6614) loss_ddf_aux_0: 0.0782 (0.0857) loss_ddf_aux_1: 0.0097 (0.0105) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2516 (0.2736) loss_ddf_dn_1: 0.0326 (0.0344) loss_ddf_dn_2: 0.0046 (0.0056) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7507 (0.7432) loss_vfl_aux_0: 0.8217 (0.8300) loss_vfl_aux_1: 0.8281 (0.8108) loss_vfl_aux_2: 0.8004 (0.7844) loss_vfl_aux_3: 0.7694 (0.7559) loss_vfl_aux_4: 0.7511 (0.7441) loss_vfl_dn_0: 0.5092 (0.5093) loss_vfl_dn_1: 0.4762 (0.4766) loss_vfl_dn_2: 0.4628 (0.4622) loss_vfl_dn_3: 0.4537 (0.4504) loss_vfl_dn_4: 0.4502 (0.4466) loss_vfl_dn_5: 0.4514 (0.4460) loss_vfl_dn_pre: 0.5095 (0.5101) loss_vfl_enc_0: 0.8096 (0.8186) loss_vfl_pre: 0.8258 (0.8330) time: 0.7219 data: 0.0254 max mem: 9094 Epoch: [6] [1500/3696] eta: 0:27:18 lr: 0.000013 loss: 35.1106 (35.0851) loss_bbox: 0.2079 (0.2192) loss_bbox_aux_0: 0.2212 (0.2385) loss_bbox_aux_1: 0.2066 (0.2227) loss_bbox_aux_2: 0.2085 (0.2197) loss_bbox_aux_3: 0.2079 (0.2193) loss_bbox_aux_4: 0.2079 (0.2192) loss_bbox_dn_0: 0.3080 (0.3198) loss_bbox_dn_1: 0.2382 (0.2477) loss_bbox_dn_2: 0.2315 (0.2363) loss_bbox_dn_3: 0.2248 (0.2333) loss_bbox_dn_4: 0.2231 (0.2330) loss_bbox_dn_5: 0.2225 (0.2329) loss_bbox_dn_pre: 0.3100 (0.3239) loss_bbox_enc_0: 0.2826 (0.2915) loss_bbox_pre: 0.2207 (0.2387) loss_dfl: 0.9581 (0.9685) loss_fgl_aux_0: 1.0134 (1.0172) loss_fgl_aux_1: 0.9666 (0.9736) loss_fgl_aux_2: 0.9580 (0.9688) loss_fgl_aux_3: 0.9577 (0.9685) loss_fgl_aux_4: 0.9580 (0.9685) loss_fgl_dn_0: 1.1072 (1.1043) loss_fgl_dn_1: 1.0099 (1.0057) loss_fgl_dn_2: 1.0005 (0.9962) loss_fgl_dn_3: 1.0013 (0.9970) loss_fgl_dn_4: 1.0017 (0.9972) loss_fgl_dn_5: 1.0018 (0.9972) loss_giou: 0.6420 (0.6302) loss_giou_aux_0: 0.6711 (0.6627) loss_giou_aux_1: 0.6476 (0.6359) loss_giou_aux_2: 0.6410 (0.6308) loss_giou_aux_3: 0.6416 (0.6302) loss_giou_aux_4: 0.6419 (0.6302) loss_giou_dn_0: 0.6923 (0.6892) loss_giou_dn_1: 0.5636 (0.5733) loss_giou_dn_2: 0.5466 (0.5547) loss_giou_dn_3: 0.5426 (0.5505) loss_giou_dn_4: 0.5415 (0.5499) loss_giou_dn_5: 0.5414 (0.5499) loss_giou_dn_pre: 0.6893 (0.6874) loss_giou_enc_0: 0.7713 (0.7515) loss_giou_pre: 0.6692 (0.6606) loss_ddf_aux_0: 0.0891 (0.0856) loss_ddf_aux_1: 0.0112 (0.0105) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2749 (0.2737) loss_ddf_dn_1: 0.0361 (0.0344) loss_ddf_dn_2: 0.0061 (0.0056) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7412 (0.7441) loss_vfl_aux_0: 0.8391 (0.8308) loss_vfl_aux_1: 0.8204 (0.8117) loss_vfl_aux_2: 0.7950 (0.7849) loss_vfl_aux_3: 0.7531 (0.7565) loss_vfl_aux_4: 0.7449 (0.7448) loss_vfl_dn_0: 0.5032 (0.5093) loss_vfl_dn_1: 0.4730 (0.4766) loss_vfl_dn_2: 0.4590 (0.4622) loss_vfl_dn_3: 0.4492 (0.4504) loss_vfl_dn_4: 0.4423 (0.4465) loss_vfl_dn_5: 0.4409 (0.4460) loss_vfl_dn_pre: 0.5052 (0.5102) loss_vfl_enc_0: 0.8027 (0.8195) loss_vfl_pre: 0.8424 (0.8338) time: 0.7583 data: 0.0251 max mem: 9094 Epoch: [6] [1600/3696] eta: 0:26:06 lr: 0.000013 loss: 34.6196 (35.0794) loss_bbox: 0.2033 (0.2192) loss_bbox_aux_0: 0.2196 (0.2386) loss_bbox_aux_1: 0.2077 (0.2228) loss_bbox_aux_2: 0.2041 (0.2198) loss_bbox_aux_3: 0.2031 (0.2193) loss_bbox_aux_4: 0.2032 (0.2193) loss_bbox_dn_0: 0.3034 (0.3198) loss_bbox_dn_1: 0.2362 (0.2477) loss_bbox_dn_2: 0.2240 (0.2364) loss_bbox_dn_3: 0.2225 (0.2334) loss_bbox_dn_4: 0.2223 (0.2331) loss_bbox_dn_5: 0.2223 (0.2330) loss_bbox_dn_pre: 0.3081 (0.3240) loss_bbox_enc_0: 0.2750 (0.2918) loss_bbox_pre: 0.2211 (0.2389) loss_dfl: 0.9924 (0.9686) loss_fgl_aux_0: 1.0304 (1.0173) loss_fgl_aux_1: 0.9981 (0.9737) loss_fgl_aux_2: 0.9932 (0.9689) loss_fgl_aux_3: 0.9926 (0.9686) loss_fgl_aux_4: 0.9924 (0.9686) loss_fgl_dn_0: 1.1079 (1.1044) loss_fgl_dn_1: 1.0087 (1.0055) loss_fgl_dn_2: 0.9984 (0.9961) loss_fgl_dn_3: 0.9999 (0.9968) loss_fgl_dn_4: 1.0004 (0.9971) loss_fgl_dn_5: 1.0003 (0.9971) loss_giou: 0.6006 (0.6299) loss_giou_aux_0: 0.6273 (0.6625) loss_giou_aux_1: 0.6003 (0.6356) loss_giou_aux_2: 0.5997 (0.6305) loss_giou_aux_3: 0.6001 (0.6299) loss_giou_aux_4: 0.6003 (0.6299) loss_giou_dn_0: 0.6827 (0.6889) loss_giou_dn_1: 0.5656 (0.5730) loss_giou_dn_2: 0.5493 (0.5544) loss_giou_dn_3: 0.5444 (0.5503) loss_giou_dn_4: 0.5444 (0.5497) loss_giou_dn_5: 0.5446 (0.5497) loss_giou_dn_pre: 0.6834 (0.6871) loss_giou_enc_0: 0.7278 (0.7512) loss_giou_pre: 0.6260 (0.6604) loss_ddf_aux_0: 0.0831 (0.0854) loss_ddf_aux_1: 0.0104 (0.0105) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2758 (0.2736) loss_ddf_dn_1: 0.0306 (0.0343) loss_ddf_dn_2: 0.0052 (0.0056) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7497 (0.7438) loss_vfl_aux_0: 0.8257 (0.8305) loss_vfl_aux_1: 0.7988 (0.8112) loss_vfl_aux_2: 0.7832 (0.7843) loss_vfl_aux_3: 0.7487 (0.7561) loss_vfl_aux_4: 0.7470 (0.7445) loss_vfl_dn_0: 0.5076 (0.5093) loss_vfl_dn_1: 0.4774 (0.4766) loss_vfl_dn_2: 0.4611 (0.4622) loss_vfl_dn_3: 0.4494 (0.4504) loss_vfl_dn_4: 0.4468 (0.4465) loss_vfl_dn_5: 0.4462 (0.4460) loss_vfl_dn_pre: 0.5080 (0.5102) loss_vfl_enc_0: 0.8256 (0.8192) loss_vfl_pre: 0.8268 (0.8334) time: 0.7375 data: 0.0277 max mem: 9094 Epoch: [6] [1700/3696] eta: 0:24:50 lr: 0.000013 loss: 35.1113 (35.0815) loss_bbox: 0.2126 (0.2196) loss_bbox_aux_0: 0.2312 (0.2390) loss_bbox_aux_1: 0.2187 (0.2232) loss_bbox_aux_2: 0.2133 (0.2201) loss_bbox_aux_3: 0.2125 (0.2196) loss_bbox_aux_4: 0.2127 (0.2196) loss_bbox_dn_0: 0.2911 (0.3197) loss_bbox_dn_1: 0.2273 (0.2478) loss_bbox_dn_2: 0.2184 (0.2364) loss_bbox_dn_3: 0.2156 (0.2335) loss_bbox_dn_4: 0.2149 (0.2331) loss_bbox_dn_5: 0.2149 (0.2331) loss_bbox_dn_pre: 0.2932 (0.3239) loss_bbox_enc_0: 0.2740 (0.2921) loss_bbox_pre: 0.2322 (0.2392) loss_dfl: 0.9796 (0.9686) loss_fgl_aux_0: 1.0168 (1.0172) loss_fgl_aux_1: 0.9829 (0.9736) loss_fgl_aux_2: 0.9788 (0.9689) loss_fgl_aux_3: 0.9795 (0.9686) loss_fgl_aux_4: 0.9795 (0.9686) loss_fgl_dn_0: 1.1059 (1.1045) loss_fgl_dn_1: 1.0133 (1.0057) loss_fgl_dn_2: 1.0052 (0.9962) loss_fgl_dn_3: 1.0066 (0.9970) loss_fgl_dn_4: 1.0070 (0.9973) loss_fgl_dn_5: 1.0070 (0.9973) loss_giou: 0.6354 (0.6299) loss_giou_aux_0: 0.6603 (0.6625) loss_giou_aux_1: 0.6391 (0.6357) loss_giou_aux_2: 0.6356 (0.6305) loss_giou_aux_3: 0.6355 (0.6299) loss_giou_aux_4: 0.6355 (0.6299) loss_giou_dn_0: 0.7061 (0.6887) loss_giou_dn_1: 0.5826 (0.5729) loss_giou_dn_2: 0.5698 (0.5544) loss_giou_dn_3: 0.5609 (0.5502) loss_giou_dn_4: 0.5594 (0.5496) loss_giou_dn_5: 0.5591 (0.5496) loss_giou_dn_pre: 0.7018 (0.6870) loss_giou_enc_0: 0.7637 (0.7511) loss_giou_pre: 0.6593 (0.6603) loss_ddf_aux_0: 0.0871 (0.0853) loss_ddf_aux_1: 0.0103 (0.0105) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2647 (0.2732) loss_ddf_dn_1: 0.0331 (0.0343) loss_ddf_dn_2: 0.0055 (0.0056) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7135 (0.7439) loss_vfl_aux_0: 0.8114 (0.8307) loss_vfl_aux_1: 0.7756 (0.8112) loss_vfl_aux_2: 0.7639 (0.7845) loss_vfl_aux_3: 0.7148 (0.7562) loss_vfl_aux_4: 0.7180 (0.7447) loss_vfl_dn_0: 0.5014 (0.5094) loss_vfl_dn_1: 0.4750 (0.4766) loss_vfl_dn_2: 0.4618 (0.4621) loss_vfl_dn_3: 0.4487 (0.4503) loss_vfl_dn_4: 0.4435 (0.4464) loss_vfl_dn_5: 0.4443 (0.4459) loss_vfl_dn_pre: 0.5027 (0.5102) loss_vfl_enc_0: 0.7937 (0.8190) loss_vfl_pre: 0.8169 (0.8337) time: 0.7372 data: 0.0321 max mem: 9094 Epoch: [6] [1800/3696] eta: 0:23:35 lr: 0.000013 loss: 34.8909 (35.0676) loss_bbox: 0.2147 (0.2195) loss_bbox_aux_0: 0.2396 (0.2390) loss_bbox_aux_1: 0.2190 (0.2231) loss_bbox_aux_2: 0.2145 (0.2201) loss_bbox_aux_3: 0.2145 (0.2196) loss_bbox_aux_4: 0.2148 (0.2195) loss_bbox_dn_0: 0.3165 (0.3196) loss_bbox_dn_1: 0.2371 (0.2476) loss_bbox_dn_2: 0.2270 (0.2362) loss_bbox_dn_3: 0.2241 (0.2333) loss_bbox_dn_4: 0.2252 (0.2329) loss_bbox_dn_5: 0.2254 (0.2329) loss_bbox_dn_pre: 0.3165 (0.3238) loss_bbox_enc_0: 0.2846 (0.2920) loss_bbox_pre: 0.2384 (0.2392) loss_dfl: 0.9672 (0.9684) loss_fgl_aux_0: 1.0111 (1.0171) loss_fgl_aux_1: 0.9690 (0.9735) loss_fgl_aux_2: 0.9669 (0.9687) loss_fgl_aux_3: 0.9670 (0.9685) loss_fgl_aux_4: 0.9671 (0.9684) loss_fgl_dn_0: 1.0977 (1.1045) loss_fgl_dn_1: 0.9978 (1.0056) loss_fgl_dn_2: 0.9872 (0.9961) loss_fgl_dn_3: 0.9873 (0.9969) loss_fgl_dn_4: 0.9871 (0.9971) loss_fgl_dn_5: 0.9871 (0.9972) loss_giou: 0.6037 (0.6295) loss_giou_aux_0: 0.6424 (0.6621) loss_giou_aux_1: 0.6105 (0.6352) loss_giou_aux_2: 0.6054 (0.6301) loss_giou_aux_3: 0.6039 (0.6295) loss_giou_aux_4: 0.6037 (0.6295) loss_giou_dn_0: 0.6751 (0.6883) loss_giou_dn_1: 0.5587 (0.5724) loss_giou_dn_2: 0.5355 (0.5539) loss_giou_dn_3: 0.5289 (0.5497) loss_giou_dn_4: 0.5277 (0.5491) loss_giou_dn_5: 0.5275 (0.5491) loss_giou_dn_pre: 0.6715 (0.6865) loss_giou_enc_0: 0.7286 (0.7507) loss_giou_pre: 0.6386 (0.6600) loss_ddf_aux_0: 0.0845 (0.0854) loss_ddf_aux_1: 0.0102 (0.0105) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2691 (0.2735) loss_ddf_dn_1: 0.0328 (0.0343) loss_ddf_dn_2: 0.0059 (0.0056) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7362 (0.7433) loss_vfl_aux_0: 0.8357 (0.8302) loss_vfl_aux_1: 0.8243 (0.8107) loss_vfl_aux_2: 0.7926 (0.7839) loss_vfl_aux_3: 0.7506 (0.7556) loss_vfl_aux_4: 0.7439 (0.7443) loss_vfl_dn_0: 0.5112 (0.5094) loss_vfl_dn_1: 0.4782 (0.4765) loss_vfl_dn_2: 0.4647 (0.4619) loss_vfl_dn_3: 0.4507 (0.4502) loss_vfl_dn_4: 0.4446 (0.4462) loss_vfl_dn_5: 0.4436 (0.4457) loss_vfl_dn_pre: 0.5118 (0.5103) loss_vfl_enc_0: 0.8169 (0.8184) loss_vfl_pre: 0.8348 (0.8331) time: 0.7464 data: 0.0263 max mem: 9094 Epoch: [6] [1900/3696] eta: 0:22:21 lr: 0.000013 loss: 35.3406 (35.0761) loss_bbox: 0.2238 (0.2200) loss_bbox_aux_0: 0.2382 (0.2394) loss_bbox_aux_1: 0.2274 (0.2235) loss_bbox_aux_2: 0.2251 (0.2205) loss_bbox_aux_3: 0.2241 (0.2200) loss_bbox_aux_4: 0.2239 (0.2200) loss_bbox_dn_0: 0.3227 (0.3201) loss_bbox_dn_1: 0.2570 (0.2480) loss_bbox_dn_2: 0.2456 (0.2366) loss_bbox_dn_3: 0.2436 (0.2337) loss_bbox_dn_4: 0.2430 (0.2333) loss_bbox_dn_5: 0.2426 (0.2333) loss_bbox_dn_pre: 0.3329 (0.3243) loss_bbox_enc_0: 0.2879 (0.2927) loss_bbox_pre: 0.2375 (0.2396) loss_dfl: 0.9703 (0.9682) loss_fgl_aux_0: 1.0110 (1.0169) loss_fgl_aux_1: 0.9755 (0.9733) loss_fgl_aux_2: 0.9703 (0.9685) loss_fgl_aux_3: 0.9703 (0.9683) loss_fgl_aux_4: 0.9703 (0.9683) loss_fgl_dn_0: 1.1050 (1.1044) loss_fgl_dn_1: 1.0009 (1.0055) loss_fgl_dn_2: 1.0006 (0.9960) loss_fgl_dn_3: 1.0013 (0.9968) loss_fgl_dn_4: 1.0020 (0.9971) loss_fgl_dn_5: 1.0020 (0.9971) loss_giou: 0.6054 (0.6296) loss_giou_aux_0: 0.6464 (0.6623) loss_giou_aux_1: 0.6087 (0.6354) loss_giou_aux_2: 0.6069 (0.6302) loss_giou_aux_3: 0.6062 (0.6296) loss_giou_aux_4: 0.6056 (0.6296) loss_giou_dn_0: 0.6810 (0.6883) loss_giou_dn_1: 0.5667 (0.5725) loss_giou_dn_2: 0.5460 (0.5539) loss_giou_dn_3: 0.5399 (0.5497) loss_giou_dn_4: 0.5385 (0.5492) loss_giou_dn_5: 0.5385 (0.5491) loss_giou_dn_pre: 0.6796 (0.6866) loss_giou_enc_0: 0.7366 (0.7510) loss_giou_pre: 0.6402 (0.6601) loss_ddf_aux_0: 0.0842 (0.0854) loss_ddf_aux_1: 0.0094 (0.0105) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2834 (0.2737) loss_ddf_dn_1: 0.0326 (0.0343) loss_ddf_dn_2: 0.0049 (0.0056) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7364 (0.7435) loss_vfl_aux_0: 0.8281 (0.8306) loss_vfl_aux_1: 0.7990 (0.8111) loss_vfl_aux_2: 0.7863 (0.7842) loss_vfl_aux_3: 0.7443 (0.7558) loss_vfl_aux_4: 0.7367 (0.7444) loss_vfl_dn_0: 0.5088 (0.5093) loss_vfl_dn_1: 0.4759 (0.4765) loss_vfl_dn_2: 0.4591 (0.4620) loss_vfl_dn_3: 0.4499 (0.4501) loss_vfl_dn_4: 0.4449 (0.4462) loss_vfl_dn_5: 0.4421 (0.4457) loss_vfl_dn_pre: 0.5095 (0.5102) loss_vfl_enc_0: 0.8016 (0.8184) loss_vfl_pre: 0.8268 (0.8336) time: 0.7422 data: 0.0266 max mem: 9094 Epoch: [6] [2000/3696] eta: 0:21:06 lr: 0.000013 loss: 35.1227 (35.0699) loss_bbox: 0.2175 (0.2200) loss_bbox_aux_0: 0.2395 (0.2395) loss_bbox_aux_1: 0.2204 (0.2236) loss_bbox_aux_2: 0.2178 (0.2206) loss_bbox_aux_3: 0.2177 (0.2201) loss_bbox_aux_4: 0.2177 (0.2200) loss_bbox_dn_0: 0.3182 (0.3204) loss_bbox_dn_1: 0.2425 (0.2482) loss_bbox_dn_2: 0.2320 (0.2368) loss_bbox_dn_3: 0.2286 (0.2339) loss_bbox_dn_4: 0.2288 (0.2336) loss_bbox_dn_5: 0.2289 (0.2335) loss_bbox_dn_pre: 0.3237 (0.3246) loss_bbox_enc_0: 0.2948 (0.2928) loss_bbox_pre: 0.2396 (0.2397) loss_dfl: 0.9768 (0.9683) loss_fgl_aux_0: 1.0233 (1.0170) loss_fgl_aux_1: 0.9830 (0.9733) loss_fgl_aux_2: 0.9771 (0.9685) loss_fgl_aux_3: 0.9772 (0.9683) loss_fgl_aux_4: 0.9770 (0.9683) loss_fgl_dn_0: 1.1049 (1.1044) loss_fgl_dn_1: 1.0076 (1.0053) loss_fgl_dn_2: 0.9978 (0.9958) loss_fgl_dn_3: 1.0006 (0.9965) loss_fgl_dn_4: 1.0011 (0.9968) loss_fgl_dn_5: 1.0010 (0.9968) loss_giou: 0.5997 (0.6291) loss_giou_aux_0: 0.6295 (0.6618) loss_giou_aux_1: 0.6074 (0.6349) loss_giou_aux_2: 0.5996 (0.6297) loss_giou_aux_3: 0.5997 (0.6290) loss_giou_aux_4: 0.5997 (0.6291) loss_giou_dn_0: 0.6764 (0.6879) loss_giou_dn_1: 0.5620 (0.5720) loss_giou_dn_2: 0.5437 (0.5534) loss_giou_dn_3: 0.5409 (0.5492) loss_giou_dn_4: 0.5402 (0.5486) loss_giou_dn_5: 0.5400 (0.5486) loss_giou_dn_pre: 0.6769 (0.6861) loss_giou_enc_0: 0.7268 (0.7505) loss_giou_pre: 0.6283 (0.6597) loss_ddf_aux_0: 0.0862 (0.0856) loss_ddf_aux_1: 0.0103 (0.0105) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2627 (0.2741) loss_ddf_dn_1: 0.0321 (0.0343) loss_ddf_dn_2: 0.0050 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7434 (0.7435) loss_vfl_aux_0: 0.8466 (0.8306) loss_vfl_aux_1: 0.8065 (0.8110) loss_vfl_aux_2: 0.7748 (0.7842) loss_vfl_aux_3: 0.7549 (0.7558) loss_vfl_aux_4: 0.7541 (0.7445) loss_vfl_dn_0: 0.5125 (0.5094) loss_vfl_dn_1: 0.4761 (0.4763) loss_vfl_dn_2: 0.4635 (0.4618) loss_vfl_dn_3: 0.4504 (0.4500) loss_vfl_dn_4: 0.4479 (0.4461) loss_vfl_dn_5: 0.4491 (0.4456) loss_vfl_dn_pre: 0.5140 (0.5102) loss_vfl_enc_0: 0.8288 (0.8182) loss_vfl_pre: 0.8501 (0.8336) time: 0.7453 data: 0.0266 max mem: 9094 Epoch: [6] [2100/3696] eta: 0:19:51 lr: 0.000013 loss: 35.5811 (35.0708) loss_bbox: 0.2326 (0.2201) loss_bbox_aux_0: 0.2572 (0.2396) loss_bbox_aux_1: 0.2351 (0.2237) loss_bbox_aux_2: 0.2319 (0.2207) loss_bbox_aux_3: 0.2326 (0.2202) loss_bbox_aux_4: 0.2327 (0.2201) loss_bbox_dn_0: 0.3071 (0.3201) loss_bbox_dn_1: 0.2353 (0.2479) loss_bbox_dn_2: 0.2271 (0.2366) loss_bbox_dn_3: 0.2248 (0.2337) loss_bbox_dn_4: 0.2263 (0.2333) loss_bbox_dn_5: 0.2264 (0.2333) loss_bbox_dn_pre: 0.3118 (0.3242) loss_bbox_enc_0: 0.2978 (0.2928) loss_bbox_pre: 0.2563 (0.2398) loss_dfl: 0.9425 (0.9679) loss_fgl_aux_0: 0.9917 (1.0165) loss_fgl_aux_1: 0.9453 (0.9729) loss_fgl_aux_2: 0.9429 (0.9681) loss_fgl_aux_3: 0.9425 (0.9679) loss_fgl_aux_4: 0.9424 (0.9679) loss_fgl_dn_0: 1.1012 (1.1043) loss_fgl_dn_1: 1.0023 (1.0053) loss_fgl_dn_2: 0.9947 (0.9958) loss_fgl_dn_3: 0.9967 (0.9966) loss_fgl_dn_4: 0.9976 (0.9969) loss_fgl_dn_5: 0.9976 (0.9969) loss_giou: 0.6547 (0.6298) loss_giou_aux_0: 0.6912 (0.6625) loss_giou_aux_1: 0.6583 (0.6356) loss_giou_aux_2: 0.6544 (0.6304) loss_giou_aux_3: 0.6538 (0.6298) loss_giou_aux_4: 0.6540 (0.6298) loss_giou_dn_0: 0.6983 (0.6880) loss_giou_dn_1: 0.5780 (0.5721) loss_giou_dn_2: 0.5570 (0.5535) loss_giou_dn_3: 0.5518 (0.5494) loss_giou_dn_4: 0.5513 (0.5488) loss_giou_dn_5: 0.5512 (0.5487) loss_giou_dn_pre: 0.6987 (0.6863) loss_giou_enc_0: 0.7810 (0.7512) loss_giou_pre: 0.6903 (0.6604) loss_ddf_aux_0: 0.0792 (0.0854) loss_ddf_aux_1: 0.0095 (0.0104) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2626 (0.2739) loss_ddf_dn_1: 0.0332 (0.0343) loss_ddf_dn_2: 0.0057 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7303 (0.7434) loss_vfl_aux_0: 0.8128 (0.8306) loss_vfl_aux_1: 0.7983 (0.8108) loss_vfl_aux_2: 0.7876 (0.7841) loss_vfl_aux_3: 0.7485 (0.7557) loss_vfl_aux_4: 0.7354 (0.7444) loss_vfl_dn_0: 0.5092 (0.5093) loss_vfl_dn_1: 0.4705 (0.4762) loss_vfl_dn_2: 0.4589 (0.4618) loss_vfl_dn_3: 0.4470 (0.4500) loss_vfl_dn_4: 0.4434 (0.4461) loss_vfl_dn_5: 0.4446 (0.4455) loss_vfl_dn_pre: 0.5091 (0.5102) loss_vfl_enc_0: 0.8127 (0.8176) loss_vfl_pre: 0.8157 (0.8336) time: 0.7288 data: 0.0267 max mem: 9094 Epoch: [6] [2200/3696] eta: 0:18:36 lr: 0.000013 loss: 34.9750 (35.0654) loss_bbox: 0.2099 (0.2202) loss_bbox_aux_0: 0.2242 (0.2397) loss_bbox_aux_1: 0.2148 (0.2238) loss_bbox_aux_2: 0.2109 (0.2208) loss_bbox_aux_3: 0.2098 (0.2203) loss_bbox_aux_4: 0.2098 (0.2202) loss_bbox_dn_0: 0.3232 (0.3201) loss_bbox_dn_1: 0.2442 (0.2479) loss_bbox_dn_2: 0.2327 (0.2366) loss_bbox_dn_3: 0.2293 (0.2337) loss_bbox_dn_4: 0.2287 (0.2333) loss_bbox_dn_5: 0.2285 (0.2333) loss_bbox_dn_pre: 0.3288 (0.3243) loss_bbox_enc_0: 0.2900 (0.2930) loss_bbox_pre: 0.2233 (0.2399) loss_dfl: 0.9822 (0.9679) loss_fgl_aux_0: 1.0387 (1.0166) loss_fgl_aux_1: 0.9832 (0.9729) loss_fgl_aux_2: 0.9818 (0.9681) loss_fgl_aux_3: 0.9821 (0.9680) loss_fgl_aux_4: 0.9821 (0.9679) loss_fgl_dn_0: 1.1084 (1.1044) loss_fgl_dn_1: 0.9988 (1.0052) loss_fgl_dn_2: 0.9910 (0.9957) loss_fgl_dn_3: 0.9928 (0.9965) loss_fgl_dn_4: 0.9928 (0.9968) loss_fgl_dn_5: 0.9928 (0.9968) loss_giou: 0.6068 (0.6292) loss_giou_aux_0: 0.6446 (0.6621) loss_giou_aux_1: 0.6097 (0.6351) loss_giou_aux_2: 0.6069 (0.6298) loss_giou_aux_3: 0.6071 (0.6292) loss_giou_aux_4: 0.6070 (0.6292) loss_giou_dn_0: 0.6846 (0.6877) loss_giou_dn_1: 0.5653 (0.5717) loss_giou_dn_2: 0.5384 (0.5532) loss_giou_dn_3: 0.5347 (0.5490) loss_giou_dn_4: 0.5345 (0.5484) loss_giou_dn_5: 0.5343 (0.5484) loss_giou_dn_pre: 0.6784 (0.6859) loss_giou_enc_0: 0.7251 (0.7507) loss_giou_pre: 0.6389 (0.6599) loss_ddf_aux_0: 0.0803 (0.0855) loss_ddf_aux_1: 0.0101 (0.0104) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2734 (0.2738) loss_ddf_dn_1: 0.0323 (0.0343) loss_ddf_dn_2: 0.0049 (0.0056) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7313 (0.7436) loss_vfl_aux_0: 0.8039 (0.8306) loss_vfl_aux_1: 0.7929 (0.8111) loss_vfl_aux_2: 0.7718 (0.7842) loss_vfl_aux_3: 0.7525 (0.7557) loss_vfl_aux_4: 0.7319 (0.7445) loss_vfl_dn_0: 0.5149 (0.5093) loss_vfl_dn_1: 0.4773 (0.4762) loss_vfl_dn_2: 0.4645 (0.4617) loss_vfl_dn_3: 0.4543 (0.4500) loss_vfl_dn_4: 0.4514 (0.4460) loss_vfl_dn_5: 0.4488 (0.4455) loss_vfl_dn_pre: 0.5154 (0.5102) loss_vfl_enc_0: 0.8120 (0.8175) loss_vfl_pre: 0.8038 (0.8336) time: 0.7126 data: 0.0233 max mem: 9094 Epoch: [6] [2300/3696] eta: 0:17:23 lr: 0.000013 loss: 34.8154 (35.0636) loss_bbox: 0.1993 (0.2200) loss_bbox_aux_0: 0.2208 (0.2395) loss_bbox_aux_1: 0.2043 (0.2236) loss_bbox_aux_2: 0.2007 (0.2206) loss_bbox_aux_3: 0.1993 (0.2201) loss_bbox_aux_4: 0.1994 (0.2200) loss_bbox_dn_0: 0.3084 (0.3200) loss_bbox_dn_1: 0.2368 (0.2478) loss_bbox_dn_2: 0.2282 (0.2364) loss_bbox_dn_3: 0.2253 (0.2335) loss_bbox_dn_4: 0.2250 (0.2332) loss_bbox_dn_5: 0.2251 (0.2331) loss_bbox_dn_pre: 0.3087 (0.3242) loss_bbox_enc_0: 0.2811 (0.2929) loss_bbox_pre: 0.2209 (0.2397) loss_dfl: 0.9575 (0.9678) loss_fgl_aux_0: 1.0139 (1.0165) loss_fgl_aux_1: 0.9639 (0.9727) loss_fgl_aux_2: 0.9579 (0.9680) loss_fgl_aux_3: 0.9574 (0.9678) loss_fgl_aux_4: 0.9572 (0.9678) loss_fgl_dn_0: 1.0952 (1.1043) loss_fgl_dn_1: 0.9957 (1.0052) loss_fgl_dn_2: 0.9852 (0.9957) loss_fgl_dn_3: 0.9845 (0.9965) loss_fgl_dn_4: 0.9841 (0.9967) loss_fgl_dn_5: 0.9839 (0.9968) loss_giou: 0.5959 (0.6292) loss_giou_aux_0: 0.6314 (0.6620) loss_giou_aux_1: 0.6028 (0.6350) loss_giou_aux_2: 0.5972 (0.6298) loss_giou_aux_3: 0.5965 (0.6292) loss_giou_aux_4: 0.5963 (0.6292) loss_giou_dn_0: 0.6961 (0.6877) loss_giou_dn_1: 0.5616 (0.5716) loss_giou_dn_2: 0.5474 (0.5531) loss_giou_dn_3: 0.5439 (0.5489) loss_giou_dn_4: 0.5432 (0.5483) loss_giou_dn_5: 0.5433 (0.5483) loss_giou_dn_pre: 0.6941 (0.6859) loss_giou_enc_0: 0.7223 (0.7508) loss_giou_pre: 0.6306 (0.6598) loss_ddf_aux_0: 0.0892 (0.0856) loss_ddf_aux_1: 0.0101 (0.0104) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2694 (0.2738) loss_ddf_dn_1: 0.0329 (0.0343) loss_ddf_dn_2: 0.0055 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7462 (0.7439) loss_vfl_aux_0: 0.8377 (0.8310) loss_vfl_aux_1: 0.8153 (0.8114) loss_vfl_aux_2: 0.7938 (0.7846) loss_vfl_aux_3: 0.7556 (0.7560) loss_vfl_aux_4: 0.7471 (0.7449) loss_vfl_dn_0: 0.5074 (0.5093) loss_vfl_dn_1: 0.4680 (0.4761) loss_vfl_dn_2: 0.4535 (0.4617) loss_vfl_dn_3: 0.4430 (0.4500) loss_vfl_dn_4: 0.4380 (0.4461) loss_vfl_dn_5: 0.4374 (0.4455) loss_vfl_dn_pre: 0.5075 (0.5102) loss_vfl_enc_0: 0.8128 (0.8176) loss_vfl_pre: 0.8455 (0.8339) time: 0.7521 data: 0.0312 max mem: 9094 Epoch: [6] [2400/3696] eta: 0:16:08 lr: 0.000013 loss: 34.6502 (35.0547) loss_bbox: 0.2070 (0.2198) loss_bbox_aux_0: 0.2234 (0.2393) loss_bbox_aux_1: 0.2098 (0.2234) loss_bbox_aux_2: 0.2066 (0.2204) loss_bbox_aux_3: 0.2069 (0.2198) loss_bbox_aux_4: 0.2070 (0.2198) loss_bbox_dn_0: 0.3166 (0.3198) loss_bbox_dn_1: 0.2361 (0.2476) loss_bbox_dn_2: 0.2196 (0.2362) loss_bbox_dn_3: 0.2192 (0.2333) loss_bbox_dn_4: 0.2187 (0.2329) loss_bbox_dn_5: 0.2184 (0.2329) loss_bbox_dn_pre: 0.3242 (0.3240) loss_bbox_enc_0: 0.2875 (0.2928) loss_bbox_pre: 0.2228 (0.2395) loss_dfl: 0.9747 (0.9680) loss_fgl_aux_0: 1.0218 (1.0168) loss_fgl_aux_1: 0.9818 (0.9730) loss_fgl_aux_2: 0.9757 (0.9682) loss_fgl_aux_3: 0.9746 (0.9680) loss_fgl_aux_4: 0.9747 (0.9680) loss_fgl_dn_0: 1.0993 (1.1045) loss_fgl_dn_1: 1.0084 (1.0053) loss_fgl_dn_2: 1.0005 (0.9958) loss_fgl_dn_3: 1.0003 (0.9966) loss_fgl_dn_4: 1.0004 (0.9968) loss_fgl_dn_5: 1.0003 (0.9968) loss_giou: 0.6068 (0.6284) loss_giou_aux_0: 0.6398 (0.6612) loss_giou_aux_1: 0.6105 (0.6343) loss_giou_aux_2: 0.6089 (0.6291) loss_giou_aux_3: 0.6067 (0.6284) loss_giou_aux_4: 0.6069 (0.6284) loss_giou_dn_0: 0.6678 (0.6870) loss_giou_dn_1: 0.5559 (0.5710) loss_giou_dn_2: 0.5287 (0.5525) loss_giou_dn_3: 0.5263 (0.5483) loss_giou_dn_4: 0.5258 (0.5478) loss_giou_dn_5: 0.5259 (0.5477) loss_giou_dn_pre: 0.6656 (0.6853) loss_giou_enc_0: 0.7285 (0.7501) loss_giou_pre: 0.6351 (0.6591) loss_ddf_aux_0: 0.0829 (0.0855) loss_ddf_aux_1: 0.0096 (0.0104) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2629 (0.2735) loss_ddf_dn_1: 0.0318 (0.0342) loss_ddf_dn_2: 0.0053 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7438 (0.7441) loss_vfl_aux_0: 0.8381 (0.8315) loss_vfl_aux_1: 0.8008 (0.8120) loss_vfl_aux_2: 0.7726 (0.7849) loss_vfl_aux_3: 0.7390 (0.7563) loss_vfl_aux_4: 0.7383 (0.7452) loss_vfl_dn_0: 0.5056 (0.5094) loss_vfl_dn_1: 0.4720 (0.4761) loss_vfl_dn_2: 0.4564 (0.4616) loss_vfl_dn_3: 0.4456 (0.4499) loss_vfl_dn_4: 0.4393 (0.4459) loss_vfl_dn_5: 0.4373 (0.4454) loss_vfl_dn_pre: 0.5061 (0.5103) loss_vfl_enc_0: 0.8007 (0.8180) loss_vfl_pre: 0.8411 (0.8344) time: 0.7014 data: 0.0272 max mem: 9094 Epoch: [6] [2500/3696] eta: 0:14:53 lr: 0.000013 loss: 35.0912 (35.0510) loss_bbox: 0.2068 (0.2197) loss_bbox_aux_0: 0.2240 (0.2391) loss_bbox_aux_1: 0.2092 (0.2233) loss_bbox_aux_2: 0.2072 (0.2203) loss_bbox_aux_3: 0.2071 (0.2198) loss_bbox_aux_4: 0.2068 (0.2197) loss_bbox_dn_0: 0.3095 (0.3197) loss_bbox_dn_1: 0.2381 (0.2475) loss_bbox_dn_2: 0.2247 (0.2361) loss_bbox_dn_3: 0.2243 (0.2332) loss_bbox_dn_4: 0.2250 (0.2329) loss_bbox_dn_5: 0.2251 (0.2328) loss_bbox_dn_pre: 0.3099 (0.3239) loss_bbox_enc_0: 0.2741 (0.2926) loss_bbox_pre: 0.2242 (0.2393) loss_dfl: 0.9812 (0.9683) loss_fgl_aux_0: 1.0251 (1.0171) loss_fgl_aux_1: 0.9859 (0.9733) loss_fgl_aux_2: 0.9822 (0.9686) loss_fgl_aux_3: 0.9813 (0.9684) loss_fgl_aux_4: 0.9813 (0.9683) loss_fgl_dn_0: 1.1125 (1.1046) loss_fgl_dn_1: 1.0172 (1.0053) loss_fgl_dn_2: 1.0085 (0.9958) loss_fgl_dn_3: 1.0085 (0.9966) loss_fgl_dn_4: 1.0085 (0.9968) loss_fgl_dn_5: 1.0086 (0.9968) loss_giou: 0.5995 (0.6278) loss_giou_aux_0: 0.6364 (0.6606) loss_giou_aux_1: 0.6087 (0.6337) loss_giou_aux_2: 0.6007 (0.6284) loss_giou_aux_3: 0.5992 (0.6278) loss_giou_aux_4: 0.5992 (0.6278) loss_giou_dn_0: 0.6859 (0.6866) loss_giou_dn_1: 0.5706 (0.5706) loss_giou_dn_2: 0.5504 (0.5521) loss_giou_dn_3: 0.5480 (0.5479) loss_giou_dn_4: 0.5485 (0.5474) loss_giou_dn_5: 0.5483 (0.5473) loss_giou_dn_pre: 0.6825 (0.6848) loss_giou_enc_0: 0.7243 (0.7495) loss_giou_pre: 0.6374 (0.6584) loss_ddf_aux_0: 0.0814 (0.0854) loss_ddf_aux_1: 0.0104 (0.0104) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2806 (0.2738) loss_ddf_dn_1: 0.0329 (0.0342) loss_ddf_dn_2: 0.0052 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7522 (0.7446) loss_vfl_aux_0: 0.8497 (0.8319) loss_vfl_aux_1: 0.8278 (0.8125) loss_vfl_aux_2: 0.8024 (0.7852) loss_vfl_aux_3: 0.7738 (0.7568) loss_vfl_aux_4: 0.7587 (0.7455) loss_vfl_dn_0: 0.5121 (0.5095) loss_vfl_dn_1: 0.4822 (0.4761) loss_vfl_dn_2: 0.4609 (0.4616) loss_vfl_dn_3: 0.4498 (0.4499) loss_vfl_dn_4: 0.4487 (0.4459) loss_vfl_dn_5: 0.4468 (0.4454) loss_vfl_dn_pre: 0.5128 (0.5104) loss_vfl_enc_0: 0.8367 (0.8184) loss_vfl_pre: 0.8479 (0.8348) time: 0.6917 data: 0.0246 max mem: 9094 Epoch: [6] [2600/3696] eta: 0:13:38 lr: 0.000013 loss: 35.2287 (35.0510) loss_bbox: 0.2254 (0.2197) loss_bbox_aux_0: 0.2365 (0.2392) loss_bbox_aux_1: 0.2287 (0.2233) loss_bbox_aux_2: 0.2255 (0.2203) loss_bbox_aux_3: 0.2255 (0.2198) loss_bbox_aux_4: 0.2255 (0.2197) loss_bbox_dn_0: 0.3308 (0.3199) loss_bbox_dn_1: 0.2623 (0.2477) loss_bbox_dn_2: 0.2469 (0.2363) loss_bbox_dn_3: 0.2401 (0.2334) loss_bbox_dn_4: 0.2399 (0.2330) loss_bbox_dn_5: 0.2399 (0.2330) loss_bbox_dn_pre: 0.3386 (0.3241) loss_bbox_enc_0: 0.2948 (0.2926) loss_bbox_pre: 0.2357 (0.2394) loss_dfl: 0.9607 (0.9683) loss_fgl_aux_0: 1.0244 (1.0172) loss_fgl_aux_1: 0.9673 (0.9734) loss_fgl_aux_2: 0.9614 (0.9686) loss_fgl_aux_3: 0.9602 (0.9684) loss_fgl_aux_4: 0.9603 (0.9684) loss_fgl_dn_0: 1.1005 (1.1046) loss_fgl_dn_1: 0.9950 (1.0053) loss_fgl_dn_2: 0.9858 (0.9957) loss_fgl_dn_3: 0.9874 (0.9965) loss_fgl_dn_4: 0.9877 (0.9968) loss_fgl_dn_5: 0.9878 (0.9968) loss_giou: 0.6096 (0.6276) loss_giou_aux_0: 0.6482 (0.6604) loss_giou_aux_1: 0.6143 (0.6335) loss_giou_aux_2: 0.6112 (0.6282) loss_giou_aux_3: 0.6100 (0.6276) loss_giou_aux_4: 0.6097 (0.6276) loss_giou_dn_0: 0.6853 (0.6865) loss_giou_dn_1: 0.5665 (0.5705) loss_giou_dn_2: 0.5487 (0.5520) loss_giou_dn_3: 0.5454 (0.5479) loss_giou_dn_4: 0.5449 (0.5473) loss_giou_dn_5: 0.5445 (0.5472) loss_giou_dn_pre: 0.6857 (0.6848) loss_giou_enc_0: 0.7441 (0.7493) loss_giou_pre: 0.6478 (0.6582) loss_ddf_aux_0: 0.0816 (0.0854) loss_ddf_aux_1: 0.0100 (0.0104) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2601 (0.2738) loss_ddf_dn_1: 0.0343 (0.0342) loss_ddf_dn_2: 0.0054 (0.0056) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7570 (0.7446) loss_vfl_aux_0: 0.8315 (0.8321) loss_vfl_aux_1: 0.8569 (0.8127) loss_vfl_aux_2: 0.8137 (0.7853) loss_vfl_aux_3: 0.7703 (0.7567) loss_vfl_aux_4: 0.7608 (0.7455) loss_vfl_dn_0: 0.5092 (0.5095) loss_vfl_dn_1: 0.4769 (0.4761) loss_vfl_dn_2: 0.4607 (0.4616) loss_vfl_dn_3: 0.4485 (0.4499) loss_vfl_dn_4: 0.4426 (0.4459) loss_vfl_dn_5: 0.4417 (0.4454) loss_vfl_dn_pre: 0.5096 (0.5103) loss_vfl_enc_0: 0.8060 (0.8185) loss_vfl_pre: 0.8357 (0.8350) time: 0.7359 data: 0.0243 max mem: 9094 Epoch: [6] [2700/3696] eta: 0:12:24 lr: 0.000013 loss: 35.0456 (35.0525) loss_bbox: 0.2262 (0.2197) loss_bbox_aux_0: 0.2489 (0.2391) loss_bbox_aux_1: 0.2297 (0.2232) loss_bbox_aux_2: 0.2252 (0.2202) loss_bbox_aux_3: 0.2260 (0.2197) loss_bbox_aux_4: 0.2263 (0.2197) loss_bbox_dn_0: 0.3181 (0.3199) loss_bbox_dn_1: 0.2554 (0.2477) loss_bbox_dn_2: 0.2481 (0.2363) loss_bbox_dn_3: 0.2439 (0.2334) loss_bbox_dn_4: 0.2423 (0.2330) loss_bbox_dn_5: 0.2422 (0.2330) loss_bbox_dn_pre: 0.3295 (0.3241) loss_bbox_enc_0: 0.3026 (0.2925) loss_bbox_pre: 0.2488 (0.2393) loss_dfl: 0.9665 (0.9683) loss_fgl_aux_0: 1.0116 (1.0170) loss_fgl_aux_1: 0.9707 (0.9733) loss_fgl_aux_2: 0.9666 (0.9685) loss_fgl_aux_3: 0.9662 (0.9684) loss_fgl_aux_4: 0.9663 (0.9683) loss_fgl_dn_0: 1.0973 (1.1044) loss_fgl_dn_1: 1.0019 (1.0052) loss_fgl_dn_2: 0.9939 (0.9957) loss_fgl_dn_3: 0.9947 (0.9965) loss_fgl_dn_4: 0.9952 (0.9967) loss_fgl_dn_5: 0.9951 (0.9968) loss_giou: 0.6375 (0.6282) loss_giou_aux_0: 0.6655 (0.6609) loss_giou_aux_1: 0.6437 (0.6340) loss_giou_aux_2: 0.6397 (0.6288) loss_giou_aux_3: 0.6374 (0.6282) loss_giou_aux_4: 0.6373 (0.6282) loss_giou_dn_0: 0.6773 (0.6869) loss_giou_dn_1: 0.5659 (0.5708) loss_giou_dn_2: 0.5474 (0.5523) loss_giou_dn_3: 0.5453 (0.5481) loss_giou_dn_4: 0.5449 (0.5476) loss_giou_dn_5: 0.5451 (0.5475) loss_giou_dn_pre: 0.6785 (0.6852) loss_giou_enc_0: 0.7482 (0.7498) loss_giou_pre: 0.6627 (0.6587) loss_ddf_aux_0: 0.0818 (0.0852) loss_ddf_aux_1: 0.0101 (0.0104) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2580 (0.2737) loss_ddf_dn_1: 0.0319 (0.0342) loss_ddf_dn_2: 0.0054 (0.0056) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7215 (0.7443) loss_vfl_aux_0: 0.8241 (0.8317) loss_vfl_aux_1: 0.8016 (0.8124) loss_vfl_aux_2: 0.7737 (0.7850) loss_vfl_aux_3: 0.7321 (0.7565) loss_vfl_aux_4: 0.7287 (0.7453) loss_vfl_dn_0: 0.5049 (0.5093) loss_vfl_dn_1: 0.4700 (0.4759) loss_vfl_dn_2: 0.4612 (0.4615) loss_vfl_dn_3: 0.4520 (0.4498) loss_vfl_dn_4: 0.4448 (0.4459) loss_vfl_dn_5: 0.4437 (0.4453) loss_vfl_dn_pre: 0.5068 (0.5102) loss_vfl_enc_0: 0.8114 (0.8183) loss_vfl_pre: 0.8303 (0.8346) time: 0.7306 data: 0.0316 max mem: 9094 Epoch: [6] [2800/3696] eta: 0:11:10 lr: 0.000013 loss: 34.5188 (35.0474) loss_bbox: 0.2155 (0.2195) loss_bbox_aux_0: 0.2383 (0.2390) loss_bbox_aux_1: 0.2210 (0.2231) loss_bbox_aux_2: 0.2162 (0.2201) loss_bbox_aux_3: 0.2151 (0.2196) loss_bbox_aux_4: 0.2154 (0.2195) loss_bbox_dn_0: 0.2871 (0.3195) loss_bbox_dn_1: 0.2205 (0.2474) loss_bbox_dn_2: 0.2097 (0.2360) loss_bbox_dn_3: 0.2073 (0.2331) loss_bbox_dn_4: 0.2071 (0.2328) loss_bbox_dn_5: 0.2073 (0.2327) loss_bbox_dn_pre: 0.2900 (0.3238) loss_bbox_enc_0: 0.2801 (0.2923) loss_bbox_pre: 0.2413 (0.2392) loss_dfl: 0.9608 (0.9684) loss_fgl_aux_0: 1.0103 (1.0172) loss_fgl_aux_1: 0.9667 (0.9734) loss_fgl_aux_2: 0.9604 (0.9687) loss_fgl_aux_3: 0.9606 (0.9685) loss_fgl_aux_4: 0.9606 (0.9685) loss_fgl_dn_0: 1.1035 (1.1044) loss_fgl_dn_1: 1.0030 (1.0053) loss_fgl_dn_2: 0.9944 (0.9958) loss_fgl_dn_3: 0.9952 (0.9966) loss_fgl_dn_4: 0.9956 (0.9968) loss_fgl_dn_5: 0.9958 (0.9969) loss_giou: 0.6302 (0.6280) loss_giou_aux_0: 0.6613 (0.6607) loss_giou_aux_1: 0.6352 (0.6338) loss_giou_aux_2: 0.6292 (0.6286) loss_giou_aux_3: 0.6301 (0.6280) loss_giou_aux_4: 0.6301 (0.6280) loss_giou_dn_0: 0.6639 (0.6867) loss_giou_dn_1: 0.5558 (0.5707) loss_giou_dn_2: 0.5451 (0.5521) loss_giou_dn_3: 0.5423 (0.5480) loss_giou_dn_4: 0.5420 (0.5474) loss_giou_dn_5: 0.5422 (0.5474) loss_giou_dn_pre: 0.6631 (0.6849) loss_giou_enc_0: 0.7690 (0.7496) loss_giou_pre: 0.6624 (0.6586) loss_ddf_aux_0: 0.0753 (0.0851) loss_ddf_aux_1: 0.0096 (0.0104) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2493 (0.2735) loss_ddf_dn_1: 0.0307 (0.0342) loss_ddf_dn_2: 0.0051 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7357 (0.7441) loss_vfl_aux_0: 0.7887 (0.8316) loss_vfl_aux_1: 0.7889 (0.8123) loss_vfl_aux_2: 0.7631 (0.7849) loss_vfl_aux_3: 0.7435 (0.7564) loss_vfl_aux_4: 0.7321 (0.7451) loss_vfl_dn_0: 0.5020 (0.5094) loss_vfl_dn_1: 0.4718 (0.4760) loss_vfl_dn_2: 0.4575 (0.4615) loss_vfl_dn_3: 0.4466 (0.4498) loss_vfl_dn_4: 0.4405 (0.4459) loss_vfl_dn_5: 0.4398 (0.4453) loss_vfl_dn_pre: 0.5023 (0.5102) loss_vfl_enc_0: 0.7911 (0.8182) loss_vfl_pre: 0.7900 (0.8346) time: 0.7380 data: 0.0284 max mem: 9094 Epoch: [6] [2900/3696] eta: 0:09:56 lr: 0.000013 loss: 34.8800 (35.0487) loss_bbox: 0.2233 (0.2196) loss_bbox_aux_0: 0.2406 (0.2390) loss_bbox_aux_1: 0.2246 (0.2232) loss_bbox_aux_2: 0.2220 (0.2201) loss_bbox_aux_3: 0.2229 (0.2196) loss_bbox_aux_4: 0.2233 (0.2196) loss_bbox_dn_0: 0.3274 (0.3195) loss_bbox_dn_1: 0.2572 (0.2475) loss_bbox_dn_2: 0.2471 (0.2361) loss_bbox_dn_3: 0.2459 (0.2332) loss_bbox_dn_4: 0.2450 (0.2328) loss_bbox_dn_5: 0.2453 (0.2328) loss_bbox_dn_pre: 0.3374 (0.3237) loss_bbox_enc_0: 0.2897 (0.2923) loss_bbox_pre: 0.2407 (0.2392) loss_dfl: 1.0063 (0.9686) loss_fgl_aux_0: 1.0511 (1.0173) loss_fgl_aux_1: 1.0130 (0.9735) loss_fgl_aux_2: 1.0064 (0.9688) loss_fgl_aux_3: 1.0066 (0.9686) loss_fgl_aux_4: 1.0064 (0.9686) loss_fgl_dn_0: 1.1140 (1.1044) loss_fgl_dn_1: 1.0165 (1.0053) loss_fgl_dn_2: 1.0099 (0.9958) loss_fgl_dn_3: 1.0115 (0.9966) loss_fgl_dn_4: 1.0115 (0.9969) loss_fgl_dn_5: 1.0116 (0.9969) loss_giou: 0.5936 (0.6279) loss_giou_aux_0: 0.6343 (0.6606) loss_giou_aux_1: 0.5989 (0.6338) loss_giou_aux_2: 0.5931 (0.6286) loss_giou_aux_3: 0.5939 (0.6279) loss_giou_aux_4: 0.5941 (0.6279) loss_giou_dn_0: 0.6645 (0.6866) loss_giou_dn_1: 0.5358 (0.5706) loss_giou_dn_2: 0.5210 (0.5521) loss_giou_dn_3: 0.5186 (0.5479) loss_giou_dn_4: 0.5169 (0.5473) loss_giou_dn_5: 0.5171 (0.5473) loss_giou_dn_pre: 0.6624 (0.6848) loss_giou_enc_0: 0.7387 (0.7496) loss_giou_pre: 0.6322 (0.6585) loss_ddf_aux_0: 0.0773 (0.0850) loss_ddf_aux_1: 0.0103 (0.0104) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2685 (0.2734) loss_ddf_dn_1: 0.0349 (0.0342) loss_ddf_dn_2: 0.0058 (0.0056) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7369 (0.7442) loss_vfl_aux_0: 0.8464 (0.8319) loss_vfl_aux_1: 0.8148 (0.8124) loss_vfl_aux_2: 0.7764 (0.7851) loss_vfl_aux_3: 0.7465 (0.7565) loss_vfl_aux_4: 0.7402 (0.7453) loss_vfl_dn_0: 0.5091 (0.5094) loss_vfl_dn_1: 0.4703 (0.4759) loss_vfl_dn_2: 0.4560 (0.4615) loss_vfl_dn_3: 0.4454 (0.4498) loss_vfl_dn_4: 0.4433 (0.4459) loss_vfl_dn_5: 0.4395 (0.4453) loss_vfl_dn_pre: 0.5090 (0.5103) loss_vfl_enc_0: 0.8066 (0.8182) loss_vfl_pre: 0.8458 (0.8348) time: 0.7770 data: 0.0334 max mem: 9094 Epoch: [6] [3000/3696] eta: 0:08:41 lr: 0.000013 loss: 34.7443 (35.0465) loss_bbox: 0.2064 (0.2193) loss_bbox_aux_0: 0.2230 (0.2386) loss_bbox_aux_1: 0.2064 (0.2228) loss_bbox_aux_2: 0.2079 (0.2198) loss_bbox_aux_3: 0.2065 (0.2193) loss_bbox_aux_4: 0.2065 (0.2193) loss_bbox_dn_0: 0.3042 (0.3190) loss_bbox_dn_1: 0.2469 (0.2471) loss_bbox_dn_2: 0.2376 (0.2357) loss_bbox_dn_3: 0.2321 (0.2328) loss_bbox_dn_4: 0.2308 (0.2324) loss_bbox_dn_5: 0.2307 (0.2324) loss_bbox_dn_pre: 0.3055 (0.3233) loss_bbox_enc_0: 0.2778 (0.2920) loss_bbox_pre: 0.2239 (0.2388) loss_dfl: 0.9996 (0.9686) loss_fgl_aux_0: 1.0467 (1.0173) loss_fgl_aux_1: 1.0039 (0.9736) loss_fgl_aux_2: 1.0003 (0.9688) loss_fgl_aux_3: 0.9995 (0.9687) loss_fgl_aux_4: 0.9998 (0.9686) loss_fgl_dn_0: 1.1076 (1.1045) loss_fgl_dn_1: 1.0029 (1.0054) loss_fgl_dn_2: 0.9934 (0.9959) loss_fgl_dn_3: 0.9946 (0.9967) loss_fgl_dn_4: 0.9949 (0.9969) loss_fgl_dn_5: 0.9949 (0.9970) loss_giou: 0.5757 (0.6282) loss_giou_aux_0: 0.6034 (0.6608) loss_giou_aux_1: 0.5840 (0.6340) loss_giou_aux_2: 0.5772 (0.6288) loss_giou_aux_3: 0.5756 (0.6281) loss_giou_aux_4: 0.5756 (0.6282) loss_giou_dn_0: 0.6556 (0.6869) loss_giou_dn_1: 0.5459 (0.5708) loss_giou_dn_2: 0.5296 (0.5523) loss_giou_dn_3: 0.5239 (0.5481) loss_giou_dn_4: 0.5226 (0.5476) loss_giou_dn_5: 0.5224 (0.5475) loss_giou_dn_pre: 0.6553 (0.6851) loss_giou_enc_0: 0.7063 (0.7498) loss_giou_pre: 0.6042 (0.6586) loss_ddf_aux_0: 0.0799 (0.0850) loss_ddf_aux_1: 0.0100 (0.0104) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2640 (0.2735) loss_ddf_dn_1: 0.0321 (0.0343) loss_ddf_dn_2: 0.0053 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7330 (0.7442) loss_vfl_aux_0: 0.8493 (0.8320) loss_vfl_aux_1: 0.8082 (0.8123) loss_vfl_aux_2: 0.7817 (0.7851) loss_vfl_aux_3: 0.7595 (0.7565) loss_vfl_aux_4: 0.7516 (0.7452) loss_vfl_dn_0: 0.5115 (0.5093) loss_vfl_dn_1: 0.4666 (0.4759) loss_vfl_dn_2: 0.4501 (0.4614) loss_vfl_dn_3: 0.4465 (0.4498) loss_vfl_dn_4: 0.4391 (0.4459) loss_vfl_dn_5: 0.4392 (0.4453) loss_vfl_dn_pre: 0.5123 (0.5102) loss_vfl_enc_0: 0.8107 (0.8180) loss_vfl_pre: 0.8517 (0.8348) time: 0.7362 data: 0.0275 max mem: 9094 Epoch: [6] [3100/3696] eta: 0:07:26 lr: 0.000013 loss: 34.4620 (35.0395) loss_bbox: 0.2007 (0.2192) loss_bbox_aux_0: 0.2190 (0.2385) loss_bbox_aux_1: 0.2077 (0.2228) loss_bbox_aux_2: 0.2031 (0.2198) loss_bbox_aux_3: 0.2011 (0.2193) loss_bbox_aux_4: 0.2007 (0.2192) loss_bbox_dn_0: 0.3016 (0.3189) loss_bbox_dn_1: 0.2248 (0.2469) loss_bbox_dn_2: 0.2111 (0.2355) loss_bbox_dn_3: 0.2090 (0.2326) loss_bbox_dn_4: 0.2089 (0.2322) loss_bbox_dn_5: 0.2091 (0.2322) loss_bbox_dn_pre: 0.3022 (0.3231) loss_bbox_enc_0: 0.2691 (0.2918) loss_bbox_pre: 0.2195 (0.2387) loss_dfl: 0.9620 (0.9685) loss_fgl_aux_0: 1.0139 (1.0171) loss_fgl_aux_1: 0.9713 (0.9735) loss_fgl_aux_2: 0.9634 (0.9688) loss_fgl_aux_3: 0.9626 (0.9686) loss_fgl_aux_4: 0.9623 (0.9686) loss_fgl_dn_0: 1.1015 (1.1045) loss_fgl_dn_1: 1.0025 (1.0054) loss_fgl_dn_2: 0.9937 (0.9959) loss_fgl_dn_3: 0.9949 (0.9967) loss_fgl_dn_4: 0.9946 (0.9970) loss_fgl_dn_5: 0.9947 (0.9970) loss_giou: 0.5881 (0.6282) loss_giou_aux_0: 0.6275 (0.6608) loss_giou_aux_1: 0.5997 (0.6340) loss_giou_aux_2: 0.5906 (0.6288) loss_giou_aux_3: 0.5883 (0.6282) loss_giou_aux_4: 0.5883 (0.6282) loss_giou_dn_0: 0.6735 (0.6867) loss_giou_dn_1: 0.5538 (0.5707) loss_giou_dn_2: 0.5352 (0.5522) loss_giou_dn_3: 0.5314 (0.5480) loss_giou_dn_4: 0.5303 (0.5474) loss_giou_dn_5: 0.5301 (0.5474) loss_giou_dn_pre: 0.6719 (0.6850) loss_giou_enc_0: 0.7146 (0.7498) loss_giou_pre: 0.6268 (0.6587) loss_ddf_aux_0: 0.0805 (0.0849) loss_ddf_aux_1: 0.0104 (0.0104) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2657 (0.2736) loss_ddf_dn_1: 0.0320 (0.0343) loss_ddf_dn_2: 0.0050 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7322 (0.7438) loss_vfl_aux_0: 0.8145 (0.8316) loss_vfl_aux_1: 0.7953 (0.8117) loss_vfl_aux_2: 0.7745 (0.7846) loss_vfl_aux_3: 0.7546 (0.7560) loss_vfl_aux_4: 0.7407 (0.7448) loss_vfl_dn_0: 0.5112 (0.5093) loss_vfl_dn_1: 0.4708 (0.4757) loss_vfl_dn_2: 0.4548 (0.4613) loss_vfl_dn_3: 0.4442 (0.4497) loss_vfl_dn_4: 0.4426 (0.4457) loss_vfl_dn_5: 0.4403 (0.4452) loss_vfl_dn_pre: 0.5107 (0.5102) loss_vfl_enc_0: 0.7850 (0.8177) loss_vfl_pre: 0.8185 (0.8344) time: 0.7340 data: 0.0282 max mem: 9094 Epoch: [6] [3200/3696] eta: 0:06:11 lr: 0.000013 loss: 35.5702 (35.0429) loss_bbox: 0.2448 (0.2194) loss_bbox_aux_0: 0.2642 (0.2388) loss_bbox_aux_1: 0.2484 (0.2230) loss_bbox_aux_2: 0.2444 (0.2200) loss_bbox_aux_3: 0.2449 (0.2195) loss_bbox_aux_4: 0.2449 (0.2195) loss_bbox_dn_0: 0.3202 (0.3188) loss_bbox_dn_1: 0.2451 (0.2468) loss_bbox_dn_2: 0.2317 (0.2354) loss_bbox_dn_3: 0.2272 (0.2325) loss_bbox_dn_4: 0.2278 (0.2322) loss_bbox_dn_5: 0.2280 (0.2321) loss_bbox_dn_pre: 0.3232 (0.3231) loss_bbox_enc_0: 0.3106 (0.2921) loss_bbox_pre: 0.2640 (0.2390) loss_dfl: 0.9627 (0.9682) loss_fgl_aux_0: 1.0094 (1.0167) loss_fgl_aux_1: 0.9625 (0.9731) loss_fgl_aux_2: 0.9627 (0.9684) loss_fgl_aux_3: 0.9625 (0.9683) loss_fgl_aux_4: 0.9626 (0.9682) loss_fgl_dn_0: 1.1058 (1.1044) loss_fgl_dn_1: 0.9900 (1.0053) loss_fgl_dn_2: 0.9804 (0.9958) loss_fgl_dn_3: 0.9818 (0.9966) loss_fgl_dn_4: 0.9819 (0.9969) loss_fgl_dn_5: 0.9819 (0.9969) loss_giou: 0.6284 (0.6289) loss_giou_aux_0: 0.6703 (0.6615) loss_giou_aux_1: 0.6395 (0.6348) loss_giou_aux_2: 0.6285 (0.6296) loss_giou_aux_3: 0.6285 (0.6289) loss_giou_aux_4: 0.6285 (0.6289) loss_giou_dn_0: 0.6753 (0.6870) loss_giou_dn_1: 0.5557 (0.5708) loss_giou_dn_2: 0.5380 (0.5523) loss_giou_dn_3: 0.5338 (0.5481) loss_giou_dn_4: 0.5339 (0.5476) loss_giou_dn_5: 0.5338 (0.5475) loss_giou_dn_pre: 0.6709 (0.6853) loss_giou_enc_0: 0.7567 (0.7505) loss_giou_pre: 0.6674 (0.6594) loss_ddf_aux_0: 0.0860 (0.0849) loss_ddf_aux_1: 0.0101 (0.0104) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2753 (0.2738) loss_ddf_dn_1: 0.0345 (0.0343) loss_ddf_dn_2: 0.0059 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7324 (0.7435) loss_vfl_aux_0: 0.8276 (0.8313) loss_vfl_aux_1: 0.7880 (0.8114) loss_vfl_aux_2: 0.7744 (0.7842) loss_vfl_aux_3: 0.7437 (0.7557) loss_vfl_aux_4: 0.7331 (0.7446) loss_vfl_dn_0: 0.5125 (0.5092) loss_vfl_dn_1: 0.4755 (0.4757) loss_vfl_dn_2: 0.4639 (0.4612) loss_vfl_dn_3: 0.4482 (0.4496) loss_vfl_dn_4: 0.4439 (0.4457) loss_vfl_dn_5: 0.4409 (0.4451) loss_vfl_dn_pre: 0.5140 (0.5101) loss_vfl_enc_0: 0.7997 (0.8174) loss_vfl_pre: 0.8304 (0.8341) time: 0.7021 data: 0.0244 max mem: 9094 Epoch: [6] [3300/3696] eta: 0:04:56 lr: 0.000013 loss: 34.9792 (35.0409) loss_bbox: 0.2142 (0.2195) loss_bbox_aux_0: 0.2341 (0.2388) loss_bbox_aux_1: 0.2171 (0.2231) loss_bbox_aux_2: 0.2148 (0.2201) loss_bbox_aux_3: 0.2144 (0.2196) loss_bbox_aux_4: 0.2142 (0.2195) loss_bbox_dn_0: 0.3252 (0.3190) loss_bbox_dn_1: 0.2517 (0.2470) loss_bbox_dn_2: 0.2412 (0.2356) loss_bbox_dn_3: 0.2416 (0.2327) loss_bbox_dn_4: 0.2416 (0.2323) loss_bbox_dn_5: 0.2415 (0.2323) loss_bbox_dn_pre: 0.3289 (0.3233) loss_bbox_enc_0: 0.2883 (0.2921) loss_bbox_pre: 0.2327 (0.2390) loss_dfl: 0.9479 (0.9681) loss_fgl_aux_0: 0.9916 (1.0167) loss_fgl_aux_1: 0.9570 (0.9730) loss_fgl_aux_2: 0.9487 (0.9683) loss_fgl_aux_3: 0.9477 (0.9682) loss_fgl_aux_4: 0.9478 (0.9681) loss_fgl_dn_0: 1.0999 (1.1045) loss_fgl_dn_1: 1.0009 (1.0052) loss_fgl_dn_2: 0.9905 (0.9957) loss_fgl_dn_3: 0.9916 (0.9965) loss_fgl_dn_4: 0.9916 (0.9968) loss_fgl_dn_5: 0.9916 (0.9968) loss_giou: 0.6276 (0.6288) loss_giou_aux_0: 0.6496 (0.6614) loss_giou_aux_1: 0.6284 (0.6347) loss_giou_aux_2: 0.6255 (0.6294) loss_giou_aux_3: 0.6275 (0.6288) loss_giou_aux_4: 0.6272 (0.6288) loss_giou_dn_0: 0.6837 (0.6868) loss_giou_dn_1: 0.5634 (0.5706) loss_giou_dn_2: 0.5433 (0.5521) loss_giou_dn_3: 0.5410 (0.5479) loss_giou_dn_4: 0.5409 (0.5474) loss_giou_dn_5: 0.5408 (0.5473) loss_giou_dn_pre: 0.6813 (0.6851) loss_giou_enc_0: 0.7304 (0.7503) loss_giou_pre: 0.6483 (0.6593) loss_ddf_aux_0: 0.0798 (0.0849) loss_ddf_aux_1: 0.0098 (0.0104) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2789 (0.2741) loss_ddf_dn_1: 0.0350 (0.0343) loss_ddf_dn_2: 0.0053 (0.0057) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7479 (0.7436) loss_vfl_aux_0: 0.8334 (0.8313) loss_vfl_aux_1: 0.8038 (0.8114) loss_vfl_aux_2: 0.7791 (0.7842) loss_vfl_aux_3: 0.7522 (0.7557) loss_vfl_aux_4: 0.7378 (0.7445) loss_vfl_dn_0: 0.5033 (0.5092) loss_vfl_dn_1: 0.4706 (0.4756) loss_vfl_dn_2: 0.4601 (0.4611) loss_vfl_dn_3: 0.4494 (0.4495) loss_vfl_dn_4: 0.4452 (0.4456) loss_vfl_dn_5: 0.4432 (0.4450) loss_vfl_dn_pre: 0.5040 (0.5101) loss_vfl_enc_0: 0.8137 (0.8174) loss_vfl_pre: 0.8345 (0.8341) time: 0.7400 data: 0.0298 max mem: 9094 Epoch: [6] [3400/3696] eta: 0:03:41 lr: 0.000013 loss: 34.9158 (35.0424) loss_bbox: 0.2032 (0.2195) loss_bbox_aux_0: 0.2252 (0.2389) loss_bbox_aux_1: 0.2079 (0.2231) loss_bbox_aux_2: 0.2026 (0.2201) loss_bbox_aux_3: 0.2025 (0.2196) loss_bbox_aux_4: 0.2031 (0.2195) loss_bbox_dn_0: 0.3152 (0.3192) loss_bbox_dn_1: 0.2393 (0.2472) loss_bbox_dn_2: 0.2261 (0.2358) loss_bbox_dn_3: 0.2220 (0.2329) loss_bbox_dn_4: 0.2218 (0.2325) loss_bbox_dn_5: 0.2220 (0.2325) loss_bbox_dn_pre: 0.3173 (0.3235) loss_bbox_enc_0: 0.2925 (0.2923) loss_bbox_pre: 0.2245 (0.2391) loss_dfl: 0.9607 (0.9680) loss_fgl_aux_0: 1.0005 (1.0166) loss_fgl_aux_1: 0.9642 (0.9729) loss_fgl_aux_2: 0.9616 (0.9682) loss_fgl_aux_3: 0.9608 (0.9681) loss_fgl_aux_4: 0.9608 (0.9680) loss_fgl_dn_0: 1.0976 (1.1044) loss_fgl_dn_1: 1.0015 (1.0051) loss_fgl_dn_2: 0.9914 (0.9956) loss_fgl_dn_3: 0.9927 (0.9964) loss_fgl_dn_4: 0.9931 (0.9967) loss_fgl_dn_5: 0.9931 (0.9967) loss_giou: 0.5898 (0.6286) loss_giou_aux_0: 0.6309 (0.6612) loss_giou_aux_1: 0.5929 (0.6345) loss_giou_aux_2: 0.5891 (0.6293) loss_giou_aux_3: 0.5889 (0.6286) loss_giou_aux_4: 0.5893 (0.6286) loss_giou_dn_0: 0.7026 (0.6868) loss_giou_dn_1: 0.5786 (0.5706) loss_giou_dn_2: 0.5643 (0.5521) loss_giou_dn_3: 0.5617 (0.5479) loss_giou_dn_4: 0.5610 (0.5473) loss_giou_dn_5: 0.5609 (0.5473) loss_giou_dn_pre: 0.7010 (0.6851) loss_giou_enc_0: 0.7237 (0.7502) loss_giou_pre: 0.6284 (0.6591) loss_ddf_aux_0: 0.0789 (0.0850) loss_ddf_aux_1: 0.0094 (0.0104) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2620 (0.2742) loss_ddf_dn_1: 0.0291 (0.0343) loss_ddf_dn_2: 0.0048 (0.0057) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7134 (0.7438) loss_vfl_aux_0: 0.8114 (0.8317) loss_vfl_aux_1: 0.7762 (0.8118) loss_vfl_aux_2: 0.7527 (0.7845) loss_vfl_aux_3: 0.7386 (0.7561) loss_vfl_aux_4: 0.7150 (0.7448) loss_vfl_dn_0: 0.5020 (0.5092) loss_vfl_dn_1: 0.4625 (0.4755) loss_vfl_dn_2: 0.4549 (0.4611) loss_vfl_dn_3: 0.4446 (0.4495) loss_vfl_dn_4: 0.4413 (0.4455) loss_vfl_dn_5: 0.4398 (0.4450) loss_vfl_dn_pre: 0.5035 (0.5100) loss_vfl_enc_0: 0.8060 (0.8176) loss_vfl_pre: 0.8153 (0.8345) time: 0.7201 data: 0.0244 max mem: 9094 Epoch: [6] [3500/3696] eta: 0:02:26 lr: 0.000013 loss: 35.1589 (35.0411) loss_bbox: 0.2172 (0.2196) loss_bbox_aux_0: 0.2435 (0.2390) loss_bbox_aux_1: 0.2226 (0.2232) loss_bbox_aux_2: 0.2177 (0.2202) loss_bbox_aux_3: 0.2175 (0.2197) loss_bbox_aux_4: 0.2173 (0.2196) loss_bbox_dn_0: 0.3440 (0.3191) loss_bbox_dn_1: 0.2692 (0.2471) loss_bbox_dn_2: 0.2568 (0.2357) loss_bbox_dn_3: 0.2504 (0.2328) loss_bbox_dn_4: 0.2492 (0.2324) loss_bbox_dn_5: 0.2492 (0.2324) loss_bbox_dn_pre: 0.3442 (0.3234) loss_bbox_enc_0: 0.2911 (0.2924) loss_bbox_pre: 0.2429 (0.2392) loss_dfl: 0.9708 (0.9681) loss_fgl_aux_0: 1.0180 (1.0167) loss_fgl_aux_1: 0.9732 (0.9730) loss_fgl_aux_2: 0.9706 (0.9683) loss_fgl_aux_3: 0.9707 (0.9681) loss_fgl_aux_4: 0.9709 (0.9681) loss_fgl_dn_0: 1.1036 (1.1044) loss_fgl_dn_1: 0.9990 (1.0051) loss_fgl_dn_2: 0.9904 (0.9956) loss_fgl_dn_3: 0.9900 (0.9964) loss_fgl_dn_4: 0.9905 (0.9967) loss_fgl_dn_5: 0.9904 (0.9967) loss_giou: 0.6014 (0.6284) loss_giou_aux_0: 0.6436 (0.6610) loss_giou_aux_1: 0.6094 (0.6343) loss_giou_aux_2: 0.6028 (0.6290) loss_giou_aux_3: 0.6013 (0.6284) loss_giou_aux_4: 0.6014 (0.6284) loss_giou_dn_0: 0.6981 (0.6866) loss_giou_dn_1: 0.5837 (0.5704) loss_giou_dn_2: 0.5672 (0.5519) loss_giou_dn_3: 0.5605 (0.5477) loss_giou_dn_4: 0.5594 (0.5471) loss_giou_dn_5: 0.5596 (0.5471) loss_giou_dn_pre: 0.6944 (0.6849) loss_giou_enc_0: 0.7356 (0.7500) loss_giou_pre: 0.6390 (0.6589) loss_ddf_aux_0: 0.0849 (0.0851) loss_ddf_aux_1: 0.0106 (0.0105) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2506 (0.2741) loss_ddf_dn_1: 0.0328 (0.0343) loss_ddf_dn_2: 0.0051 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7502 (0.7441) loss_vfl_aux_0: 0.8424 (0.8318) loss_vfl_aux_1: 0.8136 (0.8119) loss_vfl_aux_2: 0.7931 (0.7846) loss_vfl_aux_3: 0.7659 (0.7563) loss_vfl_aux_4: 0.7523 (0.7450) loss_vfl_dn_0: 0.5036 (0.5092) loss_vfl_dn_1: 0.4703 (0.4755) loss_vfl_dn_2: 0.4559 (0.4610) loss_vfl_dn_3: 0.4496 (0.4495) loss_vfl_dn_4: 0.4437 (0.4455) loss_vfl_dn_5: 0.4424 (0.4450) loss_vfl_dn_pre: 0.5038 (0.5101) loss_vfl_enc_0: 0.8076 (0.8176) loss_vfl_pre: 0.8528 (0.8347) time: 0.7542 data: 0.0285 max mem: 9094 Epoch: [6] [3600/3696] eta: 0:01:11 lr: 0.000013 loss: 34.3497 (35.0306) loss_bbox: 0.1949 (0.2196) loss_bbox_aux_0: 0.2123 (0.2389) loss_bbox_aux_1: 0.1983 (0.2231) loss_bbox_aux_2: 0.1956 (0.2201) loss_bbox_aux_3: 0.1948 (0.2196) loss_bbox_aux_4: 0.1948 (0.2196) loss_bbox_dn_0: 0.2933 (0.3189) loss_bbox_dn_1: 0.2214 (0.2469) loss_bbox_dn_2: 0.2086 (0.2355) loss_bbox_dn_3: 0.2028 (0.2326) loss_bbox_dn_4: 0.2019 (0.2323) loss_bbox_dn_5: 0.2019 (0.2322) loss_bbox_dn_pre: 0.2994 (0.3232) loss_bbox_enc_0: 0.2654 (0.2922) loss_bbox_pre: 0.2143 (0.2391) loss_dfl: 0.9771 (0.9678) loss_fgl_aux_0: 1.0287 (1.0164) loss_fgl_aux_1: 0.9860 (0.9727) loss_fgl_aux_2: 0.9784 (0.9680) loss_fgl_aux_3: 0.9775 (0.9679) loss_fgl_aux_4: 0.9771 (0.9678) loss_fgl_dn_0: 1.1019 (1.1044) loss_fgl_dn_1: 1.0107 (1.0050) loss_fgl_dn_2: 0.9988 (0.9955) loss_fgl_dn_3: 1.0003 (0.9963) loss_fgl_dn_4: 1.0005 (0.9966) loss_fgl_dn_5: 1.0006 (0.9966) loss_giou: 0.6272 (0.6286) loss_giou_aux_0: 0.6529 (0.6611) loss_giou_aux_1: 0.6336 (0.6344) loss_giou_aux_2: 0.6297 (0.6292) loss_giou_aux_3: 0.6274 (0.6286) loss_giou_aux_4: 0.6272 (0.6286) loss_giou_dn_0: 0.6901 (0.6863) loss_giou_dn_1: 0.5779 (0.5701) loss_giou_dn_2: 0.5616 (0.5516) loss_giou_dn_3: 0.5553 (0.5474) loss_giou_dn_4: 0.5539 (0.5469) loss_giou_dn_5: 0.5536 (0.5468) loss_giou_dn_pre: 0.6894 (0.6846) loss_giou_enc_0: 0.7439 (0.7500) loss_giou_pre: 0.6542 (0.6590) loss_ddf_aux_0: 0.0744 (0.0850) loss_ddf_aux_1: 0.0090 (0.0105) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0000 (0.0001) loss_ddf_dn_0: 0.2429 (0.2740) loss_ddf_dn_1: 0.0297 (0.0343) loss_ddf_dn_2: 0.0054 (0.0056) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7035 (0.7434) loss_vfl_aux_0: 0.8046 (0.8315) loss_vfl_aux_1: 0.7584 (0.8113) loss_vfl_aux_2: 0.7483 (0.7840) loss_vfl_aux_3: 0.7302 (0.7557) loss_vfl_aux_4: 0.7084 (0.7443) loss_vfl_dn_0: 0.5038 (0.5092) loss_vfl_dn_1: 0.4628 (0.4753) loss_vfl_dn_2: 0.4456 (0.4608) loss_vfl_dn_3: 0.4333 (0.4492) loss_vfl_dn_4: 0.4287 (0.4453) loss_vfl_dn_5: 0.4296 (0.4447) loss_vfl_dn_pre: 0.5044 (0.5100) loss_vfl_enc_0: 0.7852 (0.8174) loss_vfl_pre: 0.8032 (0.8344) time: 0.7204 data: 0.0260 max mem: 9094 Epoch: [6] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 34.9788 (35.0256) loss_bbox: 0.2168 (0.2194) loss_bbox_aux_0: 0.2333 (0.2388) loss_bbox_aux_1: 0.2187 (0.2230) loss_bbox_aux_2: 0.2185 (0.2200) loss_bbox_aux_3: 0.2169 (0.2195) loss_bbox_aux_4: 0.2169 (0.2194) loss_bbox_dn_0: 0.3222 (0.3187) loss_bbox_dn_1: 0.2450 (0.2468) loss_bbox_dn_2: 0.2326 (0.2354) loss_bbox_dn_3: 0.2299 (0.2325) loss_bbox_dn_4: 0.2291 (0.2321) loss_bbox_dn_5: 0.2289 (0.2321) loss_bbox_dn_pre: 0.3260 (0.3230) loss_bbox_enc_0: 0.2840 (0.2921) loss_bbox_pre: 0.2336 (0.2390) loss_dfl: 0.9685 (0.9679) loss_fgl_aux_0: 1.0150 (1.0164) loss_fgl_aux_1: 0.9781 (0.9728) loss_fgl_aux_2: 0.9685 (0.9681) loss_fgl_aux_3: 0.9685 (0.9680) loss_fgl_aux_4: 0.9686 (0.9679) loss_fgl_dn_0: 1.1087 (1.1044) loss_fgl_dn_1: 1.0085 (1.0051) loss_fgl_dn_2: 0.9937 (0.9956) loss_fgl_dn_3: 0.9947 (0.9964) loss_fgl_dn_4: 0.9950 (0.9967) loss_fgl_dn_5: 0.9950 (0.9967) loss_giou: 0.6019 (0.6284) loss_giou_aux_0: 0.6330 (0.6610) loss_giou_aux_1: 0.6075 (0.6342) loss_giou_aux_2: 0.6036 (0.6290) loss_giou_aux_3: 0.6008 (0.6284) loss_giou_aux_4: 0.6013 (0.6284) loss_giou_dn_0: 0.6493 (0.6861) loss_giou_dn_1: 0.5499 (0.5700) loss_giou_dn_2: 0.5281 (0.5515) loss_giou_dn_3: 0.5243 (0.5473) loss_giou_dn_4: 0.5249 (0.5467) loss_giou_dn_5: 0.5249 (0.5467) loss_giou_dn_pre: 0.6487 (0.6844) loss_giou_enc_0: 0.7229 (0.7499) loss_giou_pre: 0.6308 (0.6588) loss_ddf_aux_0: 0.0827 (0.0850) loss_ddf_aux_1: 0.0109 (0.0105) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2928 (0.2739) loss_ddf_dn_1: 0.0383 (0.0343) loss_ddf_dn_2: 0.0063 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7500 (0.7434) loss_vfl_aux_0: 0.8348 (0.8313) loss_vfl_aux_1: 0.8290 (0.8113) loss_vfl_aux_2: 0.8013 (0.7840) loss_vfl_aux_3: 0.7532 (0.7556) loss_vfl_aux_4: 0.7432 (0.7443) loss_vfl_dn_0: 0.5109 (0.5091) loss_vfl_dn_1: 0.4782 (0.4753) loss_vfl_dn_2: 0.4629 (0.4608) loss_vfl_dn_3: 0.4523 (0.4492) loss_vfl_dn_4: 0.4482 (0.4452) loss_vfl_dn_5: 0.4496 (0.4447) loss_vfl_dn_pre: 0.5124 (0.5100) loss_vfl_enc_0: 0.8098 (0.8171) loss_vfl_pre: 0.8373 (0.8342) time: 0.7508 data: 0.0242 max mem: 9094 Epoch: [6] Total time: 0:46:03 (0.7478 s / it) Averaged stats: lr: 0.000013 loss: 34.9788 (35.0256) loss_bbox: 0.2168 (0.2194) loss_bbox_aux_0: 0.2333 (0.2388) loss_bbox_aux_1: 0.2187 (0.2230) loss_bbox_aux_2: 0.2185 (0.2200) loss_bbox_aux_3: 0.2169 (0.2195) loss_bbox_aux_4: 0.2169 (0.2194) loss_bbox_dn_0: 0.3222 (0.3187) loss_bbox_dn_1: 0.2450 (0.2468) loss_bbox_dn_2: 0.2326 (0.2354) loss_bbox_dn_3: 0.2299 (0.2325) loss_bbox_dn_4: 0.2291 (0.2321) loss_bbox_dn_5: 0.2289 (0.2321) loss_bbox_dn_pre: 0.3260 (0.3230) loss_bbox_enc_0: 0.2840 (0.2921) loss_bbox_pre: 0.2336 (0.2390) loss_dfl: 0.9685 (0.9679) loss_fgl_aux_0: 1.0150 (1.0164) loss_fgl_aux_1: 0.9781 (0.9728) loss_fgl_aux_2: 0.9685 (0.9681) loss_fgl_aux_3: 0.9685 (0.9680) loss_fgl_aux_4: 0.9686 (0.9679) loss_fgl_dn_0: 1.1087 (1.1044) loss_fgl_dn_1: 1.0085 (1.0051) loss_fgl_dn_2: 0.9937 (0.9956) loss_fgl_dn_3: 0.9947 (0.9964) loss_fgl_dn_4: 0.9950 (0.9967) loss_fgl_dn_5: 0.9950 (0.9967) loss_giou: 0.6019 (0.6284) loss_giou_aux_0: 0.6330 (0.6610) loss_giou_aux_1: 0.6075 (0.6342) loss_giou_aux_2: 0.6036 (0.6290) loss_giou_aux_3: 0.6008 (0.6284) loss_giou_aux_4: 0.6013 (0.6284) loss_giou_dn_0: 0.6493 (0.6861) loss_giou_dn_1: 0.5499 (0.5700) loss_giou_dn_2: 0.5281 (0.5515) loss_giou_dn_3: 0.5243 (0.5473) loss_giou_dn_4: 0.5249 (0.5467) loss_giou_dn_5: 0.5249 (0.5467) loss_giou_dn_pre: 0.6487 (0.6844) loss_giou_enc_0: 0.7229 (0.7499) loss_giou_pre: 0.6308 (0.6588) loss_ddf_aux_0: 0.0827 (0.0850) loss_ddf_aux_1: 0.0109 (0.0105) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2928 (0.2739) loss_ddf_dn_1: 0.0383 (0.0343) loss_ddf_dn_2: 0.0063 (0.0056) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7500 (0.7434) loss_vfl_aux_0: 0.8348 (0.8313) loss_vfl_aux_1: 0.8290 (0.8113) loss_vfl_aux_2: 0.8013 (0.7840) loss_vfl_aux_3: 0.7532 (0.7556) loss_vfl_aux_4: 0.7432 (0.7443) loss_vfl_dn_0: 0.5109 (0.5091) loss_vfl_dn_1: 0.4782 (0.4753) loss_vfl_dn_2: 0.4629 (0.4608) loss_vfl_dn_3: 0.4523 (0.4492) loss_vfl_dn_4: 0.4482 (0.4452) loss_vfl_dn_5: 0.4496 (0.4447) loss_vfl_dn_pre: 0.5124 (0.5100) loss_vfl_enc_0: 0.8098 (0.8171) loss_vfl_pre: 0.8373 (0.8342) Test: [ 0/79] eta: 0:03:04 time: 2.3379 data: 1.7672 max mem: 9094 Test: [10/79] eta: 0:00:52 time: 0.7613 data: 0.2172 max mem: 9094 Test: [20/79] eta: 0:00:48 time: 0.7531 data: 0.0636 max mem: 9094 Test: [30/79] eta: 0:00:37 time: 0.7646 data: 0.0654 max mem: 9094 Test: [40/79] eta: 0:00:28 time: 0.6101 data: 0.0628 max mem: 9094 Test: [50/79] eta: 0:00:21 time: 0.6841 data: 0.0586 max mem: 9094 Test: [60/79] eta: 0:00:13 time: 0.6803 data: 0.0576 max mem: 9094 Test: [70/79] eta: 0:00:06 time: 0.5819 data: 0.0577 max mem: 9094 Test: [78/79] eta: 0:00:00 time: 0.5469 data: 0.0556 max mem: 9094 Test: Total time: 0:00:53 (0.6741 s / it) Averaged stats: Accumulating evaluation results... DONE (t=24.54s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.467 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.633 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.507 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.270 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.515 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.651 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.365 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.607 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.678 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.467 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.736 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.877 best_stat: {'epoch': 6, 'coco_eval_bbox': 0.4665679831548118} Epoch: [7] [ 0/3696] eta: 2:25:13 lr: 0.000013 loss: 35.2251 (35.2251) loss_bbox: 0.1880 (0.1880) loss_bbox_aux_0: 0.2033 (0.2033) loss_bbox_aux_1: 0.1928 (0.1928) loss_bbox_aux_2: 0.1895 (0.1895) loss_bbox_aux_3: 0.1884 (0.1884) loss_bbox_aux_4: 0.1881 (0.1881) loss_bbox_dn_0: 0.2497 (0.2497) loss_bbox_dn_1: 0.2035 (0.2035) loss_bbox_dn_2: 0.1947 (0.1947) loss_bbox_dn_3: 0.1936 (0.1936) loss_bbox_dn_4: 0.1933 (0.1933) loss_bbox_dn_5: 0.1933 (0.1933) loss_bbox_dn_pre: 0.2533 (0.2533) loss_bbox_enc_0: 0.2392 (0.2392) loss_bbox_pre: 0.2044 (0.2044) loss_dfl: 0.9366 (0.9366) loss_fgl_aux_0: 0.9620 (0.9620) loss_fgl_aux_1: 0.9382 (0.9382) loss_fgl_aux_2: 0.9365 (0.9365) loss_fgl_aux_3: 0.9363 (0.9363) loss_fgl_aux_4: 0.9365 (0.9365) loss_fgl_dn_0: 1.0811 (1.0811) loss_fgl_dn_1: 1.0053 (1.0053) loss_fgl_dn_2: 0.9973 (0.9973) loss_fgl_dn_3: 0.9981 (0.9981) loss_fgl_dn_4: 0.9980 (0.9980) loss_fgl_dn_5: 0.9981 (0.9981) loss_giou: 0.8182 (0.8182) loss_giou_aux_0: 0.8506 (0.8506) loss_giou_aux_1: 0.8258 (0.8258) loss_giou_aux_2: 0.8198 (0.8198) loss_giou_aux_3: 0.8189 (0.8189) loss_giou_aux_4: 0.8184 (0.8184) loss_giou_dn_0: 0.8002 (0.8002) loss_giou_dn_1: 0.6889 (0.6889) loss_giou_dn_2: 0.6731 (0.6731) loss_giou_dn_3: 0.6676 (0.6676) loss_giou_dn_4: 0.6672 (0.6672) loss_giou_dn_5: 0.6673 (0.6673) loss_giou_dn_pre: 0.7981 (0.7981) loss_giou_enc_0: 0.9430 (0.9430) loss_giou_pre: 0.8507 (0.8507) loss_ddf_aux_0: 0.0699 (0.0699) loss_ddf_aux_1: 0.0097 (0.0097) loss_ddf_aux_2: 0.0019 (0.0019) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2498 (0.2498) loss_ddf_dn_1: 0.0319 (0.0319) loss_ddf_dn_2: 0.0052 (0.0052) loss_ddf_dn_3: 0.0005 (0.0005) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6226 (0.6226) loss_vfl_aux_0: 0.6727 (0.6727) loss_vfl_aux_1: 0.6764 (0.6764) loss_vfl_aux_2: 0.6537 (0.6537) loss_vfl_aux_3: 0.6286 (0.6286) loss_vfl_aux_4: 0.6255 (0.6255) loss_vfl_dn_0: 0.4756 (0.4756) loss_vfl_dn_1: 0.4572 (0.4572) loss_vfl_dn_2: 0.4407 (0.4407) loss_vfl_dn_3: 0.4316 (0.4316) loss_vfl_dn_4: 0.4318 (0.4318) loss_vfl_dn_5: 0.4305 (0.4305) loss_vfl_dn_pre: 0.4756 (0.4756) loss_vfl_enc_0: 0.6510 (0.6510) loss_vfl_pre: 0.6758 (0.6758) time: 2.3575 data: 1.6781 max mem: 9094 Epoch: [7] [ 100/3696] eta: 0:45:31 lr: 0.000013 loss: 35.0381 (34.5716) loss_bbox: 0.2114 (0.2097) loss_bbox_aux_0: 0.2309 (0.2296) loss_bbox_aux_1: 0.2144 (0.2130) loss_bbox_aux_2: 0.2120 (0.2101) loss_bbox_aux_3: 0.2115 (0.2098) loss_bbox_aux_4: 0.2116 (0.2097) loss_bbox_dn_0: 0.2819 (0.3087) loss_bbox_dn_1: 0.2228 (0.2381) loss_bbox_dn_2: 0.2180 (0.2274) loss_bbox_dn_3: 0.2144 (0.2248) loss_bbox_dn_4: 0.2136 (0.2244) loss_bbox_dn_5: 0.2132 (0.2244) loss_bbox_dn_pre: 0.2842 (0.3133) loss_bbox_enc_0: 0.2717 (0.2812) loss_bbox_pre: 0.2315 (0.2296) loss_dfl: 0.9620 (0.9662) loss_fgl_aux_0: 1.0032 (1.0150) loss_fgl_aux_1: 0.9664 (0.9714) loss_fgl_aux_2: 0.9620 (0.9666) loss_fgl_aux_3: 0.9623 (0.9664) loss_fgl_aux_4: 0.9620 (0.9663) loss_fgl_dn_0: 1.0956 (1.1034) loss_fgl_dn_1: 1.0045 (1.0017) loss_fgl_dn_2: 0.9930 (0.9917) loss_fgl_dn_3: 0.9954 (0.9924) loss_fgl_dn_4: 0.9961 (0.9927) loss_fgl_dn_5: 0.9962 (0.9927) loss_giou: 0.6579 (0.6164) loss_giou_aux_0: 0.6860 (0.6509) loss_giou_aux_1: 0.6583 (0.6225) loss_giou_aux_2: 0.6558 (0.6170) loss_giou_aux_3: 0.6572 (0.6164) loss_giou_aux_4: 0.6574 (0.6165) loss_giou_dn_0: 0.6943 (0.6750) loss_giou_dn_1: 0.5674 (0.5586) loss_giou_dn_2: 0.5510 (0.5403) loss_giou_dn_3: 0.5498 (0.5362) loss_giou_dn_4: 0.5493 (0.5356) loss_giou_dn_5: 0.5495 (0.5356) loss_giou_dn_pre: 0.6936 (0.6738) loss_giou_enc_0: 0.7730 (0.7396) loss_giou_pre: 0.6861 (0.6486) loss_ddf_aux_0: 0.0867 (0.0865) loss_ddf_aux_1: 0.0110 (0.0106) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2673 (0.2803) loss_ddf_dn_1: 0.0345 (0.0346) loss_ddf_dn_2: 0.0058 (0.0057) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7277 (0.7310) loss_vfl_aux_0: 0.7914 (0.8168) loss_vfl_aux_1: 0.7688 (0.7988) loss_vfl_aux_2: 0.7581 (0.7721) loss_vfl_aux_3: 0.7333 (0.7416) loss_vfl_aux_4: 0.7259 (0.7315) loss_vfl_dn_0: 0.5039 (0.5073) loss_vfl_dn_1: 0.4736 (0.4715) loss_vfl_dn_2: 0.4630 (0.4566) loss_vfl_dn_3: 0.4507 (0.4450) loss_vfl_dn_4: 0.4456 (0.4411) loss_vfl_dn_5: 0.4449 (0.4404) loss_vfl_dn_pre: 0.5030 (0.5081) loss_vfl_enc_0: 0.7670 (0.8057) loss_vfl_pre: 0.7928 (0.8203) time: 0.7593 data: 0.0278 max mem: 9094 Epoch: [7] [ 200/3696] eta: 0:44:34 lr: 0.000013 loss: 35.0469 (34.7780) loss_bbox: 0.2057 (0.2152) loss_bbox_aux_0: 0.2252 (0.2344) loss_bbox_aux_1: 0.2128 (0.2186) loss_bbox_aux_2: 0.2076 (0.2157) loss_bbox_aux_3: 0.2057 (0.2153) loss_bbox_aux_4: 0.2057 (0.2152) loss_bbox_dn_0: 0.2933 (0.3145) loss_bbox_dn_1: 0.2264 (0.2431) loss_bbox_dn_2: 0.2183 (0.2321) loss_bbox_dn_3: 0.2147 (0.2293) loss_bbox_dn_4: 0.2150 (0.2289) loss_bbox_dn_5: 0.2150 (0.2289) loss_bbox_dn_pre: 0.3000 (0.3193) loss_bbox_enc_0: 0.2662 (0.2854) loss_bbox_pre: 0.2244 (0.2346) loss_dfl: 0.9776 (0.9661) loss_fgl_aux_0: 1.0315 (1.0137) loss_fgl_aux_1: 0.9809 (0.9707) loss_fgl_aux_2: 0.9778 (0.9664) loss_fgl_aux_3: 0.9777 (0.9662) loss_fgl_aux_4: 0.9777 (0.9661) loss_fgl_dn_0: 1.1028 (1.1027) loss_fgl_dn_1: 1.0020 (1.0021) loss_fgl_dn_2: 0.9917 (0.9927) loss_fgl_dn_3: 0.9920 (0.9934) loss_fgl_dn_4: 0.9921 (0.9937) loss_fgl_dn_5: 0.9923 (0.9937) loss_giou: 0.6150 (0.6264) loss_giou_aux_0: 0.6459 (0.6596) loss_giou_aux_1: 0.6221 (0.6322) loss_giou_aux_2: 0.6161 (0.6270) loss_giou_aux_3: 0.6151 (0.6264) loss_giou_aux_4: 0.6150 (0.6264) loss_giou_dn_0: 0.6769 (0.6783) loss_giou_dn_1: 0.5629 (0.5626) loss_giou_dn_2: 0.5408 (0.5444) loss_giou_dn_3: 0.5363 (0.5404) loss_giou_dn_4: 0.5350 (0.5399) loss_giou_dn_5: 0.5350 (0.5398) loss_giou_dn_pre: 0.6758 (0.6767) loss_giou_enc_0: 0.7549 (0.7477) loss_giou_pre: 0.6459 (0.6573) loss_ddf_aux_0: 0.0772 (0.0849) loss_ddf_aux_1: 0.0098 (0.0103) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2725 (0.2775) loss_ddf_dn_1: 0.0321 (0.0342) loss_ddf_dn_2: 0.0048 (0.0057) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7296 (0.7303) loss_vfl_aux_0: 0.8246 (0.8256) loss_vfl_aux_1: 0.7928 (0.8042) loss_vfl_aux_2: 0.7609 (0.7736) loss_vfl_aux_3: 0.7382 (0.7431) loss_vfl_aux_4: 0.7231 (0.7311) loss_vfl_dn_0: 0.5060 (0.5079) loss_vfl_dn_1: 0.4736 (0.4718) loss_vfl_dn_2: 0.4512 (0.4570) loss_vfl_dn_3: 0.4478 (0.4455) loss_vfl_dn_4: 0.4400 (0.4417) loss_vfl_dn_5: 0.4402 (0.4410) loss_vfl_dn_pre: 0.5084 (0.5089) loss_vfl_enc_0: 0.7781 (0.8095) loss_vfl_pre: 0.8188 (0.8287) time: 0.9224 data: 0.0289 max mem: 9094 Epoch: [7] [ 300/3696] eta: 0:43:17 lr: 0.000013 loss: 34.5947 (34.7969) loss_bbox: 0.2197 (0.2153) loss_bbox_aux_0: 0.2409 (0.2339) loss_bbox_aux_1: 0.2222 (0.2185) loss_bbox_aux_2: 0.2189 (0.2158) loss_bbox_aux_3: 0.2189 (0.2153) loss_bbox_aux_4: 0.2194 (0.2153) loss_bbox_dn_0: 0.3349 (0.3151) loss_bbox_dn_1: 0.2634 (0.2441) loss_bbox_dn_2: 0.2548 (0.2333) loss_bbox_dn_3: 0.2497 (0.2304) loss_bbox_dn_4: 0.2478 (0.2300) loss_bbox_dn_5: 0.2476 (0.2300) loss_bbox_dn_pre: 0.3396 (0.3197) loss_bbox_enc_0: 0.3031 (0.2851) loss_bbox_pre: 0.2428 (0.2343) loss_dfl: 0.9691 (0.9655) loss_fgl_aux_0: 1.0176 (1.0129) loss_fgl_aux_1: 0.9775 (0.9701) loss_fgl_aux_2: 0.9708 (0.9657) loss_fgl_aux_3: 0.9692 (0.9656) loss_fgl_aux_4: 0.9690 (0.9655) loss_fgl_dn_0: 1.0958 (1.1028) loss_fgl_dn_1: 0.9986 (1.0023) loss_fgl_dn_2: 0.9832 (0.9926) loss_fgl_dn_3: 0.9825 (0.9933) loss_fgl_dn_4: 0.9826 (0.9936) loss_fgl_dn_5: 0.9828 (0.9936) loss_giou: 0.5695 (0.6275) loss_giou_aux_0: 0.6060 (0.6603) loss_giou_aux_1: 0.5768 (0.6334) loss_giou_aux_2: 0.5706 (0.6283) loss_giou_aux_3: 0.5686 (0.6276) loss_giou_aux_4: 0.5689 (0.6276) loss_giou_dn_0: 0.6734 (0.6781) loss_giou_dn_1: 0.5584 (0.5632) loss_giou_dn_2: 0.5396 (0.5450) loss_giou_dn_3: 0.5358 (0.5411) loss_giou_dn_4: 0.5343 (0.5405) loss_giou_dn_5: 0.5341 (0.5405) loss_giou_dn_pre: 0.6749 (0.6764) loss_giou_enc_0: 0.7105 (0.7487) loss_giou_pre: 0.6042 (0.6580) loss_ddf_aux_0: 0.0875 (0.0848) loss_ddf_aux_1: 0.0104 (0.0103) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2837 (0.2771) loss_ddf_dn_1: 0.0352 (0.0341) loss_ddf_dn_2: 0.0057 (0.0057) loss_ddf_dn_3: 0.0011 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7498 (0.7322) loss_vfl_aux_0: 0.8285 (0.8251) loss_vfl_aux_1: 0.8329 (0.8044) loss_vfl_aux_2: 0.7789 (0.7747) loss_vfl_aux_3: 0.7643 (0.7453) loss_vfl_aux_4: 0.7488 (0.7332) loss_vfl_dn_0: 0.5090 (0.5079) loss_vfl_dn_1: 0.4731 (0.4718) loss_vfl_dn_2: 0.4556 (0.4571) loss_vfl_dn_3: 0.4490 (0.4455) loss_vfl_dn_4: 0.4435 (0.4418) loss_vfl_dn_5: 0.4409 (0.4411) loss_vfl_dn_pre: 0.5084 (0.5088) loss_vfl_enc_0: 0.8318 (0.8094) loss_vfl_pre: 0.8327 (0.8281) time: 0.7473 data: 0.0272 max mem: 9094 Epoch: [7] [ 400/3696] eta: 0:42:46 lr: 0.000013 loss: 34.8350 (34.7469) loss_bbox: 0.2072 (0.2143) loss_bbox_aux_0: 0.2251 (0.2327) loss_bbox_aux_1: 0.2103 (0.2176) loss_bbox_aux_2: 0.2089 (0.2148) loss_bbox_aux_3: 0.2069 (0.2144) loss_bbox_aux_4: 0.2071 (0.2143) loss_bbox_dn_0: 0.3081 (0.3127) loss_bbox_dn_1: 0.2315 (0.2422) loss_bbox_dn_2: 0.2214 (0.2315) loss_bbox_dn_3: 0.2185 (0.2287) loss_bbox_dn_4: 0.2187 (0.2283) loss_bbox_dn_5: 0.2188 (0.2282) loss_bbox_dn_pre: 0.3151 (0.3172) loss_bbox_enc_0: 0.2929 (0.2842) loss_bbox_pre: 0.2228 (0.2331) loss_dfl: 0.9675 (0.9659) loss_fgl_aux_0: 1.0137 (1.0130) loss_fgl_aux_1: 0.9721 (0.9704) loss_fgl_aux_2: 0.9659 (0.9661) loss_fgl_aux_3: 0.9675 (0.9660) loss_fgl_aux_4: 0.9677 (0.9660) loss_fgl_dn_0: 1.1039 (1.1029) loss_fgl_dn_1: 1.0062 (1.0028) loss_fgl_dn_2: 0.9943 (0.9931) loss_fgl_dn_3: 0.9938 (0.9939) loss_fgl_dn_4: 0.9939 (0.9941) loss_fgl_dn_5: 0.9938 (0.9941) loss_giou: 0.6171 (0.6278) loss_giou_aux_0: 0.6456 (0.6602) loss_giou_aux_1: 0.6229 (0.6336) loss_giou_aux_2: 0.6160 (0.6285) loss_giou_aux_3: 0.6164 (0.6278) loss_giou_aux_4: 0.6170 (0.6278) loss_giou_dn_0: 0.6766 (0.6777) loss_giou_dn_1: 0.5562 (0.5633) loss_giou_dn_2: 0.5374 (0.5453) loss_giou_dn_3: 0.5317 (0.5414) loss_giou_dn_4: 0.5305 (0.5408) loss_giou_dn_5: 0.5300 (0.5408) loss_giou_dn_pre: 0.6752 (0.6760) loss_giou_enc_0: 0.7441 (0.7490) loss_giou_pre: 0.6387 (0.6580) loss_ddf_aux_0: 0.0780 (0.0836) loss_ddf_aux_1: 0.0091 (0.0101) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2513 (0.2736) loss_ddf_dn_1: 0.0296 (0.0336) loss_ddf_dn_2: 0.0052 (0.0056) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7291 (0.7307) loss_vfl_aux_0: 0.8091 (0.8200) loss_vfl_aux_1: 0.7982 (0.7997) loss_vfl_aux_2: 0.7665 (0.7718) loss_vfl_aux_3: 0.7456 (0.7427) loss_vfl_aux_4: 0.7311 (0.7314) loss_vfl_dn_0: 0.5061 (0.5078) loss_vfl_dn_1: 0.4675 (0.4713) loss_vfl_dn_2: 0.4546 (0.4568) loss_vfl_dn_3: 0.4440 (0.4452) loss_vfl_dn_4: 0.4402 (0.4415) loss_vfl_dn_5: 0.4399 (0.4409) loss_vfl_dn_pre: 0.5065 (0.5088) loss_vfl_enc_0: 0.7955 (0.8059) loss_vfl_pre: 0.8145 (0.8230) time: 0.7989 data: 0.0291 max mem: 9094 Epoch: [7] [ 500/3696] eta: 0:41:15 lr: 0.000013 loss: 34.8604 (34.7386) loss_bbox: 0.2151 (0.2149) loss_bbox_aux_0: 0.2373 (0.2332) loss_bbox_aux_1: 0.2195 (0.2182) loss_bbox_aux_2: 0.2159 (0.2154) loss_bbox_aux_3: 0.2152 (0.2149) loss_bbox_aux_4: 0.2152 (0.2149) loss_bbox_dn_0: 0.3153 (0.3137) loss_bbox_dn_1: 0.2408 (0.2431) loss_bbox_dn_2: 0.2336 (0.2321) loss_bbox_dn_3: 0.2307 (0.2293) loss_bbox_dn_4: 0.2297 (0.2288) loss_bbox_dn_5: 0.2295 (0.2288) loss_bbox_dn_pre: 0.3236 (0.3182) loss_bbox_enc_0: 0.2931 (0.2856) loss_bbox_pre: 0.2385 (0.2335) loss_dfl: 0.9690 (0.9661) loss_fgl_aux_0: 1.0216 (1.0131) loss_fgl_aux_1: 0.9748 (0.9707) loss_fgl_aux_2: 0.9687 (0.9663) loss_fgl_aux_3: 0.9690 (0.9662) loss_fgl_aux_4: 0.9688 (0.9661) loss_fgl_dn_0: 1.1022 (1.1032) loss_fgl_dn_1: 1.0021 (1.0029) loss_fgl_dn_2: 0.9949 (0.9933) loss_fgl_dn_3: 0.9958 (0.9941) loss_fgl_dn_4: 0.9968 (0.9944) loss_fgl_dn_5: 0.9968 (0.9944) loss_giou: 0.5745 (0.6256) loss_giou_aux_0: 0.6104 (0.6577) loss_giou_aux_1: 0.5874 (0.6314) loss_giou_aux_2: 0.5782 (0.6263) loss_giou_aux_3: 0.5753 (0.6256) loss_giou_aux_4: 0.5745 (0.6256) loss_giou_dn_0: 0.6692 (0.6764) loss_giou_dn_1: 0.5476 (0.5620) loss_giou_dn_2: 0.5284 (0.5439) loss_giou_dn_3: 0.5240 (0.5399) loss_giou_dn_4: 0.5233 (0.5393) loss_giou_dn_5: 0.5234 (0.5393) loss_giou_dn_pre: 0.6659 (0.6747) loss_giou_enc_0: 0.7148 (0.7464) loss_giou_pre: 0.6062 (0.6555) loss_ddf_aux_0: 0.0820 (0.0831) loss_ddf_aux_1: 0.0105 (0.0102) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2624 (0.2729) loss_ddf_dn_1: 0.0322 (0.0338) loss_ddf_dn_2: 0.0046 (0.0056) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7334 (0.7313) loss_vfl_aux_0: 0.8129 (0.8213) loss_vfl_aux_1: 0.7760 (0.8003) loss_vfl_aux_2: 0.7620 (0.7733) loss_vfl_aux_3: 0.7417 (0.7439) loss_vfl_aux_4: 0.7345 (0.7323) loss_vfl_dn_0: 0.5054 (0.5079) loss_vfl_dn_1: 0.4727 (0.4712) loss_vfl_dn_2: 0.4628 (0.4565) loss_vfl_dn_3: 0.4496 (0.4450) loss_vfl_dn_4: 0.4463 (0.4412) loss_vfl_dn_5: 0.4467 (0.4405) loss_vfl_dn_pre: 0.5056 (0.5088) loss_vfl_enc_0: 0.7914 (0.8076) loss_vfl_pre: 0.8160 (0.8242) time: 0.7303 data: 0.0258 max mem: 9094 Epoch: [7] [ 600/3696] eta: 0:39:36 lr: 0.000013 loss: 34.6942 (34.7683) loss_bbox: 0.2154 (0.2149) loss_bbox_aux_0: 0.2292 (0.2332) loss_bbox_aux_1: 0.2172 (0.2182) loss_bbox_aux_2: 0.2137 (0.2154) loss_bbox_aux_3: 0.2152 (0.2149) loss_bbox_aux_4: 0.2155 (0.2149) loss_bbox_dn_0: 0.3024 (0.3118) loss_bbox_dn_1: 0.2343 (0.2417) loss_bbox_dn_2: 0.2232 (0.2308) loss_bbox_dn_3: 0.2218 (0.2281) loss_bbox_dn_4: 0.2216 (0.2277) loss_bbox_dn_5: 0.2217 (0.2277) loss_bbox_dn_pre: 0.3070 (0.3163) loss_bbox_enc_0: 0.2671 (0.2849) loss_bbox_pre: 0.2294 (0.2336) loss_dfl: 0.9623 (0.9656) loss_fgl_aux_0: 1.0152 (1.0121) loss_fgl_aux_1: 0.9654 (0.9702) loss_fgl_aux_2: 0.9635 (0.9658) loss_fgl_aux_3: 0.9634 (0.9657) loss_fgl_aux_4: 0.9625 (0.9656) loss_fgl_dn_0: 1.1038 (1.1031) loss_fgl_dn_1: 1.0021 (1.0035) loss_fgl_dn_2: 0.9923 (0.9940) loss_fgl_dn_3: 0.9919 (0.9948) loss_fgl_dn_4: 0.9916 (0.9951) loss_fgl_dn_5: 0.9916 (0.9951) loss_giou: 0.5921 (0.6293) loss_giou_aux_0: 0.6290 (0.6612) loss_giou_aux_1: 0.5971 (0.6350) loss_giou_aux_2: 0.5939 (0.6300) loss_giou_aux_3: 0.5925 (0.6293) loss_giou_aux_4: 0.5926 (0.6293) loss_giou_dn_0: 0.6769 (0.6780) loss_giou_dn_1: 0.5525 (0.5636) loss_giou_dn_2: 0.5373 (0.5454) loss_giou_dn_3: 0.5292 (0.5414) loss_giou_dn_4: 0.5288 (0.5408) loss_giou_dn_5: 0.5289 (0.5408) loss_giou_dn_pre: 0.6740 (0.6763) loss_giou_enc_0: 0.7131 (0.7495) loss_giou_pre: 0.6238 (0.6590) loss_ddf_aux_0: 0.0796 (0.0823) loss_ddf_aux_1: 0.0099 (0.0102) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2666 (0.2719) loss_ddf_dn_1: 0.0315 (0.0337) loss_ddf_dn_2: 0.0054 (0.0056) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7363 (0.7323) loss_vfl_aux_0: 0.8265 (0.8215) loss_vfl_aux_1: 0.8048 (0.7999) loss_vfl_aux_2: 0.7693 (0.7728) loss_vfl_aux_3: 0.7554 (0.7442) loss_vfl_aux_4: 0.7478 (0.7332) loss_vfl_dn_0: 0.5085 (0.5077) loss_vfl_dn_1: 0.4721 (0.4714) loss_vfl_dn_2: 0.4562 (0.4570) loss_vfl_dn_3: 0.4455 (0.4455) loss_vfl_dn_4: 0.4430 (0.4418) loss_vfl_dn_5: 0.4427 (0.4411) loss_vfl_dn_pre: 0.5095 (0.5086) loss_vfl_enc_0: 0.8147 (0.8073) loss_vfl_pre: 0.8198 (0.8242) time: 0.7111 data: 0.0249 max mem: 9094 Epoch: [7] [ 700/3696] eta: 0:38:08 lr: 0.000013 loss: 34.6439 (34.7564) loss_bbox: 0.2217 (0.2146) loss_bbox_aux_0: 0.2417 (0.2330) loss_bbox_aux_1: 0.2229 (0.2180) loss_bbox_aux_2: 0.2224 (0.2152) loss_bbox_aux_3: 0.2217 (0.2147) loss_bbox_aux_4: 0.2217 (0.2146) loss_bbox_dn_0: 0.3238 (0.3119) loss_bbox_dn_1: 0.2543 (0.2417) loss_bbox_dn_2: 0.2425 (0.2309) loss_bbox_dn_3: 0.2391 (0.2282) loss_bbox_dn_4: 0.2396 (0.2278) loss_bbox_dn_5: 0.2401 (0.2278) loss_bbox_dn_pre: 0.3259 (0.3164) loss_bbox_enc_0: 0.3040 (0.2844) loss_bbox_pre: 0.2424 (0.2333) loss_dfl: 0.9562 (0.9661) loss_fgl_aux_0: 1.0116 (1.0126) loss_fgl_aux_1: 0.9629 (0.9708) loss_fgl_aux_2: 0.9563 (0.9663) loss_fgl_aux_3: 0.9561 (0.9662) loss_fgl_aux_4: 0.9564 (0.9661) loss_fgl_dn_0: 1.1036 (1.1031) loss_fgl_dn_1: 0.9984 (1.0032) loss_fgl_dn_2: 0.9867 (0.9937) loss_fgl_dn_3: 0.9872 (0.9945) loss_fgl_dn_4: 0.9876 (0.9947) loss_fgl_dn_5: 0.9877 (0.9948) loss_giou: 0.5987 (0.6278) loss_giou_aux_0: 0.6283 (0.6596) loss_giou_aux_1: 0.6027 (0.6335) loss_giou_aux_2: 0.6010 (0.6284) loss_giou_aux_3: 0.5991 (0.6278) loss_giou_aux_4: 0.5988 (0.6278) loss_giou_dn_0: 0.6833 (0.6771) loss_giou_dn_1: 0.5614 (0.5627) loss_giou_dn_2: 0.5408 (0.5446) loss_giou_dn_3: 0.5350 (0.5405) loss_giou_dn_4: 0.5348 (0.5400) loss_giou_dn_5: 0.5347 (0.5399) loss_giou_dn_pre: 0.6835 (0.6754) loss_giou_enc_0: 0.7096 (0.7477) loss_giou_pre: 0.6241 (0.6574) loss_ddf_aux_0: 0.0885 (0.0820) loss_ddf_aux_1: 0.0094 (0.0101) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2739 (0.2715) loss_ddf_dn_1: 0.0318 (0.0337) loss_ddf_dn_2: 0.0054 (0.0056) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7306 (0.7329) loss_vfl_aux_0: 0.8261 (0.8227) loss_vfl_aux_1: 0.7984 (0.8010) loss_vfl_aux_2: 0.7705 (0.7738) loss_vfl_aux_3: 0.7484 (0.7446) loss_vfl_aux_4: 0.7434 (0.7338) loss_vfl_dn_0: 0.5115 (0.5080) loss_vfl_dn_1: 0.4753 (0.4714) loss_vfl_dn_2: 0.4583 (0.4570) loss_vfl_dn_3: 0.4459 (0.4454) loss_vfl_dn_4: 0.4451 (0.4417) loss_vfl_dn_5: 0.4452 (0.4410) loss_vfl_dn_pre: 0.5125 (0.5089) loss_vfl_enc_0: 0.8047 (0.8083) loss_vfl_pre: 0.8301 (0.8256) time: 0.7300 data: 0.0312 max mem: 9094 Epoch: [7] [ 800/3696] eta: 0:36:44 lr: 0.000013 loss: 34.5180 (34.7555) loss_bbox: 0.2017 (0.2153) loss_bbox_aux_0: 0.2259 (0.2339) loss_bbox_aux_1: 0.2088 (0.2186) loss_bbox_aux_2: 0.2028 (0.2158) loss_bbox_aux_3: 0.2019 (0.2153) loss_bbox_aux_4: 0.2019 (0.2153) loss_bbox_dn_0: 0.3006 (0.3137) loss_bbox_dn_1: 0.2257 (0.2428) loss_bbox_dn_2: 0.2118 (0.2318) loss_bbox_dn_3: 0.2106 (0.2290) loss_bbox_dn_4: 0.2098 (0.2286) loss_bbox_dn_5: 0.2096 (0.2286) loss_bbox_dn_pre: 0.3055 (0.3183) loss_bbox_enc_0: 0.2745 (0.2859) loss_bbox_pre: 0.2232 (0.2342) loss_dfl: 0.9521 (0.9656) loss_fgl_aux_0: 1.0195 (1.0127) loss_fgl_aux_1: 0.9621 (0.9704) loss_fgl_aux_2: 0.9515 (0.9659) loss_fgl_aux_3: 0.9523 (0.9657) loss_fgl_aux_4: 0.9521 (0.9656) loss_fgl_dn_0: 1.1090 (1.1033) loss_fgl_dn_1: 0.9963 (1.0026) loss_fgl_dn_2: 0.9846 (0.9930) loss_fgl_dn_3: 0.9853 (0.9937) loss_fgl_dn_4: 0.9851 (0.9940) loss_fgl_dn_5: 0.9852 (0.9940) loss_giou: 0.6429 (0.6263) loss_giou_aux_0: 0.6734 (0.6584) loss_giou_aux_1: 0.6491 (0.6320) loss_giou_aux_2: 0.6429 (0.6270) loss_giou_aux_3: 0.6427 (0.6263) loss_giou_aux_4: 0.6429 (0.6263) loss_giou_dn_0: 0.6661 (0.6773) loss_giou_dn_1: 0.5584 (0.5625) loss_giou_dn_2: 0.5407 (0.5443) loss_giou_dn_3: 0.5354 (0.5403) loss_giou_dn_4: 0.5341 (0.5397) loss_giou_dn_5: 0.5339 (0.5397) loss_giou_dn_pre: 0.6632 (0.6756) loss_giou_enc_0: 0.7629 (0.7467) loss_giou_pre: 0.6718 (0.6562) loss_ddf_aux_0: 0.0803 (0.0830) loss_ddf_aux_1: 0.0094 (0.0102) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2822 (0.2734) loss_ddf_dn_1: 0.0347 (0.0339) loss_ddf_dn_2: 0.0058 (0.0056) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7023 (0.7331) loss_vfl_aux_0: 0.7832 (0.8220) loss_vfl_aux_1: 0.7737 (0.8010) loss_vfl_aux_2: 0.7220 (0.7735) loss_vfl_aux_3: 0.7074 (0.7452) loss_vfl_aux_4: 0.7003 (0.7340) loss_vfl_dn_0: 0.5026 (0.5078) loss_vfl_dn_1: 0.4717 (0.4714) loss_vfl_dn_2: 0.4514 (0.4569) loss_vfl_dn_3: 0.4384 (0.4452) loss_vfl_dn_4: 0.4374 (0.4413) loss_vfl_dn_5: 0.4374 (0.4407) loss_vfl_dn_pre: 0.5026 (0.5088) loss_vfl_enc_0: 0.7736 (0.8087) loss_vfl_pre: 0.7860 (0.8250) time: 0.7372 data: 0.0320 max mem: 9094 Epoch: [7] [ 900/3696] eta: 0:35:16 lr: 0.000013 loss: 34.6829 (34.7614) loss_bbox: 0.2165 (0.2155) loss_bbox_aux_0: 0.2338 (0.2343) loss_bbox_aux_1: 0.2229 (0.2189) loss_bbox_aux_2: 0.2162 (0.2160) loss_bbox_aux_3: 0.2167 (0.2155) loss_bbox_aux_4: 0.2167 (0.2155) loss_bbox_dn_0: 0.3012 (0.3140) loss_bbox_dn_1: 0.2277 (0.2430) loss_bbox_dn_2: 0.2156 (0.2319) loss_bbox_dn_3: 0.2113 (0.2291) loss_bbox_dn_4: 0.2128 (0.2287) loss_bbox_dn_5: 0.2133 (0.2287) loss_bbox_dn_pre: 0.3081 (0.3185) loss_bbox_enc_0: 0.2979 (0.2865) loss_bbox_pre: 0.2373 (0.2346) loss_dfl: 0.9630 (0.9664) loss_fgl_aux_0: 1.0139 (1.0136) loss_fgl_aux_1: 0.9659 (0.9712) loss_fgl_aux_2: 0.9632 (0.9666) loss_fgl_aux_3: 0.9629 (0.9665) loss_fgl_aux_4: 0.9630 (0.9664) loss_fgl_dn_0: 1.0997 (1.1038) loss_fgl_dn_1: 1.0040 (1.0030) loss_fgl_dn_2: 0.9973 (0.9933) loss_fgl_dn_3: 0.9974 (0.9941) loss_fgl_dn_4: 0.9974 (0.9944) loss_fgl_dn_5: 0.9974 (0.9944) loss_giou: 0.6164 (0.6251) loss_giou_aux_0: 0.6578 (0.6574) loss_giou_aux_1: 0.6254 (0.6309) loss_giou_aux_2: 0.6182 (0.6257) loss_giou_aux_3: 0.6177 (0.6251) loss_giou_aux_4: 0.6167 (0.6251) loss_giou_dn_0: 0.6761 (0.6770) loss_giou_dn_1: 0.5591 (0.5622) loss_giou_dn_2: 0.5376 (0.5440) loss_giou_dn_3: 0.5329 (0.5400) loss_giou_dn_4: 0.5315 (0.5394) loss_giou_dn_5: 0.5314 (0.5394) loss_giou_dn_pre: 0.6759 (0.6753) loss_giou_enc_0: 0.7589 (0.7460) loss_giou_pre: 0.6570 (0.6550) loss_ddf_aux_0: 0.0762 (0.0833) loss_ddf_aux_1: 0.0105 (0.0102) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2426 (0.2733) loss_ddf_dn_1: 0.0304 (0.0340) loss_ddf_dn_2: 0.0050 (0.0056) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7176 (0.7338) loss_vfl_aux_0: 0.7961 (0.8221) loss_vfl_aux_1: 0.7596 (0.8013) loss_vfl_aux_2: 0.7485 (0.7744) loss_vfl_aux_3: 0.7383 (0.7462) loss_vfl_aux_4: 0.7157 (0.7347) loss_vfl_dn_0: 0.5068 (0.5081) loss_vfl_dn_1: 0.4740 (0.4717) loss_vfl_dn_2: 0.4596 (0.4571) loss_vfl_dn_3: 0.4456 (0.4454) loss_vfl_dn_4: 0.4393 (0.4416) loss_vfl_dn_5: 0.4411 (0.4410) loss_vfl_dn_pre: 0.5083 (0.5090) loss_vfl_enc_0: 0.7915 (0.8089) loss_vfl_pre: 0.8046 (0.8251) time: 0.7361 data: 0.0328 max mem: 9094 Epoch: [7] [1000/3696] eta: 0:33:56 lr: 0.000013 loss: 34.9454 (34.7592) loss_bbox: 0.2160 (0.2158) loss_bbox_aux_0: 0.2365 (0.2347) loss_bbox_aux_1: 0.2197 (0.2193) loss_bbox_aux_2: 0.2154 (0.2164) loss_bbox_aux_3: 0.2157 (0.2159) loss_bbox_aux_4: 0.2160 (0.2158) loss_bbox_dn_0: 0.3031 (0.3134) loss_bbox_dn_1: 0.2355 (0.2424) loss_bbox_dn_2: 0.2267 (0.2314) loss_bbox_dn_3: 0.2248 (0.2286) loss_bbox_dn_4: 0.2234 (0.2282) loss_bbox_dn_5: 0.2233 (0.2281) loss_bbox_dn_pre: 0.3054 (0.3178) loss_bbox_enc_0: 0.3012 (0.2870) loss_bbox_pre: 0.2385 (0.2350) loss_dfl: 0.9618 (0.9662) loss_fgl_aux_0: 1.0103 (1.0135) loss_fgl_aux_1: 0.9678 (0.9711) loss_fgl_aux_2: 0.9624 (0.9665) loss_fgl_aux_3: 0.9619 (0.9663) loss_fgl_aux_4: 0.9618 (0.9663) loss_fgl_dn_0: 1.0976 (1.1041) loss_fgl_dn_1: 1.0058 (1.0034) loss_fgl_dn_2: 0.9976 (0.9938) loss_fgl_dn_3: 0.9999 (0.9946) loss_fgl_dn_4: 1.0002 (0.9948) loss_fgl_dn_5: 1.0002 (0.9948) loss_giou: 0.6226 (0.6255) loss_giou_aux_0: 0.6517 (0.6578) loss_giou_aux_1: 0.6249 (0.6313) loss_giou_aux_2: 0.6227 (0.6262) loss_giou_aux_3: 0.6231 (0.6255) loss_giou_aux_4: 0.6224 (0.6255) loss_giou_dn_0: 0.6701 (0.6767) loss_giou_dn_1: 0.5421 (0.5618) loss_giou_dn_2: 0.5187 (0.5436) loss_giou_dn_3: 0.5144 (0.5396) loss_giou_dn_4: 0.5139 (0.5390) loss_giou_dn_5: 0.5136 (0.5390) loss_giou_dn_pre: 0.6662 (0.6750) loss_giou_enc_0: 0.7422 (0.7468) loss_giou_pre: 0.6509 (0.6555) loss_ddf_aux_0: 0.0928 (0.0834) loss_ddf_aux_1: 0.0106 (0.0103) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2632 (0.2731) loss_ddf_dn_1: 0.0324 (0.0341) loss_ddf_dn_2: 0.0057 (0.0057) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7346 (0.7333) loss_vfl_aux_0: 0.8268 (0.8214) loss_vfl_aux_1: 0.8180 (0.8010) loss_vfl_aux_2: 0.7772 (0.7737) loss_vfl_aux_3: 0.7452 (0.7455) loss_vfl_aux_4: 0.7350 (0.7340) loss_vfl_dn_0: 0.5058 (0.5082) loss_vfl_dn_1: 0.4755 (0.4718) loss_vfl_dn_2: 0.4609 (0.4573) loss_vfl_dn_3: 0.4475 (0.4455) loss_vfl_dn_4: 0.4450 (0.4416) loss_vfl_dn_5: 0.4454 (0.4411) loss_vfl_dn_pre: 0.5073 (0.5091) loss_vfl_enc_0: 0.7904 (0.8078) loss_vfl_pre: 0.8273 (0.8244) time: 0.7429 data: 0.0290 max mem: 9094 Epoch: [7] [1100/3696] eta: 0:32:36 lr: 0.000013 loss: 34.6844 (34.7616) loss_bbox: 0.2142 (0.2163) loss_bbox_aux_0: 0.2361 (0.2351) loss_bbox_aux_1: 0.2165 (0.2197) loss_bbox_aux_2: 0.2147 (0.2168) loss_bbox_aux_3: 0.2141 (0.2163) loss_bbox_aux_4: 0.2142 (0.2163) loss_bbox_dn_0: 0.2949 (0.3130) loss_bbox_dn_1: 0.2231 (0.2420) loss_bbox_dn_2: 0.2094 (0.2310) loss_bbox_dn_3: 0.2094 (0.2281) loss_bbox_dn_4: 0.2112 (0.2278) loss_bbox_dn_5: 0.2110 (0.2277) loss_bbox_dn_pre: 0.3009 (0.3175) loss_bbox_enc_0: 0.2849 (0.2874) loss_bbox_pre: 0.2354 (0.2354) loss_dfl: 0.9732 (0.9662) loss_fgl_aux_0: 1.0200 (1.0134) loss_fgl_aux_1: 0.9763 (0.9711) loss_fgl_aux_2: 0.9725 (0.9665) loss_fgl_aux_3: 0.9729 (0.9663) loss_fgl_aux_4: 0.9729 (0.9663) loss_fgl_dn_0: 1.1055 (1.1042) loss_fgl_dn_1: 1.0135 (1.0036) loss_fgl_dn_2: 1.0023 (0.9940) loss_fgl_dn_3: 1.0015 (0.9947) loss_fgl_dn_4: 1.0016 (0.9950) loss_fgl_dn_5: 1.0018 (0.9950) loss_giou: 0.6635 (0.6258) loss_giou_aux_0: 0.6958 (0.6582) loss_giou_aux_1: 0.6655 (0.6317) loss_giou_aux_2: 0.6613 (0.6265) loss_giou_aux_3: 0.6623 (0.6259) loss_giou_aux_4: 0.6635 (0.6259) loss_giou_dn_0: 0.6910 (0.6768) loss_giou_dn_1: 0.5513 (0.5616) loss_giou_dn_2: 0.5316 (0.5433) loss_giou_dn_3: 0.5287 (0.5393) loss_giou_dn_4: 0.5287 (0.5387) loss_giou_dn_5: 0.5291 (0.5387) loss_giou_dn_pre: 0.6911 (0.6750) loss_giou_enc_0: 0.7894 (0.7469) loss_giou_pre: 0.6949 (0.6559) loss_ddf_aux_0: 0.0750 (0.0833) loss_ddf_aux_1: 0.0106 (0.0103) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2755 (0.2735) loss_ddf_dn_1: 0.0363 (0.0342) loss_ddf_dn_2: 0.0061 (0.0057) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7106 (0.7335) loss_vfl_aux_0: 0.7981 (0.8210) loss_vfl_aux_1: 0.7944 (0.8008) loss_vfl_aux_2: 0.7397 (0.7733) loss_vfl_aux_3: 0.7393 (0.7454) loss_vfl_aux_4: 0.7142 (0.7341) loss_vfl_dn_0: 0.5059 (0.5083) loss_vfl_dn_1: 0.4735 (0.4719) loss_vfl_dn_2: 0.4580 (0.4575) loss_vfl_dn_3: 0.4448 (0.4457) loss_vfl_dn_4: 0.4440 (0.4418) loss_vfl_dn_5: 0.4434 (0.4412) loss_vfl_dn_pre: 0.5078 (0.5092) loss_vfl_enc_0: 0.7988 (0.8077) loss_vfl_pre: 0.7982 (0.8239) time: 0.7394 data: 0.0271 max mem: 9094 Epoch: [7] [1200/3696] eta: 0:31:18 lr: 0.000013 loss: 34.9141 (34.7628) loss_bbox: 0.2207 (0.2162) loss_bbox_aux_0: 0.2380 (0.2351) loss_bbox_aux_1: 0.2192 (0.2197) loss_bbox_aux_2: 0.2208 (0.2167) loss_bbox_aux_3: 0.2209 (0.2162) loss_bbox_aux_4: 0.2208 (0.2162) loss_bbox_dn_0: 0.3225 (0.3129) loss_bbox_dn_1: 0.2427 (0.2418) loss_bbox_dn_2: 0.2344 (0.2307) loss_bbox_dn_3: 0.2284 (0.2279) loss_bbox_dn_4: 0.2288 (0.2275) loss_bbox_dn_5: 0.2289 (0.2275) loss_bbox_dn_pre: 0.3263 (0.3173) loss_bbox_enc_0: 0.2935 (0.2874) loss_bbox_pre: 0.2402 (0.2354) loss_dfl: 0.9731 (0.9664) loss_fgl_aux_0: 1.0191 (1.0135) loss_fgl_aux_1: 0.9776 (0.9712) loss_fgl_aux_2: 0.9746 (0.9666) loss_fgl_aux_3: 0.9731 (0.9664) loss_fgl_aux_4: 0.9732 (0.9664) loss_fgl_dn_0: 1.0966 (1.1042) loss_fgl_dn_1: 0.9961 (1.0036) loss_fgl_dn_2: 0.9900 (0.9939) loss_fgl_dn_3: 0.9915 (0.9947) loss_fgl_dn_4: 0.9918 (0.9949) loss_fgl_dn_5: 0.9920 (0.9949) loss_giou: 0.6225 (0.6258) loss_giou_aux_0: 0.6641 (0.6582) loss_giou_aux_1: 0.6319 (0.6317) loss_giou_aux_2: 0.6235 (0.6265) loss_giou_aux_3: 0.6227 (0.6258) loss_giou_aux_4: 0.6221 (0.6258) loss_giou_dn_0: 0.6801 (0.6770) loss_giou_dn_1: 0.5657 (0.5616) loss_giou_dn_2: 0.5484 (0.5433) loss_giou_dn_3: 0.5467 (0.5393) loss_giou_dn_4: 0.5468 (0.5387) loss_giou_dn_5: 0.5469 (0.5387) loss_giou_dn_pre: 0.6775 (0.6752) loss_giou_enc_0: 0.7459 (0.7470) loss_giou_pre: 0.6612 (0.6560) loss_ddf_aux_0: 0.0883 (0.0836) loss_ddf_aux_1: 0.0105 (0.0103) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2779 (0.2740) loss_ddf_dn_1: 0.0344 (0.0343) loss_ddf_dn_2: 0.0053 (0.0057) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7391 (0.7338) loss_vfl_aux_0: 0.8020 (0.8213) loss_vfl_aux_1: 0.8057 (0.8012) loss_vfl_aux_2: 0.7616 (0.7735) loss_vfl_aux_3: 0.7507 (0.7457) loss_vfl_aux_4: 0.7453 (0.7345) loss_vfl_dn_0: 0.5084 (0.5082) loss_vfl_dn_1: 0.4754 (0.4719) loss_vfl_dn_2: 0.4597 (0.4574) loss_vfl_dn_3: 0.4486 (0.4457) loss_vfl_dn_4: 0.4438 (0.4417) loss_vfl_dn_5: 0.4408 (0.4411) loss_vfl_dn_pre: 0.5105 (0.5091) loss_vfl_enc_0: 0.8086 (0.8076) loss_vfl_pre: 0.8026 (0.8241) time: 0.7272 data: 0.0273 max mem: 9094 Epoch: [7] [1300/3696] eta: 0:30:00 lr: 0.000013 loss: 34.6133 (34.7541) loss_bbox: 0.1998 (0.2155) loss_bbox_aux_0: 0.2185 (0.2344) loss_bbox_aux_1: 0.2059 (0.2190) loss_bbox_aux_2: 0.1984 (0.2160) loss_bbox_aux_3: 0.1995 (0.2155) loss_bbox_aux_4: 0.1997 (0.2155) loss_bbox_dn_0: 0.2982 (0.3119) loss_bbox_dn_1: 0.2327 (0.2407) loss_bbox_dn_2: 0.2185 (0.2297) loss_bbox_dn_3: 0.2166 (0.2268) loss_bbox_dn_4: 0.2160 (0.2264) loss_bbox_dn_5: 0.2159 (0.2264) loss_bbox_dn_pre: 0.3036 (0.3163) loss_bbox_enc_0: 0.2643 (0.2866) loss_bbox_pre: 0.2171 (0.2347) loss_dfl: 0.9650 (0.9664) loss_fgl_aux_0: 1.0175 (1.0137) loss_fgl_aux_1: 0.9722 (0.9712) loss_fgl_aux_2: 0.9649 (0.9666) loss_fgl_aux_3: 0.9648 (0.9665) loss_fgl_aux_4: 0.9649 (0.9664) loss_fgl_dn_0: 1.1048 (1.1043) loss_fgl_dn_1: 1.0008 (1.0036) loss_fgl_dn_2: 0.9890 (0.9939) loss_fgl_dn_3: 0.9897 (0.9947) loss_fgl_dn_4: 0.9889 (0.9949) loss_fgl_dn_5: 0.9890 (0.9950) loss_giou: 0.5894 (0.6261) loss_giou_aux_0: 0.6242 (0.6587) loss_giou_aux_1: 0.5915 (0.6321) loss_giou_aux_2: 0.5927 (0.6268) loss_giou_aux_3: 0.5902 (0.6262) loss_giou_aux_4: 0.5898 (0.6261) loss_giou_dn_0: 0.6588 (0.6774) loss_giou_dn_1: 0.5423 (0.5619) loss_giou_dn_2: 0.5242 (0.5436) loss_giou_dn_3: 0.5193 (0.5395) loss_giou_dn_4: 0.5184 (0.5390) loss_giou_dn_5: 0.5183 (0.5389) loss_giou_dn_pre: 0.6572 (0.6756) loss_giou_enc_0: 0.7183 (0.7475) loss_giou_pre: 0.6212 (0.6564) loss_ddf_aux_0: 0.0827 (0.0837) loss_ddf_aux_1: 0.0101 (0.0104) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2633 (0.2744) loss_ddf_dn_1: 0.0300 (0.0344) loss_ddf_dn_2: 0.0042 (0.0057) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7472 (0.7332) loss_vfl_aux_0: 0.8513 (0.8217) loss_vfl_aux_1: 0.8387 (0.8013) loss_vfl_aux_2: 0.7996 (0.7734) loss_vfl_aux_3: 0.7676 (0.7452) loss_vfl_aux_4: 0.7459 (0.7339) loss_vfl_dn_0: 0.5069 (0.5080) loss_vfl_dn_1: 0.4708 (0.4717) loss_vfl_dn_2: 0.4603 (0.4572) loss_vfl_dn_3: 0.4463 (0.4455) loss_vfl_dn_4: 0.4429 (0.4415) loss_vfl_dn_5: 0.4402 (0.4410) loss_vfl_dn_pre: 0.5078 (0.5089) loss_vfl_enc_0: 0.8375 (0.8073) loss_vfl_pre: 0.8529 (0.8246) time: 0.7278 data: 0.0274 max mem: 9094 Epoch: [7] [1400/3696] eta: 0:28:47 lr: 0.000013 loss: 35.0394 (34.7483) loss_bbox: 0.2294 (0.2156) loss_bbox_aux_0: 0.2482 (0.2346) loss_bbox_aux_1: 0.2303 (0.2191) loss_bbox_aux_2: 0.2307 (0.2162) loss_bbox_aux_3: 0.2294 (0.2157) loss_bbox_aux_4: 0.2293 (0.2156) loss_bbox_dn_0: 0.3129 (0.3115) loss_bbox_dn_1: 0.2458 (0.2406) loss_bbox_dn_2: 0.2361 (0.2296) loss_bbox_dn_3: 0.2318 (0.2268) loss_bbox_dn_4: 0.2319 (0.2264) loss_bbox_dn_5: 0.2319 (0.2263) loss_bbox_dn_pre: 0.3147 (0.3159) loss_bbox_enc_0: 0.2926 (0.2868) loss_bbox_pre: 0.2492 (0.2349) loss_dfl: 0.9751 (0.9668) loss_fgl_aux_0: 1.0313 (1.0139) loss_fgl_aux_1: 0.9828 (0.9715) loss_fgl_aux_2: 0.9746 (0.9670) loss_fgl_aux_3: 0.9750 (0.9668) loss_fgl_aux_4: 0.9750 (0.9668) loss_fgl_dn_0: 1.1089 (1.1044) loss_fgl_dn_1: 1.0136 (1.0039) loss_fgl_dn_2: 1.0045 (0.9942) loss_fgl_dn_3: 1.0065 (0.9950) loss_fgl_dn_4: 1.0068 (0.9952) loss_fgl_dn_5: 1.0067 (0.9952) loss_giou: 0.5825 (0.6256) loss_giou_aux_0: 0.6168 (0.6581) loss_giou_aux_1: 0.5867 (0.6315) loss_giou_aux_2: 0.5840 (0.6263) loss_giou_aux_3: 0.5825 (0.6256) loss_giou_aux_4: 0.5823 (0.6256) loss_giou_dn_0: 0.6595 (0.6769) loss_giou_dn_1: 0.5307 (0.5616) loss_giou_dn_2: 0.5158 (0.5433) loss_giou_dn_3: 0.5119 (0.5393) loss_giou_dn_4: 0.5113 (0.5387) loss_giou_dn_5: 0.5114 (0.5387) loss_giou_dn_pre: 0.6553 (0.6751) loss_giou_enc_0: 0.7044 (0.7470) loss_giou_pre: 0.6187 (0.6559) loss_ddf_aux_0: 0.0770 (0.0836) loss_ddf_aux_1: 0.0094 (0.0104) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2621 (0.2736) loss_ddf_dn_1: 0.0328 (0.0343) loss_ddf_dn_2: 0.0061 (0.0057) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7206 (0.7331) loss_vfl_aux_0: 0.8202 (0.8215) loss_vfl_aux_1: 0.7939 (0.8010) loss_vfl_aux_2: 0.7612 (0.7733) loss_vfl_aux_3: 0.7307 (0.7450) loss_vfl_aux_4: 0.7245 (0.7338) loss_vfl_dn_0: 0.5139 (0.5081) loss_vfl_dn_1: 0.4729 (0.4716) loss_vfl_dn_2: 0.4603 (0.4571) loss_vfl_dn_3: 0.4489 (0.4454) loss_vfl_dn_4: 0.4457 (0.4415) loss_vfl_dn_5: 0.4446 (0.4409) loss_vfl_dn_pre: 0.5150 (0.5090) loss_vfl_enc_0: 0.7977 (0.8070) loss_vfl_pre: 0.8223 (0.8244) time: 0.8866 data: 0.0264 max mem: 9094 Epoch: [7] [1500/3696] eta: 0:27:31 lr: 0.000013 loss: 34.7049 (34.7547) loss_bbox: 0.2086 (0.2160) loss_bbox_aux_0: 0.2214 (0.2350) loss_bbox_aux_1: 0.2133 (0.2195) loss_bbox_aux_2: 0.2085 (0.2166) loss_bbox_aux_3: 0.2084 (0.2161) loss_bbox_aux_4: 0.2087 (0.2160) loss_bbox_dn_0: 0.3070 (0.3121) loss_bbox_dn_1: 0.2464 (0.2411) loss_bbox_dn_2: 0.2356 (0.2301) loss_bbox_dn_3: 0.2346 (0.2272) loss_bbox_dn_4: 0.2335 (0.2268) loss_bbox_dn_5: 0.2334 (0.2268) loss_bbox_dn_pre: 0.3136 (0.3165) loss_bbox_enc_0: 0.2803 (0.2871) loss_bbox_pre: 0.2232 (0.2353) loss_dfl: 0.9735 (0.9670) loss_fgl_aux_0: 1.0073 (1.0141) loss_fgl_aux_1: 0.9763 (0.9718) loss_fgl_aux_2: 0.9731 (0.9672) loss_fgl_aux_3: 0.9738 (0.9671) loss_fgl_aux_4: 0.9737 (0.9671) loss_fgl_dn_0: 1.1089 (1.1043) loss_fgl_dn_1: 1.0069 (1.0039) loss_fgl_dn_2: 0.9981 (0.9943) loss_fgl_dn_3: 0.9975 (0.9950) loss_fgl_dn_4: 0.9975 (0.9953) loss_fgl_dn_5: 0.9975 (0.9953) loss_giou: 0.6114 (0.6252) loss_giou_aux_0: 0.6491 (0.6576) loss_giou_aux_1: 0.6224 (0.6312) loss_giou_aux_2: 0.6140 (0.6259) loss_giou_aux_3: 0.6114 (0.6252) loss_giou_aux_4: 0.6110 (0.6252) loss_giou_dn_0: 0.6795 (0.6768) loss_giou_dn_1: 0.5592 (0.5616) loss_giou_dn_2: 0.5434 (0.5434) loss_giou_dn_3: 0.5378 (0.5393) loss_giou_dn_4: 0.5372 (0.5387) loss_giou_dn_5: 0.5370 (0.5387) loss_giou_dn_pre: 0.6788 (0.6750) loss_giou_enc_0: 0.7350 (0.7463) loss_giou_pre: 0.6473 (0.6554) loss_ddf_aux_0: 0.0742 (0.0835) loss_ddf_aux_1: 0.0097 (0.0103) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2771 (0.2738) loss_ddf_dn_1: 0.0342 (0.0343) loss_ddf_dn_2: 0.0057 (0.0057) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7344 (0.7333) loss_vfl_aux_0: 0.8285 (0.8215) loss_vfl_aux_1: 0.8132 (0.8012) loss_vfl_aux_2: 0.7645 (0.7736) loss_vfl_aux_3: 0.7509 (0.7454) loss_vfl_aux_4: 0.7374 (0.7341) loss_vfl_dn_0: 0.5045 (0.5081) loss_vfl_dn_1: 0.4736 (0.4717) loss_vfl_dn_2: 0.4565 (0.4571) loss_vfl_dn_3: 0.4420 (0.4454) loss_vfl_dn_4: 0.4401 (0.4414) loss_vfl_dn_5: 0.4416 (0.4408) loss_vfl_dn_pre: 0.5062 (0.5090) loss_vfl_enc_0: 0.7981 (0.8071) loss_vfl_pre: 0.8289 (0.8244) time: 0.7371 data: 0.0239 max mem: 9094 Epoch: [7] [1600/3696] eta: 0:26:14 lr: 0.000013 loss: 35.0432 (34.7597) loss_bbox: 0.2070 (0.2161) loss_bbox_aux_0: 0.2332 (0.2350) loss_bbox_aux_1: 0.2189 (0.2196) loss_bbox_aux_2: 0.2084 (0.2166) loss_bbox_aux_3: 0.2073 (0.2161) loss_bbox_aux_4: 0.2072 (0.2161) loss_bbox_dn_0: 0.3192 (0.3120) loss_bbox_dn_1: 0.2419 (0.2411) loss_bbox_dn_2: 0.2265 (0.2301) loss_bbox_dn_3: 0.2242 (0.2272) loss_bbox_dn_4: 0.2241 (0.2268) loss_bbox_dn_5: 0.2241 (0.2268) loss_bbox_dn_pre: 0.3254 (0.3165) loss_bbox_enc_0: 0.2899 (0.2872) loss_bbox_pre: 0.2329 (0.2354) loss_dfl: 0.9697 (0.9670) loss_fgl_aux_0: 1.0295 (1.0141) loss_fgl_aux_1: 0.9730 (0.9718) loss_fgl_aux_2: 0.9699 (0.9672) loss_fgl_aux_3: 0.9694 (0.9671) loss_fgl_aux_4: 0.9697 (0.9670) loss_fgl_dn_0: 1.1105 (1.1042) loss_fgl_dn_1: 1.0027 (1.0039) loss_fgl_dn_2: 0.9934 (0.9942) loss_fgl_dn_3: 0.9947 (0.9950) loss_fgl_dn_4: 0.9948 (0.9952) loss_fgl_dn_5: 0.9947 (0.9952) loss_giou: 0.5825 (0.6256) loss_giou_aux_0: 0.6324 (0.6581) loss_giou_aux_1: 0.5919 (0.6316) loss_giou_aux_2: 0.5832 (0.6263) loss_giou_aux_3: 0.5819 (0.6256) loss_giou_aux_4: 0.5823 (0.6256) loss_giou_dn_0: 0.6648 (0.6772) loss_giou_dn_1: 0.5412 (0.5619) loss_giou_dn_2: 0.5208 (0.5436) loss_giou_dn_3: 0.5154 (0.5396) loss_giou_dn_4: 0.5149 (0.5390) loss_giou_dn_5: 0.5149 (0.5390) loss_giou_dn_pre: 0.6638 (0.6754) loss_giou_enc_0: 0.7067 (0.7467) loss_giou_pre: 0.6289 (0.6559) loss_ddf_aux_0: 0.0918 (0.0835) loss_ddf_aux_1: 0.0111 (0.0104) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2976 (0.2741) loss_ddf_dn_1: 0.0357 (0.0343) loss_ddf_dn_2: 0.0057 (0.0057) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7463 (0.7336) loss_vfl_aux_0: 0.8301 (0.8212) loss_vfl_aux_1: 0.7949 (0.8011) loss_vfl_aux_2: 0.7755 (0.7737) loss_vfl_aux_3: 0.7552 (0.7457) loss_vfl_aux_4: 0.7517 (0.7344) loss_vfl_dn_0: 0.5110 (0.5079) loss_vfl_dn_1: 0.4790 (0.4716) loss_vfl_dn_2: 0.4585 (0.4570) loss_vfl_dn_3: 0.4425 (0.4453) loss_vfl_dn_4: 0.4387 (0.4413) loss_vfl_dn_5: 0.4404 (0.4408) loss_vfl_dn_pre: 0.5112 (0.5088) loss_vfl_enc_0: 0.8196 (0.8068) loss_vfl_pre: 0.8121 (0.8242) time: 0.7435 data: 0.0320 max mem: 9094 Epoch: [7] [1700/3696] eta: 0:25:02 lr: 0.000013 loss: 34.5842 (34.7557) loss_bbox: 0.2093 (0.2162) loss_bbox_aux_0: 0.2272 (0.2352) loss_bbox_aux_1: 0.2121 (0.2197) loss_bbox_aux_2: 0.2101 (0.2167) loss_bbox_aux_3: 0.2092 (0.2162) loss_bbox_aux_4: 0.2092 (0.2162) loss_bbox_dn_0: 0.3191 (0.3122) loss_bbox_dn_1: 0.2494 (0.2411) loss_bbox_dn_2: 0.2352 (0.2301) loss_bbox_dn_3: 0.2312 (0.2272) loss_bbox_dn_4: 0.2305 (0.2268) loss_bbox_dn_5: 0.2304 (0.2267) loss_bbox_dn_pre: 0.3191 (0.3166) loss_bbox_enc_0: 0.2832 (0.2876) loss_bbox_pre: 0.2289 (0.2355) loss_dfl: 0.9754 (0.9671) loss_fgl_aux_0: 1.0194 (1.0143) loss_fgl_aux_1: 0.9776 (0.9719) loss_fgl_aux_2: 0.9746 (0.9673) loss_fgl_aux_3: 0.9757 (0.9672) loss_fgl_aux_4: 0.9756 (0.9672) loss_fgl_dn_0: 1.1058 (1.1043) loss_fgl_dn_1: 1.0003 (1.0038) loss_fgl_dn_2: 0.9908 (0.9941) loss_fgl_dn_3: 0.9915 (0.9949) loss_fgl_dn_4: 0.9925 (0.9951) loss_fgl_dn_5: 0.9926 (0.9952) loss_giou: 0.5618 (0.6247) loss_giou_aux_0: 0.5964 (0.6573) loss_giou_aux_1: 0.5716 (0.6307) loss_giou_aux_2: 0.5605 (0.6254) loss_giou_aux_3: 0.5612 (0.6248) loss_giou_aux_4: 0.5616 (0.6247) loss_giou_dn_0: 0.6601 (0.6766) loss_giou_dn_1: 0.5411 (0.5613) loss_giou_dn_2: 0.5203 (0.5430) loss_giou_dn_3: 0.5171 (0.5389) loss_giou_dn_4: 0.5165 (0.5384) loss_giou_dn_5: 0.5164 (0.5383) loss_giou_dn_pre: 0.6578 (0.6749) loss_giou_enc_0: 0.7078 (0.7461) loss_giou_pre: 0.5945 (0.6551) loss_ddf_aux_0: 0.0830 (0.0836) loss_ddf_aux_1: 0.0116 (0.0104) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2790 (0.2743) loss_ddf_dn_1: 0.0365 (0.0344) loss_ddf_dn_2: 0.0059 (0.0057) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7490 (0.7342) loss_vfl_aux_0: 0.8461 (0.8218) loss_vfl_aux_1: 0.8093 (0.8017) loss_vfl_aux_2: 0.7881 (0.7745) loss_vfl_aux_3: 0.7560 (0.7462) loss_vfl_aux_4: 0.7500 (0.7351) loss_vfl_dn_0: 0.5117 (0.5080) loss_vfl_dn_1: 0.4715 (0.4715) loss_vfl_dn_2: 0.4567 (0.4569) loss_vfl_dn_3: 0.4441 (0.4452) loss_vfl_dn_4: 0.4393 (0.4412) loss_vfl_dn_5: 0.4376 (0.4407) loss_vfl_dn_pre: 0.5131 (0.5089) loss_vfl_enc_0: 0.8058 (0.8072) loss_vfl_pre: 0.8507 (0.8248) time: 0.7349 data: 0.0297 max mem: 9094 Epoch: [7] [1800/3696] eta: 0:23:44 lr: 0.000013 loss: 34.4720 (34.7601) loss_bbox: 0.2011 (0.2164) loss_bbox_aux_0: 0.2262 (0.2356) loss_bbox_aux_1: 0.2076 (0.2200) loss_bbox_aux_2: 0.2035 (0.2170) loss_bbox_aux_3: 0.2011 (0.2164) loss_bbox_aux_4: 0.2011 (0.2164) loss_bbox_dn_0: 0.2904 (0.3126) loss_bbox_dn_1: 0.2164 (0.2415) loss_bbox_dn_2: 0.2043 (0.2304) loss_bbox_dn_3: 0.2004 (0.2275) loss_bbox_dn_4: 0.2003 (0.2271) loss_bbox_dn_5: 0.2006 (0.2271) loss_bbox_dn_pre: 0.2889 (0.3170) loss_bbox_enc_0: 0.2743 (0.2881) loss_bbox_pre: 0.2292 (0.2359) loss_dfl: 0.9589 (0.9668) loss_fgl_aux_0: 1.0035 (1.0142) loss_fgl_aux_1: 0.9645 (0.9716) loss_fgl_aux_2: 0.9604 (0.9670) loss_fgl_aux_3: 0.9591 (0.9669) loss_fgl_aux_4: 0.9589 (0.9668) loss_fgl_dn_0: 1.1040 (1.1040) loss_fgl_dn_1: 1.0076 (1.0037) loss_fgl_dn_2: 0.9978 (0.9940) loss_fgl_dn_3: 1.0018 (0.9947) loss_fgl_dn_4: 1.0020 (0.9950) loss_fgl_dn_5: 1.0020 (0.9950) loss_giou: 0.6339 (0.6250) loss_giou_aux_0: 0.6706 (0.6575) loss_giou_aux_1: 0.6374 (0.6310) loss_giou_aux_2: 0.6329 (0.6257) loss_giou_aux_3: 0.6328 (0.6250) loss_giou_aux_4: 0.6330 (0.6250) loss_giou_dn_0: 0.6558 (0.6767) loss_giou_dn_1: 0.5497 (0.5614) loss_giou_dn_2: 0.5317 (0.5432) loss_giou_dn_3: 0.5298 (0.5391) loss_giou_dn_4: 0.5289 (0.5385) loss_giou_dn_5: 0.5286 (0.5385) loss_giou_dn_pre: 0.6554 (0.6749) loss_giou_enc_0: 0.7470 (0.7463) loss_giou_pre: 0.6697 (0.6553) loss_ddf_aux_0: 0.0828 (0.0838) loss_ddf_aux_1: 0.0104 (0.0104) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2662 (0.2740) loss_ddf_dn_1: 0.0342 (0.0344) loss_ddf_dn_2: 0.0053 (0.0058) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7211 (0.7342) loss_vfl_aux_0: 0.8037 (0.8218) loss_vfl_aux_1: 0.7789 (0.8016) loss_vfl_aux_2: 0.7607 (0.7745) loss_vfl_aux_3: 0.7161 (0.7460) loss_vfl_aux_4: 0.7202 (0.7350) loss_vfl_dn_0: 0.5054 (0.5080) loss_vfl_dn_1: 0.4689 (0.4715) loss_vfl_dn_2: 0.4559 (0.4569) loss_vfl_dn_3: 0.4469 (0.4452) loss_vfl_dn_4: 0.4404 (0.4412) loss_vfl_dn_5: 0.4402 (0.4406) loss_vfl_dn_pre: 0.5054 (0.5089) loss_vfl_enc_0: 0.7722 (0.8070) loss_vfl_pre: 0.8102 (0.8248) time: 0.7650 data: 0.0288 max mem: 9094 Epoch: [7] [1900/3696] eta: 0:22:28 lr: 0.000013 loss: 34.8726 (34.7538) loss_bbox: 0.1987 (0.2164) loss_bbox_aux_0: 0.2190 (0.2355) loss_bbox_aux_1: 0.1994 (0.2199) loss_bbox_aux_2: 0.1991 (0.2169) loss_bbox_aux_3: 0.1988 (0.2164) loss_bbox_aux_4: 0.1988 (0.2164) loss_bbox_dn_0: 0.3073 (0.3124) loss_bbox_dn_1: 0.2367 (0.2414) loss_bbox_dn_2: 0.2262 (0.2303) loss_bbox_dn_3: 0.2233 (0.2274) loss_bbox_dn_4: 0.2234 (0.2270) loss_bbox_dn_5: 0.2232 (0.2269) loss_bbox_dn_pre: 0.3247 (0.3168) loss_bbox_enc_0: 0.2806 (0.2880) loss_bbox_pre: 0.2192 (0.2358) loss_dfl: 0.9753 (0.9672) loss_fgl_aux_0: 1.0261 (1.0145) loss_fgl_aux_1: 0.9825 (0.9720) loss_fgl_aux_2: 0.9765 (0.9674) loss_fgl_aux_3: 0.9758 (0.9673) loss_fgl_aux_4: 0.9758 (0.9672) loss_fgl_dn_0: 1.1074 (1.1042) loss_fgl_dn_1: 1.0097 (1.0038) loss_fgl_dn_2: 1.0014 (0.9942) loss_fgl_dn_3: 1.0018 (0.9949) loss_fgl_dn_4: 1.0012 (0.9951) loss_fgl_dn_5: 1.0013 (0.9952) loss_giou: 0.5780 (0.6240) loss_giou_aux_0: 0.6088 (0.6566) loss_giou_aux_1: 0.5857 (0.6300) loss_giou_aux_2: 0.5795 (0.6247) loss_giou_aux_3: 0.5787 (0.6241) loss_giou_aux_4: 0.5782 (0.6240) loss_giou_dn_0: 0.6523 (0.6759) loss_giou_dn_1: 0.5381 (0.5608) loss_giou_dn_2: 0.5234 (0.5425) loss_giou_dn_3: 0.5175 (0.5384) loss_giou_dn_4: 0.5171 (0.5378) loss_giou_dn_5: 0.5172 (0.5378) loss_giou_dn_pre: 0.6487 (0.6741) loss_giou_enc_0: 0.6911 (0.7454) loss_giou_pre: 0.6084 (0.6544) loss_ddf_aux_0: 0.0781 (0.0836) loss_ddf_aux_1: 0.0100 (0.0104) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2591 (0.2737) loss_ddf_dn_1: 0.0334 (0.0345) loss_ddf_dn_2: 0.0058 (0.0058) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7662 (0.7347) loss_vfl_aux_0: 0.8525 (0.8224) loss_vfl_aux_1: 0.8461 (0.8022) loss_vfl_aux_2: 0.8075 (0.7749) loss_vfl_aux_3: 0.7762 (0.7466) loss_vfl_aux_4: 0.7701 (0.7356) loss_vfl_dn_0: 0.5114 (0.5082) loss_vfl_dn_1: 0.4677 (0.4715) loss_vfl_dn_2: 0.4598 (0.4570) loss_vfl_dn_3: 0.4435 (0.4452) loss_vfl_dn_4: 0.4411 (0.4412) loss_vfl_dn_5: 0.4409 (0.4406) loss_vfl_dn_pre: 0.5121 (0.5091) loss_vfl_enc_0: 0.8095 (0.8076) loss_vfl_pre: 0.8610 (0.8254) time: 0.7400 data: 0.0321 max mem: 9094 Epoch: [7] [2000/3696] eta: 0:21:16 lr: 0.000013 loss: 35.0472 (34.7588) loss_bbox: 0.2213 (0.2165) loss_bbox_aux_0: 0.2443 (0.2357) loss_bbox_aux_1: 0.2234 (0.2201) loss_bbox_aux_2: 0.2221 (0.2171) loss_bbox_aux_3: 0.2212 (0.2166) loss_bbox_aux_4: 0.2214 (0.2165) loss_bbox_dn_0: 0.3417 (0.3124) loss_bbox_dn_1: 0.2616 (0.2415) loss_bbox_dn_2: 0.2492 (0.2304) loss_bbox_dn_3: 0.2470 (0.2274) loss_bbox_dn_4: 0.2469 (0.2270) loss_bbox_dn_5: 0.2467 (0.2270) loss_bbox_dn_pre: 0.3422 (0.3169) loss_bbox_enc_0: 0.3140 (0.2882) loss_bbox_pre: 0.2459 (0.2360) loss_dfl: 0.9751 (0.9673) loss_fgl_aux_0: 1.0239 (1.0144) loss_fgl_aux_1: 0.9794 (0.9720) loss_fgl_aux_2: 0.9751 (0.9674) loss_fgl_aux_3: 0.9750 (0.9673) loss_fgl_aux_4: 0.9752 (0.9673) loss_fgl_dn_0: 1.1123 (1.1042) loss_fgl_dn_1: 1.0058 (1.0040) loss_fgl_dn_2: 0.9952 (0.9943) loss_fgl_dn_3: 0.9959 (0.9950) loss_fgl_dn_4: 0.9958 (0.9953) loss_fgl_dn_5: 0.9958 (0.9953) loss_giou: 0.6110 (0.6241) loss_giou_aux_0: 0.6446 (0.6566) loss_giou_aux_1: 0.6175 (0.6300) loss_giou_aux_2: 0.6105 (0.6248) loss_giou_aux_3: 0.6112 (0.6241) loss_giou_aux_4: 0.6110 (0.6241) loss_giou_dn_0: 0.6565 (0.6759) loss_giou_dn_1: 0.5480 (0.5609) loss_giou_dn_2: 0.5238 (0.5426) loss_giou_dn_3: 0.5225 (0.5385) loss_giou_dn_4: 0.5220 (0.5380) loss_giou_dn_5: 0.5220 (0.5379) loss_giou_dn_pre: 0.6515 (0.6741) loss_giou_enc_0: 0.7379 (0.7454) loss_giou_pre: 0.6469 (0.6544) loss_ddf_aux_0: 0.0866 (0.0836) loss_ddf_aux_1: 0.0107 (0.0104) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2773 (0.2732) loss_ddf_dn_1: 0.0365 (0.0345) loss_ddf_dn_2: 0.0058 (0.0058) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7531 (0.7352) loss_vfl_aux_0: 0.8278 (0.8226) loss_vfl_aux_1: 0.8230 (0.8025) loss_vfl_aux_2: 0.7909 (0.7753) loss_vfl_aux_3: 0.7665 (0.7470) loss_vfl_aux_4: 0.7407 (0.7361) loss_vfl_dn_0: 0.5135 (0.5082) loss_vfl_dn_1: 0.4744 (0.4715) loss_vfl_dn_2: 0.4562 (0.4569) loss_vfl_dn_3: 0.4484 (0.4452) loss_vfl_dn_4: 0.4472 (0.4412) loss_vfl_dn_5: 0.4470 (0.4407) loss_vfl_dn_pre: 0.5146 (0.5091) loss_vfl_enc_0: 0.8083 (0.8075) loss_vfl_pre: 0.8313 (0.8255) time: 0.7445 data: 0.0293 max mem: 9094 Epoch: [7] [2100/3696] eta: 0:19:59 lr: 0.000013 loss: 34.6834 (34.7564) loss_bbox: 0.2111 (0.2165) loss_bbox_aux_0: 0.2249 (0.2356) loss_bbox_aux_1: 0.2149 (0.2201) loss_bbox_aux_2: 0.2116 (0.2171) loss_bbox_aux_3: 0.2110 (0.2165) loss_bbox_aux_4: 0.2111 (0.2165) loss_bbox_dn_0: 0.3113 (0.3124) loss_bbox_dn_1: 0.2392 (0.2414) loss_bbox_dn_2: 0.2295 (0.2303) loss_bbox_dn_3: 0.2245 (0.2274) loss_bbox_dn_4: 0.2212 (0.2270) loss_bbox_dn_5: 0.2210 (0.2269) loss_bbox_dn_pre: 0.3199 (0.3168) loss_bbox_enc_0: 0.2749 (0.2881) loss_bbox_pre: 0.2257 (0.2360) loss_dfl: 0.9704 (0.9677) loss_fgl_aux_0: 1.0187 (1.0148) loss_fgl_aux_1: 0.9756 (0.9724) loss_fgl_aux_2: 0.9719 (0.9679) loss_fgl_aux_3: 0.9706 (0.9677) loss_fgl_aux_4: 0.9703 (0.9677) loss_fgl_dn_0: 1.1020 (1.1043) loss_fgl_dn_1: 1.0047 (1.0042) loss_fgl_dn_2: 0.9961 (0.9945) loss_fgl_dn_3: 0.9966 (0.9952) loss_fgl_dn_4: 0.9973 (0.9955) loss_fgl_dn_5: 0.9974 (0.9955) loss_giou: 0.6028 (0.6237) loss_giou_aux_0: 0.6352 (0.6561) loss_giou_aux_1: 0.6055 (0.6296) loss_giou_aux_2: 0.6026 (0.6244) loss_giou_aux_3: 0.6027 (0.6237) loss_giou_aux_4: 0.6026 (0.6237) loss_giou_dn_0: 0.6633 (0.6755) loss_giou_dn_1: 0.5476 (0.5605) loss_giou_dn_2: 0.5278 (0.5422) loss_giou_dn_3: 0.5258 (0.5382) loss_giou_dn_4: 0.5257 (0.5376) loss_giou_dn_5: 0.5257 (0.5376) loss_giou_dn_pre: 0.6612 (0.6737) loss_giou_enc_0: 0.7296 (0.7450) loss_giou_pre: 0.6323 (0.6540) loss_ddf_aux_0: 0.0806 (0.0836) loss_ddf_aux_1: 0.0101 (0.0104) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2739 (0.2733) loss_ddf_dn_1: 0.0361 (0.0345) loss_ddf_dn_2: 0.0061 (0.0058) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7194 (0.7351) loss_vfl_aux_0: 0.8009 (0.8226) loss_vfl_aux_1: 0.7873 (0.8024) loss_vfl_aux_2: 0.7587 (0.7753) loss_vfl_aux_3: 0.7250 (0.7470) loss_vfl_aux_4: 0.7128 (0.7360) loss_vfl_dn_0: 0.5033 (0.5083) loss_vfl_dn_1: 0.4701 (0.4716) loss_vfl_dn_2: 0.4576 (0.4571) loss_vfl_dn_3: 0.4409 (0.4453) loss_vfl_dn_4: 0.4397 (0.4413) loss_vfl_dn_5: 0.4388 (0.4408) loss_vfl_dn_pre: 0.5044 (0.5093) loss_vfl_enc_0: 0.7906 (0.8075) loss_vfl_pre: 0.8053 (0.8255) time: 0.7443 data: 0.0318 max mem: 9094 Epoch: [7] [2200/3696] eta: 0:18:43 lr: 0.000013 loss: 35.1267 (34.7629) loss_bbox: 0.2015 (0.2166) loss_bbox_aux_0: 0.2145 (0.2357) loss_bbox_aux_1: 0.2041 (0.2201) loss_bbox_aux_2: 0.2013 (0.2171) loss_bbox_aux_3: 0.2013 (0.2166) loss_bbox_aux_4: 0.2015 (0.2166) loss_bbox_dn_0: 0.2872 (0.3122) loss_bbox_dn_1: 0.2249 (0.2413) loss_bbox_dn_2: 0.2163 (0.2302) loss_bbox_dn_3: 0.2118 (0.2273) loss_bbox_dn_4: 0.2122 (0.2269) loss_bbox_dn_5: 0.2120 (0.2269) loss_bbox_dn_pre: 0.2903 (0.3167) loss_bbox_enc_0: 0.2622 (0.2880) loss_bbox_pre: 0.2149 (0.2360) loss_dfl: 0.9899 (0.9675) loss_fgl_aux_0: 1.0352 (1.0145) loss_fgl_aux_1: 0.9893 (0.9722) loss_fgl_aux_2: 0.9890 (0.9677) loss_fgl_aux_3: 0.9898 (0.9676) loss_fgl_aux_4: 0.9902 (0.9676) loss_fgl_dn_0: 1.1091 (1.1042) loss_fgl_dn_1: 1.0059 (1.0042) loss_fgl_dn_2: 0.9988 (0.9945) loss_fgl_dn_3: 1.0006 (0.9953) loss_fgl_dn_4: 1.0003 (0.9955) loss_fgl_dn_5: 1.0003 (0.9956) loss_giou: 0.6307 (0.6244) loss_giou_aux_0: 0.6679 (0.6569) loss_giou_aux_1: 0.6346 (0.6304) loss_giou_aux_2: 0.6332 (0.6251) loss_giou_aux_3: 0.6311 (0.6245) loss_giou_aux_4: 0.6305 (0.6244) loss_giou_dn_0: 0.6773 (0.6757) loss_giou_dn_1: 0.5607 (0.5608) loss_giou_dn_2: 0.5454 (0.5425) loss_giou_dn_3: 0.5405 (0.5384) loss_giou_dn_4: 0.5403 (0.5379) loss_giou_dn_5: 0.5402 (0.5378) loss_giou_dn_pre: 0.6734 (0.6739) loss_giou_enc_0: 0.7484 (0.7456) loss_giou_pre: 0.6655 (0.6547) loss_ddf_aux_0: 0.0802 (0.0835) loss_ddf_aux_1: 0.0094 (0.0104) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2686 (0.2732) loss_ddf_dn_1: 0.0329 (0.0345) loss_ddf_dn_2: 0.0062 (0.0058) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7574 (0.7354) loss_vfl_aux_0: 0.8120 (0.8224) loss_vfl_aux_1: 0.8064 (0.8024) loss_vfl_aux_2: 0.7832 (0.7756) loss_vfl_aux_3: 0.7599 (0.7472) loss_vfl_aux_4: 0.7539 (0.7362) loss_vfl_dn_0: 0.5048 (0.5083) loss_vfl_dn_1: 0.4747 (0.4715) loss_vfl_dn_2: 0.4612 (0.4570) loss_vfl_dn_3: 0.4476 (0.4453) loss_vfl_dn_4: 0.4441 (0.4413) loss_vfl_dn_5: 0.4434 (0.4408) loss_vfl_dn_pre: 0.5067 (0.5092) loss_vfl_enc_0: 0.7965 (0.8073) loss_vfl_pre: 0.8159 (0.8253) time: 0.7249 data: 0.0327 max mem: 9094 Epoch: [7] [2300/3696] eta: 0:17:27 lr: 0.000013 loss: 34.7439 (34.7504) loss_bbox: 0.2102 (0.2164) loss_bbox_aux_0: 0.2278 (0.2354) loss_bbox_aux_1: 0.2114 (0.2199) loss_bbox_aux_2: 0.2107 (0.2169) loss_bbox_aux_3: 0.2103 (0.2164) loss_bbox_aux_4: 0.2103 (0.2164) loss_bbox_dn_0: 0.2862 (0.3121) loss_bbox_dn_1: 0.2125 (0.2411) loss_bbox_dn_2: 0.2069 (0.2300) loss_bbox_dn_3: 0.2027 (0.2271) loss_bbox_dn_4: 0.2028 (0.2267) loss_bbox_dn_5: 0.2030 (0.2267) loss_bbox_dn_pre: 0.2954 (0.3165) loss_bbox_enc_0: 0.2747 (0.2877) loss_bbox_pre: 0.2263 (0.2358) loss_dfl: 0.9764 (0.9675) loss_fgl_aux_0: 1.0215 (1.0145) loss_fgl_aux_1: 0.9803 (0.9722) loss_fgl_aux_2: 0.9764 (0.9676) loss_fgl_aux_3: 0.9760 (0.9675) loss_fgl_aux_4: 0.9766 (0.9675) loss_fgl_dn_0: 1.1163 (1.1043) loss_fgl_dn_1: 1.0112 (1.0041) loss_fgl_dn_2: 1.0004 (0.9944) loss_fgl_dn_3: 1.0004 (0.9952) loss_fgl_dn_4: 1.0004 (0.9954) loss_fgl_dn_5: 1.0004 (0.9955) loss_giou: 0.6050 (0.6240) loss_giou_aux_0: 0.6360 (0.6563) loss_giou_aux_1: 0.6099 (0.6299) loss_giou_aux_2: 0.6050 (0.6246) loss_giou_aux_3: 0.6049 (0.6240) loss_giou_aux_4: 0.6048 (0.6239) loss_giou_dn_0: 0.6566 (0.6753) loss_giou_dn_1: 0.5396 (0.5604) loss_giou_dn_2: 0.5228 (0.5420) loss_giou_dn_3: 0.5194 (0.5380) loss_giou_dn_4: 0.5189 (0.5374) loss_giou_dn_5: 0.5189 (0.5374) loss_giou_dn_pre: 0.6533 (0.6736) loss_giou_enc_0: 0.7221 (0.7450) loss_giou_pre: 0.6303 (0.6542) loss_ddf_aux_0: 0.0796 (0.0834) loss_ddf_aux_1: 0.0098 (0.0103) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2723 (0.2733) loss_ddf_dn_1: 0.0323 (0.0345) loss_ddf_dn_2: 0.0063 (0.0058) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7437 (0.7352) loss_vfl_aux_0: 0.8458 (0.8221) loss_vfl_aux_1: 0.8044 (0.8023) loss_vfl_aux_2: 0.7970 (0.7755) loss_vfl_aux_3: 0.7534 (0.7470) loss_vfl_aux_4: 0.7458 (0.7360) loss_vfl_dn_0: 0.5121 (0.5083) loss_vfl_dn_1: 0.4727 (0.4716) loss_vfl_dn_2: 0.4546 (0.4570) loss_vfl_dn_3: 0.4432 (0.4452) loss_vfl_dn_4: 0.4384 (0.4413) loss_vfl_dn_5: 0.4343 (0.4407) loss_vfl_dn_pre: 0.5126 (0.5093) loss_vfl_enc_0: 0.8166 (0.8073) loss_vfl_pre: 0.8500 (0.8250) time: 0.7562 data: 0.0299 max mem: 9094 Epoch: [7] [2400/3696] eta: 0:16:12 lr: 0.000013 loss: 35.1957 (34.7504) loss_bbox: 0.2176 (0.2167) loss_bbox_aux_0: 0.2436 (0.2358) loss_bbox_aux_1: 0.2205 (0.2203) loss_bbox_aux_2: 0.2180 (0.2173) loss_bbox_aux_3: 0.2178 (0.2167) loss_bbox_aux_4: 0.2175 (0.2167) loss_bbox_dn_0: 0.3263 (0.3123) loss_bbox_dn_1: 0.2582 (0.2415) loss_bbox_dn_2: 0.2451 (0.2303) loss_bbox_dn_3: 0.2383 (0.2274) loss_bbox_dn_4: 0.2377 (0.2270) loss_bbox_dn_5: 0.2375 (0.2270) loss_bbox_dn_pre: 0.3301 (0.3168) loss_bbox_enc_0: 0.2975 (0.2881) loss_bbox_pre: 0.2450 (0.2361) loss_dfl: 0.9815 (0.9677) loss_fgl_aux_0: 1.0272 (1.0148) loss_fgl_aux_1: 0.9877 (0.9724) loss_fgl_aux_2: 0.9812 (0.9679) loss_fgl_aux_3: 0.9814 (0.9677) loss_fgl_aux_4: 0.9815 (0.9677) loss_fgl_dn_0: 1.1061 (1.1044) loss_fgl_dn_1: 1.0056 (1.0042) loss_fgl_dn_2: 0.9960 (0.9945) loss_fgl_dn_3: 0.9963 (0.9953) loss_fgl_dn_4: 0.9966 (0.9955) loss_fgl_dn_5: 0.9965 (0.9956) loss_giou: 0.6116 (0.6234) loss_giou_aux_0: 0.6404 (0.6558) loss_giou_aux_1: 0.6178 (0.6294) loss_giou_aux_2: 0.6120 (0.6241) loss_giou_aux_3: 0.6128 (0.6235) loss_giou_aux_4: 0.6116 (0.6234) loss_giou_dn_0: 0.6723 (0.6749) loss_giou_dn_1: 0.5631 (0.5601) loss_giou_dn_2: 0.5436 (0.5417) loss_giou_dn_3: 0.5348 (0.5377) loss_giou_dn_4: 0.5330 (0.5371) loss_giou_dn_5: 0.5326 (0.5371) loss_giou_dn_pre: 0.6686 (0.6731) loss_giou_enc_0: 0.7360 (0.7445) loss_giou_pre: 0.6391 (0.6536) loss_ddf_aux_0: 0.0855 (0.0833) loss_ddf_aux_1: 0.0110 (0.0103) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2831 (0.2729) loss_ddf_dn_1: 0.0357 (0.0344) loss_ddf_dn_2: 0.0067 (0.0058) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7324 (0.7351) loss_vfl_aux_0: 0.8091 (0.8223) loss_vfl_aux_1: 0.7964 (0.8023) loss_vfl_aux_2: 0.7695 (0.7754) loss_vfl_aux_3: 0.7400 (0.7468) loss_vfl_aux_4: 0.7275 (0.7359) loss_vfl_dn_0: 0.5024 (0.5083) loss_vfl_dn_1: 0.4659 (0.4714) loss_vfl_dn_2: 0.4554 (0.4569) loss_vfl_dn_3: 0.4436 (0.4452) loss_vfl_dn_4: 0.4392 (0.4412) loss_vfl_dn_5: 0.4385 (0.4407) loss_vfl_dn_pre: 0.5020 (0.5092) loss_vfl_enc_0: 0.8219 (0.8077) loss_vfl_pre: 0.8076 (0.8253) time: 0.7482 data: 0.0303 max mem: 9094 Epoch: [7] [2500/3696] eta: 0:14:56 lr: 0.000013 loss: 35.2155 (34.7551) loss_bbox: 0.2165 (0.2168) loss_bbox_aux_0: 0.2420 (0.2359) loss_bbox_aux_1: 0.2231 (0.2204) loss_bbox_aux_2: 0.2167 (0.2174) loss_bbox_aux_3: 0.2165 (0.2169) loss_bbox_aux_4: 0.2164 (0.2168) loss_bbox_dn_0: 0.3135 (0.3122) loss_bbox_dn_1: 0.2431 (0.2414) loss_bbox_dn_2: 0.2352 (0.2303) loss_bbox_dn_3: 0.2328 (0.2273) loss_bbox_dn_4: 0.2321 (0.2269) loss_bbox_dn_5: 0.2325 (0.2269) loss_bbox_dn_pre: 0.3166 (0.3167) loss_bbox_enc_0: 0.2932 (0.2881) loss_bbox_pre: 0.2430 (0.2362) loss_dfl: 0.9611 (0.9676) loss_fgl_aux_0: 1.0096 (1.0147) loss_fgl_aux_1: 0.9651 (0.9724) loss_fgl_aux_2: 0.9605 (0.9678) loss_fgl_aux_3: 0.9614 (0.9677) loss_fgl_aux_4: 0.9611 (0.9676) loss_fgl_dn_0: 1.0946 (1.1043) loss_fgl_dn_1: 1.0012 (1.0042) loss_fgl_dn_2: 0.9916 (0.9945) loss_fgl_dn_3: 0.9930 (0.9953) loss_fgl_dn_4: 0.9930 (0.9955) loss_fgl_dn_5: 0.9930 (0.9956) loss_giou: 0.6588 (0.6240) loss_giou_aux_0: 0.6954 (0.6563) loss_giou_aux_1: 0.6680 (0.6299) loss_giou_aux_2: 0.6606 (0.6246) loss_giou_aux_3: 0.6587 (0.6240) loss_giou_aux_4: 0.6590 (0.6240) loss_giou_dn_0: 0.7047 (0.6752) loss_giou_dn_1: 0.5929 (0.5603) loss_giou_dn_2: 0.5722 (0.5420) loss_giou_dn_3: 0.5697 (0.5379) loss_giou_dn_4: 0.5693 (0.5374) loss_giou_dn_5: 0.5694 (0.5373) loss_giou_dn_pre: 0.7020 (0.6734) loss_giou_enc_0: 0.7823 (0.7448) loss_giou_pre: 0.6937 (0.6542) loss_ddf_aux_0: 0.0832 (0.0834) loss_ddf_aux_1: 0.0097 (0.0103) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2529 (0.2727) loss_ddf_dn_1: 0.0327 (0.0345) loss_ddf_dn_2: 0.0060 (0.0058) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7329 (0.7349) loss_vfl_aux_0: 0.7958 (0.8222) loss_vfl_aux_1: 0.7844 (0.8021) loss_vfl_aux_2: 0.7810 (0.7753) loss_vfl_aux_3: 0.7360 (0.7467) loss_vfl_aux_4: 0.7334 (0.7357) loss_vfl_dn_0: 0.5076 (0.5083) loss_vfl_dn_1: 0.4758 (0.4715) loss_vfl_dn_2: 0.4582 (0.4570) loss_vfl_dn_3: 0.4478 (0.4453) loss_vfl_dn_4: 0.4454 (0.4413) loss_vfl_dn_5: 0.4460 (0.4408) loss_vfl_dn_pre: 0.5084 (0.5092) loss_vfl_enc_0: 0.8064 (0.8078) loss_vfl_pre: 0.7996 (0.8253) time: 0.7477 data: 0.0316 max mem: 9094 Epoch: [7] [2600/3696] eta: 0:13:40 lr: 0.000013 loss: 34.7790 (34.7582) loss_bbox: 0.2121 (0.2169) loss_bbox_aux_0: 0.2299 (0.2359) loss_bbox_aux_1: 0.2131 (0.2205) loss_bbox_aux_2: 0.2122 (0.2174) loss_bbox_aux_3: 0.2121 (0.2169) loss_bbox_aux_4: 0.2119 (0.2169) loss_bbox_dn_0: 0.3019 (0.3123) loss_bbox_dn_1: 0.2298 (0.2414) loss_bbox_dn_2: 0.2195 (0.2303) loss_bbox_dn_3: 0.2148 (0.2274) loss_bbox_dn_4: 0.2163 (0.2270) loss_bbox_dn_5: 0.2166 (0.2269) loss_bbox_dn_pre: 0.3007 (0.3167) loss_bbox_enc_0: 0.2864 (0.2880) loss_bbox_pre: 0.2317 (0.2362) loss_dfl: 0.9691 (0.9675) loss_fgl_aux_0: 1.0234 (1.0146) loss_fgl_aux_1: 0.9742 (0.9723) loss_fgl_aux_2: 0.9679 (0.9677) loss_fgl_aux_3: 0.9693 (0.9676) loss_fgl_aux_4: 0.9691 (0.9676) loss_fgl_dn_0: 1.1062 (1.1042) loss_fgl_dn_1: 1.0038 (1.0041) loss_fgl_dn_2: 0.9966 (0.9945) loss_fgl_dn_3: 0.9958 (0.9952) loss_fgl_dn_4: 0.9960 (0.9955) loss_fgl_dn_5: 0.9960 (0.9955) loss_giou: 0.6082 (0.6242) loss_giou_aux_0: 0.6392 (0.6565) loss_giou_aux_1: 0.6180 (0.6301) loss_giou_aux_2: 0.6119 (0.6249) loss_giou_aux_3: 0.6087 (0.6242) loss_giou_aux_4: 0.6082 (0.6242) loss_giou_dn_0: 0.6719 (0.6752) loss_giou_dn_1: 0.5626 (0.5604) loss_giou_dn_2: 0.5457 (0.5420) loss_giou_dn_3: 0.5444 (0.5380) loss_giou_dn_4: 0.5447 (0.5374) loss_giou_dn_5: 0.5448 (0.5374) loss_giou_dn_pre: 0.6704 (0.6734) loss_giou_enc_0: 0.7270 (0.7449) loss_giou_pre: 0.6377 (0.6543) loss_ddf_aux_0: 0.0753 (0.0832) loss_ddf_aux_1: 0.0094 (0.0103) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2700 (0.2726) loss_ddf_dn_1: 0.0333 (0.0345) loss_ddf_dn_2: 0.0064 (0.0058) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6906 (0.7351) loss_vfl_aux_0: 0.7828 (0.8225) loss_vfl_aux_1: 0.7579 (0.8024) loss_vfl_aux_2: 0.7347 (0.7755) loss_vfl_aux_3: 0.7086 (0.7469) loss_vfl_aux_4: 0.6942 (0.7358) loss_vfl_dn_0: 0.5082 (0.5083) loss_vfl_dn_1: 0.4693 (0.4715) loss_vfl_dn_2: 0.4581 (0.4570) loss_vfl_dn_3: 0.4489 (0.4453) loss_vfl_dn_4: 0.4442 (0.4414) loss_vfl_dn_5: 0.4409 (0.4408) loss_vfl_dn_pre: 0.5098 (0.5092) loss_vfl_enc_0: 0.7727 (0.8080) loss_vfl_pre: 0.7863 (0.8255) time: 0.7220 data: 0.0244 max mem: 9094 Epoch: [7] [2700/3696] eta: 0:12:25 lr: 0.000013 loss: 34.7461 (34.7604) loss_bbox: 0.2139 (0.2169) loss_bbox_aux_0: 0.2345 (0.2360) loss_bbox_aux_1: 0.2173 (0.2205) loss_bbox_aux_2: 0.2137 (0.2175) loss_bbox_aux_3: 0.2140 (0.2170) loss_bbox_aux_4: 0.2137 (0.2169) loss_bbox_dn_0: 0.3089 (0.3123) loss_bbox_dn_1: 0.2278 (0.2415) loss_bbox_dn_2: 0.2206 (0.2303) loss_bbox_dn_3: 0.2175 (0.2274) loss_bbox_dn_4: 0.2167 (0.2270) loss_bbox_dn_5: 0.2164 (0.2270) loss_bbox_dn_pre: 0.3149 (0.3168) loss_bbox_enc_0: 0.2814 (0.2881) loss_bbox_pre: 0.2324 (0.2363) loss_dfl: 0.9696 (0.9675) loss_fgl_aux_0: 1.0182 (1.0146) loss_fgl_aux_1: 0.9772 (0.9722) loss_fgl_aux_2: 0.9696 (0.9676) loss_fgl_aux_3: 0.9697 (0.9675) loss_fgl_aux_4: 0.9699 (0.9675) loss_fgl_dn_0: 1.1035 (1.1043) loss_fgl_dn_1: 1.0093 (1.0041) loss_fgl_dn_2: 0.9978 (0.9945) loss_fgl_dn_3: 0.9970 (0.9953) loss_fgl_dn_4: 0.9970 (0.9955) loss_fgl_dn_5: 0.9970 (0.9955) loss_giou: 0.6165 (0.6243) loss_giou_aux_0: 0.6601 (0.6565) loss_giou_aux_1: 0.6248 (0.6302) loss_giou_aux_2: 0.6170 (0.6250) loss_giou_aux_3: 0.6166 (0.6243) loss_giou_aux_4: 0.6166 (0.6243) loss_giou_dn_0: 0.6644 (0.6749) loss_giou_dn_1: 0.5422 (0.5601) loss_giou_dn_2: 0.5228 (0.5417) loss_giou_dn_3: 0.5187 (0.5377) loss_giou_dn_4: 0.5186 (0.5371) loss_giou_dn_5: 0.5186 (0.5371) loss_giou_dn_pre: 0.6626 (0.6732) loss_giou_enc_0: 0.7325 (0.7450) loss_giou_pre: 0.6561 (0.6544) loss_ddf_aux_0: 0.0840 (0.0832) loss_ddf_aux_1: 0.0102 (0.0103) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2860 (0.2728) loss_ddf_dn_1: 0.0347 (0.0345) loss_ddf_dn_2: 0.0053 (0.0058) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7339 (0.7354) loss_vfl_aux_0: 0.7898 (0.8228) loss_vfl_aux_1: 0.7803 (0.8026) loss_vfl_aux_2: 0.7574 (0.7760) loss_vfl_aux_3: 0.7313 (0.7473) loss_vfl_aux_4: 0.7253 (0.7362) loss_vfl_dn_0: 0.5140 (0.5084) loss_vfl_dn_1: 0.4745 (0.4715) loss_vfl_dn_2: 0.4602 (0.4571) loss_vfl_dn_3: 0.4476 (0.4453) loss_vfl_dn_4: 0.4437 (0.4413) loss_vfl_dn_5: 0.4428 (0.4408) loss_vfl_dn_pre: 0.5134 (0.5093) loss_vfl_enc_0: 0.7863 (0.8082) loss_vfl_pre: 0.7894 (0.8257) time: 0.7351 data: 0.0348 max mem: 9094 Epoch: [7] [2800/3696] eta: 0:11:10 lr: 0.000013 loss: 34.5437 (34.7597) loss_bbox: 0.2097 (0.2170) loss_bbox_aux_0: 0.2260 (0.2361) loss_bbox_aux_1: 0.2158 (0.2206) loss_bbox_aux_2: 0.2094 (0.2176) loss_bbox_aux_3: 0.2098 (0.2170) loss_bbox_aux_4: 0.2097 (0.2170) loss_bbox_dn_0: 0.3155 (0.3124) loss_bbox_dn_1: 0.2419 (0.2416) loss_bbox_dn_2: 0.2273 (0.2304) loss_bbox_dn_3: 0.2249 (0.2275) loss_bbox_dn_4: 0.2229 (0.2271) loss_bbox_dn_5: 0.2226 (0.2270) loss_bbox_dn_pre: 0.3275 (0.3169) loss_bbox_enc_0: 0.2781 (0.2882) loss_bbox_pre: 0.2264 (0.2364) loss_dfl: 0.9777 (0.9676) loss_fgl_aux_0: 1.0263 (1.0148) loss_fgl_aux_1: 0.9821 (0.9724) loss_fgl_aux_2: 0.9773 (0.9678) loss_fgl_aux_3: 0.9773 (0.9677) loss_fgl_aux_4: 0.9777 (0.9676) loss_fgl_dn_0: 1.1080 (1.1044) loss_fgl_dn_1: 1.0037 (1.0041) loss_fgl_dn_2: 0.9940 (0.9945) loss_fgl_dn_3: 0.9956 (0.9953) loss_fgl_dn_4: 0.9963 (0.9955) loss_fgl_dn_5: 0.9963 (0.9955) loss_giou: 0.5928 (0.6239) loss_giou_aux_0: 0.6247 (0.6561) loss_giou_aux_1: 0.5982 (0.6297) loss_giou_aux_2: 0.5956 (0.6245) loss_giou_aux_3: 0.5931 (0.6239) loss_giou_aux_4: 0.5926 (0.6239) loss_giou_dn_0: 0.6373 (0.6746) loss_giou_dn_1: 0.5355 (0.5597) loss_giou_dn_2: 0.5195 (0.5414) loss_giou_dn_3: 0.5154 (0.5373) loss_giou_dn_4: 0.5164 (0.5368) loss_giou_dn_5: 0.5166 (0.5367) loss_giou_dn_pre: 0.6368 (0.6728) loss_giou_enc_0: 0.7242 (0.7445) loss_giou_pre: 0.6232 (0.6539) loss_ddf_aux_0: 0.0758 (0.0832) loss_ddf_aux_1: 0.0094 (0.0103) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2834 (0.2728) loss_ddf_dn_1: 0.0346 (0.0345) loss_ddf_dn_2: 0.0052 (0.0058) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7365 (0.7358) loss_vfl_aux_0: 0.8335 (0.8232) loss_vfl_aux_1: 0.8080 (0.8029) loss_vfl_aux_2: 0.7849 (0.7762) loss_vfl_aux_3: 0.7526 (0.7477) loss_vfl_aux_4: 0.7437 (0.7366) loss_vfl_dn_0: 0.5089 (0.5084) loss_vfl_dn_1: 0.4670 (0.4715) loss_vfl_dn_2: 0.4474 (0.4570) loss_vfl_dn_3: 0.4397 (0.4453) loss_vfl_dn_4: 0.4385 (0.4413) loss_vfl_dn_5: 0.4366 (0.4408) loss_vfl_dn_pre: 0.5098 (0.5094) loss_vfl_enc_0: 0.8031 (0.8085) loss_vfl_pre: 0.8328 (0.8262) time: 0.7316 data: 0.0303 max mem: 9094 Epoch: [7] [2900/3696] eta: 0:09:55 lr: 0.000013 loss: 34.5901 (34.7530) loss_bbox: 0.2353 (0.2170) loss_bbox_aux_0: 0.2491 (0.2360) loss_bbox_aux_1: 0.2361 (0.2205) loss_bbox_aux_2: 0.2340 (0.2175) loss_bbox_aux_3: 0.2347 (0.2170) loss_bbox_aux_4: 0.2353 (0.2170) loss_bbox_dn_0: 0.3290 (0.3124) loss_bbox_dn_1: 0.2446 (0.2415) loss_bbox_dn_2: 0.2344 (0.2303) loss_bbox_dn_3: 0.2313 (0.2274) loss_bbox_dn_4: 0.2304 (0.2270) loss_bbox_dn_5: 0.2303 (0.2270) loss_bbox_dn_pre: 0.3325 (0.3169) loss_bbox_enc_0: 0.2941 (0.2881) loss_bbox_pre: 0.2483 (0.2363) loss_dfl: 0.9557 (0.9676) loss_fgl_aux_0: 1.0199 (1.0147) loss_fgl_aux_1: 0.9593 (0.9723) loss_fgl_aux_2: 0.9546 (0.9678) loss_fgl_aux_3: 0.9553 (0.9676) loss_fgl_aux_4: 0.9557 (0.9676) loss_fgl_dn_0: 1.1049 (1.1043) loss_fgl_dn_1: 0.9986 (1.0041) loss_fgl_dn_2: 0.9892 (0.9945) loss_fgl_dn_3: 0.9897 (0.9952) loss_fgl_dn_4: 0.9900 (0.9955) loss_fgl_dn_5: 0.9899 (0.9955) loss_giou: 0.6284 (0.6239) loss_giou_aux_0: 0.6607 (0.6561) loss_giou_aux_1: 0.6338 (0.6298) loss_giou_aux_2: 0.6276 (0.6246) loss_giou_aux_3: 0.6287 (0.6239) loss_giou_aux_4: 0.6284 (0.6239) loss_giou_dn_0: 0.6703 (0.6744) loss_giou_dn_1: 0.5463 (0.5596) loss_giou_dn_2: 0.5274 (0.5412) loss_giou_dn_3: 0.5240 (0.5372) loss_giou_dn_4: 0.5245 (0.5366) loss_giou_dn_5: 0.5245 (0.5365) loss_giou_dn_pre: 0.6697 (0.6727) loss_giou_enc_0: 0.7447 (0.7445) loss_giou_pre: 0.6599 (0.6539) loss_ddf_aux_0: 0.0751 (0.0830) loss_ddf_aux_1: 0.0099 (0.0103) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2667 (0.2727) loss_ddf_dn_1: 0.0360 (0.0345) loss_ddf_dn_2: 0.0067 (0.0058) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7095 (0.7355) loss_vfl_aux_0: 0.7958 (0.8227) loss_vfl_aux_1: 0.7644 (0.8024) loss_vfl_aux_2: 0.7343 (0.7758) loss_vfl_aux_3: 0.7061 (0.7473) loss_vfl_aux_4: 0.7123 (0.7362) loss_vfl_dn_0: 0.4992 (0.5083) loss_vfl_dn_1: 0.4607 (0.4713) loss_vfl_dn_2: 0.4490 (0.4568) loss_vfl_dn_3: 0.4398 (0.4452) loss_vfl_dn_4: 0.4393 (0.4412) loss_vfl_dn_5: 0.4381 (0.4406) loss_vfl_dn_pre: 0.4999 (0.5093) loss_vfl_enc_0: 0.7928 (0.8082) loss_vfl_pre: 0.8068 (0.8257) time: 0.7412 data: 0.0281 max mem: 9104 Epoch: [7] [3000/3696] eta: 0:08:40 lr: 0.000013 loss: 34.6019 (34.7454) loss_bbox: 0.2042 (0.2168) loss_bbox_aux_0: 0.2166 (0.2358) loss_bbox_aux_1: 0.2070 (0.2204) loss_bbox_aux_2: 0.2053 (0.2174) loss_bbox_aux_3: 0.2043 (0.2169) loss_bbox_aux_4: 0.2041 (0.2168) loss_bbox_dn_0: 0.2964 (0.3122) loss_bbox_dn_1: 0.2270 (0.2414) loss_bbox_dn_2: 0.2172 (0.2302) loss_bbox_dn_3: 0.2120 (0.2273) loss_bbox_dn_4: 0.2108 (0.2269) loss_bbox_dn_5: 0.2108 (0.2268) loss_bbox_dn_pre: 0.2997 (0.3167) loss_bbox_enc_0: 0.2666 (0.2879) loss_bbox_pre: 0.2159 (0.2361) loss_dfl: 0.9795 (0.9678) loss_fgl_aux_0: 1.0166 (1.0148) loss_fgl_aux_1: 0.9772 (0.9725) loss_fgl_aux_2: 0.9791 (0.9680) loss_fgl_aux_3: 0.9793 (0.9678) loss_fgl_aux_4: 0.9796 (0.9678) loss_fgl_dn_0: 1.1035 (1.1043) loss_fgl_dn_1: 1.0049 (1.0041) loss_fgl_dn_2: 0.9962 (0.9944) loss_fgl_dn_3: 0.9955 (0.9952) loss_fgl_dn_4: 0.9967 (0.9954) loss_fgl_dn_5: 0.9968 (0.9955) loss_giou: 0.6400 (0.6234) loss_giou_aux_0: 0.6606 (0.6555) loss_giou_aux_1: 0.6407 (0.6293) loss_giou_aux_2: 0.6384 (0.6241) loss_giou_aux_3: 0.6392 (0.6234) loss_giou_aux_4: 0.6400 (0.6234) loss_giou_dn_0: 0.6756 (0.6740) loss_giou_dn_1: 0.5597 (0.5592) loss_giou_dn_2: 0.5417 (0.5409) loss_giou_dn_3: 0.5390 (0.5368) loss_giou_dn_4: 0.5387 (0.5362) loss_giou_dn_5: 0.5385 (0.5362) loss_giou_dn_pre: 0.6718 (0.6723) loss_giou_enc_0: 0.7693 (0.7439) loss_giou_pre: 0.6598 (0.6534) loss_ddf_aux_0: 0.0735 (0.0828) loss_ddf_aux_1: 0.0084 (0.0103) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2568 (0.2728) loss_ddf_dn_1: 0.0316 (0.0345) loss_ddf_dn_2: 0.0053 (0.0059) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7239 (0.7357) loss_vfl_aux_0: 0.8157 (0.8228) loss_vfl_aux_1: 0.8064 (0.8024) loss_vfl_aux_2: 0.7601 (0.7759) loss_vfl_aux_3: 0.7328 (0.7476) loss_vfl_aux_4: 0.7275 (0.7364) loss_vfl_dn_0: 0.5099 (0.5084) loss_vfl_dn_1: 0.4741 (0.4713) loss_vfl_dn_2: 0.4575 (0.4568) loss_vfl_dn_3: 0.4462 (0.4451) loss_vfl_dn_4: 0.4416 (0.4411) loss_vfl_dn_5: 0.4425 (0.4405) loss_vfl_dn_pre: 0.5122 (0.5093) loss_vfl_enc_0: 0.7969 (0.8083) loss_vfl_pre: 0.8208 (0.8257) time: 0.7266 data: 0.0284 max mem: 9104 Epoch: [7] [3100/3696] eta: 0:07:25 lr: 0.000013 loss: 35.0705 (34.7471) loss_bbox: 0.2254 (0.2169) loss_bbox_aux_0: 0.2438 (0.2358) loss_bbox_aux_1: 0.2286 (0.2204) loss_bbox_aux_2: 0.2253 (0.2174) loss_bbox_aux_3: 0.2253 (0.2169) loss_bbox_aux_4: 0.2254 (0.2169) loss_bbox_dn_0: 0.3253 (0.3121) loss_bbox_dn_1: 0.2475 (0.2413) loss_bbox_dn_2: 0.2371 (0.2301) loss_bbox_dn_3: 0.2333 (0.2272) loss_bbox_dn_4: 0.2326 (0.2268) loss_bbox_dn_5: 0.2330 (0.2267) loss_bbox_dn_pre: 0.3307 (0.3165) loss_bbox_enc_0: 0.2881 (0.2877) loss_bbox_pre: 0.2430 (0.2361) loss_dfl: 0.9487 (0.9679) loss_fgl_aux_0: 0.9943 (1.0148) loss_fgl_aux_1: 0.9517 (0.9726) loss_fgl_aux_2: 0.9481 (0.9681) loss_fgl_aux_3: 0.9483 (0.9679) loss_fgl_aux_4: 0.9485 (0.9679) loss_fgl_dn_0: 1.1010 (1.1043) loss_fgl_dn_1: 1.0010 (1.0041) loss_fgl_dn_2: 0.9940 (0.9945) loss_fgl_dn_3: 0.9964 (0.9952) loss_fgl_dn_4: 0.9966 (0.9955) loss_fgl_dn_5: 0.9967 (0.9955) loss_giou: 0.6274 (0.6236) loss_giou_aux_0: 0.6403 (0.6557) loss_giou_aux_1: 0.6306 (0.6294) loss_giou_aux_2: 0.6265 (0.6242) loss_giou_aux_3: 0.6273 (0.6236) loss_giou_aux_4: 0.6278 (0.6236) loss_giou_dn_0: 0.6683 (0.6741) loss_giou_dn_1: 0.5556 (0.5593) loss_giou_dn_2: 0.5433 (0.5409) loss_giou_dn_3: 0.5360 (0.5369) loss_giou_dn_4: 0.5346 (0.5363) loss_giou_dn_5: 0.5344 (0.5363) loss_giou_dn_pre: 0.6663 (0.6723) loss_giou_enc_0: 0.7339 (0.7439) loss_giou_pre: 0.6392 (0.6535) loss_ddf_aux_0: 0.0761 (0.0827) loss_ddf_aux_1: 0.0089 (0.0102) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2462 (0.2725) loss_ddf_dn_1: 0.0315 (0.0345) loss_ddf_dn_2: 0.0057 (0.0059) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7541 (0.7361) loss_vfl_aux_0: 0.8385 (0.8229) loss_vfl_aux_1: 0.8074 (0.8024) loss_vfl_aux_2: 0.7782 (0.7760) loss_vfl_aux_3: 0.7543 (0.7479) loss_vfl_aux_4: 0.7518 (0.7367) loss_vfl_dn_0: 0.5067 (0.5084) loss_vfl_dn_1: 0.4638 (0.4712) loss_vfl_dn_2: 0.4591 (0.4567) loss_vfl_dn_3: 0.4490 (0.4451) loss_vfl_dn_4: 0.4425 (0.4411) loss_vfl_dn_5: 0.4427 (0.4405) loss_vfl_dn_pre: 0.5067 (0.5093) loss_vfl_enc_0: 0.8154 (0.8084) loss_vfl_pre: 0.8434 (0.8259) time: 0.7448 data: 0.0260 max mem: 9104 Epoch: [7] [3200/3696] eta: 0:06:11 lr: 0.000013 loss: 34.5147 (34.7461) loss_bbox: 0.2219 (0.2168) loss_bbox_aux_0: 0.2388 (0.2356) loss_bbox_aux_1: 0.2255 (0.2203) loss_bbox_aux_2: 0.2226 (0.2173) loss_bbox_aux_3: 0.2219 (0.2168) loss_bbox_aux_4: 0.2219 (0.2168) loss_bbox_dn_0: 0.3042 (0.3118) loss_bbox_dn_1: 0.2341 (0.2410) loss_bbox_dn_2: 0.2258 (0.2299) loss_bbox_dn_3: 0.2220 (0.2270) loss_bbox_dn_4: 0.2215 (0.2265) loss_bbox_dn_5: 0.2214 (0.2265) loss_bbox_dn_pre: 0.3079 (0.3162) loss_bbox_enc_0: 0.2855 (0.2874) loss_bbox_pre: 0.2385 (0.2359) loss_dfl: 0.9773 (0.9680) loss_fgl_aux_0: 1.0281 (1.0148) loss_fgl_aux_1: 0.9811 (0.9727) loss_fgl_aux_2: 0.9779 (0.9682) loss_fgl_aux_3: 0.9773 (0.9681) loss_fgl_aux_4: 0.9774 (0.9681) loss_fgl_dn_0: 1.1078 (1.1043) loss_fgl_dn_1: 1.0048 (1.0041) loss_fgl_dn_2: 0.9985 (0.9945) loss_fgl_dn_3: 0.9985 (0.9953) loss_fgl_dn_4: 0.9988 (0.9955) loss_fgl_dn_5: 0.9989 (0.9955) loss_giou: 0.6146 (0.6235) loss_giou_aux_0: 0.6445 (0.6555) loss_giou_aux_1: 0.6217 (0.6293) loss_giou_aux_2: 0.6170 (0.6241) loss_giou_aux_3: 0.6149 (0.6235) loss_giou_aux_4: 0.6148 (0.6235) loss_giou_dn_0: 0.6614 (0.6739) loss_giou_dn_1: 0.5482 (0.5591) loss_giou_dn_2: 0.5280 (0.5408) loss_giou_dn_3: 0.5220 (0.5367) loss_giou_dn_4: 0.5214 (0.5361) loss_giou_dn_5: 0.5214 (0.5361) loss_giou_dn_pre: 0.6622 (0.6721) loss_giou_enc_0: 0.7251 (0.7436) loss_giou_pre: 0.6442 (0.6533) loss_ddf_aux_0: 0.0729 (0.0824) loss_ddf_aux_1: 0.0092 (0.0102) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2741 (0.2723) loss_ddf_dn_1: 0.0348 (0.0344) loss_ddf_dn_2: 0.0063 (0.0059) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7308 (0.7364) loss_vfl_aux_0: 0.8230 (0.8234) loss_vfl_aux_1: 0.8032 (0.8028) loss_vfl_aux_2: 0.7581 (0.7763) loss_vfl_aux_3: 0.7480 (0.7483) loss_vfl_aux_4: 0.7354 (0.7370) loss_vfl_dn_0: 0.5060 (0.5085) loss_vfl_dn_1: 0.4683 (0.4713) loss_vfl_dn_2: 0.4565 (0.4567) loss_vfl_dn_3: 0.4407 (0.4451) loss_vfl_dn_4: 0.4378 (0.4411) loss_vfl_dn_5: 0.4382 (0.4406) loss_vfl_dn_pre: 0.5081 (0.5095) loss_vfl_enc_0: 0.8134 (0.8088) loss_vfl_pre: 0.8292 (0.8264) time: 0.7442 data: 0.0307 max mem: 9104 Epoch: [7] [3300/3696] eta: 0:04:56 lr: 0.000013 loss: 34.7781 (34.7367) loss_bbox: 0.2141 (0.2167) loss_bbox_aux_0: 0.2272 (0.2355) loss_bbox_aux_1: 0.2142 (0.2202) loss_bbox_aux_2: 0.2136 (0.2172) loss_bbox_aux_3: 0.2140 (0.2167) loss_bbox_aux_4: 0.2141 (0.2167) loss_bbox_dn_0: 0.2908 (0.3119) loss_bbox_dn_1: 0.2309 (0.2411) loss_bbox_dn_2: 0.2212 (0.2299) loss_bbox_dn_3: 0.2171 (0.2270) loss_bbox_dn_4: 0.2163 (0.2266) loss_bbox_dn_5: 0.2163 (0.2265) loss_bbox_dn_pre: 0.2912 (0.3163) loss_bbox_enc_0: 0.2765 (0.2873) loss_bbox_pre: 0.2285 (0.2358) loss_dfl: 0.9684 (0.9680) loss_fgl_aux_0: 1.0103 (1.0148) loss_fgl_aux_1: 0.9719 (0.9727) loss_fgl_aux_2: 0.9683 (0.9682) loss_fgl_aux_3: 0.9684 (0.9681) loss_fgl_aux_4: 0.9683 (0.9680) loss_fgl_dn_0: 1.1002 (1.1043) loss_fgl_dn_1: 0.9993 (1.0039) loss_fgl_dn_2: 0.9885 (0.9943) loss_fgl_dn_3: 0.9881 (0.9951) loss_fgl_dn_4: 0.9880 (0.9953) loss_fgl_dn_5: 0.9882 (0.9954) loss_giou: 0.6454 (0.6229) loss_giou_aux_0: 0.6678 (0.6549) loss_giou_aux_1: 0.6468 (0.6288) loss_giou_aux_2: 0.6458 (0.6236) loss_giou_aux_3: 0.6457 (0.6229) loss_giou_aux_4: 0.6455 (0.6229) loss_giou_dn_0: 0.6985 (0.6735) loss_giou_dn_1: 0.5879 (0.5587) loss_giou_dn_2: 0.5697 (0.5404) loss_giou_dn_3: 0.5644 (0.5363) loss_giou_dn_4: 0.5648 (0.5358) loss_giou_dn_5: 0.5650 (0.5357) loss_giou_dn_pre: 0.6950 (0.6717) loss_giou_enc_0: 0.7509 (0.7431) loss_giou_pre: 0.6650 (0.6528) loss_ddf_aux_0: 0.0775 (0.0822) loss_ddf_aux_1: 0.0097 (0.0102) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2668 (0.2719) loss_ddf_dn_1: 0.0342 (0.0344) loss_ddf_dn_2: 0.0060 (0.0059) loss_ddf_dn_3: 0.0008 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7697 (0.7365) loss_vfl_aux_0: 0.8156 (0.8233) loss_vfl_aux_1: 0.8085 (0.8027) loss_vfl_aux_2: 0.8092 (0.7764) loss_vfl_aux_3: 0.7871 (0.7484) loss_vfl_aux_4: 0.7673 (0.7371) loss_vfl_dn_0: 0.5110 (0.5085) loss_vfl_dn_1: 0.4720 (0.4712) loss_vfl_dn_2: 0.4586 (0.4566) loss_vfl_dn_3: 0.4445 (0.4449) loss_vfl_dn_4: 0.4379 (0.4410) loss_vfl_dn_5: 0.4385 (0.4404) loss_vfl_dn_pre: 0.5127 (0.5095) loss_vfl_enc_0: 0.8236 (0.8090) loss_vfl_pre: 0.8213 (0.8263) time: 0.6789 data: 0.0262 max mem: 9104 Epoch: [7] [3400/3696] eta: 0:03:41 lr: 0.000013 loss: 34.6961 (34.7354) loss_bbox: 0.2107 (0.2166) loss_bbox_aux_0: 0.2300 (0.2355) loss_bbox_aux_1: 0.2118 (0.2202) loss_bbox_aux_2: 0.2105 (0.2172) loss_bbox_aux_3: 0.2109 (0.2167) loss_bbox_aux_4: 0.2108 (0.2167) loss_bbox_dn_0: 0.2956 (0.3117) loss_bbox_dn_1: 0.2250 (0.2410) loss_bbox_dn_2: 0.2166 (0.2298) loss_bbox_dn_3: 0.2136 (0.2269) loss_bbox_dn_4: 0.2129 (0.2265) loss_bbox_dn_5: 0.2130 (0.2264) loss_bbox_dn_pre: 0.3018 (0.3161) loss_bbox_enc_0: 0.2789 (0.2873) loss_bbox_pre: 0.2299 (0.2358) loss_dfl: 0.9595 (0.9677) loss_fgl_aux_0: 1.0134 (1.0145) loss_fgl_aux_1: 0.9633 (0.9724) loss_fgl_aux_2: 0.9591 (0.9679) loss_fgl_aux_3: 0.9594 (0.9678) loss_fgl_aux_4: 0.9593 (0.9677) loss_fgl_dn_0: 1.1038 (1.1041) loss_fgl_dn_1: 1.0026 (1.0038) loss_fgl_dn_2: 0.9910 (0.9942) loss_fgl_dn_3: 0.9911 (0.9950) loss_fgl_dn_4: 0.9908 (0.9952) loss_fgl_dn_5: 0.9906 (0.9953) loss_giou: 0.6248 (0.6232) loss_giou_aux_0: 0.6494 (0.6552) loss_giou_aux_1: 0.6268 (0.6290) loss_giou_aux_2: 0.6230 (0.6239) loss_giou_aux_3: 0.6246 (0.6232) loss_giou_aux_4: 0.6246 (0.6232) loss_giou_dn_0: 0.6723 (0.6736) loss_giou_dn_1: 0.5651 (0.5588) loss_giou_dn_2: 0.5476 (0.5405) loss_giou_dn_3: 0.5467 (0.5364) loss_giou_dn_4: 0.5465 (0.5358) loss_giou_dn_5: 0.5463 (0.5358) loss_giou_dn_pre: 0.6684 (0.6718) loss_giou_enc_0: 0.7396 (0.7433) loss_giou_pre: 0.6476 (0.6530) loss_ddf_aux_0: 0.0775 (0.0822) loss_ddf_aux_1: 0.0087 (0.0102) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2633 (0.2720) loss_ddf_dn_1: 0.0327 (0.0344) loss_ddf_dn_2: 0.0059 (0.0059) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7240 (0.7365) loss_vfl_aux_0: 0.8217 (0.8233) loss_vfl_aux_1: 0.7938 (0.8025) loss_vfl_aux_2: 0.7538 (0.7764) loss_vfl_aux_3: 0.7306 (0.7484) loss_vfl_aux_4: 0.7346 (0.7371) loss_vfl_dn_0: 0.5066 (0.5085) loss_vfl_dn_1: 0.4625 (0.4712) loss_vfl_dn_2: 0.4463 (0.4566) loss_vfl_dn_3: 0.4417 (0.4449) loss_vfl_dn_4: 0.4369 (0.4409) loss_vfl_dn_5: 0.4355 (0.4404) loss_vfl_dn_pre: 0.5099 (0.5094) loss_vfl_enc_0: 0.8129 (0.8089) loss_vfl_pre: 0.8336 (0.8263) time: 0.7431 data: 0.0247 max mem: 9104 Epoch: [7] [3500/3696] eta: 0:02:26 lr: 0.000013 loss: 34.5132 (34.7338) loss_bbox: 0.2006 (0.2166) loss_bbox_aux_0: 0.2124 (0.2354) loss_bbox_aux_1: 0.2076 (0.2201) loss_bbox_aux_2: 0.2026 (0.2171) loss_bbox_aux_3: 0.2013 (0.2167) loss_bbox_aux_4: 0.2010 (0.2166) loss_bbox_dn_0: 0.2931 (0.3117) loss_bbox_dn_1: 0.2379 (0.2409) loss_bbox_dn_2: 0.2238 (0.2298) loss_bbox_dn_3: 0.2238 (0.2268) loss_bbox_dn_4: 0.2241 (0.2264) loss_bbox_dn_5: 0.2243 (0.2264) loss_bbox_dn_pre: 0.2922 (0.3161) loss_bbox_enc_0: 0.2754 (0.2873) loss_bbox_pre: 0.2123 (0.2357) loss_dfl: 0.9862 (0.9679) loss_fgl_aux_0: 1.0309 (1.0147) loss_fgl_aux_1: 0.9913 (0.9726) loss_fgl_aux_2: 0.9877 (0.9681) loss_fgl_aux_3: 0.9870 (0.9679) loss_fgl_aux_4: 0.9867 (0.9679) loss_fgl_dn_0: 1.1058 (1.1042) loss_fgl_dn_1: 1.0052 (1.0039) loss_fgl_dn_2: 0.9975 (0.9943) loss_fgl_dn_3: 0.9982 (0.9951) loss_fgl_dn_4: 0.9984 (0.9953) loss_fgl_dn_5: 0.9984 (0.9954) loss_giou: 0.6065 (0.6230) loss_giou_aux_0: 0.6364 (0.6550) loss_giou_aux_1: 0.6087 (0.6288) loss_giou_aux_2: 0.6075 (0.6237) loss_giou_aux_3: 0.6066 (0.6230) loss_giou_aux_4: 0.6062 (0.6230) loss_giou_dn_0: 0.6600 (0.6734) loss_giou_dn_1: 0.5475 (0.5587) loss_giou_dn_2: 0.5339 (0.5404) loss_giou_dn_3: 0.5297 (0.5363) loss_giou_dn_4: 0.5286 (0.5357) loss_giou_dn_5: 0.5288 (0.5357) loss_giou_dn_pre: 0.6572 (0.6716) loss_giou_enc_0: 0.7165 (0.7432) loss_giou_pre: 0.6332 (0.6528) loss_ddf_aux_0: 0.0771 (0.0822) loss_ddf_aux_1: 0.0097 (0.0102) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2585 (0.2719) loss_ddf_dn_1: 0.0321 (0.0344) loss_ddf_dn_2: 0.0055 (0.0059) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7189 (0.7365) loss_vfl_aux_0: 0.8049 (0.8233) loss_vfl_aux_1: 0.8012 (0.8025) loss_vfl_aux_2: 0.7657 (0.7765) loss_vfl_aux_3: 0.7319 (0.7483) loss_vfl_aux_4: 0.7222 (0.7371) loss_vfl_dn_0: 0.5072 (0.5085) loss_vfl_dn_1: 0.4698 (0.4712) loss_vfl_dn_2: 0.4550 (0.4566) loss_vfl_dn_3: 0.4452 (0.4449) loss_vfl_dn_4: 0.4363 (0.4409) loss_vfl_dn_5: 0.4375 (0.4404) loss_vfl_dn_pre: 0.5074 (0.5094) loss_vfl_enc_0: 0.7983 (0.8090) loss_vfl_pre: 0.8044 (0.8263) time: 0.7337 data: 0.0262 max mem: 9104 Epoch: [7] [3600/3696] eta: 0:01:11 lr: 0.000013 loss: 34.5571 (34.7341) loss_bbox: 0.2045 (0.2165) loss_bbox_aux_0: 0.2199 (0.2354) loss_bbox_aux_1: 0.2064 (0.2201) loss_bbox_aux_2: 0.2052 (0.2171) loss_bbox_aux_3: 0.2044 (0.2166) loss_bbox_aux_4: 0.2044 (0.2165) loss_bbox_dn_0: 0.2903 (0.3115) loss_bbox_dn_1: 0.2228 (0.2408) loss_bbox_dn_2: 0.2158 (0.2296) loss_bbox_dn_3: 0.2122 (0.2267) loss_bbox_dn_4: 0.2107 (0.2263) loss_bbox_dn_5: 0.2104 (0.2262) loss_bbox_dn_pre: 0.2928 (0.3159) loss_bbox_enc_0: 0.2735 (0.2872) loss_bbox_pre: 0.2209 (0.2357) loss_dfl: 0.9691 (0.9679) loss_fgl_aux_0: 1.0170 (1.0147) loss_fgl_aux_1: 0.9724 (0.9726) loss_fgl_aux_2: 0.9691 (0.9681) loss_fgl_aux_3: 0.9687 (0.9680) loss_fgl_aux_4: 0.9692 (0.9679) loss_fgl_dn_0: 1.1051 (1.1042) loss_fgl_dn_1: 1.0039 (1.0040) loss_fgl_dn_2: 0.9950 (0.9944) loss_fgl_dn_3: 0.9950 (0.9952) loss_fgl_dn_4: 0.9952 (0.9954) loss_fgl_dn_5: 0.9951 (0.9954) loss_giou: 0.6116 (0.6232) loss_giou_aux_0: 0.6492 (0.6551) loss_giou_aux_1: 0.6193 (0.6290) loss_giou_aux_2: 0.6123 (0.6238) loss_giou_aux_3: 0.6114 (0.6232) loss_giou_aux_4: 0.6113 (0.6232) loss_giou_dn_0: 0.6577 (0.6735) loss_giou_dn_1: 0.5402 (0.5587) loss_giou_dn_2: 0.5273 (0.5404) loss_giou_dn_3: 0.5280 (0.5363) loss_giou_dn_4: 0.5277 (0.5358) loss_giou_dn_5: 0.5277 (0.5357) loss_giou_dn_pre: 0.6542 (0.6717) loss_giou_enc_0: 0.7364 (0.7433) loss_giou_pre: 0.6475 (0.6530) loss_ddf_aux_0: 0.0757 (0.0822) loss_ddf_aux_1: 0.0094 (0.0101) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2614 (0.2719) loss_ddf_dn_1: 0.0331 (0.0344) loss_ddf_dn_2: 0.0055 (0.0059) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7201 (0.7366) loss_vfl_aux_0: 0.7732 (0.8232) loss_vfl_aux_1: 0.7654 (0.8024) loss_vfl_aux_2: 0.7598 (0.7765) loss_vfl_aux_3: 0.7260 (0.7483) loss_vfl_aux_4: 0.7220 (0.7371) loss_vfl_dn_0: 0.5092 (0.5084) loss_vfl_dn_1: 0.4694 (0.4712) loss_vfl_dn_2: 0.4531 (0.4566) loss_vfl_dn_3: 0.4452 (0.4449) loss_vfl_dn_4: 0.4388 (0.4409) loss_vfl_dn_5: 0.4380 (0.4404) loss_vfl_dn_pre: 0.5096 (0.5094) loss_vfl_enc_0: 0.7837 (0.8091) loss_vfl_pre: 0.7755 (0.8262) time: 0.7329 data: 0.0282 max mem: 9104 Epoch: [7] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 34.8183 (34.7334) loss_bbox: 0.2104 (0.2164) loss_bbox_aux_0: 0.2391 (0.2353) loss_bbox_aux_1: 0.2172 (0.2200) loss_bbox_aux_2: 0.2119 (0.2170) loss_bbox_aux_3: 0.2102 (0.2165) loss_bbox_aux_4: 0.2102 (0.2164) loss_bbox_dn_0: 0.3097 (0.3113) loss_bbox_dn_1: 0.2470 (0.2406) loss_bbox_dn_2: 0.2354 (0.2294) loss_bbox_dn_3: 0.2321 (0.2265) loss_bbox_dn_4: 0.2297 (0.2261) loss_bbox_dn_5: 0.2296 (0.2260) loss_bbox_dn_pre: 0.3139 (0.3157) loss_bbox_enc_0: 0.2850 (0.2870) loss_bbox_pre: 0.2391 (0.2355) loss_dfl: 0.9679 (0.9679) loss_fgl_aux_0: 1.0174 (1.0147) loss_fgl_aux_1: 0.9759 (0.9726) loss_fgl_aux_2: 0.9692 (0.9681) loss_fgl_aux_3: 0.9692 (0.9680) loss_fgl_aux_4: 0.9682 (0.9680) loss_fgl_dn_0: 1.0990 (1.1042) loss_fgl_dn_1: 1.0061 (1.0041) loss_fgl_dn_2: 0.9972 (0.9945) loss_fgl_dn_3: 0.9974 (0.9952) loss_fgl_dn_4: 0.9975 (0.9955) loss_fgl_dn_5: 0.9977 (0.9955) loss_giou: 0.6208 (0.6235) loss_giou_aux_0: 0.6475 (0.6554) loss_giou_aux_1: 0.6271 (0.6293) loss_giou_aux_2: 0.6206 (0.6242) loss_giou_aux_3: 0.6195 (0.6235) loss_giou_aux_4: 0.6203 (0.6235) loss_giou_dn_0: 0.6686 (0.6736) loss_giou_dn_1: 0.5544 (0.5588) loss_giou_dn_2: 0.5329 (0.5405) loss_giou_dn_3: 0.5250 (0.5364) loss_giou_dn_4: 0.5247 (0.5359) loss_giou_dn_5: 0.5248 (0.5358) loss_giou_dn_pre: 0.6692 (0.6718) loss_giou_enc_0: 0.7372 (0.7436) loss_giou_pre: 0.6449 (0.6532) loss_ddf_aux_0: 0.0816 (0.0820) loss_ddf_aux_1: 0.0092 (0.0101) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2734 (0.2719) loss_ddf_dn_1: 0.0358 (0.0345) loss_ddf_dn_2: 0.0070 (0.0059) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7224 (0.7364) loss_vfl_aux_0: 0.8141 (0.8230) loss_vfl_aux_1: 0.8021 (0.8023) loss_vfl_aux_2: 0.7704 (0.7764) loss_vfl_aux_3: 0.7310 (0.7482) loss_vfl_aux_4: 0.7300 (0.7370) loss_vfl_dn_0: 0.5076 (0.5084) loss_vfl_dn_1: 0.4740 (0.4711) loss_vfl_dn_2: 0.4628 (0.4566) loss_vfl_dn_3: 0.4492 (0.4449) loss_vfl_dn_4: 0.4451 (0.4409) loss_vfl_dn_5: 0.4426 (0.4404) loss_vfl_dn_pre: 0.5093 (0.5093) loss_vfl_enc_0: 0.7939 (0.8088) loss_vfl_pre: 0.8134 (0.8260) time: 0.7334 data: 0.0287 max mem: 9104 Epoch: [7] Total time: 0:46:07 (0.7489 s / it) Averaged stats: lr: 0.000013 loss: 34.8183 (34.7334) loss_bbox: 0.2104 (0.2164) loss_bbox_aux_0: 0.2391 (0.2353) loss_bbox_aux_1: 0.2172 (0.2200) loss_bbox_aux_2: 0.2119 (0.2170) loss_bbox_aux_3: 0.2102 (0.2165) loss_bbox_aux_4: 0.2102 (0.2164) loss_bbox_dn_0: 0.3097 (0.3113) loss_bbox_dn_1: 0.2470 (0.2406) loss_bbox_dn_2: 0.2354 (0.2294) loss_bbox_dn_3: 0.2321 (0.2265) loss_bbox_dn_4: 0.2297 (0.2261) loss_bbox_dn_5: 0.2296 (0.2260) loss_bbox_dn_pre: 0.3139 (0.3157) loss_bbox_enc_0: 0.2850 (0.2870) loss_bbox_pre: 0.2391 (0.2355) loss_dfl: 0.9679 (0.9679) loss_fgl_aux_0: 1.0174 (1.0147) loss_fgl_aux_1: 0.9759 (0.9726) loss_fgl_aux_2: 0.9692 (0.9681) loss_fgl_aux_3: 0.9692 (0.9680) loss_fgl_aux_4: 0.9682 (0.9680) loss_fgl_dn_0: 1.0990 (1.1042) loss_fgl_dn_1: 1.0061 (1.0041) loss_fgl_dn_2: 0.9972 (0.9945) loss_fgl_dn_3: 0.9974 (0.9952) loss_fgl_dn_4: 0.9975 (0.9955) loss_fgl_dn_5: 0.9977 (0.9955) loss_giou: 0.6208 (0.6235) loss_giou_aux_0: 0.6475 (0.6554) loss_giou_aux_1: 0.6271 (0.6293) loss_giou_aux_2: 0.6206 (0.6242) loss_giou_aux_3: 0.6195 (0.6235) loss_giou_aux_4: 0.6203 (0.6235) loss_giou_dn_0: 0.6686 (0.6736) loss_giou_dn_1: 0.5544 (0.5588) loss_giou_dn_2: 0.5329 (0.5405) loss_giou_dn_3: 0.5250 (0.5364) loss_giou_dn_4: 0.5247 (0.5359) loss_giou_dn_5: 0.5248 (0.5358) loss_giou_dn_pre: 0.6692 (0.6718) loss_giou_enc_0: 0.7372 (0.7436) loss_giou_pre: 0.6449 (0.6532) loss_ddf_aux_0: 0.0816 (0.0820) loss_ddf_aux_1: 0.0092 (0.0101) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2734 (0.2719) loss_ddf_dn_1: 0.0358 (0.0345) loss_ddf_dn_2: 0.0070 (0.0059) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7224 (0.7364) loss_vfl_aux_0: 0.8141 (0.8230) loss_vfl_aux_1: 0.8021 (0.8023) loss_vfl_aux_2: 0.7704 (0.7764) loss_vfl_aux_3: 0.7310 (0.7482) loss_vfl_aux_4: 0.7300 (0.7370) loss_vfl_dn_0: 0.5076 (0.5084) loss_vfl_dn_1: 0.4740 (0.4711) loss_vfl_dn_2: 0.4628 (0.4566) loss_vfl_dn_3: 0.4492 (0.4449) loss_vfl_dn_4: 0.4451 (0.4409) loss_vfl_dn_5: 0.4426 (0.4404) loss_vfl_dn_pre: 0.5093 (0.5093) loss_vfl_enc_0: 0.7939 (0.8088) loss_vfl_pre: 0.8134 (0.8260) Test: [ 0/79] eta: 0:03:08 time: 2.3845 data: 1.8405 max mem: 9104 Test: [10/79] eta: 0:00:50 time: 0.7259 data: 0.2095 max mem: 9104 Test: [20/79] eta: 0:00:39 time: 0.5750 data: 0.0571 max mem: 9104 Test: [30/79] eta: 0:00:32 time: 0.6141 data: 0.0662 max mem: 9104 Test: [40/79] eta: 0:00:27 time: 0.7720 data: 0.0627 max mem: 9104 Test: [50/79] eta: 0:00:20 time: 0.7600 data: 0.0642 max mem: 9104 Test: [60/79] eta: 0:00:12 time: 0.6110 data: 0.0667 max mem: 9104 Test: [70/79] eta: 0:00:06 time: 0.7112 data: 0.0671 max mem: 9104 Test: [78/79] eta: 0:00:00 time: 0.6691 data: 0.0641 max mem: 9104 Test: Total time: 0:00:54 (0.6838 s / it) Averaged stats: Accumulating evaluation results... DONE (t=27.63s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.474 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.643 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.516 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.276 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.522 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.659 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.368 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.613 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.683 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.473 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.739 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.873 best_stat: {'epoch': 7, 'coco_eval_bbox': 0.47423013791037794} Epoch: [8] [ 0/3696] eta: 2:31:33 lr: 0.000013 loss: 33.1340 (33.1340) loss_bbox: 0.1781 (0.1781) loss_bbox_aux_0: 0.1988 (0.1988) loss_bbox_aux_1: 0.1806 (0.1806) loss_bbox_aux_2: 0.1769 (0.1769) loss_bbox_aux_3: 0.1779 (0.1779) loss_bbox_aux_4: 0.1781 (0.1781) loss_bbox_dn_0: 0.3167 (0.3167) loss_bbox_dn_1: 0.2356 (0.2356) loss_bbox_dn_2: 0.2240 (0.2240) loss_bbox_dn_3: 0.2235 (0.2235) loss_bbox_dn_4: 0.2237 (0.2237) loss_bbox_dn_5: 0.2235 (0.2235) loss_bbox_dn_pre: 0.3137 (0.3137) loss_bbox_enc_0: 0.2567 (0.2567) loss_bbox_pre: 0.1983 (0.1983) loss_dfl: 0.9271 (0.9271) loss_fgl_aux_0: 0.9910 (0.9910) loss_fgl_aux_1: 0.9373 (0.9373) loss_fgl_aux_2: 0.9279 (0.9279) loss_fgl_aux_3: 0.9279 (0.9279) loss_fgl_aux_4: 0.9273 (0.9273) loss_fgl_dn_0: 1.0799 (1.0799) loss_fgl_dn_1: 0.9600 (0.9600) loss_fgl_dn_2: 0.9438 (0.9438) loss_fgl_dn_3: 0.9430 (0.9430) loss_fgl_dn_4: 0.9434 (0.9434) loss_fgl_dn_5: 0.9434 (0.9434) loss_giou: 0.5712 (0.5712) loss_giou_aux_0: 0.5870 (0.5870) loss_giou_aux_1: 0.5740 (0.5740) loss_giou_aux_2: 0.5701 (0.5701) loss_giou_aux_3: 0.5698 (0.5698) loss_giou_aux_4: 0.5707 (0.5707) loss_giou_dn_0: 0.6595 (0.6595) loss_giou_dn_1: 0.5308 (0.5308) loss_giou_dn_2: 0.5105 (0.5105) loss_giou_dn_3: 0.5085 (0.5085) loss_giou_dn_4: 0.5081 (0.5081) loss_giou_dn_5: 0.5080 (0.5080) loss_giou_dn_pre: 0.6561 (0.6561) loss_giou_enc_0: 0.6756 (0.6756) loss_giou_pre: 0.5881 (0.5881) loss_ddf_aux_0: 0.0796 (0.0796) loss_ddf_aux_1: 0.0090 (0.0090) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2777 (0.2777) loss_ddf_dn_1: 0.0323 (0.0323) loss_ddf_dn_2: 0.0052 (0.0052) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7045 (0.7045) loss_vfl_aux_0: 0.8182 (0.8182) loss_vfl_aux_1: 0.7977 (0.7977) loss_vfl_aux_2: 0.7560 (0.7560) loss_vfl_aux_3: 0.7059 (0.7059) loss_vfl_aux_4: 0.7129 (0.7129) loss_vfl_dn_0: 0.5106 (0.5106) loss_vfl_dn_1: 0.4805 (0.4805) loss_vfl_dn_2: 0.4663 (0.4663) loss_vfl_dn_3: 0.4536 (0.4536) loss_vfl_dn_4: 0.4461 (0.4461) loss_vfl_dn_5: 0.4450 (0.4450) loss_vfl_dn_pre: 0.5116 (0.5116) loss_vfl_enc_0: 0.7504 (0.7504) loss_vfl_pre: 0.8219 (0.8219) time: 2.4603 data: 1.8198 max mem: 9104 Epoch: [8] [ 100/3696] eta: 0:45:18 lr: 0.000013 loss: 34.6894 (34.3517) loss_bbox: 0.2094 (0.2082) loss_bbox_aux_0: 0.2277 (0.2262) loss_bbox_aux_1: 0.2131 (0.2117) loss_bbox_aux_2: 0.2106 (0.2089) loss_bbox_aux_3: 0.2098 (0.2083) loss_bbox_aux_4: 0.2097 (0.2083) loss_bbox_dn_0: 0.2816 (0.3032) loss_bbox_dn_1: 0.2305 (0.2342) loss_bbox_dn_2: 0.2225 (0.2237) loss_bbox_dn_3: 0.2213 (0.2206) loss_bbox_dn_4: 0.2210 (0.2204) loss_bbox_dn_5: 0.2213 (0.2204) loss_bbox_dn_pre: 0.2869 (0.3073) loss_bbox_enc_0: 0.2695 (0.2770) loss_bbox_pre: 0.2284 (0.2265) loss_dfl: 0.9745 (0.9690) loss_fgl_aux_0: 1.0159 (1.0181) loss_fgl_aux_1: 0.9784 (0.9742) loss_fgl_aux_2: 0.9748 (0.9692) loss_fgl_aux_3: 0.9744 (0.9690) loss_fgl_aux_4: 0.9745 (0.9690) loss_fgl_dn_0: 1.1001 (1.1047) loss_fgl_dn_1: 1.0085 (1.0016) loss_fgl_dn_2: 0.9971 (0.9914) loss_fgl_dn_3: 0.9982 (0.9921) loss_fgl_dn_4: 0.9979 (0.9923) loss_fgl_dn_5: 0.9978 (0.9923) loss_giou: 0.6218 (0.6019) loss_giou_aux_0: 0.6469 (0.6331) loss_giou_aux_1: 0.6306 (0.6075) loss_giou_aux_2: 0.6240 (0.6026) loss_giou_aux_3: 0.6218 (0.6019) loss_giou_aux_4: 0.6218 (0.6019) loss_giou_dn_0: 0.6636 (0.6579) loss_giou_dn_1: 0.5516 (0.5433) loss_giou_dn_2: 0.5328 (0.5266) loss_giou_dn_3: 0.5285 (0.5224) loss_giou_dn_4: 0.5282 (0.5219) loss_giou_dn_5: 0.5285 (0.5219) loss_giou_dn_pre: 0.6627 (0.6562) loss_giou_enc_0: 0.7365 (0.7228) loss_giou_pre: 0.6477 (0.6314) loss_ddf_aux_0: 0.0758 (0.0799) loss_ddf_aux_1: 0.0091 (0.0097) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2669 (0.2718) loss_ddf_dn_1: 0.0316 (0.0338) loss_ddf_dn_2: 0.0057 (0.0063) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7329 (0.7394) loss_vfl_aux_0: 0.7922 (0.8264) loss_vfl_aux_1: 0.7766 (0.8066) loss_vfl_aux_2: 0.7454 (0.7770) loss_vfl_aux_3: 0.7319 (0.7518) loss_vfl_aux_4: 0.7429 (0.7417) loss_vfl_dn_0: 0.5103 (0.5095) loss_vfl_dn_1: 0.4690 (0.4704) loss_vfl_dn_2: 0.4544 (0.4547) loss_vfl_dn_3: 0.4417 (0.4427) loss_vfl_dn_4: 0.4387 (0.4384) loss_vfl_dn_5: 0.4371 (0.4378) loss_vfl_dn_pre: 0.5109 (0.5106) loss_vfl_enc_0: 0.7932 (0.8106) loss_vfl_pre: 0.7968 (0.8290) time: 0.7466 data: 0.0243 max mem: 9104 Epoch: [8] [ 200/3696] eta: 0:43:21 lr: 0.000013 loss: 34.5238 (34.5736) loss_bbox: 0.2029 (0.2109) loss_bbox_aux_0: 0.2228 (0.2294) loss_bbox_aux_1: 0.2067 (0.2145) loss_bbox_aux_2: 0.2052 (0.2116) loss_bbox_aux_3: 0.2027 (0.2110) loss_bbox_aux_4: 0.2027 (0.2109) loss_bbox_dn_0: 0.2874 (0.3054) loss_bbox_dn_1: 0.2201 (0.2359) loss_bbox_dn_2: 0.2107 (0.2251) loss_bbox_dn_3: 0.2094 (0.2219) loss_bbox_dn_4: 0.2093 (0.2216) loss_bbox_dn_5: 0.2093 (0.2215) loss_bbox_dn_pre: 0.2927 (0.3096) loss_bbox_enc_0: 0.2768 (0.2805) loss_bbox_pre: 0.2243 (0.2297) loss_dfl: 0.9711 (0.9672) loss_fgl_aux_0: 1.0199 (1.0146) loss_fgl_aux_1: 0.9756 (0.9719) loss_fgl_aux_2: 0.9713 (0.9674) loss_fgl_aux_3: 0.9711 (0.9673) loss_fgl_aux_4: 0.9713 (0.9672) loss_fgl_dn_0: 1.1007 (1.1024) loss_fgl_dn_1: 1.0103 (1.0026) loss_fgl_dn_2: 1.0032 (0.9932) loss_fgl_dn_3: 1.0047 (0.9940) loss_fgl_dn_4: 1.0049 (0.9942) loss_fgl_dn_5: 1.0049 (0.9942) loss_giou: 0.6268 (0.6211) loss_giou_aux_0: 0.6513 (0.6523) loss_giou_aux_1: 0.6281 (0.6270) loss_giou_aux_2: 0.6256 (0.6219) loss_giou_aux_3: 0.6263 (0.6211) loss_giou_aux_4: 0.6263 (0.6211) loss_giou_dn_0: 0.6746 (0.6716) loss_giou_dn_1: 0.5590 (0.5572) loss_giou_dn_2: 0.5363 (0.5397) loss_giou_dn_3: 0.5319 (0.5354) loss_giou_dn_4: 0.5320 (0.5348) loss_giou_dn_5: 0.5324 (0.5348) loss_giou_dn_pre: 0.6698 (0.6699) loss_giou_enc_0: 0.7440 (0.7410) loss_giou_pre: 0.6516 (0.6505) loss_ddf_aux_0: 0.0848 (0.0811) loss_ddf_aux_1: 0.0094 (0.0098) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2668 (0.2694) loss_ddf_dn_1: 0.0324 (0.0334) loss_ddf_dn_2: 0.0061 (0.0061) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7217 (0.7346) loss_vfl_aux_0: 0.8264 (0.8195) loss_vfl_aux_1: 0.7910 (0.7989) loss_vfl_aux_2: 0.7654 (0.7711) loss_vfl_aux_3: 0.7374 (0.7467) loss_vfl_aux_4: 0.7401 (0.7359) loss_vfl_dn_0: 0.5076 (0.5074) loss_vfl_dn_1: 0.4664 (0.4699) loss_vfl_dn_2: 0.4524 (0.4548) loss_vfl_dn_3: 0.4396 (0.4431) loss_vfl_dn_4: 0.4362 (0.4391) loss_vfl_dn_5: 0.4337 (0.4383) loss_vfl_dn_pre: 0.5078 (0.5084) loss_vfl_enc_0: 0.8077 (0.8058) loss_vfl_pre: 0.8257 (0.8226) time: 0.7073 data: 0.0235 max mem: 9104 Epoch: [8] [ 300/3696] eta: 0:41:58 lr: 0.000013 loss: 33.9922 (34.5028) loss_bbox: 0.1982 (0.2090) loss_bbox_aux_0: 0.2194 (0.2276) loss_bbox_aux_1: 0.2029 (0.2125) loss_bbox_aux_2: 0.1993 (0.2096) loss_bbox_aux_3: 0.1983 (0.2090) loss_bbox_aux_4: 0.1984 (0.2090) loss_bbox_dn_0: 0.2821 (0.3053) loss_bbox_dn_1: 0.2109 (0.2353) loss_bbox_dn_2: 0.1986 (0.2244) loss_bbox_dn_3: 0.1973 (0.2213) loss_bbox_dn_4: 0.1975 (0.2209) loss_bbox_dn_5: 0.1977 (0.2208) loss_bbox_dn_pre: 0.2810 (0.3097) loss_bbox_enc_0: 0.2710 (0.2787) loss_bbox_pre: 0.2188 (0.2278) loss_dfl: 0.9551 (0.9685) loss_fgl_aux_0: 1.0204 (1.0160) loss_fgl_aux_1: 0.9629 (0.9731) loss_fgl_aux_2: 0.9556 (0.9686) loss_fgl_aux_3: 0.9548 (0.9685) loss_fgl_aux_4: 0.9550 (0.9685) loss_fgl_dn_0: 1.1092 (1.1033) loss_fgl_dn_1: 0.9922 (1.0028) loss_fgl_dn_2: 0.9840 (0.9934) loss_fgl_dn_3: 0.9839 (0.9942) loss_fgl_dn_4: 0.9845 (0.9944) loss_fgl_dn_5: 0.9847 (0.9944) loss_giou: 0.5753 (0.6169) loss_giou_aux_0: 0.6154 (0.6482) loss_giou_aux_1: 0.5869 (0.6227) loss_giou_aux_2: 0.5775 (0.6176) loss_giou_aux_3: 0.5748 (0.6170) loss_giou_aux_4: 0.5750 (0.6170) loss_giou_dn_0: 0.6278 (0.6671) loss_giou_dn_1: 0.5226 (0.5534) loss_giou_dn_2: 0.5045 (0.5358) loss_giou_dn_3: 0.5024 (0.5315) loss_giou_dn_4: 0.5017 (0.5310) loss_giou_dn_5: 0.5016 (0.5310) loss_giou_dn_pre: 0.6248 (0.6655) loss_giou_enc_0: 0.6982 (0.7364) loss_giou_pre: 0.6140 (0.6463) loss_ddf_aux_0: 0.0779 (0.0807) loss_ddf_aux_1: 0.0096 (0.0097) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2819 (0.2695) loss_ddf_dn_1: 0.0366 (0.0335) loss_ddf_dn_2: 0.0068 (0.0061) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7326 (0.7339) loss_vfl_aux_0: 0.8212 (0.8212) loss_vfl_aux_1: 0.7960 (0.7980) loss_vfl_aux_2: 0.7767 (0.7706) loss_vfl_aux_3: 0.7432 (0.7457) loss_vfl_aux_4: 0.7380 (0.7354) loss_vfl_dn_0: 0.5049 (0.5078) loss_vfl_dn_1: 0.4643 (0.4691) loss_vfl_dn_2: 0.4474 (0.4541) loss_vfl_dn_3: 0.4346 (0.4426) loss_vfl_dn_4: 0.4304 (0.4386) loss_vfl_dn_5: 0.4311 (0.4379) loss_vfl_dn_pre: 0.5060 (0.5087) loss_vfl_enc_0: 0.8044 (0.8087) loss_vfl_pre: 0.8302 (0.8239) time: 0.7486 data: 0.0301 max mem: 9104 Epoch: [8] [ 400/3696] eta: 0:40:38 lr: 0.000013 loss: 34.5867 (34.5015) loss_bbox: 0.2080 (0.2093) loss_bbox_aux_0: 0.2236 (0.2276) loss_bbox_aux_1: 0.2126 (0.2127) loss_bbox_aux_2: 0.2089 (0.2099) loss_bbox_aux_3: 0.2077 (0.2093) loss_bbox_aux_4: 0.2080 (0.2093) loss_bbox_dn_0: 0.2950 (0.3040) loss_bbox_dn_1: 0.2382 (0.2349) loss_bbox_dn_2: 0.2257 (0.2241) loss_bbox_dn_3: 0.2261 (0.2212) loss_bbox_dn_4: 0.2261 (0.2207) loss_bbox_dn_5: 0.2266 (0.2207) loss_bbox_dn_pre: 0.2994 (0.3084) loss_bbox_enc_0: 0.2712 (0.2786) loss_bbox_pre: 0.2231 (0.2279) loss_dfl: 0.9707 (0.9683) loss_fgl_aux_0: 1.0194 (1.0150) loss_fgl_aux_1: 0.9773 (0.9727) loss_fgl_aux_2: 0.9707 (0.9684) loss_fgl_aux_3: 0.9709 (0.9683) loss_fgl_aux_4: 0.9705 (0.9683) loss_fgl_dn_0: 1.1096 (1.1031) loss_fgl_dn_1: 1.0133 (1.0031) loss_fgl_dn_2: 1.0029 (0.9939) loss_fgl_dn_3: 1.0032 (0.9947) loss_fgl_dn_4: 1.0033 (0.9948) loss_fgl_dn_5: 1.0033 (0.9949) loss_giou: 0.5985 (0.6182) loss_giou_aux_0: 0.6261 (0.6494) loss_giou_aux_1: 0.6038 (0.6239) loss_giou_aux_2: 0.6002 (0.6189) loss_giou_aux_3: 0.5977 (0.6182) loss_giou_aux_4: 0.5980 (0.6182) loss_giou_dn_0: 0.6742 (0.6676) loss_giou_dn_1: 0.5575 (0.5549) loss_giou_dn_2: 0.5365 (0.5373) loss_giou_dn_3: 0.5351 (0.5331) loss_giou_dn_4: 0.5341 (0.5326) loss_giou_dn_5: 0.5339 (0.5325) loss_giou_dn_pre: 0.6726 (0.6658) loss_giou_enc_0: 0.7158 (0.7377) loss_giou_pre: 0.6228 (0.6474) loss_ddf_aux_0: 0.0787 (0.0803) loss_ddf_aux_1: 0.0090 (0.0097) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2522 (0.2682) loss_ddf_dn_1: 0.0310 (0.0333) loss_ddf_dn_2: 0.0055 (0.0061) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6932 (0.7333) loss_vfl_aux_0: 0.7838 (0.8186) loss_vfl_aux_1: 0.7731 (0.7962) loss_vfl_aux_2: 0.7371 (0.7704) loss_vfl_aux_3: 0.7081 (0.7444) loss_vfl_aux_4: 0.6978 (0.7347) loss_vfl_dn_0: 0.5024 (0.5074) loss_vfl_dn_1: 0.4681 (0.4685) loss_vfl_dn_2: 0.4559 (0.4538) loss_vfl_dn_3: 0.4412 (0.4422) loss_vfl_dn_4: 0.4380 (0.4383) loss_vfl_dn_5: 0.4362 (0.4376) loss_vfl_dn_pre: 0.5037 (0.5084) loss_vfl_enc_0: 0.7798 (0.8063) loss_vfl_pre: 0.7895 (0.8215) time: 0.7395 data: 0.0297 max mem: 9104 Epoch: [8] [ 500/3696] eta: 0:39:27 lr: 0.000013 loss: 34.1896 (34.5035) loss_bbox: 0.2008 (0.2091) loss_bbox_aux_0: 0.2191 (0.2273) loss_bbox_aux_1: 0.2049 (0.2125) loss_bbox_aux_2: 0.2010 (0.2097) loss_bbox_aux_3: 0.2008 (0.2092) loss_bbox_aux_4: 0.2008 (0.2092) loss_bbox_dn_0: 0.2970 (0.3034) loss_bbox_dn_1: 0.2317 (0.2342) loss_bbox_dn_2: 0.2197 (0.2234) loss_bbox_dn_3: 0.2175 (0.2205) loss_bbox_dn_4: 0.2171 (0.2201) loss_bbox_dn_5: 0.2172 (0.2201) loss_bbox_dn_pre: 0.3016 (0.3077) loss_bbox_enc_0: 0.2662 (0.2780) loss_bbox_pre: 0.2194 (0.2275) loss_dfl: 0.9681 (0.9689) loss_fgl_aux_0: 1.0173 (1.0153) loss_fgl_aux_1: 0.9713 (0.9734) loss_fgl_aux_2: 0.9665 (0.9690) loss_fgl_aux_3: 0.9680 (0.9689) loss_fgl_aux_4: 0.9681 (0.9689) loss_fgl_dn_0: 1.1050 (1.1032) loss_fgl_dn_1: 0.9997 (1.0034) loss_fgl_dn_2: 0.9905 (0.9941) loss_fgl_dn_3: 0.9906 (0.9949) loss_fgl_dn_4: 0.9908 (0.9951) loss_fgl_dn_5: 0.9908 (0.9951) loss_giou: 0.6155 (0.6178) loss_giou_aux_0: 0.6551 (0.6491) loss_giou_aux_1: 0.6222 (0.6235) loss_giou_aux_2: 0.6162 (0.6185) loss_giou_aux_3: 0.6155 (0.6179) loss_giou_aux_4: 0.6153 (0.6178) loss_giou_dn_0: 0.6719 (0.6682) loss_giou_dn_1: 0.5645 (0.5555) loss_giou_dn_2: 0.5431 (0.5377) loss_giou_dn_3: 0.5394 (0.5336) loss_giou_dn_4: 0.5393 (0.5331) loss_giou_dn_5: 0.5390 (0.5330) loss_giou_dn_pre: 0.6698 (0.6665) loss_giou_enc_0: 0.7352 (0.7371) loss_giou_pre: 0.6529 (0.6471) loss_ddf_aux_0: 0.0718 (0.0801) loss_ddf_aux_1: 0.0096 (0.0096) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2702 (0.2687) loss_ddf_dn_1: 0.0355 (0.0334) loss_ddf_dn_2: 0.0058 (0.0060) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7173 (0.7340) loss_vfl_aux_0: 0.7899 (0.8173) loss_vfl_aux_1: 0.7605 (0.7955) loss_vfl_aux_2: 0.7480 (0.7711) loss_vfl_aux_3: 0.7161 (0.7453) loss_vfl_aux_4: 0.7164 (0.7350) loss_vfl_dn_0: 0.5116 (0.5078) loss_vfl_dn_1: 0.4653 (0.4689) loss_vfl_dn_2: 0.4526 (0.4544) loss_vfl_dn_3: 0.4398 (0.4427) loss_vfl_dn_4: 0.4355 (0.4389) loss_vfl_dn_5: 0.4341 (0.4383) loss_vfl_dn_pre: 0.5120 (0.5087) loss_vfl_enc_0: 0.7850 (0.8064) loss_vfl_pre: 0.7981 (0.8200) time: 0.7469 data: 0.0287 max mem: 9104 Epoch: [8] [ 600/3696] eta: 0:38:09 lr: 0.000013 loss: 34.1961 (34.5051) loss_bbox: 0.2032 (0.2103) loss_bbox_aux_0: 0.2211 (0.2283) loss_bbox_aux_1: 0.2105 (0.2136) loss_bbox_aux_2: 0.2046 (0.2108) loss_bbox_aux_3: 0.2032 (0.2103) loss_bbox_aux_4: 0.2032 (0.2103) loss_bbox_dn_0: 0.2996 (0.3051) loss_bbox_dn_1: 0.2316 (0.2357) loss_bbox_dn_2: 0.2178 (0.2248) loss_bbox_dn_3: 0.2159 (0.2219) loss_bbox_dn_4: 0.2152 (0.2215) loss_bbox_dn_5: 0.2150 (0.2215) loss_bbox_dn_pre: 0.3066 (0.3096) loss_bbox_enc_0: 0.2585 (0.2790) loss_bbox_pre: 0.2210 (0.2285) loss_dfl: 0.9702 (0.9683) loss_fgl_aux_0: 1.0153 (1.0145) loss_fgl_aux_1: 0.9746 (0.9729) loss_fgl_aux_2: 0.9699 (0.9685) loss_fgl_aux_3: 0.9704 (0.9684) loss_fgl_aux_4: 0.9705 (0.9684) loss_fgl_dn_0: 1.1023 (1.1032) loss_fgl_dn_1: 1.0033 (1.0031) loss_fgl_dn_2: 0.9933 (0.9937) loss_fgl_dn_3: 0.9938 (0.9945) loss_fgl_dn_4: 0.9939 (0.9947) loss_fgl_dn_5: 0.9939 (0.9947) loss_giou: 0.5926 (0.6164) loss_giou_aux_0: 0.6236 (0.6475) loss_giou_aux_1: 0.5932 (0.6221) loss_giou_aux_2: 0.5947 (0.6171) loss_giou_aux_3: 0.5932 (0.6165) loss_giou_aux_4: 0.5927 (0.6164) loss_giou_dn_0: 0.6570 (0.6671) loss_giou_dn_1: 0.5389 (0.5543) loss_giou_dn_2: 0.5198 (0.5364) loss_giou_dn_3: 0.5157 (0.5323) loss_giou_dn_4: 0.5145 (0.5318) loss_giou_dn_5: 0.5144 (0.5317) loss_giou_dn_pre: 0.6538 (0.6654) loss_giou_enc_0: 0.7102 (0.7352) loss_giou_pre: 0.6175 (0.6455) loss_ddf_aux_0: 0.0785 (0.0796) loss_ddf_aux_1: 0.0100 (0.0097) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2667 (0.2692) loss_ddf_dn_1: 0.0373 (0.0337) loss_ddf_dn_2: 0.0063 (0.0060) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7350 (0.7348) loss_vfl_aux_0: 0.8266 (0.8185) loss_vfl_aux_1: 0.8062 (0.7963) loss_vfl_aux_2: 0.7721 (0.7721) loss_vfl_aux_3: 0.7393 (0.7455) loss_vfl_aux_4: 0.7334 (0.7355) loss_vfl_dn_0: 0.5158 (0.5080) loss_vfl_dn_1: 0.4777 (0.4691) loss_vfl_dn_2: 0.4601 (0.4546) loss_vfl_dn_3: 0.4508 (0.4429) loss_vfl_dn_4: 0.4453 (0.4389) loss_vfl_dn_5: 0.4458 (0.4383) loss_vfl_dn_pre: 0.5176 (0.5090) loss_vfl_enc_0: 0.8242 (0.8081) loss_vfl_pre: 0.8186 (0.8213) time: 0.7600 data: 0.0337 max mem: 9104 Epoch: [8] [ 700/3696] eta: 0:36:59 lr: 0.000013 loss: 34.5014 (34.5101) loss_bbox: 0.2048 (0.2102) loss_bbox_aux_0: 0.2207 (0.2280) loss_bbox_aux_1: 0.2081 (0.2135) loss_bbox_aux_2: 0.2053 (0.2107) loss_bbox_aux_3: 0.2049 (0.2102) loss_bbox_aux_4: 0.2050 (0.2102) loss_bbox_dn_0: 0.3125 (0.3048) loss_bbox_dn_1: 0.2323 (0.2356) loss_bbox_dn_2: 0.2225 (0.2248) loss_bbox_dn_3: 0.2159 (0.2219) loss_bbox_dn_4: 0.2161 (0.2215) loss_bbox_dn_5: 0.2162 (0.2214) loss_bbox_dn_pre: 0.3179 (0.3092) loss_bbox_enc_0: 0.2789 (0.2789) loss_bbox_pre: 0.2242 (0.2282) loss_dfl: 0.9756 (0.9693) loss_fgl_aux_0: 1.0235 (1.0152) loss_fgl_aux_1: 0.9824 (0.9739) loss_fgl_aux_2: 0.9748 (0.9695) loss_fgl_aux_3: 0.9755 (0.9694) loss_fgl_aux_4: 0.9756 (0.9693) loss_fgl_dn_0: 1.0954 (1.1032) loss_fgl_dn_1: 0.9975 (1.0030) loss_fgl_dn_2: 0.9925 (0.9937) loss_fgl_dn_3: 0.9923 (0.9945) loss_fgl_dn_4: 0.9926 (0.9947) loss_fgl_dn_5: 0.9927 (0.9948) loss_giou: 0.5987 (0.6157) loss_giou_aux_0: 0.6313 (0.6467) loss_giou_aux_1: 0.5949 (0.6213) loss_giou_aux_2: 0.5974 (0.6164) loss_giou_aux_3: 0.5993 (0.6157) loss_giou_aux_4: 0.5990 (0.6157) loss_giou_dn_0: 0.6749 (0.6675) loss_giou_dn_1: 0.5555 (0.5547) loss_giou_dn_2: 0.5352 (0.5367) loss_giou_dn_3: 0.5292 (0.5325) loss_giou_dn_4: 0.5287 (0.5320) loss_giou_dn_5: 0.5287 (0.5319) loss_giou_dn_pre: 0.6715 (0.6658) loss_giou_enc_0: 0.7349 (0.7340) loss_giou_pre: 0.6297 (0.6447) loss_ddf_aux_0: 0.0776 (0.0790) loss_ddf_aux_1: 0.0091 (0.0096) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2659 (0.2681) loss_ddf_dn_1: 0.0331 (0.0337) loss_ddf_dn_2: 0.0058 (0.0059) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7379 (0.7357) loss_vfl_aux_0: 0.8327 (0.8200) loss_vfl_aux_1: 0.8212 (0.7976) loss_vfl_aux_2: 0.7825 (0.7732) loss_vfl_aux_3: 0.7511 (0.7465) loss_vfl_aux_4: 0.7410 (0.7363) loss_vfl_dn_0: 0.5102 (0.5078) loss_vfl_dn_1: 0.4646 (0.4689) loss_vfl_dn_2: 0.4514 (0.4544) loss_vfl_dn_3: 0.4474 (0.4428) loss_vfl_dn_4: 0.4434 (0.4388) loss_vfl_dn_5: 0.4441 (0.4382) loss_vfl_dn_pre: 0.5098 (0.5088) loss_vfl_enc_0: 0.8270 (0.8086) loss_vfl_pre: 0.8454 (0.8229) time: 0.7054 data: 0.0225 max mem: 9104 Epoch: [8] [ 800/3696] eta: 0:35:52 lr: 0.000013 loss: 34.5002 (34.5098) loss_bbox: 0.2086 (0.2106) loss_bbox_aux_0: 0.2248 (0.2285) loss_bbox_aux_1: 0.2125 (0.2140) loss_bbox_aux_2: 0.2084 (0.2112) loss_bbox_aux_3: 0.2085 (0.2107) loss_bbox_aux_4: 0.2085 (0.2106) loss_bbox_dn_0: 0.3051 (0.3050) loss_bbox_dn_1: 0.2416 (0.2359) loss_bbox_dn_2: 0.2319 (0.2250) loss_bbox_dn_3: 0.2327 (0.2221) loss_bbox_dn_4: 0.2360 (0.2217) loss_bbox_dn_5: 0.2363 (0.2217) loss_bbox_dn_pre: 0.3147 (0.3095) loss_bbox_enc_0: 0.2779 (0.2797) loss_bbox_pre: 0.2252 (0.2288) loss_dfl: 0.9739 (0.9688) loss_fgl_aux_0: 1.0178 (1.0148) loss_fgl_aux_1: 0.9768 (0.9733) loss_fgl_aux_2: 0.9738 (0.9690) loss_fgl_aux_3: 0.9739 (0.9689) loss_fgl_aux_4: 0.9737 (0.9689) loss_fgl_dn_0: 1.1086 (1.1032) loss_fgl_dn_1: 1.0022 (1.0030) loss_fgl_dn_2: 0.9941 (0.9937) loss_fgl_dn_3: 0.9940 (0.9945) loss_fgl_dn_4: 0.9942 (0.9947) loss_fgl_dn_5: 0.9941 (0.9947) loss_giou: 0.6005 (0.6158) loss_giou_aux_0: 0.6315 (0.6468) loss_giou_aux_1: 0.6102 (0.6214) loss_giou_aux_2: 0.6023 (0.6165) loss_giou_aux_3: 0.6004 (0.6158) loss_giou_aux_4: 0.6009 (0.6158) loss_giou_dn_0: 0.6332 (0.6666) loss_giou_dn_1: 0.5225 (0.5541) loss_giou_dn_2: 0.5103 (0.5361) loss_giou_dn_3: 0.5021 (0.5319) loss_giou_dn_4: 0.5025 (0.5314) loss_giou_dn_5: 0.5027 (0.5314) loss_giou_dn_pre: 0.6292 (0.6649) loss_giou_enc_0: 0.7319 (0.7343) loss_giou_pre: 0.6281 (0.6447) loss_ddf_aux_0: 0.0734 (0.0788) loss_ddf_aux_1: 0.0089 (0.0096) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2522 (0.2672) loss_ddf_dn_1: 0.0313 (0.0337) loss_ddf_dn_2: 0.0052 (0.0059) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7228 (0.7356) loss_vfl_aux_0: 0.8077 (0.8199) loss_vfl_aux_1: 0.7980 (0.7980) loss_vfl_aux_2: 0.7677 (0.7737) loss_vfl_aux_3: 0.7407 (0.7466) loss_vfl_aux_4: 0.7252 (0.7362) loss_vfl_dn_0: 0.5064 (0.5081) loss_vfl_dn_1: 0.4656 (0.4690) loss_vfl_dn_2: 0.4531 (0.4547) loss_vfl_dn_3: 0.4462 (0.4430) loss_vfl_dn_4: 0.4399 (0.4390) loss_vfl_dn_5: 0.4388 (0.4384) loss_vfl_dn_pre: 0.5073 (0.5090) loss_vfl_enc_0: 0.7988 (0.8084) loss_vfl_pre: 0.8187 (0.8226) time: 0.7685 data: 0.0296 max mem: 9104 Epoch: [8] [ 900/3696] eta: 0:34:25 lr: 0.000013 loss: 34.0157 (34.5040) loss_bbox: 0.2093 (0.2111) loss_bbox_aux_0: 0.2248 (0.2291) loss_bbox_aux_1: 0.2122 (0.2145) loss_bbox_aux_2: 0.2099 (0.2116) loss_bbox_aux_3: 0.2090 (0.2111) loss_bbox_aux_4: 0.2093 (0.2111) loss_bbox_dn_0: 0.3168 (0.3054) loss_bbox_dn_1: 0.2417 (0.2359) loss_bbox_dn_2: 0.2289 (0.2250) loss_bbox_dn_3: 0.2268 (0.2222) loss_bbox_dn_4: 0.2262 (0.2218) loss_bbox_dn_5: 0.2263 (0.2217) loss_bbox_dn_pre: 0.3219 (0.3099) loss_bbox_enc_0: 0.2860 (0.2805) loss_bbox_pre: 0.2271 (0.2293) loss_dfl: 0.9777 (0.9680) loss_fgl_aux_0: 1.0243 (1.0139) loss_fgl_aux_1: 0.9832 (0.9725) loss_fgl_aux_2: 0.9788 (0.9681) loss_fgl_aux_3: 0.9783 (0.9680) loss_fgl_aux_4: 0.9780 (0.9680) loss_fgl_dn_0: 1.1043 (1.1031) loss_fgl_dn_1: 1.0027 (1.0029) loss_fgl_dn_2: 0.9924 (0.9935) loss_fgl_dn_3: 0.9942 (0.9944) loss_fgl_dn_4: 0.9946 (0.9946) loss_fgl_dn_5: 0.9945 (0.9946) loss_giou: 0.5664 (0.6170) loss_giou_aux_0: 0.5943 (0.6481) loss_giou_aux_1: 0.5709 (0.6227) loss_giou_aux_2: 0.5667 (0.6177) loss_giou_aux_3: 0.5655 (0.6171) loss_giou_aux_4: 0.5662 (0.6170) loss_giou_dn_0: 0.6463 (0.6670) loss_giou_dn_1: 0.5120 (0.5542) loss_giou_dn_2: 0.4971 (0.5362) loss_giou_dn_3: 0.4915 (0.5320) loss_giou_dn_4: 0.4914 (0.5315) loss_giou_dn_5: 0.4915 (0.5315) loss_giou_dn_pre: 0.6467 (0.6653) loss_giou_enc_0: 0.6929 (0.7357) loss_giou_pre: 0.5921 (0.6461) loss_ddf_aux_0: 0.0756 (0.0787) loss_ddf_aux_1: 0.0094 (0.0096) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2682 (0.2671) loss_ddf_dn_1: 0.0352 (0.0337) loss_ddf_dn_2: 0.0062 (0.0059) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7009 (0.7335) loss_vfl_aux_0: 0.8077 (0.8186) loss_vfl_aux_1: 0.7641 (0.7968) loss_vfl_aux_2: 0.7382 (0.7721) loss_vfl_aux_3: 0.7161 (0.7446) loss_vfl_aux_4: 0.6992 (0.7342) loss_vfl_dn_0: 0.4969 (0.5076) loss_vfl_dn_1: 0.4520 (0.4683) loss_vfl_dn_2: 0.4362 (0.4539) loss_vfl_dn_3: 0.4294 (0.4423) loss_vfl_dn_4: 0.4221 (0.4384) loss_vfl_dn_5: 0.4206 (0.4378) loss_vfl_dn_pre: 0.4978 (0.5085) loss_vfl_enc_0: 0.7927 (0.8074) loss_vfl_pre: 0.8097 (0.8214) time: 0.6979 data: 0.0304 max mem: 9104 Epoch: [8] [1000/3696] eta: 0:33:16 lr: 0.000013 loss: 34.6609 (34.5092) loss_bbox: 0.2116 (0.2114) loss_bbox_aux_0: 0.2277 (0.2295) loss_bbox_aux_1: 0.2137 (0.2147) loss_bbox_aux_2: 0.2124 (0.2119) loss_bbox_aux_3: 0.2119 (0.2115) loss_bbox_aux_4: 0.2117 (0.2114) loss_bbox_dn_0: 0.2847 (0.3056) loss_bbox_dn_1: 0.2149 (0.2359) loss_bbox_dn_2: 0.2062 (0.2251) loss_bbox_dn_3: 0.2052 (0.2222) loss_bbox_dn_4: 0.2046 (0.2218) loss_bbox_dn_5: 0.2046 (0.2217) loss_bbox_dn_pre: 0.2879 (0.3101) loss_bbox_enc_0: 0.2761 (0.2809) loss_bbox_pre: 0.2282 (0.2297) loss_dfl: 0.9626 (0.9677) loss_fgl_aux_0: 1.0035 (1.0137) loss_fgl_aux_1: 0.9663 (0.9722) loss_fgl_aux_2: 0.9617 (0.9679) loss_fgl_aux_3: 0.9620 (0.9678) loss_fgl_aux_4: 0.9625 (0.9678) loss_fgl_dn_0: 1.1003 (1.1035) loss_fgl_dn_1: 0.9966 (1.0029) loss_fgl_dn_2: 0.9886 (0.9936) loss_fgl_dn_3: 0.9893 (0.9944) loss_fgl_dn_4: 0.9890 (0.9946) loss_fgl_dn_5: 0.9892 (0.9946) loss_giou: 0.5997 (0.6172) loss_giou_aux_0: 0.6357 (0.6484) loss_giou_aux_1: 0.6064 (0.6228) loss_giou_aux_2: 0.5991 (0.6179) loss_giou_aux_3: 0.5987 (0.6172) loss_giou_aux_4: 0.5992 (0.6172) loss_giou_dn_0: 0.6548 (0.6668) loss_giou_dn_1: 0.5443 (0.5534) loss_giou_dn_2: 0.5258 (0.5355) loss_giou_dn_3: 0.5225 (0.5313) loss_giou_dn_4: 0.5228 (0.5308) loss_giou_dn_5: 0.5226 (0.5308) loss_giou_dn_pre: 0.6543 (0.6651) loss_giou_enc_0: 0.7287 (0.7360) loss_giou_pre: 0.6344 (0.6463) loss_ddf_aux_0: 0.0776 (0.0790) loss_ddf_aux_1: 0.0093 (0.0095) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2730 (0.2685) loss_ddf_dn_1: 0.0327 (0.0337) loss_ddf_dn_2: 0.0056 (0.0059) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7234 (0.7337) loss_vfl_aux_0: 0.8054 (0.8191) loss_vfl_aux_1: 0.7864 (0.7972) loss_vfl_aux_2: 0.7642 (0.7728) loss_vfl_aux_3: 0.7367 (0.7453) loss_vfl_aux_4: 0.7229 (0.7346) loss_vfl_dn_0: 0.5069 (0.5076) loss_vfl_dn_1: 0.4679 (0.4683) loss_vfl_dn_2: 0.4501 (0.4539) loss_vfl_dn_3: 0.4438 (0.4423) loss_vfl_dn_4: 0.4409 (0.4384) loss_vfl_dn_5: 0.4411 (0.4377) loss_vfl_dn_pre: 0.5075 (0.5085) loss_vfl_enc_0: 0.8048 (0.8078) loss_vfl_pre: 0.8097 (0.8219) time: 0.7597 data: 0.0296 max mem: 9104 Epoch: [8] [1100/3696] eta: 0:32:01 lr: 0.000013 loss: 34.9654 (34.5086) loss_bbox: 0.2254 (0.2117) loss_bbox_aux_0: 0.2435 (0.2299) loss_bbox_aux_1: 0.2306 (0.2151) loss_bbox_aux_2: 0.2263 (0.2122) loss_bbox_aux_3: 0.2257 (0.2118) loss_bbox_aux_4: 0.2254 (0.2117) loss_bbox_dn_0: 0.3276 (0.3060) loss_bbox_dn_1: 0.2460 (0.2362) loss_bbox_dn_2: 0.2296 (0.2253) loss_bbox_dn_3: 0.2280 (0.2224) loss_bbox_dn_4: 0.2274 (0.2220) loss_bbox_dn_5: 0.2278 (0.2220) loss_bbox_dn_pre: 0.3241 (0.3105) loss_bbox_enc_0: 0.2911 (0.2814) loss_bbox_pre: 0.2402 (0.2301) loss_dfl: 0.9739 (0.9674) loss_fgl_aux_0: 1.0113 (1.0136) loss_fgl_aux_1: 0.9796 (0.9719) loss_fgl_aux_2: 0.9757 (0.9675) loss_fgl_aux_3: 0.9749 (0.9674) loss_fgl_aux_4: 0.9745 (0.9674) loss_fgl_dn_0: 1.0945 (1.1033) loss_fgl_dn_1: 1.0033 (1.0026) loss_fgl_dn_2: 0.9944 (0.9932) loss_fgl_dn_3: 0.9954 (0.9940) loss_fgl_dn_4: 0.9959 (0.9942) loss_fgl_dn_5: 0.9958 (0.9942) loss_giou: 0.6526 (0.6176) loss_giou_aux_0: 0.6795 (0.6489) loss_giou_aux_1: 0.6570 (0.6233) loss_giou_aux_2: 0.6525 (0.6183) loss_giou_aux_3: 0.6529 (0.6176) loss_giou_aux_4: 0.6524 (0.6176) loss_giou_dn_0: 0.6777 (0.6672) loss_giou_dn_1: 0.5732 (0.5537) loss_giou_dn_2: 0.5524 (0.5356) loss_giou_dn_3: 0.5464 (0.5314) loss_giou_dn_4: 0.5449 (0.5309) loss_giou_dn_5: 0.5449 (0.5309) loss_giou_dn_pre: 0.6750 (0.6655) loss_giou_enc_0: 0.7556 (0.7363) loss_giou_pre: 0.6776 (0.6469) loss_ddf_aux_0: 0.0872 (0.0796) loss_ddf_aux_1: 0.0104 (0.0096) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2605 (0.2695) loss_ddf_dn_1: 0.0346 (0.0338) loss_ddf_dn_2: 0.0058 (0.0059) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7280 (0.7328) loss_vfl_aux_0: 0.8014 (0.8179) loss_vfl_aux_1: 0.8043 (0.7964) loss_vfl_aux_2: 0.7687 (0.7718) loss_vfl_aux_3: 0.7513 (0.7449) loss_vfl_aux_4: 0.7246 (0.7337) loss_vfl_dn_0: 0.5029 (0.5074) loss_vfl_dn_1: 0.4714 (0.4681) loss_vfl_dn_2: 0.4617 (0.4538) loss_vfl_dn_3: 0.4476 (0.4422) loss_vfl_dn_4: 0.4426 (0.4382) loss_vfl_dn_5: 0.4437 (0.4376) loss_vfl_dn_pre: 0.5035 (0.5083) loss_vfl_enc_0: 0.8046 (0.8068) loss_vfl_pre: 0.8051 (0.8209) time: 0.7260 data: 0.0320 max mem: 9104 Epoch: [8] [1200/3696] eta: 0:30:49 lr: 0.000013 loss: 33.9293 (34.5096) loss_bbox: 0.2090 (0.2124) loss_bbox_aux_0: 0.2242 (0.2307) loss_bbox_aux_1: 0.2077 (0.2158) loss_bbox_aux_2: 0.2099 (0.2129) loss_bbox_aux_3: 0.2098 (0.2125) loss_bbox_aux_4: 0.2089 (0.2124) loss_bbox_dn_0: 0.3104 (0.3068) loss_bbox_dn_1: 0.2264 (0.2368) loss_bbox_dn_2: 0.2141 (0.2259) loss_bbox_dn_3: 0.2131 (0.2230) loss_bbox_dn_4: 0.2125 (0.2226) loss_bbox_dn_5: 0.2125 (0.2226) loss_bbox_dn_pre: 0.3120 (0.3113) loss_bbox_enc_0: 0.2776 (0.2823) loss_bbox_pre: 0.2252 (0.2310) loss_dfl: 0.9575 (0.9675) loss_fgl_aux_0: 1.0211 (1.0139) loss_fgl_aux_1: 0.9622 (0.9720) loss_fgl_aux_2: 0.9584 (0.9676) loss_fgl_aux_3: 0.9574 (0.9675) loss_fgl_aux_4: 0.9575 (0.9675) loss_fgl_dn_0: 1.1052 (1.1035) loss_fgl_dn_1: 0.9945 (1.0026) loss_fgl_dn_2: 0.9891 (0.9931) loss_fgl_dn_3: 0.9890 (0.9939) loss_fgl_dn_4: 0.9887 (0.9942) loss_fgl_dn_5: 0.9887 (0.9942) loss_giou: 0.5901 (0.6169) loss_giou_aux_0: 0.6179 (0.6484) loss_giou_aux_1: 0.5933 (0.6227) loss_giou_aux_2: 0.5894 (0.6177) loss_giou_aux_3: 0.5891 (0.6170) loss_giou_aux_4: 0.5899 (0.6169) loss_giou_dn_0: 0.6590 (0.6665) loss_giou_dn_1: 0.5560 (0.5530) loss_giou_dn_2: 0.5333 (0.5348) loss_giou_dn_3: 0.5271 (0.5307) loss_giou_dn_4: 0.5256 (0.5302) loss_giou_dn_5: 0.5255 (0.5301) loss_giou_dn_pre: 0.6554 (0.6648) loss_giou_enc_0: 0.7003 (0.7359) loss_giou_pre: 0.6151 (0.6464) loss_ddf_aux_0: 0.0835 (0.0799) loss_ddf_aux_1: 0.0104 (0.0097) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2624 (0.2699) loss_ddf_dn_1: 0.0372 (0.0341) loss_ddf_dn_2: 0.0065 (0.0060) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7100 (0.7327) loss_vfl_aux_0: 0.7798 (0.8178) loss_vfl_aux_1: 0.7559 (0.7963) loss_vfl_aux_2: 0.7404 (0.7716) loss_vfl_aux_3: 0.7183 (0.7448) loss_vfl_aux_4: 0.6979 (0.7337) loss_vfl_dn_0: 0.5012 (0.5074) loss_vfl_dn_1: 0.4576 (0.4679) loss_vfl_dn_2: 0.4465 (0.4536) loss_vfl_dn_3: 0.4334 (0.4420) loss_vfl_dn_4: 0.4303 (0.4380) loss_vfl_dn_5: 0.4309 (0.4374) loss_vfl_dn_pre: 0.5004 (0.5083) loss_vfl_enc_0: 0.7627 (0.8067) loss_vfl_pre: 0.7838 (0.8208) time: 0.7594 data: 0.0310 max mem: 9104 Epoch: [8] [1300/3696] eta: 0:29:40 lr: 0.000013 loss: 34.2200 (34.5050) loss_bbox: 0.2178 (0.2126) loss_bbox_aux_0: 0.2356 (0.2309) loss_bbox_aux_1: 0.2211 (0.2160) loss_bbox_aux_2: 0.2175 (0.2131) loss_bbox_aux_3: 0.2179 (0.2126) loss_bbox_aux_4: 0.2177 (0.2126) loss_bbox_dn_0: 0.2986 (0.3065) loss_bbox_dn_1: 0.2240 (0.2365) loss_bbox_dn_2: 0.2178 (0.2255) loss_bbox_dn_3: 0.2149 (0.2226) loss_bbox_dn_4: 0.2144 (0.2222) loss_bbox_dn_5: 0.2144 (0.2221) loss_bbox_dn_pre: 0.2999 (0.3109) loss_bbox_enc_0: 0.2752 (0.2823) loss_bbox_pre: 0.2351 (0.2311) loss_dfl: 0.9652 (0.9669) loss_fgl_aux_0: 1.0102 (1.0132) loss_fgl_aux_1: 0.9708 (0.9714) loss_fgl_aux_2: 0.9660 (0.9670) loss_fgl_aux_3: 0.9655 (0.9670) loss_fgl_aux_4: 0.9653 (0.9669) loss_fgl_dn_0: 1.1169 (1.1033) loss_fgl_dn_1: 0.9974 (1.0025) loss_fgl_dn_2: 0.9890 (0.9930) loss_fgl_dn_3: 0.9912 (0.9938) loss_fgl_dn_4: 0.9911 (0.9940) loss_fgl_dn_5: 0.9910 (0.9941) loss_giou: 0.6113 (0.6182) loss_giou_aux_0: 0.6465 (0.6496) loss_giou_aux_1: 0.6186 (0.6239) loss_giou_aux_2: 0.6121 (0.6189) loss_giou_aux_3: 0.6113 (0.6182) loss_giou_aux_4: 0.6115 (0.6182) loss_giou_dn_0: 0.6512 (0.6671) loss_giou_dn_1: 0.5332 (0.5534) loss_giou_dn_2: 0.5170 (0.5352) loss_giou_dn_3: 0.5143 (0.5310) loss_giou_dn_4: 0.5143 (0.5305) loss_giou_dn_5: 0.5140 (0.5305) loss_giou_dn_pre: 0.6511 (0.6653) loss_giou_enc_0: 0.7198 (0.7370) loss_giou_pre: 0.6428 (0.6476) loss_ddf_aux_0: 0.0785 (0.0799) loss_ddf_aux_1: 0.0094 (0.0097) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2759 (0.2701) loss_ddf_dn_1: 0.0338 (0.0341) loss_ddf_dn_2: 0.0048 (0.0059) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7297 (0.7315) loss_vfl_aux_0: 0.7905 (0.8163) loss_vfl_aux_1: 0.7815 (0.7950) loss_vfl_aux_2: 0.7345 (0.7701) loss_vfl_aux_3: 0.7379 (0.7435) loss_vfl_aux_4: 0.7179 (0.7325) loss_vfl_dn_0: 0.5116 (0.5073) loss_vfl_dn_1: 0.4618 (0.4678) loss_vfl_dn_2: 0.4522 (0.4535) loss_vfl_dn_3: 0.4386 (0.4419) loss_vfl_dn_4: 0.4344 (0.4379) loss_vfl_dn_5: 0.4357 (0.4373) loss_vfl_dn_pre: 0.5115 (0.5082) loss_vfl_enc_0: 0.7984 (0.8053) loss_vfl_pre: 0.7953 (0.8192) time: 0.7053 data: 0.0266 max mem: 9104 Epoch: [8] [1400/3696] eta: 0:28:23 lr: 0.000013 loss: 34.5226 (34.5102) loss_bbox: 0.1967 (0.2128) loss_bbox_aux_0: 0.2209 (0.2313) loss_bbox_aux_1: 0.2018 (0.2162) loss_bbox_aux_2: 0.1996 (0.2134) loss_bbox_aux_3: 0.1970 (0.2129) loss_bbox_aux_4: 0.1968 (0.2128) loss_bbox_dn_0: 0.3048 (0.3065) loss_bbox_dn_1: 0.2322 (0.2364) loss_bbox_dn_2: 0.2206 (0.2254) loss_bbox_dn_3: 0.2152 (0.2225) loss_bbox_dn_4: 0.2142 (0.2221) loss_bbox_dn_5: 0.2141 (0.2220) loss_bbox_dn_pre: 0.3080 (0.3110) loss_bbox_enc_0: 0.2777 (0.2827) loss_bbox_pre: 0.2231 (0.2315) loss_dfl: 0.9830 (0.9665) loss_fgl_aux_0: 1.0298 (1.0129) loss_fgl_aux_1: 0.9825 (0.9709) loss_fgl_aux_2: 0.9812 (0.9666) loss_fgl_aux_3: 0.9829 (0.9665) loss_fgl_aux_4: 0.9830 (0.9665) loss_fgl_dn_0: 1.1159 (1.1033) loss_fgl_dn_1: 0.9975 (1.0022) loss_fgl_dn_2: 0.9842 (0.9927) loss_fgl_dn_3: 0.9841 (0.9936) loss_fgl_dn_4: 0.9841 (0.9938) loss_fgl_dn_5: 0.9840 (0.9938) loss_giou: 0.5713 (0.6188) loss_giou_aux_0: 0.6242 (0.6504) loss_giou_aux_1: 0.5815 (0.6246) loss_giou_aux_2: 0.5742 (0.6195) loss_giou_aux_3: 0.5720 (0.6188) loss_giou_aux_4: 0.5718 (0.6188) loss_giou_dn_0: 0.6612 (0.6675) loss_giou_dn_1: 0.5352 (0.5537) loss_giou_dn_2: 0.5125 (0.5354) loss_giou_dn_3: 0.5059 (0.5313) loss_giou_dn_4: 0.5048 (0.5308) loss_giou_dn_5: 0.5047 (0.5307) loss_giou_dn_pre: 0.6563 (0.6658) loss_giou_enc_0: 0.7162 (0.7380) loss_giou_pre: 0.6195 (0.6483) loss_ddf_aux_0: 0.0926 (0.0804) loss_ddf_aux_1: 0.0102 (0.0097) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2822 (0.2706) loss_ddf_dn_1: 0.0348 (0.0342) loss_ddf_dn_2: 0.0063 (0.0060) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7489 (0.7315) loss_vfl_aux_0: 0.8287 (0.8163) loss_vfl_aux_1: 0.8107 (0.7948) loss_vfl_aux_2: 0.7701 (0.7699) loss_vfl_aux_3: 0.7623 (0.7435) loss_vfl_aux_4: 0.7388 (0.7326) loss_vfl_dn_0: 0.5083 (0.5072) loss_vfl_dn_1: 0.4650 (0.4677) loss_vfl_dn_2: 0.4486 (0.4534) loss_vfl_dn_3: 0.4372 (0.4417) loss_vfl_dn_4: 0.4351 (0.4378) loss_vfl_dn_5: 0.4343 (0.4372) loss_vfl_dn_pre: 0.5087 (0.5081) loss_vfl_enc_0: 0.8190 (0.8049) loss_vfl_pre: 0.8309 (0.8192) time: 0.7191 data: 0.0294 max mem: 9104 Epoch: [8] [1500/3696] eta: 0:27:19 lr: 0.000013 loss: 35.0505 (34.5171) loss_bbox: 0.2184 (0.2129) loss_bbox_aux_0: 0.2353 (0.2314) loss_bbox_aux_1: 0.2234 (0.2164) loss_bbox_aux_2: 0.2193 (0.2135) loss_bbox_aux_3: 0.2187 (0.2130) loss_bbox_aux_4: 0.2184 (0.2130) loss_bbox_dn_0: 0.3238 (0.3066) loss_bbox_dn_1: 0.2653 (0.2367) loss_bbox_dn_2: 0.2534 (0.2256) loss_bbox_dn_3: 0.2468 (0.2227) loss_bbox_dn_4: 0.2456 (0.2223) loss_bbox_dn_5: 0.2455 (0.2223) loss_bbox_dn_pre: 0.3320 (0.3110) loss_bbox_enc_0: 0.2856 (0.2829) loss_bbox_pre: 0.2368 (0.2316) loss_dfl: 0.9671 (0.9663) loss_fgl_aux_0: 1.0207 (1.0129) loss_fgl_aux_1: 0.9735 (0.9708) loss_fgl_aux_2: 0.9692 (0.9664) loss_fgl_aux_3: 0.9678 (0.9664) loss_fgl_aux_4: 0.9678 (0.9663) loss_fgl_dn_0: 1.1003 (1.1034) loss_fgl_dn_1: 1.0039 (1.0024) loss_fgl_dn_2: 0.9946 (0.9929) loss_fgl_dn_3: 0.9960 (0.9937) loss_fgl_dn_4: 0.9964 (0.9939) loss_fgl_dn_5: 0.9966 (0.9940) loss_giou: 0.5997 (0.6190) loss_giou_aux_0: 0.6289 (0.6507) loss_giou_aux_1: 0.6006 (0.6249) loss_giou_aux_2: 0.6009 (0.6198) loss_giou_aux_3: 0.6001 (0.6191) loss_giou_aux_4: 0.6001 (0.6190) loss_giou_dn_0: 0.6688 (0.6676) loss_giou_dn_1: 0.5584 (0.5537) loss_giou_dn_2: 0.5392 (0.5354) loss_giou_dn_3: 0.5344 (0.5312) loss_giou_dn_4: 0.5350 (0.5307) loss_giou_dn_5: 0.5350 (0.5307) loss_giou_dn_pre: 0.6637 (0.6658) loss_giou_enc_0: 0.7249 (0.7384) loss_giou_pre: 0.6277 (0.6487) loss_ddf_aux_0: 0.0925 (0.0808) loss_ddf_aux_1: 0.0108 (0.0098) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2639 (0.2704) loss_ddf_dn_1: 0.0338 (0.0341) loss_ddf_dn_2: 0.0058 (0.0060) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7253 (0.7317) loss_vfl_aux_0: 0.8182 (0.8164) loss_vfl_aux_1: 0.7999 (0.7950) loss_vfl_aux_2: 0.7855 (0.7702) loss_vfl_aux_3: 0.7441 (0.7436) loss_vfl_aux_4: 0.7286 (0.7327) loss_vfl_dn_0: 0.5054 (0.5072) loss_vfl_dn_1: 0.4686 (0.4678) loss_vfl_dn_2: 0.4569 (0.4534) loss_vfl_dn_3: 0.4471 (0.4418) loss_vfl_dn_4: 0.4420 (0.4379) loss_vfl_dn_5: 0.4415 (0.4373) loss_vfl_dn_pre: 0.5073 (0.5081) loss_vfl_enc_0: 0.8102 (0.8049) loss_vfl_pre: 0.8278 (0.8193) time: 0.9198 data: 0.0290 max mem: 9104 Epoch: [8] [1600/3696] eta: 0:26:03 lr: 0.000013 loss: 34.1003 (34.5167) loss_bbox: 0.2137 (0.2134) loss_bbox_aux_0: 0.2355 (0.2320) loss_bbox_aux_1: 0.2182 (0.2169) loss_bbox_aux_2: 0.2144 (0.2139) loss_bbox_aux_3: 0.2137 (0.2135) loss_bbox_aux_4: 0.2137 (0.2134) loss_bbox_dn_0: 0.3020 (0.3068) loss_bbox_dn_1: 0.2252 (0.2367) loss_bbox_dn_2: 0.2178 (0.2257) loss_bbox_dn_3: 0.2141 (0.2227) loss_bbox_dn_4: 0.2140 (0.2223) loss_bbox_dn_5: 0.2143 (0.2223) loss_bbox_dn_pre: 0.3061 (0.3111) loss_bbox_enc_0: 0.2789 (0.2834) loss_bbox_pre: 0.2369 (0.2322) loss_dfl: 0.9620 (0.9661) loss_fgl_aux_0: 0.9989 (1.0128) loss_fgl_aux_1: 0.9642 (0.9706) loss_fgl_aux_2: 0.9611 (0.9663) loss_fgl_aux_3: 0.9617 (0.9662) loss_fgl_aux_4: 0.9619 (0.9661) loss_fgl_dn_0: 1.1064 (1.1034) loss_fgl_dn_1: 1.0047 (1.0024) loss_fgl_dn_2: 0.9935 (0.9929) loss_fgl_dn_3: 0.9936 (0.9937) loss_fgl_dn_4: 0.9936 (0.9939) loss_fgl_dn_5: 0.9938 (0.9940) loss_giou: 0.5965 (0.6195) loss_giou_aux_0: 0.6330 (0.6512) loss_giou_aux_1: 0.6041 (0.6253) loss_giou_aux_2: 0.5978 (0.6202) loss_giou_aux_3: 0.5958 (0.6195) loss_giou_aux_4: 0.5959 (0.6195) loss_giou_dn_0: 0.6696 (0.6673) loss_giou_dn_1: 0.5474 (0.5533) loss_giou_dn_2: 0.5286 (0.5351) loss_giou_dn_3: 0.5252 (0.5309) loss_giou_dn_4: 0.5252 (0.5304) loss_giou_dn_5: 0.5252 (0.5304) loss_giou_dn_pre: 0.6682 (0.6655) loss_giou_enc_0: 0.7325 (0.7388) loss_giou_pre: 0.6309 (0.6492) loss_ddf_aux_0: 0.0763 (0.0808) loss_ddf_aux_1: 0.0100 (0.0098) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2703 (0.2703) loss_ddf_dn_1: 0.0362 (0.0341) loss_ddf_dn_2: 0.0061 (0.0059) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6865 (0.7310) loss_vfl_aux_0: 0.7657 (0.8159) loss_vfl_aux_1: 0.7411 (0.7945) loss_vfl_aux_2: 0.7281 (0.7698) loss_vfl_aux_3: 0.6935 (0.7429) loss_vfl_aux_4: 0.6873 (0.7320) loss_vfl_dn_0: 0.4902 (0.5071) loss_vfl_dn_1: 0.4612 (0.4677) loss_vfl_dn_2: 0.4438 (0.4534) loss_vfl_dn_3: 0.4313 (0.4417) loss_vfl_dn_4: 0.4268 (0.4378) loss_vfl_dn_5: 0.4259 (0.4372) loss_vfl_dn_pre: 0.4916 (0.5080) loss_vfl_enc_0: 0.7708 (0.8045) loss_vfl_pre: 0.7684 (0.8188) time: 0.7368 data: 0.0301 max mem: 9104 Epoch: [8] [1700/3696] eta: 0:24:50 lr: 0.000013 loss: 34.2386 (34.5123) loss_bbox: 0.1958 (0.2134) loss_bbox_aux_0: 0.2180 (0.2319) loss_bbox_aux_1: 0.1987 (0.2168) loss_bbox_aux_2: 0.1959 (0.2139) loss_bbox_aux_3: 0.1958 (0.2135) loss_bbox_aux_4: 0.1958 (0.2134) loss_bbox_dn_0: 0.2879 (0.3066) loss_bbox_dn_1: 0.2120 (0.2365) loss_bbox_dn_2: 0.2003 (0.2255) loss_bbox_dn_3: 0.2009 (0.2226) loss_bbox_dn_4: 0.2008 (0.2221) loss_bbox_dn_5: 0.2006 (0.2221) loss_bbox_dn_pre: 0.2941 (0.3110) loss_bbox_enc_0: 0.2615 (0.2834) loss_bbox_pre: 0.2188 (0.2322) loss_dfl: 0.9493 (0.9659) loss_fgl_aux_0: 1.0022 (1.0125) loss_fgl_aux_1: 0.9517 (0.9704) loss_fgl_aux_2: 0.9485 (0.9660) loss_fgl_aux_3: 0.9496 (0.9659) loss_fgl_aux_4: 0.9493 (0.9659) loss_fgl_dn_0: 1.1019 (1.1034) loss_fgl_dn_1: 1.0013 (1.0023) loss_fgl_dn_2: 0.9942 (0.9928) loss_fgl_dn_3: 0.9953 (0.9936) loss_fgl_dn_4: 0.9954 (0.9938) loss_fgl_dn_5: 0.9954 (0.9939) loss_giou: 0.6031 (0.6195) loss_giou_aux_0: 0.6352 (0.6512) loss_giou_aux_1: 0.6070 (0.6253) loss_giou_aux_2: 0.6031 (0.6202) loss_giou_aux_3: 0.6027 (0.6195) loss_giou_aux_4: 0.6028 (0.6195) loss_giou_dn_0: 0.6436 (0.6668) loss_giou_dn_1: 0.5243 (0.5527) loss_giou_dn_2: 0.5091 (0.5345) loss_giou_dn_3: 0.5044 (0.5304) loss_giou_dn_4: 0.5037 (0.5298) loss_giou_dn_5: 0.5039 (0.5298) loss_giou_dn_pre: 0.6431 (0.6650) loss_giou_enc_0: 0.7159 (0.7388) loss_giou_pre: 0.6334 (0.6491) loss_ddf_aux_0: 0.0830 (0.0808) loss_ddf_aux_1: 0.0102 (0.0098) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2728 (0.2705) loss_ddf_dn_1: 0.0356 (0.0342) loss_ddf_dn_2: 0.0070 (0.0060) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7302 (0.7315) loss_vfl_aux_0: 0.8000 (0.8163) loss_vfl_aux_1: 0.7898 (0.7947) loss_vfl_aux_2: 0.7741 (0.7703) loss_vfl_aux_3: 0.7335 (0.7432) loss_vfl_aux_4: 0.7371 (0.7325) loss_vfl_dn_0: 0.5093 (0.5073) loss_vfl_dn_1: 0.4677 (0.4676) loss_vfl_dn_2: 0.4504 (0.4533) loss_vfl_dn_3: 0.4362 (0.4415) loss_vfl_dn_4: 0.4353 (0.4376) loss_vfl_dn_5: 0.4342 (0.4371) loss_vfl_dn_pre: 0.5106 (0.5082) loss_vfl_enc_0: 0.7874 (0.8048) loss_vfl_pre: 0.8060 (0.8191) time: 0.7515 data: 0.0312 max mem: 9104 Epoch: [8] [1800/3696] eta: 0:23:35 lr: 0.000013 loss: 34.1650 (34.5033) loss_bbox: 0.1878 (0.2133) loss_bbox_aux_0: 0.2080 (0.2317) loss_bbox_aux_1: 0.1922 (0.2167) loss_bbox_aux_2: 0.1879 (0.2138) loss_bbox_aux_3: 0.1876 (0.2133) loss_bbox_aux_4: 0.1878 (0.2133) loss_bbox_dn_0: 0.2557 (0.3062) loss_bbox_dn_1: 0.2011 (0.2363) loss_bbox_dn_2: 0.1924 (0.2252) loss_bbox_dn_3: 0.1874 (0.2223) loss_bbox_dn_4: 0.1868 (0.2219) loss_bbox_dn_5: 0.1867 (0.2219) loss_bbox_dn_pre: 0.2574 (0.3107) loss_bbox_enc_0: 0.2477 (0.2831) loss_bbox_pre: 0.2086 (0.2320) loss_dfl: 0.9418 (0.9660) loss_fgl_aux_0: 0.9847 (1.0125) loss_fgl_aux_1: 0.9455 (0.9705) loss_fgl_aux_2: 0.9414 (0.9661) loss_fgl_aux_3: 0.9414 (0.9660) loss_fgl_aux_4: 0.9413 (0.9660) loss_fgl_dn_0: 1.0925 (1.1035) loss_fgl_dn_1: 1.0053 (1.0025) loss_fgl_dn_2: 0.9946 (0.9930) loss_fgl_dn_3: 0.9975 (0.9938) loss_fgl_dn_4: 0.9981 (0.9940) loss_fgl_dn_5: 0.9982 (0.9940) loss_giou: 0.6698 (0.6194) loss_giou_aux_0: 0.6885 (0.6510) loss_giou_aux_1: 0.6739 (0.6252) loss_giou_aux_2: 0.6693 (0.6201) loss_giou_aux_3: 0.6694 (0.6194) loss_giou_aux_4: 0.6697 (0.6194) loss_giou_dn_0: 0.6749 (0.6664) loss_giou_dn_1: 0.5721 (0.5524) loss_giou_dn_2: 0.5578 (0.5342) loss_giou_dn_3: 0.5550 (0.5300) loss_giou_dn_4: 0.5539 (0.5295) loss_giou_dn_5: 0.5540 (0.5295) loss_giou_dn_pre: 0.6736 (0.6646) loss_giou_enc_0: 0.7841 (0.7387) loss_giou_pre: 0.6841 (0.6489) loss_ddf_aux_0: 0.0743 (0.0804) loss_ddf_aux_1: 0.0085 (0.0097) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2606 (0.2704) loss_ddf_dn_1: 0.0325 (0.0342) loss_ddf_dn_2: 0.0050 (0.0060) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6839 (0.7310) loss_vfl_aux_0: 0.7758 (0.8161) loss_vfl_aux_1: 0.7595 (0.7943) loss_vfl_aux_2: 0.7333 (0.7698) loss_vfl_aux_3: 0.6940 (0.7426) loss_vfl_aux_4: 0.6948 (0.7320) loss_vfl_dn_0: 0.5055 (0.5073) loss_vfl_dn_1: 0.4641 (0.4675) loss_vfl_dn_2: 0.4525 (0.4532) loss_vfl_dn_3: 0.4431 (0.4416) loss_vfl_dn_4: 0.4385 (0.4376) loss_vfl_dn_5: 0.4375 (0.4371) loss_vfl_dn_pre: 0.5061 (0.5082) loss_vfl_enc_0: 0.7626 (0.8046) loss_vfl_pre: 0.7772 (0.8190) time: 0.7418 data: 0.0298 max mem: 9104 Epoch: [8] [1900/3696] eta: 0:22:19 lr: 0.000013 loss: 34.3313 (34.4938) loss_bbox: 0.1880 (0.2129) loss_bbox_aux_0: 0.2075 (0.2314) loss_bbox_aux_1: 0.1922 (0.2164) loss_bbox_aux_2: 0.1887 (0.2135) loss_bbox_aux_3: 0.1884 (0.2130) loss_bbox_aux_4: 0.1881 (0.2129) loss_bbox_dn_0: 0.2991 (0.3060) loss_bbox_dn_1: 0.2167 (0.2361) loss_bbox_dn_2: 0.2040 (0.2250) loss_bbox_dn_3: 0.1992 (0.2221) loss_bbox_dn_4: 0.1978 (0.2217) loss_bbox_dn_5: 0.1982 (0.2217) loss_bbox_dn_pre: 0.3047 (0.3104) loss_bbox_enc_0: 0.2549 (0.2827) loss_bbox_pre: 0.2074 (0.2316) loss_dfl: 0.9923 (0.9664) loss_fgl_aux_0: 1.0298 (1.0128) loss_fgl_aux_1: 0.9960 (0.9708) loss_fgl_aux_2: 0.9922 (0.9665) loss_fgl_aux_3: 0.9924 (0.9664) loss_fgl_aux_4: 0.9923 (0.9664) loss_fgl_dn_0: 1.1094 (1.1035) loss_fgl_dn_1: 1.0062 (1.0024) loss_fgl_dn_2: 0.9956 (0.9929) loss_fgl_dn_3: 0.9975 (0.9937) loss_fgl_dn_4: 0.9983 (0.9940) loss_fgl_dn_5: 0.9982 (0.9940) loss_giou: 0.5803 (0.6192) loss_giou_aux_0: 0.6119 (0.6509) loss_giou_aux_1: 0.5849 (0.6250) loss_giou_aux_2: 0.5804 (0.6200) loss_giou_aux_3: 0.5801 (0.6192) loss_giou_aux_4: 0.5797 (0.6192) loss_giou_dn_0: 0.6438 (0.6664) loss_giou_dn_1: 0.5337 (0.5525) loss_giou_dn_2: 0.5162 (0.5342) loss_giou_dn_3: 0.5115 (0.5301) loss_giou_dn_4: 0.5098 (0.5296) loss_giou_dn_5: 0.5100 (0.5295) loss_giou_dn_pre: 0.6449 (0.6647) loss_giou_enc_0: 0.7049 (0.7385) loss_giou_pre: 0.6084 (0.6488) loss_ddf_aux_0: 0.0782 (0.0804) loss_ddf_aux_1: 0.0093 (0.0097) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2750 (0.2701) loss_ddf_dn_1: 0.0335 (0.0342) loss_ddf_dn_2: 0.0059 (0.0060) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7253 (0.7302) loss_vfl_aux_0: 0.8087 (0.8157) loss_vfl_aux_1: 0.7770 (0.7938) loss_vfl_aux_2: 0.7581 (0.7693) loss_vfl_aux_3: 0.7299 (0.7419) loss_vfl_aux_4: 0.7132 (0.7312) loss_vfl_dn_0: 0.5094 (0.5072) loss_vfl_dn_1: 0.4643 (0.4674) loss_vfl_dn_2: 0.4509 (0.4530) loss_vfl_dn_3: 0.4403 (0.4414) loss_vfl_dn_4: 0.4395 (0.4375) loss_vfl_dn_5: 0.4395 (0.4369) loss_vfl_dn_pre: 0.5103 (0.5081) loss_vfl_enc_0: 0.8112 (0.8040) loss_vfl_pre: 0.8141 (0.8185) time: 0.7398 data: 0.0239 max mem: 9104 Epoch: [8] [2000/3696] eta: 0:21:04 lr: 0.000013 loss: 34.3126 (34.4896) loss_bbox: 0.2194 (0.2129) loss_bbox_aux_0: 0.2334 (0.2314) loss_bbox_aux_1: 0.2214 (0.2164) loss_bbox_aux_2: 0.2189 (0.2135) loss_bbox_aux_3: 0.2197 (0.2130) loss_bbox_aux_4: 0.2196 (0.2130) loss_bbox_dn_0: 0.3001 (0.3063) loss_bbox_dn_1: 0.2305 (0.2363) loss_bbox_dn_2: 0.2227 (0.2253) loss_bbox_dn_3: 0.2199 (0.2224) loss_bbox_dn_4: 0.2178 (0.2220) loss_bbox_dn_5: 0.2178 (0.2219) loss_bbox_dn_pre: 0.3021 (0.3106) loss_bbox_enc_0: 0.2998 (0.2827) loss_bbox_pre: 0.2323 (0.2316) loss_dfl: 0.9712 (0.9663) loss_fgl_aux_0: 1.0182 (1.0127) loss_fgl_aux_1: 0.9733 (0.9708) loss_fgl_aux_2: 0.9719 (0.9665) loss_fgl_aux_3: 0.9716 (0.9664) loss_fgl_aux_4: 0.9714 (0.9663) loss_fgl_dn_0: 1.0977 (1.1034) loss_fgl_dn_1: 0.9966 (1.0023) loss_fgl_dn_2: 0.9829 (0.9928) loss_fgl_dn_3: 0.9850 (0.9936) loss_fgl_dn_4: 0.9856 (0.9938) loss_fgl_dn_5: 0.9856 (0.9939) loss_giou: 0.6074 (0.6189) loss_giou_aux_0: 0.6370 (0.6504) loss_giou_aux_1: 0.6115 (0.6247) loss_giou_aux_2: 0.6063 (0.6196) loss_giou_aux_3: 0.6072 (0.6189) loss_giou_aux_4: 0.6074 (0.6189) loss_giou_dn_0: 0.6578 (0.6662) loss_giou_dn_1: 0.5478 (0.5523) loss_giou_dn_2: 0.5287 (0.5341) loss_giou_dn_3: 0.5241 (0.5299) loss_giou_dn_4: 0.5250 (0.5294) loss_giou_dn_5: 0.5247 (0.5293) loss_giou_dn_pre: 0.6582 (0.6644) loss_giou_enc_0: 0.7269 (0.7382) loss_giou_pre: 0.6357 (0.6483) loss_ddf_aux_0: 0.0778 (0.0805) loss_ddf_aux_1: 0.0094 (0.0097) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2667 (0.2701) loss_ddf_dn_1: 0.0344 (0.0342) loss_ddf_dn_2: 0.0054 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7215 (0.7301) loss_vfl_aux_0: 0.8191 (0.8155) loss_vfl_aux_1: 0.7813 (0.7938) loss_vfl_aux_2: 0.7571 (0.7691) loss_vfl_aux_3: 0.7382 (0.7418) loss_vfl_aux_4: 0.7238 (0.7311) loss_vfl_dn_0: 0.5035 (0.5072) loss_vfl_dn_1: 0.4642 (0.4673) loss_vfl_dn_2: 0.4469 (0.4529) loss_vfl_dn_3: 0.4373 (0.4414) loss_vfl_dn_4: 0.4331 (0.4374) loss_vfl_dn_5: 0.4329 (0.4369) loss_vfl_dn_pre: 0.5052 (0.5080) loss_vfl_enc_0: 0.8236 (0.8040) loss_vfl_pre: 0.8192 (0.8184) time: 0.7326 data: 0.0292 max mem: 9104 Epoch: [8] [2100/3696] eta: 0:19:50 lr: 0.000013 loss: 34.6684 (34.4789) loss_bbox: 0.1969 (0.2126) loss_bbox_aux_0: 0.2212 (0.2310) loss_bbox_aux_1: 0.2069 (0.2161) loss_bbox_aux_2: 0.1999 (0.2132) loss_bbox_aux_3: 0.1982 (0.2127) loss_bbox_aux_4: 0.1977 (0.2126) loss_bbox_dn_0: 0.2862 (0.3058) loss_bbox_dn_1: 0.2236 (0.2358) loss_bbox_dn_2: 0.2110 (0.2248) loss_bbox_dn_3: 0.2092 (0.2219) loss_bbox_dn_4: 0.2088 (0.2215) loss_bbox_dn_5: 0.2089 (0.2215) loss_bbox_dn_pre: 0.2919 (0.3102) loss_bbox_enc_0: 0.2626 (0.2821) loss_bbox_pre: 0.2196 (0.2313) loss_dfl: 0.9819 (0.9664) loss_fgl_aux_0: 1.0205 (1.0128) loss_fgl_aux_1: 0.9844 (0.9709) loss_fgl_aux_2: 0.9822 (0.9666) loss_fgl_aux_3: 0.9815 (0.9665) loss_fgl_aux_4: 0.9817 (0.9664) loss_fgl_dn_0: 1.1071 (1.1034) loss_fgl_dn_1: 1.0130 (1.0024) loss_fgl_dn_2: 1.0061 (0.9928) loss_fgl_dn_3: 1.0081 (0.9937) loss_fgl_dn_4: 1.0081 (0.9939) loss_fgl_dn_5: 1.0081 (0.9939) loss_giou: 0.6026 (0.6190) loss_giou_aux_0: 0.6279 (0.6505) loss_giou_aux_1: 0.6088 (0.6248) loss_giou_aux_2: 0.6064 (0.6197) loss_giou_aux_3: 0.6032 (0.6190) loss_giou_aux_4: 0.6031 (0.6190) loss_giou_dn_0: 0.6588 (0.6664) loss_giou_dn_1: 0.5444 (0.5523) loss_giou_dn_2: 0.5303 (0.5341) loss_giou_dn_3: 0.5277 (0.5300) loss_giou_dn_4: 0.5261 (0.5294) loss_giou_dn_5: 0.5249 (0.5294) loss_giou_dn_pre: 0.6561 (0.6647) loss_giou_enc_0: 0.7302 (0.7380) loss_giou_pre: 0.6264 (0.6484) loss_ddf_aux_0: 0.0689 (0.0803) loss_ddf_aux_1: 0.0089 (0.0097) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2431 (0.2701) loss_ddf_dn_1: 0.0306 (0.0342) loss_ddf_dn_2: 0.0053 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7271 (0.7293) loss_vfl_aux_0: 0.7996 (0.8149) loss_vfl_aux_1: 0.7902 (0.7929) loss_vfl_aux_2: 0.7711 (0.7682) loss_vfl_aux_3: 0.7439 (0.7410) loss_vfl_aux_4: 0.7261 (0.7303) loss_vfl_dn_0: 0.5101 (0.5071) loss_vfl_dn_1: 0.4739 (0.4673) loss_vfl_dn_2: 0.4566 (0.4528) loss_vfl_dn_3: 0.4468 (0.4413) loss_vfl_dn_4: 0.4411 (0.4374) loss_vfl_dn_5: 0.4382 (0.4369) loss_vfl_dn_pre: 0.5115 (0.5080) loss_vfl_enc_0: 0.8115 (0.8035) loss_vfl_pre: 0.8015 (0.8178) time: 0.7337 data: 0.0277 max mem: 9104 Epoch: [8] [2200/3696] eta: 0:18:35 lr: 0.000013 loss: 34.7096 (34.4767) loss_bbox: 0.2158 (0.2128) loss_bbox_aux_0: 0.2318 (0.2312) loss_bbox_aux_1: 0.2173 (0.2163) loss_bbox_aux_2: 0.2156 (0.2134) loss_bbox_aux_3: 0.2155 (0.2129) loss_bbox_aux_4: 0.2157 (0.2129) loss_bbox_dn_0: 0.2975 (0.3058) loss_bbox_dn_1: 0.2280 (0.2358) loss_bbox_dn_2: 0.2148 (0.2247) loss_bbox_dn_3: 0.2100 (0.2218) loss_bbox_dn_4: 0.2117 (0.2214) loss_bbox_dn_5: 0.2117 (0.2214) loss_bbox_dn_pre: 0.3004 (0.3101) loss_bbox_enc_0: 0.2764 (0.2822) loss_bbox_pre: 0.2318 (0.2315) loss_dfl: 0.9656 (0.9663) loss_fgl_aux_0: 1.0119 (1.0126) loss_fgl_aux_1: 0.9697 (0.9708) loss_fgl_aux_2: 0.9667 (0.9665) loss_fgl_aux_3: 0.9662 (0.9664) loss_fgl_aux_4: 0.9659 (0.9663) loss_fgl_dn_0: 1.1042 (1.1034) loss_fgl_dn_1: 0.9999 (1.0024) loss_fgl_dn_2: 0.9902 (0.9928) loss_fgl_dn_3: 0.9907 (0.9936) loss_fgl_dn_4: 0.9914 (0.9939) loss_fgl_dn_5: 0.9914 (0.9939) loss_giou: 0.6224 (0.6191) loss_giou_aux_0: 0.6631 (0.6505) loss_giou_aux_1: 0.6324 (0.6248) loss_giou_aux_2: 0.6257 (0.6198) loss_giou_aux_3: 0.6234 (0.6191) loss_giou_aux_4: 0.6226 (0.6191) loss_giou_dn_0: 0.6512 (0.6660) loss_giou_dn_1: 0.5492 (0.5520) loss_giou_dn_2: 0.5346 (0.5338) loss_giou_dn_3: 0.5296 (0.5297) loss_giou_dn_4: 0.5286 (0.5292) loss_giou_dn_5: 0.5284 (0.5291) loss_giou_dn_pre: 0.6496 (0.6643) loss_giou_enc_0: 0.7455 (0.7380) loss_giou_pre: 0.6621 (0.6484) loss_ddf_aux_0: 0.0803 (0.0802) loss_ddf_aux_1: 0.0101 (0.0097) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2668 (0.2698) loss_ddf_dn_1: 0.0352 (0.0342) loss_ddf_dn_2: 0.0061 (0.0059) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7155 (0.7292) loss_vfl_aux_0: 0.8285 (0.8149) loss_vfl_aux_1: 0.8004 (0.7929) loss_vfl_aux_2: 0.7702 (0.7681) loss_vfl_aux_3: 0.7461 (0.7409) loss_vfl_aux_4: 0.7129 (0.7303) loss_vfl_dn_0: 0.5080 (0.5072) loss_vfl_dn_1: 0.4663 (0.4673) loss_vfl_dn_2: 0.4555 (0.4528) loss_vfl_dn_3: 0.4428 (0.4413) loss_vfl_dn_4: 0.4349 (0.4373) loss_vfl_dn_5: 0.4349 (0.4368) loss_vfl_dn_pre: 0.5074 (0.5080) loss_vfl_enc_0: 0.8333 (0.8035) loss_vfl_pre: 0.8346 (0.8177) time: 0.7505 data: 0.0372 max mem: 9104 Epoch: [8] [2300/3696] eta: 0:17:21 lr: 0.000013 loss: 34.2588 (34.4805) loss_bbox: 0.1885 (0.2127) loss_bbox_aux_0: 0.2163 (0.2311) loss_bbox_aux_1: 0.1960 (0.2162) loss_bbox_aux_2: 0.1896 (0.2133) loss_bbox_aux_3: 0.1887 (0.2128) loss_bbox_aux_4: 0.1885 (0.2127) loss_bbox_dn_0: 0.3007 (0.3058) loss_bbox_dn_1: 0.2290 (0.2357) loss_bbox_dn_2: 0.2143 (0.2247) loss_bbox_dn_3: 0.2123 (0.2218) loss_bbox_dn_4: 0.2112 (0.2214) loss_bbox_dn_5: 0.2114 (0.2213) loss_bbox_dn_pre: 0.3045 (0.3101) loss_bbox_enc_0: 0.2783 (0.2821) loss_bbox_pre: 0.2170 (0.2314) loss_dfl: 0.9662 (0.9662) loss_fgl_aux_0: 1.0227 (1.0126) loss_fgl_aux_1: 0.9717 (0.9706) loss_fgl_aux_2: 0.9680 (0.9663) loss_fgl_aux_3: 0.9669 (0.9662) loss_fgl_aux_4: 0.9663 (0.9662) loss_fgl_dn_0: 1.1115 (1.1034) loss_fgl_dn_1: 1.0041 (1.0024) loss_fgl_dn_2: 0.9919 (0.9929) loss_fgl_dn_3: 0.9925 (0.9937) loss_fgl_dn_4: 0.9928 (0.9939) loss_fgl_dn_5: 0.9928 (0.9939) loss_giou: 0.5753 (0.6191) loss_giou_aux_0: 0.6099 (0.6506) loss_giou_aux_1: 0.5807 (0.6249) loss_giou_aux_2: 0.5766 (0.6198) loss_giou_aux_3: 0.5756 (0.6191) loss_giou_aux_4: 0.5753 (0.6191) loss_giou_dn_0: 0.6469 (0.6661) loss_giou_dn_1: 0.5223 (0.5521) loss_giou_dn_2: 0.5034 (0.5339) loss_giou_dn_3: 0.4985 (0.5297) loss_giou_dn_4: 0.4972 (0.5292) loss_giou_dn_5: 0.4971 (0.5292) loss_giou_dn_pre: 0.6433 (0.6644) loss_giou_enc_0: 0.7103 (0.7380) loss_giou_pre: 0.6062 (0.6485) loss_ddf_aux_0: 0.0795 (0.0804) loss_ddf_aux_1: 0.0088 (0.0097) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2761 (0.2697) loss_ddf_dn_1: 0.0318 (0.0341) loss_ddf_dn_2: 0.0061 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7581 (0.7296) loss_vfl_aux_0: 0.8464 (0.8158) loss_vfl_aux_1: 0.8080 (0.7934) loss_vfl_aux_2: 0.8060 (0.7686) loss_vfl_aux_3: 0.7660 (0.7413) loss_vfl_aux_4: 0.7609 (0.7306) loss_vfl_dn_0: 0.5107 (0.5073) loss_vfl_dn_1: 0.4647 (0.4673) loss_vfl_dn_2: 0.4458 (0.4528) loss_vfl_dn_3: 0.4348 (0.4413) loss_vfl_dn_4: 0.4320 (0.4374) loss_vfl_dn_5: 0.4325 (0.4368) loss_vfl_dn_pre: 0.5124 (0.5081) loss_vfl_enc_0: 0.8528 (0.8041) loss_vfl_pre: 0.8513 (0.8186) time: 0.7603 data: 0.0279 max mem: 9104 Epoch: [8] [2400/3696] eta: 0:16:06 lr: 0.000013 loss: 34.5540 (34.4679) loss_bbox: 0.2111 (0.2126) loss_bbox_aux_0: 0.2326 (0.2310) loss_bbox_aux_1: 0.2112 (0.2161) loss_bbox_aux_2: 0.2106 (0.2132) loss_bbox_aux_3: 0.2112 (0.2127) loss_bbox_aux_4: 0.2112 (0.2127) loss_bbox_dn_0: 0.3078 (0.3056) loss_bbox_dn_1: 0.2333 (0.2356) loss_bbox_dn_2: 0.2217 (0.2246) loss_bbox_dn_3: 0.2209 (0.2217) loss_bbox_dn_4: 0.2201 (0.2212) loss_bbox_dn_5: 0.2201 (0.2212) loss_bbox_dn_pre: 0.3142 (0.3100) loss_bbox_enc_0: 0.2744 (0.2820) loss_bbox_pre: 0.2362 (0.2312) loss_dfl: 0.9754 (0.9660) loss_fgl_aux_0: 1.0202 (1.0124) loss_fgl_aux_1: 0.9781 (0.9705) loss_fgl_aux_2: 0.9757 (0.9662) loss_fgl_aux_3: 0.9754 (0.9661) loss_fgl_aux_4: 0.9756 (0.9660) loss_fgl_dn_0: 1.0998 (1.1034) loss_fgl_dn_1: 1.0035 (1.0022) loss_fgl_dn_2: 0.9960 (0.9927) loss_fgl_dn_3: 0.9951 (0.9935) loss_fgl_dn_4: 0.9957 (0.9937) loss_fgl_dn_5: 0.9958 (0.9938) loss_giou: 0.6259 (0.6189) loss_giou_aux_0: 0.6609 (0.6504) loss_giou_aux_1: 0.6351 (0.6247) loss_giou_aux_2: 0.6292 (0.6196) loss_giou_aux_3: 0.6272 (0.6189) loss_giou_aux_4: 0.6262 (0.6189) loss_giou_dn_0: 0.6672 (0.6657) loss_giou_dn_1: 0.5644 (0.5518) loss_giou_dn_2: 0.5527 (0.5336) loss_giou_dn_3: 0.5508 (0.5295) loss_giou_dn_4: 0.5501 (0.5289) loss_giou_dn_5: 0.5502 (0.5289) loss_giou_dn_pre: 0.6644 (0.6640) loss_giou_enc_0: 0.7543 (0.7377) loss_giou_pre: 0.6598 (0.6483) loss_ddf_aux_0: 0.0758 (0.0803) loss_ddf_aux_1: 0.0090 (0.0097) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2548 (0.2697) loss_ddf_dn_1: 0.0298 (0.0341) loss_ddf_dn_2: 0.0056 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7268 (0.7291) loss_vfl_aux_0: 0.8152 (0.8153) loss_vfl_aux_1: 0.8004 (0.7928) loss_vfl_aux_2: 0.7699 (0.7680) loss_vfl_aux_3: 0.7563 (0.7409) loss_vfl_aux_4: 0.7377 (0.7301) loss_vfl_dn_0: 0.5052 (0.5072) loss_vfl_dn_1: 0.4630 (0.4670) loss_vfl_dn_2: 0.4487 (0.4525) loss_vfl_dn_3: 0.4377 (0.4411) loss_vfl_dn_4: 0.4330 (0.4371) loss_vfl_dn_5: 0.4331 (0.4366) loss_vfl_dn_pre: 0.5059 (0.5080) loss_vfl_enc_0: 0.7964 (0.8037) loss_vfl_pre: 0.8161 (0.8180) time: 0.7358 data: 0.0301 max mem: 9104 Epoch: [8] [2500/3696] eta: 0:14:53 lr: 0.000013 loss: 34.6795 (34.4686) loss_bbox: 0.2086 (0.2127) loss_bbox_aux_0: 0.2209 (0.2311) loss_bbox_aux_1: 0.2098 (0.2161) loss_bbox_aux_2: 0.2092 (0.2133) loss_bbox_aux_3: 0.2086 (0.2128) loss_bbox_aux_4: 0.2087 (0.2128) loss_bbox_dn_0: 0.2860 (0.3058) loss_bbox_dn_1: 0.2248 (0.2358) loss_bbox_dn_2: 0.2138 (0.2247) loss_bbox_dn_3: 0.2095 (0.2218) loss_bbox_dn_4: 0.2079 (0.2214) loss_bbox_dn_5: 0.2077 (0.2214) loss_bbox_dn_pre: 0.2898 (0.3101) loss_bbox_enc_0: 0.2733 (0.2820) loss_bbox_pre: 0.2207 (0.2313) loss_dfl: 0.9738 (0.9662) loss_fgl_aux_0: 1.0140 (1.0127) loss_fgl_aux_1: 0.9803 (0.9707) loss_fgl_aux_2: 0.9747 (0.9664) loss_fgl_aux_3: 0.9746 (0.9663) loss_fgl_aux_4: 0.9739 (0.9662) loss_fgl_dn_0: 1.0988 (1.1035) loss_fgl_dn_1: 1.0059 (1.0023) loss_fgl_dn_2: 0.9985 (0.9928) loss_fgl_dn_3: 0.9994 (0.9936) loss_fgl_dn_4: 0.9993 (0.9938) loss_fgl_dn_5: 0.9991 (0.9938) loss_giou: 0.6024 (0.6184) loss_giou_aux_0: 0.6393 (0.6499) loss_giou_aux_1: 0.6099 (0.6242) loss_giou_aux_2: 0.6056 (0.6192) loss_giou_aux_3: 0.6026 (0.6185) loss_giou_aux_4: 0.6028 (0.6184) loss_giou_dn_0: 0.6618 (0.6655) loss_giou_dn_1: 0.5469 (0.5516) loss_giou_dn_2: 0.5346 (0.5334) loss_giou_dn_3: 0.5299 (0.5293) loss_giou_dn_4: 0.5302 (0.5288) loss_giou_dn_5: 0.5304 (0.5287) loss_giou_dn_pre: 0.6605 (0.6638) loss_giou_enc_0: 0.7233 (0.7372) loss_giou_pre: 0.6354 (0.6478) loss_ddf_aux_0: 0.0810 (0.0804) loss_ddf_aux_1: 0.0092 (0.0097) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2684 (0.2694) loss_ddf_dn_1: 0.0340 (0.0341) loss_ddf_dn_2: 0.0062 (0.0060) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7379 (0.7293) loss_vfl_aux_0: 0.8224 (0.8156) loss_vfl_aux_1: 0.7983 (0.7934) loss_vfl_aux_2: 0.7661 (0.7682) loss_vfl_aux_3: 0.7422 (0.7412) loss_vfl_aux_4: 0.7378 (0.7304) loss_vfl_dn_0: 0.5015 (0.5072) loss_vfl_dn_1: 0.4596 (0.4670) loss_vfl_dn_2: 0.4482 (0.4525) loss_vfl_dn_3: 0.4363 (0.4410) loss_vfl_dn_4: 0.4306 (0.4371) loss_vfl_dn_5: 0.4305 (0.4365) loss_vfl_dn_pre: 0.5026 (0.5081) loss_vfl_enc_0: 0.7981 (0.8041) loss_vfl_pre: 0.8290 (0.8185) time: 0.7263 data: 0.0268 max mem: 9104 Epoch: [8] [2600/3696] eta: 0:13:38 lr: 0.000013 loss: 34.5298 (34.4658) loss_bbox: 0.2158 (0.2128) loss_bbox_aux_0: 0.2341 (0.2311) loss_bbox_aux_1: 0.2218 (0.2162) loss_bbox_aux_2: 0.2166 (0.2133) loss_bbox_aux_3: 0.2160 (0.2128) loss_bbox_aux_4: 0.2156 (0.2128) loss_bbox_dn_0: 0.2895 (0.3060) loss_bbox_dn_1: 0.2273 (0.2359) loss_bbox_dn_2: 0.2186 (0.2249) loss_bbox_dn_3: 0.2184 (0.2219) loss_bbox_dn_4: 0.2178 (0.2215) loss_bbox_dn_5: 0.2181 (0.2215) loss_bbox_dn_pre: 0.2925 (0.3103) loss_bbox_enc_0: 0.2813 (0.2821) loss_bbox_pre: 0.2357 (0.2313) loss_dfl: 0.9604 (0.9662) loss_fgl_aux_0: 1.0024 (1.0128) loss_fgl_aux_1: 0.9621 (0.9707) loss_fgl_aux_2: 0.9605 (0.9664) loss_fgl_aux_3: 0.9608 (0.9663) loss_fgl_aux_4: 0.9605 (0.9662) loss_fgl_dn_0: 1.0979 (1.1036) loss_fgl_dn_1: 1.0063 (1.0023) loss_fgl_dn_2: 0.9963 (0.9927) loss_fgl_dn_3: 0.9957 (0.9935) loss_fgl_dn_4: 0.9960 (0.9937) loss_fgl_dn_5: 0.9960 (0.9938) loss_giou: 0.6172 (0.6180) loss_giou_aux_0: 0.6445 (0.6494) loss_giou_aux_1: 0.6227 (0.6238) loss_giou_aux_2: 0.6184 (0.6187) loss_giou_aux_3: 0.6181 (0.6180) loss_giou_aux_4: 0.6175 (0.6180) loss_giou_dn_0: 0.6765 (0.6653) loss_giou_dn_1: 0.5637 (0.5514) loss_giou_dn_2: 0.5471 (0.5332) loss_giou_dn_3: 0.5410 (0.5291) loss_giou_dn_4: 0.5399 (0.5286) loss_giou_dn_5: 0.5397 (0.5285) loss_giou_dn_pre: 0.6749 (0.6636) loss_giou_enc_0: 0.7346 (0.7368) loss_giou_pre: 0.6416 (0.6473) loss_ddf_aux_0: 0.0799 (0.0805) loss_ddf_aux_1: 0.0085 (0.0097) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2415 (0.2696) loss_ddf_dn_1: 0.0342 (0.0341) loss_ddf_dn_2: 0.0069 (0.0060) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7006 (0.7295) loss_vfl_aux_0: 0.7950 (0.8158) loss_vfl_aux_1: 0.7651 (0.7936) loss_vfl_aux_2: 0.7449 (0.7684) loss_vfl_aux_3: 0.7195 (0.7414) loss_vfl_aux_4: 0.7031 (0.7306) loss_vfl_dn_0: 0.5014 (0.5072) loss_vfl_dn_1: 0.4656 (0.4670) loss_vfl_dn_2: 0.4541 (0.4525) loss_vfl_dn_3: 0.4424 (0.4410) loss_vfl_dn_4: 0.4385 (0.4370) loss_vfl_dn_5: 0.4370 (0.4365) loss_vfl_dn_pre: 0.5034 (0.5081) loss_vfl_enc_0: 0.7815 (0.8040) loss_vfl_pre: 0.8019 (0.8186) time: 0.7426 data: 0.0324 max mem: 9104 Epoch: [8] [2700/3696] eta: 0:12:24 lr: 0.000013 loss: 34.1123 (34.4598) loss_bbox: 0.2137 (0.2127) loss_bbox_aux_0: 0.2261 (0.2310) loss_bbox_aux_1: 0.2174 (0.2161) loss_bbox_aux_2: 0.2158 (0.2132) loss_bbox_aux_3: 0.2138 (0.2127) loss_bbox_aux_4: 0.2137 (0.2127) loss_bbox_dn_0: 0.2848 (0.3058) loss_bbox_dn_1: 0.2122 (0.2358) loss_bbox_dn_2: 0.2044 (0.2248) loss_bbox_dn_3: 0.2035 (0.2218) loss_bbox_dn_4: 0.2028 (0.2214) loss_bbox_dn_5: 0.2029 (0.2214) loss_bbox_dn_pre: 0.2893 (0.3102) loss_bbox_enc_0: 0.2736 (0.2818) loss_bbox_pre: 0.2267 (0.2312) loss_dfl: 0.9760 (0.9665) loss_fgl_aux_0: 1.0223 (1.0129) loss_fgl_aux_1: 0.9823 (0.9709) loss_fgl_aux_2: 0.9770 (0.9666) loss_fgl_aux_3: 0.9764 (0.9665) loss_fgl_aux_4: 0.9760 (0.9665) loss_fgl_dn_0: 1.1108 (1.1036) loss_fgl_dn_1: 1.0043 (1.0023) loss_fgl_dn_2: 0.9982 (0.9927) loss_fgl_dn_3: 0.9988 (0.9935) loss_fgl_dn_4: 0.9987 (0.9938) loss_fgl_dn_5: 0.9987 (0.9938) loss_giou: 0.5991 (0.6178) loss_giou_aux_0: 0.6375 (0.6493) loss_giou_aux_1: 0.6084 (0.6236) loss_giou_aux_2: 0.6012 (0.6186) loss_giou_aux_3: 0.5983 (0.6179) loss_giou_aux_4: 0.5985 (0.6178) loss_giou_dn_0: 0.6487 (0.6651) loss_giou_dn_1: 0.5460 (0.5512) loss_giou_dn_2: 0.5264 (0.5331) loss_giou_dn_3: 0.5231 (0.5289) loss_giou_dn_4: 0.5234 (0.5284) loss_giou_dn_5: 0.5235 (0.5284) loss_giou_dn_pre: 0.6466 (0.6634) loss_giou_enc_0: 0.7253 (0.7366) loss_giou_pre: 0.6348 (0.6471) loss_ddf_aux_0: 0.0715 (0.0803) loss_ddf_aux_1: 0.0091 (0.0097) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2740 (0.2695) loss_ddf_dn_1: 0.0360 (0.0341) loss_ddf_dn_2: 0.0066 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7074 (0.7292) loss_vfl_aux_0: 0.8008 (0.8155) loss_vfl_aux_1: 0.7616 (0.7933) loss_vfl_aux_2: 0.7413 (0.7681) loss_vfl_aux_3: 0.7272 (0.7411) loss_vfl_aux_4: 0.7112 (0.7304) loss_vfl_dn_0: 0.5013 (0.5072) loss_vfl_dn_1: 0.4619 (0.4668) loss_vfl_dn_2: 0.4439 (0.4524) loss_vfl_dn_3: 0.4297 (0.4408) loss_vfl_dn_4: 0.4260 (0.4369) loss_vfl_dn_5: 0.4267 (0.4364) loss_vfl_dn_pre: 0.5022 (0.5081) loss_vfl_enc_0: 0.7737 (0.8038) loss_vfl_pre: 0.8121 (0.8184) time: 0.6993 data: 0.0260 max mem: 9104 Epoch: [8] [2800/3696] eta: 0:11:10 lr: 0.000013 loss: 34.6397 (34.4595) loss_bbox: 0.2134 (0.2127) loss_bbox_aux_0: 0.2322 (0.2310) loss_bbox_aux_1: 0.2184 (0.2161) loss_bbox_aux_2: 0.2132 (0.2133) loss_bbox_aux_3: 0.2137 (0.2128) loss_bbox_aux_4: 0.2133 (0.2127) loss_bbox_dn_0: 0.3043 (0.3058) loss_bbox_dn_1: 0.2297 (0.2358) loss_bbox_dn_2: 0.2178 (0.2248) loss_bbox_dn_3: 0.2158 (0.2219) loss_bbox_dn_4: 0.2151 (0.2214) loss_bbox_dn_5: 0.2149 (0.2214) loss_bbox_dn_pre: 0.3101 (0.3102) loss_bbox_enc_0: 0.2809 (0.2818) loss_bbox_pre: 0.2334 (0.2313) loss_dfl: 0.9631 (0.9665) loss_fgl_aux_0: 1.0097 (1.0129) loss_fgl_aux_1: 0.9677 (0.9709) loss_fgl_aux_2: 0.9642 (0.9666) loss_fgl_aux_3: 0.9630 (0.9665) loss_fgl_aux_4: 0.9630 (0.9665) loss_fgl_dn_0: 1.1068 (1.1036) loss_fgl_dn_1: 1.0007 (1.0023) loss_fgl_dn_2: 0.9922 (0.9927) loss_fgl_dn_3: 0.9931 (0.9935) loss_fgl_dn_4: 0.9935 (0.9938) loss_fgl_dn_5: 0.9935 (0.9938) loss_giou: 0.6129 (0.6178) loss_giou_aux_0: 0.6470 (0.6493) loss_giou_aux_1: 0.6243 (0.6236) loss_giou_aux_2: 0.6141 (0.6186) loss_giou_aux_3: 0.6134 (0.6179) loss_giou_aux_4: 0.6129 (0.6178) loss_giou_dn_0: 0.6533 (0.6650) loss_giou_dn_1: 0.5488 (0.5511) loss_giou_dn_2: 0.5293 (0.5329) loss_giou_dn_3: 0.5244 (0.5288) loss_giou_dn_4: 0.5223 (0.5283) loss_giou_dn_5: 0.5221 (0.5283) loss_giou_dn_pre: 0.6523 (0.6633) loss_giou_enc_0: 0.7436 (0.7367) loss_giou_pre: 0.6452 (0.6471) loss_ddf_aux_0: 0.0812 (0.0802) loss_ddf_aux_1: 0.0101 (0.0097) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2787 (0.2695) loss_ddf_dn_1: 0.0350 (0.0341) loss_ddf_dn_2: 0.0059 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7310 (0.7292) loss_vfl_aux_0: 0.7994 (0.8153) loss_vfl_aux_1: 0.7725 (0.7931) loss_vfl_aux_2: 0.7660 (0.7680) loss_vfl_aux_3: 0.7323 (0.7411) loss_vfl_aux_4: 0.7269 (0.7304) loss_vfl_dn_0: 0.5090 (0.5072) loss_vfl_dn_1: 0.4711 (0.4669) loss_vfl_dn_2: 0.4508 (0.4525) loss_vfl_dn_3: 0.4387 (0.4409) loss_vfl_dn_4: 0.4376 (0.4370) loss_vfl_dn_5: 0.4371 (0.4365) loss_vfl_dn_pre: 0.5098 (0.5081) loss_vfl_enc_0: 0.8086 (0.8037) loss_vfl_pre: 0.8008 (0.8182) time: 0.7594 data: 0.0273 max mem: 9104 Epoch: [8] [2900/3696] eta: 0:09:56 lr: 0.000013 loss: 34.0861 (34.4569) loss_bbox: 0.1984 (0.2127) loss_bbox_aux_0: 0.2128 (0.2310) loss_bbox_aux_1: 0.2004 (0.2161) loss_bbox_aux_2: 0.1991 (0.2133) loss_bbox_aux_3: 0.1988 (0.2128) loss_bbox_aux_4: 0.1983 (0.2127) loss_bbox_dn_0: 0.2662 (0.3056) loss_bbox_dn_1: 0.2016 (0.2356) loss_bbox_dn_2: 0.1940 (0.2246) loss_bbox_dn_3: 0.1914 (0.2217) loss_bbox_dn_4: 0.1922 (0.2212) loss_bbox_dn_5: 0.1928 (0.2212) loss_bbox_dn_pre: 0.2738 (0.3100) loss_bbox_enc_0: 0.2699 (0.2817) loss_bbox_pre: 0.2117 (0.2312) loss_dfl: 0.9604 (0.9663) loss_fgl_aux_0: 1.0125 (1.0126) loss_fgl_aux_1: 0.9651 (0.9708) loss_fgl_aux_2: 0.9622 (0.9665) loss_fgl_aux_3: 0.9609 (0.9664) loss_fgl_aux_4: 0.9604 (0.9663) loss_fgl_dn_0: 1.1040 (1.1035) loss_fgl_dn_1: 1.0036 (1.0022) loss_fgl_dn_2: 0.9949 (0.9927) loss_fgl_dn_3: 0.9931 (0.9935) loss_fgl_dn_4: 0.9936 (0.9937) loss_fgl_dn_5: 0.9936 (0.9938) loss_giou: 0.6343 (0.6181) loss_giou_aux_0: 0.6724 (0.6495) loss_giou_aux_1: 0.6438 (0.6238) loss_giou_aux_2: 0.6358 (0.6188) loss_giou_aux_3: 0.6347 (0.6181) loss_giou_aux_4: 0.6346 (0.6181) loss_giou_dn_0: 0.6565 (0.6650) loss_giou_dn_1: 0.5384 (0.5511) loss_giou_dn_2: 0.5157 (0.5329) loss_giou_dn_3: 0.5069 (0.5288) loss_giou_dn_4: 0.5058 (0.5283) loss_giou_dn_5: 0.5058 (0.5282) loss_giou_dn_pre: 0.6552 (0.6633) loss_giou_enc_0: 0.7531 (0.7368) loss_giou_pre: 0.6686 (0.6473) loss_ddf_aux_0: 0.0790 (0.0802) loss_ddf_aux_1: 0.0096 (0.0097) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2717 (0.2695) loss_ddf_dn_1: 0.0352 (0.0341) loss_ddf_dn_2: 0.0062 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7300 (0.7292) loss_vfl_aux_0: 0.8050 (0.8152) loss_vfl_aux_1: 0.7851 (0.7932) loss_vfl_aux_2: 0.7746 (0.7681) loss_vfl_aux_3: 0.7320 (0.7411) loss_vfl_aux_4: 0.7286 (0.7304) loss_vfl_dn_0: 0.5048 (0.5072) loss_vfl_dn_1: 0.4730 (0.4668) loss_vfl_dn_2: 0.4574 (0.4523) loss_vfl_dn_3: 0.4415 (0.4408) loss_vfl_dn_4: 0.4359 (0.4369) loss_vfl_dn_5: 0.4355 (0.4363) loss_vfl_dn_pre: 0.5062 (0.5081) loss_vfl_enc_0: 0.7900 (0.8034) loss_vfl_pre: 0.7991 (0.8180) time: 0.7689 data: 0.0286 max mem: 9104 Epoch: [8] [3000/3696] eta: 0:08:41 lr: 0.000013 loss: 34.2448 (34.4528) loss_bbox: 0.1940 (0.2125) loss_bbox_aux_0: 0.2060 (0.2307) loss_bbox_aux_1: 0.1967 (0.2159) loss_bbox_aux_2: 0.1943 (0.2131) loss_bbox_aux_3: 0.1941 (0.2126) loss_bbox_aux_4: 0.1938 (0.2125) loss_bbox_dn_0: 0.2686 (0.3053) loss_bbox_dn_1: 0.2093 (0.2353) loss_bbox_dn_2: 0.2022 (0.2243) loss_bbox_dn_3: 0.1991 (0.2214) loss_bbox_dn_4: 0.1984 (0.2210) loss_bbox_dn_5: 0.1983 (0.2209) loss_bbox_dn_pre: 0.2703 (0.3097) loss_bbox_enc_0: 0.2473 (0.2814) loss_bbox_pre: 0.2058 (0.2310) loss_dfl: 0.9740 (0.9663) loss_fgl_aux_0: 1.0107 (1.0126) loss_fgl_aux_1: 0.9699 (0.9708) loss_fgl_aux_2: 0.9730 (0.9664) loss_fgl_aux_3: 0.9742 (0.9663) loss_fgl_aux_4: 0.9743 (0.9663) loss_fgl_dn_0: 1.1045 (1.1035) loss_fgl_dn_1: 1.0069 (1.0023) loss_fgl_dn_2: 1.0001 (0.9928) loss_fgl_dn_3: 1.0020 (0.9936) loss_fgl_dn_4: 1.0023 (0.9938) loss_fgl_dn_5: 1.0023 (0.9938) loss_giou: 0.6055 (0.6182) loss_giou_aux_0: 0.6300 (0.6495) loss_giou_aux_1: 0.6081 (0.6240) loss_giou_aux_2: 0.6075 (0.6189) loss_giou_aux_3: 0.6056 (0.6182) loss_giou_aux_4: 0.6056 (0.6182) loss_giou_dn_0: 0.6483 (0.6651) loss_giou_dn_1: 0.5449 (0.5512) loss_giou_dn_2: 0.5279 (0.5330) loss_giou_dn_3: 0.5229 (0.5288) loss_giou_dn_4: 0.5224 (0.5283) loss_giou_dn_5: 0.5225 (0.5283) loss_giou_dn_pre: 0.6512 (0.6634) loss_giou_enc_0: 0.7263 (0.7368) loss_giou_pre: 0.6305 (0.6474) loss_ddf_aux_0: 0.0807 (0.0801) loss_ddf_aux_1: 0.0109 (0.0097) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2376 (0.2694) loss_ddf_dn_1: 0.0328 (0.0341) loss_ddf_dn_2: 0.0061 (0.0060) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7283 (0.7292) loss_vfl_aux_0: 0.8009 (0.8150) loss_vfl_aux_1: 0.7659 (0.7930) loss_vfl_aux_2: 0.7708 (0.7681) loss_vfl_aux_3: 0.7321 (0.7411) loss_vfl_aux_4: 0.7266 (0.7303) loss_vfl_dn_0: 0.5021 (0.5071) loss_vfl_dn_1: 0.4568 (0.4667) loss_vfl_dn_2: 0.4429 (0.4522) loss_vfl_dn_3: 0.4300 (0.4407) loss_vfl_dn_4: 0.4301 (0.4368) loss_vfl_dn_5: 0.4276 (0.4362) loss_vfl_dn_pre: 0.5025 (0.5080) loss_vfl_enc_0: 0.7845 (0.8032) loss_vfl_pre: 0.8040 (0.8179) time: 0.7559 data: 0.0309 max mem: 9104 Epoch: [8] [3100/3696] eta: 0:07:26 lr: 0.000013 loss: 34.2881 (34.4491) loss_bbox: 0.2100 (0.2126) loss_bbox_aux_0: 0.2406 (0.2308) loss_bbox_aux_1: 0.2169 (0.2160) loss_bbox_aux_2: 0.2105 (0.2132) loss_bbox_aux_3: 0.2098 (0.2127) loss_bbox_aux_4: 0.2101 (0.2126) loss_bbox_dn_0: 0.3232 (0.3053) loss_bbox_dn_1: 0.2478 (0.2353) loss_bbox_dn_2: 0.2301 (0.2243) loss_bbox_dn_3: 0.2304 (0.2214) loss_bbox_dn_4: 0.2312 (0.2209) loss_bbox_dn_5: 0.2313 (0.2209) loss_bbox_dn_pre: 0.3236 (0.3097) loss_bbox_enc_0: 0.3010 (0.2814) loss_bbox_pre: 0.2415 (0.2310) loss_dfl: 0.9785 (0.9662) loss_fgl_aux_0: 1.0336 (1.0125) loss_fgl_aux_1: 0.9837 (0.9707) loss_fgl_aux_2: 0.9770 (0.9664) loss_fgl_aux_3: 0.9780 (0.9663) loss_fgl_aux_4: 0.9784 (0.9663) loss_fgl_dn_0: 1.1127 (1.1035) loss_fgl_dn_1: 1.0070 (1.0022) loss_fgl_dn_2: 0.9987 (0.9927) loss_fgl_dn_3: 0.9985 (0.9935) loss_fgl_dn_4: 0.9986 (0.9937) loss_fgl_dn_5: 0.9985 (0.9938) loss_giou: 0.5827 (0.6181) loss_giou_aux_0: 0.6147 (0.6494) loss_giou_aux_1: 0.5908 (0.6239) loss_giou_aux_2: 0.5849 (0.6188) loss_giou_aux_3: 0.5830 (0.6182) loss_giou_aux_4: 0.5829 (0.6181) loss_giou_dn_0: 0.6565 (0.6650) loss_giou_dn_1: 0.5406 (0.5510) loss_giou_dn_2: 0.5209 (0.5329) loss_giou_dn_3: 0.5171 (0.5287) loss_giou_dn_4: 0.5168 (0.5282) loss_giou_dn_5: 0.5168 (0.5282) loss_giou_dn_pre: 0.6542 (0.6633) loss_giou_enc_0: 0.7107 (0.7367) loss_giou_pre: 0.6102 (0.6473) loss_ddf_aux_0: 0.0914 (0.0800) loss_ddf_aux_1: 0.0108 (0.0097) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2796 (0.2694) loss_ddf_dn_1: 0.0361 (0.0341) loss_ddf_dn_2: 0.0074 (0.0060) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7243 (0.7289) loss_vfl_aux_0: 0.7981 (0.8148) loss_vfl_aux_1: 0.7869 (0.7927) loss_vfl_aux_2: 0.7783 (0.7677) loss_vfl_aux_3: 0.7485 (0.7408) loss_vfl_aux_4: 0.7283 (0.7301) loss_vfl_dn_0: 0.5082 (0.5071) loss_vfl_dn_1: 0.4667 (0.4667) loss_vfl_dn_2: 0.4500 (0.4522) loss_vfl_dn_3: 0.4388 (0.4407) loss_vfl_dn_4: 0.4378 (0.4368) loss_vfl_dn_5: 0.4377 (0.4362) loss_vfl_dn_pre: 0.5085 (0.5080) loss_vfl_enc_0: 0.7922 (0.8030) loss_vfl_pre: 0.8008 (0.8177) time: 0.7484 data: 0.0313 max mem: 9104 Epoch: [8] [3200/3696] eta: 0:06:11 lr: 0.000013 loss: 34.5397 (34.4477) loss_bbox: 0.1970 (0.2126) loss_bbox_aux_0: 0.2144 (0.2307) loss_bbox_aux_1: 0.1993 (0.2159) loss_bbox_aux_2: 0.1972 (0.2131) loss_bbox_aux_3: 0.1973 (0.2126) loss_bbox_aux_4: 0.1970 (0.2126) loss_bbox_dn_0: 0.2800 (0.3051) loss_bbox_dn_1: 0.2164 (0.2352) loss_bbox_dn_2: 0.2112 (0.2241) loss_bbox_dn_3: 0.2098 (0.2212) loss_bbox_dn_4: 0.2069 (0.2208) loss_bbox_dn_5: 0.2067 (0.2207) loss_bbox_dn_pre: 0.2821 (0.3095) loss_bbox_enc_0: 0.2559 (0.2814) loss_bbox_pre: 0.2144 (0.2309) loss_dfl: 0.9607 (0.9663) loss_fgl_aux_0: 0.9970 (1.0125) loss_fgl_aux_1: 0.9637 (0.9708) loss_fgl_aux_2: 0.9611 (0.9665) loss_fgl_aux_3: 0.9602 (0.9663) loss_fgl_aux_4: 0.9603 (0.9663) loss_fgl_dn_0: 1.1002 (1.1035) loss_fgl_dn_1: 1.0082 (1.0023) loss_fgl_dn_2: 0.9933 (0.9928) loss_fgl_dn_3: 0.9939 (0.9936) loss_fgl_dn_4: 0.9943 (0.9938) loss_fgl_dn_5: 0.9940 (0.9938) loss_giou: 0.6419 (0.6183) loss_giou_aux_0: 0.6693 (0.6496) loss_giou_aux_1: 0.6446 (0.6240) loss_giou_aux_2: 0.6440 (0.6190) loss_giou_aux_3: 0.6429 (0.6183) loss_giou_aux_4: 0.6425 (0.6183) loss_giou_dn_0: 0.6701 (0.6649) loss_giou_dn_1: 0.5385 (0.5509) loss_giou_dn_2: 0.5237 (0.5328) loss_giou_dn_3: 0.5213 (0.5287) loss_giou_dn_4: 0.5204 (0.5281) loss_giou_dn_5: 0.5206 (0.5281) loss_giou_dn_pre: 0.6649 (0.6631) loss_giou_enc_0: 0.7507 (0.7369) loss_giou_pre: 0.6649 (0.6474) loss_ddf_aux_0: 0.0704 (0.0799) loss_ddf_aux_1: 0.0090 (0.0097) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2554 (0.2693) loss_ddf_dn_1: 0.0308 (0.0341) loss_ddf_dn_2: 0.0054 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7143 (0.7291) loss_vfl_aux_0: 0.7935 (0.8144) loss_vfl_aux_1: 0.7675 (0.7925) loss_vfl_aux_2: 0.7607 (0.7678) loss_vfl_aux_3: 0.7229 (0.7409) loss_vfl_aux_4: 0.7224 (0.7302) loss_vfl_dn_0: 0.5120 (0.5072) loss_vfl_dn_1: 0.4646 (0.4667) loss_vfl_dn_2: 0.4519 (0.4522) loss_vfl_dn_3: 0.4429 (0.4407) loss_vfl_dn_4: 0.4390 (0.4367) loss_vfl_dn_5: 0.4396 (0.4362) loss_vfl_dn_pre: 0.5122 (0.5080) loss_vfl_enc_0: 0.7880 (0.8028) loss_vfl_pre: 0.7874 (0.8174) time: 0.7334 data: 0.0267 max mem: 9104 Epoch: [8] [3300/3696] eta: 0:04:56 lr: 0.000013 loss: 34.2198 (34.4488) loss_bbox: 0.2180 (0.2126) loss_bbox_aux_0: 0.2390 (0.2307) loss_bbox_aux_1: 0.2254 (0.2160) loss_bbox_aux_2: 0.2200 (0.2132) loss_bbox_aux_3: 0.2180 (0.2127) loss_bbox_aux_4: 0.2179 (0.2127) loss_bbox_dn_0: 0.3076 (0.3053) loss_bbox_dn_1: 0.2385 (0.2353) loss_bbox_dn_2: 0.2314 (0.2243) loss_bbox_dn_3: 0.2284 (0.2214) loss_bbox_dn_4: 0.2284 (0.2210) loss_bbox_dn_5: 0.2285 (0.2209) loss_bbox_dn_pre: 0.3174 (0.3097) loss_bbox_enc_0: 0.2843 (0.2813) loss_bbox_pre: 0.2408 (0.2310) loss_dfl: 0.9733 (0.9664) loss_fgl_aux_0: 1.0099 (1.0125) loss_fgl_aux_1: 0.9738 (0.9708) loss_fgl_aux_2: 0.9729 (0.9665) loss_fgl_aux_3: 0.9737 (0.9664) loss_fgl_aux_4: 0.9734 (0.9664) loss_fgl_dn_0: 1.1074 (1.1035) loss_fgl_dn_1: 1.0122 (1.0023) loss_fgl_dn_2: 1.0024 (0.9928) loss_fgl_dn_3: 1.0034 (0.9936) loss_fgl_dn_4: 1.0031 (0.9939) loss_fgl_dn_5: 1.0029 (0.9939) loss_giou: 0.6041 (0.6182) loss_giou_aux_0: 0.6315 (0.6494) loss_giou_aux_1: 0.6107 (0.6239) loss_giou_aux_2: 0.6046 (0.6189) loss_giou_aux_3: 0.6049 (0.6182) loss_giou_aux_4: 0.6048 (0.6182) loss_giou_dn_0: 0.6336 (0.6647) loss_giou_dn_1: 0.5237 (0.5508) loss_giou_dn_2: 0.5086 (0.5327) loss_giou_dn_3: 0.5036 (0.5286) loss_giou_dn_4: 0.5032 (0.5280) loss_giou_dn_5: 0.5026 (0.5280) loss_giou_dn_pre: 0.6323 (0.6630) loss_giou_enc_0: 0.7074 (0.7367) loss_giou_pre: 0.6293 (0.6473) loss_ddf_aux_0: 0.0758 (0.0798) loss_ddf_aux_1: 0.0100 (0.0097) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2631 (0.2693) loss_ddf_dn_1: 0.0333 (0.0341) loss_ddf_dn_2: 0.0054 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7277 (0.7293) loss_vfl_aux_0: 0.8245 (0.8144) loss_vfl_aux_1: 0.8044 (0.7926) loss_vfl_aux_2: 0.7692 (0.7679) loss_vfl_aux_3: 0.7435 (0.7411) loss_vfl_aux_4: 0.7181 (0.7304) loss_vfl_dn_0: 0.5107 (0.5072) loss_vfl_dn_1: 0.4722 (0.4667) loss_vfl_dn_2: 0.4572 (0.4521) loss_vfl_dn_3: 0.4468 (0.4407) loss_vfl_dn_4: 0.4422 (0.4367) loss_vfl_dn_5: 0.4421 (0.4362) loss_vfl_dn_pre: 0.5103 (0.5081) loss_vfl_enc_0: 0.8073 (0.8029) loss_vfl_pre: 0.8210 (0.8173) time: 0.7339 data: 0.0267 max mem: 9104 Epoch: [8] [3400/3696] eta: 0:03:41 lr: 0.000013 loss: 34.0869 (34.4492) loss_bbox: 0.1789 (0.2126) loss_bbox_aux_0: 0.1967 (0.2306) loss_bbox_aux_1: 0.1804 (0.2160) loss_bbox_aux_2: 0.1786 (0.2131) loss_bbox_aux_3: 0.1792 (0.2127) loss_bbox_aux_4: 0.1790 (0.2126) loss_bbox_dn_0: 0.2683 (0.3049) loss_bbox_dn_1: 0.2080 (0.2351) loss_bbox_dn_2: 0.1991 (0.2241) loss_bbox_dn_3: 0.1965 (0.2211) loss_bbox_dn_4: 0.1963 (0.2207) loss_bbox_dn_5: 0.1963 (0.2207) loss_bbox_dn_pre: 0.2732 (0.3093) loss_bbox_enc_0: 0.2476 (0.2811) loss_bbox_pre: 0.1955 (0.2309) loss_dfl: 0.9614 (0.9663) loss_fgl_aux_0: 1.0018 (1.0123) loss_fgl_aux_1: 0.9689 (0.9707) loss_fgl_aux_2: 0.9624 (0.9664) loss_fgl_aux_3: 0.9619 (0.9663) loss_fgl_aux_4: 0.9617 (0.9663) loss_fgl_dn_0: 1.1033 (1.1034) loss_fgl_dn_1: 1.0019 (1.0023) loss_fgl_dn_2: 0.9927 (0.9929) loss_fgl_dn_3: 0.9923 (0.9936) loss_fgl_dn_4: 0.9929 (0.9939) loss_fgl_dn_5: 0.9930 (0.9939) loss_giou: 0.6144 (0.6188) loss_giou_aux_0: 0.6538 (0.6500) loss_giou_aux_1: 0.6176 (0.6245) loss_giou_aux_2: 0.6137 (0.6194) loss_giou_aux_3: 0.6154 (0.6188) loss_giou_aux_4: 0.6149 (0.6188) loss_giou_dn_0: 0.6598 (0.6648) loss_giou_dn_1: 0.5498 (0.5510) loss_giou_dn_2: 0.5316 (0.5329) loss_giou_dn_3: 0.5275 (0.5288) loss_giou_dn_4: 0.5266 (0.5282) loss_giou_dn_5: 0.5269 (0.5282) loss_giou_dn_pre: 0.6574 (0.6631) loss_giou_enc_0: 0.7362 (0.7372) loss_giou_pre: 0.6506 (0.6478) loss_ddf_aux_0: 0.0812 (0.0797) loss_ddf_aux_1: 0.0093 (0.0097) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2586 (0.2691) loss_ddf_dn_1: 0.0326 (0.0341) loss_ddf_dn_2: 0.0059 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7237 (0.7292) loss_vfl_aux_0: 0.7948 (0.8142) loss_vfl_aux_1: 0.7740 (0.7925) loss_vfl_aux_2: 0.7458 (0.7678) loss_vfl_aux_3: 0.7226 (0.7410) loss_vfl_aux_4: 0.7147 (0.7304) loss_vfl_dn_0: 0.5051 (0.5071) loss_vfl_dn_1: 0.4643 (0.4666) loss_vfl_dn_2: 0.4521 (0.4521) loss_vfl_dn_3: 0.4379 (0.4406) loss_vfl_dn_4: 0.4336 (0.4367) loss_vfl_dn_5: 0.4324 (0.4362) loss_vfl_dn_pre: 0.5062 (0.5080) loss_vfl_enc_0: 0.8018 (0.8027) loss_vfl_pre: 0.7986 (0.8171) time: 0.7570 data: 0.0296 max mem: 9104 Epoch: [8] [3500/3696] eta: 0:02:26 lr: 0.000013 loss: 34.0292 (34.4517) loss_bbox: 0.2015 (0.2125) loss_bbox_aux_0: 0.2059 (0.2306) loss_bbox_aux_1: 0.2062 (0.2159) loss_bbox_aux_2: 0.2001 (0.2131) loss_bbox_aux_3: 0.2015 (0.2126) loss_bbox_aux_4: 0.2016 (0.2126) loss_bbox_dn_0: 0.2915 (0.3049) loss_bbox_dn_1: 0.2249 (0.2350) loss_bbox_dn_2: 0.2122 (0.2240) loss_bbox_dn_3: 0.2082 (0.2211) loss_bbox_dn_4: 0.2079 (0.2206) loss_bbox_dn_5: 0.2079 (0.2206) loss_bbox_dn_pre: 0.2934 (0.3093) loss_bbox_enc_0: 0.2572 (0.2810) loss_bbox_pre: 0.2049 (0.2308) loss_dfl: 0.9531 (0.9661) loss_fgl_aux_0: 1.0019 (1.0120) loss_fgl_aux_1: 0.9557 (0.9705) loss_fgl_aux_2: 0.9523 (0.9662) loss_fgl_aux_3: 0.9531 (0.9661) loss_fgl_aux_4: 0.9529 (0.9661) loss_fgl_dn_0: 1.1035 (1.1034) loss_fgl_dn_1: 1.0018 (1.0023) loss_fgl_dn_2: 0.9920 (0.9928) loss_fgl_dn_3: 0.9920 (0.9936) loss_fgl_dn_4: 0.9917 (0.9938) loss_fgl_dn_5: 0.9918 (0.9938) loss_giou: 0.6009 (0.6191) loss_giou_aux_0: 0.6280 (0.6503) loss_giou_aux_1: 0.6055 (0.6249) loss_giou_aux_2: 0.5997 (0.6198) loss_giou_aux_3: 0.5996 (0.6191) loss_giou_aux_4: 0.6007 (0.6191) loss_giou_dn_0: 0.6546 (0.6652) loss_giou_dn_1: 0.5442 (0.5513) loss_giou_dn_2: 0.5274 (0.5332) loss_giou_dn_3: 0.5230 (0.5291) loss_giou_dn_4: 0.5226 (0.5285) loss_giou_dn_5: 0.5222 (0.5285) loss_giou_dn_pre: 0.6552 (0.6634) loss_giou_enc_0: 0.7103 (0.7375) loss_giou_pre: 0.6253 (0.6482) loss_ddf_aux_0: 0.0736 (0.0796) loss_ddf_aux_1: 0.0097 (0.0097) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2616 (0.2692) loss_ddf_dn_1: 0.0344 (0.0341) loss_ddf_dn_2: 0.0057 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7158 (0.7293) loss_vfl_aux_0: 0.8062 (0.8142) loss_vfl_aux_1: 0.7760 (0.7925) loss_vfl_aux_2: 0.7553 (0.7679) loss_vfl_aux_3: 0.7355 (0.7411) loss_vfl_aux_4: 0.7155 (0.7304) loss_vfl_dn_0: 0.5065 (0.5070) loss_vfl_dn_1: 0.4669 (0.4666) loss_vfl_dn_2: 0.4491 (0.4521) loss_vfl_dn_3: 0.4345 (0.4406) loss_vfl_dn_4: 0.4310 (0.4366) loss_vfl_dn_5: 0.4296 (0.4361) loss_vfl_dn_pre: 0.5071 (0.5079) loss_vfl_enc_0: 0.7970 (0.8027) loss_vfl_pre: 0.7996 (0.8171) time: 0.7528 data: 0.0291 max mem: 9104 Epoch: [8] [3600/3696] eta: 0:01:11 lr: 0.000013 loss: 34.4119 (34.4511) loss_bbox: 0.1994 (0.2126) loss_bbox_aux_0: 0.2172 (0.2306) loss_bbox_aux_1: 0.2013 (0.2160) loss_bbox_aux_2: 0.2001 (0.2131) loss_bbox_aux_3: 0.1996 (0.2127) loss_bbox_aux_4: 0.1994 (0.2126) loss_bbox_dn_0: 0.2915 (0.3048) loss_bbox_dn_1: 0.2150 (0.2349) loss_bbox_dn_2: 0.2034 (0.2239) loss_bbox_dn_3: 0.1983 (0.2210) loss_bbox_dn_4: 0.1977 (0.2205) loss_bbox_dn_5: 0.1977 (0.2205) loss_bbox_dn_pre: 0.2973 (0.3092) loss_bbox_enc_0: 0.2603 (0.2811) loss_bbox_pre: 0.2173 (0.2309) loss_dfl: 0.9748 (0.9659) loss_fgl_aux_0: 1.0199 (1.0118) loss_fgl_aux_1: 0.9803 (0.9703) loss_fgl_aux_2: 0.9750 (0.9660) loss_fgl_aux_3: 0.9749 (0.9659) loss_fgl_aux_4: 0.9747 (0.9659) loss_fgl_dn_0: 1.1094 (1.1033) loss_fgl_dn_1: 0.9990 (1.0022) loss_fgl_dn_2: 0.9868 (0.9927) loss_fgl_dn_3: 0.9893 (0.9934) loss_fgl_dn_4: 0.9891 (0.9937) loss_fgl_dn_5: 0.9891 (0.9937) loss_giou: 0.5695 (0.6192) loss_giou_aux_0: 0.6002 (0.6504) loss_giou_aux_1: 0.5738 (0.6250) loss_giou_aux_2: 0.5683 (0.6199) loss_giou_aux_3: 0.5698 (0.6192) loss_giou_aux_4: 0.5697 (0.6192) loss_giou_dn_0: 0.6502 (0.6651) loss_giou_dn_1: 0.5301 (0.5513) loss_giou_dn_2: 0.5147 (0.5331) loss_giou_dn_3: 0.5084 (0.5290) loss_giou_dn_4: 0.5074 (0.5285) loss_giou_dn_5: 0.5074 (0.5284) loss_giou_dn_pre: 0.6488 (0.6634) loss_giou_enc_0: 0.6827 (0.7377) loss_giou_pre: 0.5976 (0.6483) loss_ddf_aux_0: 0.0815 (0.0796) loss_ddf_aux_1: 0.0094 (0.0097) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2687 (0.2692) loss_ddf_dn_1: 0.0372 (0.0341) loss_ddf_dn_2: 0.0070 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7361 (0.7295) loss_vfl_aux_0: 0.8345 (0.8144) loss_vfl_aux_1: 0.8060 (0.7927) loss_vfl_aux_2: 0.7783 (0.7680) loss_vfl_aux_3: 0.7592 (0.7413) loss_vfl_aux_4: 0.7349 (0.7305) loss_vfl_dn_0: 0.5045 (0.5070) loss_vfl_dn_1: 0.4621 (0.4666) loss_vfl_dn_2: 0.4439 (0.4520) loss_vfl_dn_3: 0.4349 (0.4405) loss_vfl_dn_4: 0.4307 (0.4366) loss_vfl_dn_5: 0.4301 (0.4361) loss_vfl_dn_pre: 0.5054 (0.5079) loss_vfl_enc_0: 0.8096 (0.8026) loss_vfl_pre: 0.8400 (0.8173) time: 0.7433 data: 0.0289 max mem: 9104 Epoch: [8] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 34.0367 (34.4529) loss_bbox: 0.1935 (0.2126) loss_bbox_aux_0: 0.2179 (0.2306) loss_bbox_aux_1: 0.1970 (0.2159) loss_bbox_aux_2: 0.1941 (0.2131) loss_bbox_aux_3: 0.1937 (0.2126) loss_bbox_aux_4: 0.1936 (0.2126) loss_bbox_dn_0: 0.3040 (0.3048) loss_bbox_dn_1: 0.2276 (0.2350) loss_bbox_dn_2: 0.2140 (0.2239) loss_bbox_dn_3: 0.2117 (0.2210) loss_bbox_dn_4: 0.2113 (0.2206) loss_bbox_dn_5: 0.2111 (0.2205) loss_bbox_dn_pre: 0.3022 (0.3092) loss_bbox_enc_0: 0.2737 (0.2810) loss_bbox_pre: 0.2179 (0.2309) loss_dfl: 0.9660 (0.9659) loss_fgl_aux_0: 1.0093 (1.0117) loss_fgl_aux_1: 0.9753 (0.9703) loss_fgl_aux_2: 0.9669 (0.9661) loss_fgl_aux_3: 0.9664 (0.9660) loss_fgl_aux_4: 0.9661 (0.9659) loss_fgl_dn_0: 1.0997 (1.1032) loss_fgl_dn_1: 1.0085 (1.0022) loss_fgl_dn_2: 0.9969 (0.9927) loss_fgl_dn_3: 0.9993 (0.9935) loss_fgl_dn_4: 1.0001 (0.9937) loss_fgl_dn_5: 1.0002 (0.9937) loss_giou: 0.5942 (0.6194) loss_giou_aux_0: 0.6337 (0.6506) loss_giou_aux_1: 0.6021 (0.6252) loss_giou_aux_2: 0.5934 (0.6201) loss_giou_aux_3: 0.5942 (0.6195) loss_giou_aux_4: 0.5940 (0.6194) loss_giou_dn_0: 0.6494 (0.6652) loss_giou_dn_1: 0.5379 (0.5513) loss_giou_dn_2: 0.5214 (0.5332) loss_giou_dn_3: 0.5164 (0.5291) loss_giou_dn_4: 0.5161 (0.5285) loss_giou_dn_5: 0.5161 (0.5285) loss_giou_dn_pre: 0.6466 (0.6634) loss_giou_enc_0: 0.7251 (0.7379) loss_giou_pre: 0.6346 (0.6485) loss_ddf_aux_0: 0.0696 (0.0796) loss_ddf_aux_1: 0.0096 (0.0097) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2476 (0.2691) loss_ddf_dn_1: 0.0307 (0.0341) loss_ddf_dn_2: 0.0056 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7021 (0.7296) loss_vfl_aux_0: 0.8013 (0.8143) loss_vfl_aux_1: 0.7788 (0.7928) loss_vfl_aux_2: 0.7523 (0.7680) loss_vfl_aux_3: 0.7208 (0.7414) loss_vfl_aux_4: 0.7101 (0.7306) loss_vfl_dn_0: 0.5018 (0.5070) loss_vfl_dn_1: 0.4619 (0.4665) loss_vfl_dn_2: 0.4484 (0.4519) loss_vfl_dn_3: 0.4333 (0.4405) loss_vfl_dn_4: 0.4277 (0.4365) loss_vfl_dn_5: 0.4284 (0.4360) loss_vfl_dn_pre: 0.5028 (0.5079) loss_vfl_enc_0: 0.7717 (0.8024) loss_vfl_pre: 0.8070 (0.8172) time: 0.7598 data: 0.0306 max mem: 9104 Epoch: [8] Total time: 0:46:08 (0.7489 s / it) Averaged stats: lr: 0.000013 loss: 34.0367 (34.4529) loss_bbox: 0.1935 (0.2126) loss_bbox_aux_0: 0.2179 (0.2306) loss_bbox_aux_1: 0.1970 (0.2159) loss_bbox_aux_2: 0.1941 (0.2131) loss_bbox_aux_3: 0.1937 (0.2126) loss_bbox_aux_4: 0.1936 (0.2126) loss_bbox_dn_0: 0.3040 (0.3048) loss_bbox_dn_1: 0.2276 (0.2350) loss_bbox_dn_2: 0.2140 (0.2239) loss_bbox_dn_3: 0.2117 (0.2210) loss_bbox_dn_4: 0.2113 (0.2206) loss_bbox_dn_5: 0.2111 (0.2205) loss_bbox_dn_pre: 0.3022 (0.3092) loss_bbox_enc_0: 0.2737 (0.2810) loss_bbox_pre: 0.2179 (0.2309) loss_dfl: 0.9660 (0.9659) loss_fgl_aux_0: 1.0093 (1.0117) loss_fgl_aux_1: 0.9753 (0.9703) loss_fgl_aux_2: 0.9669 (0.9661) loss_fgl_aux_3: 0.9664 (0.9660) loss_fgl_aux_4: 0.9661 (0.9659) loss_fgl_dn_0: 1.0997 (1.1032) loss_fgl_dn_1: 1.0085 (1.0022) loss_fgl_dn_2: 0.9969 (0.9927) loss_fgl_dn_3: 0.9993 (0.9935) loss_fgl_dn_4: 1.0001 (0.9937) loss_fgl_dn_5: 1.0002 (0.9937) loss_giou: 0.5942 (0.6194) loss_giou_aux_0: 0.6337 (0.6506) loss_giou_aux_1: 0.6021 (0.6252) loss_giou_aux_2: 0.5934 (0.6201) loss_giou_aux_3: 0.5942 (0.6195) loss_giou_aux_4: 0.5940 (0.6194) loss_giou_dn_0: 0.6494 (0.6652) loss_giou_dn_1: 0.5379 (0.5513) loss_giou_dn_2: 0.5214 (0.5332) loss_giou_dn_3: 0.5164 (0.5291) loss_giou_dn_4: 0.5161 (0.5285) loss_giou_dn_5: 0.5161 (0.5285) loss_giou_dn_pre: 0.6466 (0.6634) loss_giou_enc_0: 0.7251 (0.7379) loss_giou_pre: 0.6346 (0.6485) loss_ddf_aux_0: 0.0696 (0.0796) loss_ddf_aux_1: 0.0096 (0.0097) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2476 (0.2691) loss_ddf_dn_1: 0.0307 (0.0341) loss_ddf_dn_2: 0.0056 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7021 (0.7296) loss_vfl_aux_0: 0.8013 (0.8143) loss_vfl_aux_1: 0.7788 (0.7928) loss_vfl_aux_2: 0.7523 (0.7680) loss_vfl_aux_3: 0.7208 (0.7414) loss_vfl_aux_4: 0.7101 (0.7306) loss_vfl_dn_0: 0.5018 (0.5070) loss_vfl_dn_1: 0.4619 (0.4665) loss_vfl_dn_2: 0.4484 (0.4519) loss_vfl_dn_3: 0.4333 (0.4405) loss_vfl_dn_4: 0.4277 (0.4365) loss_vfl_dn_5: 0.4284 (0.4360) loss_vfl_dn_pre: 0.5028 (0.5079) loss_vfl_enc_0: 0.7717 (0.8024) loss_vfl_pre: 0.8070 (0.8172) Test: [ 0/79] eta: 0:03:04 time: 2.3305 data: 1.7712 max mem: 9104 Test: [10/79] eta: 0:00:53 time: 0.7705 data: 0.2162 max mem: 9104 Test: [20/79] eta: 0:00:47 time: 0.7218 data: 0.0636 max mem: 9104 Test: [30/79] eta: 0:00:36 time: 0.7191 data: 0.0632 max mem: 9104 Test: [40/79] eta: 0:00:27 time: 0.6130 data: 0.0604 max mem: 9104 Test: [50/79] eta: 0:00:21 time: 0.7076 data: 0.0626 max mem: 9104 Test: [60/79] eta: 0:00:13 time: 0.6810 data: 0.0596 max mem: 9104 Test: [70/79] eta: 0:00:06 time: 0.5777 data: 0.0565 max mem: 9104 Test: [78/79] eta: 0:00:00 time: 0.5707 data: 0.0621 max mem: 9104 Test: Total time: 0:00:53 (0.6742 s / it) Averaged stats: Accumulating evaluation results... DONE (t=23.03s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.482 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.652 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.523 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.284 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.530 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.668 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.371 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.619 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.689 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.485 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.745 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.877 best_stat: {'epoch': 8, 'coco_eval_bbox': 0.48171879954305435} Epoch: [9] [ 0/3696] eta: 2:58:36 lr: 0.000013 loss: 33.9978 (33.9978) loss_bbox: 0.1981 (0.1981) loss_bbox_aux_0: 0.2248 (0.2248) loss_bbox_aux_1: 0.2070 (0.2070) loss_bbox_aux_2: 0.1979 (0.1979) loss_bbox_aux_3: 0.1979 (0.1979) loss_bbox_aux_4: 0.1980 (0.1980) loss_bbox_dn_0: 0.3362 (0.3362) loss_bbox_dn_1: 0.2582 (0.2582) loss_bbox_dn_2: 0.2444 (0.2444) loss_bbox_dn_3: 0.2387 (0.2387) loss_bbox_dn_4: 0.2383 (0.2383) loss_bbox_dn_5: 0.2382 (0.2382) loss_bbox_dn_pre: 0.3417 (0.3417) loss_bbox_enc_0: 0.2645 (0.2645) loss_bbox_pre: 0.2282 (0.2282) loss_dfl: 0.9810 (0.9810) loss_fgl_aux_0: 1.0425 (1.0425) loss_fgl_aux_1: 0.9863 (0.9863) loss_fgl_aux_2: 0.9819 (0.9819) loss_fgl_aux_3: 0.9812 (0.9812) loss_fgl_aux_4: 0.9812 (0.9812) loss_fgl_dn_0: 1.1130 (1.1130) loss_fgl_dn_1: 0.9955 (0.9955) loss_fgl_dn_2: 0.9875 (0.9875) loss_fgl_dn_3: 0.9889 (0.9889) loss_fgl_dn_4: 0.9892 (0.9892) loss_fgl_dn_5: 0.9892 (0.9892) loss_giou: 0.5649 (0.5649) loss_giou_aux_0: 0.6047 (0.6047) loss_giou_aux_1: 0.5709 (0.5709) loss_giou_aux_2: 0.5645 (0.5645) loss_giou_aux_3: 0.5649 (0.5649) loss_giou_aux_4: 0.5649 (0.5649) loss_giou_dn_0: 0.6603 (0.6603) loss_giou_dn_1: 0.5363 (0.5363) loss_giou_dn_2: 0.5099 (0.5099) loss_giou_dn_3: 0.5023 (0.5023) loss_giou_dn_4: 0.5016 (0.5016) loss_giou_dn_5: 0.5015 (0.5015) loss_giou_dn_pre: 0.6610 (0.6610) loss_giou_enc_0: 0.6892 (0.6892) loss_giou_pre: 0.6039 (0.6039) loss_ddf_aux_0: 0.0895 (0.0895) loss_ddf_aux_1: 0.0113 (0.0113) loss_ddf_aux_2: 0.0017 (0.0017) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2840 (0.2840) loss_ddf_dn_1: 0.0348 (0.0348) loss_ddf_dn_2: 0.0067 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7196 (0.7196) loss_vfl_aux_0: 0.8033 (0.8033) loss_vfl_aux_1: 0.7944 (0.7944) loss_vfl_aux_2: 0.7450 (0.7450) loss_vfl_aux_3: 0.7272 (0.7272) loss_vfl_aux_4: 0.7151 (0.7151) loss_vfl_dn_0: 0.5214 (0.5214) loss_vfl_dn_1: 0.4686 (0.4686) loss_vfl_dn_2: 0.4537 (0.4537) loss_vfl_dn_3: 0.4392 (0.4392) loss_vfl_dn_4: 0.4294 (0.4294) loss_vfl_dn_5: 0.4272 (0.4272) loss_vfl_dn_pre: 0.5219 (0.5219) loss_vfl_enc_0: 0.7704 (0.7704) loss_vfl_pre: 0.8025 (0.8025) time: 2.8995 data: 1.9925 max mem: 9104 Epoch: [9] [ 100/3696] eta: 0:45:20 lr: 0.000013 loss: 34.2864 (34.0904) loss_bbox: 0.2001 (0.2020) loss_bbox_aux_0: 0.2210 (0.2203) loss_bbox_aux_1: 0.2056 (0.2054) loss_bbox_aux_2: 0.2029 (0.2025) loss_bbox_aux_3: 0.2001 (0.2020) loss_bbox_aux_4: 0.2000 (0.2020) loss_bbox_dn_0: 0.2943 (0.2995) loss_bbox_dn_1: 0.2241 (0.2270) loss_bbox_dn_2: 0.2090 (0.2156) loss_bbox_dn_3: 0.2052 (0.2127) loss_bbox_dn_4: 0.2047 (0.2122) loss_bbox_dn_5: 0.2052 (0.2122) loss_bbox_dn_pre: 0.2960 (0.3039) loss_bbox_enc_0: 0.2642 (0.2719) loss_bbox_pre: 0.2213 (0.2206) loss_dfl: 0.9783 (0.9710) loss_fgl_aux_0: 1.0255 (1.0164) loss_fgl_aux_1: 0.9820 (0.9753) loss_fgl_aux_2: 0.9777 (0.9711) loss_fgl_aux_3: 0.9776 (0.9711) loss_fgl_aux_4: 0.9780 (0.9711) loss_fgl_dn_0: 1.1149 (1.1061) loss_fgl_dn_1: 1.0018 (0.9991) loss_fgl_dn_2: 0.9932 (0.9895) loss_fgl_dn_3: 0.9945 (0.9904) loss_fgl_dn_4: 0.9943 (0.9906) loss_fgl_dn_5: 0.9943 (0.9907) loss_giou: 0.5444 (0.5983) loss_giou_aux_0: 0.5720 (0.6295) loss_giou_aux_1: 0.5481 (0.6045) loss_giou_aux_2: 0.5448 (0.5992) loss_giou_aux_3: 0.5439 (0.5983) loss_giou_aux_4: 0.5441 (0.5983) loss_giou_dn_0: 0.6292 (0.6513) loss_giou_dn_1: 0.5178 (0.5367) loss_giou_dn_2: 0.5038 (0.5186) loss_giou_dn_3: 0.5004 (0.5143) loss_giou_dn_4: 0.5000 (0.5137) loss_giou_dn_5: 0.4998 (0.5136) loss_giou_dn_pre: 0.6287 (0.6495) loss_giou_enc_0: 0.6738 (0.7187) loss_giou_pre: 0.5700 (0.6276) loss_ddf_aux_0: 0.0776 (0.0756) loss_ddf_aux_1: 0.0098 (0.0096) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2791 (0.2732) loss_ddf_dn_1: 0.0349 (0.0339) loss_ddf_dn_2: 0.0067 (0.0062) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7469 (0.7310) loss_vfl_aux_0: 0.8398 (0.8228) loss_vfl_aux_1: 0.8284 (0.8019) loss_vfl_aux_2: 0.7936 (0.7713) loss_vfl_aux_3: 0.7568 (0.7445) loss_vfl_aux_4: 0.7533 (0.7321) loss_vfl_dn_0: 0.5154 (0.5087) loss_vfl_dn_1: 0.4691 (0.4635) loss_vfl_dn_2: 0.4524 (0.4476) loss_vfl_dn_3: 0.4460 (0.4360) loss_vfl_dn_4: 0.4425 (0.4320) loss_vfl_dn_5: 0.4410 (0.4314) loss_vfl_dn_pre: 0.5157 (0.5095) loss_vfl_enc_0: 0.8358 (0.8076) loss_vfl_pre: 0.8451 (0.8251) time: 0.7416 data: 0.0292 max mem: 9104 Epoch: [9] [ 200/3696] eta: 0:43:17 lr: 0.000013 loss: 34.1078 (34.1321) loss_bbox: 0.2085 (0.2076) loss_bbox_aux_0: 0.2262 (0.2258) loss_bbox_aux_1: 0.2102 (0.2110) loss_bbox_aux_2: 0.2084 (0.2082) loss_bbox_aux_3: 0.2088 (0.2077) loss_bbox_aux_4: 0.2086 (0.2076) loss_bbox_dn_0: 0.2872 (0.3049) loss_bbox_dn_1: 0.2107 (0.2326) loss_bbox_dn_2: 0.1990 (0.2213) loss_bbox_dn_3: 0.1961 (0.2186) loss_bbox_dn_4: 0.1957 (0.2181) loss_bbox_dn_5: 0.1956 (0.2181) loss_bbox_dn_pre: 0.2912 (0.3093) loss_bbox_enc_0: 0.2790 (0.2778) loss_bbox_pre: 0.2256 (0.2261) loss_dfl: 0.9601 (0.9683) loss_fgl_aux_0: 1.0199 (1.0134) loss_fgl_aux_1: 0.9653 (0.9727) loss_fgl_aux_2: 0.9596 (0.9685) loss_fgl_aux_3: 0.9594 (0.9684) loss_fgl_aux_4: 0.9599 (0.9684) loss_fgl_dn_0: 1.1065 (1.1056) loss_fgl_dn_1: 0.9965 (0.9991) loss_fgl_dn_2: 0.9889 (0.9894) loss_fgl_dn_3: 0.9878 (0.9903) loss_fgl_dn_4: 0.9872 (0.9906) loss_fgl_dn_5: 0.9873 (0.9906) loss_giou: 0.5929 (0.5975) loss_giou_aux_0: 0.6267 (0.6285) loss_giou_aux_1: 0.5996 (0.6034) loss_giou_aux_2: 0.5899 (0.5985) loss_giou_aux_3: 0.5918 (0.5976) loss_giou_aux_4: 0.5929 (0.5975) loss_giou_dn_0: 0.6331 (0.6482) loss_giou_dn_1: 0.5151 (0.5342) loss_giou_dn_2: 0.4960 (0.5163) loss_giou_dn_3: 0.4949 (0.5118) loss_giou_dn_4: 0.4943 (0.5113) loss_giou_dn_5: 0.4944 (0.5113) loss_giou_dn_pre: 0.6307 (0.6465) loss_giou_enc_0: 0.7100 (0.7188) loss_giou_pre: 0.6245 (0.6265) loss_ddf_aux_0: 0.0764 (0.0771) loss_ddf_aux_1: 0.0095 (0.0097) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2788 (0.2733) loss_ddf_dn_1: 0.0331 (0.0338) loss_ddf_dn_2: 0.0056 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7372 (0.7318) loss_vfl_aux_0: 0.8280 (0.8208) loss_vfl_aux_1: 0.8147 (0.7997) loss_vfl_aux_2: 0.7839 (0.7717) loss_vfl_aux_3: 0.7448 (0.7452) loss_vfl_aux_4: 0.7341 (0.7325) loss_vfl_dn_0: 0.5040 (0.5085) loss_vfl_dn_1: 0.4584 (0.4638) loss_vfl_dn_2: 0.4432 (0.4479) loss_vfl_dn_3: 0.4364 (0.4366) loss_vfl_dn_4: 0.4266 (0.4324) loss_vfl_dn_5: 0.4297 (0.4318) loss_vfl_dn_pre: 0.5049 (0.5092) loss_vfl_enc_0: 0.8181 (0.8066) loss_vfl_pre: 0.8245 (0.8234) time: 0.7422 data: 0.0263 max mem: 9104 Epoch: [9] [ 300/3696] eta: 0:42:02 lr: 0.000013 loss: 35.4238 (34.1638) loss_bbox: 0.2233 (0.2064) loss_bbox_aux_0: 0.2393 (0.2245) loss_bbox_aux_1: 0.2273 (0.2098) loss_bbox_aux_2: 0.2234 (0.2070) loss_bbox_aux_3: 0.2237 (0.2065) loss_bbox_aux_4: 0.2236 (0.2064) loss_bbox_dn_0: 0.3172 (0.3017) loss_bbox_dn_1: 0.2445 (0.2307) loss_bbox_dn_2: 0.2294 (0.2196) loss_bbox_dn_3: 0.2287 (0.2168) loss_bbox_dn_4: 0.2288 (0.2164) loss_bbox_dn_5: 0.2288 (0.2164) loss_bbox_dn_pre: 0.3187 (0.3063) loss_bbox_enc_0: 0.2847 (0.2754) loss_bbox_pre: 0.2414 (0.2247) loss_dfl: 0.9685 (0.9683) loss_fgl_aux_0: 1.0143 (1.0133) loss_fgl_aux_1: 0.9728 (0.9727) loss_fgl_aux_2: 0.9683 (0.9684) loss_fgl_aux_3: 0.9684 (0.9683) loss_fgl_aux_4: 0.9684 (0.9683) loss_fgl_dn_0: 1.1013 (1.1057) loss_fgl_dn_1: 1.0017 (1.0007) loss_fgl_dn_2: 0.9913 (0.9910) loss_fgl_dn_3: 0.9926 (0.9918) loss_fgl_dn_4: 0.9930 (0.9921) loss_fgl_dn_5: 0.9932 (0.9921) loss_giou: 0.6238 (0.6036) loss_giou_aux_0: 0.6602 (0.6349) loss_giou_aux_1: 0.6364 (0.6093) loss_giou_aux_2: 0.6260 (0.6044) loss_giou_aux_3: 0.6239 (0.6037) loss_giou_aux_4: 0.6238 (0.6036) loss_giou_dn_0: 0.6699 (0.6516) loss_giou_dn_1: 0.5560 (0.5379) loss_giou_dn_2: 0.5369 (0.5199) loss_giou_dn_3: 0.5324 (0.5156) loss_giou_dn_4: 0.5319 (0.5151) loss_giou_dn_5: 0.5319 (0.5151) loss_giou_dn_pre: 0.6696 (0.6501) loss_giou_enc_0: 0.7448 (0.7241) loss_giou_pre: 0.6573 (0.6329) loss_ddf_aux_0: 0.0783 (0.0772) loss_ddf_aux_1: 0.0099 (0.0097) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2767 (0.2739) loss_ddf_dn_1: 0.0342 (0.0339) loss_ddf_dn_2: 0.0056 (0.0060) loss_ddf_dn_3: 0.0004 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7292 (0.7281) loss_vfl_aux_0: 0.8442 (0.8169) loss_vfl_aux_1: 0.8033 (0.7959) loss_vfl_aux_2: 0.7766 (0.7681) loss_vfl_aux_3: 0.7443 (0.7408) loss_vfl_aux_4: 0.7327 (0.7292) loss_vfl_dn_0: 0.5074 (0.5081) loss_vfl_dn_1: 0.4692 (0.4644) loss_vfl_dn_2: 0.4564 (0.4490) loss_vfl_dn_3: 0.4440 (0.4377) loss_vfl_dn_4: 0.4380 (0.4335) loss_vfl_dn_5: 0.4396 (0.4331) loss_vfl_dn_pre: 0.5084 (0.5088) loss_vfl_enc_0: 0.8257 (0.8040) loss_vfl_pre: 0.8475 (0.8198) time: 0.7564 data: 0.0279 max mem: 9104 Epoch: [9] [ 400/3696] eta: 0:41:08 lr: 0.000013 loss: 34.3304 (34.2086) loss_bbox: 0.1944 (0.2070) loss_bbox_aux_0: 0.2170 (0.2250) loss_bbox_aux_1: 0.2022 (0.2104) loss_bbox_aux_2: 0.1961 (0.2076) loss_bbox_aux_3: 0.1945 (0.2071) loss_bbox_aux_4: 0.1943 (0.2071) loss_bbox_dn_0: 0.3012 (0.3018) loss_bbox_dn_1: 0.2301 (0.2312) loss_bbox_dn_2: 0.2195 (0.2200) loss_bbox_dn_3: 0.2175 (0.2172) loss_bbox_dn_4: 0.2170 (0.2168) loss_bbox_dn_5: 0.2170 (0.2167) loss_bbox_dn_pre: 0.3085 (0.3063) loss_bbox_enc_0: 0.2679 (0.2747) loss_bbox_pre: 0.2165 (0.2253) loss_dfl: 0.9791 (0.9687) loss_fgl_aux_0: 1.0325 (1.0138) loss_fgl_aux_1: 0.9842 (0.9731) loss_fgl_aux_2: 0.9788 (0.9688) loss_fgl_aux_3: 0.9789 (0.9687) loss_fgl_aux_4: 0.9788 (0.9687) loss_fgl_dn_0: 1.1134 (1.1052) loss_fgl_dn_1: 1.0031 (1.0010) loss_fgl_dn_2: 0.9902 (0.9913) loss_fgl_dn_3: 0.9933 (0.9922) loss_fgl_dn_4: 0.9940 (0.9925) loss_fgl_dn_5: 0.9941 (0.9925) loss_giou: 0.5969 (0.6063) loss_giou_aux_0: 0.6390 (0.6376) loss_giou_aux_1: 0.6060 (0.6121) loss_giou_aux_2: 0.5971 (0.6071) loss_giou_aux_3: 0.5968 (0.6063) loss_giou_aux_4: 0.5966 (0.6063) loss_giou_dn_0: 0.6457 (0.6533) loss_giou_dn_1: 0.5362 (0.5400) loss_giou_dn_2: 0.5166 (0.5220) loss_giou_dn_3: 0.5100 (0.5177) loss_giou_dn_4: 0.5089 (0.5171) loss_giou_dn_5: 0.5087 (0.5171) loss_giou_dn_pre: 0.6457 (0.6517) loss_giou_enc_0: 0.7281 (0.7257) loss_giou_pre: 0.6375 (0.6355) loss_ddf_aux_0: 0.0838 (0.0777) loss_ddf_aux_1: 0.0100 (0.0097) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2818 (0.2744) loss_ddf_dn_1: 0.0328 (0.0341) loss_ddf_dn_2: 0.0058 (0.0060) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7289 (0.7286) loss_vfl_aux_0: 0.8179 (0.8166) loss_vfl_aux_1: 0.7879 (0.7947) loss_vfl_aux_2: 0.7666 (0.7679) loss_vfl_aux_3: 0.7390 (0.7413) loss_vfl_aux_4: 0.7306 (0.7296) loss_vfl_dn_0: 0.5128 (0.5078) loss_vfl_dn_1: 0.4651 (0.4647) loss_vfl_dn_2: 0.4460 (0.4494) loss_vfl_dn_3: 0.4323 (0.4381) loss_vfl_dn_4: 0.4291 (0.4340) loss_vfl_dn_5: 0.4305 (0.4334) loss_vfl_dn_pre: 0.5132 (0.5085) loss_vfl_enc_0: 0.8006 (0.8036) loss_vfl_pre: 0.8195 (0.8193) time: 0.7006 data: 0.0258 max mem: 9104 Epoch: [9] [ 500/3696] eta: 0:39:46 lr: 0.000013 loss: 34.3321 (34.2531) loss_bbox: 0.1983 (0.2077) loss_bbox_aux_0: 0.2173 (0.2258) loss_bbox_aux_1: 0.2011 (0.2110) loss_bbox_aux_2: 0.1975 (0.2082) loss_bbox_aux_3: 0.1982 (0.2078) loss_bbox_aux_4: 0.1981 (0.2077) loss_bbox_dn_0: 0.2752 (0.3021) loss_bbox_dn_1: 0.2120 (0.2319) loss_bbox_dn_2: 0.2061 (0.2208) loss_bbox_dn_3: 0.2029 (0.2179) loss_bbox_dn_4: 0.2043 (0.2175) loss_bbox_dn_5: 0.2043 (0.2174) loss_bbox_dn_pre: 0.2785 (0.3066) loss_bbox_enc_0: 0.2573 (0.2754) loss_bbox_pre: 0.2188 (0.2260) loss_dfl: 0.9602 (0.9678) loss_fgl_aux_0: 1.0101 (1.0135) loss_fgl_aux_1: 0.9681 (0.9722) loss_fgl_aux_2: 0.9591 (0.9679) loss_fgl_aux_3: 0.9596 (0.9679) loss_fgl_aux_4: 0.9600 (0.9678) loss_fgl_dn_0: 1.0967 (1.1043) loss_fgl_dn_1: 1.0044 (1.0013) loss_fgl_dn_2: 1.0005 (0.9916) loss_fgl_dn_3: 1.0025 (0.9925) loss_fgl_dn_4: 1.0030 (0.9928) loss_fgl_dn_5: 1.0030 (0.9928) loss_giou: 0.6403 (0.6103) loss_giou_aux_0: 0.6654 (0.6418) loss_giou_aux_1: 0.6437 (0.6160) loss_giou_aux_2: 0.6390 (0.6111) loss_giou_aux_3: 0.6402 (0.6103) loss_giou_aux_4: 0.6404 (0.6103) loss_giou_dn_0: 0.6815 (0.6559) loss_giou_dn_1: 0.5623 (0.5426) loss_giou_dn_2: 0.5421 (0.5247) loss_giou_dn_3: 0.5362 (0.5203) loss_giou_dn_4: 0.5360 (0.5197) loss_giou_dn_5: 0.5362 (0.5197) loss_giou_dn_pre: 0.6794 (0.6543) loss_giou_enc_0: 0.7679 (0.7301) loss_giou_pre: 0.6644 (0.6396) loss_ddf_aux_0: 0.0737 (0.0792) loss_ddf_aux_1: 0.0087 (0.0097) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2406 (0.2721) loss_ddf_dn_1: 0.0304 (0.0337) loss_ddf_dn_2: 0.0056 (0.0059) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6962 (0.7276) loss_vfl_aux_0: 0.7892 (0.8151) loss_vfl_aux_1: 0.7690 (0.7932) loss_vfl_aux_2: 0.7421 (0.7673) loss_vfl_aux_3: 0.7114 (0.7399) loss_vfl_aux_4: 0.6974 (0.7288) loss_vfl_dn_0: 0.5064 (0.5073) loss_vfl_dn_1: 0.4681 (0.4649) loss_vfl_dn_2: 0.4519 (0.4494) loss_vfl_dn_3: 0.4430 (0.4381) loss_vfl_dn_4: 0.4377 (0.4339) loss_vfl_dn_5: 0.4369 (0.4334) loss_vfl_dn_pre: 0.5063 (0.5080) loss_vfl_enc_0: 0.7599 (0.8022) loss_vfl_pre: 0.7885 (0.8179) time: 0.7222 data: 0.0243 max mem: 9104 Epoch: [9] [ 600/3696] eta: 0:38:32 lr: 0.000013 loss: 34.3500 (34.2580) loss_bbox: 0.1894 (0.2076) loss_bbox_aux_0: 0.2057 (0.2255) loss_bbox_aux_1: 0.1911 (0.2109) loss_bbox_aux_2: 0.1901 (0.2081) loss_bbox_aux_3: 0.1896 (0.2076) loss_bbox_aux_4: 0.1894 (0.2076) loss_bbox_dn_0: 0.2928 (0.3012) loss_bbox_dn_1: 0.2283 (0.2313) loss_bbox_dn_2: 0.2173 (0.2203) loss_bbox_dn_3: 0.2161 (0.2173) loss_bbox_dn_4: 0.2157 (0.2169) loss_bbox_dn_5: 0.2159 (0.2169) loss_bbox_dn_pre: 0.2978 (0.3057) loss_bbox_enc_0: 0.2566 (0.2752) loss_bbox_pre: 0.2085 (0.2257) loss_dfl: 0.9811 (0.9667) loss_fgl_aux_0: 1.0181 (1.0121) loss_fgl_aux_1: 0.9819 (0.9711) loss_fgl_aux_2: 0.9806 (0.9668) loss_fgl_aux_3: 0.9803 (0.9668) loss_fgl_aux_4: 0.9808 (0.9668) loss_fgl_dn_0: 1.1071 (1.1039) loss_fgl_dn_1: 1.0031 (1.0013) loss_fgl_dn_2: 0.9903 (0.9915) loss_fgl_dn_3: 0.9931 (0.9925) loss_fgl_dn_4: 0.9933 (0.9927) loss_fgl_dn_5: 0.9933 (0.9928) loss_giou: 0.5874 (0.6137) loss_giou_aux_0: 0.6256 (0.6451) loss_giou_aux_1: 0.5939 (0.6195) loss_giou_aux_2: 0.5901 (0.6146) loss_giou_aux_3: 0.5885 (0.6137) loss_giou_aux_4: 0.5878 (0.6137) loss_giou_dn_0: 0.6390 (0.6567) loss_giou_dn_1: 0.5184 (0.5436) loss_giou_dn_2: 0.4988 (0.5256) loss_giou_dn_3: 0.4938 (0.5213) loss_giou_dn_4: 0.4932 (0.5207) loss_giou_dn_5: 0.4932 (0.5206) loss_giou_dn_pre: 0.6359 (0.6550) loss_giou_enc_0: 0.7146 (0.7336) loss_giou_pre: 0.6251 (0.6430) loss_ddf_aux_0: 0.0756 (0.0790) loss_ddf_aux_1: 0.0089 (0.0097) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2553 (0.2708) loss_ddf_dn_1: 0.0333 (0.0337) loss_ddf_dn_2: 0.0063 (0.0060) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7229 (0.7264) loss_vfl_aux_0: 0.8075 (0.8129) loss_vfl_aux_1: 0.7750 (0.7915) loss_vfl_aux_2: 0.7638 (0.7657) loss_vfl_aux_3: 0.7271 (0.7386) loss_vfl_aux_4: 0.7161 (0.7276) loss_vfl_dn_0: 0.5062 (0.5070) loss_vfl_dn_1: 0.4637 (0.4646) loss_vfl_dn_2: 0.4486 (0.4493) loss_vfl_dn_3: 0.4376 (0.4381) loss_vfl_dn_4: 0.4365 (0.4340) loss_vfl_dn_5: 0.4357 (0.4334) loss_vfl_dn_pre: 0.5079 (0.5078) loss_vfl_enc_0: 0.7703 (0.8002) loss_vfl_pre: 0.8092 (0.8158) time: 0.7466 data: 0.0305 max mem: 9104 Epoch: [9] [ 700/3696] eta: 0:37:50 lr: 0.000013 loss: 33.7077 (34.2632) loss_bbox: 0.2001 (0.2085) loss_bbox_aux_0: 0.2179 (0.2263) loss_bbox_aux_1: 0.2032 (0.2117) loss_bbox_aux_2: 0.2002 (0.2090) loss_bbox_aux_3: 0.2001 (0.2085) loss_bbox_aux_4: 0.2000 (0.2085) loss_bbox_dn_0: 0.3392 (0.3029) loss_bbox_dn_1: 0.2558 (0.2327) loss_bbox_dn_2: 0.2441 (0.2215) loss_bbox_dn_3: 0.2400 (0.2185) loss_bbox_dn_4: 0.2384 (0.2182) loss_bbox_dn_5: 0.2384 (0.2182) loss_bbox_dn_pre: 0.3486 (0.3074) loss_bbox_enc_0: 0.2731 (0.2759) loss_bbox_pre: 0.2193 (0.2265) loss_dfl: 0.9866 (0.9673) loss_fgl_aux_0: 1.0372 (1.0127) loss_fgl_aux_1: 0.9953 (0.9716) loss_fgl_aux_2: 0.9866 (0.9674) loss_fgl_aux_3: 0.9866 (0.9674) loss_fgl_aux_4: 0.9865 (0.9673) loss_fgl_dn_0: 1.1063 (1.1041) loss_fgl_dn_1: 0.9981 (1.0010) loss_fgl_dn_2: 0.9902 (0.9913) loss_fgl_dn_3: 0.9889 (0.9922) loss_fgl_dn_4: 0.9887 (0.9925) loss_fgl_dn_5: 0.9887 (0.9925) loss_giou: 0.5246 (0.6126) loss_giou_aux_0: 0.5529 (0.6438) loss_giou_aux_1: 0.5317 (0.6183) loss_giou_aux_2: 0.5242 (0.6134) loss_giou_aux_3: 0.5238 (0.6126) loss_giou_aux_4: 0.5239 (0.6126) loss_giou_dn_0: 0.6297 (0.6562) loss_giou_dn_1: 0.5085 (0.5430) loss_giou_dn_2: 0.4933 (0.5251) loss_giou_dn_3: 0.4879 (0.5207) loss_giou_dn_4: 0.4872 (0.5202) loss_giou_dn_5: 0.4874 (0.5201) loss_giou_dn_pre: 0.6284 (0.6546) loss_giou_enc_0: 0.6563 (0.7318) loss_giou_pre: 0.5496 (0.6416) loss_ddf_aux_0: 0.0832 (0.0791) loss_ddf_aux_1: 0.0090 (0.0096) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2738 (0.2707) loss_ddf_dn_1: 0.0324 (0.0337) loss_ddf_dn_2: 0.0051 (0.0060) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7241 (0.7269) loss_vfl_aux_0: 0.8044 (0.8128) loss_vfl_aux_1: 0.7875 (0.7916) loss_vfl_aux_2: 0.7716 (0.7656) loss_vfl_aux_3: 0.7311 (0.7388) loss_vfl_aux_4: 0.7274 (0.7279) loss_vfl_dn_0: 0.5039 (0.5069) loss_vfl_dn_1: 0.4677 (0.4645) loss_vfl_dn_2: 0.4471 (0.4493) loss_vfl_dn_3: 0.4363 (0.4381) loss_vfl_dn_4: 0.4311 (0.4340) loss_vfl_dn_5: 0.4296 (0.4334) loss_vfl_dn_pre: 0.5042 (0.5077) loss_vfl_enc_0: 0.7971 (0.8001) loss_vfl_pre: 0.8042 (0.8158) time: 0.7211 data: 0.0227 max mem: 9104 Epoch: [9] [ 800/3696] eta: 0:36:28 lr: 0.000013 loss: 34.0810 (34.2791) loss_bbox: 0.2063 (0.2086) loss_bbox_aux_0: 0.2226 (0.2264) loss_bbox_aux_1: 0.2074 (0.2119) loss_bbox_aux_2: 0.2069 (0.2091) loss_bbox_aux_3: 0.2064 (0.2087) loss_bbox_aux_4: 0.2063 (0.2086) loss_bbox_dn_0: 0.3165 (0.3020) loss_bbox_dn_1: 0.2395 (0.2321) loss_bbox_dn_2: 0.2229 (0.2210) loss_bbox_dn_3: 0.2109 (0.2180) loss_bbox_dn_4: 0.2106 (0.2176) loss_bbox_dn_5: 0.2109 (0.2176) loss_bbox_dn_pre: 0.3245 (0.3065) loss_bbox_enc_0: 0.2722 (0.2762) loss_bbox_pre: 0.2213 (0.2266) loss_dfl: 0.9570 (0.9662) loss_fgl_aux_0: 1.0083 (1.0115) loss_fgl_aux_1: 0.9606 (0.9705) loss_fgl_aux_2: 0.9582 (0.9663) loss_fgl_aux_3: 0.9571 (0.9663) loss_fgl_aux_4: 0.9569 (0.9662) loss_fgl_dn_0: 1.1025 (1.1038) loss_fgl_dn_1: 0.9952 (1.0010) loss_fgl_dn_2: 0.9837 (0.9914) loss_fgl_dn_3: 0.9842 (0.9923) loss_fgl_dn_4: 0.9849 (0.9926) loss_fgl_dn_5: 0.9850 (0.9926) loss_giou: 0.5857 (0.6149) loss_giou_aux_0: 0.6130 (0.6460) loss_giou_aux_1: 0.5885 (0.6206) loss_giou_aux_2: 0.5851 (0.6157) loss_giou_aux_3: 0.5858 (0.6149) loss_giou_aux_4: 0.5860 (0.6149) loss_giou_dn_0: 0.6470 (0.6573) loss_giou_dn_1: 0.5345 (0.5442) loss_giou_dn_2: 0.5149 (0.5262) loss_giou_dn_3: 0.5113 (0.5219) loss_giou_dn_4: 0.5110 (0.5213) loss_giou_dn_5: 0.5111 (0.5213) loss_giou_dn_pre: 0.6442 (0.6556) loss_giou_enc_0: 0.6982 (0.7341) loss_giou_pre: 0.6120 (0.6438) loss_ddf_aux_0: 0.0833 (0.0791) loss_ddf_aux_1: 0.0091 (0.0095) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2833 (0.2705) loss_ddf_dn_1: 0.0323 (0.0337) loss_ddf_dn_2: 0.0059 (0.0060) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7715 (0.7272) loss_vfl_aux_0: 0.8340 (0.8126) loss_vfl_aux_1: 0.8234 (0.7918) loss_vfl_aux_2: 0.8002 (0.7657) loss_vfl_aux_3: 0.7706 (0.7388) loss_vfl_aux_4: 0.7645 (0.7282) loss_vfl_dn_0: 0.5132 (0.5068) loss_vfl_dn_1: 0.4713 (0.4645) loss_vfl_dn_2: 0.4496 (0.4495) loss_vfl_dn_3: 0.4407 (0.4381) loss_vfl_dn_4: 0.4382 (0.4341) loss_vfl_dn_5: 0.4373 (0.4335) loss_vfl_dn_pre: 0.5146 (0.5077) loss_vfl_enc_0: 0.8174 (0.7994) loss_vfl_pre: 0.8365 (0.8157) time: 0.7301 data: 0.0271 max mem: 9104 Epoch: [9] [ 900/3696] eta: 0:35:08 lr: 0.000013 loss: 34.4845 (34.2781) loss_bbox: 0.2094 (0.2089) loss_bbox_aux_0: 0.2289 (0.2265) loss_bbox_aux_1: 0.2085 (0.2121) loss_bbox_aux_2: 0.2097 (0.2094) loss_bbox_aux_3: 0.2097 (0.2090) loss_bbox_aux_4: 0.2094 (0.2089) loss_bbox_dn_0: 0.3194 (0.3015) loss_bbox_dn_1: 0.2472 (0.2318) loss_bbox_dn_2: 0.2317 (0.2208) loss_bbox_dn_3: 0.2179 (0.2178) loss_bbox_dn_4: 0.2171 (0.2174) loss_bbox_dn_5: 0.2164 (0.2174) loss_bbox_dn_pre: 0.3254 (0.3059) loss_bbox_enc_0: 0.2725 (0.2763) loss_bbox_pre: 0.2272 (0.2268) loss_dfl: 0.9399 (0.9659) loss_fgl_aux_0: 0.9850 (1.0109) loss_fgl_aux_1: 0.9412 (0.9702) loss_fgl_aux_2: 0.9393 (0.9660) loss_fgl_aux_3: 0.9395 (0.9660) loss_fgl_aux_4: 0.9402 (0.9659) loss_fgl_dn_0: 1.0918 (1.1032) loss_fgl_dn_1: 0.9932 (1.0008) loss_fgl_dn_2: 0.9857 (0.9912) loss_fgl_dn_3: 0.9863 (0.9921) loss_fgl_dn_4: 0.9863 (0.9923) loss_fgl_dn_5: 0.9866 (0.9924) loss_giou: 0.6268 (0.6159) loss_giou_aux_0: 0.6611 (0.6468) loss_giou_aux_1: 0.6325 (0.6216) loss_giou_aux_2: 0.6286 (0.6167) loss_giou_aux_3: 0.6276 (0.6159) loss_giou_aux_4: 0.6268 (0.6159) loss_giou_dn_0: 0.6683 (0.6578) loss_giou_dn_1: 0.5613 (0.5451) loss_giou_dn_2: 0.5461 (0.5271) loss_giou_dn_3: 0.5425 (0.5228) loss_giou_dn_4: 0.5421 (0.5222) loss_giou_dn_5: 0.5422 (0.5222) loss_giou_dn_pre: 0.6666 (0.6562) loss_giou_enc_0: 0.7487 (0.7349) loss_giou_pre: 0.6575 (0.6446) loss_ddf_aux_0: 0.0673 (0.0784) loss_ddf_aux_1: 0.0085 (0.0094) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2469 (0.2693) loss_ddf_dn_1: 0.0320 (0.0335) loss_ddf_dn_2: 0.0058 (0.0060) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7017 (0.7266) loss_vfl_aux_0: 0.8041 (0.8113) loss_vfl_aux_1: 0.7610 (0.7907) loss_vfl_aux_2: 0.7435 (0.7652) loss_vfl_aux_3: 0.7151 (0.7383) loss_vfl_aux_4: 0.7084 (0.7276) loss_vfl_dn_0: 0.5001 (0.5065) loss_vfl_dn_1: 0.4622 (0.4643) loss_vfl_dn_2: 0.4514 (0.4493) loss_vfl_dn_3: 0.4354 (0.4380) loss_vfl_dn_4: 0.4321 (0.4340) loss_vfl_dn_5: 0.4338 (0.4335) loss_vfl_dn_pre: 0.5018 (0.5073) loss_vfl_enc_0: 0.7747 (0.7988) loss_vfl_pre: 0.8051 (0.8144) time: 0.7546 data: 0.0335 max mem: 9104 Epoch: [9] [1000/3696] eta: 0:33:49 lr: 0.000013 loss: 34.2330 (34.2723) loss_bbox: 0.2182 (0.2088) loss_bbox_aux_0: 0.2368 (0.2264) loss_bbox_aux_1: 0.2235 (0.2120) loss_bbox_aux_2: 0.2193 (0.2094) loss_bbox_aux_3: 0.2185 (0.2089) loss_bbox_aux_4: 0.2183 (0.2089) loss_bbox_dn_0: 0.3191 (0.3007) loss_bbox_dn_1: 0.2479 (0.2313) loss_bbox_dn_2: 0.2388 (0.2203) loss_bbox_dn_3: 0.2317 (0.2173) loss_bbox_dn_4: 0.2319 (0.2170) loss_bbox_dn_5: 0.2319 (0.2170) loss_bbox_dn_pre: 0.3234 (0.3052) loss_bbox_enc_0: 0.2823 (0.2759) loss_bbox_pre: 0.2365 (0.2267) loss_dfl: 0.9698 (0.9663) loss_fgl_aux_0: 1.0179 (1.0115) loss_fgl_aux_1: 0.9748 (0.9706) loss_fgl_aux_2: 0.9704 (0.9665) loss_fgl_aux_3: 0.9697 (0.9664) loss_fgl_aux_4: 0.9696 (0.9664) loss_fgl_dn_0: 1.1159 (1.1030) loss_fgl_dn_1: 1.0061 (1.0007) loss_fgl_dn_2: 0.9946 (0.9911) loss_fgl_dn_3: 0.9946 (0.9920) loss_fgl_dn_4: 0.9945 (0.9923) loss_fgl_dn_5: 0.9947 (0.9923) loss_giou: 0.5962 (0.6156) loss_giou_aux_0: 0.6291 (0.6465) loss_giou_aux_1: 0.6043 (0.6213) loss_giou_aux_2: 0.6006 (0.6164) loss_giou_aux_3: 0.5961 (0.6156) loss_giou_aux_4: 0.5958 (0.6156) loss_giou_dn_0: 0.6379 (0.6583) loss_giou_dn_1: 0.5342 (0.5453) loss_giou_dn_2: 0.5149 (0.5274) loss_giou_dn_3: 0.5093 (0.5231) loss_giou_dn_4: 0.5099 (0.5225) loss_giou_dn_5: 0.5098 (0.5225) loss_giou_dn_pre: 0.6360 (0.6566) loss_giou_enc_0: 0.7200 (0.7344) loss_giou_pre: 0.6267 (0.6443) loss_ddf_aux_0: 0.0767 (0.0781) loss_ddf_aux_1: 0.0087 (0.0094) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2768 (0.2692) loss_ddf_dn_1: 0.0322 (0.0335) loss_ddf_dn_2: 0.0065 (0.0060) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7211 (0.7266) loss_vfl_aux_0: 0.8116 (0.8108) loss_vfl_aux_1: 0.7812 (0.7911) loss_vfl_aux_2: 0.7683 (0.7651) loss_vfl_aux_3: 0.7371 (0.7382) loss_vfl_aux_4: 0.7222 (0.7276) loss_vfl_dn_0: 0.5046 (0.5063) loss_vfl_dn_1: 0.4696 (0.4642) loss_vfl_dn_2: 0.4575 (0.4492) loss_vfl_dn_3: 0.4454 (0.4379) loss_vfl_dn_4: 0.4401 (0.4339) loss_vfl_dn_5: 0.4388 (0.4334) loss_vfl_dn_pre: 0.5076 (0.5071) loss_vfl_enc_0: 0.7887 (0.7984) loss_vfl_pre: 0.8150 (0.8138) time: 0.7183 data: 0.0265 max mem: 9104 Epoch: [9] [1100/3696] eta: 0:32:32 lr: 0.000013 loss: 34.3308 (34.2892) loss_bbox: 0.2046 (0.2093) loss_bbox_aux_0: 0.2185 (0.2269) loss_bbox_aux_1: 0.2063 (0.2125) loss_bbox_aux_2: 0.2042 (0.2098) loss_bbox_aux_3: 0.2044 (0.2093) loss_bbox_aux_4: 0.2046 (0.2093) loss_bbox_dn_0: 0.2930 (0.3008) loss_bbox_dn_1: 0.2172 (0.2314) loss_bbox_dn_2: 0.2057 (0.2205) loss_bbox_dn_3: 0.2049 (0.2175) loss_bbox_dn_4: 0.2054 (0.2171) loss_bbox_dn_5: 0.2055 (0.2171) loss_bbox_dn_pre: 0.2989 (0.3052) loss_bbox_enc_0: 0.2719 (0.2764) loss_bbox_pre: 0.2184 (0.2272) loss_dfl: 0.9519 (0.9657) loss_fgl_aux_0: 0.9982 (1.0109) loss_fgl_aux_1: 0.9555 (0.9699) loss_fgl_aux_2: 0.9512 (0.9658) loss_fgl_aux_3: 0.9517 (0.9658) loss_fgl_aux_4: 0.9520 (0.9657) loss_fgl_dn_0: 1.0984 (1.1027) loss_fgl_dn_1: 1.0016 (1.0005) loss_fgl_dn_2: 0.9912 (0.9910) loss_fgl_dn_3: 0.9928 (0.9919) loss_fgl_dn_4: 0.9934 (0.9922) loss_fgl_dn_5: 0.9934 (0.9922) loss_giou: 0.6405 (0.6169) loss_giou_aux_0: 0.6841 (0.6478) loss_giou_aux_1: 0.6565 (0.6226) loss_giou_aux_2: 0.6434 (0.6177) loss_giou_aux_3: 0.6419 (0.6169) loss_giou_aux_4: 0.6413 (0.6169) loss_giou_dn_0: 0.6846 (0.6591) loss_giou_dn_1: 0.5702 (0.5461) loss_giou_dn_2: 0.5497 (0.5282) loss_giou_dn_3: 0.5438 (0.5239) loss_giou_dn_4: 0.5431 (0.5233) loss_giou_dn_5: 0.5427 (0.5233) loss_giou_dn_pre: 0.6813 (0.6574) loss_giou_enc_0: 0.7659 (0.7355) loss_giou_pre: 0.6821 (0.6457) loss_ddf_aux_0: 0.0736 (0.0781) loss_ddf_aux_1: 0.0086 (0.0094) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2459 (0.2688) loss_ddf_dn_1: 0.0336 (0.0334) loss_ddf_dn_2: 0.0052 (0.0059) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6981 (0.7267) loss_vfl_aux_0: 0.7886 (0.8113) loss_vfl_aux_1: 0.7712 (0.7910) loss_vfl_aux_2: 0.7368 (0.7646) loss_vfl_aux_3: 0.7098 (0.7382) loss_vfl_aux_4: 0.7004 (0.7278) loss_vfl_dn_0: 0.5020 (0.5061) loss_vfl_dn_1: 0.4633 (0.4642) loss_vfl_dn_2: 0.4482 (0.4492) loss_vfl_dn_3: 0.4392 (0.4380) loss_vfl_dn_4: 0.4354 (0.4339) loss_vfl_dn_5: 0.4326 (0.4334) loss_vfl_dn_pre: 0.5039 (0.5069) loss_vfl_enc_0: 0.7918 (0.7992) loss_vfl_pre: 0.7969 (0.8143) time: 0.7455 data: 0.0307 max mem: 9104 Epoch: [9] [1200/3696] eta: 0:31:14 lr: 0.000013 loss: 34.1862 (34.2836) loss_bbox: 0.2027 (0.2090) loss_bbox_aux_0: 0.2144 (0.2267) loss_bbox_aux_1: 0.2004 (0.2123) loss_bbox_aux_2: 0.2022 (0.2096) loss_bbox_aux_3: 0.2026 (0.2091) loss_bbox_aux_4: 0.2026 (0.2091) loss_bbox_dn_0: 0.2964 (0.3004) loss_bbox_dn_1: 0.2245 (0.2312) loss_bbox_dn_2: 0.2150 (0.2202) loss_bbox_dn_3: 0.2139 (0.2172) loss_bbox_dn_4: 0.2134 (0.2169) loss_bbox_dn_5: 0.2133 (0.2168) loss_bbox_dn_pre: 0.2998 (0.3049) loss_bbox_enc_0: 0.2663 (0.2761) loss_bbox_pre: 0.2155 (0.2269) loss_dfl: 0.9622 (0.9658) loss_fgl_aux_0: 1.0199 (1.0110) loss_fgl_aux_1: 0.9693 (0.9701) loss_fgl_aux_2: 0.9626 (0.9659) loss_fgl_aux_3: 0.9623 (0.9659) loss_fgl_aux_4: 0.9623 (0.9659) loss_fgl_dn_0: 1.1061 (1.1028) loss_fgl_dn_1: 0.9925 (1.0008) loss_fgl_dn_2: 0.9829 (0.9913) loss_fgl_dn_3: 0.9851 (0.9922) loss_fgl_dn_4: 0.9858 (0.9925) loss_fgl_dn_5: 0.9857 (0.9925) loss_giou: 0.6136 (0.6169) loss_giou_aux_0: 0.6454 (0.6480) loss_giou_aux_1: 0.6187 (0.6226) loss_giou_aux_2: 0.6154 (0.6177) loss_giou_aux_3: 0.6137 (0.6169) loss_giou_aux_4: 0.6137 (0.6169) loss_giou_dn_0: 0.6448 (0.6591) loss_giou_dn_1: 0.5306 (0.5460) loss_giou_dn_2: 0.5112 (0.5281) loss_giou_dn_3: 0.5067 (0.5239) loss_giou_dn_4: 0.5059 (0.5233) loss_giou_dn_5: 0.5057 (0.5232) loss_giou_dn_pre: 0.6487 (0.6574) loss_giou_enc_0: 0.7391 (0.7357) loss_giou_pre: 0.6425 (0.6458) loss_ddf_aux_0: 0.0771 (0.0782) loss_ddf_aux_1: 0.0099 (0.0094) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2631 (0.2686) loss_ddf_dn_1: 0.0355 (0.0334) loss_ddf_dn_2: 0.0065 (0.0059) loss_ddf_dn_3: 0.0008 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7271 (0.7261) loss_vfl_aux_0: 0.7838 (0.8107) loss_vfl_aux_1: 0.7760 (0.7909) loss_vfl_aux_2: 0.7570 (0.7642) loss_vfl_aux_3: 0.7365 (0.7378) loss_vfl_aux_4: 0.7266 (0.7272) loss_vfl_dn_0: 0.5037 (0.5061) loss_vfl_dn_1: 0.4646 (0.4641) loss_vfl_dn_2: 0.4419 (0.4491) loss_vfl_dn_3: 0.4304 (0.4379) loss_vfl_dn_4: 0.4281 (0.4338) loss_vfl_dn_5: 0.4271 (0.4333) loss_vfl_dn_pre: 0.5026 (0.5069) loss_vfl_enc_0: 0.7858 (0.7990) loss_vfl_pre: 0.7932 (0.8138) time: 0.7572 data: 0.0279 max mem: 9104 Epoch: [9] [1300/3696] eta: 0:29:59 lr: 0.000013 loss: 34.1012 (34.2795) loss_bbox: 0.1929 (0.2088) loss_bbox_aux_0: 0.2079 (0.2264) loss_bbox_aux_1: 0.1951 (0.2121) loss_bbox_aux_2: 0.1909 (0.2094) loss_bbox_aux_3: 0.1923 (0.2089) loss_bbox_aux_4: 0.1927 (0.2089) loss_bbox_dn_0: 0.3042 (0.3002) loss_bbox_dn_1: 0.2402 (0.2310) loss_bbox_dn_2: 0.2303 (0.2201) loss_bbox_dn_3: 0.2258 (0.2171) loss_bbox_dn_4: 0.2253 (0.2167) loss_bbox_dn_5: 0.2252 (0.2167) loss_bbox_dn_pre: 0.3084 (0.3047) loss_bbox_enc_0: 0.2681 (0.2757) loss_bbox_pre: 0.2100 (0.2267) loss_dfl: 0.9688 (0.9661) loss_fgl_aux_0: 1.0120 (1.0112) loss_fgl_aux_1: 0.9714 (0.9703) loss_fgl_aux_2: 0.9689 (0.9662) loss_fgl_aux_3: 0.9689 (0.9661) loss_fgl_aux_4: 0.9690 (0.9661) loss_fgl_dn_0: 1.1136 (1.1029) loss_fgl_dn_1: 1.0071 (1.0009) loss_fgl_dn_2: 0.9955 (0.9914) loss_fgl_dn_3: 0.9969 (0.9923) loss_fgl_dn_4: 0.9968 (0.9926) loss_fgl_dn_5: 0.9966 (0.9926) loss_giou: 0.5613 (0.6167) loss_giou_aux_0: 0.5904 (0.6478) loss_giou_aux_1: 0.5701 (0.6224) loss_giou_aux_2: 0.5624 (0.6175) loss_giou_aux_3: 0.5611 (0.6167) loss_giou_aux_4: 0.5613 (0.6167) loss_giou_dn_0: 0.6227 (0.6590) loss_giou_dn_1: 0.5085 (0.5460) loss_giou_dn_2: 0.4930 (0.5281) loss_giou_dn_3: 0.4893 (0.5239) loss_giou_dn_4: 0.4896 (0.5233) loss_giou_dn_5: 0.4899 (0.5232) loss_giou_dn_pre: 0.6198 (0.6573) loss_giou_enc_0: 0.6847 (0.7353) loss_giou_pre: 0.5866 (0.6456) loss_ddf_aux_0: 0.0789 (0.0779) loss_ddf_aux_1: 0.0099 (0.0094) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2566 (0.2687) loss_ddf_dn_1: 0.0327 (0.0334) loss_ddf_dn_2: 0.0059 (0.0059) loss_ddf_dn_3: 0.0008 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7126 (0.7261) loss_vfl_aux_0: 0.8146 (0.8107) loss_vfl_aux_1: 0.7815 (0.7904) loss_vfl_aux_2: 0.7365 (0.7638) loss_vfl_aux_3: 0.7266 (0.7377) loss_vfl_aux_4: 0.7175 (0.7271) loss_vfl_dn_0: 0.5079 (0.5061) loss_vfl_dn_1: 0.4645 (0.4641) loss_vfl_dn_2: 0.4505 (0.4492) loss_vfl_dn_3: 0.4345 (0.4379) loss_vfl_dn_4: 0.4323 (0.4339) loss_vfl_dn_5: 0.4342 (0.4334) loss_vfl_dn_pre: 0.5102 (0.5069) loss_vfl_enc_0: 0.8022 (0.7989) loss_vfl_pre: 0.8176 (0.8138) time: 0.7155 data: 0.0232 max mem: 9104 Epoch: [9] [1400/3696] eta: 0:28:43 lr: 0.000013 loss: 34.3112 (34.2693) loss_bbox: 0.2001 (0.2087) loss_bbox_aux_0: 0.2181 (0.2262) loss_bbox_aux_1: 0.2037 (0.2119) loss_bbox_aux_2: 0.2007 (0.2092) loss_bbox_aux_3: 0.2000 (0.2088) loss_bbox_aux_4: 0.2000 (0.2087) loss_bbox_dn_0: 0.2794 (0.3001) loss_bbox_dn_1: 0.2210 (0.2310) loss_bbox_dn_2: 0.2137 (0.2200) loss_bbox_dn_3: 0.2066 (0.2171) loss_bbox_dn_4: 0.2059 (0.2167) loss_bbox_dn_5: 0.2058 (0.2166) loss_bbox_dn_pre: 0.2811 (0.3045) loss_bbox_enc_0: 0.2644 (0.2754) loss_bbox_pre: 0.2192 (0.2265) loss_dfl: 0.9589 (0.9666) loss_fgl_aux_0: 1.0088 (1.0117) loss_fgl_aux_1: 0.9622 (0.9709) loss_fgl_aux_2: 0.9570 (0.9668) loss_fgl_aux_3: 0.9585 (0.9667) loss_fgl_aux_4: 0.9585 (0.9667) loss_fgl_dn_0: 1.0834 (1.1030) loss_fgl_dn_1: 1.0004 (1.0010) loss_fgl_dn_2: 0.9900 (0.9915) loss_fgl_dn_3: 0.9909 (0.9924) loss_fgl_dn_4: 0.9919 (0.9927) loss_fgl_dn_5: 0.9919 (0.9927) loss_giou: 0.6084 (0.6156) loss_giou_aux_0: 0.6323 (0.6466) loss_giou_aux_1: 0.6132 (0.6213) loss_giou_aux_2: 0.6094 (0.6163) loss_giou_aux_3: 0.6086 (0.6156) loss_giou_aux_4: 0.6082 (0.6156) loss_giou_dn_0: 0.6453 (0.6583) loss_giou_dn_1: 0.5392 (0.5455) loss_giou_dn_2: 0.5270 (0.5275) loss_giou_dn_3: 0.5212 (0.5232) loss_giou_dn_4: 0.5201 (0.5227) loss_giou_dn_5: 0.5200 (0.5226) loss_giou_dn_pre: 0.6457 (0.6566) loss_giou_enc_0: 0.7077 (0.7339) loss_giou_pre: 0.6318 (0.6444) loss_ddf_aux_0: 0.0744 (0.0776) loss_ddf_aux_1: 0.0092 (0.0094) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2649 (0.2683) loss_ddf_dn_1: 0.0320 (0.0333) loss_ddf_dn_2: 0.0059 (0.0059) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7165 (0.7263) loss_vfl_aux_0: 0.8030 (0.8112) loss_vfl_aux_1: 0.7764 (0.7906) loss_vfl_aux_2: 0.7589 (0.7642) loss_vfl_aux_3: 0.7279 (0.7381) loss_vfl_aux_4: 0.7201 (0.7274) loss_vfl_dn_0: 0.5009 (0.5061) loss_vfl_dn_1: 0.4561 (0.4639) loss_vfl_dn_2: 0.4407 (0.4490) loss_vfl_dn_3: 0.4293 (0.4378) loss_vfl_dn_4: 0.4244 (0.4337) loss_vfl_dn_5: 0.4230 (0.4332) loss_vfl_dn_pre: 0.5006 (0.5070) loss_vfl_enc_0: 0.8052 (0.7997) loss_vfl_pre: 0.8027 (0.8143) time: 0.7407 data: 0.0272 max mem: 9104 Epoch: [9] [1500/3696] eta: 0:27:26 lr: 0.000013 loss: 34.3763 (34.2744) loss_bbox: 0.2108 (0.2088) loss_bbox_aux_0: 0.2248 (0.2264) loss_bbox_aux_1: 0.2116 (0.2121) loss_bbox_aux_2: 0.2119 (0.2094) loss_bbox_aux_3: 0.2110 (0.2089) loss_bbox_aux_4: 0.2109 (0.2088) loss_bbox_dn_0: 0.3044 (0.3002) loss_bbox_dn_1: 0.2282 (0.2312) loss_bbox_dn_2: 0.2158 (0.2203) loss_bbox_dn_3: 0.2137 (0.2173) loss_bbox_dn_4: 0.2138 (0.2169) loss_bbox_dn_5: 0.2139 (0.2169) loss_bbox_dn_pre: 0.3048 (0.3046) loss_bbox_enc_0: 0.2770 (0.2756) loss_bbox_pre: 0.2244 (0.2266) loss_dfl: 0.9753 (0.9669) loss_fgl_aux_0: 1.0207 (1.0118) loss_fgl_aux_1: 0.9786 (0.9712) loss_fgl_aux_2: 0.9740 (0.9670) loss_fgl_aux_3: 0.9746 (0.9670) loss_fgl_aux_4: 0.9748 (0.9669) loss_fgl_dn_0: 1.0935 (1.1031) loss_fgl_dn_1: 1.0057 (1.0011) loss_fgl_dn_2: 0.9982 (0.9917) loss_fgl_dn_3: 1.0010 (0.9926) loss_fgl_dn_4: 1.0012 (0.9928) loss_fgl_dn_5: 1.0012 (0.9929) loss_giou: 0.6299 (0.6152) loss_giou_aux_0: 0.6530 (0.6462) loss_giou_aux_1: 0.6306 (0.6210) loss_giou_aux_2: 0.6290 (0.6160) loss_giou_aux_3: 0.6280 (0.6152) loss_giou_aux_4: 0.6287 (0.6152) loss_giou_dn_0: 0.6831 (0.6584) loss_giou_dn_1: 0.5704 (0.5456) loss_giou_dn_2: 0.5544 (0.5277) loss_giou_dn_3: 0.5482 (0.5234) loss_giou_dn_4: 0.5464 (0.5228) loss_giou_dn_5: 0.5463 (0.5228) loss_giou_dn_pre: 0.6809 (0.6567) loss_giou_enc_0: 0.7526 (0.7337) loss_giou_pre: 0.6481 (0.6440) loss_ddf_aux_0: 0.0683 (0.0777) loss_ddf_aux_1: 0.0088 (0.0094) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2479 (0.2687) loss_ddf_dn_1: 0.0317 (0.0335) loss_ddf_dn_2: 0.0057 (0.0059) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7204 (0.7267) loss_vfl_aux_0: 0.7877 (0.8113) loss_vfl_aux_1: 0.7694 (0.7905) loss_vfl_aux_2: 0.7417 (0.7642) loss_vfl_aux_3: 0.7262 (0.7382) loss_vfl_aux_4: 0.7223 (0.7277) loss_vfl_dn_0: 0.4965 (0.5061) loss_vfl_dn_1: 0.4556 (0.4639) loss_vfl_dn_2: 0.4455 (0.4491) loss_vfl_dn_3: 0.4363 (0.4379) loss_vfl_dn_4: 0.4335 (0.4339) loss_vfl_dn_5: 0.4325 (0.4334) loss_vfl_dn_pre: 0.4979 (0.5070) loss_vfl_enc_0: 0.7830 (0.7996) loss_vfl_pre: 0.7932 (0.8144) time: 0.7474 data: 0.0307 max mem: 9104 Epoch: [9] [1600/3696] eta: 0:26:14 lr: 0.000013 loss: 33.9997 (34.2649) loss_bbox: 0.2164 (0.2087) loss_bbox_aux_0: 0.2354 (0.2263) loss_bbox_aux_1: 0.2233 (0.2120) loss_bbox_aux_2: 0.2178 (0.2093) loss_bbox_aux_3: 0.2168 (0.2088) loss_bbox_aux_4: 0.2164 (0.2088) loss_bbox_dn_0: 0.2975 (0.3001) loss_bbox_dn_1: 0.2288 (0.2310) loss_bbox_dn_2: 0.2215 (0.2201) loss_bbox_dn_3: 0.2171 (0.2172) loss_bbox_dn_4: 0.2167 (0.2168) loss_bbox_dn_5: 0.2167 (0.2168) loss_bbox_dn_pre: 0.3071 (0.3046) loss_bbox_enc_0: 0.2849 (0.2757) loss_bbox_pre: 0.2340 (0.2265) loss_dfl: 0.9592 (0.9674) loss_fgl_aux_0: 1.0177 (1.0122) loss_fgl_aux_1: 0.9708 (0.9716) loss_fgl_aux_2: 0.9600 (0.9675) loss_fgl_aux_3: 0.9593 (0.9674) loss_fgl_aux_4: 0.9594 (0.9674) loss_fgl_dn_0: 1.0993 (1.1031) loss_fgl_dn_1: 0.9981 (1.0011) loss_fgl_dn_2: 0.9834 (0.9917) loss_fgl_dn_3: 0.9830 (0.9926) loss_fgl_dn_4: 0.9831 (0.9928) loss_fgl_dn_5: 0.9831 (0.9929) loss_giou: 0.5911 (0.6144) loss_giou_aux_0: 0.6214 (0.6454) loss_giou_aux_1: 0.6014 (0.6201) loss_giou_aux_2: 0.5925 (0.6151) loss_giou_aux_3: 0.5918 (0.6144) loss_giou_aux_4: 0.5913 (0.6144) loss_giou_dn_0: 0.6365 (0.6579) loss_giou_dn_1: 0.5249 (0.5451) loss_giou_dn_2: 0.5058 (0.5271) loss_giou_dn_3: 0.5015 (0.5229) loss_giou_dn_4: 0.5012 (0.5223) loss_giou_dn_5: 0.5014 (0.5223) loss_giou_dn_pre: 0.6345 (0.6562) loss_giou_enc_0: 0.7156 (0.7331) loss_giou_pre: 0.6179 (0.6432) loss_ddf_aux_0: 0.0733 (0.0776) loss_ddf_aux_1: 0.0087 (0.0094) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2698 (0.2690) loss_ddf_dn_1: 0.0344 (0.0335) loss_ddf_dn_2: 0.0058 (0.0059) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7196 (0.7266) loss_vfl_aux_0: 0.8118 (0.8112) loss_vfl_aux_1: 0.7632 (0.7904) loss_vfl_aux_2: 0.7462 (0.7642) loss_vfl_aux_3: 0.7371 (0.7381) loss_vfl_aux_4: 0.7246 (0.7277) loss_vfl_dn_0: 0.5151 (0.5061) loss_vfl_dn_1: 0.4665 (0.4638) loss_vfl_dn_2: 0.4513 (0.4490) loss_vfl_dn_3: 0.4409 (0.4378) loss_vfl_dn_4: 0.4330 (0.4338) loss_vfl_dn_5: 0.4341 (0.4333) loss_vfl_dn_pre: 0.5152 (0.5070) loss_vfl_enc_0: 0.7921 (0.7994) loss_vfl_pre: 0.8156 (0.8144) time: 0.9068 data: 0.0285 max mem: 9104 Epoch: [9] [1700/3696] eta: 0:24:58 lr: 0.000013 loss: 34.2532 (34.2607) loss_bbox: 0.1928 (0.2087) loss_bbox_aux_0: 0.2213 (0.2261) loss_bbox_aux_1: 0.1966 (0.2119) loss_bbox_aux_2: 0.1933 (0.2093) loss_bbox_aux_3: 0.1928 (0.2088) loss_bbox_aux_4: 0.1929 (0.2087) loss_bbox_dn_0: 0.2831 (0.2997) loss_bbox_dn_1: 0.2168 (0.2307) loss_bbox_dn_2: 0.2059 (0.2198) loss_bbox_dn_3: 0.2030 (0.2169) loss_bbox_dn_4: 0.2025 (0.2165) loss_bbox_dn_5: 0.2024 (0.2165) loss_bbox_dn_pre: 0.2904 (0.3042) loss_bbox_enc_0: 0.2897 (0.2755) loss_bbox_pre: 0.2221 (0.2264) loss_dfl: 0.9487 (0.9672) loss_fgl_aux_0: 1.0016 (1.0119) loss_fgl_aux_1: 0.9544 (0.9714) loss_fgl_aux_2: 0.9494 (0.9674) loss_fgl_aux_3: 0.9490 (0.9673) loss_fgl_aux_4: 0.9487 (0.9673) loss_fgl_dn_0: 1.0961 (1.1031) loss_fgl_dn_1: 1.0074 (1.0013) loss_fgl_dn_2: 1.0016 (0.9919) loss_fgl_dn_3: 1.0011 (0.9928) loss_fgl_dn_4: 1.0010 (0.9931) loss_fgl_dn_5: 1.0009 (0.9931) loss_giou: 0.6114 (0.6148) loss_giou_aux_0: 0.6517 (0.6457) loss_giou_aux_1: 0.6160 (0.6205) loss_giou_aux_2: 0.6123 (0.6155) loss_giou_aux_3: 0.6106 (0.6147) loss_giou_aux_4: 0.6114 (0.6147) loss_giou_dn_0: 0.6701 (0.6578) loss_giou_dn_1: 0.5513 (0.5449) loss_giou_dn_2: 0.5391 (0.5271) loss_giou_dn_3: 0.5361 (0.5229) loss_giou_dn_4: 0.5363 (0.5223) loss_giou_dn_5: 0.5365 (0.5223) loss_giou_dn_pre: 0.6673 (0.6561) loss_giou_enc_0: 0.7562 (0.7333) loss_giou_pre: 0.6470 (0.6435) loss_ddf_aux_0: 0.0755 (0.0773) loss_ddf_aux_1: 0.0093 (0.0094) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2706 (0.2689) loss_ddf_dn_1: 0.0327 (0.0335) loss_ddf_dn_2: 0.0051 (0.0059) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7142 (0.7264) loss_vfl_aux_0: 0.7761 (0.8105) loss_vfl_aux_1: 0.7588 (0.7899) loss_vfl_aux_2: 0.7284 (0.7639) loss_vfl_aux_3: 0.7159 (0.7377) loss_vfl_aux_4: 0.7046 (0.7274) loss_vfl_dn_0: 0.4977 (0.5061) loss_vfl_dn_1: 0.4591 (0.4637) loss_vfl_dn_2: 0.4453 (0.4490) loss_vfl_dn_3: 0.4360 (0.4379) loss_vfl_dn_4: 0.4337 (0.4339) loss_vfl_dn_5: 0.4330 (0.4333) loss_vfl_dn_pre: 0.4987 (0.5069) loss_vfl_enc_0: 0.7729 (0.7991) loss_vfl_pre: 0.7848 (0.8138) time: 0.7269 data: 0.0221 max mem: 9104 Epoch: [9] [1800/3696] eta: 0:23:37 lr: 0.000013 loss: 34.2853 (34.2552) loss_bbox: 0.1977 (0.2085) loss_bbox_aux_0: 0.2267 (0.2259) loss_bbox_aux_1: 0.2082 (0.2117) loss_bbox_aux_2: 0.1991 (0.2090) loss_bbox_aux_3: 0.1978 (0.2085) loss_bbox_aux_4: 0.1978 (0.2085) loss_bbox_dn_0: 0.3000 (0.2994) loss_bbox_dn_1: 0.2349 (0.2305) loss_bbox_dn_2: 0.2237 (0.2197) loss_bbox_dn_3: 0.2212 (0.2168) loss_bbox_dn_4: 0.2218 (0.2164) loss_bbox_dn_5: 0.2217 (0.2164) loss_bbox_dn_pre: 0.3046 (0.3039) loss_bbox_enc_0: 0.2866 (0.2751) loss_bbox_pre: 0.2272 (0.2261) loss_dfl: 0.9713 (0.9677) loss_fgl_aux_0: 1.0230 (1.0122) loss_fgl_aux_1: 0.9802 (0.9719) loss_fgl_aux_2: 0.9720 (0.9679) loss_fgl_aux_3: 0.9712 (0.9678) loss_fgl_aux_4: 0.9711 (0.9678) loss_fgl_dn_0: 1.1077 (1.1034) loss_fgl_dn_1: 1.0052 (1.0015) loss_fgl_dn_2: 0.9979 (0.9921) loss_fgl_dn_3: 0.9984 (0.9930) loss_fgl_dn_4: 0.9982 (0.9933) loss_fgl_dn_5: 0.9982 (0.9933) loss_giou: 0.5819 (0.6146) loss_giou_aux_0: 0.6166 (0.6456) loss_giou_aux_1: 0.5875 (0.6203) loss_giou_aux_2: 0.5843 (0.6153) loss_giou_aux_3: 0.5825 (0.6146) loss_giou_aux_4: 0.5819 (0.6145) loss_giou_dn_0: 0.6579 (0.6576) loss_giou_dn_1: 0.5412 (0.5446) loss_giou_dn_2: 0.5267 (0.5268) loss_giou_dn_3: 0.5221 (0.5226) loss_giou_dn_4: 0.5220 (0.5220) loss_giou_dn_5: 0.5219 (0.5220) loss_giou_dn_pre: 0.6575 (0.6559) loss_giou_enc_0: 0.7061 (0.7334) loss_giou_pre: 0.6139 (0.6434) loss_ddf_aux_0: 0.0764 (0.0771) loss_ddf_aux_1: 0.0097 (0.0094) loss_ddf_aux_2: 0.0018 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2712 (0.2690) loss_ddf_dn_1: 0.0355 (0.0335) loss_ddf_dn_2: 0.0065 (0.0059) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7200 (0.7260) loss_vfl_aux_0: 0.8007 (0.8101) loss_vfl_aux_1: 0.7809 (0.7894) loss_vfl_aux_2: 0.7571 (0.7636) loss_vfl_aux_3: 0.7375 (0.7374) loss_vfl_aux_4: 0.7222 (0.7270) loss_vfl_dn_0: 0.5051 (0.5060) loss_vfl_dn_1: 0.4622 (0.4636) loss_vfl_dn_2: 0.4451 (0.4490) loss_vfl_dn_3: 0.4376 (0.4378) loss_vfl_dn_4: 0.4340 (0.4338) loss_vfl_dn_5: 0.4314 (0.4333) loss_vfl_dn_pre: 0.5056 (0.5069) loss_vfl_enc_0: 0.7925 (0.7988) loss_vfl_pre: 0.7982 (0.8133) time: 0.6810 data: 0.0216 max mem: 9104 Epoch: [9] [1900/3696] eta: 0:22:23 lr: 0.000013 loss: 34.6163 (34.2682) loss_bbox: 0.2233 (0.2086) loss_bbox_aux_0: 0.2371 (0.2260) loss_bbox_aux_1: 0.2264 (0.2118) loss_bbox_aux_2: 0.2243 (0.2092) loss_bbox_aux_3: 0.2230 (0.2087) loss_bbox_aux_4: 0.2233 (0.2086) loss_bbox_dn_0: 0.2976 (0.2992) loss_bbox_dn_1: 0.2203 (0.2304) loss_bbox_dn_2: 0.2144 (0.2197) loss_bbox_dn_3: 0.2110 (0.2167) loss_bbox_dn_4: 0.2093 (0.2164) loss_bbox_dn_5: 0.2093 (0.2163) loss_bbox_dn_pre: 0.3033 (0.3036) loss_bbox_enc_0: 0.2813 (0.2751) loss_bbox_pre: 0.2385 (0.2262) loss_dfl: 0.9666 (0.9674) loss_fgl_aux_0: 1.0119 (1.0117) loss_fgl_aux_1: 0.9721 (0.9716) loss_fgl_aux_2: 0.9661 (0.9676) loss_fgl_aux_3: 0.9668 (0.9675) loss_fgl_aux_4: 0.9668 (0.9675) loss_fgl_dn_0: 1.1056 (1.1031) loss_fgl_dn_1: 1.0041 (1.0016) loss_fgl_dn_2: 1.0010 (0.9923) loss_fgl_dn_3: 1.0016 (0.9932) loss_fgl_dn_4: 1.0021 (0.9934) loss_fgl_dn_5: 1.0019 (0.9935) loss_giou: 0.6133 (0.6158) loss_giou_aux_0: 0.6548 (0.6468) loss_giou_aux_1: 0.6191 (0.6216) loss_giou_aux_2: 0.6109 (0.6166) loss_giou_aux_3: 0.6115 (0.6158) loss_giou_aux_4: 0.6125 (0.6158) loss_giou_dn_0: 0.6603 (0.6583) loss_giou_dn_1: 0.5485 (0.5454) loss_giou_dn_2: 0.5328 (0.5276) loss_giou_dn_3: 0.5267 (0.5234) loss_giou_dn_4: 0.5258 (0.5228) loss_giou_dn_5: 0.5257 (0.5228) loss_giou_dn_pre: 0.6595 (0.6566) loss_giou_enc_0: 0.7353 (0.7345) loss_giou_pre: 0.6524 (0.6447) loss_ddf_aux_0: 0.0782 (0.0770) loss_ddf_aux_1: 0.0094 (0.0094) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2624 (0.2686) loss_ddf_dn_1: 0.0324 (0.0334) loss_ddf_dn_2: 0.0049 (0.0058) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7159 (0.7260) loss_vfl_aux_0: 0.7979 (0.8101) loss_vfl_aux_1: 0.7765 (0.7892) loss_vfl_aux_2: 0.7443 (0.7636) loss_vfl_aux_3: 0.7380 (0.7375) loss_vfl_aux_4: 0.7152 (0.7269) loss_vfl_dn_0: 0.5052 (0.5059) loss_vfl_dn_1: 0.4611 (0.4637) loss_vfl_dn_2: 0.4495 (0.4491) loss_vfl_dn_3: 0.4369 (0.4379) loss_vfl_dn_4: 0.4321 (0.4340) loss_vfl_dn_5: 0.4343 (0.4335) loss_vfl_dn_pre: 0.5056 (0.5068) loss_vfl_enc_0: 0.8019 (0.7984) loss_vfl_pre: 0.8013 (0.8133) time: 0.6948 data: 0.0221 max mem: 9104 Epoch: [9] [2000/3696] eta: 0:21:09 lr: 0.000013 loss: 34.1990 (34.2681) loss_bbox: 0.2110 (0.2083) loss_bbox_aux_0: 0.2280 (0.2256) loss_bbox_aux_1: 0.2135 (0.2115) loss_bbox_aux_2: 0.2097 (0.2088) loss_bbox_aux_3: 0.2106 (0.2084) loss_bbox_aux_4: 0.2111 (0.2083) loss_bbox_dn_0: 0.2950 (0.2987) loss_bbox_dn_1: 0.2227 (0.2301) loss_bbox_dn_2: 0.2112 (0.2194) loss_bbox_dn_3: 0.2109 (0.2165) loss_bbox_dn_4: 0.2105 (0.2161) loss_bbox_dn_5: 0.2108 (0.2160) loss_bbox_dn_pre: 0.2948 (0.3032) loss_bbox_enc_0: 0.2773 (0.2747) loss_bbox_pre: 0.2297 (0.2259) loss_dfl: 0.9624 (0.9672) loss_fgl_aux_0: 0.9933 (1.0112) loss_fgl_aux_1: 0.9611 (0.9713) loss_fgl_aux_2: 0.9619 (0.9673) loss_fgl_aux_3: 0.9623 (0.9672) loss_fgl_aux_4: 0.9622 (0.9672) loss_fgl_dn_0: 1.1042 (1.1030) loss_fgl_dn_1: 1.0027 (1.0017) loss_fgl_dn_2: 0.9914 (0.9924) loss_fgl_dn_3: 0.9922 (0.9933) loss_fgl_dn_4: 0.9922 (0.9935) loss_fgl_dn_5: 0.9922 (0.9935) loss_giou: 0.6143 (0.6165) loss_giou_aux_0: 0.6399 (0.6474) loss_giou_aux_1: 0.6145 (0.6222) loss_giou_aux_2: 0.6133 (0.6172) loss_giou_aux_3: 0.6142 (0.6165) loss_giou_aux_4: 0.6144 (0.6165) loss_giou_dn_0: 0.6581 (0.6586) loss_giou_dn_1: 0.5421 (0.5457) loss_giou_dn_2: 0.5248 (0.5279) loss_giou_dn_3: 0.5194 (0.5237) loss_giou_dn_4: 0.5190 (0.5231) loss_giou_dn_5: 0.5190 (0.5231) loss_giou_dn_pre: 0.6533 (0.6569) loss_giou_enc_0: 0.7268 (0.7351) loss_giou_pre: 0.6389 (0.6453) loss_ddf_aux_0: 0.0730 (0.0770) loss_ddf_aux_1: 0.0097 (0.0094) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2843 (0.2685) loss_ddf_dn_1: 0.0377 (0.0335) loss_ddf_dn_2: 0.0068 (0.0059) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7081 (0.7260) loss_vfl_aux_0: 0.7961 (0.8100) loss_vfl_aux_1: 0.7651 (0.7889) loss_vfl_aux_2: 0.7537 (0.7636) loss_vfl_aux_3: 0.7161 (0.7375) loss_vfl_aux_4: 0.7113 (0.7270) loss_vfl_dn_0: 0.5028 (0.5058) loss_vfl_dn_1: 0.4650 (0.4636) loss_vfl_dn_2: 0.4482 (0.4491) loss_vfl_dn_3: 0.4396 (0.4379) loss_vfl_dn_4: 0.4387 (0.4340) loss_vfl_dn_5: 0.4365 (0.4335) loss_vfl_dn_pre: 0.5031 (0.5067) loss_vfl_enc_0: 0.7966 (0.7984) loss_vfl_pre: 0.7953 (0.8132) time: 0.7809 data: 0.0332 max mem: 9104 Epoch: [9] [2100/3696] eta: 0:19:54 lr: 0.000013 loss: 34.0603 (34.2662) loss_bbox: 0.1999 (0.2083) loss_bbox_aux_0: 0.2088 (0.2256) loss_bbox_aux_1: 0.2028 (0.2115) loss_bbox_aux_2: 0.1995 (0.2088) loss_bbox_aux_3: 0.1995 (0.2083) loss_bbox_aux_4: 0.1998 (0.2083) loss_bbox_dn_0: 0.2797 (0.2987) loss_bbox_dn_1: 0.2154 (0.2301) loss_bbox_dn_2: 0.2052 (0.2193) loss_bbox_dn_3: 0.2027 (0.2164) loss_bbox_dn_4: 0.2020 (0.2160) loss_bbox_dn_5: 0.2020 (0.2160) loss_bbox_dn_pre: 0.2914 (0.3032) loss_bbox_enc_0: 0.2499 (0.2747) loss_bbox_pre: 0.2094 (0.2259) loss_dfl: 0.9931 (0.9669) loss_fgl_aux_0: 1.0285 (1.0110) loss_fgl_aux_1: 0.9980 (0.9711) loss_fgl_aux_2: 0.9943 (0.9671) loss_fgl_aux_3: 0.9934 (0.9670) loss_fgl_aux_4: 0.9934 (0.9670) loss_fgl_dn_0: 1.1042 (1.1030) loss_fgl_dn_1: 1.0107 (1.0016) loss_fgl_dn_2: 0.9996 (0.9923) loss_fgl_dn_3: 0.9996 (0.9932) loss_fgl_dn_4: 0.9995 (0.9934) loss_fgl_dn_5: 0.9996 (0.9935) loss_giou: 0.5842 (0.6166) loss_giou_aux_0: 0.6147 (0.6475) loss_giou_aux_1: 0.5873 (0.6223) loss_giou_aux_2: 0.5825 (0.6174) loss_giou_aux_3: 0.5841 (0.6166) loss_giou_aux_4: 0.5840 (0.6166) loss_giou_dn_0: 0.6478 (0.6588) loss_giou_dn_1: 0.5281 (0.5457) loss_giou_dn_2: 0.5130 (0.5278) loss_giou_dn_3: 0.5078 (0.5237) loss_giou_dn_4: 0.5074 (0.5231) loss_giou_dn_5: 0.5078 (0.5231) loss_giou_dn_pre: 0.6469 (0.6571) loss_giou_enc_0: 0.6964 (0.7350) loss_giou_pre: 0.6109 (0.6453) loss_ddf_aux_0: 0.0786 (0.0769) loss_ddf_aux_1: 0.0094 (0.0094) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2866 (0.2690) loss_ddf_dn_1: 0.0351 (0.0336) loss_ddf_dn_2: 0.0057 (0.0059) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7304 (0.7261) loss_vfl_aux_0: 0.8036 (0.8098) loss_vfl_aux_1: 0.7710 (0.7888) loss_vfl_aux_2: 0.7512 (0.7635) loss_vfl_aux_3: 0.7311 (0.7376) loss_vfl_aux_4: 0.7147 (0.7270) loss_vfl_dn_0: 0.5074 (0.5058) loss_vfl_dn_1: 0.4664 (0.4635) loss_vfl_dn_2: 0.4548 (0.4490) loss_vfl_dn_3: 0.4401 (0.4378) loss_vfl_dn_4: 0.4350 (0.4339) loss_vfl_dn_5: 0.4344 (0.4334) loss_vfl_dn_pre: 0.5066 (0.5066) loss_vfl_enc_0: 0.7864 (0.7984) loss_vfl_pre: 0.7966 (0.8131) time: 0.7352 data: 0.0267 max mem: 9104 Epoch: [9] [2200/3696] eta: 0:18:39 lr: 0.000013 loss: 34.2234 (34.2652) loss_bbox: 0.2000 (0.2083) loss_bbox_aux_0: 0.2151 (0.2257) loss_bbox_aux_1: 0.2006 (0.2115) loss_bbox_aux_2: 0.1995 (0.2088) loss_bbox_aux_3: 0.1997 (0.2084) loss_bbox_aux_4: 0.1999 (0.2083) loss_bbox_dn_0: 0.2971 (0.2989) loss_bbox_dn_1: 0.2280 (0.2301) loss_bbox_dn_2: 0.2164 (0.2193) loss_bbox_dn_3: 0.2140 (0.2164) loss_bbox_dn_4: 0.2143 (0.2160) loss_bbox_dn_5: 0.2143 (0.2160) loss_bbox_dn_pre: 0.3006 (0.3033) loss_bbox_enc_0: 0.2586 (0.2747) loss_bbox_pre: 0.2147 (0.2259) loss_dfl: 0.9489 (0.9671) loss_fgl_aux_0: 0.9905 (1.0111) loss_fgl_aux_1: 0.9509 (0.9713) loss_fgl_aux_2: 0.9486 (0.9672) loss_fgl_aux_3: 0.9497 (0.9672) loss_fgl_aux_4: 0.9494 (0.9671) loss_fgl_dn_0: 1.0959 (1.1031) loss_fgl_dn_1: 1.0000 (1.0017) loss_fgl_dn_2: 0.9905 (0.9924) loss_fgl_dn_3: 0.9921 (0.9933) loss_fgl_dn_4: 0.9918 (0.9935) loss_fgl_dn_5: 0.9917 (0.9936) loss_giou: 0.6107 (0.6163) loss_giou_aux_0: 0.6439 (0.6471) loss_giou_aux_1: 0.6181 (0.6219) loss_giou_aux_2: 0.6125 (0.6170) loss_giou_aux_3: 0.6117 (0.6163) loss_giou_aux_4: 0.6110 (0.6162) loss_giou_dn_0: 0.6689 (0.6586) loss_giou_dn_1: 0.5604 (0.5456) loss_giou_dn_2: 0.5458 (0.5277) loss_giou_dn_3: 0.5409 (0.5235) loss_giou_dn_4: 0.5408 (0.5230) loss_giou_dn_5: 0.5408 (0.5229) loss_giou_dn_pre: 0.6700 (0.6569) loss_giou_enc_0: 0.7344 (0.7346) loss_giou_pre: 0.6412 (0.6449) loss_ddf_aux_0: 0.0716 (0.0769) loss_ddf_aux_1: 0.0091 (0.0094) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2689 (0.2692) loss_ddf_dn_1: 0.0327 (0.0336) loss_ddf_dn_2: 0.0058 (0.0059) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7261 (0.7260) loss_vfl_aux_0: 0.8114 (0.8100) loss_vfl_aux_1: 0.7830 (0.7889) loss_vfl_aux_2: 0.7618 (0.7635) loss_vfl_aux_3: 0.7312 (0.7376) loss_vfl_aux_4: 0.7263 (0.7270) loss_vfl_dn_0: 0.5007 (0.5057) loss_vfl_dn_1: 0.4620 (0.4635) loss_vfl_dn_2: 0.4494 (0.4490) loss_vfl_dn_3: 0.4386 (0.4378) loss_vfl_dn_4: 0.4354 (0.4338) loss_vfl_dn_5: 0.4357 (0.4333) loss_vfl_dn_pre: 0.5013 (0.5066) loss_vfl_enc_0: 0.7899 (0.7986) loss_vfl_pre: 0.8141 (0.8133) time: 0.7418 data: 0.0298 max mem: 9104 Epoch: [9] [2300/3696] eta: 0:17:24 lr: 0.000013 loss: 34.2951 (34.2582) loss_bbox: 0.2133 (0.2082) loss_bbox_aux_0: 0.2309 (0.2255) loss_bbox_aux_1: 0.2185 (0.2114) loss_bbox_aux_2: 0.2138 (0.2087) loss_bbox_aux_3: 0.2128 (0.2082) loss_bbox_aux_4: 0.2132 (0.2082) loss_bbox_dn_0: 0.3020 (0.2987) loss_bbox_dn_1: 0.2359 (0.2300) loss_bbox_dn_2: 0.2293 (0.2192) loss_bbox_dn_3: 0.2289 (0.2163) loss_bbox_dn_4: 0.2285 (0.2159) loss_bbox_dn_5: 0.2283 (0.2158) loss_bbox_dn_pre: 0.3064 (0.3032) loss_bbox_enc_0: 0.2800 (0.2746) loss_bbox_pre: 0.2328 (0.2258) loss_dfl: 0.9795 (0.9674) loss_fgl_aux_0: 1.0244 (1.0114) loss_fgl_aux_1: 0.9807 (0.9716) loss_fgl_aux_2: 0.9787 (0.9676) loss_fgl_aux_3: 0.9795 (0.9675) loss_fgl_aux_4: 0.9795 (0.9675) loss_fgl_dn_0: 1.1106 (1.1031) loss_fgl_dn_1: 1.0041 (1.0018) loss_fgl_dn_2: 0.9963 (0.9925) loss_fgl_dn_3: 0.9952 (0.9934) loss_fgl_dn_4: 0.9955 (0.9936) loss_fgl_dn_5: 0.9955 (0.9936) loss_giou: 0.5558 (0.6157) loss_giou_aux_0: 0.5923 (0.6466) loss_giou_aux_1: 0.5614 (0.6215) loss_giou_aux_2: 0.5568 (0.6165) loss_giou_aux_3: 0.5553 (0.6157) loss_giou_aux_4: 0.5558 (0.6157) loss_giou_dn_0: 0.6295 (0.6585) loss_giou_dn_1: 0.5185 (0.5455) loss_giou_dn_2: 0.4997 (0.5276) loss_giou_dn_3: 0.4995 (0.5234) loss_giou_dn_4: 0.4993 (0.5228) loss_giou_dn_5: 0.4994 (0.5228) loss_giou_dn_pre: 0.6253 (0.6568) loss_giou_enc_0: 0.6961 (0.7341) loss_giou_pre: 0.5870 (0.6444) loss_ddf_aux_0: 0.0774 (0.0768) loss_ddf_aux_1: 0.0097 (0.0094) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2519 (0.2691) loss_ddf_dn_1: 0.0322 (0.0336) loss_ddf_dn_2: 0.0056 (0.0059) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7328 (0.7258) loss_vfl_aux_0: 0.8024 (0.8097) loss_vfl_aux_1: 0.7911 (0.7886) loss_vfl_aux_2: 0.7708 (0.7633) loss_vfl_aux_3: 0.7450 (0.7374) loss_vfl_aux_4: 0.7347 (0.7269) loss_vfl_dn_0: 0.5103 (0.5057) loss_vfl_dn_1: 0.4651 (0.4634) loss_vfl_dn_2: 0.4504 (0.4489) loss_vfl_dn_3: 0.4372 (0.4378) loss_vfl_dn_4: 0.4334 (0.4338) loss_vfl_dn_5: 0.4331 (0.4333) loss_vfl_dn_pre: 0.5090 (0.5066) loss_vfl_enc_0: 0.7909 (0.7984) loss_vfl_pre: 0.8115 (0.8130) time: 0.7475 data: 0.0303 max mem: 9104 Epoch: [9] [2400/3696] eta: 0:16:08 lr: 0.000013 loss: 34.2100 (34.2570) loss_bbox: 0.1978 (0.2081) loss_bbox_aux_0: 0.2254 (0.2256) loss_bbox_aux_1: 0.2082 (0.2114) loss_bbox_aux_2: 0.2011 (0.2087) loss_bbox_aux_3: 0.1988 (0.2082) loss_bbox_aux_4: 0.1982 (0.2081) loss_bbox_dn_0: 0.3106 (0.2986) loss_bbox_dn_1: 0.2360 (0.2299) loss_bbox_dn_2: 0.2233 (0.2191) loss_bbox_dn_3: 0.2225 (0.2162) loss_bbox_dn_4: 0.2231 (0.2158) loss_bbox_dn_5: 0.2234 (0.2157) loss_bbox_dn_pre: 0.3171 (0.3031) loss_bbox_enc_0: 0.2667 (0.2745) loss_bbox_pre: 0.2281 (0.2258) loss_dfl: 0.9660 (0.9674) loss_fgl_aux_0: 1.0127 (1.0114) loss_fgl_aux_1: 0.9732 (0.9716) loss_fgl_aux_2: 0.9673 (0.9676) loss_fgl_aux_3: 0.9670 (0.9675) loss_fgl_aux_4: 0.9661 (0.9675) loss_fgl_dn_0: 1.1061 (1.1031) loss_fgl_dn_1: 0.9931 (1.0018) loss_fgl_dn_2: 0.9842 (0.9925) loss_fgl_dn_3: 0.9852 (0.9933) loss_fgl_dn_4: 0.9855 (0.9936) loss_fgl_dn_5: 0.9856 (0.9936) loss_giou: 0.5737 (0.6155) loss_giou_aux_0: 0.6067 (0.6463) loss_giou_aux_1: 0.5808 (0.6212) loss_giou_aux_2: 0.5745 (0.6162) loss_giou_aux_3: 0.5732 (0.6155) loss_giou_aux_4: 0.5738 (0.6155) loss_giou_dn_0: 0.6390 (0.6583) loss_giou_dn_1: 0.5242 (0.5453) loss_giou_dn_2: 0.5058 (0.5274) loss_giou_dn_3: 0.5028 (0.5232) loss_giou_dn_4: 0.5039 (0.5227) loss_giou_dn_5: 0.5043 (0.5226) loss_giou_dn_pre: 0.6358 (0.6566) loss_giou_enc_0: 0.7017 (0.7337) loss_giou_pre: 0.6061 (0.6442) loss_ddf_aux_0: 0.0796 (0.0769) loss_ddf_aux_1: 0.0097 (0.0095) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2770 (0.2695) loss_ddf_dn_1: 0.0328 (0.0336) loss_ddf_dn_2: 0.0059 (0.0059) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7126 (0.7263) loss_vfl_aux_0: 0.8011 (0.8099) loss_vfl_aux_1: 0.7836 (0.7887) loss_vfl_aux_2: 0.7599 (0.7636) loss_vfl_aux_3: 0.7335 (0.7379) loss_vfl_aux_4: 0.7172 (0.7273) loss_vfl_dn_0: 0.5029 (0.5058) loss_vfl_dn_1: 0.4548 (0.4634) loss_vfl_dn_2: 0.4438 (0.4489) loss_vfl_dn_3: 0.4330 (0.4377) loss_vfl_dn_4: 0.4301 (0.4338) loss_vfl_dn_5: 0.4304 (0.4333) loss_vfl_dn_pre: 0.5038 (0.5066) loss_vfl_enc_0: 0.8040 (0.7988) loss_vfl_pre: 0.8069 (0.8133) time: 0.7544 data: 0.0340 max mem: 9104 Epoch: [9] [2500/3696] eta: 0:14:53 lr: 0.000013 loss: 34.3353 (34.2467) loss_bbox: 0.2134 (0.2082) loss_bbox_aux_0: 0.2255 (0.2257) loss_bbox_aux_1: 0.2153 (0.2114) loss_bbox_aux_2: 0.2156 (0.2087) loss_bbox_aux_3: 0.2138 (0.2083) loss_bbox_aux_4: 0.2133 (0.2082) loss_bbox_dn_0: 0.3107 (0.2987) loss_bbox_dn_1: 0.2494 (0.2299) loss_bbox_dn_2: 0.2368 (0.2191) loss_bbox_dn_3: 0.2310 (0.2162) loss_bbox_dn_4: 0.2297 (0.2158) loss_bbox_dn_5: 0.2302 (0.2158) loss_bbox_dn_pre: 0.3181 (0.3032) loss_bbox_enc_0: 0.2647 (0.2746) loss_bbox_pre: 0.2252 (0.2259) loss_dfl: 0.9686 (0.9674) loss_fgl_aux_0: 1.0304 (1.0116) loss_fgl_aux_1: 0.9770 (0.9716) loss_fgl_aux_2: 0.9690 (0.9676) loss_fgl_aux_3: 0.9684 (0.9675) loss_fgl_aux_4: 0.9685 (0.9675) loss_fgl_dn_0: 1.1082 (1.1032) loss_fgl_dn_1: 1.0033 (1.0018) loss_fgl_dn_2: 0.9987 (0.9925) loss_fgl_dn_3: 0.9992 (0.9933) loss_fgl_dn_4: 0.9994 (0.9936) loss_fgl_dn_5: 0.9995 (0.9936) loss_giou: 0.5683 (0.6147) loss_giou_aux_0: 0.5923 (0.6456) loss_giou_aux_1: 0.5759 (0.6205) loss_giou_aux_2: 0.5701 (0.6154) loss_giou_aux_3: 0.5679 (0.6147) loss_giou_aux_4: 0.5678 (0.6147) loss_giou_dn_0: 0.6357 (0.6574) loss_giou_dn_1: 0.5262 (0.5445) loss_giou_dn_2: 0.5127 (0.5267) loss_giou_dn_3: 0.5068 (0.5225) loss_giou_dn_4: 0.5069 (0.5219) loss_giou_dn_5: 0.5074 (0.5219) loss_giou_dn_pre: 0.6335 (0.6558) loss_giou_enc_0: 0.6891 (0.7330) loss_giou_pre: 0.5910 (0.6434) loss_ddf_aux_0: 0.0830 (0.0771) loss_ddf_aux_1: 0.0111 (0.0095) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2737 (0.2696) loss_ddf_dn_1: 0.0348 (0.0336) loss_ddf_dn_2: 0.0059 (0.0059) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7363 (0.7263) loss_vfl_aux_0: 0.8206 (0.8099) loss_vfl_aux_1: 0.7833 (0.7887) loss_vfl_aux_2: 0.7585 (0.7635) loss_vfl_aux_3: 0.7349 (0.7378) loss_vfl_aux_4: 0.7335 (0.7273) loss_vfl_dn_0: 0.5069 (0.5059) loss_vfl_dn_1: 0.4600 (0.4634) loss_vfl_dn_2: 0.4464 (0.4489) loss_vfl_dn_3: 0.4339 (0.4377) loss_vfl_dn_4: 0.4309 (0.4337) loss_vfl_dn_5: 0.4308 (0.4332) loss_vfl_dn_pre: 0.5068 (0.5068) loss_vfl_enc_0: 0.7874 (0.7988) loss_vfl_pre: 0.8227 (0.8132) time: 0.7332 data: 0.0267 max mem: 9104 Epoch: [9] [2600/3696] eta: 0:13:39 lr: 0.000013 loss: 33.9901 (34.2488) loss_bbox: 0.1969 (0.2080) loss_bbox_aux_0: 0.2170 (0.2255) loss_bbox_aux_1: 0.2017 (0.2112) loss_bbox_aux_2: 0.1989 (0.2085) loss_bbox_aux_3: 0.1972 (0.2081) loss_bbox_aux_4: 0.1970 (0.2080) loss_bbox_dn_0: 0.2890 (0.2984) loss_bbox_dn_1: 0.2107 (0.2297) loss_bbox_dn_2: 0.2042 (0.2189) loss_bbox_dn_3: 0.2018 (0.2160) loss_bbox_dn_4: 0.2014 (0.2156) loss_bbox_dn_5: 0.2012 (0.2156) loss_bbox_dn_pre: 0.2894 (0.3029) loss_bbox_enc_0: 0.2581 (0.2744) loss_bbox_pre: 0.2131 (0.2257) loss_dfl: 0.9737 (0.9675) loss_fgl_aux_0: 1.0184 (1.0116) loss_fgl_aux_1: 0.9737 (0.9717) loss_fgl_aux_2: 0.9734 (0.9676) loss_fgl_aux_3: 0.9739 (0.9676) loss_fgl_aux_4: 0.9738 (0.9675) loss_fgl_dn_0: 1.1024 (1.1033) loss_fgl_dn_1: 1.0018 (1.0019) loss_fgl_dn_2: 0.9903 (0.9926) loss_fgl_dn_3: 0.9908 (0.9935) loss_fgl_dn_4: 0.9911 (0.9937) loss_fgl_dn_5: 0.9912 (0.9937) loss_giou: 0.5762 (0.6149) loss_giou_aux_0: 0.6116 (0.6458) loss_giou_aux_1: 0.5834 (0.6206) loss_giou_aux_2: 0.5756 (0.6156) loss_giou_aux_3: 0.5761 (0.6149) loss_giou_aux_4: 0.5763 (0.6149) loss_giou_dn_0: 0.6522 (0.6576) loss_giou_dn_1: 0.5413 (0.5447) loss_giou_dn_2: 0.5211 (0.5268) loss_giou_dn_3: 0.5166 (0.5226) loss_giou_dn_4: 0.5154 (0.5221) loss_giou_dn_5: 0.5155 (0.5220) loss_giou_dn_pre: 0.6498 (0.6560) loss_giou_enc_0: 0.7210 (0.7332) loss_giou_pre: 0.6072 (0.6436) loss_ddf_aux_0: 0.0711 (0.0772) loss_ddf_aux_1: 0.0092 (0.0095) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2644 (0.2694) loss_ddf_dn_1: 0.0338 (0.0336) loss_ddf_dn_2: 0.0058 (0.0059) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7489 (0.7264) loss_vfl_aux_0: 0.8116 (0.8102) loss_vfl_aux_1: 0.8079 (0.7888) loss_vfl_aux_2: 0.7855 (0.7637) loss_vfl_aux_3: 0.7606 (0.7380) loss_vfl_aux_4: 0.7546 (0.7274) loss_vfl_dn_0: 0.5077 (0.5059) loss_vfl_dn_1: 0.4614 (0.4634) loss_vfl_dn_2: 0.4498 (0.4489) loss_vfl_dn_3: 0.4404 (0.4377) loss_vfl_dn_4: 0.4348 (0.4338) loss_vfl_dn_5: 0.4338 (0.4333) loss_vfl_dn_pre: 0.5084 (0.5068) loss_vfl_enc_0: 0.8145 (0.7989) loss_vfl_pre: 0.8130 (0.8135) time: 0.7402 data: 0.0279 max mem: 9104 Epoch: [9] [2700/3696] eta: 0:12:24 lr: 0.000013 loss: 34.3162 (34.2529) loss_bbox: 0.2192 (0.2081) loss_bbox_aux_0: 0.2381 (0.2255) loss_bbox_aux_1: 0.2216 (0.2113) loss_bbox_aux_2: 0.2212 (0.2086) loss_bbox_aux_3: 0.2193 (0.2082) loss_bbox_aux_4: 0.2192 (0.2081) loss_bbox_dn_0: 0.2846 (0.2982) loss_bbox_dn_1: 0.2179 (0.2295) loss_bbox_dn_2: 0.2030 (0.2188) loss_bbox_dn_3: 0.2010 (0.2158) loss_bbox_dn_4: 0.2022 (0.2154) loss_bbox_dn_5: 0.2023 (0.2154) loss_bbox_dn_pre: 0.2915 (0.3027) loss_bbox_enc_0: 0.2883 (0.2744) loss_bbox_pre: 0.2389 (0.2258) loss_dfl: 0.9666 (0.9673) loss_fgl_aux_0: 1.0057 (1.0115) loss_fgl_aux_1: 0.9738 (0.9715) loss_fgl_aux_2: 0.9674 (0.9675) loss_fgl_aux_3: 0.9655 (0.9674) loss_fgl_aux_4: 0.9661 (0.9673) loss_fgl_dn_0: 1.1054 (1.1032) loss_fgl_dn_1: 0.9944 (1.0019) loss_fgl_dn_2: 0.9869 (0.9926) loss_fgl_dn_3: 0.9865 (0.9934) loss_fgl_dn_4: 0.9865 (0.9937) loss_fgl_dn_5: 0.9865 (0.9937) loss_giou: 0.6110 (0.6154) loss_giou_aux_0: 0.6500 (0.6462) loss_giou_aux_1: 0.6193 (0.6211) loss_giou_aux_2: 0.6106 (0.6161) loss_giou_aux_3: 0.6106 (0.6153) loss_giou_aux_4: 0.6112 (0.6153) loss_giou_dn_0: 0.6464 (0.6579) loss_giou_dn_1: 0.5274 (0.5449) loss_giou_dn_2: 0.5140 (0.5270) loss_giou_dn_3: 0.5129 (0.5229) loss_giou_dn_4: 0.5112 (0.5223) loss_giou_dn_5: 0.5113 (0.5223) loss_giou_dn_pre: 0.6433 (0.6562) loss_giou_enc_0: 0.7409 (0.7335) loss_giou_pre: 0.6463 (0.6441) loss_ddf_aux_0: 0.0765 (0.0771) loss_ddf_aux_1: 0.0094 (0.0095) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2712 (0.2696) loss_ddf_dn_1: 0.0326 (0.0336) loss_ddf_dn_2: 0.0055 (0.0059) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7013 (0.7265) loss_vfl_aux_0: 0.8149 (0.8103) loss_vfl_aux_1: 0.8020 (0.7888) loss_vfl_aux_2: 0.7489 (0.7636) loss_vfl_aux_3: 0.7158 (0.7381) loss_vfl_aux_4: 0.7144 (0.7275) loss_vfl_dn_0: 0.5082 (0.5059) loss_vfl_dn_1: 0.4682 (0.4635) loss_vfl_dn_2: 0.4528 (0.4489) loss_vfl_dn_3: 0.4396 (0.4378) loss_vfl_dn_4: 0.4335 (0.4338) loss_vfl_dn_5: 0.4332 (0.4333) loss_vfl_dn_pre: 0.5092 (0.5068) loss_vfl_enc_0: 0.8179 (0.7989) loss_vfl_pre: 0.8204 (0.8135) time: 0.7183 data: 0.0228 max mem: 9104 Epoch: [9] [2800/3696] eta: 0:11:09 lr: 0.000013 loss: 34.4579 (34.2496) loss_bbox: 0.1985 (0.2081) loss_bbox_aux_0: 0.2201 (0.2255) loss_bbox_aux_1: 0.2006 (0.2113) loss_bbox_aux_2: 0.1992 (0.2086) loss_bbox_aux_3: 0.1986 (0.2082) loss_bbox_aux_4: 0.1985 (0.2081) loss_bbox_dn_0: 0.2913 (0.2984) loss_bbox_dn_1: 0.2266 (0.2296) loss_bbox_dn_2: 0.2183 (0.2189) loss_bbox_dn_3: 0.2148 (0.2160) loss_bbox_dn_4: 0.2149 (0.2156) loss_bbox_dn_5: 0.2150 (0.2156) loss_bbox_dn_pre: 0.2952 (0.3029) loss_bbox_enc_0: 0.2758 (0.2744) loss_bbox_pre: 0.2202 (0.2258) loss_dfl: 0.9738 (0.9674) loss_fgl_aux_0: 1.0204 (1.0117) loss_fgl_aux_1: 0.9792 (0.9716) loss_fgl_aux_2: 0.9740 (0.9676) loss_fgl_aux_3: 0.9740 (0.9675) loss_fgl_aux_4: 0.9740 (0.9674) loss_fgl_dn_0: 1.0996 (1.1032) loss_fgl_dn_1: 0.9962 (1.0018) loss_fgl_dn_2: 0.9853 (0.9925) loss_fgl_dn_3: 0.9853 (0.9934) loss_fgl_dn_4: 0.9856 (0.9936) loss_fgl_dn_5: 0.9857 (0.9936) loss_giou: 0.5854 (0.6147) loss_giou_aux_0: 0.6174 (0.6455) loss_giou_aux_1: 0.5930 (0.6204) loss_giou_aux_2: 0.5853 (0.6154) loss_giou_aux_3: 0.5848 (0.6147) loss_giou_aux_4: 0.5848 (0.6147) loss_giou_dn_0: 0.6605 (0.6576) loss_giou_dn_1: 0.5468 (0.5446) loss_giou_dn_2: 0.5368 (0.5267) loss_giou_dn_3: 0.5349 (0.5226) loss_giou_dn_4: 0.5373 (0.5220) loss_giou_dn_5: 0.5373 (0.5220) loss_giou_dn_pre: 0.6595 (0.6559) loss_giou_enc_0: 0.7072 (0.7328) loss_giou_pre: 0.6149 (0.6434) loss_ddf_aux_0: 0.0811 (0.0772) loss_ddf_aux_1: 0.0088 (0.0095) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2762 (0.2697) loss_ddf_dn_1: 0.0322 (0.0336) loss_ddf_dn_2: 0.0054 (0.0059) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7509 (0.7268) loss_vfl_aux_0: 0.8386 (0.8108) loss_vfl_aux_1: 0.8052 (0.7891) loss_vfl_aux_2: 0.7871 (0.7638) loss_vfl_aux_3: 0.7628 (0.7383) loss_vfl_aux_4: 0.7587 (0.7278) loss_vfl_dn_0: 0.5075 (0.5059) loss_vfl_dn_1: 0.4680 (0.4635) loss_vfl_dn_2: 0.4499 (0.4489) loss_vfl_dn_3: 0.4403 (0.4377) loss_vfl_dn_4: 0.4370 (0.4338) loss_vfl_dn_5: 0.4357 (0.4333) loss_vfl_dn_pre: 0.5078 (0.5068) loss_vfl_enc_0: 0.8085 (0.7994) loss_vfl_pre: 0.8381 (0.8141) time: 0.7343 data: 0.0274 max mem: 9104 Epoch: [9] [2900/3696] eta: 0:09:55 lr: 0.000013 loss: 33.9320 (34.2482) loss_bbox: 0.1857 (0.2080) loss_bbox_aux_0: 0.2022 (0.2255) loss_bbox_aux_1: 0.1918 (0.2113) loss_bbox_aux_2: 0.1883 (0.2086) loss_bbox_aux_3: 0.1865 (0.2081) loss_bbox_aux_4: 0.1857 (0.2081) loss_bbox_dn_0: 0.2844 (0.2982) loss_bbox_dn_1: 0.2158 (0.2295) loss_bbox_dn_2: 0.2070 (0.2187) loss_bbox_dn_3: 0.2024 (0.2158) loss_bbox_dn_4: 0.2025 (0.2154) loss_bbox_dn_5: 0.2023 (0.2154) loss_bbox_dn_pre: 0.2844 (0.3027) loss_bbox_enc_0: 0.2504 (0.2743) loss_bbox_pre: 0.2027 (0.2257) loss_dfl: 0.9749 (0.9675) loss_fgl_aux_0: 1.0191 (1.0118) loss_fgl_aux_1: 0.9812 (0.9717) loss_fgl_aux_2: 0.9762 (0.9677) loss_fgl_aux_3: 0.9745 (0.9676) loss_fgl_aux_4: 0.9748 (0.9675) loss_fgl_dn_0: 1.1108 (1.1032) loss_fgl_dn_1: 1.0073 (1.0019) loss_fgl_dn_2: 0.9977 (0.9926) loss_fgl_dn_3: 0.9985 (0.9934) loss_fgl_dn_4: 0.9984 (0.9937) loss_fgl_dn_5: 0.9983 (0.9937) loss_giou: 0.5930 (0.6145) loss_giou_aux_0: 0.6248 (0.6453) loss_giou_aux_1: 0.6007 (0.6202) loss_giou_aux_2: 0.5939 (0.6152) loss_giou_aux_3: 0.5937 (0.6144) loss_giou_aux_4: 0.5929 (0.6144) loss_giou_dn_0: 0.6425 (0.6576) loss_giou_dn_1: 0.5315 (0.5445) loss_giou_dn_2: 0.5122 (0.5267) loss_giou_dn_3: 0.5100 (0.5225) loss_giou_dn_4: 0.5098 (0.5219) loss_giou_dn_5: 0.5099 (0.5219) loss_giou_dn_pre: 0.6399 (0.6559) loss_giou_enc_0: 0.7225 (0.7325) loss_giou_pre: 0.6229 (0.6432) loss_ddf_aux_0: 0.0746 (0.0771) loss_ddf_aux_1: 0.0093 (0.0095) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2711 (0.2697) loss_ddf_dn_1: 0.0339 (0.0336) loss_ddf_dn_2: 0.0056 (0.0059) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7285 (0.7270) loss_vfl_aux_0: 0.8087 (0.8111) loss_vfl_aux_1: 0.8083 (0.7894) loss_vfl_aux_2: 0.7946 (0.7641) loss_vfl_aux_3: 0.7401 (0.7386) loss_vfl_aux_4: 0.7285 (0.7280) loss_vfl_dn_0: 0.5077 (0.5059) loss_vfl_dn_1: 0.4572 (0.4635) loss_vfl_dn_2: 0.4449 (0.4489) loss_vfl_dn_3: 0.4338 (0.4377) loss_vfl_dn_4: 0.4275 (0.4337) loss_vfl_dn_5: 0.4271 (0.4332) loss_vfl_dn_pre: 0.5092 (0.5068) loss_vfl_enc_0: 0.8119 (0.7996) loss_vfl_pre: 0.8173 (0.8143) time: 0.8851 data: 0.0277 max mem: 9104 Epoch: [9] [3000/3696] eta: 0:08:40 lr: 0.000013 loss: 33.8080 (34.2380) loss_bbox: 0.2028 (0.2081) loss_bbox_aux_0: 0.2139 (0.2256) loss_bbox_aux_1: 0.2043 (0.2114) loss_bbox_aux_2: 0.2028 (0.2087) loss_bbox_aux_3: 0.2032 (0.2082) loss_bbox_aux_4: 0.2028 (0.2082) loss_bbox_dn_0: 0.2923 (0.2982) loss_bbox_dn_1: 0.2229 (0.2295) loss_bbox_dn_2: 0.2146 (0.2187) loss_bbox_dn_3: 0.2128 (0.2158) loss_bbox_dn_4: 0.2131 (0.2154) loss_bbox_dn_5: 0.2131 (0.2154) loss_bbox_dn_pre: 0.2981 (0.3027) loss_bbox_enc_0: 0.2621 (0.2744) loss_bbox_pre: 0.2146 (0.2258) loss_dfl: 0.9585 (0.9674) loss_fgl_aux_0: 1.0009 (1.0118) loss_fgl_aux_1: 0.9623 (0.9717) loss_fgl_aux_2: 0.9585 (0.9676) loss_fgl_aux_3: 0.9589 (0.9675) loss_fgl_aux_4: 0.9585 (0.9675) loss_fgl_dn_0: 1.0971 (1.1033) loss_fgl_dn_1: 0.9960 (1.0019) loss_fgl_dn_2: 0.9807 (0.9925) loss_fgl_dn_3: 0.9813 (0.9933) loss_fgl_dn_4: 0.9813 (0.9936) loss_fgl_dn_5: 0.9813 (0.9936) loss_giou: 0.5660 (0.6141) loss_giou_aux_0: 0.5915 (0.6449) loss_giou_aux_1: 0.5702 (0.6198) loss_giou_aux_2: 0.5680 (0.6148) loss_giou_aux_3: 0.5668 (0.6141) loss_giou_aux_4: 0.5662 (0.6141) loss_giou_dn_0: 0.6318 (0.6570) loss_giou_dn_1: 0.5120 (0.5440) loss_giou_dn_2: 0.5010 (0.5261) loss_giou_dn_3: 0.4980 (0.5220) loss_giou_dn_4: 0.4972 (0.5214) loss_giou_dn_5: 0.4971 (0.5214) loss_giou_dn_pre: 0.6294 (0.6554) loss_giou_enc_0: 0.7059 (0.7320) loss_giou_pre: 0.5941 (0.6428) loss_ddf_aux_0: 0.0751 (0.0771) loss_ddf_aux_1: 0.0097 (0.0095) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2705 (0.2697) loss_ddf_dn_1: 0.0346 (0.0336) loss_ddf_dn_2: 0.0066 (0.0059) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7073 (0.7265) loss_vfl_aux_0: 0.8033 (0.8107) loss_vfl_aux_1: 0.7754 (0.7888) loss_vfl_aux_2: 0.7445 (0.7637) loss_vfl_aux_3: 0.7158 (0.7381) loss_vfl_aux_4: 0.7181 (0.7276) loss_vfl_dn_0: 0.5120 (0.5060) loss_vfl_dn_1: 0.4647 (0.4633) loss_vfl_dn_2: 0.4495 (0.4488) loss_vfl_dn_3: 0.4352 (0.4376) loss_vfl_dn_4: 0.4318 (0.4336) loss_vfl_dn_5: 0.4317 (0.4331) loss_vfl_dn_pre: 0.5141 (0.5069) loss_vfl_enc_0: 0.7997 (0.7995) loss_vfl_pre: 0.8083 (0.8139) time: 0.6888 data: 0.0263 max mem: 9104 Epoch: [9] [3100/3696] eta: 0:07:25 lr: 0.000013 loss: 34.0457 (34.2341) loss_bbox: 0.2077 (0.2080) loss_bbox_aux_0: 0.2280 (0.2255) loss_bbox_aux_1: 0.2104 (0.2113) loss_bbox_aux_2: 0.2078 (0.2086) loss_bbox_aux_3: 0.2077 (0.2081) loss_bbox_aux_4: 0.2078 (0.2081) loss_bbox_dn_0: 0.3167 (0.2982) loss_bbox_dn_1: 0.2429 (0.2295) loss_bbox_dn_2: 0.2338 (0.2187) loss_bbox_dn_3: 0.2311 (0.2157) loss_bbox_dn_4: 0.2298 (0.2153) loss_bbox_dn_5: 0.2298 (0.2153) loss_bbox_dn_pre: 0.3216 (0.3028) loss_bbox_enc_0: 0.2771 (0.2743) loss_bbox_pre: 0.2285 (0.2257) loss_dfl: 0.9757 (0.9675) loss_fgl_aux_0: 1.0143 (1.0118) loss_fgl_aux_1: 0.9825 (0.9717) loss_fgl_aux_2: 0.9764 (0.9677) loss_fgl_aux_3: 0.9758 (0.9676) loss_fgl_aux_4: 0.9752 (0.9675) loss_fgl_dn_0: 1.0995 (1.1033) loss_fgl_dn_1: 1.0032 (1.0018) loss_fgl_dn_2: 0.9909 (0.9925) loss_fgl_dn_3: 0.9909 (0.9933) loss_fgl_dn_4: 0.9913 (0.9935) loss_fgl_dn_5: 0.9913 (0.9936) loss_giou: 0.6018 (0.6138) loss_giou_aux_0: 0.6228 (0.6446) loss_giou_aux_1: 0.6039 (0.6195) loss_giou_aux_2: 0.6009 (0.6145) loss_giou_aux_3: 0.6017 (0.6138) loss_giou_aux_4: 0.6017 (0.6138) loss_giou_dn_0: 0.6623 (0.6569) loss_giou_dn_1: 0.5497 (0.5438) loss_giou_dn_2: 0.5291 (0.5259) loss_giou_dn_3: 0.5245 (0.5217) loss_giou_dn_4: 0.5238 (0.5212) loss_giou_dn_5: 0.5240 (0.5211) loss_giou_dn_pre: 0.6584 (0.6553) loss_giou_enc_0: 0.7010 (0.7316) loss_giou_pre: 0.6219 (0.6425) loss_ddf_aux_0: 0.0806 (0.0771) loss_ddf_aux_1: 0.0101 (0.0095) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2896 (0.2702) loss_ddf_dn_1: 0.0365 (0.0337) loss_ddf_dn_2: 0.0066 (0.0059) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7053 (0.7266) loss_vfl_aux_0: 0.7883 (0.8106) loss_vfl_aux_1: 0.7659 (0.7888) loss_vfl_aux_2: 0.7451 (0.7637) loss_vfl_aux_3: 0.7245 (0.7382) loss_vfl_aux_4: 0.7079 (0.7277) loss_vfl_dn_0: 0.5009 (0.5060) loss_vfl_dn_1: 0.4625 (0.4633) loss_vfl_dn_2: 0.4496 (0.4487) loss_vfl_dn_3: 0.4369 (0.4375) loss_vfl_dn_4: 0.4337 (0.4336) loss_vfl_dn_5: 0.4311 (0.4331) loss_vfl_dn_pre: 0.5009 (0.5069) loss_vfl_enc_0: 0.7969 (0.7996) loss_vfl_pre: 0.7914 (0.8138) time: 0.7609 data: 0.0344 max mem: 9104 Epoch: [9] [3200/3696] eta: 0:06:10 lr: 0.000013 loss: 34.2700 (34.2330) loss_bbox: 0.2214 (0.2081) loss_bbox_aux_0: 0.2418 (0.2256) loss_bbox_aux_1: 0.2236 (0.2114) loss_bbox_aux_2: 0.2220 (0.2087) loss_bbox_aux_3: 0.2219 (0.2082) loss_bbox_aux_4: 0.2214 (0.2081) loss_bbox_dn_0: 0.3009 (0.2981) loss_bbox_dn_1: 0.2345 (0.2294) loss_bbox_dn_2: 0.2264 (0.2187) loss_bbox_dn_3: 0.2212 (0.2157) loss_bbox_dn_4: 0.2194 (0.2153) loss_bbox_dn_5: 0.2191 (0.2153) loss_bbox_dn_pre: 0.3079 (0.3027) loss_bbox_enc_0: 0.2853 (0.2742) loss_bbox_pre: 0.2444 (0.2258) loss_dfl: 0.9527 (0.9673) loss_fgl_aux_0: 0.9926 (1.0115) loss_fgl_aux_1: 0.9587 (0.9715) loss_fgl_aux_2: 0.9530 (0.9675) loss_fgl_aux_3: 0.9527 (0.9674) loss_fgl_aux_4: 0.9528 (0.9673) loss_fgl_dn_0: 1.0979 (1.1032) loss_fgl_dn_1: 0.9982 (1.0018) loss_fgl_dn_2: 0.9901 (0.9924) loss_fgl_dn_3: 0.9905 (0.9933) loss_fgl_dn_4: 0.9909 (0.9935) loss_fgl_dn_5: 0.9910 (0.9935) loss_giou: 0.6376 (0.6142) loss_giou_aux_0: 0.6700 (0.6450) loss_giou_aux_1: 0.6465 (0.6200) loss_giou_aux_2: 0.6392 (0.6149) loss_giou_aux_3: 0.6383 (0.6142) loss_giou_aux_4: 0.6380 (0.6142) loss_giou_dn_0: 0.6664 (0.6571) loss_giou_dn_1: 0.5529 (0.5440) loss_giou_dn_2: 0.5299 (0.5261) loss_giou_dn_3: 0.5264 (0.5219) loss_giou_dn_4: 0.5270 (0.5214) loss_giou_dn_5: 0.5270 (0.5213) loss_giou_dn_pre: 0.6647 (0.6554) loss_giou_enc_0: 0.7607 (0.7319) loss_giou_pre: 0.6686 (0.6429) loss_ddf_aux_0: 0.0728 (0.0770) loss_ddf_aux_1: 0.0090 (0.0095) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2566 (0.2701) loss_ddf_dn_1: 0.0323 (0.0337) loss_ddf_dn_2: 0.0062 (0.0059) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6973 (0.7262) loss_vfl_aux_0: 0.7802 (0.8100) loss_vfl_aux_1: 0.7417 (0.7882) loss_vfl_aux_2: 0.7330 (0.7632) loss_vfl_aux_3: 0.7120 (0.7377) loss_vfl_aux_4: 0.7023 (0.7273) loss_vfl_dn_0: 0.5037 (0.5060) loss_vfl_dn_1: 0.4659 (0.4633) loss_vfl_dn_2: 0.4478 (0.4487) loss_vfl_dn_3: 0.4397 (0.4375) loss_vfl_dn_4: 0.4345 (0.4336) loss_vfl_dn_5: 0.4322 (0.4331) loss_vfl_dn_pre: 0.5051 (0.5068) loss_vfl_enc_0: 0.7815 (0.7992) loss_vfl_pre: 0.7788 (0.8132) time: 0.7498 data: 0.0317 max mem: 9104 Epoch: [9] [3300/3696] eta: 0:04:55 lr: 0.000013 loss: 34.3264 (34.2359) loss_bbox: 0.1944 (0.2083) loss_bbox_aux_0: 0.2173 (0.2258) loss_bbox_aux_1: 0.1977 (0.2116) loss_bbox_aux_2: 0.1938 (0.2089) loss_bbox_aux_3: 0.1942 (0.2084) loss_bbox_aux_4: 0.1943 (0.2083) loss_bbox_dn_0: 0.2732 (0.2982) loss_bbox_dn_1: 0.2053 (0.2295) loss_bbox_dn_2: 0.2000 (0.2187) loss_bbox_dn_3: 0.1980 (0.2158) loss_bbox_dn_4: 0.1961 (0.2154) loss_bbox_dn_5: 0.1962 (0.2154) loss_bbox_dn_pre: 0.2796 (0.3027) loss_bbox_enc_0: 0.2682 (0.2743) loss_bbox_pre: 0.2169 (0.2260) loss_dfl: 0.9613 (0.9671) loss_fgl_aux_0: 0.9961 (1.0113) loss_fgl_aux_1: 0.9612 (0.9714) loss_fgl_aux_2: 0.9614 (0.9673) loss_fgl_aux_3: 0.9616 (0.9672) loss_fgl_aux_4: 0.9615 (0.9672) loss_fgl_dn_0: 1.0976 (1.1031) loss_fgl_dn_1: 1.0066 (1.0018) loss_fgl_dn_2: 0.9997 (0.9924) loss_fgl_dn_3: 1.0004 (0.9932) loss_fgl_dn_4: 1.0004 (0.9935) loss_fgl_dn_5: 1.0005 (0.9935) loss_giou: 0.6702 (0.6145) loss_giou_aux_0: 0.7004 (0.6453) loss_giou_aux_1: 0.6784 (0.6203) loss_giou_aux_2: 0.6709 (0.6152) loss_giou_aux_3: 0.6710 (0.6145) loss_giou_aux_4: 0.6705 (0.6145) loss_giou_dn_0: 0.6746 (0.6571) loss_giou_dn_1: 0.5669 (0.5441) loss_giou_dn_2: 0.5522 (0.5263) loss_giou_dn_3: 0.5449 (0.5221) loss_giou_dn_4: 0.5429 (0.5215) loss_giou_dn_5: 0.5430 (0.5215) loss_giou_dn_pre: 0.6707 (0.6555) loss_giou_enc_0: 0.7712 (0.7321) loss_giou_pre: 0.6988 (0.6432) loss_ddf_aux_0: 0.0695 (0.0770) loss_ddf_aux_1: 0.0092 (0.0095) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2412 (0.2700) loss_ddf_dn_1: 0.0313 (0.0337) loss_ddf_dn_2: 0.0058 (0.0059) loss_ddf_dn_3: 0.0008 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6940 (0.7263) loss_vfl_aux_0: 0.7673 (0.8098) loss_vfl_aux_1: 0.7533 (0.7880) loss_vfl_aux_2: 0.7328 (0.7632) loss_vfl_aux_3: 0.7032 (0.7377) loss_vfl_aux_4: 0.6978 (0.7273) loss_vfl_dn_0: 0.5094 (0.5060) loss_vfl_dn_1: 0.4604 (0.4633) loss_vfl_dn_2: 0.4474 (0.4487) loss_vfl_dn_3: 0.4379 (0.4375) loss_vfl_dn_4: 0.4358 (0.4335) loss_vfl_dn_5: 0.4344 (0.4330) loss_vfl_dn_pre: 0.5095 (0.5068) loss_vfl_enc_0: 0.7728 (0.7991) loss_vfl_pre: 0.7747 (0.8130) time: 0.7242 data: 0.0325 max mem: 9104 Epoch: [9] [3400/3696] eta: 0:03:41 lr: 0.000013 loss: 33.8862 (34.2343) loss_bbox: 0.1923 (0.2085) loss_bbox_aux_0: 0.2108 (0.2260) loss_bbox_aux_1: 0.1948 (0.2117) loss_bbox_aux_2: 0.1931 (0.2091) loss_bbox_aux_3: 0.1924 (0.2086) loss_bbox_aux_4: 0.1925 (0.2085) loss_bbox_dn_0: 0.2662 (0.2981) loss_bbox_dn_1: 0.2025 (0.2295) loss_bbox_dn_2: 0.1950 (0.2187) loss_bbox_dn_3: 0.1873 (0.2157) loss_bbox_dn_4: 0.1864 (0.2153) loss_bbox_dn_5: 0.1864 (0.2153) loss_bbox_dn_pre: 0.2704 (0.3026) loss_bbox_enc_0: 0.2576 (0.2745) loss_bbox_pre: 0.2082 (0.2262) loss_dfl: 0.9545 (0.9670) loss_fgl_aux_0: 0.9990 (1.0111) loss_fgl_aux_1: 0.9578 (0.9712) loss_fgl_aux_2: 0.9539 (0.9672) loss_fgl_aux_3: 0.9545 (0.9671) loss_fgl_aux_4: 0.9548 (0.9670) loss_fgl_dn_0: 1.1033 (1.1030) loss_fgl_dn_1: 1.0025 (1.0018) loss_fgl_dn_2: 0.9928 (0.9924) loss_fgl_dn_3: 0.9948 (0.9932) loss_fgl_dn_4: 0.9955 (0.9935) loss_fgl_dn_5: 0.9953 (0.9935) loss_giou: 0.6267 (0.6148) loss_giou_aux_0: 0.6545 (0.6455) loss_giou_aux_1: 0.6321 (0.6205) loss_giou_aux_2: 0.6276 (0.6155) loss_giou_aux_3: 0.6268 (0.6148) loss_giou_aux_4: 0.6267 (0.6147) loss_giou_dn_0: 0.6551 (0.6571) loss_giou_dn_1: 0.5391 (0.5441) loss_giou_dn_2: 0.5206 (0.5262) loss_giou_dn_3: 0.5140 (0.5221) loss_giou_dn_4: 0.5138 (0.5215) loss_giou_dn_5: 0.5138 (0.5214) loss_giou_dn_pre: 0.6544 (0.6554) loss_giou_enc_0: 0.7411 (0.7323) loss_giou_pre: 0.6536 (0.6434) loss_ddf_aux_0: 0.0743 (0.0769) loss_ddf_aux_1: 0.0093 (0.0095) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2696 (0.2700) loss_ddf_dn_1: 0.0359 (0.0337) loss_ddf_dn_2: 0.0066 (0.0059) loss_ddf_dn_3: 0.0008 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6979 (0.7259) loss_vfl_aux_0: 0.7881 (0.8095) loss_vfl_aux_1: 0.7676 (0.7875) loss_vfl_aux_2: 0.7388 (0.7627) loss_vfl_aux_3: 0.7191 (0.7374) loss_vfl_aux_4: 0.7085 (0.7269) loss_vfl_dn_0: 0.5053 (0.5060) loss_vfl_dn_1: 0.4648 (0.4632) loss_vfl_dn_2: 0.4488 (0.4487) loss_vfl_dn_3: 0.4323 (0.4375) loss_vfl_dn_4: 0.4293 (0.4335) loss_vfl_dn_5: 0.4285 (0.4330) loss_vfl_dn_pre: 0.5065 (0.5068) loss_vfl_enc_0: 0.7859 (0.7988) loss_vfl_pre: 0.7925 (0.8127) time: 0.7052 data: 0.0239 max mem: 9104 Epoch: [9] [3500/3696] eta: 0:02:26 lr: 0.000013 loss: 34.3126 (34.2302) loss_bbox: 0.2141 (0.2086) loss_bbox_aux_0: 0.2316 (0.2260) loss_bbox_aux_1: 0.2140 (0.2118) loss_bbox_aux_2: 0.2125 (0.2091) loss_bbox_aux_3: 0.2135 (0.2086) loss_bbox_aux_4: 0.2140 (0.2086) loss_bbox_dn_0: 0.3242 (0.2982) loss_bbox_dn_1: 0.2376 (0.2296) loss_bbox_dn_2: 0.2266 (0.2188) loss_bbox_dn_3: 0.2236 (0.2159) loss_bbox_dn_4: 0.2220 (0.2155) loss_bbox_dn_5: 0.2217 (0.2154) loss_bbox_dn_pre: 0.3349 (0.3028) loss_bbox_enc_0: 0.2879 (0.2746) loss_bbox_pre: 0.2327 (0.2262) loss_dfl: 0.9535 (0.9670) loss_fgl_aux_0: 0.9932 (1.0110) loss_fgl_aux_1: 0.9568 (0.9712) loss_fgl_aux_2: 0.9524 (0.9672) loss_fgl_aux_3: 0.9529 (0.9670) loss_fgl_aux_4: 0.9536 (0.9670) loss_fgl_dn_0: 1.0997 (1.1029) loss_fgl_dn_1: 0.9848 (1.0017) loss_fgl_dn_2: 0.9740 (0.9923) loss_fgl_dn_3: 0.9747 (0.9931) loss_fgl_dn_4: 0.9754 (0.9934) loss_fgl_dn_5: 0.9754 (0.9934) loss_giou: 0.5599 (0.6145) loss_giou_aux_0: 0.5969 (0.6452) loss_giou_aux_1: 0.5656 (0.6202) loss_giou_aux_2: 0.5607 (0.6152) loss_giou_aux_3: 0.5596 (0.6145) loss_giou_aux_4: 0.5599 (0.6145) loss_giou_dn_0: 0.6482 (0.6568) loss_giou_dn_1: 0.5276 (0.5439) loss_giou_dn_2: 0.5019 (0.5260) loss_giou_dn_3: 0.4958 (0.5218) loss_giou_dn_4: 0.4948 (0.5212) loss_giou_dn_5: 0.4947 (0.5212) loss_giou_dn_pre: 0.6460 (0.6551) loss_giou_enc_0: 0.6874 (0.7320) loss_giou_pre: 0.5950 (0.6431) loss_ddf_aux_0: 0.0793 (0.0769) loss_ddf_aux_1: 0.0095 (0.0095) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2744 (0.2698) loss_ddf_dn_1: 0.0340 (0.0337) loss_ddf_dn_2: 0.0059 (0.0059) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7354 (0.7259) loss_vfl_aux_0: 0.8234 (0.8096) loss_vfl_aux_1: 0.8038 (0.7875) loss_vfl_aux_2: 0.7799 (0.7628) loss_vfl_aux_3: 0.7469 (0.7373) loss_vfl_aux_4: 0.7324 (0.7270) loss_vfl_dn_0: 0.5115 (0.5059) loss_vfl_dn_1: 0.4687 (0.4632) loss_vfl_dn_2: 0.4514 (0.4486) loss_vfl_dn_3: 0.4362 (0.4374) loss_vfl_dn_4: 0.4328 (0.4335) loss_vfl_dn_5: 0.4312 (0.4330) loss_vfl_dn_pre: 0.5122 (0.5068) loss_vfl_enc_0: 0.8307 (0.7987) loss_vfl_pre: 0.8346 (0.8128) time: 0.7652 data: 0.0256 max mem: 9104 Epoch: [9] [3600/3696] eta: 0:01:11 lr: 0.000013 loss: 34.5053 (34.2314) loss_bbox: 0.2070 (0.2086) loss_bbox_aux_0: 0.2233 (0.2261) loss_bbox_aux_1: 0.2100 (0.2119) loss_bbox_aux_2: 0.2072 (0.2092) loss_bbox_aux_3: 0.2068 (0.2087) loss_bbox_aux_4: 0.2068 (0.2087) loss_bbox_dn_0: 0.3030 (0.2984) loss_bbox_dn_1: 0.2362 (0.2297) loss_bbox_dn_2: 0.2240 (0.2189) loss_bbox_dn_3: 0.2182 (0.2160) loss_bbox_dn_4: 0.2186 (0.2156) loss_bbox_dn_5: 0.2183 (0.2155) loss_bbox_dn_pre: 0.3101 (0.3029) loss_bbox_enc_0: 0.2672 (0.2746) loss_bbox_pre: 0.2234 (0.2263) loss_dfl: 0.9426 (0.9669) loss_fgl_aux_0: 0.9903 (1.0109) loss_fgl_aux_1: 0.9428 (0.9711) loss_fgl_aux_2: 0.9423 (0.9670) loss_fgl_aux_3: 0.9425 (0.9669) loss_fgl_aux_4: 0.9427 (0.9669) loss_fgl_dn_0: 1.0967 (1.1029) loss_fgl_dn_1: 0.9923 (1.0015) loss_fgl_dn_2: 0.9804 (0.9922) loss_fgl_dn_3: 0.9823 (0.9930) loss_fgl_dn_4: 0.9826 (0.9933) loss_fgl_dn_5: 0.9827 (0.9933) loss_giou: 0.5801 (0.6145) loss_giou_aux_0: 0.6175 (0.6453) loss_giou_aux_1: 0.5890 (0.6203) loss_giou_aux_2: 0.5791 (0.6152) loss_giou_aux_3: 0.5798 (0.6145) loss_giou_aux_4: 0.5801 (0.6145) loss_giou_dn_0: 0.6553 (0.6569) loss_giou_dn_1: 0.5393 (0.5439) loss_giou_dn_2: 0.5249 (0.5260) loss_giou_dn_3: 0.5215 (0.5218) loss_giou_dn_4: 0.5215 (0.5212) loss_giou_dn_5: 0.5213 (0.5212) loss_giou_dn_pre: 0.6564 (0.6552) loss_giou_enc_0: 0.7015 (0.7320) loss_giou_pre: 0.6159 (0.6431) loss_ddf_aux_0: 0.0842 (0.0769) loss_ddf_aux_1: 0.0098 (0.0095) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2792 (0.2699) loss_ddf_dn_1: 0.0343 (0.0337) loss_ddf_dn_2: 0.0061 (0.0059) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7429 (0.7262) loss_vfl_aux_0: 0.8156 (0.8096) loss_vfl_aux_1: 0.8179 (0.7875) loss_vfl_aux_2: 0.7731 (0.7629) loss_vfl_aux_3: 0.7467 (0.7375) loss_vfl_aux_4: 0.7456 (0.7272) loss_vfl_dn_0: 0.4992 (0.5058) loss_vfl_dn_1: 0.4574 (0.4631) loss_vfl_dn_2: 0.4424 (0.4486) loss_vfl_dn_3: 0.4325 (0.4374) loss_vfl_dn_4: 0.4271 (0.4334) loss_vfl_dn_5: 0.4271 (0.4329) loss_vfl_dn_pre: 0.4996 (0.5067) loss_vfl_enc_0: 0.7854 (0.7984) loss_vfl_pre: 0.8173 (0.8128) time: 0.7487 data: 0.0360 max mem: 9104 Epoch: [9] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 33.9394 (34.2274) loss_bbox: 0.2017 (0.2086) loss_bbox_aux_0: 0.2168 (0.2261) loss_bbox_aux_1: 0.2040 (0.2119) loss_bbox_aux_2: 0.2013 (0.2092) loss_bbox_aux_3: 0.2015 (0.2087) loss_bbox_aux_4: 0.2017 (0.2087) loss_bbox_dn_0: 0.2831 (0.2984) loss_bbox_dn_1: 0.2148 (0.2298) loss_bbox_dn_2: 0.2019 (0.2189) loss_bbox_dn_3: 0.1977 (0.2160) loss_bbox_dn_4: 0.1959 (0.2156) loss_bbox_dn_5: 0.1959 (0.2155) loss_bbox_dn_pre: 0.2882 (0.3029) loss_bbox_enc_0: 0.2611 (0.2746) loss_bbox_pre: 0.2174 (0.2263) loss_dfl: 0.9575 (0.9668) loss_fgl_aux_0: 1.0015 (1.0108) loss_fgl_aux_1: 0.9617 (0.9710) loss_fgl_aux_2: 0.9582 (0.9670) loss_fgl_aux_3: 0.9578 (0.9669) loss_fgl_aux_4: 0.9575 (0.9668) loss_fgl_dn_0: 1.1042 (1.1028) loss_fgl_dn_1: 0.9895 (1.0015) loss_fgl_dn_2: 0.9796 (0.9922) loss_fgl_dn_3: 0.9800 (0.9930) loss_fgl_dn_4: 0.9802 (0.9932) loss_fgl_dn_5: 0.9802 (0.9933) loss_giou: 0.5870 (0.6144) loss_giou_aux_0: 0.6181 (0.6452) loss_giou_aux_1: 0.5961 (0.6202) loss_giou_aux_2: 0.5891 (0.6151) loss_giou_aux_3: 0.5872 (0.6144) loss_giou_aux_4: 0.5872 (0.6144) loss_giou_dn_0: 0.6344 (0.6566) loss_giou_dn_1: 0.5225 (0.5437) loss_giou_dn_2: 0.5027 (0.5258) loss_giou_dn_3: 0.5004 (0.5216) loss_giou_dn_4: 0.5003 (0.5210) loss_giou_dn_5: 0.5004 (0.5210) loss_giou_dn_pre: 0.6308 (0.6549) loss_giou_enc_0: 0.6963 (0.7319) loss_giou_pre: 0.6170 (0.6430) loss_ddf_aux_0: 0.0765 (0.0770) loss_ddf_aux_1: 0.0089 (0.0095) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2591 (0.2700) loss_ddf_dn_1: 0.0301 (0.0338) loss_ddf_dn_2: 0.0051 (0.0059) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7214 (0.7262) loss_vfl_aux_0: 0.8160 (0.8095) loss_vfl_aux_1: 0.7742 (0.7873) loss_vfl_aux_2: 0.7499 (0.7628) loss_vfl_aux_3: 0.7328 (0.7375) loss_vfl_aux_4: 0.7251 (0.7272) loss_vfl_dn_0: 0.5104 (0.5059) loss_vfl_dn_1: 0.4631 (0.4630) loss_vfl_dn_2: 0.4458 (0.4485) loss_vfl_dn_3: 0.4315 (0.4373) loss_vfl_dn_4: 0.4306 (0.4333) loss_vfl_dn_5: 0.4309 (0.4328) loss_vfl_dn_pre: 0.5118 (0.5068) loss_vfl_enc_0: 0.7746 (0.7983) loss_vfl_pre: 0.8181 (0.8127) time: 0.7431 data: 0.0303 max mem: 9104 Epoch: [9] Total time: 0:46:06 (0.7486 s / it) Averaged stats: lr: 0.000013 loss: 33.9394 (34.2274) loss_bbox: 0.2017 (0.2086) loss_bbox_aux_0: 0.2168 (0.2261) loss_bbox_aux_1: 0.2040 (0.2119) loss_bbox_aux_2: 0.2013 (0.2092) loss_bbox_aux_3: 0.2015 (0.2087) loss_bbox_aux_4: 0.2017 (0.2087) loss_bbox_dn_0: 0.2831 (0.2984) loss_bbox_dn_1: 0.2148 (0.2298) loss_bbox_dn_2: 0.2019 (0.2189) loss_bbox_dn_3: 0.1977 (0.2160) loss_bbox_dn_4: 0.1959 (0.2156) loss_bbox_dn_5: 0.1959 (0.2155) loss_bbox_dn_pre: 0.2882 (0.3029) loss_bbox_enc_0: 0.2611 (0.2746) loss_bbox_pre: 0.2174 (0.2263) loss_dfl: 0.9575 (0.9668) loss_fgl_aux_0: 1.0015 (1.0108) loss_fgl_aux_1: 0.9617 (0.9710) loss_fgl_aux_2: 0.9582 (0.9670) loss_fgl_aux_3: 0.9578 (0.9669) loss_fgl_aux_4: 0.9575 (0.9668) loss_fgl_dn_0: 1.1042 (1.1028) loss_fgl_dn_1: 0.9895 (1.0015) loss_fgl_dn_2: 0.9796 (0.9922) loss_fgl_dn_3: 0.9800 (0.9930) loss_fgl_dn_4: 0.9802 (0.9932) loss_fgl_dn_5: 0.9802 (0.9933) loss_giou: 0.5870 (0.6144) loss_giou_aux_0: 0.6181 (0.6452) loss_giou_aux_1: 0.5961 (0.6202) loss_giou_aux_2: 0.5891 (0.6151) loss_giou_aux_3: 0.5872 (0.6144) loss_giou_aux_4: 0.5872 (0.6144) loss_giou_dn_0: 0.6344 (0.6566) loss_giou_dn_1: 0.5225 (0.5437) loss_giou_dn_2: 0.5027 (0.5258) loss_giou_dn_3: 0.5004 (0.5216) loss_giou_dn_4: 0.5003 (0.5210) loss_giou_dn_5: 0.5004 (0.5210) loss_giou_dn_pre: 0.6308 (0.6549) loss_giou_enc_0: 0.6963 (0.7319) loss_giou_pre: 0.6170 (0.6430) loss_ddf_aux_0: 0.0765 (0.0770) loss_ddf_aux_1: 0.0089 (0.0095) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2591 (0.2700) loss_ddf_dn_1: 0.0301 (0.0338) loss_ddf_dn_2: 0.0051 (0.0059) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7214 (0.7262) loss_vfl_aux_0: 0.8160 (0.8095) loss_vfl_aux_1: 0.7742 (0.7873) loss_vfl_aux_2: 0.7499 (0.7628) loss_vfl_aux_3: 0.7328 (0.7375) loss_vfl_aux_4: 0.7251 (0.7272) loss_vfl_dn_0: 0.5104 (0.5059) loss_vfl_dn_1: 0.4631 (0.4630) loss_vfl_dn_2: 0.4458 (0.4485) loss_vfl_dn_3: 0.4315 (0.4373) loss_vfl_dn_4: 0.4306 (0.4333) loss_vfl_dn_5: 0.4309 (0.4328) loss_vfl_dn_pre: 0.5118 (0.5068) loss_vfl_enc_0: 0.7746 (0.7983) loss_vfl_pre: 0.8181 (0.8127) Test: [ 0/79] eta: 0:03:04 time: 2.3342 data: 1.7494 max mem: 9104 Test: [10/79] eta: 0:00:52 time: 0.7629 data: 0.2215 max mem: 9104 Test: [20/79] eta: 0:00:40 time: 0.6021 data: 0.0654 max mem: 9104 Test: [30/79] eta: 0:00:32 time: 0.5940 data: 0.0617 max mem: 9104 Test: [40/79] eta: 0:00:25 time: 0.5960 data: 0.0607 max mem: 9104 Test: [50/79] eta: 0:00:19 time: 0.7397 data: 0.0582 max mem: 9104 Test: [60/79] eta: 0:00:12 time: 0.7416 data: 0.0594 max mem: 9104 Test: [70/79] eta: 0:00:05 time: 0.6096 data: 0.0678 max mem: 9104 Test: [78/79] eta: 0:00:00 time: 0.5816 data: 0.0693 max mem: 9104 Test: Total time: 0:00:51 (0.6564 s / it) Averaged stats: Accumulating evaluation results... DONE (t=25.78s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.488 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.659 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.529 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.287 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.537 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.673 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.374 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.623 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.694 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.493 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.747 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.880 best_stat: {'epoch': 9, 'coco_eval_bbox': 0.4876693921997131} Epoch: [10] [ 0/3696] eta: 5:36:23 lr: 0.000013 loss: 35.5771 (35.5771) loss_bbox: 0.2592 (0.2592) loss_bbox_aux_0: 0.2942 (0.2942) loss_bbox_aux_1: 0.2670 (0.2670) loss_bbox_aux_2: 0.2601 (0.2601) loss_bbox_aux_3: 0.2593 (0.2593) loss_bbox_aux_4: 0.2592 (0.2592) loss_bbox_dn_0: 0.3978 (0.3978) loss_bbox_dn_1: 0.3405 (0.3405) loss_bbox_dn_2: 0.3297 (0.3297) loss_bbox_dn_3: 0.3232 (0.3232) loss_bbox_dn_4: 0.3219 (0.3219) loss_bbox_dn_5: 0.3218 (0.3218) loss_bbox_dn_pre: 0.4008 (0.4008) loss_bbox_enc_0: 0.3427 (0.3427) loss_bbox_pre: 0.2908 (0.2908) loss_dfl: 1.0015 (1.0015) loss_fgl_aux_0: 1.0608 (1.0608) loss_fgl_aux_1: 1.0099 (1.0099) loss_fgl_aux_2: 1.0012 (1.0012) loss_fgl_aux_3: 1.0016 (1.0016) loss_fgl_aux_4: 1.0015 (1.0015) loss_fgl_dn_0: 1.1190 (1.1190) loss_fgl_dn_1: 1.0208 (1.0208) loss_fgl_dn_2: 1.0070 (1.0070) loss_fgl_dn_3: 1.0072 (1.0072) loss_fgl_dn_4: 1.0070 (1.0070) loss_fgl_dn_5: 1.0072 (1.0072) loss_giou: 0.5560 (0.5560) loss_giou_aux_0: 0.6017 (0.6017) loss_giou_aux_1: 0.5670 (0.5670) loss_giou_aux_2: 0.5585 (0.5585) loss_giou_aux_3: 0.5560 (0.5560) loss_giou_aux_4: 0.5558 (0.5558) loss_giou_dn_0: 0.6890 (0.6890) loss_giou_dn_1: 0.5764 (0.5764) loss_giou_dn_2: 0.5666 (0.5666) loss_giou_dn_3: 0.5627 (0.5627) loss_giou_dn_4: 0.5626 (0.5626) loss_giou_dn_5: 0.5624 (0.5624) loss_giou_dn_pre: 0.6870 (0.6870) loss_giou_enc_0: 0.6816 (0.6816) loss_giou_pre: 0.5983 (0.5983) loss_ddf_aux_0: 0.0842 (0.0842) loss_ddf_aux_1: 0.0092 (0.0092) loss_ddf_aux_2: 0.0012 (0.0012) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2735 (0.2735) loss_ddf_dn_1: 0.0333 (0.0333) loss_ddf_dn_2: 0.0063 (0.0063) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7520 (0.7520) loss_vfl_aux_0: 0.8013 (0.8013) loss_vfl_aux_1: 0.7670 (0.7670) loss_vfl_aux_2: 0.7655 (0.7655) loss_vfl_aux_3: 0.7501 (0.7501) loss_vfl_aux_4: 0.7417 (0.7417) loss_vfl_dn_0: 0.4894 (0.4894) loss_vfl_dn_1: 0.4648 (0.4648) loss_vfl_dn_2: 0.4529 (0.4529) loss_vfl_dn_3: 0.4368 (0.4368) loss_vfl_dn_4: 0.4373 (0.4373) loss_vfl_dn_5: 0.4376 (0.4376) loss_vfl_dn_pre: 0.4902 (0.4902) loss_vfl_enc_0: 0.7711 (0.7711) loss_vfl_pre: 0.8157 (0.8157) time: 5.4609 data: 1.3870 max mem: 9026 Epoch: [10] [ 100/3696] eta: 0:48:51 lr: 0.000013 loss: 34.2670 (34.0299) loss_bbox: 0.2043 (0.2042) loss_bbox_aux_0: 0.2287 (0.2215) loss_bbox_aux_1: 0.2090 (0.2071) loss_bbox_aux_2: 0.2049 (0.2047) loss_bbox_aux_3: 0.2046 (0.2043) loss_bbox_aux_4: 0.2044 (0.2042) loss_bbox_dn_0: 0.3003 (0.2963) loss_bbox_dn_1: 0.2290 (0.2285) loss_bbox_dn_2: 0.2171 (0.2171) loss_bbox_dn_3: 0.2163 (0.2142) loss_bbox_dn_4: 0.2161 (0.2137) loss_bbox_dn_5: 0.2161 (0.2137) loss_bbox_dn_pre: 0.3033 (0.3006) loss_bbox_enc_0: 0.2809 (0.2687) loss_bbox_pre: 0.2307 (0.2221) loss_dfl: 0.9593 (0.9650) loss_fgl_aux_0: 1.0037 (1.0079) loss_fgl_aux_1: 0.9666 (0.9691) loss_fgl_aux_2: 0.9616 (0.9651) loss_fgl_aux_3: 0.9604 (0.9650) loss_fgl_aux_4: 0.9598 (0.9650) loss_fgl_dn_0: 1.0964 (1.1001) loss_fgl_dn_1: 0.9936 (0.9992) loss_fgl_dn_2: 0.9813 (0.9892) loss_fgl_dn_3: 0.9827 (0.9901) loss_fgl_dn_4: 0.9832 (0.9903) loss_fgl_dn_5: 0.9832 (0.9904) loss_giou: 0.6222 (0.6136) loss_giou_aux_0: 0.6485 (0.6433) loss_giou_aux_1: 0.6250 (0.6189) loss_giou_aux_2: 0.6208 (0.6142) loss_giou_aux_3: 0.6218 (0.6137) loss_giou_aux_4: 0.6221 (0.6136) loss_giou_dn_0: 0.6570 (0.6558) loss_giou_dn_1: 0.5350 (0.5424) loss_giou_dn_2: 0.5177 (0.5254) loss_giou_dn_3: 0.5131 (0.5212) loss_giou_dn_4: 0.5127 (0.5204) loss_giou_dn_5: 0.5126 (0.5204) loss_giou_dn_pre: 0.6569 (0.6542) loss_giou_enc_0: 0.7446 (0.7277) loss_giou_pre: 0.6486 (0.6410) loss_ddf_aux_0: 0.0780 (0.0742) loss_ddf_aux_1: 0.0091 (0.0092) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2540 (0.2596) loss_ddf_dn_1: 0.0304 (0.0327) loss_ddf_dn_2: 0.0049 (0.0059) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7271 (0.7184) loss_vfl_aux_0: 0.7966 (0.7981) loss_vfl_aux_1: 0.7776 (0.7808) loss_vfl_aux_2: 0.7554 (0.7513) loss_vfl_aux_3: 0.7313 (0.7311) loss_vfl_aux_4: 0.7307 (0.7184) loss_vfl_dn_0: 0.5022 (0.5051) loss_vfl_dn_1: 0.4625 (0.4612) loss_vfl_dn_2: 0.4448 (0.4455) loss_vfl_dn_3: 0.4349 (0.4343) loss_vfl_dn_4: 0.4308 (0.4307) loss_vfl_dn_5: 0.4307 (0.4303) loss_vfl_dn_pre: 0.5034 (0.5060) loss_vfl_enc_0: 0.7700 (0.7897) loss_vfl_pre: 0.8060 (0.8020) time: 0.7270 data: 0.0313 max mem: 9078 Epoch: [10] [ 200/3696] eta: 0:45:49 lr: 0.000013 loss: 33.9090 (34.0777) loss_bbox: 0.2203 (0.2072) loss_bbox_aux_0: 0.2394 (0.2242) loss_bbox_aux_1: 0.2285 (0.2102) loss_bbox_aux_2: 0.2228 (0.2076) loss_bbox_aux_3: 0.2210 (0.2072) loss_bbox_aux_4: 0.2207 (0.2072) loss_bbox_dn_0: 0.3138 (0.2968) loss_bbox_dn_1: 0.2333 (0.2295) loss_bbox_dn_2: 0.2198 (0.2187) loss_bbox_dn_3: 0.2194 (0.2156) loss_bbox_dn_4: 0.2206 (0.2152) loss_bbox_dn_5: 0.2205 (0.2152) loss_bbox_dn_pre: 0.3204 (0.3013) loss_bbox_enc_0: 0.2861 (0.2716) loss_bbox_pre: 0.2419 (0.2247) loss_dfl: 0.9515 (0.9661) loss_fgl_aux_0: 0.9911 (1.0093) loss_fgl_aux_1: 0.9512 (0.9702) loss_fgl_aux_2: 0.9494 (0.9663) loss_fgl_aux_3: 0.9514 (0.9661) loss_fgl_aux_4: 0.9513 (0.9661) loss_fgl_dn_0: 1.1059 (1.1009) loss_fgl_dn_1: 0.9874 (0.9992) loss_fgl_dn_2: 0.9787 (0.9897) loss_fgl_dn_3: 0.9808 (0.9905) loss_fgl_dn_4: 0.9807 (0.9908) loss_fgl_dn_5: 0.9809 (0.9908) loss_giou: 0.5827 (0.6110) loss_giou_aux_0: 0.6233 (0.6405) loss_giou_aux_1: 0.5906 (0.6163) loss_giou_aux_2: 0.5860 (0.6115) loss_giou_aux_3: 0.5838 (0.6110) loss_giou_aux_4: 0.5829 (0.6110) loss_giou_dn_0: 0.6248 (0.6528) loss_giou_dn_1: 0.5199 (0.5407) loss_giou_dn_2: 0.4980 (0.5234) loss_giou_dn_3: 0.4953 (0.5192) loss_giou_dn_4: 0.4958 (0.5185) loss_giou_dn_5: 0.4958 (0.5184) loss_giou_dn_pre: 0.6215 (0.6514) loss_giou_enc_0: 0.7128 (0.7258) loss_giou_pre: 0.6214 (0.6384) loss_ddf_aux_0: 0.0791 (0.0748) loss_ddf_aux_1: 0.0094 (0.0090) loss_ddf_aux_2: 0.0014 (0.0013) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2705 (0.2648) loss_ddf_dn_1: 0.0337 (0.0332) loss_ddf_dn_2: 0.0059 (0.0061) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7129 (0.7213) loss_vfl_aux_0: 0.8006 (0.8050) loss_vfl_aux_1: 0.7555 (0.7814) loss_vfl_aux_2: 0.7454 (0.7577) loss_vfl_aux_3: 0.7312 (0.7336) loss_vfl_aux_4: 0.7049 (0.7216) loss_vfl_dn_0: 0.4974 (0.5052) loss_vfl_dn_1: 0.4560 (0.4612) loss_vfl_dn_2: 0.4438 (0.4463) loss_vfl_dn_3: 0.4331 (0.4351) loss_vfl_dn_4: 0.4285 (0.4314) loss_vfl_dn_5: 0.4286 (0.4308) loss_vfl_dn_pre: 0.4987 (0.5061) loss_vfl_enc_0: 0.7878 (0.7946) loss_vfl_pre: 0.7954 (0.8082) time: 0.7612 data: 0.0284 max mem: 9079 Epoch: [10] [ 300/3696] eta: 0:43:28 lr: 0.000013 loss: 33.4898 (34.0630) loss_bbox: 0.1861 (0.2060) loss_bbox_aux_0: 0.2000 (0.2229) loss_bbox_aux_1: 0.1872 (0.2091) loss_bbox_aux_2: 0.1863 (0.2065) loss_bbox_aux_3: 0.1862 (0.2060) loss_bbox_aux_4: 0.1861 (0.2060) loss_bbox_dn_0: 0.2627 (0.2962) loss_bbox_dn_1: 0.2096 (0.2289) loss_bbox_dn_2: 0.1982 (0.2181) loss_bbox_dn_3: 0.1962 (0.2151) loss_bbox_dn_4: 0.1957 (0.2147) loss_bbox_dn_5: 0.1960 (0.2147) loss_bbox_dn_pre: 0.2688 (0.3009) loss_bbox_enc_0: 0.2408 (0.2703) loss_bbox_pre: 0.1990 (0.2234) loss_dfl: 0.9766 (0.9675) loss_fgl_aux_0: 1.0187 (1.0104) loss_fgl_aux_1: 0.9835 (0.9715) loss_fgl_aux_2: 0.9773 (0.9676) loss_fgl_aux_3: 0.9770 (0.9676) loss_fgl_aux_4: 0.9766 (0.9675) loss_fgl_dn_0: 1.1024 (1.1011) loss_fgl_dn_1: 1.0029 (0.9997) loss_fgl_dn_2: 0.9953 (0.9903) loss_fgl_dn_3: 0.9965 (0.9911) loss_fgl_dn_4: 0.9960 (0.9914) loss_fgl_dn_5: 0.9960 (0.9914) loss_giou: 0.5935 (0.6097) loss_giou_aux_0: 0.6223 (0.6393) loss_giou_aux_1: 0.6007 (0.6150) loss_giou_aux_2: 0.5944 (0.6103) loss_giou_aux_3: 0.5939 (0.6097) loss_giou_aux_4: 0.5935 (0.6097) loss_giou_dn_0: 0.6368 (0.6521) loss_giou_dn_1: 0.5290 (0.5406) loss_giou_dn_2: 0.5056 (0.5231) loss_giou_dn_3: 0.5008 (0.5188) loss_giou_dn_4: 0.5000 (0.5182) loss_giou_dn_5: 0.4998 (0.5182) loss_giou_dn_pre: 0.6346 (0.6505) loss_giou_enc_0: 0.7147 (0.7238) loss_giou_pre: 0.6205 (0.6371) loss_ddf_aux_0: 0.0716 (0.0748) loss_ddf_aux_1: 0.0086 (0.0090) loss_ddf_aux_2: 0.0013 (0.0013) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2466 (0.2634) loss_ddf_dn_1: 0.0293 (0.0326) loss_ddf_dn_2: 0.0055 (0.0059) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7114 (0.7220) loss_vfl_aux_0: 0.7983 (0.8044) loss_vfl_aux_1: 0.7717 (0.7814) loss_vfl_aux_2: 0.7361 (0.7570) loss_vfl_aux_3: 0.7125 (0.7329) loss_vfl_aux_4: 0.7108 (0.7226) loss_vfl_dn_0: 0.4969 (0.5060) loss_vfl_dn_1: 0.4549 (0.4617) loss_vfl_dn_2: 0.4464 (0.4469) loss_vfl_dn_3: 0.4308 (0.4358) loss_vfl_dn_4: 0.4271 (0.4319) loss_vfl_dn_5: 0.4250 (0.4313) loss_vfl_dn_pre: 0.4979 (0.5069) loss_vfl_enc_0: 0.7628 (0.7948) loss_vfl_pre: 0.8039 (0.8074) time: 0.7293 data: 0.0272 max mem: 9079 Epoch: [10] [ 400/3696] eta: 0:41:58 lr: 0.000013 loss: 33.8650 (34.0669) loss_bbox: 0.1995 (0.2059) loss_bbox_aux_0: 0.2163 (0.2229) loss_bbox_aux_1: 0.2015 (0.2090) loss_bbox_aux_2: 0.2003 (0.2064) loss_bbox_aux_3: 0.1999 (0.2060) loss_bbox_aux_4: 0.1996 (0.2060) loss_bbox_dn_0: 0.2667 (0.2954) loss_bbox_dn_1: 0.2015 (0.2280) loss_bbox_dn_2: 0.1931 (0.2173) loss_bbox_dn_3: 0.1930 (0.2143) loss_bbox_dn_4: 0.1917 (0.2138) loss_bbox_dn_5: 0.1915 (0.2138) loss_bbox_dn_pre: 0.2677 (0.2998) loss_bbox_enc_0: 0.2585 (0.2704) loss_bbox_pre: 0.2157 (0.2232) loss_dfl: 0.9683 (0.9667) loss_fgl_aux_0: 1.0223 (1.0098) loss_fgl_aux_1: 0.9691 (0.9707) loss_fgl_aux_2: 0.9663 (0.9668) loss_fgl_aux_3: 0.9676 (0.9668) loss_fgl_aux_4: 0.9682 (0.9667) loss_fgl_dn_0: 1.1016 (1.1011) loss_fgl_dn_1: 0.9972 (0.9996) loss_fgl_dn_2: 0.9890 (0.9901) loss_fgl_dn_3: 0.9907 (0.9910) loss_fgl_dn_4: 0.9911 (0.9913) loss_fgl_dn_5: 0.9910 (0.9913) loss_giou: 0.5983 (0.6106) loss_giou_aux_0: 0.6336 (0.6404) loss_giou_aux_1: 0.6021 (0.6161) loss_giou_aux_2: 0.6017 (0.6112) loss_giou_aux_3: 0.5998 (0.6106) loss_giou_aux_4: 0.5985 (0.6106) loss_giou_dn_0: 0.6461 (0.6517) loss_giou_dn_1: 0.5323 (0.5405) loss_giou_dn_2: 0.5174 (0.5229) loss_giou_dn_3: 0.5144 (0.5186) loss_giou_dn_4: 0.5133 (0.5180) loss_giou_dn_5: 0.5133 (0.5179) loss_giou_dn_pre: 0.6442 (0.6501) loss_giou_enc_0: 0.7094 (0.7255) loss_giou_pre: 0.6325 (0.6382) loss_ddf_aux_0: 0.0722 (0.0745) loss_ddf_aux_1: 0.0091 (0.0091) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2614 (0.2642) loss_ddf_dn_1: 0.0305 (0.0328) loss_ddf_dn_2: 0.0057 (0.0059) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7147 (0.7235) loss_vfl_aux_0: 0.7898 (0.8065) loss_vfl_aux_1: 0.7941 (0.7831) loss_vfl_aux_2: 0.7640 (0.7587) loss_vfl_aux_3: 0.7366 (0.7347) loss_vfl_aux_4: 0.7275 (0.7241) loss_vfl_dn_0: 0.5046 (0.5057) loss_vfl_dn_1: 0.4595 (0.4610) loss_vfl_dn_2: 0.4462 (0.4461) loss_vfl_dn_3: 0.4350 (0.4350) loss_vfl_dn_4: 0.4327 (0.4312) loss_vfl_dn_5: 0.4315 (0.4307) loss_vfl_dn_pre: 0.5062 (0.5066) loss_vfl_enc_0: 0.7952 (0.7948) loss_vfl_pre: 0.8007 (0.8096) time: 0.7511 data: 0.0331 max mem: 9081 Epoch: [10] [ 500/3696] eta: 0:41:00 lr: 0.000013 loss: 34.1916 (34.0481) loss_bbox: 0.2309 (0.2069) loss_bbox_aux_0: 0.2568 (0.2237) loss_bbox_aux_1: 0.2384 (0.2100) loss_bbox_aux_2: 0.2323 (0.2074) loss_bbox_aux_3: 0.2309 (0.2069) loss_bbox_aux_4: 0.2308 (0.2069) loss_bbox_dn_0: 0.3189 (0.2956) loss_bbox_dn_1: 0.2554 (0.2281) loss_bbox_dn_2: 0.2426 (0.2172) loss_bbox_dn_3: 0.2401 (0.2141) loss_bbox_dn_4: 0.2399 (0.2137) loss_bbox_dn_5: 0.2397 (0.2136) loss_bbox_dn_pre: 0.3298 (0.3003) loss_bbox_enc_0: 0.3043 (0.2712) loss_bbox_pre: 0.2562 (0.2240) loss_dfl: 0.9621 (0.9673) loss_fgl_aux_0: 1.0087 (1.0104) loss_fgl_aux_1: 0.9640 (0.9712) loss_fgl_aux_2: 0.9606 (0.9674) loss_fgl_aux_3: 0.9621 (0.9673) loss_fgl_aux_4: 0.9621 (0.9673) loss_fgl_dn_0: 1.1090 (1.1024) loss_fgl_dn_1: 1.0019 (1.0000) loss_fgl_dn_2: 0.9952 (0.9906) loss_fgl_dn_3: 0.9962 (0.9914) loss_fgl_dn_4: 0.9969 (0.9917) loss_fgl_dn_5: 0.9967 (0.9917) loss_giou: 0.5926 (0.6089) loss_giou_aux_0: 0.6094 (0.6388) loss_giou_aux_1: 0.5966 (0.6146) loss_giou_aux_2: 0.5918 (0.6096) loss_giou_aux_3: 0.5924 (0.6089) loss_giou_aux_4: 0.5927 (0.6089) loss_giou_dn_0: 0.6179 (0.6500) loss_giou_dn_1: 0.5231 (0.5387) loss_giou_dn_2: 0.5028 (0.5210) loss_giou_dn_3: 0.4964 (0.5168) loss_giou_dn_4: 0.4941 (0.5161) loss_giou_dn_5: 0.4943 (0.5161) loss_giou_dn_pre: 0.6166 (0.6485) loss_giou_enc_0: 0.7069 (0.7239) loss_giou_pre: 0.6061 (0.6366) loss_ddf_aux_0: 0.0789 (0.0744) loss_ddf_aux_1: 0.0090 (0.0091) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2704 (0.2664) loss_ddf_dn_1: 0.0332 (0.0332) loss_ddf_dn_2: 0.0068 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7301 (0.7215) loss_vfl_aux_0: 0.8224 (0.8057) loss_vfl_aux_1: 0.7894 (0.7824) loss_vfl_aux_2: 0.7603 (0.7573) loss_vfl_aux_3: 0.7400 (0.7326) loss_vfl_aux_4: 0.7256 (0.7224) loss_vfl_dn_0: 0.5130 (0.5062) loss_vfl_dn_1: 0.4594 (0.4608) loss_vfl_dn_2: 0.4451 (0.4458) loss_vfl_dn_3: 0.4382 (0.4348) loss_vfl_dn_4: 0.4342 (0.4309) loss_vfl_dn_5: 0.4319 (0.4303) loss_vfl_dn_pre: 0.5135 (0.5071) loss_vfl_enc_0: 0.8051 (0.7944) loss_vfl_pre: 0.8302 (0.8088) time: 0.7341 data: 0.0232 max mem: 9083 Epoch: [10] [ 600/3696] eta: 0:39:20 lr: 0.000013 loss: 33.8174 (34.0182) loss_bbox: 0.2076 (0.2058) loss_bbox_aux_0: 0.2265 (0.2226) loss_bbox_aux_1: 0.2153 (0.2090) loss_bbox_aux_2: 0.2096 (0.2064) loss_bbox_aux_3: 0.2079 (0.2059) loss_bbox_aux_4: 0.2077 (0.2058) loss_bbox_dn_0: 0.2944 (0.2933) loss_bbox_dn_1: 0.2198 (0.2260) loss_bbox_dn_2: 0.2088 (0.2152) loss_bbox_dn_3: 0.2054 (0.2122) loss_bbox_dn_4: 0.2045 (0.2117) loss_bbox_dn_5: 0.2045 (0.2117) loss_bbox_dn_pre: 0.3045 (0.2980) loss_bbox_enc_0: 0.2766 (0.2702) loss_bbox_pre: 0.2262 (0.2229) loss_dfl: 0.9870 (0.9672) loss_fgl_aux_0: 1.0237 (1.0103) loss_fgl_aux_1: 0.9911 (0.9712) loss_fgl_aux_2: 0.9856 (0.9674) loss_fgl_aux_3: 0.9865 (0.9673) loss_fgl_aux_4: 0.9871 (0.9673) loss_fgl_dn_0: 1.1040 (1.1023) loss_fgl_dn_1: 0.9986 (1.0003) loss_fgl_dn_2: 0.9867 (0.9908) loss_fgl_dn_3: 0.9879 (0.9916) loss_fgl_dn_4: 0.9883 (0.9919) loss_fgl_dn_5: 0.9884 (0.9919) loss_giou: 0.6104 (0.6098) loss_giou_aux_0: 0.6436 (0.6398) loss_giou_aux_1: 0.6186 (0.6155) loss_giou_aux_2: 0.6113 (0.6105) loss_giou_aux_3: 0.6115 (0.6098) loss_giou_aux_4: 0.6105 (0.6098) loss_giou_dn_0: 0.6577 (0.6500) loss_giou_dn_1: 0.5369 (0.5385) loss_giou_dn_2: 0.5223 (0.5209) loss_giou_dn_3: 0.5189 (0.5166) loss_giou_dn_4: 0.5170 (0.5160) loss_giou_dn_5: 0.5171 (0.5160) loss_giou_dn_pre: 0.6528 (0.6485) loss_giou_enc_0: 0.7331 (0.7246) loss_giou_pre: 0.6404 (0.6375) loss_ddf_aux_0: 0.0643 (0.0739) loss_ddf_aux_1: 0.0083 (0.0091) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2487 (0.2657) loss_ddf_dn_1: 0.0319 (0.0330) loss_ddf_dn_2: 0.0053 (0.0059) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6818 (0.7192) loss_vfl_aux_0: 0.7714 (0.8053) loss_vfl_aux_1: 0.7518 (0.7815) loss_vfl_aux_2: 0.7306 (0.7561) loss_vfl_aux_3: 0.7103 (0.7308) loss_vfl_aux_4: 0.6898 (0.7203) loss_vfl_dn_0: 0.4942 (0.5055) loss_vfl_dn_1: 0.4549 (0.4606) loss_vfl_dn_2: 0.4367 (0.4456) loss_vfl_dn_3: 0.4262 (0.4345) loss_vfl_dn_4: 0.4222 (0.4306) loss_vfl_dn_5: 0.4210 (0.4301) loss_vfl_dn_pre: 0.4951 (0.5064) loss_vfl_enc_0: 0.7587 (0.7930) loss_vfl_pre: 0.7692 (0.8084) time: 0.7282 data: 0.0281 max mem: 9083 Epoch: [10] [ 700/3696] eta: 0:38:04 lr: 0.000013 loss: 34.1178 (34.0172) loss_bbox: 0.2108 (0.2057) loss_bbox_aux_0: 0.2209 (0.2225) loss_bbox_aux_1: 0.2140 (0.2089) loss_bbox_aux_2: 0.2118 (0.2063) loss_bbox_aux_3: 0.2112 (0.2058) loss_bbox_aux_4: 0.2109 (0.2057) loss_bbox_dn_0: 0.2759 (0.2934) loss_bbox_dn_1: 0.2141 (0.2262) loss_bbox_dn_2: 0.1996 (0.2154) loss_bbox_dn_3: 0.2016 (0.2124) loss_bbox_dn_4: 0.2017 (0.2119) loss_bbox_dn_5: 0.2019 (0.2119) loss_bbox_dn_pre: 0.2854 (0.2982) loss_bbox_enc_0: 0.2640 (0.2703) loss_bbox_pre: 0.2208 (0.2228) loss_dfl: 0.9648 (0.9676) loss_fgl_aux_0: 1.0028 (1.0105) loss_fgl_aux_1: 0.9704 (0.9716) loss_fgl_aux_2: 0.9654 (0.9677) loss_fgl_aux_3: 0.9646 (0.9676) loss_fgl_aux_4: 0.9648 (0.9676) loss_fgl_dn_0: 1.0923 (1.1024) loss_fgl_dn_1: 1.0001 (1.0008) loss_fgl_dn_2: 0.9919 (0.9913) loss_fgl_dn_3: 0.9916 (0.9922) loss_fgl_dn_4: 0.9917 (0.9925) loss_fgl_dn_5: 0.9916 (0.9925) loss_giou: 0.5828 (0.6094) loss_giou_aux_0: 0.6144 (0.6394) loss_giou_aux_1: 0.5933 (0.6150) loss_giou_aux_2: 0.5840 (0.6101) loss_giou_aux_3: 0.5838 (0.6094) loss_giou_aux_4: 0.5829 (0.6094) loss_giou_dn_0: 0.6505 (0.6501) loss_giou_dn_1: 0.5349 (0.5386) loss_giou_dn_2: 0.5222 (0.5210) loss_giou_dn_3: 0.5149 (0.5168) loss_giou_dn_4: 0.5136 (0.5162) loss_giou_dn_5: 0.5136 (0.5162) loss_giou_dn_pre: 0.6482 (0.6487) loss_giou_enc_0: 0.7038 (0.7247) loss_giou_pre: 0.6113 (0.6372) loss_ddf_aux_0: 0.0691 (0.0733) loss_ddf_aux_1: 0.0082 (0.0090) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2506 (0.2637) loss_ddf_dn_1: 0.0313 (0.0328) loss_ddf_dn_2: 0.0056 (0.0059) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7188 (0.7188) loss_vfl_aux_0: 0.8296 (0.8052) loss_vfl_aux_1: 0.8145 (0.7819) loss_vfl_aux_2: 0.7701 (0.7559) loss_vfl_aux_3: 0.7386 (0.7305) loss_vfl_aux_4: 0.7217 (0.7200) loss_vfl_dn_0: 0.5020 (0.5054) loss_vfl_dn_1: 0.4538 (0.4605) loss_vfl_dn_2: 0.4383 (0.4454) loss_vfl_dn_3: 0.4289 (0.4343) loss_vfl_dn_4: 0.4262 (0.4305) loss_vfl_dn_5: 0.4260 (0.4299) loss_vfl_dn_pre: 0.5030 (0.5062) loss_vfl_enc_0: 0.8260 (0.7934) loss_vfl_pre: 0.8344 (0.8082) time: 0.7360 data: 0.0261 max mem: 9083 Epoch: [10] [ 800/3696] eta: 0:36:42 lr: 0.000013 loss: 34.4178 (34.0118) loss_bbox: 0.1993 (0.2057) loss_bbox_aux_0: 0.2160 (0.2225) loss_bbox_aux_1: 0.2014 (0.2089) loss_bbox_aux_2: 0.1995 (0.2063) loss_bbox_aux_3: 0.1993 (0.2058) loss_bbox_aux_4: 0.1994 (0.2058) loss_bbox_dn_0: 0.2938 (0.2936) loss_bbox_dn_1: 0.2229 (0.2261) loss_bbox_dn_2: 0.2107 (0.2154) loss_bbox_dn_3: 0.2089 (0.2123) loss_bbox_dn_4: 0.2083 (0.2118) loss_bbox_dn_5: 0.2083 (0.2118) loss_bbox_dn_pre: 0.3041 (0.2985) loss_bbox_enc_0: 0.2602 (0.2701) loss_bbox_pre: 0.2154 (0.2228) loss_dfl: 0.9510 (0.9674) loss_fgl_aux_0: 1.0024 (1.0102) loss_fgl_aux_1: 0.9545 (0.9714) loss_fgl_aux_2: 0.9507 (0.9675) loss_fgl_aux_3: 0.9511 (0.9675) loss_fgl_aux_4: 0.9510 (0.9674) loss_fgl_dn_0: 1.0958 (1.1023) loss_fgl_dn_1: 0.9968 (1.0007) loss_fgl_dn_2: 0.9873 (0.9913) loss_fgl_dn_3: 0.9882 (0.9921) loss_fgl_dn_4: 0.9886 (0.9924) loss_fgl_dn_5: 0.9887 (0.9924) loss_giou: 0.6204 (0.6090) loss_giou_aux_0: 0.6535 (0.6390) loss_giou_aux_1: 0.6265 (0.6146) loss_giou_aux_2: 0.6217 (0.6096) loss_giou_aux_3: 0.6204 (0.6090) loss_giou_aux_4: 0.6206 (0.6090) loss_giou_dn_0: 0.6692 (0.6501) loss_giou_dn_1: 0.5454 (0.5383) loss_giou_dn_2: 0.5264 (0.5208) loss_giou_dn_3: 0.5204 (0.5166) loss_giou_dn_4: 0.5191 (0.5159) loss_giou_dn_5: 0.5193 (0.5159) loss_giou_dn_pre: 0.6682 (0.6487) loss_giou_enc_0: 0.7564 (0.7241) loss_giou_pre: 0.6503 (0.6368) loss_ddf_aux_0: 0.0685 (0.0732) loss_ddf_aux_1: 0.0084 (0.0090) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2556 (0.2640) loss_ddf_dn_1: 0.0317 (0.0328) loss_ddf_dn_2: 0.0061 (0.0059) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7181 (0.7189) loss_vfl_aux_0: 0.7926 (0.8053) loss_vfl_aux_1: 0.7677 (0.7814) loss_vfl_aux_2: 0.7538 (0.7555) loss_vfl_aux_3: 0.7247 (0.7304) loss_vfl_aux_4: 0.7236 (0.7201) loss_vfl_dn_0: 0.5074 (0.5055) loss_vfl_dn_1: 0.4647 (0.4607) loss_vfl_dn_2: 0.4453 (0.4456) loss_vfl_dn_3: 0.4385 (0.4346) loss_vfl_dn_4: 0.4349 (0.4306) loss_vfl_dn_5: 0.4338 (0.4301) loss_vfl_dn_pre: 0.5083 (0.5063) loss_vfl_enc_0: 0.7626 (0.7938) loss_vfl_pre: 0.7952 (0.8084) time: 0.7485 data: 0.0269 max mem: 9083 Epoch: [10] [ 900/3696] eta: 0:35:22 lr: 0.000013 loss: 34.2153 (34.0426) loss_bbox: 0.2006 (0.2061) loss_bbox_aux_0: 0.2209 (0.2228) loss_bbox_aux_1: 0.2031 (0.2093) loss_bbox_aux_2: 0.2006 (0.2066) loss_bbox_aux_3: 0.2008 (0.2062) loss_bbox_aux_4: 0.2008 (0.2061) loss_bbox_dn_0: 0.2850 (0.2936) loss_bbox_dn_1: 0.2124 (0.2261) loss_bbox_dn_2: 0.1986 (0.2154) loss_bbox_dn_3: 0.1985 (0.2124) loss_bbox_dn_4: 0.1971 (0.2120) loss_bbox_dn_5: 0.1972 (0.2120) loss_bbox_dn_pre: 0.2890 (0.2984) loss_bbox_enc_0: 0.2660 (0.2704) loss_bbox_pre: 0.2203 (0.2231) loss_dfl: 0.9517 (0.9670) loss_fgl_aux_0: 0.9971 (1.0097) loss_fgl_aux_1: 0.9579 (0.9710) loss_fgl_aux_2: 0.9518 (0.9671) loss_fgl_aux_3: 0.9516 (0.9670) loss_fgl_aux_4: 0.9517 (0.9670) loss_fgl_dn_0: 1.0956 (1.1021) loss_fgl_dn_1: 0.9942 (1.0007) loss_fgl_dn_2: 0.9869 (0.9912) loss_fgl_dn_3: 0.9883 (0.9921) loss_fgl_dn_4: 0.9882 (0.9924) loss_fgl_dn_5: 0.9882 (0.9924) loss_giou: 0.6142 (0.6113) loss_giou_aux_0: 0.6487 (0.6412) loss_giou_aux_1: 0.6199 (0.6170) loss_giou_aux_2: 0.6141 (0.6120) loss_giou_aux_3: 0.6141 (0.6113) loss_giou_aux_4: 0.6141 (0.6113) loss_giou_dn_0: 0.6682 (0.6518) loss_giou_dn_1: 0.5481 (0.5399) loss_giou_dn_2: 0.5328 (0.5224) loss_giou_dn_3: 0.5273 (0.5181) loss_giou_dn_4: 0.5271 (0.5175) loss_giou_dn_5: 0.5272 (0.5175) loss_giou_dn_pre: 0.6696 (0.6504) loss_giou_enc_0: 0.7310 (0.7262) loss_giou_pre: 0.6458 (0.6390) loss_ddf_aux_0: 0.0731 (0.0729) loss_ddf_aux_1: 0.0090 (0.0090) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2676 (0.2648) loss_ddf_dn_1: 0.0317 (0.0329) loss_ddf_dn_2: 0.0054 (0.0059) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6916 (0.7193) loss_vfl_aux_0: 0.7747 (0.8054) loss_vfl_aux_1: 0.7574 (0.7811) loss_vfl_aux_2: 0.7432 (0.7561) loss_vfl_aux_3: 0.7035 (0.7307) loss_vfl_aux_4: 0.6952 (0.7205) loss_vfl_dn_0: 0.5002 (0.5051) loss_vfl_dn_1: 0.4578 (0.4605) loss_vfl_dn_2: 0.4440 (0.4455) loss_vfl_dn_3: 0.4333 (0.4345) loss_vfl_dn_4: 0.4289 (0.4307) loss_vfl_dn_5: 0.4286 (0.4301) loss_vfl_dn_pre: 0.5008 (0.5060) loss_vfl_enc_0: 0.7823 (0.7937) loss_vfl_pre: 0.7810 (0.8085) time: 0.7623 data: 0.0332 max mem: 9083 Epoch: [10] [1000/3696] eta: 0:34:02 lr: 0.000013 loss: 33.9599 (34.0461) loss_bbox: 0.2031 (0.2064) loss_bbox_aux_0: 0.2177 (0.2229) loss_bbox_aux_1: 0.2059 (0.2095) loss_bbox_aux_2: 0.2042 (0.2069) loss_bbox_aux_3: 0.2033 (0.2065) loss_bbox_aux_4: 0.2033 (0.2064) loss_bbox_dn_0: 0.2713 (0.2932) loss_bbox_dn_1: 0.2016 (0.2258) loss_bbox_dn_2: 0.1909 (0.2151) loss_bbox_dn_3: 0.1881 (0.2121) loss_bbox_dn_4: 0.1880 (0.2117) loss_bbox_dn_5: 0.1880 (0.2116) loss_bbox_dn_pre: 0.2772 (0.2981) loss_bbox_enc_0: 0.2639 (0.2706) loss_bbox_pre: 0.2187 (0.2232) loss_dfl: 0.9744 (0.9667) loss_fgl_aux_0: 1.0072 (1.0093) loss_fgl_aux_1: 0.9776 (0.9707) loss_fgl_aux_2: 0.9746 (0.9669) loss_fgl_aux_3: 0.9746 (0.9668) loss_fgl_aux_4: 0.9749 (0.9668) loss_fgl_dn_0: 1.1062 (1.1020) loss_fgl_dn_1: 1.0024 (1.0007) loss_fgl_dn_2: 0.9917 (0.9914) loss_fgl_dn_3: 0.9925 (0.9922) loss_fgl_dn_4: 0.9928 (0.9925) loss_fgl_dn_5: 0.9928 (0.9925) loss_giou: 0.6242 (0.6118) loss_giou_aux_0: 0.6518 (0.6416) loss_giou_aux_1: 0.6284 (0.6174) loss_giou_aux_2: 0.6240 (0.6124) loss_giou_aux_3: 0.6232 (0.6118) loss_giou_aux_4: 0.6241 (0.6118) loss_giou_dn_0: 0.6359 (0.6513) loss_giou_dn_1: 0.5302 (0.5396) loss_giou_dn_2: 0.5139 (0.5220) loss_giou_dn_3: 0.5145 (0.5178) loss_giou_dn_4: 0.5147 (0.5172) loss_giou_dn_5: 0.5148 (0.5172) loss_giou_dn_pre: 0.6359 (0.6499) loss_giou_enc_0: 0.7380 (0.7266) loss_giou_pre: 0.6500 (0.6394) loss_ddf_aux_0: 0.0659 (0.0730) loss_ddf_aux_1: 0.0091 (0.0090) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2536 (0.2652) loss_ddf_dn_1: 0.0320 (0.0330) loss_ddf_dn_2: 0.0063 (0.0059) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6965 (0.7194) loss_vfl_aux_0: 0.7899 (0.8060) loss_vfl_aux_1: 0.7718 (0.7820) loss_vfl_aux_2: 0.7367 (0.7569) loss_vfl_aux_3: 0.7124 (0.7310) loss_vfl_aux_4: 0.6967 (0.7207) loss_vfl_dn_0: 0.5067 (0.5051) loss_vfl_dn_1: 0.4561 (0.4604) loss_vfl_dn_2: 0.4428 (0.4455) loss_vfl_dn_3: 0.4345 (0.4346) loss_vfl_dn_4: 0.4312 (0.4307) loss_vfl_dn_5: 0.4270 (0.4302) loss_vfl_dn_pre: 0.5079 (0.5060) loss_vfl_enc_0: 0.7631 (0.7937) loss_vfl_pre: 0.7923 (0.8092) time: 0.7374 data: 0.0236 max mem: 9083 Epoch: [10] [1100/3696] eta: 0:32:41 lr: 0.000013 loss: 34.2374 (34.0368) loss_bbox: 0.2081 (0.2058) loss_bbox_aux_0: 0.2269 (0.2223) loss_bbox_aux_1: 0.2114 (0.2090) loss_bbox_aux_2: 0.2093 (0.2064) loss_bbox_aux_3: 0.2084 (0.2059) loss_bbox_aux_4: 0.2082 (0.2059) loss_bbox_dn_0: 0.2884 (0.2932) loss_bbox_dn_1: 0.2133 (0.2257) loss_bbox_dn_2: 0.2049 (0.2149) loss_bbox_dn_3: 0.2053 (0.2119) loss_bbox_dn_4: 0.2097 (0.2115) loss_bbox_dn_5: 0.2102 (0.2115) loss_bbox_dn_pre: 0.2910 (0.2980) loss_bbox_enc_0: 0.2737 (0.2699) loss_bbox_pre: 0.2253 (0.2226) loss_dfl: 0.9498 (0.9662) loss_fgl_aux_0: 0.9912 (1.0089) loss_fgl_aux_1: 0.9584 (0.9702) loss_fgl_aux_2: 0.9510 (0.9664) loss_fgl_aux_3: 0.9505 (0.9663) loss_fgl_aux_4: 0.9497 (0.9662) loss_fgl_dn_0: 1.0974 (1.1019) loss_fgl_dn_1: 0.9958 (1.0004) loss_fgl_dn_2: 0.9837 (0.9910) loss_fgl_dn_3: 0.9850 (0.9918) loss_fgl_dn_4: 0.9854 (0.9921) loss_fgl_dn_5: 0.9853 (0.9921) loss_giou: 0.6405 (0.6121) loss_giou_aux_0: 0.6726 (0.6420) loss_giou_aux_1: 0.6447 (0.6177) loss_giou_aux_2: 0.6418 (0.6127) loss_giou_aux_3: 0.6405 (0.6121) loss_giou_aux_4: 0.6403 (0.6121) loss_giou_dn_0: 0.6466 (0.6516) loss_giou_dn_1: 0.5386 (0.5398) loss_giou_dn_2: 0.5195 (0.5222) loss_giou_dn_3: 0.5153 (0.5180) loss_giou_dn_4: 0.5145 (0.5174) loss_giou_dn_5: 0.5144 (0.5173) loss_giou_dn_pre: 0.6477 (0.6502) loss_giou_enc_0: 0.7681 (0.7271) loss_giou_pre: 0.6700 (0.6398) loss_ddf_aux_0: 0.0718 (0.0731) loss_ddf_aux_1: 0.0091 (0.0090) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2727 (0.2657) loss_ddf_dn_1: 0.0368 (0.0332) loss_ddf_dn_2: 0.0072 (0.0060) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7083 (0.7195) loss_vfl_aux_0: 0.7952 (0.8053) loss_vfl_aux_1: 0.7773 (0.7816) loss_vfl_aux_2: 0.7467 (0.7564) loss_vfl_aux_3: 0.7239 (0.7307) loss_vfl_aux_4: 0.7187 (0.7207) loss_vfl_dn_0: 0.4960 (0.5049) loss_vfl_dn_1: 0.4591 (0.4603) loss_vfl_dn_2: 0.4420 (0.4454) loss_vfl_dn_3: 0.4288 (0.4345) loss_vfl_dn_4: 0.4236 (0.4306) loss_vfl_dn_5: 0.4230 (0.4301) loss_vfl_dn_pre: 0.4975 (0.5058) loss_vfl_enc_0: 0.7731 (0.7931) loss_vfl_pre: 0.8016 (0.8084) time: 0.7304 data: 0.0296 max mem: 9083 Epoch: [10] [1200/3696] eta: 0:31:22 lr: 0.000013 loss: 34.2678 (34.0565) loss_bbox: 0.1906 (0.2060) loss_bbox_aux_0: 0.2042 (0.2224) loss_bbox_aux_1: 0.1951 (0.2090) loss_bbox_aux_2: 0.1909 (0.2065) loss_bbox_aux_3: 0.1907 (0.2060) loss_bbox_aux_4: 0.1906 (0.2060) loss_bbox_dn_0: 0.2719 (0.2937) loss_bbox_dn_1: 0.2048 (0.2261) loss_bbox_dn_2: 0.1890 (0.2154) loss_bbox_dn_3: 0.1876 (0.2123) loss_bbox_dn_4: 0.1881 (0.2119) loss_bbox_dn_5: 0.1880 (0.2119) loss_bbox_dn_pre: 0.2715 (0.2986) loss_bbox_enc_0: 0.2534 (0.2698) loss_bbox_pre: 0.2055 (0.2226) loss_dfl: 0.9657 (0.9667) loss_fgl_aux_0: 1.0227 (1.0092) loss_fgl_aux_1: 0.9698 (0.9706) loss_fgl_aux_2: 0.9667 (0.9668) loss_fgl_aux_3: 0.9657 (0.9667) loss_fgl_aux_4: 0.9659 (0.9667) loss_fgl_dn_0: 1.1060 (1.1019) loss_fgl_dn_1: 1.0027 (1.0006) loss_fgl_dn_2: 0.9918 (0.9912) loss_fgl_dn_3: 0.9916 (0.9920) loss_fgl_dn_4: 0.9917 (0.9923) loss_fgl_dn_5: 0.9918 (0.9923) loss_giou: 0.5973 (0.6121) loss_giou_aux_0: 0.6285 (0.6420) loss_giou_aux_1: 0.6042 (0.6177) loss_giou_aux_2: 0.5970 (0.6127) loss_giou_aux_3: 0.5963 (0.6121) loss_giou_aux_4: 0.5970 (0.6121) loss_giou_dn_0: 0.6378 (0.6520) loss_giou_dn_1: 0.5240 (0.5402) loss_giou_dn_2: 0.5049 (0.5226) loss_giou_dn_3: 0.4973 (0.5184) loss_giou_dn_4: 0.4973 (0.5177) loss_giou_dn_5: 0.4972 (0.5177) loss_giou_dn_pre: 0.6376 (0.6505) loss_giou_enc_0: 0.7103 (0.7269) loss_giou_pre: 0.6277 (0.6398) loss_ddf_aux_0: 0.0730 (0.0730) loss_ddf_aux_1: 0.0086 (0.0090) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2640 (0.2657) loss_ddf_dn_1: 0.0340 (0.0332) loss_ddf_dn_2: 0.0065 (0.0060) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7402 (0.7208) loss_vfl_aux_0: 0.8370 (0.8059) loss_vfl_aux_1: 0.7999 (0.7824) loss_vfl_aux_2: 0.7682 (0.7577) loss_vfl_aux_3: 0.7645 (0.7321) loss_vfl_aux_4: 0.7453 (0.7221) loss_vfl_dn_0: 0.5079 (0.5051) loss_vfl_dn_1: 0.4653 (0.4606) loss_vfl_dn_2: 0.4507 (0.4457) loss_vfl_dn_3: 0.4391 (0.4348) loss_vfl_dn_4: 0.4362 (0.4309) loss_vfl_dn_5: 0.4341 (0.4303) loss_vfl_dn_pre: 0.5095 (0.5059) loss_vfl_enc_0: 0.8145 (0.7942) loss_vfl_pre: 0.8362 (0.8090) time: 0.7242 data: 0.0288 max mem: 9083 Epoch: [10] [1300/3696] eta: 0:30:03 lr: 0.000013 loss: 33.7149 (34.0510) loss_bbox: 0.1935 (0.2061) loss_bbox_aux_0: 0.2100 (0.2226) loss_bbox_aux_1: 0.1967 (0.2091) loss_bbox_aux_2: 0.1929 (0.2066) loss_bbox_aux_3: 0.1935 (0.2061) loss_bbox_aux_4: 0.1935 (0.2061) loss_bbox_dn_0: 0.3174 (0.2938) loss_bbox_dn_1: 0.2401 (0.2262) loss_bbox_dn_2: 0.2309 (0.2154) loss_bbox_dn_3: 0.2307 (0.2124) loss_bbox_dn_4: 0.2302 (0.2120) loss_bbox_dn_5: 0.2302 (0.2120) loss_bbox_dn_pre: 0.3145 (0.2986) loss_bbox_enc_0: 0.2644 (0.2701) loss_bbox_pre: 0.2110 (0.2228) loss_dfl: 0.9528 (0.9658) loss_fgl_aux_0: 1.0021 (1.0084) loss_fgl_aux_1: 0.9577 (0.9697) loss_fgl_aux_2: 0.9543 (0.9659) loss_fgl_aux_3: 0.9533 (0.9658) loss_fgl_aux_4: 0.9526 (0.9658) loss_fgl_dn_0: 1.0945 (1.1015) loss_fgl_dn_1: 0.9880 (1.0001) loss_fgl_dn_2: 0.9799 (0.9908) loss_fgl_dn_3: 0.9810 (0.9916) loss_fgl_dn_4: 0.9813 (0.9919) loss_fgl_dn_5: 0.9814 (0.9919) loss_giou: 0.5603 (0.6127) loss_giou_aux_0: 0.5923 (0.6426) loss_giou_aux_1: 0.5625 (0.6183) loss_giou_aux_2: 0.5620 (0.6133) loss_giou_aux_3: 0.5603 (0.6127) loss_giou_aux_4: 0.5602 (0.6127) loss_giou_dn_0: 0.6502 (0.6522) loss_giou_dn_1: 0.5336 (0.5403) loss_giou_dn_2: 0.5180 (0.5227) loss_giou_dn_3: 0.5143 (0.5185) loss_giou_dn_4: 0.5138 (0.5178) loss_giou_dn_5: 0.5138 (0.5178) loss_giou_dn_pre: 0.6539 (0.6507) loss_giou_enc_0: 0.6890 (0.7276) loss_giou_pre: 0.5900 (0.6404) loss_ddf_aux_0: 0.0714 (0.0732) loss_ddf_aux_1: 0.0077 (0.0090) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2784 (0.2667) loss_ddf_dn_1: 0.0336 (0.0333) loss_ddf_dn_2: 0.0066 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6828 (0.7204) loss_vfl_aux_0: 0.7698 (0.8052) loss_vfl_aux_1: 0.7384 (0.7815) loss_vfl_aux_2: 0.7261 (0.7568) loss_vfl_aux_3: 0.7059 (0.7316) loss_vfl_aux_4: 0.6860 (0.7217) loss_vfl_dn_0: 0.4941 (0.5048) loss_vfl_dn_1: 0.4568 (0.4604) loss_vfl_dn_2: 0.4385 (0.4454) loss_vfl_dn_3: 0.4304 (0.4345) loss_vfl_dn_4: 0.4243 (0.4306) loss_vfl_dn_5: 0.4240 (0.4301) loss_vfl_dn_pre: 0.4960 (0.5057) loss_vfl_enc_0: 0.7710 (0.7938) loss_vfl_pre: 0.7716 (0.8083) time: 0.7140 data: 0.0245 max mem: 9083 Epoch: [10] [1400/3696] eta: 0:28:49 lr: 0.000013 loss: 33.7528 (34.0431) loss_bbox: 0.1938 (0.2061) loss_bbox_aux_0: 0.2140 (0.2225) loss_bbox_aux_1: 0.1982 (0.2091) loss_bbox_aux_2: 0.1921 (0.2066) loss_bbox_aux_3: 0.1929 (0.2061) loss_bbox_aux_4: 0.1934 (0.2061) loss_bbox_dn_0: 0.2707 (0.2933) loss_bbox_dn_1: 0.2017 (0.2258) loss_bbox_dn_2: 0.1951 (0.2150) loss_bbox_dn_3: 0.1965 (0.2120) loss_bbox_dn_4: 0.1960 (0.2116) loss_bbox_dn_5: 0.1962 (0.2116) loss_bbox_dn_pre: 0.2804 (0.2981) loss_bbox_enc_0: 0.2563 (0.2699) loss_bbox_pre: 0.2144 (0.2227) loss_dfl: 0.9670 (0.9655) loss_fgl_aux_0: 1.0008 (1.0079) loss_fgl_aux_1: 0.9714 (0.9694) loss_fgl_aux_2: 0.9694 (0.9657) loss_fgl_aux_3: 0.9673 (0.9656) loss_fgl_aux_4: 0.9667 (0.9655) loss_fgl_dn_0: 1.0982 (1.1016) loss_fgl_dn_1: 0.9979 (1.0001) loss_fgl_dn_2: 0.9876 (0.9907) loss_fgl_dn_3: 0.9880 (0.9916) loss_fgl_dn_4: 0.9881 (0.9918) loss_fgl_dn_5: 0.9881 (0.9919) loss_giou: 0.6004 (0.6131) loss_giou_aux_0: 0.6277 (0.6431) loss_giou_aux_1: 0.6054 (0.6188) loss_giou_aux_2: 0.6019 (0.6138) loss_giou_aux_3: 0.6008 (0.6131) loss_giou_aux_4: 0.6005 (0.6131) loss_giou_dn_0: 0.6509 (0.6522) loss_giou_dn_1: 0.5424 (0.5402) loss_giou_dn_2: 0.5231 (0.5226) loss_giou_dn_3: 0.5180 (0.5184) loss_giou_dn_4: 0.5173 (0.5178) loss_giou_dn_5: 0.5174 (0.5177) loss_giou_dn_pre: 0.6486 (0.6507) loss_giou_enc_0: 0.6998 (0.7281) loss_giou_pre: 0.6232 (0.6409) loss_ddf_aux_0: 0.0686 (0.0728) loss_ddf_aux_1: 0.0082 (0.0089) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2540 (0.2668) loss_ddf_dn_1: 0.0294 (0.0332) loss_ddf_dn_2: 0.0054 (0.0060) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6971 (0.7197) loss_vfl_aux_0: 0.7556 (0.8044) loss_vfl_aux_1: 0.7474 (0.7808) loss_vfl_aux_2: 0.7284 (0.7560) loss_vfl_aux_3: 0.6986 (0.7310) loss_vfl_aux_4: 0.6971 (0.7212) loss_vfl_dn_0: 0.4971 (0.5049) loss_vfl_dn_1: 0.4545 (0.4604) loss_vfl_dn_2: 0.4413 (0.4454) loss_vfl_dn_3: 0.4314 (0.4345) loss_vfl_dn_4: 0.4240 (0.4306) loss_vfl_dn_5: 0.4251 (0.4301) loss_vfl_dn_pre: 0.4988 (0.5058) loss_vfl_enc_0: 0.7693 (0.7934) loss_vfl_pre: 0.7590 (0.8075) time: 0.7476 data: 0.0278 max mem: 9083 Epoch: [10] [1500/3696] eta: 0:27:32 lr: 0.000013 loss: 33.9267 (34.0465) loss_bbox: 0.1939 (0.2060) loss_bbox_aux_0: 0.2111 (0.2225) loss_bbox_aux_1: 0.1948 (0.2091) loss_bbox_aux_2: 0.1946 (0.2066) loss_bbox_aux_3: 0.1944 (0.2061) loss_bbox_aux_4: 0.1939 (0.2061) loss_bbox_dn_0: 0.2831 (0.2936) loss_bbox_dn_1: 0.2202 (0.2259) loss_bbox_dn_2: 0.2061 (0.2151) loss_bbox_dn_3: 0.2021 (0.2121) loss_bbox_dn_4: 0.2015 (0.2117) loss_bbox_dn_5: 0.2015 (0.2117) loss_bbox_dn_pre: 0.2910 (0.2984) loss_bbox_enc_0: 0.2632 (0.2700) loss_bbox_pre: 0.2125 (0.2228) loss_dfl: 0.9773 (0.9654) loss_fgl_aux_0: 1.0229 (1.0081) loss_fgl_aux_1: 0.9802 (0.9693) loss_fgl_aux_2: 0.9772 (0.9655) loss_fgl_aux_3: 0.9771 (0.9654) loss_fgl_aux_4: 0.9771 (0.9654) loss_fgl_dn_0: 1.1051 (1.1018) loss_fgl_dn_1: 1.0014 (1.0002) loss_fgl_dn_2: 0.9951 (0.9908) loss_fgl_dn_3: 0.9967 (0.9916) loss_fgl_dn_4: 0.9969 (0.9919) loss_fgl_dn_5: 0.9969 (0.9919) loss_giou: 0.5939 (0.6128) loss_giou_aux_0: 0.6310 (0.6429) loss_giou_aux_1: 0.6015 (0.6185) loss_giou_aux_2: 0.5938 (0.6135) loss_giou_aux_3: 0.5935 (0.6128) loss_giou_aux_4: 0.5936 (0.6128) loss_giou_dn_0: 0.6324 (0.6520) loss_giou_dn_1: 0.5246 (0.5399) loss_giou_dn_2: 0.4983 (0.5223) loss_giou_dn_3: 0.4959 (0.5180) loss_giou_dn_4: 0.4955 (0.5175) loss_giou_dn_5: 0.4954 (0.5174) loss_giou_dn_pre: 0.6348 (0.6505) loss_giou_enc_0: 0.7018 (0.7280) loss_giou_pre: 0.6285 (0.6406) loss_ddf_aux_0: 0.0755 (0.0731) loss_ddf_aux_1: 0.0094 (0.0089) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2692 (0.2674) loss_ddf_dn_1: 0.0337 (0.0333) loss_ddf_dn_2: 0.0053 (0.0060) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7104 (0.7198) loss_vfl_aux_0: 0.8051 (0.8048) loss_vfl_aux_1: 0.7665 (0.7813) loss_vfl_aux_2: 0.7457 (0.7565) loss_vfl_aux_3: 0.7302 (0.7312) loss_vfl_aux_4: 0.7162 (0.7213) loss_vfl_dn_0: 0.5102 (0.5053) loss_vfl_dn_1: 0.4603 (0.4606) loss_vfl_dn_2: 0.4462 (0.4457) loss_vfl_dn_3: 0.4342 (0.4348) loss_vfl_dn_4: 0.4293 (0.4309) loss_vfl_dn_5: 0.4291 (0.4304) loss_vfl_dn_pre: 0.5110 (0.5061) loss_vfl_enc_0: 0.7891 (0.7939) loss_vfl_pre: 0.8115 (0.8080) time: 0.7440 data: 0.0325 max mem: 9083 Epoch: [10] [1600/3696] eta: 0:26:17 lr: 0.000013 loss: 33.3918 (34.0381) loss_bbox: 0.2036 (0.2062) loss_bbox_aux_0: 0.2334 (0.2227) loss_bbox_aux_1: 0.2064 (0.2093) loss_bbox_aux_2: 0.2025 (0.2068) loss_bbox_aux_3: 0.2027 (0.2063) loss_bbox_aux_4: 0.2034 (0.2062) loss_bbox_dn_0: 0.2960 (0.2939) loss_bbox_dn_1: 0.2219 (0.2262) loss_bbox_dn_2: 0.2129 (0.2154) loss_bbox_dn_3: 0.2091 (0.2124) loss_bbox_dn_4: 0.2088 (0.2120) loss_bbox_dn_5: 0.2089 (0.2120) loss_bbox_dn_pre: 0.3017 (0.2987) loss_bbox_enc_0: 0.2749 (0.2703) loss_bbox_pre: 0.2327 (0.2230) loss_dfl: 0.9530 (0.9655) loss_fgl_aux_0: 1.0199 (1.0084) loss_fgl_aux_1: 0.9529 (0.9695) loss_fgl_aux_2: 0.9521 (0.9657) loss_fgl_aux_3: 0.9524 (0.9656) loss_fgl_aux_4: 0.9526 (0.9656) loss_fgl_dn_0: 1.1016 (1.1020) loss_fgl_dn_1: 0.9926 (1.0002) loss_fgl_dn_2: 0.9819 (0.9908) loss_fgl_dn_3: 0.9821 (0.9917) loss_fgl_dn_4: 0.9824 (0.9919) loss_fgl_dn_5: 0.9824 (0.9920) loss_giou: 0.5352 (0.6116) loss_giou_aux_0: 0.5662 (0.6416) loss_giou_aux_1: 0.5416 (0.6173) loss_giou_aux_2: 0.5387 (0.6123) loss_giou_aux_3: 0.5358 (0.6116) loss_giou_aux_4: 0.5348 (0.6116) loss_giou_dn_0: 0.6006 (0.6512) loss_giou_dn_1: 0.4910 (0.5391) loss_giou_dn_2: 0.4731 (0.5215) loss_giou_dn_3: 0.4673 (0.5173) loss_giou_dn_4: 0.4677 (0.5167) loss_giou_dn_5: 0.4676 (0.5167) loss_giou_dn_pre: 0.5990 (0.6497) loss_giou_enc_0: 0.6463 (0.7269) loss_giou_pre: 0.5634 (0.6394) loss_ddf_aux_0: 0.0756 (0.0731) loss_ddf_aux_1: 0.0087 (0.0089) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2770 (0.2673) loss_ddf_dn_1: 0.0346 (0.0333) loss_ddf_dn_2: 0.0063 (0.0060) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7540 (0.7197) loss_vfl_aux_0: 0.8269 (0.8055) loss_vfl_aux_1: 0.8025 (0.7816) loss_vfl_aux_2: 0.7814 (0.7567) loss_vfl_aux_3: 0.7423 (0.7311) loss_vfl_aux_4: 0.7396 (0.7212) loss_vfl_dn_0: 0.5095 (0.5052) loss_vfl_dn_1: 0.4576 (0.4605) loss_vfl_dn_2: 0.4446 (0.4455) loss_vfl_dn_3: 0.4339 (0.4346) loss_vfl_dn_4: 0.4326 (0.4307) loss_vfl_dn_5: 0.4329 (0.4302) loss_vfl_dn_pre: 0.5095 (0.5061) loss_vfl_enc_0: 0.8090 (0.7947) loss_vfl_pre: 0.8256 (0.8086) time: 0.7336 data: 0.0291 max mem: 9083 Epoch: [10] [1700/3696] eta: 0:25:02 lr: 0.000013 loss: 34.1995 (34.0440) loss_bbox: 0.2138 (0.2065) loss_bbox_aux_0: 0.2346 (0.2232) loss_bbox_aux_1: 0.2192 (0.2096) loss_bbox_aux_2: 0.2138 (0.2070) loss_bbox_aux_3: 0.2139 (0.2066) loss_bbox_aux_4: 0.2138 (0.2065) loss_bbox_dn_0: 0.3341 (0.2945) loss_bbox_dn_1: 0.2617 (0.2266) loss_bbox_dn_2: 0.2454 (0.2158) loss_bbox_dn_3: 0.2388 (0.2128) loss_bbox_dn_4: 0.2375 (0.2123) loss_bbox_dn_5: 0.2376 (0.2123) loss_bbox_dn_pre: 0.3398 (0.2992) loss_bbox_enc_0: 0.2852 (0.2709) loss_bbox_pre: 0.2345 (0.2234) loss_dfl: 0.9576 (0.9653) loss_fgl_aux_0: 1.0031 (1.0085) loss_fgl_aux_1: 0.9602 (0.9693) loss_fgl_aux_2: 0.9563 (0.9655) loss_fgl_aux_3: 0.9573 (0.9654) loss_fgl_aux_4: 0.9575 (0.9654) loss_fgl_dn_0: 1.0944 (1.1019) loss_fgl_dn_1: 0.9932 (1.0000) loss_fgl_dn_2: 0.9796 (0.9906) loss_fgl_dn_3: 0.9789 (0.9915) loss_fgl_dn_4: 0.9790 (0.9917) loss_fgl_dn_5: 0.9790 (0.9917) loss_giou: 0.6211 (0.6114) loss_giou_aux_0: 0.6590 (0.6415) loss_giou_aux_1: 0.6262 (0.6171) loss_giou_aux_2: 0.6208 (0.6120) loss_giou_aux_3: 0.6213 (0.6114) loss_giou_aux_4: 0.6210 (0.6114) loss_giou_dn_0: 0.6569 (0.6511) loss_giou_dn_1: 0.5486 (0.5390) loss_giou_dn_2: 0.5251 (0.5214) loss_giou_dn_3: 0.5215 (0.5171) loss_giou_dn_4: 0.5208 (0.5165) loss_giou_dn_5: 0.5207 (0.5165) loss_giou_dn_pre: 0.6562 (0.6496) loss_giou_enc_0: 0.7363 (0.7268) loss_giou_pre: 0.6552 (0.6393) loss_ddf_aux_0: 0.0805 (0.0736) loss_ddf_aux_1: 0.0093 (0.0090) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2872 (0.2683) loss_ddf_dn_1: 0.0347 (0.0335) loss_ddf_dn_2: 0.0054 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7424 (0.7202) loss_vfl_aux_0: 0.8124 (0.8057) loss_vfl_aux_1: 0.7786 (0.7817) loss_vfl_aux_2: 0.7594 (0.7571) loss_vfl_aux_3: 0.7484 (0.7317) loss_vfl_aux_4: 0.7451 (0.7217) loss_vfl_dn_0: 0.5069 (0.5053) loss_vfl_dn_1: 0.4581 (0.4606) loss_vfl_dn_2: 0.4478 (0.4456) loss_vfl_dn_3: 0.4366 (0.4346) loss_vfl_dn_4: 0.4335 (0.4308) loss_vfl_dn_5: 0.4313 (0.4302) loss_vfl_dn_pre: 0.5076 (0.5062) loss_vfl_enc_0: 0.7820 (0.7949) loss_vfl_pre: 0.8153 (0.8088) time: 0.7491 data: 0.0301 max mem: 9083 Epoch: [10] [1800/3696] eta: 0:23:46 lr: 0.000013 loss: 33.3852 (34.0332) loss_bbox: 0.1991 (0.2064) loss_bbox_aux_0: 0.2145 (0.2230) loss_bbox_aux_1: 0.2018 (0.2095) loss_bbox_aux_2: 0.1983 (0.2069) loss_bbox_aux_3: 0.1992 (0.2065) loss_bbox_aux_4: 0.1991 (0.2064) loss_bbox_dn_0: 0.2748 (0.2940) loss_bbox_dn_1: 0.2060 (0.2262) loss_bbox_dn_2: 0.1966 (0.2154) loss_bbox_dn_3: 0.1935 (0.2124) loss_bbox_dn_4: 0.1944 (0.2120) loss_bbox_dn_5: 0.1943 (0.2120) loss_bbox_dn_pre: 0.2798 (0.2988) loss_bbox_enc_0: 0.2506 (0.2707) loss_bbox_pre: 0.2121 (0.2233) loss_dfl: 0.9600 (0.9653) loss_fgl_aux_0: 1.0117 (1.0083) loss_fgl_aux_1: 0.9697 (0.9693) loss_fgl_aux_2: 0.9607 (0.9654) loss_fgl_aux_3: 0.9602 (0.9654) loss_fgl_aux_4: 0.9597 (0.9653) loss_fgl_dn_0: 1.0993 (1.1018) loss_fgl_dn_1: 0.9984 (1.0001) loss_fgl_dn_2: 0.9879 (0.9907) loss_fgl_dn_3: 0.9903 (0.9915) loss_fgl_dn_4: 0.9908 (0.9918) loss_fgl_dn_5: 0.9908 (0.9918) loss_giou: 0.6417 (0.6116) loss_giou_aux_0: 0.6745 (0.6416) loss_giou_aux_1: 0.6474 (0.6173) loss_giou_aux_2: 0.6443 (0.6123) loss_giou_aux_3: 0.6416 (0.6116) loss_giou_aux_4: 0.6419 (0.6116) loss_giou_dn_0: 0.6554 (0.6509) loss_giou_dn_1: 0.5482 (0.5387) loss_giou_dn_2: 0.5325 (0.5211) loss_giou_dn_3: 0.5296 (0.5169) loss_giou_dn_4: 0.5286 (0.5163) loss_giou_dn_5: 0.5286 (0.5163) loss_giou_dn_pre: 0.6530 (0.6494) loss_giou_enc_0: 0.7554 (0.7267) loss_giou_pre: 0.6710 (0.6394) loss_ddf_aux_0: 0.0674 (0.0735) loss_ddf_aux_1: 0.0084 (0.0090) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2543 (0.2680) loss_ddf_dn_1: 0.0306 (0.0335) loss_ddf_dn_2: 0.0061 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6870 (0.7196) loss_vfl_aux_0: 0.7471 (0.8051) loss_vfl_aux_1: 0.7344 (0.7809) loss_vfl_aux_2: 0.7112 (0.7565) loss_vfl_aux_3: 0.6915 (0.7310) loss_vfl_aux_4: 0.6887 (0.7211) loss_vfl_dn_0: 0.4965 (0.5052) loss_vfl_dn_1: 0.4589 (0.4604) loss_vfl_dn_2: 0.4435 (0.4454) loss_vfl_dn_3: 0.4311 (0.4345) loss_vfl_dn_4: 0.4272 (0.4307) loss_vfl_dn_5: 0.4275 (0.4301) loss_vfl_dn_pre: 0.4968 (0.5061) loss_vfl_enc_0: 0.7425 (0.7941) loss_vfl_pre: 0.7463 (0.8082) time: 0.7376 data: 0.0345 max mem: 9083 Epoch: [10] [1900/3696] eta: 0:22:28 lr: 0.000013 loss: 34.3439 (34.0293) loss_bbox: 0.2020 (0.2064) loss_bbox_aux_0: 0.2181 (0.2231) loss_bbox_aux_1: 0.2103 (0.2094) loss_bbox_aux_2: 0.2015 (0.2069) loss_bbox_aux_3: 0.2019 (0.2064) loss_bbox_aux_4: 0.2022 (0.2064) loss_bbox_dn_0: 0.2840 (0.2941) loss_bbox_dn_1: 0.2211 (0.2262) loss_bbox_dn_2: 0.2107 (0.2154) loss_bbox_dn_3: 0.2105 (0.2124) loss_bbox_dn_4: 0.2099 (0.2120) loss_bbox_dn_5: 0.2101 (0.2120) loss_bbox_dn_pre: 0.2867 (0.2989) loss_bbox_enc_0: 0.2673 (0.2708) loss_bbox_pre: 0.2190 (0.2233) loss_dfl: 0.9760 (0.9656) loss_fgl_aux_0: 1.0173 (1.0086) loss_fgl_aux_1: 0.9825 (0.9696) loss_fgl_aux_2: 0.9752 (0.9657) loss_fgl_aux_3: 0.9768 (0.9656) loss_fgl_aux_4: 0.9764 (0.9656) loss_fgl_dn_0: 1.1114 (1.1019) loss_fgl_dn_1: 1.0079 (1.0002) loss_fgl_dn_2: 1.0004 (0.9908) loss_fgl_dn_3: 1.0005 (0.9916) loss_fgl_dn_4: 1.0010 (0.9919) loss_fgl_dn_5: 1.0010 (0.9919) loss_giou: 0.6231 (0.6108) loss_giou_aux_0: 0.6490 (0.6408) loss_giou_aux_1: 0.6209 (0.6164) loss_giou_aux_2: 0.6223 (0.6115) loss_giou_aux_3: 0.6244 (0.6108) loss_giou_aux_4: 0.6238 (0.6108) loss_giou_dn_0: 0.6622 (0.6504) loss_giou_dn_1: 0.5377 (0.5383) loss_giou_dn_2: 0.5210 (0.5207) loss_giou_dn_3: 0.5191 (0.5164) loss_giou_dn_4: 0.5202 (0.5158) loss_giou_dn_5: 0.5203 (0.5158) loss_giou_dn_pre: 0.6593 (0.6489) loss_giou_enc_0: 0.7363 (0.7260) loss_giou_pre: 0.6478 (0.6386) loss_ddf_aux_0: 0.0802 (0.0737) loss_ddf_aux_1: 0.0091 (0.0090) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2648 (0.2682) loss_ddf_dn_1: 0.0326 (0.0335) loss_ddf_dn_2: 0.0051 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7347 (0.7200) loss_vfl_aux_0: 0.8066 (0.8053) loss_vfl_aux_1: 0.7850 (0.7811) loss_vfl_aux_2: 0.7770 (0.7568) loss_vfl_aux_3: 0.7459 (0.7314) loss_vfl_aux_4: 0.7332 (0.7215) loss_vfl_dn_0: 0.5063 (0.5053) loss_vfl_dn_1: 0.4633 (0.4604) loss_vfl_dn_2: 0.4494 (0.4454) loss_vfl_dn_3: 0.4390 (0.4345) loss_vfl_dn_4: 0.4349 (0.4307) loss_vfl_dn_5: 0.4344 (0.4302) loss_vfl_dn_pre: 0.5073 (0.5061) loss_vfl_enc_0: 0.7870 (0.7943) loss_vfl_pre: 0.8114 (0.8084) time: 0.7160 data: 0.0273 max mem: 9083 Epoch: [10] [2000/3696] eta: 0:21:12 lr: 0.000013 loss: 34.4172 (34.0234) loss_bbox: 0.2076 (0.2064) loss_bbox_aux_0: 0.2301 (0.2232) loss_bbox_aux_1: 0.2082 (0.2095) loss_bbox_aux_2: 0.2072 (0.2070) loss_bbox_aux_3: 0.2075 (0.2065) loss_bbox_aux_4: 0.2076 (0.2065) loss_bbox_dn_0: 0.2976 (0.2941) loss_bbox_dn_1: 0.2320 (0.2262) loss_bbox_dn_2: 0.2253 (0.2154) loss_bbox_dn_3: 0.2209 (0.2124) loss_bbox_dn_4: 0.2194 (0.2120) loss_bbox_dn_5: 0.2192 (0.2120) loss_bbox_dn_pre: 0.3003 (0.2989) loss_bbox_enc_0: 0.2861 (0.2709) loss_bbox_pre: 0.2297 (0.2234) loss_dfl: 0.9613 (0.9656) loss_fgl_aux_0: 1.0126 (1.0087) loss_fgl_aux_1: 0.9691 (0.9696) loss_fgl_aux_2: 0.9623 (0.9658) loss_fgl_aux_3: 0.9616 (0.9657) loss_fgl_aux_4: 0.9614 (0.9656) loss_fgl_dn_0: 1.1057 (1.1019) loss_fgl_dn_1: 1.0039 (1.0002) loss_fgl_dn_2: 0.9956 (0.9908) loss_fgl_dn_3: 0.9961 (0.9917) loss_fgl_dn_4: 0.9964 (0.9919) loss_fgl_dn_5: 0.9963 (0.9919) loss_giou: 0.5923 (0.6102) loss_giou_aux_0: 0.6227 (0.6402) loss_giou_aux_1: 0.5950 (0.6158) loss_giou_aux_2: 0.5926 (0.6108) loss_giou_aux_3: 0.5926 (0.6102) loss_giou_aux_4: 0.5924 (0.6102) loss_giou_dn_0: 0.6274 (0.6499) loss_giou_dn_1: 0.5226 (0.5378) loss_giou_dn_2: 0.5042 (0.5201) loss_giou_dn_3: 0.5007 (0.5159) loss_giou_dn_4: 0.5002 (0.5153) loss_giou_dn_5: 0.4997 (0.5153) loss_giou_dn_pre: 0.6244 (0.6483) loss_giou_enc_0: 0.7062 (0.7255) loss_giou_pre: 0.6226 (0.6380) loss_ddf_aux_0: 0.0762 (0.0739) loss_ddf_aux_1: 0.0092 (0.0090) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2688 (0.2682) loss_ddf_dn_1: 0.0340 (0.0335) loss_ddf_dn_2: 0.0059 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7251 (0.7205) loss_vfl_aux_0: 0.8074 (0.8053) loss_vfl_aux_1: 0.7870 (0.7811) loss_vfl_aux_2: 0.7686 (0.7570) loss_vfl_aux_3: 0.7480 (0.7317) loss_vfl_aux_4: 0.7230 (0.7218) loss_vfl_dn_0: 0.5045 (0.5053) loss_vfl_dn_1: 0.4659 (0.4604) loss_vfl_dn_2: 0.4526 (0.4454) loss_vfl_dn_3: 0.4409 (0.4345) loss_vfl_dn_4: 0.4336 (0.4307) loss_vfl_dn_5: 0.4335 (0.4301) loss_vfl_dn_pre: 0.5056 (0.5061) loss_vfl_enc_0: 0.7882 (0.7943) loss_vfl_pre: 0.8087 (0.8085) time: 0.7457 data: 0.0333 max mem: 9083 Epoch: [10] [2100/3696] eta: 0:19:57 lr: 0.000013 loss: 33.7862 (34.0223) loss_bbox: 0.2011 (0.2065) loss_bbox_aux_0: 0.2222 (0.2232) loss_bbox_aux_1: 0.2043 (0.2095) loss_bbox_aux_2: 0.2015 (0.2070) loss_bbox_aux_3: 0.2012 (0.2065) loss_bbox_aux_4: 0.2011 (0.2065) loss_bbox_dn_0: 0.2850 (0.2942) loss_bbox_dn_1: 0.2187 (0.2262) loss_bbox_dn_2: 0.2075 (0.2154) loss_bbox_dn_3: 0.2032 (0.2124) loss_bbox_dn_4: 0.2015 (0.2120) loss_bbox_dn_5: 0.2015 (0.2120) loss_bbox_dn_pre: 0.2846 (0.2989) loss_bbox_enc_0: 0.2700 (0.2710) loss_bbox_pre: 0.2213 (0.2234) loss_dfl: 0.9626 (0.9659) loss_fgl_aux_0: 0.9996 (1.0089) loss_fgl_aux_1: 0.9664 (0.9699) loss_fgl_aux_2: 0.9626 (0.9660) loss_fgl_aux_3: 0.9631 (0.9659) loss_fgl_aux_4: 0.9627 (0.9659) loss_fgl_dn_0: 1.1060 (1.1021) loss_fgl_dn_1: 1.0025 (1.0004) loss_fgl_dn_2: 0.9918 (0.9909) loss_fgl_dn_3: 0.9933 (0.9918) loss_fgl_dn_4: 0.9937 (0.9920) loss_fgl_dn_5: 0.9939 (0.9920) loss_giou: 0.6257 (0.6099) loss_giou_aux_0: 0.6603 (0.6399) loss_giou_aux_1: 0.6344 (0.6155) loss_giou_aux_2: 0.6270 (0.6105) loss_giou_aux_3: 0.6259 (0.6099) loss_giou_aux_4: 0.6254 (0.6099) loss_giou_dn_0: 0.6358 (0.6498) loss_giou_dn_1: 0.5254 (0.5376) loss_giou_dn_2: 0.5028 (0.5199) loss_giou_dn_3: 0.4975 (0.5157) loss_giou_dn_4: 0.4974 (0.5151) loss_giou_dn_5: 0.4978 (0.5151) loss_giou_dn_pre: 0.6334 (0.6482) loss_giou_enc_0: 0.7539 (0.7253) loss_giou_pre: 0.6575 (0.6377) loss_ddf_aux_0: 0.0697 (0.0739) loss_ddf_aux_1: 0.0088 (0.0090) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2615 (0.2682) loss_ddf_dn_1: 0.0343 (0.0336) loss_ddf_dn_2: 0.0066 (0.0061) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7056 (0.7205) loss_vfl_aux_0: 0.7712 (0.8053) loss_vfl_aux_1: 0.7445 (0.7810) loss_vfl_aux_2: 0.7285 (0.7569) loss_vfl_aux_3: 0.7133 (0.7319) loss_vfl_aux_4: 0.7039 (0.7219) loss_vfl_dn_0: 0.5059 (0.5053) loss_vfl_dn_1: 0.4567 (0.4603) loss_vfl_dn_2: 0.4399 (0.4454) loss_vfl_dn_3: 0.4308 (0.4345) loss_vfl_dn_4: 0.4248 (0.4306) loss_vfl_dn_5: 0.4237 (0.4301) loss_vfl_dn_pre: 0.5062 (0.5061) loss_vfl_enc_0: 0.7693 (0.7943) loss_vfl_pre: 0.7750 (0.8086) time: 0.7351 data: 0.0287 max mem: 9083 Epoch: [10] [2200/3696] eta: 0:18:41 lr: 0.000013 loss: 34.8196 (34.0273) loss_bbox: 0.1963 (0.2063) loss_bbox_aux_0: 0.2082 (0.2231) loss_bbox_aux_1: 0.2011 (0.2094) loss_bbox_aux_2: 0.1976 (0.2069) loss_bbox_aux_3: 0.1964 (0.2064) loss_bbox_aux_4: 0.1964 (0.2063) loss_bbox_dn_0: 0.2785 (0.2941) loss_bbox_dn_1: 0.2212 (0.2262) loss_bbox_dn_2: 0.2141 (0.2154) loss_bbox_dn_3: 0.2118 (0.2124) loss_bbox_dn_4: 0.2115 (0.2120) loss_bbox_dn_5: 0.2123 (0.2119) loss_bbox_dn_pre: 0.2899 (0.2988) loss_bbox_enc_0: 0.2612 (0.2709) loss_bbox_pre: 0.2091 (0.2233) loss_dfl: 0.9842 (0.9660) loss_fgl_aux_0: 1.0219 (1.0089) loss_fgl_aux_1: 0.9876 (0.9700) loss_fgl_aux_2: 0.9838 (0.9661) loss_fgl_aux_3: 0.9839 (0.9660) loss_fgl_aux_4: 0.9843 (0.9660) loss_fgl_dn_0: 1.1064 (1.1022) loss_fgl_dn_1: 1.0105 (1.0005) loss_fgl_dn_2: 1.0027 (0.9911) loss_fgl_dn_3: 1.0038 (0.9919) loss_fgl_dn_4: 1.0037 (0.9922) loss_fgl_dn_5: 1.0037 (0.9922) loss_giou: 0.6086 (0.6101) loss_giou_aux_0: 0.6381 (0.6402) loss_giou_aux_1: 0.6119 (0.6158) loss_giou_aux_2: 0.6073 (0.6108) loss_giou_aux_3: 0.6093 (0.6101) loss_giou_aux_4: 0.6089 (0.6101) loss_giou_dn_0: 0.6539 (0.6499) loss_giou_dn_1: 0.5522 (0.5377) loss_giou_dn_2: 0.5314 (0.5201) loss_giou_dn_3: 0.5252 (0.5158) loss_giou_dn_4: 0.5237 (0.5152) loss_giou_dn_5: 0.5236 (0.5152) loss_giou_dn_pre: 0.6535 (0.6484) loss_giou_enc_0: 0.7306 (0.7256) loss_giou_pre: 0.6373 (0.6380) loss_ddf_aux_0: 0.0724 (0.0740) loss_ddf_aux_1: 0.0097 (0.0090) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2565 (0.2681) loss_ddf_dn_1: 0.0339 (0.0336) loss_ddf_dn_2: 0.0057 (0.0061) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7343 (0.7207) loss_vfl_aux_0: 0.8015 (0.8055) loss_vfl_aux_1: 0.7863 (0.7815) loss_vfl_aux_2: 0.7651 (0.7572) loss_vfl_aux_3: 0.7430 (0.7320) loss_vfl_aux_4: 0.7306 (0.7221) loss_vfl_dn_0: 0.5082 (0.5052) loss_vfl_dn_1: 0.4644 (0.4603) loss_vfl_dn_2: 0.4513 (0.4454) loss_vfl_dn_3: 0.4386 (0.4345) loss_vfl_dn_4: 0.4387 (0.4307) loss_vfl_dn_5: 0.4408 (0.4302) loss_vfl_dn_pre: 0.5092 (0.5061) loss_vfl_enc_0: 0.7893 (0.7944) loss_vfl_pre: 0.8044 (0.8087) time: 0.7447 data: 0.0288 max mem: 9083 Epoch: [10] [2300/3696] eta: 0:17:28 lr: 0.000013 loss: 33.7579 (34.0213) loss_bbox: 0.1853 (0.2063) loss_bbox_aux_0: 0.2057 (0.2231) loss_bbox_aux_1: 0.1903 (0.2095) loss_bbox_aux_2: 0.1869 (0.2069) loss_bbox_aux_3: 0.1854 (0.2064) loss_bbox_aux_4: 0.1853 (0.2064) loss_bbox_dn_0: 0.2836 (0.2943) loss_bbox_dn_1: 0.2190 (0.2263) loss_bbox_dn_2: 0.2054 (0.2155) loss_bbox_dn_3: 0.2022 (0.2125) loss_bbox_dn_4: 0.2013 (0.2121) loss_bbox_dn_5: 0.2013 (0.2121) loss_bbox_dn_pre: 0.2840 (0.2990) loss_bbox_enc_0: 0.2531 (0.2710) loss_bbox_pre: 0.2067 (0.2233) loss_dfl: 0.9641 (0.9658) loss_fgl_aux_0: 1.0087 (1.0089) loss_fgl_aux_1: 0.9692 (0.9699) loss_fgl_aux_2: 0.9634 (0.9660) loss_fgl_aux_3: 0.9639 (0.9659) loss_fgl_aux_4: 0.9640 (0.9659) loss_fgl_dn_0: 1.0957 (1.1021) loss_fgl_dn_1: 0.9881 (1.0005) loss_fgl_dn_2: 0.9788 (0.9910) loss_fgl_dn_3: 0.9804 (0.9918) loss_fgl_dn_4: 0.9804 (0.9921) loss_fgl_dn_5: 0.9804 (0.9921) loss_giou: 0.5383 (0.6095) loss_giou_aux_0: 0.5680 (0.6396) loss_giou_aux_1: 0.5487 (0.6152) loss_giou_aux_2: 0.5394 (0.6102) loss_giou_aux_3: 0.5385 (0.6096) loss_giou_aux_4: 0.5386 (0.6096) loss_giou_dn_0: 0.6228 (0.6496) loss_giou_dn_1: 0.5111 (0.5374) loss_giou_dn_2: 0.4902 (0.5197) loss_giou_dn_3: 0.4883 (0.5155) loss_giou_dn_4: 0.4883 (0.5149) loss_giou_dn_5: 0.4881 (0.5149) loss_giou_dn_pre: 0.6209 (0.6480) loss_giou_enc_0: 0.6749 (0.7251) loss_giou_pre: 0.5681 (0.6375) loss_ddf_aux_0: 0.0778 (0.0740) loss_ddf_aux_1: 0.0098 (0.0091) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2575 (0.2677) loss_ddf_dn_1: 0.0325 (0.0336) loss_ddf_dn_2: 0.0059 (0.0061) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7135 (0.7209) loss_vfl_aux_0: 0.7992 (0.8056) loss_vfl_aux_1: 0.7659 (0.7816) loss_vfl_aux_2: 0.7568 (0.7575) loss_vfl_aux_3: 0.7162 (0.7322) loss_vfl_aux_4: 0.7104 (0.7222) loss_vfl_dn_0: 0.4998 (0.5052) loss_vfl_dn_1: 0.4548 (0.4602) loss_vfl_dn_2: 0.4370 (0.4453) loss_vfl_dn_3: 0.4285 (0.4344) loss_vfl_dn_4: 0.4250 (0.4306) loss_vfl_dn_5: 0.4244 (0.4301) loss_vfl_dn_pre: 0.5004 (0.5061) loss_vfl_enc_0: 0.7866 (0.7946) loss_vfl_pre: 0.7968 (0.8089) time: 0.7340 data: 0.0343 max mem: 9083 Epoch: [10] [2400/3696] eta: 0:16:13 lr: 0.000013 loss: 34.1098 (34.0215) loss_bbox: 0.2115 (0.2063) loss_bbox_aux_0: 0.2359 (0.2230) loss_bbox_aux_1: 0.2130 (0.2094) loss_bbox_aux_2: 0.2115 (0.2068) loss_bbox_aux_3: 0.2114 (0.2064) loss_bbox_aux_4: 0.2115 (0.2063) loss_bbox_dn_0: 0.2883 (0.2939) loss_bbox_dn_1: 0.2199 (0.2260) loss_bbox_dn_2: 0.2054 (0.2152) loss_bbox_dn_3: 0.2034 (0.2122) loss_bbox_dn_4: 0.2029 (0.2117) loss_bbox_dn_5: 0.2025 (0.2117) loss_bbox_dn_pre: 0.2925 (0.2986) loss_bbox_enc_0: 0.2803 (0.2710) loss_bbox_pre: 0.2370 (0.2232) loss_dfl: 0.9746 (0.9660) loss_fgl_aux_0: 1.0079 (1.0090) loss_fgl_aux_1: 0.9777 (0.9700) loss_fgl_aux_2: 0.9747 (0.9661) loss_fgl_aux_3: 0.9748 (0.9660) loss_fgl_aux_4: 0.9746 (0.9660) loss_fgl_dn_0: 1.0925 (1.1022) loss_fgl_dn_1: 1.0017 (1.0005) loss_fgl_dn_2: 0.9926 (0.9911) loss_fgl_dn_3: 0.9923 (0.9919) loss_fgl_dn_4: 0.9927 (0.9922) loss_fgl_dn_5: 0.9927 (0.9922) loss_giou: 0.6047 (0.6098) loss_giou_aux_0: 0.6319 (0.6399) loss_giou_aux_1: 0.6022 (0.6154) loss_giou_aux_2: 0.6037 (0.6104) loss_giou_aux_3: 0.6045 (0.6098) loss_giou_aux_4: 0.6046 (0.6098) loss_giou_dn_0: 0.6497 (0.6497) loss_giou_dn_1: 0.5395 (0.5376) loss_giou_dn_2: 0.5257 (0.5199) loss_giou_dn_3: 0.5230 (0.5156) loss_giou_dn_4: 0.5230 (0.5150) loss_giou_dn_5: 0.5229 (0.5150) loss_giou_dn_pre: 0.6478 (0.6482) loss_giou_enc_0: 0.7067 (0.7255) loss_giou_pre: 0.6303 (0.6377) loss_ddf_aux_0: 0.0776 (0.0742) loss_ddf_aux_1: 0.0090 (0.0091) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2507 (0.2674) loss_ddf_dn_1: 0.0312 (0.0335) loss_ddf_dn_2: 0.0054 (0.0061) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7048 (0.7208) loss_vfl_aux_0: 0.7814 (0.8055) loss_vfl_aux_1: 0.7827 (0.7816) loss_vfl_aux_2: 0.7570 (0.7574) loss_vfl_aux_3: 0.7313 (0.7322) loss_vfl_aux_4: 0.7104 (0.7221) loss_vfl_dn_0: 0.4954 (0.5052) loss_vfl_dn_1: 0.4577 (0.4601) loss_vfl_dn_2: 0.4474 (0.4452) loss_vfl_dn_3: 0.4365 (0.4344) loss_vfl_dn_4: 0.4308 (0.4305) loss_vfl_dn_5: 0.4305 (0.4300) loss_vfl_dn_pre: 0.4974 (0.5061) loss_vfl_enc_0: 0.7972 (0.7945) loss_vfl_pre: 0.7867 (0.8088) time: 0.7643 data: 0.0300 max mem: 9083 Epoch: [10] [2500/3696] eta: 0:14:58 lr: 0.000013 loss: 34.1793 (34.0222) loss_bbox: 0.1947 (0.2063) loss_bbox_aux_0: 0.2024 (0.2229) loss_bbox_aux_1: 0.1988 (0.2094) loss_bbox_aux_2: 0.1942 (0.2068) loss_bbox_aux_3: 0.1946 (0.2063) loss_bbox_aux_4: 0.1946 (0.2063) loss_bbox_dn_0: 0.3031 (0.2939) loss_bbox_dn_1: 0.2310 (0.2260) loss_bbox_dn_2: 0.2194 (0.2152) loss_bbox_dn_3: 0.2176 (0.2122) loss_bbox_dn_4: 0.2187 (0.2118) loss_bbox_dn_5: 0.2194 (0.2118) loss_bbox_dn_pre: 0.3050 (0.2986) loss_bbox_enc_0: 0.2573 (0.2708) loss_bbox_pre: 0.2025 (0.2231) loss_dfl: 0.9841 (0.9662) loss_fgl_aux_0: 1.0210 (1.0092) loss_fgl_aux_1: 0.9886 (0.9702) loss_fgl_aux_2: 0.9855 (0.9664) loss_fgl_aux_3: 0.9843 (0.9663) loss_fgl_aux_4: 0.9840 (0.9662) loss_fgl_dn_0: 1.1051 (1.1022) loss_fgl_dn_1: 1.0095 (1.0007) loss_fgl_dn_2: 1.0032 (0.9912) loss_fgl_dn_3: 1.0037 (0.9921) loss_fgl_dn_4: 1.0051 (0.9923) loss_fgl_dn_5: 1.0050 (0.9924) loss_giou: 0.5916 (0.6098) loss_giou_aux_0: 0.6110 (0.6399) loss_giou_aux_1: 0.5969 (0.6154) loss_giou_aux_2: 0.5932 (0.6105) loss_giou_aux_3: 0.5919 (0.6098) loss_giou_aux_4: 0.5918 (0.6098) loss_giou_dn_0: 0.6403 (0.6497) loss_giou_dn_1: 0.5217 (0.5375) loss_giou_dn_2: 0.5091 (0.5198) loss_giou_dn_3: 0.5064 (0.5156) loss_giou_dn_4: 0.5065 (0.5150) loss_giou_dn_5: 0.5069 (0.5150) loss_giou_dn_pre: 0.6396 (0.6481) loss_giou_enc_0: 0.7071 (0.7255) loss_giou_pre: 0.6120 (0.6377) loss_ddf_aux_0: 0.0710 (0.0742) loss_ddf_aux_1: 0.0085 (0.0091) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2460 (0.2675) loss_ddf_dn_1: 0.0301 (0.0336) loss_ddf_dn_2: 0.0057 (0.0060) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7216 (0.7208) loss_vfl_aux_0: 0.8213 (0.8054) loss_vfl_aux_1: 0.7942 (0.7815) loss_vfl_aux_2: 0.7667 (0.7572) loss_vfl_aux_3: 0.7316 (0.7321) loss_vfl_aux_4: 0.7217 (0.7220) loss_vfl_dn_0: 0.5030 (0.5051) loss_vfl_dn_1: 0.4574 (0.4601) loss_vfl_dn_2: 0.4412 (0.4453) loss_vfl_dn_3: 0.4301 (0.4344) loss_vfl_dn_4: 0.4291 (0.4306) loss_vfl_dn_5: 0.4259 (0.4301) loss_vfl_dn_pre: 0.5042 (0.5060) loss_vfl_enc_0: 0.8053 (0.7945) loss_vfl_pre: 0.8248 (0.8087) time: 0.7054 data: 0.0204 max mem: 9083 Epoch: [10] [2600/3696] eta: 0:13:42 lr: 0.000013 loss: 34.1164 (34.0209) loss_bbox: 0.1966 (0.2063) loss_bbox_aux_0: 0.2119 (0.2229) loss_bbox_aux_1: 0.1993 (0.2094) loss_bbox_aux_2: 0.1976 (0.2069) loss_bbox_aux_3: 0.1971 (0.2064) loss_bbox_aux_4: 0.1968 (0.2063) loss_bbox_dn_0: 0.2684 (0.2939) loss_bbox_dn_1: 0.2050 (0.2260) loss_bbox_dn_2: 0.1994 (0.2152) loss_bbox_dn_3: 0.1952 (0.2122) loss_bbox_dn_4: 0.1934 (0.2118) loss_bbox_dn_5: 0.1928 (0.2118) loss_bbox_dn_pre: 0.2710 (0.2986) loss_bbox_enc_0: 0.2566 (0.2709) loss_bbox_pre: 0.2101 (0.2232) loss_dfl: 0.9667 (0.9661) loss_fgl_aux_0: 1.0124 (1.0091) loss_fgl_aux_1: 0.9691 (0.9701) loss_fgl_aux_2: 0.9663 (0.9663) loss_fgl_aux_3: 0.9670 (0.9662) loss_fgl_aux_4: 0.9667 (0.9661) loss_fgl_dn_0: 1.1036 (1.1020) loss_fgl_dn_1: 1.0018 (1.0005) loss_fgl_dn_2: 0.9925 (0.9911) loss_fgl_dn_3: 0.9921 (0.9919) loss_fgl_dn_4: 0.9922 (0.9922) loss_fgl_dn_5: 0.9923 (0.9922) loss_giou: 0.5661 (0.6098) loss_giou_aux_0: 0.6094 (0.6399) loss_giou_aux_1: 0.5718 (0.6155) loss_giou_aux_2: 0.5661 (0.6105) loss_giou_aux_3: 0.5664 (0.6098) loss_giou_aux_4: 0.5660 (0.6098) loss_giou_dn_0: 0.6418 (0.6496) loss_giou_dn_1: 0.5205 (0.5374) loss_giou_dn_2: 0.5030 (0.5198) loss_giou_dn_3: 0.4980 (0.5155) loss_giou_dn_4: 0.4976 (0.5149) loss_giou_dn_5: 0.4975 (0.5149) loss_giou_dn_pre: 0.6401 (0.6480) loss_giou_enc_0: 0.7064 (0.7256) loss_giou_pre: 0.6072 (0.6377) loss_ddf_aux_0: 0.0764 (0.0741) loss_ddf_aux_1: 0.0089 (0.0091) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2759 (0.2672) loss_ddf_dn_1: 0.0322 (0.0335) loss_ddf_dn_2: 0.0055 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7174 (0.7209) loss_vfl_aux_0: 0.7913 (0.8054) loss_vfl_aux_1: 0.7756 (0.7815) loss_vfl_aux_2: 0.7433 (0.7572) loss_vfl_aux_3: 0.7212 (0.7322) loss_vfl_aux_4: 0.7113 (0.7221) loss_vfl_dn_0: 0.5074 (0.5051) loss_vfl_dn_1: 0.4579 (0.4600) loss_vfl_dn_2: 0.4420 (0.4452) loss_vfl_dn_3: 0.4308 (0.4344) loss_vfl_dn_4: 0.4242 (0.4306) loss_vfl_dn_5: 0.4241 (0.4300) loss_vfl_dn_pre: 0.5073 (0.5060) loss_vfl_enc_0: 0.8059 (0.7947) loss_vfl_pre: 0.7977 (0.8087) time: 0.7629 data: 0.0309 max mem: 9083 Epoch: [10] [2700/3696] eta: 0:12:28 lr: 0.000013 loss: 33.9488 (34.0198) loss_bbox: 0.1977 (0.2061) loss_bbox_aux_0: 0.2112 (0.2227) loss_bbox_aux_1: 0.1997 (0.2092) loss_bbox_aux_2: 0.1974 (0.2066) loss_bbox_aux_3: 0.1976 (0.2062) loss_bbox_aux_4: 0.1978 (0.2061) loss_bbox_dn_0: 0.2886 (0.2937) loss_bbox_dn_1: 0.2230 (0.2258) loss_bbox_dn_2: 0.2119 (0.2150) loss_bbox_dn_3: 0.2109 (0.2120) loss_bbox_dn_4: 0.2110 (0.2116) loss_bbox_dn_5: 0.2109 (0.2116) loss_bbox_dn_pre: 0.2917 (0.2984) loss_bbox_enc_0: 0.2526 (0.2706) loss_bbox_pre: 0.2094 (0.2229) loss_dfl: 0.9693 (0.9661) loss_fgl_aux_0: 1.0189 (1.0091) loss_fgl_aux_1: 0.9743 (0.9701) loss_fgl_aux_2: 0.9706 (0.9663) loss_fgl_aux_3: 0.9687 (0.9662) loss_fgl_aux_4: 0.9692 (0.9661) loss_fgl_dn_0: 1.0980 (1.1021) loss_fgl_dn_1: 1.0039 (1.0006) loss_fgl_dn_2: 0.9972 (0.9911) loss_fgl_dn_3: 0.9984 (0.9919) loss_fgl_dn_4: 0.9985 (0.9922) loss_fgl_dn_5: 0.9985 (0.9922) loss_giou: 0.5660 (0.6101) loss_giou_aux_0: 0.5971 (0.6401) loss_giou_aux_1: 0.5689 (0.6157) loss_giou_aux_2: 0.5666 (0.6108) loss_giou_aux_3: 0.5673 (0.6101) loss_giou_aux_4: 0.5665 (0.6101) loss_giou_dn_0: 0.6515 (0.6498) loss_giou_dn_1: 0.5358 (0.5376) loss_giou_dn_2: 0.5135 (0.5199) loss_giou_dn_3: 0.5057 (0.5157) loss_giou_dn_4: 0.5036 (0.5151) loss_giou_dn_5: 0.5038 (0.5151) loss_giou_dn_pre: 0.6496 (0.6482) loss_giou_enc_0: 0.6923 (0.7258) loss_giou_pre: 0.5921 (0.6380) loss_ddf_aux_0: 0.0739 (0.0740) loss_ddf_aux_1: 0.0089 (0.0091) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2560 (0.2672) loss_ddf_dn_1: 0.0316 (0.0335) loss_ddf_dn_2: 0.0060 (0.0060) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7216 (0.7208) loss_vfl_aux_0: 0.7911 (0.8053) loss_vfl_aux_1: 0.7806 (0.7814) loss_vfl_aux_2: 0.7485 (0.7571) loss_vfl_aux_3: 0.7416 (0.7321) loss_vfl_aux_4: 0.7250 (0.7220) loss_vfl_dn_0: 0.5002 (0.5051) loss_vfl_dn_1: 0.4617 (0.4600) loss_vfl_dn_2: 0.4471 (0.4452) loss_vfl_dn_3: 0.4383 (0.4343) loss_vfl_dn_4: 0.4327 (0.4305) loss_vfl_dn_5: 0.4321 (0.4300) loss_vfl_dn_pre: 0.5020 (0.5059) loss_vfl_enc_0: 0.7866 (0.7945) loss_vfl_pre: 0.8005 (0.8086) time: 0.7690 data: 0.0339 max mem: 9083 Epoch: [10] [2800/3696] eta: 0:11:13 lr: 0.000013 loss: 34.1541 (34.0226) loss_bbox: 0.2128 (0.2062) loss_bbox_aux_0: 0.2278 (0.2228) loss_bbox_aux_1: 0.2129 (0.2093) loss_bbox_aux_2: 0.2121 (0.2067) loss_bbox_aux_3: 0.2124 (0.2062) loss_bbox_aux_4: 0.2126 (0.2062) loss_bbox_dn_0: 0.3001 (0.2940) loss_bbox_dn_1: 0.2313 (0.2260) loss_bbox_dn_2: 0.2205 (0.2152) loss_bbox_dn_3: 0.2157 (0.2122) loss_bbox_dn_4: 0.2148 (0.2118) loss_bbox_dn_5: 0.2150 (0.2118) loss_bbox_dn_pre: 0.3076 (0.2987) loss_bbox_enc_0: 0.2733 (0.2707) loss_bbox_pre: 0.2274 (0.2230) loss_dfl: 0.9657 (0.9661) loss_fgl_aux_0: 0.9992 (1.0091) loss_fgl_aux_1: 0.9677 (0.9701) loss_fgl_aux_2: 0.9641 (0.9662) loss_fgl_aux_3: 0.9654 (0.9661) loss_fgl_aux_4: 0.9656 (0.9661) loss_fgl_dn_0: 1.0929 (1.1020) loss_fgl_dn_1: 0.9869 (1.0005) loss_fgl_dn_2: 0.9834 (0.9910) loss_fgl_dn_3: 0.9837 (0.9918) loss_fgl_dn_4: 0.9843 (0.9921) loss_fgl_dn_5: 0.9842 (0.9921) loss_giou: 0.5611 (0.6099) loss_giou_aux_0: 0.5805 (0.6400) loss_giou_aux_1: 0.5637 (0.6156) loss_giou_aux_2: 0.5588 (0.6106) loss_giou_aux_3: 0.5608 (0.6099) loss_giou_aux_4: 0.5608 (0.6099) loss_giou_dn_0: 0.6388 (0.6497) loss_giou_dn_1: 0.5215 (0.5375) loss_giou_dn_2: 0.5039 (0.5198) loss_giou_dn_3: 0.5007 (0.5156) loss_giou_dn_4: 0.5001 (0.5150) loss_giou_dn_5: 0.5001 (0.5150) loss_giou_dn_pre: 0.6352 (0.6482) loss_giou_enc_0: 0.6725 (0.7257) loss_giou_pre: 0.5815 (0.6378) loss_ddf_aux_0: 0.0732 (0.0741) loss_ddf_aux_1: 0.0089 (0.0091) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2626 (0.2671) loss_ddf_dn_1: 0.0332 (0.0335) loss_ddf_dn_2: 0.0061 (0.0060) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7346 (0.7212) loss_vfl_aux_0: 0.8226 (0.8056) loss_vfl_aux_1: 0.8112 (0.7817) loss_vfl_aux_2: 0.7900 (0.7575) loss_vfl_aux_3: 0.7476 (0.7327) loss_vfl_aux_4: 0.7377 (0.7224) loss_vfl_dn_0: 0.5160 (0.5052) loss_vfl_dn_1: 0.4625 (0.4601) loss_vfl_dn_2: 0.4479 (0.4453) loss_vfl_dn_3: 0.4351 (0.4344) loss_vfl_dn_4: 0.4319 (0.4306) loss_vfl_dn_5: 0.4276 (0.4300) loss_vfl_dn_pre: 0.5156 (0.5060) loss_vfl_enc_0: 0.7996 (0.7948) loss_vfl_pre: 0.8250 (0.8089) time: 0.7567 data: 0.0353 max mem: 9083 Epoch: [10] [2900/3696] eta: 0:09:57 lr: 0.000013 loss: 34.1235 (34.0193) loss_bbox: 0.2032 (0.2062) loss_bbox_aux_0: 0.2204 (0.2229) loss_bbox_aux_1: 0.2036 (0.2094) loss_bbox_aux_2: 0.2043 (0.2068) loss_bbox_aux_3: 0.2034 (0.2063) loss_bbox_aux_4: 0.2032 (0.2062) loss_bbox_dn_0: 0.3072 (0.2941) loss_bbox_dn_1: 0.2311 (0.2261) loss_bbox_dn_2: 0.2164 (0.2153) loss_bbox_dn_3: 0.2098 (0.2123) loss_bbox_dn_4: 0.2081 (0.2119) loss_bbox_dn_5: 0.2081 (0.2118) loss_bbox_dn_pre: 0.3093 (0.2989) loss_bbox_enc_0: 0.2808 (0.2708) loss_bbox_pre: 0.2213 (0.2231) loss_dfl: 0.9618 (0.9660) loss_fgl_aux_0: 1.0124 (1.0090) loss_fgl_aux_1: 0.9683 (0.9701) loss_fgl_aux_2: 0.9630 (0.9662) loss_fgl_aux_3: 0.9621 (0.9661) loss_fgl_aux_4: 0.9621 (0.9660) loss_fgl_dn_0: 1.1039 (1.1020) loss_fgl_dn_1: 0.9995 (1.0004) loss_fgl_dn_2: 0.9905 (0.9909) loss_fgl_dn_3: 0.9906 (0.9917) loss_fgl_dn_4: 0.9912 (0.9920) loss_fgl_dn_5: 0.9913 (0.9920) loss_giou: 0.5806 (0.6096) loss_giou_aux_0: 0.6172 (0.6396) loss_giou_aux_1: 0.5871 (0.6152) loss_giou_aux_2: 0.5813 (0.6103) loss_giou_aux_3: 0.5806 (0.6096) loss_giou_aux_4: 0.5809 (0.6096) loss_giou_dn_0: 0.6316 (0.6495) loss_giou_dn_1: 0.5246 (0.5372) loss_giou_dn_2: 0.5070 (0.5195) loss_giou_dn_3: 0.5034 (0.5153) loss_giou_dn_4: 0.5030 (0.5147) loss_giou_dn_5: 0.5030 (0.5147) loss_giou_dn_pre: 0.6297 (0.6480) loss_giou_enc_0: 0.7055 (0.7254) loss_giou_pre: 0.6149 (0.6375) loss_ddf_aux_0: 0.0743 (0.0741) loss_ddf_aux_1: 0.0100 (0.0091) loss_ddf_aux_2: 0.0017 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2571 (0.2673) loss_ddf_dn_1: 0.0347 (0.0336) loss_ddf_dn_2: 0.0069 (0.0060) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7104 (0.7213) loss_vfl_aux_0: 0.8079 (0.8058) loss_vfl_aux_1: 0.7866 (0.7817) loss_vfl_aux_2: 0.7501 (0.7575) loss_vfl_aux_3: 0.7297 (0.7327) loss_vfl_aux_4: 0.7168 (0.7225) loss_vfl_dn_0: 0.5068 (0.5051) loss_vfl_dn_1: 0.4572 (0.4601) loss_vfl_dn_2: 0.4442 (0.4452) loss_vfl_dn_3: 0.4250 (0.4343) loss_vfl_dn_4: 0.4232 (0.4305) loss_vfl_dn_5: 0.4224 (0.4299) loss_vfl_dn_pre: 0.5077 (0.5060) loss_vfl_enc_0: 0.7892 (0.7949) loss_vfl_pre: 0.8125 (0.8091) time: 0.7575 data: 0.0303 max mem: 9083 Epoch: [10] [3000/3696] eta: 0:08:42 lr: 0.000013 loss: 34.0429 (34.0250) loss_bbox: 0.2074 (0.2064) loss_bbox_aux_0: 0.2354 (0.2231) loss_bbox_aux_1: 0.2169 (0.2095) loss_bbox_aux_2: 0.2074 (0.2070) loss_bbox_aux_3: 0.2073 (0.2065) loss_bbox_aux_4: 0.2073 (0.2064) loss_bbox_dn_0: 0.2909 (0.2945) loss_bbox_dn_1: 0.2242 (0.2264) loss_bbox_dn_2: 0.2167 (0.2156) loss_bbox_dn_3: 0.2130 (0.2125) loss_bbox_dn_4: 0.2126 (0.2121) loss_bbox_dn_5: 0.2128 (0.2121) loss_bbox_dn_pre: 0.2922 (0.2992) loss_bbox_enc_0: 0.2817 (0.2710) loss_bbox_pre: 0.2339 (0.2233) loss_dfl: 0.9755 (0.9659) loss_fgl_aux_0: 1.0191 (1.0089) loss_fgl_aux_1: 0.9799 (0.9699) loss_fgl_aux_2: 0.9746 (0.9661) loss_fgl_aux_3: 0.9755 (0.9659) loss_fgl_aux_4: 0.9753 (0.9659) loss_fgl_dn_0: 1.1093 (1.1020) loss_fgl_dn_1: 0.9933 (1.0003) loss_fgl_dn_2: 0.9856 (0.9908) loss_fgl_dn_3: 0.9859 (0.9917) loss_fgl_dn_4: 0.9861 (0.9919) loss_fgl_dn_5: 0.9865 (0.9920) loss_giou: 0.5845 (0.6098) loss_giou_aux_0: 0.6157 (0.6398) loss_giou_aux_1: 0.5866 (0.6155) loss_giou_aux_2: 0.5837 (0.6105) loss_giou_aux_3: 0.5844 (0.6099) loss_giou_aux_4: 0.5845 (0.6098) loss_giou_dn_0: 0.6376 (0.6498) loss_giou_dn_1: 0.5246 (0.5374) loss_giou_dn_2: 0.5068 (0.5197) loss_giou_dn_3: 0.5019 (0.5155) loss_giou_dn_4: 0.5014 (0.5149) loss_giou_dn_5: 0.5009 (0.5148) loss_giou_dn_pre: 0.6338 (0.6482) loss_giou_enc_0: 0.7146 (0.7256) loss_giou_pre: 0.6120 (0.6377) loss_ddf_aux_0: 0.0736 (0.0741) loss_ddf_aux_1: 0.0094 (0.0091) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2779 (0.2673) loss_ddf_dn_1: 0.0352 (0.0336) loss_ddf_dn_2: 0.0066 (0.0060) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7152 (0.7214) loss_vfl_aux_0: 0.8109 (0.8057) loss_vfl_aux_1: 0.7776 (0.7817) loss_vfl_aux_2: 0.7686 (0.7575) loss_vfl_aux_3: 0.7284 (0.7328) loss_vfl_aux_4: 0.7127 (0.7226) loss_vfl_dn_0: 0.5020 (0.5051) loss_vfl_dn_1: 0.4547 (0.4600) loss_vfl_dn_2: 0.4451 (0.4452) loss_vfl_dn_3: 0.4347 (0.4343) loss_vfl_dn_4: 0.4313 (0.4305) loss_vfl_dn_5: 0.4312 (0.4300) loss_vfl_dn_pre: 0.5042 (0.5059) loss_vfl_enc_0: 0.8053 (0.7948) loss_vfl_pre: 0.8131 (0.8090) time: 0.7440 data: 0.0258 max mem: 9083 Epoch: [10] [3100/3696] eta: 0:07:28 lr: 0.000013 loss: 34.2702 (34.0293) loss_bbox: 0.2023 (0.2065) loss_bbox_aux_0: 0.2213 (0.2232) loss_bbox_aux_1: 0.2055 (0.2096) loss_bbox_aux_2: 0.2027 (0.2070) loss_bbox_aux_3: 0.2019 (0.2066) loss_bbox_aux_4: 0.2022 (0.2065) loss_bbox_dn_0: 0.2884 (0.2944) loss_bbox_dn_1: 0.2252 (0.2264) loss_bbox_dn_2: 0.2173 (0.2155) loss_bbox_dn_3: 0.2152 (0.2125) loss_bbox_dn_4: 0.2144 (0.2121) loss_bbox_dn_5: 0.2142 (0.2121) loss_bbox_dn_pre: 0.2992 (0.2991) loss_bbox_enc_0: 0.2653 (0.2711) loss_bbox_pre: 0.2205 (0.2234) loss_dfl: 0.9806 (0.9662) loss_fgl_aux_0: 1.0270 (1.0092) loss_fgl_aux_1: 0.9890 (0.9702) loss_fgl_aux_2: 0.9808 (0.9663) loss_fgl_aux_3: 0.9810 (0.9662) loss_fgl_aux_4: 0.9808 (0.9662) loss_fgl_dn_0: 1.1055 (1.1020) loss_fgl_dn_1: 1.0085 (1.0004) loss_fgl_dn_2: 0.9984 (0.9909) loss_fgl_dn_3: 1.0001 (0.9918) loss_fgl_dn_4: 0.9996 (0.9920) loss_fgl_dn_5: 0.9996 (0.9921) loss_giou: 0.5748 (0.6098) loss_giou_aux_0: 0.6021 (0.6397) loss_giou_aux_1: 0.5801 (0.6154) loss_giou_aux_2: 0.5726 (0.6104) loss_giou_aux_3: 0.5742 (0.6098) loss_giou_aux_4: 0.5748 (0.6098) loss_giou_dn_0: 0.6339 (0.6497) loss_giou_dn_1: 0.5185 (0.5374) loss_giou_dn_2: 0.5000 (0.5197) loss_giou_dn_3: 0.4989 (0.5154) loss_giou_dn_4: 0.4989 (0.5149) loss_giou_dn_5: 0.4988 (0.5148) loss_giou_dn_pre: 0.6332 (0.6482) loss_giou_enc_0: 0.6795 (0.7256) loss_giou_pre: 0.6009 (0.6376) loss_ddf_aux_0: 0.0725 (0.0741) loss_ddf_aux_1: 0.0096 (0.0091) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2680 (0.2674) loss_ddf_dn_1: 0.0341 (0.0336) loss_ddf_dn_2: 0.0062 (0.0060) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7335 (0.7216) loss_vfl_aux_0: 0.8165 (0.8060) loss_vfl_aux_1: 0.7928 (0.7820) loss_vfl_aux_2: 0.7712 (0.7578) loss_vfl_aux_3: 0.7540 (0.7330) loss_vfl_aux_4: 0.7327 (0.7228) loss_vfl_dn_0: 0.5150 (0.5051) loss_vfl_dn_1: 0.4653 (0.4600) loss_vfl_dn_2: 0.4535 (0.4452) loss_vfl_dn_3: 0.4428 (0.4344) loss_vfl_dn_4: 0.4385 (0.4306) loss_vfl_dn_5: 0.4379 (0.4301) loss_vfl_dn_pre: 0.5175 (0.5060) loss_vfl_enc_0: 0.8253 (0.7950) loss_vfl_pre: 0.8275 (0.8093) time: 0.7463 data: 0.0301 max mem: 9083 Epoch: [10] [3200/3696] eta: 0:06:13 lr: 0.000013 loss: 34.3969 (34.0284) loss_bbox: 0.2030 (0.2066) loss_bbox_aux_0: 0.2179 (0.2233) loss_bbox_aux_1: 0.2083 (0.2097) loss_bbox_aux_2: 0.2052 (0.2071) loss_bbox_aux_3: 0.2031 (0.2066) loss_bbox_aux_4: 0.2030 (0.2066) loss_bbox_dn_0: 0.2785 (0.2943) loss_bbox_dn_1: 0.2197 (0.2263) loss_bbox_dn_2: 0.2157 (0.2155) loss_bbox_dn_3: 0.2106 (0.2125) loss_bbox_dn_4: 0.2098 (0.2120) loss_bbox_dn_5: 0.2097 (0.2120) loss_bbox_dn_pre: 0.2822 (0.2991) loss_bbox_enc_0: 0.2775 (0.2712) loss_bbox_pre: 0.2155 (0.2235) loss_dfl: 0.9875 (0.9661) loss_fgl_aux_0: 1.0249 (1.0092) loss_fgl_aux_1: 0.9886 (0.9702) loss_fgl_aux_2: 0.9866 (0.9663) loss_fgl_aux_3: 0.9877 (0.9662) loss_fgl_aux_4: 0.9873 (0.9661) loss_fgl_dn_0: 1.1084 (1.1021) loss_fgl_dn_1: 1.0114 (1.0004) loss_fgl_dn_2: 1.0009 (0.9910) loss_fgl_dn_3: 1.0022 (0.9918) loss_fgl_dn_4: 1.0025 (0.9921) loss_fgl_dn_5: 1.0026 (0.9921) loss_giou: 0.6073 (0.6097) loss_giou_aux_0: 0.6346 (0.6397) loss_giou_aux_1: 0.6126 (0.6154) loss_giou_aux_2: 0.6092 (0.6104) loss_giou_aux_3: 0.6075 (0.6097) loss_giou_aux_4: 0.6080 (0.6097) loss_giou_dn_0: 0.6492 (0.6495) loss_giou_dn_1: 0.5396 (0.5372) loss_giou_dn_2: 0.5199 (0.5195) loss_giou_dn_3: 0.5167 (0.5152) loss_giou_dn_4: 0.5159 (0.5147) loss_giou_dn_5: 0.5158 (0.5146) loss_giou_dn_pre: 0.6462 (0.6480) loss_giou_enc_0: 0.7192 (0.7255) loss_giou_pre: 0.6352 (0.6375) loss_ddf_aux_0: 0.0718 (0.0741) loss_ddf_aux_1: 0.0100 (0.0091) loss_ddf_aux_2: 0.0017 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2525 (0.2674) loss_ddf_dn_1: 0.0332 (0.0336) loss_ddf_dn_2: 0.0060 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7239 (0.7217) loss_vfl_aux_0: 0.7910 (0.8061) loss_vfl_aux_1: 0.7914 (0.7821) loss_vfl_aux_2: 0.7570 (0.7580) loss_vfl_aux_3: 0.7343 (0.7332) loss_vfl_aux_4: 0.7217 (0.7229) loss_vfl_dn_0: 0.5005 (0.5051) loss_vfl_dn_1: 0.4557 (0.4600) loss_vfl_dn_2: 0.4432 (0.4452) loss_vfl_dn_3: 0.4339 (0.4343) loss_vfl_dn_4: 0.4308 (0.4305) loss_vfl_dn_5: 0.4290 (0.4300) loss_vfl_dn_pre: 0.5023 (0.5060) loss_vfl_enc_0: 0.7737 (0.7948) loss_vfl_pre: 0.7922 (0.8093) time: 0.7695 data: 0.0351 max mem: 9083 Epoch: [10] [3300/3696] eta: 0:04:58 lr: 0.000013 loss: 34.1552 (34.0284) loss_bbox: 0.2055 (0.2067) loss_bbox_aux_0: 0.2192 (0.2234) loss_bbox_aux_1: 0.2095 (0.2098) loss_bbox_aux_2: 0.2063 (0.2072) loss_bbox_aux_3: 0.2058 (0.2068) loss_bbox_aux_4: 0.2057 (0.2067) loss_bbox_dn_0: 0.2906 (0.2944) loss_bbox_dn_1: 0.2238 (0.2263) loss_bbox_dn_2: 0.2150 (0.2155) loss_bbox_dn_3: 0.2127 (0.2125) loss_bbox_dn_4: 0.2123 (0.2121) loss_bbox_dn_5: 0.2122 (0.2121) loss_bbox_dn_pre: 0.2935 (0.2991) loss_bbox_enc_0: 0.2646 (0.2714) loss_bbox_pre: 0.2222 (0.2236) loss_dfl: 0.9792 (0.9663) loss_fgl_aux_0: 1.0212 (1.0093) loss_fgl_aux_1: 0.9858 (0.9704) loss_fgl_aux_2: 0.9798 (0.9665) loss_fgl_aux_3: 0.9790 (0.9664) loss_fgl_aux_4: 0.9792 (0.9663) loss_fgl_dn_0: 1.1070 (1.1022) loss_fgl_dn_1: 1.0016 (1.0004) loss_fgl_dn_2: 0.9900 (0.9910) loss_fgl_dn_3: 0.9928 (0.9918) loss_fgl_dn_4: 0.9923 (0.9921) loss_fgl_dn_5: 0.9924 (0.9921) loss_giou: 0.5802 (0.6094) loss_giou_aux_0: 0.6057 (0.6394) loss_giou_aux_1: 0.5830 (0.6151) loss_giou_aux_2: 0.5821 (0.6101) loss_giou_aux_3: 0.5807 (0.6095) loss_giou_aux_4: 0.5803 (0.6094) loss_giou_dn_0: 0.6271 (0.6493) loss_giou_dn_1: 0.5139 (0.5370) loss_giou_dn_2: 0.4952 (0.5192) loss_giou_dn_3: 0.4885 (0.5150) loss_giou_dn_4: 0.4881 (0.5144) loss_giou_dn_5: 0.4882 (0.5144) loss_giou_dn_pre: 0.6259 (0.6478) loss_giou_enc_0: 0.6886 (0.7252) loss_giou_pre: 0.6060 (0.6373) loss_ddf_aux_0: 0.0804 (0.0741) loss_ddf_aux_1: 0.0096 (0.0091) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2806 (0.2676) loss_ddf_dn_1: 0.0327 (0.0336) loss_ddf_dn_2: 0.0054 (0.0060) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7338 (0.7219) loss_vfl_aux_0: 0.8121 (0.8061) loss_vfl_aux_1: 0.7908 (0.7823) loss_vfl_aux_2: 0.7774 (0.7583) loss_vfl_aux_3: 0.7457 (0.7334) loss_vfl_aux_4: 0.7350 (0.7231) loss_vfl_dn_0: 0.5057 (0.5051) loss_vfl_dn_1: 0.4542 (0.4600) loss_vfl_dn_2: 0.4399 (0.4452) loss_vfl_dn_3: 0.4310 (0.4343) loss_vfl_dn_4: 0.4279 (0.4305) loss_vfl_dn_5: 0.4272 (0.4300) loss_vfl_dn_pre: 0.5066 (0.5060) loss_vfl_enc_0: 0.7939 (0.7949) loss_vfl_pre: 0.8158 (0.8094) time: 0.7567 data: 0.0337 max mem: 9083 Epoch: [10] [3400/3696] eta: 0:03:42 lr: 0.000013 loss: 33.4109 (34.0247) loss_bbox: 0.1925 (0.2066) loss_bbox_aux_0: 0.2168 (0.2234) loss_bbox_aux_1: 0.2010 (0.2098) loss_bbox_aux_2: 0.1942 (0.2072) loss_bbox_aux_3: 0.1929 (0.2067) loss_bbox_aux_4: 0.1926 (0.2067) loss_bbox_dn_0: 0.2843 (0.2943) loss_bbox_dn_1: 0.2154 (0.2262) loss_bbox_dn_2: 0.2039 (0.2154) loss_bbox_dn_3: 0.2029 (0.2124) loss_bbox_dn_4: 0.2032 (0.2120) loss_bbox_dn_5: 0.2031 (0.2119) loss_bbox_dn_pre: 0.2869 (0.2990) loss_bbox_enc_0: 0.2685 (0.2714) loss_bbox_pre: 0.2192 (0.2236) loss_dfl: 0.9800 (0.9662) loss_fgl_aux_0: 1.0401 (1.0092) loss_fgl_aux_1: 0.9851 (0.9703) loss_fgl_aux_2: 0.9797 (0.9664) loss_fgl_aux_3: 0.9797 (0.9663) loss_fgl_aux_4: 0.9798 (0.9663) loss_fgl_dn_0: 1.1159 (1.1022) loss_fgl_dn_1: 1.0000 (1.0004) loss_fgl_dn_2: 0.9869 (0.9910) loss_fgl_dn_3: 0.9878 (0.9918) loss_fgl_dn_4: 0.9883 (0.9921) loss_fgl_dn_5: 0.9883 (0.9921) loss_giou: 0.5470 (0.6095) loss_giou_aux_0: 0.5861 (0.6394) loss_giou_aux_1: 0.5591 (0.6151) loss_giou_aux_2: 0.5453 (0.6102) loss_giou_aux_3: 0.5468 (0.6095) loss_giou_aux_4: 0.5471 (0.6095) loss_giou_dn_0: 0.6011 (0.6491) loss_giou_dn_1: 0.4824 (0.5368) loss_giou_dn_2: 0.4644 (0.5191) loss_giou_dn_3: 0.4622 (0.5148) loss_giou_dn_4: 0.4623 (0.5142) loss_giou_dn_5: 0.4626 (0.5142) loss_giou_dn_pre: 0.5991 (0.6476) loss_giou_enc_0: 0.6671 (0.7253) loss_giou_pre: 0.5838 (0.6373) loss_ddf_aux_0: 0.0718 (0.0741) loss_ddf_aux_1: 0.0097 (0.0091) loss_ddf_aux_2: 0.0017 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2707 (0.2676) loss_ddf_dn_1: 0.0349 (0.0336) loss_ddf_dn_2: 0.0056 (0.0060) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7258 (0.7218) loss_vfl_aux_0: 0.8218 (0.8062) loss_vfl_aux_1: 0.7789 (0.7824) loss_vfl_aux_2: 0.7566 (0.7582) loss_vfl_aux_3: 0.7313 (0.7332) loss_vfl_aux_4: 0.7284 (0.7229) loss_vfl_dn_0: 0.5041 (0.5051) loss_vfl_dn_1: 0.4559 (0.4599) loss_vfl_dn_2: 0.4392 (0.4451) loss_vfl_dn_3: 0.4277 (0.4342) loss_vfl_dn_4: 0.4273 (0.4304) loss_vfl_dn_5: 0.4267 (0.4299) loss_vfl_dn_pre: 0.5062 (0.5059) loss_vfl_enc_0: 0.7977 (0.7947) loss_vfl_pre: 0.8265 (0.8094) time: 0.7724 data: 0.0279 max mem: 9083 Epoch: [10] [3500/3696] eta: 0:02:27 lr: 0.000013 loss: 33.7873 (34.0261) loss_bbox: 0.2076 (0.2067) loss_bbox_aux_0: 0.2183 (0.2234) loss_bbox_aux_1: 0.2088 (0.2099) loss_bbox_aux_2: 0.2095 (0.2073) loss_bbox_aux_3: 0.2077 (0.2068) loss_bbox_aux_4: 0.2075 (0.2067) loss_bbox_dn_0: 0.2802 (0.2943) loss_bbox_dn_1: 0.2162 (0.2262) loss_bbox_dn_2: 0.2039 (0.2154) loss_bbox_dn_3: 0.2032 (0.2124) loss_bbox_dn_4: 0.2023 (0.2120) loss_bbox_dn_5: 0.2021 (0.2119) loss_bbox_dn_pre: 0.2812 (0.2990) loss_bbox_enc_0: 0.2612 (0.2716) loss_bbox_pre: 0.2174 (0.2237) loss_dfl: 0.9705 (0.9662) loss_fgl_aux_0: 1.0143 (1.0091) loss_fgl_aux_1: 0.9740 (0.9703) loss_fgl_aux_2: 0.9694 (0.9664) loss_fgl_aux_3: 0.9705 (0.9663) loss_fgl_aux_4: 0.9705 (0.9662) loss_fgl_dn_0: 1.0967 (1.1021) loss_fgl_dn_1: 1.0030 (1.0004) loss_fgl_dn_2: 0.9920 (0.9909) loss_fgl_dn_3: 0.9919 (0.9918) loss_fgl_dn_4: 0.9928 (0.9920) loss_fgl_dn_5: 0.9929 (0.9921) loss_giou: 0.6186 (0.6095) loss_giou_aux_0: 0.6460 (0.6394) loss_giou_aux_1: 0.6217 (0.6151) loss_giou_aux_2: 0.6204 (0.6102) loss_giou_aux_3: 0.6197 (0.6095) loss_giou_aux_4: 0.6188 (0.6095) loss_giou_dn_0: 0.6459 (0.6490) loss_giou_dn_1: 0.5421 (0.5367) loss_giou_dn_2: 0.5200 (0.5190) loss_giou_dn_3: 0.5183 (0.5148) loss_giou_dn_4: 0.5175 (0.5142) loss_giou_dn_5: 0.5177 (0.5142) loss_giou_dn_pre: 0.6475 (0.6475) loss_giou_enc_0: 0.7289 (0.7252) loss_giou_pre: 0.6412 (0.6373) loss_ddf_aux_0: 0.0667 (0.0740) loss_ddf_aux_1: 0.0085 (0.0091) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2654 (0.2675) loss_ddf_dn_1: 0.0330 (0.0336) loss_ddf_dn_2: 0.0060 (0.0060) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6977 (0.7219) loss_vfl_aux_0: 0.7960 (0.8064) loss_vfl_aux_1: 0.7871 (0.7826) loss_vfl_aux_2: 0.7544 (0.7584) loss_vfl_aux_3: 0.7227 (0.7334) loss_vfl_aux_4: 0.7056 (0.7230) loss_vfl_dn_0: 0.5023 (0.5051) loss_vfl_dn_1: 0.4584 (0.4599) loss_vfl_dn_2: 0.4431 (0.4451) loss_vfl_dn_3: 0.4337 (0.4342) loss_vfl_dn_4: 0.4271 (0.4304) loss_vfl_dn_5: 0.4268 (0.4299) loss_vfl_dn_pre: 0.5018 (0.5060) loss_vfl_enc_0: 0.8054 (0.7950) loss_vfl_pre: 0.8093 (0.8097) time: 0.7650 data: 0.0333 max mem: 9083 Epoch: [10] [3600/3696] eta: 0:01:12 lr: 0.000013 loss: 34.0764 (34.0299) loss_bbox: 0.2046 (0.2069) loss_bbox_aux_0: 0.2245 (0.2236) loss_bbox_aux_1: 0.2062 (0.2101) loss_bbox_aux_2: 0.2070 (0.2074) loss_bbox_aux_3: 0.2047 (0.2070) loss_bbox_aux_4: 0.2048 (0.2069) loss_bbox_dn_0: 0.2915 (0.2942) loss_bbox_dn_1: 0.2229 (0.2262) loss_bbox_dn_2: 0.2084 (0.2154) loss_bbox_dn_3: 0.2075 (0.2124) loss_bbox_dn_4: 0.2065 (0.2119) loss_bbox_dn_5: 0.2063 (0.2119) loss_bbox_dn_pre: 0.2980 (0.2990) loss_bbox_enc_0: 0.2700 (0.2716) loss_bbox_pre: 0.2228 (0.2238) loss_dfl: 0.9695 (0.9664) loss_fgl_aux_0: 1.0092 (1.0093) loss_fgl_aux_1: 0.9737 (0.9705) loss_fgl_aux_2: 0.9694 (0.9666) loss_fgl_aux_3: 0.9695 (0.9665) loss_fgl_aux_4: 0.9695 (0.9664) loss_fgl_dn_0: 1.0994 (1.1022) loss_fgl_dn_1: 1.0018 (1.0005) loss_fgl_dn_2: 0.9958 (0.9910) loss_fgl_dn_3: 0.9947 (0.9919) loss_fgl_dn_4: 0.9948 (0.9921) loss_fgl_dn_5: 0.9948 (0.9922) loss_giou: 0.6091 (0.6096) loss_giou_aux_0: 0.6349 (0.6395) loss_giou_aux_1: 0.6125 (0.6152) loss_giou_aux_2: 0.6084 (0.6103) loss_giou_aux_3: 0.6083 (0.6096) loss_giou_aux_4: 0.6086 (0.6096) loss_giou_dn_0: 0.6468 (0.6490) loss_giou_dn_1: 0.5418 (0.5367) loss_giou_dn_2: 0.5278 (0.5190) loss_giou_dn_3: 0.5261 (0.5148) loss_giou_dn_4: 0.5261 (0.5142) loss_giou_dn_5: 0.5261 (0.5142) loss_giou_dn_pre: 0.6418 (0.6475) loss_giou_enc_0: 0.7198 (0.7252) loss_giou_pre: 0.6304 (0.6373) loss_ddf_aux_0: 0.0674 (0.0739) loss_ddf_aux_1: 0.0093 (0.0091) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2437 (0.2675) loss_ddf_dn_1: 0.0315 (0.0335) loss_ddf_dn_2: 0.0061 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7017 (0.7221) loss_vfl_aux_0: 0.7758 (0.8064) loss_vfl_aux_1: 0.7474 (0.7826) loss_vfl_aux_2: 0.7412 (0.7586) loss_vfl_aux_3: 0.7211 (0.7335) loss_vfl_aux_4: 0.6995 (0.7232) loss_vfl_dn_0: 0.4987 (0.5051) loss_vfl_dn_1: 0.4590 (0.4600) loss_vfl_dn_2: 0.4479 (0.4451) loss_vfl_dn_3: 0.4368 (0.4343) loss_vfl_dn_4: 0.4308 (0.4304) loss_vfl_dn_5: 0.4304 (0.4299) loss_vfl_dn_pre: 0.4995 (0.5060) loss_vfl_enc_0: 0.7894 (0.7951) loss_vfl_pre: 0.7756 (0.8096) time: 0.7553 data: 0.0298 max mem: 9083 Epoch: [10] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 34.2939 (34.0297) loss_bbox: 0.2019 (0.2069) loss_bbox_aux_0: 0.2177 (0.2236) loss_bbox_aux_1: 0.2050 (0.2100) loss_bbox_aux_2: 0.2041 (0.2074) loss_bbox_aux_3: 0.2019 (0.2069) loss_bbox_aux_4: 0.2018 (0.2069) loss_bbox_dn_0: 0.2815 (0.2942) loss_bbox_dn_1: 0.2166 (0.2261) loss_bbox_dn_2: 0.2051 (0.2153) loss_bbox_dn_3: 0.2039 (0.2123) loss_bbox_dn_4: 0.2028 (0.2119) loss_bbox_dn_5: 0.2024 (0.2119) loss_bbox_dn_pre: 0.2862 (0.2989) loss_bbox_enc_0: 0.2572 (0.2716) loss_bbox_pre: 0.2175 (0.2238) loss_dfl: 0.9471 (0.9663) loss_fgl_aux_0: 0.9814 (1.0091) loss_fgl_aux_1: 0.9485 (0.9704) loss_fgl_aux_2: 0.9463 (0.9665) loss_fgl_aux_3: 0.9467 (0.9664) loss_fgl_aux_4: 0.9473 (0.9663) loss_fgl_dn_0: 1.0930 (1.1020) loss_fgl_dn_1: 0.9952 (1.0004) loss_fgl_dn_2: 0.9878 (0.9910) loss_fgl_dn_3: 0.9884 (0.9918) loss_fgl_dn_4: 0.9884 (0.9921) loss_fgl_dn_5: 0.9885 (0.9921) loss_giou: 0.6381 (0.6099) loss_giou_aux_0: 0.6755 (0.6398) loss_giou_aux_1: 0.6469 (0.6156) loss_giou_aux_2: 0.6375 (0.6106) loss_giou_aux_3: 0.6369 (0.6100) loss_giou_aux_4: 0.6374 (0.6100) loss_giou_dn_0: 0.6709 (0.6492) loss_giou_dn_1: 0.5525 (0.5368) loss_giou_dn_2: 0.5356 (0.5192) loss_giou_dn_3: 0.5337 (0.5149) loss_giou_dn_4: 0.5325 (0.5143) loss_giou_dn_5: 0.5324 (0.5143) loss_giou_dn_pre: 0.6670 (0.6477) loss_giou_enc_0: 0.7424 (0.7255) loss_giou_pre: 0.6725 (0.6377) loss_ddf_aux_0: 0.0694 (0.0739) loss_ddf_aux_1: 0.0089 (0.0091) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2408 (0.2673) loss_ddf_dn_1: 0.0312 (0.0335) loss_ddf_dn_2: 0.0062 (0.0060) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7045 (0.7220) loss_vfl_aux_0: 0.7922 (0.8061) loss_vfl_aux_1: 0.7629 (0.7824) loss_vfl_aux_2: 0.7269 (0.7583) loss_vfl_aux_3: 0.7037 (0.7333) loss_vfl_aux_4: 0.7066 (0.7231) loss_vfl_dn_0: 0.5005 (0.5050) loss_vfl_dn_1: 0.4571 (0.4599) loss_vfl_dn_2: 0.4413 (0.4450) loss_vfl_dn_3: 0.4288 (0.4342) loss_vfl_dn_4: 0.4256 (0.4303) loss_vfl_dn_5: 0.4256 (0.4298) loss_vfl_dn_pre: 0.5012 (0.5059) loss_vfl_enc_0: 0.7800 (0.7949) loss_vfl_pre: 0.7965 (0.8094) time: 0.7578 data: 0.0344 max mem: 9083 Epoch: [10] Total time: 0:46:25 (0.7537 s / it) Averaged stats: lr: 0.000013 loss: 34.2939 (34.0297) loss_bbox: 0.2019 (0.2069) loss_bbox_aux_0: 0.2177 (0.2236) loss_bbox_aux_1: 0.2050 (0.2100) loss_bbox_aux_2: 0.2041 (0.2074) loss_bbox_aux_3: 0.2019 (0.2069) loss_bbox_aux_4: 0.2018 (0.2069) loss_bbox_dn_0: 0.2815 (0.2942) loss_bbox_dn_1: 0.2166 (0.2261) loss_bbox_dn_2: 0.2051 (0.2153) loss_bbox_dn_3: 0.2039 (0.2123) loss_bbox_dn_4: 0.2028 (0.2119) loss_bbox_dn_5: 0.2024 (0.2119) loss_bbox_dn_pre: 0.2862 (0.2989) loss_bbox_enc_0: 0.2572 (0.2716) loss_bbox_pre: 0.2175 (0.2238) loss_dfl: 0.9471 (0.9663) loss_fgl_aux_0: 0.9814 (1.0091) loss_fgl_aux_1: 0.9485 (0.9704) loss_fgl_aux_2: 0.9463 (0.9665) loss_fgl_aux_3: 0.9467 (0.9664) loss_fgl_aux_4: 0.9473 (0.9663) loss_fgl_dn_0: 1.0930 (1.1020) loss_fgl_dn_1: 0.9952 (1.0004) loss_fgl_dn_2: 0.9878 (0.9910) loss_fgl_dn_3: 0.9884 (0.9918) loss_fgl_dn_4: 0.9884 (0.9921) loss_fgl_dn_5: 0.9885 (0.9921) loss_giou: 0.6381 (0.6099) loss_giou_aux_0: 0.6755 (0.6398) loss_giou_aux_1: 0.6469 (0.6156) loss_giou_aux_2: 0.6375 (0.6106) loss_giou_aux_3: 0.6369 (0.6100) loss_giou_aux_4: 0.6374 (0.6100) loss_giou_dn_0: 0.6709 (0.6492) loss_giou_dn_1: 0.5525 (0.5368) loss_giou_dn_2: 0.5356 (0.5192) loss_giou_dn_3: 0.5337 (0.5149) loss_giou_dn_4: 0.5325 (0.5143) loss_giou_dn_5: 0.5324 (0.5143) loss_giou_dn_pre: 0.6670 (0.6477) loss_giou_enc_0: 0.7424 (0.7255) loss_giou_pre: 0.6725 (0.6377) loss_ddf_aux_0: 0.0694 (0.0739) loss_ddf_aux_1: 0.0089 (0.0091) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2408 (0.2673) loss_ddf_dn_1: 0.0312 (0.0335) loss_ddf_dn_2: 0.0062 (0.0060) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7045 (0.7220) loss_vfl_aux_0: 0.7922 (0.8061) loss_vfl_aux_1: 0.7629 (0.7824) loss_vfl_aux_2: 0.7269 (0.7583) loss_vfl_aux_3: 0.7037 (0.7333) loss_vfl_aux_4: 0.7066 (0.7231) loss_vfl_dn_0: 0.5005 (0.5050) loss_vfl_dn_1: 0.4571 (0.4599) loss_vfl_dn_2: 0.4413 (0.4450) loss_vfl_dn_3: 0.4288 (0.4342) loss_vfl_dn_4: 0.4256 (0.4303) loss_vfl_dn_5: 0.4256 (0.4298) loss_vfl_dn_pre: 0.5012 (0.5059) loss_vfl_enc_0: 0.7800 (0.7949) loss_vfl_pre: 0.7965 (0.8094) Test: [ 0/79] eta: 0:03:13 time: 2.4518 data: 1.7927 max mem: 9083 Test: [10/79] eta: 0:01:09 time: 1.0001 data: 0.2163 max mem: 9083 Test: [20/79] eta: 0:00:47 time: 0.7305 data: 0.0646 max mem: 9083 Test: [30/79] eta: 0:00:37 time: 0.6366 data: 0.0787 max mem: 9083 Test: [40/79] eta: 0:00:30 time: 0.7648 data: 0.0777 max mem: 9083 Test: [50/79] eta: 0:00:21 time: 0.7384 data: 0.0692 max mem: 9083 Test: [60/79] eta: 0:00:13 time: 0.6021 data: 0.0664 max mem: 9083 Test: [70/79] eta: 0:00:06 time: 0.5826 data: 0.0662 max mem: 9083 Test: [78/79] eta: 0:00:00 time: 0.6588 data: 0.0620 max mem: 9083 Test: Total time: 0:00:56 (0.7178 s / it) Averaged stats: Accumulating evaluation results... DONE (t=27.24s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.493 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.665 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.535 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.292 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.542 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.678 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.377 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.628 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.697 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.496 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.753 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.882 best_stat: {'epoch': 10, 'coco_eval_bbox': 0.4933354516100029} Epoch: [11] [ 0/3696] eta: 2:32:13 lr: 0.000013 loss: 34.1215 (34.1215) loss_bbox: 0.2256 (0.2256) loss_bbox_aux_0: 0.2332 (0.2332) loss_bbox_aux_1: 0.2305 (0.2305) loss_bbox_aux_2: 0.2268 (0.2268) loss_bbox_aux_3: 0.2260 (0.2260) loss_bbox_aux_4: 0.2255 (0.2255) loss_bbox_dn_0: 0.2976 (0.2976) loss_bbox_dn_1: 0.2206 (0.2206) loss_bbox_dn_2: 0.2091 (0.2091) loss_bbox_dn_3: 0.2099 (0.2099) loss_bbox_dn_4: 0.2085 (0.2085) loss_bbox_dn_5: 0.2084 (0.2084) loss_bbox_dn_pre: 0.3047 (0.3047) loss_bbox_enc_0: 0.2737 (0.2737) loss_bbox_pre: 0.2343 (0.2343) loss_dfl: 1.0421 (1.0421) loss_fgl_aux_0: 1.0645 (1.0645) loss_fgl_aux_1: 1.0426 (1.0426) loss_fgl_aux_2: 1.0429 (1.0429) loss_fgl_aux_3: 1.0422 (1.0422) loss_fgl_aux_4: 1.0421 (1.0421) loss_fgl_dn_0: 1.1238 (1.1238) loss_fgl_dn_1: 1.0145 (1.0145) loss_fgl_dn_2: 1.0062 (1.0062) loss_fgl_dn_3: 1.0065 (1.0065) loss_fgl_dn_4: 1.0066 (1.0066) loss_fgl_dn_5: 1.0068 (1.0068) loss_giou: 0.5393 (0.5393) loss_giou_aux_0: 0.5631 (0.5631) loss_giou_aux_1: 0.5449 (0.5449) loss_giou_aux_2: 0.5395 (0.5395) loss_giou_aux_3: 0.5395 (0.5395) loss_giou_aux_4: 0.5394 (0.5394) loss_giou_dn_0: 0.6211 (0.6211) loss_giou_dn_1: 0.5042 (0.5042) loss_giou_dn_2: 0.4858 (0.4858) loss_giou_dn_3: 0.4820 (0.4820) loss_giou_dn_4: 0.4809 (0.4809) loss_giou_dn_5: 0.4806 (0.4806) loss_giou_dn_pre: 0.6200 (0.6200) loss_giou_enc_0: 0.6525 (0.6525) loss_giou_pre: 0.5631 (0.5631) loss_ddf_aux_0: 0.0738 (0.0738) loss_ddf_aux_1: 0.0084 (0.0084) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2694 (0.2694) loss_ddf_dn_1: 0.0317 (0.0317) loss_ddf_dn_2: 0.0063 (0.0063) loss_ddf_dn_3: 0.0010 (0.0010) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7288 (0.7288) loss_vfl_aux_0: 0.8317 (0.8317) loss_vfl_aux_1: 0.8245 (0.8245) loss_vfl_aux_2: 0.7822 (0.7822) loss_vfl_aux_3: 0.7402 (0.7402) loss_vfl_aux_4: 0.7369 (0.7369) loss_vfl_dn_0: 0.5129 (0.5129) loss_vfl_dn_1: 0.4724 (0.4724) loss_vfl_dn_2: 0.4615 (0.4615) loss_vfl_dn_3: 0.4448 (0.4448) loss_vfl_dn_4: 0.4382 (0.4382) loss_vfl_dn_5: 0.4359 (0.4359) loss_vfl_dn_pre: 0.5139 (0.5139) loss_vfl_enc_0: 0.8418 (0.8418) loss_vfl_pre: 0.8324 (0.8324) time: 2.4712 data: 1.8216 max mem: 9083 Epoch: [11] [ 100/3696] eta: 0:52:17 lr: 0.000013 loss: 33.4466 (33.8273) loss_bbox: 0.1948 (0.2016) loss_bbox_aux_0: 0.2077 (0.2183) loss_bbox_aux_1: 0.1973 (0.2050) loss_bbox_aux_2: 0.1957 (0.2022) loss_bbox_aux_3: 0.1948 (0.2016) loss_bbox_aux_4: 0.1948 (0.2016) loss_bbox_dn_0: 0.2626 (0.2909) loss_bbox_dn_1: 0.2066 (0.2228) loss_bbox_dn_2: 0.1917 (0.2118) loss_bbox_dn_3: 0.1902 (0.2089) loss_bbox_dn_4: 0.1903 (0.2085) loss_bbox_dn_5: 0.1904 (0.2085) loss_bbox_dn_pre: 0.2714 (0.2959) loss_bbox_enc_0: 0.2581 (0.2682) loss_bbox_pre: 0.2087 (0.2188) loss_dfl: 0.9690 (0.9629) loss_fgl_aux_0: 1.0013 (1.0056) loss_fgl_aux_1: 0.9733 (0.9673) loss_fgl_aux_2: 0.9681 (0.9633) loss_fgl_aux_3: 0.9687 (0.9631) loss_fgl_aux_4: 0.9689 (0.9630) loss_fgl_dn_0: 1.0977 (1.1020) loss_fgl_dn_1: 0.9876 (0.9975) loss_fgl_dn_2: 0.9774 (0.9875) loss_fgl_dn_3: 0.9785 (0.9882) loss_fgl_dn_4: 0.9783 (0.9884) loss_fgl_dn_5: 0.9781 (0.9884) loss_giou: 0.6057 (0.6057) loss_giou_aux_0: 0.6429 (0.6352) loss_giou_aux_1: 0.6118 (0.6108) loss_giou_aux_2: 0.6066 (0.6061) loss_giou_aux_3: 0.6053 (0.6056) loss_giou_aux_4: 0.6058 (0.6056) loss_giou_dn_0: 0.6361 (0.6452) loss_giou_dn_1: 0.5315 (0.5307) loss_giou_dn_2: 0.5156 (0.5131) loss_giou_dn_3: 0.5125 (0.5088) loss_giou_dn_4: 0.5119 (0.5082) loss_giou_dn_5: 0.5118 (0.5082) loss_giou_dn_pre: 0.6350 (0.6436) loss_giou_enc_0: 0.7198 (0.7201) loss_giou_pre: 0.6437 (0.6332) loss_ddf_aux_0: 0.0637 (0.0710) loss_ddf_aux_1: 0.0082 (0.0090) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2514 (0.2728) loss_ddf_dn_1: 0.0329 (0.0346) loss_ddf_dn_2: 0.0061 (0.0066) loss_ddf_dn_3: 0.0005 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7188 (0.7223) loss_vfl_aux_0: 0.7776 (0.8014) loss_vfl_aux_1: 0.7734 (0.7806) loss_vfl_aux_2: 0.7517 (0.7607) loss_vfl_aux_3: 0.7173 (0.7339) loss_vfl_aux_4: 0.7146 (0.7237) loss_vfl_dn_0: 0.4976 (0.5028) loss_vfl_dn_1: 0.4469 (0.4556) loss_vfl_dn_2: 0.4334 (0.4403) loss_vfl_dn_3: 0.4240 (0.4300) loss_vfl_dn_4: 0.4210 (0.4263) loss_vfl_dn_5: 0.4202 (0.4258) loss_vfl_dn_pre: 0.4981 (0.5035) loss_vfl_enc_0: 0.7852 (0.7972) loss_vfl_pre: 0.7816 (0.8045) time: 0.7451 data: 0.0324 max mem: 9083 Epoch: [11] [ 200/3696] eta: 0:48:19 lr: 0.000013 loss: 33.6359 (33.9157) loss_bbox: 0.2044 (0.2037) loss_bbox_aux_0: 0.2181 (0.2203) loss_bbox_aux_1: 0.2072 (0.2071) loss_bbox_aux_2: 0.2046 (0.2042) loss_bbox_aux_3: 0.2043 (0.2038) loss_bbox_aux_4: 0.2045 (0.2037) loss_bbox_dn_0: 0.2649 (0.2922) loss_bbox_dn_1: 0.2037 (0.2238) loss_bbox_dn_2: 0.1959 (0.2128) loss_bbox_dn_3: 0.1920 (0.2099) loss_bbox_dn_4: 0.1931 (0.2096) loss_bbox_dn_5: 0.1933 (0.2096) loss_bbox_dn_pre: 0.2715 (0.2969) loss_bbox_enc_0: 0.2596 (0.2683) loss_bbox_pre: 0.2181 (0.2207) loss_dfl: 0.9869 (0.9657) loss_fgl_aux_0: 1.0227 (1.0079) loss_fgl_aux_1: 0.9905 (0.9700) loss_fgl_aux_2: 0.9880 (0.9659) loss_fgl_aux_3: 0.9864 (0.9658) loss_fgl_aux_4: 0.9872 (0.9658) loss_fgl_dn_0: 1.0975 (1.1022) loss_fgl_dn_1: 1.0043 (0.9997) loss_fgl_dn_2: 0.9957 (0.9898) loss_fgl_dn_3: 0.9969 (0.9906) loss_fgl_dn_4: 0.9971 (0.9908) loss_fgl_dn_5: 0.9970 (0.9909) loss_giou: 0.5880 (0.6070) loss_giou_aux_0: 0.6067 (0.6369) loss_giou_aux_1: 0.5825 (0.6126) loss_giou_aux_2: 0.5849 (0.6076) loss_giou_aux_3: 0.5880 (0.6070) loss_giou_aux_4: 0.5878 (0.6069) loss_giou_dn_0: 0.6271 (0.6475) loss_giou_dn_1: 0.5163 (0.5336) loss_giou_dn_2: 0.5000 (0.5158) loss_giou_dn_3: 0.4982 (0.5116) loss_giou_dn_4: 0.4973 (0.5111) loss_giou_dn_5: 0.4974 (0.5111) loss_giou_dn_pre: 0.6267 (0.6459) loss_giou_enc_0: 0.6913 (0.7209) loss_giou_pre: 0.6024 (0.6348) loss_ddf_aux_0: 0.0714 (0.0706) loss_ddf_aux_1: 0.0101 (0.0092) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2592 (0.2683) loss_ddf_dn_1: 0.0331 (0.0340) loss_ddf_dn_2: 0.0057 (0.0061) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7064 (0.7223) loss_vfl_aux_0: 0.7780 (0.8016) loss_vfl_aux_1: 0.7535 (0.7834) loss_vfl_aux_2: 0.7448 (0.7603) loss_vfl_aux_3: 0.7131 (0.7337) loss_vfl_aux_4: 0.7051 (0.7239) loss_vfl_dn_0: 0.5061 (0.5043) loss_vfl_dn_1: 0.4579 (0.4578) loss_vfl_dn_2: 0.4461 (0.4428) loss_vfl_dn_3: 0.4349 (0.4321) loss_vfl_dn_4: 0.4298 (0.4280) loss_vfl_dn_5: 0.4280 (0.4276) loss_vfl_dn_pre: 0.5054 (0.5051) loss_vfl_enc_0: 0.7785 (0.7950) loss_vfl_pre: 0.7819 (0.8047) time: 0.8118 data: 0.0352 max mem: 9083 Epoch: [11] [ 300/3696] eta: 0:46:35 lr: 0.000013 loss: 33.7488 (33.9302) loss_bbox: 0.1931 (0.2047) loss_bbox_aux_0: 0.2078 (0.2214) loss_bbox_aux_1: 0.2004 (0.2080) loss_bbox_aux_2: 0.1946 (0.2052) loss_bbox_aux_3: 0.1929 (0.2047) loss_bbox_aux_4: 0.1930 (0.2047) loss_bbox_dn_0: 0.2844 (0.2930) loss_bbox_dn_1: 0.2248 (0.2244) loss_bbox_dn_2: 0.2134 (0.2134) loss_bbox_dn_3: 0.2108 (0.2104) loss_bbox_dn_4: 0.2108 (0.2100) loss_bbox_dn_5: 0.2105 (0.2100) loss_bbox_dn_pre: 0.2908 (0.2977) loss_bbox_enc_0: 0.2499 (0.2693) loss_bbox_pre: 0.2088 (0.2216) loss_dfl: 0.9780 (0.9669) loss_fgl_aux_0: 1.0234 (1.0089) loss_fgl_aux_1: 0.9839 (0.9711) loss_fgl_aux_2: 0.9775 (0.9671) loss_fgl_aux_3: 0.9773 (0.9669) loss_fgl_aux_4: 0.9779 (0.9669) loss_fgl_dn_0: 1.1014 (1.1019) loss_fgl_dn_1: 1.0009 (0.9997) loss_fgl_dn_2: 0.9946 (0.9903) loss_fgl_dn_3: 0.9957 (0.9911) loss_fgl_dn_4: 0.9962 (0.9914) loss_fgl_dn_5: 0.9963 (0.9914) loss_giou: 0.5449 (0.6076) loss_giou_aux_0: 0.5684 (0.6373) loss_giou_aux_1: 0.5491 (0.6130) loss_giou_aux_2: 0.5463 (0.6082) loss_giou_aux_3: 0.5452 (0.6076) loss_giou_aux_4: 0.5452 (0.6075) loss_giou_dn_0: 0.6213 (0.6477) loss_giou_dn_1: 0.5073 (0.5344) loss_giou_dn_2: 0.4880 (0.5166) loss_giou_dn_3: 0.4839 (0.5124) loss_giou_dn_4: 0.4832 (0.5118) loss_giou_dn_5: 0.4834 (0.5117) loss_giou_dn_pre: 0.6207 (0.6461) loss_giou_enc_0: 0.6652 (0.7220) loss_giou_pre: 0.5662 (0.6353) loss_ddf_aux_0: 0.0643 (0.0709) loss_ddf_aux_1: 0.0085 (0.0092) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2404 (0.2655) loss_ddf_dn_1: 0.0313 (0.0336) loss_ddf_dn_2: 0.0060 (0.0063) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7084 (0.7193) loss_vfl_aux_0: 0.7874 (0.8015) loss_vfl_aux_1: 0.7567 (0.7815) loss_vfl_aux_2: 0.7399 (0.7571) loss_vfl_aux_3: 0.7158 (0.7315) loss_vfl_aux_4: 0.7104 (0.7213) loss_vfl_dn_0: 0.4998 (0.5044) loss_vfl_dn_1: 0.4514 (0.4585) loss_vfl_dn_2: 0.4425 (0.4436) loss_vfl_dn_3: 0.4314 (0.4327) loss_vfl_dn_4: 0.4283 (0.4287) loss_vfl_dn_5: 0.4279 (0.4283) loss_vfl_dn_pre: 0.5016 (0.5052) loss_vfl_enc_0: 0.7836 (0.7925) loss_vfl_pre: 0.7948 (0.8048) time: 0.7036 data: 0.0200 max mem: 9083 Epoch: [11] [ 400/3696] eta: 0:44:31 lr: 0.000013 loss: 33.5757 (33.9136) loss_bbox: 0.1920 (0.2050) loss_bbox_aux_0: 0.2074 (0.2217) loss_bbox_aux_1: 0.1936 (0.2083) loss_bbox_aux_2: 0.1929 (0.2056) loss_bbox_aux_3: 0.1922 (0.2051) loss_bbox_aux_4: 0.1924 (0.2050) loss_bbox_dn_0: 0.2788 (0.2926) loss_bbox_dn_1: 0.2127 (0.2238) loss_bbox_dn_2: 0.2056 (0.2129) loss_bbox_dn_3: 0.2037 (0.2098) loss_bbox_dn_4: 0.2042 (0.2094) loss_bbox_dn_5: 0.2042 (0.2094) loss_bbox_dn_pre: 0.2864 (0.2973) loss_bbox_enc_0: 0.2495 (0.2697) loss_bbox_pre: 0.2052 (0.2220) loss_dfl: 0.9650 (0.9667) loss_fgl_aux_0: 1.0001 (1.0085) loss_fgl_aux_1: 0.9675 (0.9707) loss_fgl_aux_2: 0.9660 (0.9669) loss_fgl_aux_3: 0.9662 (0.9667) loss_fgl_aux_4: 0.9656 (0.9667) loss_fgl_dn_0: 1.0935 (1.1022) loss_fgl_dn_1: 0.9936 (0.9998) loss_fgl_dn_2: 0.9851 (0.9904) loss_fgl_dn_3: 0.9856 (0.9913) loss_fgl_dn_4: 0.9860 (0.9916) loss_fgl_dn_5: 0.9861 (0.9916) loss_giou: 0.6125 (0.6079) loss_giou_aux_0: 0.6398 (0.6377) loss_giou_aux_1: 0.6198 (0.6135) loss_giou_aux_2: 0.6126 (0.6086) loss_giou_aux_3: 0.6115 (0.6080) loss_giou_aux_4: 0.6124 (0.6080) loss_giou_dn_0: 0.6294 (0.6469) loss_giou_dn_1: 0.5281 (0.5337) loss_giou_dn_2: 0.5175 (0.5160) loss_giou_dn_3: 0.5100 (0.5116) loss_giou_dn_4: 0.5082 (0.5110) loss_giou_dn_5: 0.5080 (0.5110) loss_giou_dn_pre: 0.6302 (0.6453) loss_giou_enc_0: 0.7143 (0.7228) loss_giou_pre: 0.6380 (0.6357) loss_ddf_aux_0: 0.0674 (0.0704) loss_ddf_aux_1: 0.0082 (0.0091) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2681 (0.2658) loss_ddf_dn_1: 0.0328 (0.0335) loss_ddf_dn_2: 0.0062 (0.0063) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7131 (0.7177) loss_vfl_aux_0: 0.7699 (0.8008) loss_vfl_aux_1: 0.7262 (0.7791) loss_vfl_aux_2: 0.7392 (0.7564) loss_vfl_aux_3: 0.7170 (0.7303) loss_vfl_aux_4: 0.7112 (0.7197) loss_vfl_dn_0: 0.4968 (0.5044) loss_vfl_dn_1: 0.4509 (0.4580) loss_vfl_dn_2: 0.4357 (0.4431) loss_vfl_dn_3: 0.4272 (0.4322) loss_vfl_dn_4: 0.4233 (0.4282) loss_vfl_dn_5: 0.4219 (0.4277) loss_vfl_dn_pre: 0.4964 (0.5053) loss_vfl_enc_0: 0.7612 (0.7902) loss_vfl_pre: 0.7820 (0.8040) time: 0.7889 data: 0.0320 max mem: 9083 Epoch: [11] [ 500/3696] eta: 0:42:50 lr: 0.000013 loss: 33.6383 (33.8936) loss_bbox: 0.1898 (0.2045) loss_bbox_aux_0: 0.2033 (0.2210) loss_bbox_aux_1: 0.1943 (0.2077) loss_bbox_aux_2: 0.1898 (0.2050) loss_bbox_aux_3: 0.1895 (0.2046) loss_bbox_aux_4: 0.1896 (0.2045) loss_bbox_dn_0: 0.2561 (0.2908) loss_bbox_dn_1: 0.2003 (0.2227) loss_bbox_dn_2: 0.1883 (0.2119) loss_bbox_dn_3: 0.1852 (0.2089) loss_bbox_dn_4: 0.1846 (0.2085) loss_bbox_dn_5: 0.1845 (0.2085) loss_bbox_dn_pre: 0.2604 (0.2956) loss_bbox_enc_0: 0.2431 (0.2684) loss_bbox_pre: 0.2030 (0.2212) loss_dfl: 0.9568 (0.9656) loss_fgl_aux_0: 0.9950 (1.0075) loss_fgl_aux_1: 0.9593 (0.9696) loss_fgl_aux_2: 0.9567 (0.9658) loss_fgl_aux_3: 0.9570 (0.9657) loss_fgl_aux_4: 0.9571 (0.9657) loss_fgl_dn_0: 1.1011 (1.1027) loss_fgl_dn_1: 1.0048 (1.0002) loss_fgl_dn_2: 0.9963 (0.9909) loss_fgl_dn_3: 0.9969 (0.9916) loss_fgl_dn_4: 0.9974 (0.9919) loss_fgl_dn_5: 0.9973 (0.9919) loss_giou: 0.6206 (0.6097) loss_giou_aux_0: 0.6497 (0.6393) loss_giou_aux_1: 0.6278 (0.6153) loss_giou_aux_2: 0.6231 (0.6104) loss_giou_aux_3: 0.6200 (0.6097) loss_giou_aux_4: 0.6201 (0.6097) loss_giou_dn_0: 0.6419 (0.6461) loss_giou_dn_1: 0.5333 (0.5331) loss_giou_dn_2: 0.5176 (0.5153) loss_giou_dn_3: 0.5117 (0.5111) loss_giou_dn_4: 0.5112 (0.5105) loss_giou_dn_5: 0.5109 (0.5104) loss_giou_dn_pre: 0.6416 (0.6446) loss_giou_enc_0: 0.7476 (0.7240) loss_giou_pre: 0.6482 (0.6372) loss_ddf_aux_0: 0.0665 (0.0702) loss_ddf_aux_1: 0.0084 (0.0091) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2535 (0.2658) loss_ddf_dn_1: 0.0307 (0.0334) loss_ddf_dn_2: 0.0053 (0.0063) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6797 (0.7164) loss_vfl_aux_0: 0.7663 (0.7990) loss_vfl_aux_1: 0.7540 (0.7774) loss_vfl_aux_2: 0.7243 (0.7544) loss_vfl_aux_3: 0.6901 (0.7286) loss_vfl_aux_4: 0.6783 (0.7183) loss_vfl_dn_0: 0.5027 (0.5046) loss_vfl_dn_1: 0.4547 (0.4581) loss_vfl_dn_2: 0.4413 (0.4434) loss_vfl_dn_3: 0.4292 (0.4326) loss_vfl_dn_4: 0.4245 (0.4286) loss_vfl_dn_5: 0.4243 (0.4281) loss_vfl_dn_pre: 0.5029 (0.5054) loss_vfl_enc_0: 0.7609 (0.7896) loss_vfl_pre: 0.7720 (0.8022) time: 0.7762 data: 0.0283 max mem: 9083 Epoch: [11] [ 600/3696] eta: 0:41:18 lr: 0.000013 loss: 33.7072 (33.8663) loss_bbox: 0.1887 (0.2050) loss_bbox_aux_0: 0.2060 (0.2214) loss_bbox_aux_1: 0.1939 (0.2082) loss_bbox_aux_2: 0.1899 (0.2055) loss_bbox_aux_3: 0.1891 (0.2050) loss_bbox_aux_4: 0.1889 (0.2050) loss_bbox_dn_0: 0.2674 (0.2908) loss_bbox_dn_1: 0.2055 (0.2224) loss_bbox_dn_2: 0.1945 (0.2115) loss_bbox_dn_3: 0.1919 (0.2084) loss_bbox_dn_4: 0.1921 (0.2080) loss_bbox_dn_5: 0.1921 (0.2080) loss_bbox_dn_pre: 0.2716 (0.2956) loss_bbox_enc_0: 0.2556 (0.2688) loss_bbox_pre: 0.2057 (0.2216) loss_dfl: 0.9615 (0.9654) loss_fgl_aux_0: 1.0142 (1.0070) loss_fgl_aux_1: 0.9654 (0.9693) loss_fgl_aux_2: 0.9618 (0.9656) loss_fgl_aux_3: 0.9614 (0.9654) loss_fgl_aux_4: 0.9613 (0.9654) loss_fgl_dn_0: 1.0998 (1.1024) loss_fgl_dn_1: 0.9989 (0.9998) loss_fgl_dn_2: 0.9878 (0.9905) loss_fgl_dn_3: 0.9897 (0.9913) loss_fgl_dn_4: 0.9901 (0.9916) loss_fgl_dn_5: 0.9899 (0.9916) loss_giou: 0.6381 (0.6094) loss_giou_aux_0: 0.6608 (0.6388) loss_giou_aux_1: 0.6444 (0.6150) loss_giou_aux_2: 0.6395 (0.6102) loss_giou_aux_3: 0.6380 (0.6095) loss_giou_aux_4: 0.6376 (0.6094) loss_giou_dn_0: 0.6541 (0.6441) loss_giou_dn_1: 0.5452 (0.5313) loss_giou_dn_2: 0.5311 (0.5135) loss_giou_dn_3: 0.5270 (0.5093) loss_giou_dn_4: 0.5262 (0.5087) loss_giou_dn_5: 0.5265 (0.5087) loss_giou_dn_pre: 0.6524 (0.6426) loss_giou_enc_0: 0.7554 (0.7237) loss_giou_pre: 0.6610 (0.6367) loss_ddf_aux_0: 0.0683 (0.0702) loss_ddf_aux_1: 0.0090 (0.0091) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2577 (0.2654) loss_ddf_dn_1: 0.0311 (0.0332) loss_ddf_dn_2: 0.0064 (0.0063) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6891 (0.7156) loss_vfl_aux_0: 0.7658 (0.7986) loss_vfl_aux_1: 0.7511 (0.7759) loss_vfl_aux_2: 0.7300 (0.7526) loss_vfl_aux_3: 0.6921 (0.7275) loss_vfl_aux_4: 0.6892 (0.7174) loss_vfl_dn_0: 0.5009 (0.5046) loss_vfl_dn_1: 0.4525 (0.4577) loss_vfl_dn_2: 0.4381 (0.4429) loss_vfl_dn_3: 0.4265 (0.4321) loss_vfl_dn_4: 0.4244 (0.4282) loss_vfl_dn_5: 0.4240 (0.4278) loss_vfl_dn_pre: 0.5025 (0.5054) loss_vfl_enc_0: 0.7706 (0.7897) loss_vfl_pre: 0.7742 (0.8019) time: 0.7919 data: 0.0405 max mem: 9083 Epoch: [11] [ 700/3696] eta: 0:39:30 lr: 0.000013 loss: 34.0847 (33.8754) loss_bbox: 0.1944 (0.2040) loss_bbox_aux_0: 0.2160 (0.2205) loss_bbox_aux_1: 0.1990 (0.2073) loss_bbox_aux_2: 0.1945 (0.2046) loss_bbox_aux_3: 0.1943 (0.2041) loss_bbox_aux_4: 0.1944 (0.2041) loss_bbox_dn_0: 0.2782 (0.2903) loss_bbox_dn_1: 0.2154 (0.2221) loss_bbox_dn_2: 0.2044 (0.2113) loss_bbox_dn_3: 0.2002 (0.2083) loss_bbox_dn_4: 0.1998 (0.2079) loss_bbox_dn_5: 0.1998 (0.2078) loss_bbox_dn_pre: 0.2861 (0.2952) loss_bbox_enc_0: 0.2689 (0.2683) loss_bbox_pre: 0.2163 (0.2207) loss_dfl: 0.9699 (0.9658) loss_fgl_aux_0: 1.0131 (1.0077) loss_fgl_aux_1: 0.9746 (0.9699) loss_fgl_aux_2: 0.9698 (0.9660) loss_fgl_aux_3: 0.9701 (0.9659) loss_fgl_aux_4: 0.9699 (0.9659) loss_fgl_dn_0: 1.1037 (1.1024) loss_fgl_dn_1: 1.0049 (1.0002) loss_fgl_dn_2: 0.9960 (0.9908) loss_fgl_dn_3: 0.9980 (0.9916) loss_fgl_dn_4: 0.9989 (0.9919) loss_fgl_dn_5: 0.9989 (0.9919) loss_giou: 0.6039 (0.6087) loss_giou_aux_0: 0.6308 (0.6380) loss_giou_aux_1: 0.6099 (0.6142) loss_giou_aux_2: 0.6052 (0.6094) loss_giou_aux_3: 0.6035 (0.6088) loss_giou_aux_4: 0.6035 (0.6087) loss_giou_dn_0: 0.6674 (0.6445) loss_giou_dn_1: 0.5503 (0.5318) loss_giou_dn_2: 0.5354 (0.5141) loss_giou_dn_3: 0.5316 (0.5099) loss_giou_dn_4: 0.5311 (0.5093) loss_giou_dn_5: 0.5311 (0.5093) loss_giou_dn_pre: 0.6674 (0.6430) loss_giou_enc_0: 0.7124 (0.7233) loss_giou_pre: 0.6280 (0.6359) loss_ddf_aux_0: 0.0750 (0.0705) loss_ddf_aux_1: 0.0095 (0.0091) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2545 (0.2645) loss_ddf_dn_1: 0.0345 (0.0332) loss_ddf_dn_2: 0.0070 (0.0063) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7222 (0.7171) loss_vfl_aux_0: 0.8074 (0.8007) loss_vfl_aux_1: 0.7762 (0.7779) loss_vfl_aux_2: 0.7595 (0.7545) loss_vfl_aux_3: 0.7362 (0.7290) loss_vfl_aux_4: 0.7213 (0.7187) loss_vfl_dn_0: 0.5062 (0.5047) loss_vfl_dn_1: 0.4561 (0.4580) loss_vfl_dn_2: 0.4437 (0.4433) loss_vfl_dn_3: 0.4299 (0.4324) loss_vfl_dn_4: 0.4276 (0.4285) loss_vfl_dn_5: 0.4269 (0.4280) loss_vfl_dn_pre: 0.5055 (0.5055) loss_vfl_enc_0: 0.7895 (0.7914) loss_vfl_pre: 0.8160 (0.8039) time: 0.7052 data: 0.0204 max mem: 9083 Epoch: [11] [ 800/3696] eta: 0:37:56 lr: 0.000013 loss: 33.7450 (33.8924) loss_bbox: 0.2014 (0.2045) loss_bbox_aux_0: 0.2128 (0.2210) loss_bbox_aux_1: 0.2039 (0.2077) loss_bbox_aux_2: 0.2023 (0.2051) loss_bbox_aux_3: 0.2016 (0.2046) loss_bbox_aux_4: 0.2014 (0.2045) loss_bbox_dn_0: 0.2920 (0.2912) loss_bbox_dn_1: 0.2157 (0.2229) loss_bbox_dn_2: 0.2044 (0.2121) loss_bbox_dn_3: 0.2010 (0.2090) loss_bbox_dn_4: 0.2012 (0.2086) loss_bbox_dn_5: 0.2010 (0.2086) loss_bbox_dn_pre: 0.2992 (0.2961) loss_bbox_enc_0: 0.2533 (0.2690) loss_bbox_pre: 0.2137 (0.2212) loss_dfl: 0.9932 (0.9661) loss_fgl_aux_0: 1.0295 (1.0080) loss_fgl_aux_1: 0.9986 (0.9701) loss_fgl_aux_2: 0.9940 (0.9663) loss_fgl_aux_3: 0.9936 (0.9662) loss_fgl_aux_4: 0.9935 (0.9662) loss_fgl_dn_0: 1.1031 (1.1024) loss_fgl_dn_1: 0.9990 (1.0001) loss_fgl_dn_2: 0.9909 (0.9908) loss_fgl_dn_3: 0.9911 (0.9916) loss_fgl_dn_4: 0.9912 (0.9918) loss_fgl_dn_5: 0.9912 (0.9918) loss_giou: 0.5796 (0.6084) loss_giou_aux_0: 0.6076 (0.6377) loss_giou_aux_1: 0.5854 (0.6138) loss_giou_aux_2: 0.5786 (0.6091) loss_giou_aux_3: 0.5791 (0.6084) loss_giou_aux_4: 0.5793 (0.6084) loss_giou_dn_0: 0.6300 (0.6447) loss_giou_dn_1: 0.5232 (0.5320) loss_giou_dn_2: 0.5028 (0.5142) loss_giou_dn_3: 0.5002 (0.5100) loss_giou_dn_4: 0.4995 (0.5094) loss_giou_dn_5: 0.4995 (0.5094) loss_giou_dn_pre: 0.6288 (0.6431) loss_giou_enc_0: 0.6930 (0.7230) loss_giou_pre: 0.6052 (0.6356) loss_ddf_aux_0: 0.0627 (0.0707) loss_ddf_aux_1: 0.0076 (0.0090) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2358 (0.2640) loss_ddf_dn_1: 0.0283 (0.0330) loss_ddf_dn_2: 0.0053 (0.0063) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7460 (0.7178) loss_vfl_aux_0: 0.8129 (0.8020) loss_vfl_aux_1: 0.7948 (0.7790) loss_vfl_aux_2: 0.7806 (0.7551) loss_vfl_aux_3: 0.7435 (0.7299) loss_vfl_aux_4: 0.7402 (0.7195) loss_vfl_dn_0: 0.5073 (0.5048) loss_vfl_dn_1: 0.4598 (0.4582) loss_vfl_dn_2: 0.4465 (0.4435) loss_vfl_dn_3: 0.4341 (0.4325) loss_vfl_dn_4: 0.4303 (0.4286) loss_vfl_dn_5: 0.4304 (0.4281) loss_vfl_dn_pre: 0.5074 (0.5056) loss_vfl_enc_0: 0.8058 (0.7923) loss_vfl_pre: 0.8148 (0.8052) time: 0.7539 data: 0.0261 max mem: 9083 Epoch: [11] [ 900/3696] eta: 0:36:35 lr: 0.000013 loss: 33.7059 (33.8836) loss_bbox: 0.1920 (0.2047) loss_bbox_aux_0: 0.2195 (0.2211) loss_bbox_aux_1: 0.1983 (0.2079) loss_bbox_aux_2: 0.1935 (0.2052) loss_bbox_aux_3: 0.1925 (0.2047) loss_bbox_aux_4: 0.1921 (0.2047) loss_bbox_dn_0: 0.2939 (0.2908) loss_bbox_dn_1: 0.2246 (0.2226) loss_bbox_dn_2: 0.2125 (0.2118) loss_bbox_dn_3: 0.2099 (0.2088) loss_bbox_dn_4: 0.2088 (0.2084) loss_bbox_dn_5: 0.2087 (0.2083) loss_bbox_dn_pre: 0.3013 (0.2957) loss_bbox_enc_0: 0.2664 (0.2691) loss_bbox_pre: 0.2186 (0.2213) loss_dfl: 0.9454 (0.9650) loss_fgl_aux_0: 0.9892 (1.0068) loss_fgl_aux_1: 0.9514 (0.9690) loss_fgl_aux_2: 0.9458 (0.9652) loss_fgl_aux_3: 0.9462 (0.9650) loss_fgl_aux_4: 0.9454 (0.9650) loss_fgl_dn_0: 1.0990 (1.1020) loss_fgl_dn_1: 0.9919 (0.9999) loss_fgl_dn_2: 0.9828 (0.9906) loss_fgl_dn_3: 0.9834 (0.9914) loss_fgl_dn_4: 0.9840 (0.9916) loss_fgl_dn_5: 0.9842 (0.9916) loss_giou: 0.6086 (0.6096) loss_giou_aux_0: 0.6355 (0.6388) loss_giou_aux_1: 0.6132 (0.6150) loss_giou_aux_2: 0.6105 (0.6103) loss_giou_aux_3: 0.6084 (0.6096) loss_giou_aux_4: 0.6086 (0.6096) loss_giou_dn_0: 0.6424 (0.6445) loss_giou_dn_1: 0.5257 (0.5320) loss_giou_dn_2: 0.5074 (0.5143) loss_giou_dn_3: 0.5038 (0.5101) loss_giou_dn_4: 0.5034 (0.5096) loss_giou_dn_5: 0.5034 (0.5096) loss_giou_dn_pre: 0.6403 (0.6429) loss_giou_enc_0: 0.7166 (0.7239) loss_giou_pre: 0.6322 (0.6366) loss_ddf_aux_0: 0.0728 (0.0704) loss_ddf_aux_1: 0.0089 (0.0090) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2730 (0.2634) loss_ddf_dn_1: 0.0330 (0.0329) loss_ddf_dn_2: 0.0060 (0.0062) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6832 (0.7170) loss_vfl_aux_0: 0.7697 (0.8015) loss_vfl_aux_1: 0.7537 (0.7781) loss_vfl_aux_2: 0.7433 (0.7538) loss_vfl_aux_3: 0.6922 (0.7291) loss_vfl_aux_4: 0.6840 (0.7188) loss_vfl_dn_0: 0.5007 (0.5047) loss_vfl_dn_1: 0.4523 (0.4580) loss_vfl_dn_2: 0.4409 (0.4432) loss_vfl_dn_3: 0.4296 (0.4323) loss_vfl_dn_4: 0.4247 (0.4284) loss_vfl_dn_5: 0.4252 (0.4279) loss_vfl_dn_pre: 0.5012 (0.5056) loss_vfl_enc_0: 0.7665 (0.7912) loss_vfl_pre: 0.7664 (0.8046) time: 0.7902 data: 0.0373 max mem: 9083 Epoch: [11] [1000/3696] eta: 0:35:16 lr: 0.000013 loss: 33.9832 (33.8934) loss_bbox: 0.1874 (0.2047) loss_bbox_aux_0: 0.2020 (0.2211) loss_bbox_aux_1: 0.1898 (0.2079) loss_bbox_aux_2: 0.1878 (0.2052) loss_bbox_aux_3: 0.1874 (0.2047) loss_bbox_aux_4: 0.1874 (0.2047) loss_bbox_dn_0: 0.2605 (0.2905) loss_bbox_dn_1: 0.1994 (0.2223) loss_bbox_dn_2: 0.1901 (0.2116) loss_bbox_dn_3: 0.1903 (0.2085) loss_bbox_dn_4: 0.1906 (0.2081) loss_bbox_dn_5: 0.1905 (0.2081) loss_bbox_dn_pre: 0.2643 (0.2954) loss_bbox_enc_0: 0.2481 (0.2690) loss_bbox_pre: 0.2011 (0.2214) loss_dfl: 0.9538 (0.9649) loss_fgl_aux_0: 0.9905 (1.0068) loss_fgl_aux_1: 0.9564 (0.9688) loss_fgl_aux_2: 0.9546 (0.9651) loss_fgl_aux_3: 0.9540 (0.9649) loss_fgl_aux_4: 0.9537 (0.9649) loss_fgl_dn_0: 1.0965 (1.1019) loss_fgl_dn_1: 0.9994 (1.0000) loss_fgl_dn_2: 0.9951 (0.9907) loss_fgl_dn_3: 0.9959 (0.9915) loss_fgl_dn_4: 0.9963 (0.9917) loss_fgl_dn_5: 0.9964 (0.9917) loss_giou: 0.6435 (0.6105) loss_giou_aux_0: 0.6603 (0.6396) loss_giou_aux_1: 0.6516 (0.6159) loss_giou_aux_2: 0.6458 (0.6112) loss_giou_aux_3: 0.6434 (0.6105) loss_giou_aux_4: 0.6431 (0.6105) loss_giou_dn_0: 0.6576 (0.6453) loss_giou_dn_1: 0.5466 (0.5328) loss_giou_dn_2: 0.5349 (0.5151) loss_giou_dn_3: 0.5304 (0.5109) loss_giou_dn_4: 0.5306 (0.5104) loss_giou_dn_5: 0.5306 (0.5104) loss_giou_dn_pre: 0.6555 (0.6437) loss_giou_enc_0: 0.7652 (0.7247) loss_giou_pre: 0.6611 (0.6374) loss_ddf_aux_0: 0.0683 (0.0707) loss_ddf_aux_1: 0.0088 (0.0090) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2602 (0.2635) loss_ddf_dn_1: 0.0329 (0.0330) loss_ddf_dn_2: 0.0054 (0.0062) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7050 (0.7170) loss_vfl_aux_0: 0.7997 (0.8020) loss_vfl_aux_1: 0.7587 (0.7778) loss_vfl_aux_2: 0.7413 (0.7536) loss_vfl_aux_3: 0.7097 (0.7288) loss_vfl_aux_4: 0.7029 (0.7186) loss_vfl_dn_0: 0.4984 (0.5046) loss_vfl_dn_1: 0.4525 (0.4578) loss_vfl_dn_2: 0.4390 (0.4431) loss_vfl_dn_3: 0.4266 (0.4322) loss_vfl_dn_4: 0.4243 (0.4283) loss_vfl_dn_5: 0.4233 (0.4278) loss_vfl_dn_pre: 0.4988 (0.5054) loss_vfl_enc_0: 0.7917 (0.7914) loss_vfl_pre: 0.8072 (0.8052) time: 0.7754 data: 0.0261 max mem: 9083 Epoch: [11] [1100/3696] eta: 0:33:57 lr: 0.000013 loss: 33.8286 (33.9148) loss_bbox: 0.2002 (0.2049) loss_bbox_aux_0: 0.2206 (0.2214) loss_bbox_aux_1: 0.2053 (0.2082) loss_bbox_aux_2: 0.1998 (0.2055) loss_bbox_aux_3: 0.2002 (0.2050) loss_bbox_aux_4: 0.2004 (0.2050) loss_bbox_dn_0: 0.2530 (0.2905) loss_bbox_dn_1: 0.1922 (0.2226) loss_bbox_dn_2: 0.1842 (0.2119) loss_bbox_dn_3: 0.1820 (0.2088) loss_bbox_dn_4: 0.1817 (0.2084) loss_bbox_dn_5: 0.1816 (0.2084) loss_bbox_dn_pre: 0.2588 (0.2953) loss_bbox_enc_0: 0.2602 (0.2689) loss_bbox_pre: 0.2213 (0.2217) loss_dfl: 0.9618 (0.9649) loss_fgl_aux_0: 1.0130 (1.0066) loss_fgl_aux_1: 0.9631 (0.9689) loss_fgl_aux_2: 0.9621 (0.9651) loss_fgl_aux_3: 0.9624 (0.9650) loss_fgl_aux_4: 0.9618 (0.9649) loss_fgl_dn_0: 1.1158 (1.1018) loss_fgl_dn_1: 1.0091 (1.0002) loss_fgl_dn_2: 0.9970 (0.9910) loss_fgl_dn_3: 0.9988 (0.9918) loss_fgl_dn_4: 0.9996 (0.9920) loss_fgl_dn_5: 0.9996 (0.9920) loss_giou: 0.5944 (0.6114) loss_giou_aux_0: 0.6261 (0.6406) loss_giou_aux_1: 0.5969 (0.6170) loss_giou_aux_2: 0.5940 (0.6122) loss_giou_aux_3: 0.5947 (0.6115) loss_giou_aux_4: 0.5947 (0.6114) loss_giou_dn_0: 0.6438 (0.6461) loss_giou_dn_1: 0.5208 (0.5338) loss_giou_dn_2: 0.5030 (0.5160) loss_giou_dn_3: 0.5032 (0.5119) loss_giou_dn_4: 0.5025 (0.5113) loss_giou_dn_5: 0.5024 (0.5113) loss_giou_dn_pre: 0.6407 (0.6445) loss_giou_enc_0: 0.7056 (0.7255) loss_giou_pre: 0.6247 (0.6385) loss_ddf_aux_0: 0.0699 (0.0708) loss_ddf_aux_1: 0.0090 (0.0090) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2641 (0.2629) loss_ddf_dn_1: 0.0315 (0.0329) loss_ddf_dn_2: 0.0050 (0.0061) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7347 (0.7173) loss_vfl_aux_0: 0.8121 (0.8020) loss_vfl_aux_1: 0.7822 (0.7781) loss_vfl_aux_2: 0.7547 (0.7541) loss_vfl_aux_3: 0.7317 (0.7292) loss_vfl_aux_4: 0.7327 (0.7190) loss_vfl_dn_0: 0.5032 (0.5045) loss_vfl_dn_1: 0.4604 (0.4580) loss_vfl_dn_2: 0.4490 (0.4434) loss_vfl_dn_3: 0.4361 (0.4325) loss_vfl_dn_4: 0.4323 (0.4286) loss_vfl_dn_5: 0.4318 (0.4281) loss_vfl_dn_pre: 0.5032 (0.5054) loss_vfl_enc_0: 0.7969 (0.7913) loss_vfl_pre: 0.8152 (0.8052) time: 0.7776 data: 0.0334 max mem: 9083 Epoch: [11] [1200/3696] eta: 0:32:37 lr: 0.000013 loss: 33.7228 (33.8972) loss_bbox: 0.1928 (0.2045) loss_bbox_aux_0: 0.2108 (0.2210) loss_bbox_aux_1: 0.1962 (0.2078) loss_bbox_aux_2: 0.1938 (0.2050) loss_bbox_aux_3: 0.1929 (0.2046) loss_bbox_aux_4: 0.1928 (0.2045) loss_bbox_dn_0: 0.2675 (0.2899) loss_bbox_dn_1: 0.2073 (0.2222) loss_bbox_dn_2: 0.1975 (0.2114) loss_bbox_dn_3: 0.1957 (0.2084) loss_bbox_dn_4: 0.1959 (0.2080) loss_bbox_dn_5: 0.1958 (0.2080) loss_bbox_dn_pre: 0.2692 (0.2947) loss_bbox_enc_0: 0.2583 (0.2684) loss_bbox_pre: 0.2150 (0.2212) loss_dfl: 0.9642 (0.9653) loss_fgl_aux_0: 1.0091 (1.0069) loss_fgl_aux_1: 0.9677 (0.9693) loss_fgl_aux_2: 0.9628 (0.9655) loss_fgl_aux_3: 0.9638 (0.9654) loss_fgl_aux_4: 0.9641 (0.9654) loss_fgl_dn_0: 1.1089 (1.1020) loss_fgl_dn_1: 1.0014 (1.0002) loss_fgl_dn_2: 0.9921 (0.9909) loss_fgl_dn_3: 0.9938 (0.9917) loss_fgl_dn_4: 0.9946 (0.9919) loss_fgl_dn_5: 0.9946 (0.9919) loss_giou: 0.5811 (0.6103) loss_giou_aux_0: 0.6153 (0.6395) loss_giou_aux_1: 0.5909 (0.6159) loss_giou_aux_2: 0.5823 (0.6111) loss_giou_aux_3: 0.5814 (0.6104) loss_giou_aux_4: 0.5811 (0.6103) loss_giou_dn_0: 0.6381 (0.6449) loss_giou_dn_1: 0.5250 (0.5329) loss_giou_dn_2: 0.5031 (0.5152) loss_giou_dn_3: 0.4985 (0.5111) loss_giou_dn_4: 0.4989 (0.5105) loss_giou_dn_5: 0.4987 (0.5105) loss_giou_dn_pre: 0.6353 (0.6433) loss_giou_enc_0: 0.7152 (0.7241) loss_giou_pre: 0.6133 (0.6374) loss_ddf_aux_0: 0.0705 (0.0707) loss_ddf_aux_1: 0.0096 (0.0091) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2607 (0.2627) loss_ddf_dn_1: 0.0343 (0.0330) loss_ddf_dn_2: 0.0062 (0.0061) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6993 (0.7182) loss_vfl_aux_0: 0.7735 (0.8021) loss_vfl_aux_1: 0.7458 (0.7782) loss_vfl_aux_2: 0.7383 (0.7545) loss_vfl_aux_3: 0.7037 (0.7299) loss_vfl_aux_4: 0.7040 (0.7198) loss_vfl_dn_0: 0.4979 (0.5047) loss_vfl_dn_1: 0.4548 (0.4578) loss_vfl_dn_2: 0.4404 (0.4432) loss_vfl_dn_3: 0.4293 (0.4323) loss_vfl_dn_4: 0.4271 (0.4285) loss_vfl_dn_5: 0.4265 (0.4280) loss_vfl_dn_pre: 0.4989 (0.5056) loss_vfl_enc_0: 0.7709 (0.7915) loss_vfl_pre: 0.7756 (0.8053) time: 0.7806 data: 0.0358 max mem: 9083 Epoch: [11] [1300/3696] eta: 0:31:17 lr: 0.000013 loss: 33.3039 (33.8850) loss_bbox: 0.1842 (0.2042) loss_bbox_aux_0: 0.2055 (0.2207) loss_bbox_aux_1: 0.1861 (0.2074) loss_bbox_aux_2: 0.1848 (0.2047) loss_bbox_aux_3: 0.1842 (0.2042) loss_bbox_aux_4: 0.1842 (0.2042) loss_bbox_dn_0: 0.2881 (0.2895) loss_bbox_dn_1: 0.2195 (0.2219) loss_bbox_dn_2: 0.2124 (0.2112) loss_bbox_dn_3: 0.2108 (0.2082) loss_bbox_dn_4: 0.2098 (0.2078) loss_bbox_dn_5: 0.2098 (0.2078) loss_bbox_dn_pre: 0.2924 (0.2942) loss_bbox_enc_0: 0.2466 (0.2680) loss_bbox_pre: 0.2046 (0.2209) loss_dfl: 0.9891 (0.9658) loss_fgl_aux_0: 1.0318 (1.0072) loss_fgl_aux_1: 0.9917 (0.9697) loss_fgl_aux_2: 0.9891 (0.9659) loss_fgl_aux_3: 0.9892 (0.9658) loss_fgl_aux_4: 0.9891 (0.9658) loss_fgl_dn_0: 1.0944 (1.1020) loss_fgl_dn_1: 0.9941 (1.0003) loss_fgl_dn_2: 0.9837 (0.9910) loss_fgl_dn_3: 0.9867 (0.9918) loss_fgl_dn_4: 0.9873 (0.9920) loss_fgl_dn_5: 0.9872 (0.9920) loss_giou: 0.5407 (0.6096) loss_giou_aux_0: 0.5686 (0.6388) loss_giou_aux_1: 0.5481 (0.6152) loss_giou_aux_2: 0.5425 (0.6104) loss_giou_aux_3: 0.5412 (0.6097) loss_giou_aux_4: 0.5411 (0.6096) loss_giou_dn_0: 0.6228 (0.6447) loss_giou_dn_1: 0.5033 (0.5327) loss_giou_dn_2: 0.4857 (0.5150) loss_giou_dn_3: 0.4811 (0.5109) loss_giou_dn_4: 0.4827 (0.5104) loss_giou_dn_5: 0.4828 (0.5103) loss_giou_dn_pre: 0.6191 (0.6431) loss_giou_enc_0: 0.6670 (0.7236) loss_giou_pre: 0.5665 (0.6367) loss_ddf_aux_0: 0.0704 (0.0708) loss_ddf_aux_1: 0.0091 (0.0091) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2564 (0.2624) loss_ddf_dn_1: 0.0321 (0.0329) loss_ddf_dn_2: 0.0058 (0.0061) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7289 (0.7179) loss_vfl_aux_0: 0.7966 (0.8015) loss_vfl_aux_1: 0.7873 (0.7779) loss_vfl_aux_2: 0.7581 (0.7542) loss_vfl_aux_3: 0.7385 (0.7295) loss_vfl_aux_4: 0.7250 (0.7193) loss_vfl_dn_0: 0.5087 (0.5048) loss_vfl_dn_1: 0.4628 (0.4579) loss_vfl_dn_2: 0.4444 (0.4432) loss_vfl_dn_3: 0.4347 (0.4324) loss_vfl_dn_4: 0.4319 (0.4285) loss_vfl_dn_5: 0.4288 (0.4279) loss_vfl_dn_pre: 0.5098 (0.5056) loss_vfl_enc_0: 0.7831 (0.7907) loss_vfl_pre: 0.8004 (0.8047) time: 0.7770 data: 0.0313 max mem: 9083 Epoch: [11] [1400/3696] eta: 0:30:01 lr: 0.000013 loss: 34.0848 (33.8934) loss_bbox: 0.1944 (0.2044) loss_bbox_aux_0: 0.2134 (0.2208) loss_bbox_aux_1: 0.2012 (0.2076) loss_bbox_aux_2: 0.1956 (0.2049) loss_bbox_aux_3: 0.1952 (0.2045) loss_bbox_aux_4: 0.1951 (0.2044) loss_bbox_dn_0: 0.2763 (0.2897) loss_bbox_dn_1: 0.2067 (0.2222) loss_bbox_dn_2: 0.1965 (0.2115) loss_bbox_dn_3: 0.1908 (0.2085) loss_bbox_dn_4: 0.1895 (0.2080) loss_bbox_dn_5: 0.1895 (0.2080) loss_bbox_dn_pre: 0.2844 (0.2944) loss_bbox_enc_0: 0.2576 (0.2680) loss_bbox_pre: 0.2113 (0.2210) loss_dfl: 0.9589 (0.9655) loss_fgl_aux_0: 0.9894 (1.0071) loss_fgl_aux_1: 0.9580 (0.9695) loss_fgl_aux_2: 0.9580 (0.9657) loss_fgl_aux_3: 0.9586 (0.9656) loss_fgl_aux_4: 0.9589 (0.9655) loss_fgl_dn_0: 1.0966 (1.1018) loss_fgl_dn_1: 1.0007 (1.0004) loss_fgl_dn_2: 0.9874 (0.9911) loss_fgl_dn_3: 0.9882 (0.9919) loss_fgl_dn_4: 0.9887 (0.9921) loss_fgl_dn_5: 0.9887 (0.9922) loss_giou: 0.6533 (0.6103) loss_giou_aux_0: 0.6761 (0.6396) loss_giou_aux_1: 0.6576 (0.6160) loss_giou_aux_2: 0.6537 (0.6111) loss_giou_aux_3: 0.6530 (0.6104) loss_giou_aux_4: 0.6531 (0.6104) loss_giou_dn_0: 0.6727 (0.6450) loss_giou_dn_1: 0.5587 (0.5331) loss_giou_dn_2: 0.5452 (0.5155) loss_giou_dn_3: 0.5399 (0.5113) loss_giou_dn_4: 0.5392 (0.5108) loss_giou_dn_5: 0.5387 (0.5108) loss_giou_dn_pre: 0.6718 (0.6434) loss_giou_enc_0: 0.7623 (0.7243) loss_giou_pre: 0.6719 (0.6375) loss_ddf_aux_0: 0.0736 (0.0708) loss_ddf_aux_1: 0.0096 (0.0091) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2866 (0.2623) loss_ddf_dn_1: 0.0347 (0.0329) loss_ddf_dn_2: 0.0066 (0.0061) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7072 (0.7176) loss_vfl_aux_0: 0.7913 (0.8011) loss_vfl_aux_1: 0.7600 (0.7777) loss_vfl_aux_2: 0.7275 (0.7538) loss_vfl_aux_3: 0.7189 (0.7291) loss_vfl_aux_4: 0.7068 (0.7189) loss_vfl_dn_0: 0.5079 (0.5049) loss_vfl_dn_1: 0.4598 (0.4580) loss_vfl_dn_2: 0.4427 (0.4432) loss_vfl_dn_3: 0.4323 (0.4324) loss_vfl_dn_4: 0.4298 (0.4285) loss_vfl_dn_5: 0.4280 (0.4280) loss_vfl_dn_pre: 0.5088 (0.5057) loss_vfl_enc_0: 0.7620 (0.7904) loss_vfl_pre: 0.7911 (0.8043) time: 0.7450 data: 0.0341 max mem: 9083 Epoch: [11] [1500/3696] eta: 0:28:45 lr: 0.000013 loss: 33.6703 (33.8958) loss_bbox: 0.1942 (0.2047) loss_bbox_aux_0: 0.2081 (0.2211) loss_bbox_aux_1: 0.1978 (0.2079) loss_bbox_aux_2: 0.1950 (0.2052) loss_bbox_aux_3: 0.1944 (0.2047) loss_bbox_aux_4: 0.1941 (0.2047) loss_bbox_dn_0: 0.2984 (0.2895) loss_bbox_dn_1: 0.2180 (0.2220) loss_bbox_dn_2: 0.2098 (0.2113) loss_bbox_dn_3: 0.2062 (0.2083) loss_bbox_dn_4: 0.2065 (0.2079) loss_bbox_dn_5: 0.2066 (0.2079) loss_bbox_dn_pre: 0.2979 (0.2941) loss_bbox_enc_0: 0.2568 (0.2684) loss_bbox_pre: 0.2059 (0.2213) loss_dfl: 0.9494 (0.9650) loss_fgl_aux_0: 0.9875 (1.0066) loss_fgl_aux_1: 0.9524 (0.9690) loss_fgl_aux_2: 0.9489 (0.9652) loss_fgl_aux_3: 0.9489 (0.9651) loss_fgl_aux_4: 0.9488 (0.9651) loss_fgl_dn_0: 1.0942 (1.1015) loss_fgl_dn_1: 0.9876 (1.0002) loss_fgl_dn_2: 0.9836 (0.9910) loss_fgl_dn_3: 0.9832 (0.9918) loss_fgl_dn_4: 0.9839 (0.9920) loss_fgl_dn_5: 0.9839 (0.9920) loss_giou: 0.5717 (0.6111) loss_giou_aux_0: 0.6074 (0.6404) loss_giou_aux_1: 0.5772 (0.6167) loss_giou_aux_2: 0.5706 (0.6119) loss_giou_aux_3: 0.5723 (0.6112) loss_giou_aux_4: 0.5719 (0.6111) loss_giou_dn_0: 0.6308 (0.6451) loss_giou_dn_1: 0.5194 (0.5334) loss_giou_dn_2: 0.5017 (0.5157) loss_giou_dn_3: 0.4983 (0.5116) loss_giou_dn_4: 0.4982 (0.5110) loss_giou_dn_5: 0.4982 (0.5110) loss_giou_dn_pre: 0.6285 (0.6435) loss_giou_enc_0: 0.7060 (0.7252) loss_giou_pre: 0.6054 (0.6382) loss_ddf_aux_0: 0.0677 (0.0708) loss_ddf_aux_1: 0.0087 (0.0091) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2739 (0.2624) loss_ddf_dn_1: 0.0327 (0.0329) loss_ddf_dn_2: 0.0048 (0.0061) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7060 (0.7175) loss_vfl_aux_0: 0.7916 (0.8007) loss_vfl_aux_1: 0.7731 (0.7778) loss_vfl_aux_2: 0.7365 (0.7538) loss_vfl_aux_3: 0.7177 (0.7290) loss_vfl_aux_4: 0.7072 (0.7188) loss_vfl_dn_0: 0.5011 (0.5047) loss_vfl_dn_1: 0.4514 (0.4578) loss_vfl_dn_2: 0.4410 (0.4431) loss_vfl_dn_3: 0.4280 (0.4323) loss_vfl_dn_4: 0.4241 (0.4284) loss_vfl_dn_5: 0.4237 (0.4279) loss_vfl_dn_pre: 0.5012 (0.5055) loss_vfl_enc_0: 0.7889 (0.7903) loss_vfl_pre: 0.7942 (0.8039) time: 0.7357 data: 0.0254 max mem: 9084 Epoch: [11] [1600/3696] eta: 0:27:26 lr: 0.000013 loss: 33.5708 (33.8926) loss_bbox: 0.1906 (0.2047) loss_bbox_aux_0: 0.2067 (0.2211) loss_bbox_aux_1: 0.1924 (0.2080) loss_bbox_aux_2: 0.1917 (0.2053) loss_bbox_aux_3: 0.1910 (0.2048) loss_bbox_aux_4: 0.1906 (0.2047) loss_bbox_dn_0: 0.2731 (0.2895) loss_bbox_dn_1: 0.2116 (0.2220) loss_bbox_dn_2: 0.2032 (0.2113) loss_bbox_dn_3: 0.1987 (0.2083) loss_bbox_dn_4: 0.1976 (0.2079) loss_bbox_dn_5: 0.1975 (0.2079) loss_bbox_dn_pre: 0.2779 (0.2941) loss_bbox_enc_0: 0.2598 (0.2684) loss_bbox_pre: 0.2063 (0.2213) loss_dfl: 0.9732 (0.9650) loss_fgl_aux_0: 1.0190 (1.0065) loss_fgl_aux_1: 0.9791 (0.9689) loss_fgl_aux_2: 0.9734 (0.9652) loss_fgl_aux_3: 0.9734 (0.9650) loss_fgl_aux_4: 0.9731 (0.9650) loss_fgl_dn_0: 1.1030 (1.1016) loss_fgl_dn_1: 1.0009 (1.0001) loss_fgl_dn_2: 0.9887 (0.9910) loss_fgl_dn_3: 0.9883 (0.9917) loss_fgl_dn_4: 0.9884 (0.9919) loss_fgl_dn_5: 0.9883 (0.9920) loss_giou: 0.5633 (0.6110) loss_giou_aux_0: 0.5959 (0.6402) loss_giou_aux_1: 0.5702 (0.6166) loss_giou_aux_2: 0.5648 (0.6117) loss_giou_aux_3: 0.5637 (0.6110) loss_giou_aux_4: 0.5634 (0.6110) loss_giou_dn_0: 0.6507 (0.6449) loss_giou_dn_1: 0.5345 (0.5332) loss_giou_dn_2: 0.5129 (0.5155) loss_giou_dn_3: 0.5079 (0.5113) loss_giou_dn_4: 0.5069 (0.5108) loss_giou_dn_5: 0.5070 (0.5108) loss_giou_dn_pre: 0.6494 (0.6434) loss_giou_enc_0: 0.6745 (0.7251) loss_giou_pre: 0.5921 (0.6381) loss_ddf_aux_0: 0.0668 (0.0707) loss_ddf_aux_1: 0.0091 (0.0091) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2568 (0.2626) loss_ddf_dn_1: 0.0306 (0.0329) loss_ddf_dn_2: 0.0056 (0.0061) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7163 (0.7174) loss_vfl_aux_0: 0.7938 (0.8006) loss_vfl_aux_1: 0.7631 (0.7777) loss_vfl_aux_2: 0.7527 (0.7535) loss_vfl_aux_3: 0.7377 (0.7290) loss_vfl_aux_4: 0.7333 (0.7188) loss_vfl_dn_0: 0.5067 (0.5047) loss_vfl_dn_1: 0.4608 (0.4579) loss_vfl_dn_2: 0.4451 (0.4432) loss_vfl_dn_3: 0.4324 (0.4324) loss_vfl_dn_4: 0.4286 (0.4285) loss_vfl_dn_5: 0.4279 (0.4279) loss_vfl_dn_pre: 0.5066 (0.5056) loss_vfl_enc_0: 0.7986 (0.7903) loss_vfl_pre: 0.8000 (0.8037) time: 0.7856 data: 0.0341 max mem: 9084 Epoch: [11] [1700/3696] eta: 0:26:05 lr: 0.000013 loss: 34.2152 (33.8995) loss_bbox: 0.1927 (0.2047) loss_bbox_aux_0: 0.2118 (0.2211) loss_bbox_aux_1: 0.1962 (0.2080) loss_bbox_aux_2: 0.1928 (0.2052) loss_bbox_aux_3: 0.1926 (0.2048) loss_bbox_aux_4: 0.1928 (0.2047) loss_bbox_dn_0: 0.2698 (0.2896) loss_bbox_dn_1: 0.2105 (0.2222) loss_bbox_dn_2: 0.2031 (0.2115) loss_bbox_dn_3: 0.1996 (0.2084) loss_bbox_dn_4: 0.1979 (0.2080) loss_bbox_dn_5: 0.1975 (0.2080) loss_bbox_dn_pre: 0.2787 (0.2943) loss_bbox_enc_0: 0.2562 (0.2685) loss_bbox_pre: 0.2115 (0.2213) loss_dfl: 0.9555 (0.9645) loss_fgl_aux_0: 0.9880 (1.0061) loss_fgl_aux_1: 0.9561 (0.9684) loss_fgl_aux_2: 0.9571 (0.9647) loss_fgl_aux_3: 0.9558 (0.9646) loss_fgl_aux_4: 0.9556 (0.9645) loss_fgl_dn_0: 1.1013 (1.1016) loss_fgl_dn_1: 1.0061 (1.0001) loss_fgl_dn_2: 0.9965 (0.9909) loss_fgl_dn_3: 0.9991 (0.9916) loss_fgl_dn_4: 0.9995 (0.9919) loss_fgl_dn_5: 0.9992 (0.9919) loss_giou: 0.6552 (0.6115) loss_giou_aux_0: 0.6850 (0.6409) loss_giou_aux_1: 0.6598 (0.6172) loss_giou_aux_2: 0.6554 (0.6123) loss_giou_aux_3: 0.6557 (0.6116) loss_giou_aux_4: 0.6557 (0.6115) loss_giou_dn_0: 0.6536 (0.6450) loss_giou_dn_1: 0.5429 (0.5333) loss_giou_dn_2: 0.5260 (0.5157) loss_giou_dn_3: 0.5229 (0.5115) loss_giou_dn_4: 0.5225 (0.5110) loss_giou_dn_5: 0.5224 (0.5110) loss_giou_dn_pre: 0.6506 (0.6435) loss_giou_enc_0: 0.7548 (0.7258) loss_giou_pre: 0.6832 (0.6387) loss_ddf_aux_0: 0.0661 (0.0706) loss_ddf_aux_1: 0.0090 (0.0091) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2548 (0.2626) loss_ddf_dn_1: 0.0309 (0.0329) loss_ddf_dn_2: 0.0056 (0.0061) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7133 (0.7177) loss_vfl_aux_0: 0.7914 (0.8009) loss_vfl_aux_1: 0.7811 (0.7780) loss_vfl_aux_2: 0.7352 (0.7538) loss_vfl_aux_3: 0.7275 (0.7293) loss_vfl_aux_4: 0.7159 (0.7190) loss_vfl_dn_0: 0.5040 (0.5048) loss_vfl_dn_1: 0.4581 (0.4580) loss_vfl_dn_2: 0.4454 (0.4433) loss_vfl_dn_3: 0.4350 (0.4325) loss_vfl_dn_4: 0.4333 (0.4286) loss_vfl_dn_5: 0.4327 (0.4281) loss_vfl_dn_pre: 0.5042 (0.5057) loss_vfl_enc_0: 0.7933 (0.7904) loss_vfl_pre: 0.7930 (0.8040) time: 0.7159 data: 0.0244 max mem: 9084 Epoch: [11] [1800/3696] eta: 0:24:45 lr: 0.000013 loss: 33.5911 (33.8950) loss_bbox: 0.1891 (0.2048) loss_bbox_aux_0: 0.2044 (0.2212) loss_bbox_aux_1: 0.1937 (0.2080) loss_bbox_aux_2: 0.1898 (0.2053) loss_bbox_aux_3: 0.1894 (0.2048) loss_bbox_aux_4: 0.1891 (0.2048) loss_bbox_dn_0: 0.2716 (0.2899) loss_bbox_dn_1: 0.1964 (0.2224) loss_bbox_dn_2: 0.1889 (0.2117) loss_bbox_dn_3: 0.1868 (0.2087) loss_bbox_dn_4: 0.1873 (0.2082) loss_bbox_dn_5: 0.1874 (0.2082) loss_bbox_dn_pre: 0.2774 (0.2947) loss_bbox_enc_0: 0.2617 (0.2685) loss_bbox_pre: 0.2053 (0.2215) loss_dfl: 0.9772 (0.9647) loss_fgl_aux_0: 1.0239 (1.0064) loss_fgl_aux_1: 0.9797 (0.9686) loss_fgl_aux_2: 0.9771 (0.9649) loss_fgl_aux_3: 0.9770 (0.9648) loss_fgl_aux_4: 0.9771 (0.9647) loss_fgl_dn_0: 1.1079 (1.1016) loss_fgl_dn_1: 1.0006 (1.0001) loss_fgl_dn_2: 0.9898 (0.9909) loss_fgl_dn_3: 0.9910 (0.9916) loss_fgl_dn_4: 0.9913 (0.9919) loss_fgl_dn_5: 0.9911 (0.9919) loss_giou: 0.5813 (0.6111) loss_giou_aux_0: 0.6105 (0.6405) loss_giou_aux_1: 0.5863 (0.6168) loss_giou_aux_2: 0.5806 (0.6118) loss_giou_aux_3: 0.5805 (0.6111) loss_giou_aux_4: 0.5816 (0.6111) loss_giou_dn_0: 0.6162 (0.6449) loss_giou_dn_1: 0.5071 (0.5332) loss_giou_dn_2: 0.4898 (0.5156) loss_giou_dn_3: 0.4861 (0.5114) loss_giou_dn_4: 0.4850 (0.5109) loss_giou_dn_5: 0.4845 (0.5109) loss_giou_dn_pre: 0.6152 (0.6434) loss_giou_enc_0: 0.6878 (0.7253) loss_giou_pre: 0.6088 (0.6384) loss_ddf_aux_0: 0.0745 (0.0707) loss_ddf_aux_1: 0.0096 (0.0091) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2497 (0.2624) loss_ddf_dn_1: 0.0315 (0.0328) loss_ddf_dn_2: 0.0053 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6967 (0.7172) loss_vfl_aux_0: 0.8067 (0.8006) loss_vfl_aux_1: 0.7678 (0.7775) loss_vfl_aux_2: 0.7465 (0.7532) loss_vfl_aux_3: 0.7188 (0.7288) loss_vfl_aux_4: 0.7126 (0.7186) loss_vfl_dn_0: 0.5032 (0.5047) loss_vfl_dn_1: 0.4499 (0.4578) loss_vfl_dn_2: 0.4364 (0.4431) loss_vfl_dn_3: 0.4241 (0.4324) loss_vfl_dn_4: 0.4205 (0.4285) loss_vfl_dn_5: 0.4221 (0.4280) loss_vfl_dn_pre: 0.5038 (0.5055) loss_vfl_enc_0: 0.7817 (0.7905) loss_vfl_pre: 0.8105 (0.8037) time: 0.7385 data: 0.0253 max mem: 9084 Epoch: [11] [1900/3696] eta: 0:23:29 lr: 0.000013 loss: 33.7926 (33.8914) loss_bbox: 0.1992 (0.2049) loss_bbox_aux_0: 0.2199 (0.2214) loss_bbox_aux_1: 0.2045 (0.2081) loss_bbox_aux_2: 0.1983 (0.2054) loss_bbox_aux_3: 0.1988 (0.2050) loss_bbox_aux_4: 0.1991 (0.2049) loss_bbox_dn_0: 0.2783 (0.2901) loss_bbox_dn_1: 0.2111 (0.2225) loss_bbox_dn_2: 0.2011 (0.2118) loss_bbox_dn_3: 0.2005 (0.2088) loss_bbox_dn_4: 0.2005 (0.2083) loss_bbox_dn_5: 0.2004 (0.2083) loss_bbox_dn_pre: 0.2841 (0.2948) loss_bbox_enc_0: 0.2661 (0.2687) loss_bbox_pre: 0.2206 (0.2216) loss_dfl: 0.9748 (0.9645) loss_fgl_aux_0: 1.0180 (1.0062) loss_fgl_aux_1: 0.9814 (0.9684) loss_fgl_aux_2: 0.9762 (0.9647) loss_fgl_aux_3: 0.9756 (0.9645) loss_fgl_aux_4: 0.9749 (0.9645) loss_fgl_dn_0: 1.1079 (1.1013) loss_fgl_dn_1: 0.9950 (0.9999) loss_fgl_dn_2: 0.9862 (0.9906) loss_fgl_dn_3: 0.9870 (0.9914) loss_fgl_dn_4: 0.9877 (0.9916) loss_fgl_dn_5: 0.9878 (0.9917) loss_giou: 0.6045 (0.6111) loss_giou_aux_0: 0.6318 (0.6405) loss_giou_aux_1: 0.6087 (0.6168) loss_giou_aux_2: 0.6068 (0.6119) loss_giou_aux_3: 0.6058 (0.6112) loss_giou_aux_4: 0.6053 (0.6111) loss_giou_dn_0: 0.6395 (0.6449) loss_giou_dn_1: 0.5257 (0.5331) loss_giou_dn_2: 0.5096 (0.5155) loss_giou_dn_3: 0.5061 (0.5114) loss_giou_dn_4: 0.5054 (0.5108) loss_giou_dn_5: 0.5055 (0.5108) loss_giou_dn_pre: 0.6390 (0.6434) loss_giou_enc_0: 0.7288 (0.7256) loss_giou_pre: 0.6341 (0.6384) loss_ddf_aux_0: 0.0665 (0.0707) loss_ddf_aux_1: 0.0089 (0.0091) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2572 (0.2622) loss_ddf_dn_1: 0.0330 (0.0328) loss_ddf_dn_2: 0.0058 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7045 (0.7169) loss_vfl_aux_0: 0.8077 (0.8006) loss_vfl_aux_1: 0.7758 (0.7773) loss_vfl_aux_2: 0.7405 (0.7528) loss_vfl_aux_3: 0.7143 (0.7286) loss_vfl_aux_4: 0.7028 (0.7183) loss_vfl_dn_0: 0.4962 (0.5045) loss_vfl_dn_1: 0.4545 (0.4576) loss_vfl_dn_2: 0.4430 (0.4429) loss_vfl_dn_3: 0.4272 (0.4322) loss_vfl_dn_4: 0.4271 (0.4283) loss_vfl_dn_5: 0.4266 (0.4278) loss_vfl_dn_pre: 0.4971 (0.5053) loss_vfl_enc_0: 0.7664 (0.7902) loss_vfl_pre: 0.8112 (0.8036) time: 0.9534 data: 0.0368 max mem: 9084 Epoch: [11] [2000/3696] eta: 0:22:08 lr: 0.000013 loss: 33.5405 (33.8900) loss_bbox: 0.1908 (0.2048) loss_bbox_aux_0: 0.2054 (0.2213) loss_bbox_aux_1: 0.1915 (0.2080) loss_bbox_aux_2: 0.1902 (0.2053) loss_bbox_aux_3: 0.1911 (0.2048) loss_bbox_aux_4: 0.1911 (0.2048) loss_bbox_dn_0: 0.2816 (0.2901) loss_bbox_dn_1: 0.2140 (0.2225) loss_bbox_dn_2: 0.2023 (0.2118) loss_bbox_dn_3: 0.2004 (0.2088) loss_bbox_dn_4: 0.2001 (0.2083) loss_bbox_dn_5: 0.2000 (0.2083) loss_bbox_dn_pre: 0.2838 (0.2948) loss_bbox_enc_0: 0.2493 (0.2686) loss_bbox_pre: 0.2079 (0.2215) loss_dfl: 0.9669 (0.9646) loss_fgl_aux_0: 1.0174 (1.0065) loss_fgl_aux_1: 0.9749 (0.9686) loss_fgl_aux_2: 0.9691 (0.9648) loss_fgl_aux_3: 0.9671 (0.9646) loss_fgl_aux_4: 0.9667 (0.9646) loss_fgl_dn_0: 1.1082 (1.1015) loss_fgl_dn_1: 1.0094 (1.0000) loss_fgl_dn_2: 0.9981 (0.9907) loss_fgl_dn_3: 0.9998 (0.9915) loss_fgl_dn_4: 1.0002 (0.9917) loss_fgl_dn_5: 1.0000 (0.9917) loss_giou: 0.5676 (0.6108) loss_giou_aux_0: 0.5934 (0.6402) loss_giou_aux_1: 0.5752 (0.6165) loss_giou_aux_2: 0.5693 (0.6115) loss_giou_aux_3: 0.5674 (0.6108) loss_giou_aux_4: 0.5675 (0.6108) loss_giou_dn_0: 0.6128 (0.6447) loss_giou_dn_1: 0.5003 (0.5328) loss_giou_dn_2: 0.4842 (0.5152) loss_giou_dn_3: 0.4830 (0.5111) loss_giou_dn_4: 0.4818 (0.5105) loss_giou_dn_5: 0.4818 (0.5105) loss_giou_dn_pre: 0.6119 (0.6432) loss_giou_enc_0: 0.6919 (0.7254) loss_giou_pre: 0.5908 (0.6381) loss_ddf_aux_0: 0.0681 (0.0709) loss_ddf_aux_1: 0.0086 (0.0092) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2427 (0.2622) loss_ddf_dn_1: 0.0299 (0.0327) loss_ddf_dn_2: 0.0059 (0.0060) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7052 (0.7172) loss_vfl_aux_0: 0.7848 (0.8006) loss_vfl_aux_1: 0.7675 (0.7775) loss_vfl_aux_2: 0.7389 (0.7531) loss_vfl_aux_3: 0.7141 (0.7289) loss_vfl_aux_4: 0.7147 (0.7187) loss_vfl_dn_0: 0.5087 (0.5046) loss_vfl_dn_1: 0.4653 (0.4577) loss_vfl_dn_2: 0.4511 (0.4431) loss_vfl_dn_3: 0.4374 (0.4323) loss_vfl_dn_4: 0.4342 (0.4285) loss_vfl_dn_5: 0.4326 (0.4279) loss_vfl_dn_pre: 0.5092 (0.5054) loss_vfl_enc_0: 0.7770 (0.7902) loss_vfl_pre: 0.7861 (0.8037) time: 0.7800 data: 0.0337 max mem: 9084 Epoch: [11] [2100/3696] eta: 0:20:50 lr: 0.000013 loss: 33.7268 (33.8878) loss_bbox: 0.2040 (0.2050) loss_bbox_aux_0: 0.2214 (0.2216) loss_bbox_aux_1: 0.2087 (0.2082) loss_bbox_aux_2: 0.2042 (0.2055) loss_bbox_aux_3: 0.2038 (0.2051) loss_bbox_aux_4: 0.2040 (0.2050) loss_bbox_dn_0: 0.3046 (0.2904) loss_bbox_dn_1: 0.2419 (0.2228) loss_bbox_dn_2: 0.2307 (0.2120) loss_bbox_dn_3: 0.2298 (0.2090) loss_bbox_dn_4: 0.2290 (0.2086) loss_bbox_dn_5: 0.2289 (0.2086) loss_bbox_dn_pre: 0.3109 (0.2951) loss_bbox_enc_0: 0.2667 (0.2690) loss_bbox_pre: 0.2226 (0.2218) loss_dfl: 0.9848 (0.9645) loss_fgl_aux_0: 1.0202 (1.0066) loss_fgl_aux_1: 0.9891 (0.9685) loss_fgl_aux_2: 0.9854 (0.9646) loss_fgl_aux_3: 0.9848 (0.9645) loss_fgl_aux_4: 0.9847 (0.9645) loss_fgl_dn_0: 1.0988 (1.1015) loss_fgl_dn_1: 0.9941 (0.9998) loss_fgl_dn_2: 0.9854 (0.9906) loss_fgl_dn_3: 0.9865 (0.9913) loss_fgl_dn_4: 0.9867 (0.9915) loss_fgl_dn_5: 0.9867 (0.9916) loss_giou: 0.5594 (0.6106) loss_giou_aux_0: 0.5937 (0.6401) loss_giou_aux_1: 0.5637 (0.6162) loss_giou_aux_2: 0.5615 (0.6113) loss_giou_aux_3: 0.5603 (0.6106) loss_giou_aux_4: 0.5596 (0.6106) loss_giou_dn_0: 0.6118 (0.6444) loss_giou_dn_1: 0.5034 (0.5326) loss_giou_dn_2: 0.4870 (0.5149) loss_giou_dn_3: 0.4830 (0.5108) loss_giou_dn_4: 0.4826 (0.5103) loss_giou_dn_5: 0.4828 (0.5103) loss_giou_dn_pre: 0.6106 (0.6428) loss_giou_enc_0: 0.6708 (0.7252) loss_giou_pre: 0.5893 (0.6379) loss_ddf_aux_0: 0.0754 (0.0711) loss_ddf_aux_1: 0.0093 (0.0091) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2523 (0.2624) loss_ddf_dn_1: 0.0320 (0.0327) loss_ddf_dn_2: 0.0059 (0.0060) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7332 (0.7172) loss_vfl_aux_0: 0.8157 (0.8004) loss_vfl_aux_1: 0.8049 (0.7774) loss_vfl_aux_2: 0.7672 (0.7528) loss_vfl_aux_3: 0.7436 (0.7290) loss_vfl_aux_4: 0.7313 (0.7186) loss_vfl_dn_0: 0.5070 (0.5047) loss_vfl_dn_1: 0.4551 (0.4577) loss_vfl_dn_2: 0.4396 (0.4430) loss_vfl_dn_3: 0.4322 (0.4322) loss_vfl_dn_4: 0.4290 (0.4283) loss_vfl_dn_5: 0.4298 (0.4278) loss_vfl_dn_pre: 0.5076 (0.5055) loss_vfl_enc_0: 0.8114 (0.7900) loss_vfl_pre: 0.8173 (0.8035) time: 0.7701 data: 0.0294 max mem: 9084 Epoch: [11] [2200/3696] eta: 0:19:31 lr: 0.000013 loss: 33.7352 (33.8889) loss_bbox: 0.1980 (0.2052) loss_bbox_aux_0: 0.2097 (0.2218) loss_bbox_aux_1: 0.2014 (0.2085) loss_bbox_aux_2: 0.1982 (0.2058) loss_bbox_aux_3: 0.1980 (0.2053) loss_bbox_aux_4: 0.1980 (0.2052) loss_bbox_dn_0: 0.3056 (0.2908) loss_bbox_dn_1: 0.2359 (0.2230) loss_bbox_dn_2: 0.2223 (0.2123) loss_bbox_dn_3: 0.2219 (0.2093) loss_bbox_dn_4: 0.2208 (0.2089) loss_bbox_dn_5: 0.2208 (0.2089) loss_bbox_dn_pre: 0.3177 (0.2955) loss_bbox_enc_0: 0.2707 (0.2693) loss_bbox_pre: 0.2091 (0.2220) loss_dfl: 0.9713 (0.9646) loss_fgl_aux_0: 1.0157 (1.0068) loss_fgl_aux_1: 0.9751 (0.9686) loss_fgl_aux_2: 0.9710 (0.9648) loss_fgl_aux_3: 0.9710 (0.9646) loss_fgl_aux_4: 0.9711 (0.9646) loss_fgl_dn_0: 1.0959 (1.1016) loss_fgl_dn_1: 0.9957 (0.9998) loss_fgl_dn_2: 0.9850 (0.9905) loss_fgl_dn_3: 0.9859 (0.9913) loss_fgl_dn_4: 0.9870 (0.9915) loss_fgl_dn_5: 0.9870 (0.9915) loss_giou: 0.5731 (0.6098) loss_giou_aux_0: 0.6071 (0.6393) loss_giou_aux_1: 0.5832 (0.6155) loss_giou_aux_2: 0.5736 (0.6106) loss_giou_aux_3: 0.5729 (0.6099) loss_giou_aux_4: 0.5736 (0.6098) loss_giou_dn_0: 0.6537 (0.6439) loss_giou_dn_1: 0.5374 (0.5322) loss_giou_dn_2: 0.5174 (0.5145) loss_giou_dn_3: 0.5139 (0.5104) loss_giou_dn_4: 0.5125 (0.5099) loss_giou_dn_5: 0.5126 (0.5099) loss_giou_dn_pre: 0.6517 (0.6424) loss_giou_enc_0: 0.6664 (0.7244) loss_giou_pre: 0.6034 (0.6372) loss_ddf_aux_0: 0.0710 (0.0712) loss_ddf_aux_1: 0.0087 (0.0091) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2849 (0.2623) loss_ddf_dn_1: 0.0345 (0.0327) loss_ddf_dn_2: 0.0063 (0.0060) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7257 (0.7178) loss_vfl_aux_0: 0.8298 (0.8009) loss_vfl_aux_1: 0.8179 (0.7781) loss_vfl_aux_2: 0.7762 (0.7535) loss_vfl_aux_3: 0.7595 (0.7295) loss_vfl_aux_4: 0.7303 (0.7192) loss_vfl_dn_0: 0.5048 (0.5048) loss_vfl_dn_1: 0.4564 (0.4577) loss_vfl_dn_2: 0.4420 (0.4431) loss_vfl_dn_3: 0.4291 (0.4323) loss_vfl_dn_4: 0.4257 (0.4284) loss_vfl_dn_5: 0.4254 (0.4279) loss_vfl_dn_pre: 0.5048 (0.5055) loss_vfl_enc_0: 0.8246 (0.7905) loss_vfl_pre: 0.8397 (0.8040) time: 0.7863 data: 0.0351 max mem: 9084 Epoch: [11] [2300/3696] eta: 0:18:12 lr: 0.000013 loss: 33.1470 (33.8766) loss_bbox: 0.1908 (0.2050) loss_bbox_aux_0: 0.2118 (0.2216) loss_bbox_aux_1: 0.1957 (0.2082) loss_bbox_aux_2: 0.1921 (0.2055) loss_bbox_aux_3: 0.1912 (0.2050) loss_bbox_aux_4: 0.1908 (0.2050) loss_bbox_dn_0: 0.2792 (0.2908) loss_bbox_dn_1: 0.2154 (0.2231) loss_bbox_dn_2: 0.2082 (0.2123) loss_bbox_dn_3: 0.2054 (0.2093) loss_bbox_dn_4: 0.2049 (0.2089) loss_bbox_dn_5: 0.2049 (0.2088) loss_bbox_dn_pre: 0.2831 (0.2956) loss_bbox_enc_0: 0.2592 (0.2690) loss_bbox_pre: 0.2142 (0.2218) loss_dfl: 0.9824 (0.9647) loss_fgl_aux_0: 1.0384 (1.0069) loss_fgl_aux_1: 0.9870 (0.9687) loss_fgl_aux_2: 0.9819 (0.9649) loss_fgl_aux_3: 0.9824 (0.9648) loss_fgl_aux_4: 0.9820 (0.9647) loss_fgl_dn_0: 1.1072 (1.1016) loss_fgl_dn_1: 0.9984 (0.9997) loss_fgl_dn_2: 0.9889 (0.9904) loss_fgl_dn_3: 0.9885 (0.9912) loss_fgl_dn_4: 0.9894 (0.9914) loss_fgl_dn_5: 0.9896 (0.9914) loss_giou: 0.5330 (0.6093) loss_giou_aux_0: 0.5591 (0.6387) loss_giou_aux_1: 0.5367 (0.6150) loss_giou_aux_2: 0.5314 (0.6101) loss_giou_aux_3: 0.5322 (0.6094) loss_giou_aux_4: 0.5324 (0.6093) loss_giou_dn_0: 0.6122 (0.6436) loss_giou_dn_1: 0.4855 (0.5319) loss_giou_dn_2: 0.4682 (0.5143) loss_giou_dn_3: 0.4653 (0.5102) loss_giou_dn_4: 0.4644 (0.5097) loss_giou_dn_5: 0.4643 (0.5096) loss_giou_dn_pre: 0.6088 (0.6421) loss_giou_enc_0: 0.6496 (0.7240) loss_giou_pre: 0.5587 (0.6366) loss_ddf_aux_0: 0.0634 (0.0710) loss_ddf_aux_1: 0.0079 (0.0091) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2816 (0.2623) loss_ddf_dn_1: 0.0351 (0.0328) loss_ddf_dn_2: 0.0061 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6975 (0.7174) loss_vfl_aux_0: 0.7881 (0.8005) loss_vfl_aux_1: 0.7538 (0.7776) loss_vfl_aux_2: 0.7534 (0.7530) loss_vfl_aux_3: 0.6974 (0.7291) loss_vfl_aux_4: 0.6894 (0.7187) loss_vfl_dn_0: 0.5080 (0.5047) loss_vfl_dn_1: 0.4568 (0.4576) loss_vfl_dn_2: 0.4399 (0.4429) loss_vfl_dn_3: 0.4265 (0.4321) loss_vfl_dn_4: 0.4220 (0.4282) loss_vfl_dn_5: 0.4218 (0.4277) loss_vfl_dn_pre: 0.5078 (0.5055) loss_vfl_enc_0: 0.7833 (0.7900) loss_vfl_pre: 0.7908 (0.8036) time: 0.7644 data: 0.0394 max mem: 9084 Epoch: [11] [2400/3696] eta: 0:16:54 lr: 0.000013 loss: 33.8912 (33.8755) loss_bbox: 0.1896 (0.2050) loss_bbox_aux_0: 0.2036 (0.2216) loss_bbox_aux_1: 0.1903 (0.2082) loss_bbox_aux_2: 0.1895 (0.2055) loss_bbox_aux_3: 0.1896 (0.2050) loss_bbox_aux_4: 0.1894 (0.2050) loss_bbox_dn_0: 0.2807 (0.2909) loss_bbox_dn_1: 0.2067 (0.2231) loss_bbox_dn_2: 0.1955 (0.2123) loss_bbox_dn_3: 0.1944 (0.2093) loss_bbox_dn_4: 0.1954 (0.2089) loss_bbox_dn_5: 0.1956 (0.2089) loss_bbox_dn_pre: 0.2847 (0.2957) loss_bbox_enc_0: 0.2632 (0.2690) loss_bbox_pre: 0.2057 (0.2218) loss_dfl: 0.9644 (0.9646) loss_fgl_aux_0: 1.0046 (1.0069) loss_fgl_aux_1: 0.9678 (0.9687) loss_fgl_aux_2: 0.9649 (0.9648) loss_fgl_aux_3: 0.9643 (0.9647) loss_fgl_aux_4: 0.9643 (0.9647) loss_fgl_dn_0: 1.0959 (1.1016) loss_fgl_dn_1: 0.9948 (0.9997) loss_fgl_dn_2: 0.9856 (0.9904) loss_fgl_dn_3: 0.9860 (0.9911) loss_fgl_dn_4: 0.9854 (0.9913) loss_fgl_dn_5: 0.9854 (0.9914) loss_giou: 0.6301 (0.6094) loss_giou_aux_0: 0.6648 (0.6389) loss_giou_aux_1: 0.6395 (0.6151) loss_giou_aux_2: 0.6313 (0.6102) loss_giou_aux_3: 0.6312 (0.6095) loss_giou_aux_4: 0.6305 (0.6094) loss_giou_dn_0: 0.6589 (0.6437) loss_giou_dn_1: 0.5525 (0.5321) loss_giou_dn_2: 0.5333 (0.5144) loss_giou_dn_3: 0.5262 (0.5103) loss_giou_dn_4: 0.5267 (0.5098) loss_giou_dn_5: 0.5269 (0.5098) loss_giou_dn_pre: 0.6572 (0.6422) loss_giou_enc_0: 0.7409 (0.7242) loss_giou_pre: 0.6583 (0.6368) loss_ddf_aux_0: 0.0700 (0.0711) loss_ddf_aux_1: 0.0093 (0.0091) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2553 (0.2625) loss_ddf_dn_1: 0.0324 (0.0329) loss_ddf_dn_2: 0.0061 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7009 (0.7171) loss_vfl_aux_0: 0.7825 (0.8002) loss_vfl_aux_1: 0.7659 (0.7771) loss_vfl_aux_2: 0.7354 (0.7526) loss_vfl_aux_3: 0.7136 (0.7287) loss_vfl_aux_4: 0.7043 (0.7185) loss_vfl_dn_0: 0.5043 (0.5046) loss_vfl_dn_1: 0.4577 (0.4575) loss_vfl_dn_2: 0.4456 (0.4429) loss_vfl_dn_3: 0.4321 (0.4320) loss_vfl_dn_4: 0.4285 (0.4282) loss_vfl_dn_5: 0.4296 (0.4276) loss_vfl_dn_pre: 0.5051 (0.5054) loss_vfl_enc_0: 0.7650 (0.7894) loss_vfl_pre: 0.7944 (0.8033) time: 0.7799 data: 0.0355 max mem: 9084 Epoch: [11] [2500/3696] eta: 0:15:35 lr: 0.000013 loss: 33.9068 (33.8739) loss_bbox: 0.2137 (0.2051) loss_bbox_aux_0: 0.2313 (0.2218) loss_bbox_aux_1: 0.2155 (0.2084) loss_bbox_aux_2: 0.2130 (0.2057) loss_bbox_aux_3: 0.2139 (0.2052) loss_bbox_aux_4: 0.2136 (0.2051) loss_bbox_dn_0: 0.3097 (0.2913) loss_bbox_dn_1: 0.2389 (0.2235) loss_bbox_dn_2: 0.2266 (0.2127) loss_bbox_dn_3: 0.2224 (0.2096) loss_bbox_dn_4: 0.2216 (0.2092) loss_bbox_dn_5: 0.2216 (0.2092) loss_bbox_dn_pre: 0.3116 (0.2961) loss_bbox_enc_0: 0.2841 (0.2693) loss_bbox_pre: 0.2336 (0.2220) loss_dfl: 0.9696 (0.9647) loss_fgl_aux_0: 1.0081 (1.0070) loss_fgl_aux_1: 0.9711 (0.9688) loss_fgl_aux_2: 0.9702 (0.9649) loss_fgl_aux_3: 0.9697 (0.9648) loss_fgl_aux_4: 0.9698 (0.9647) loss_fgl_dn_0: 1.0932 (1.1016) loss_fgl_dn_1: 0.9912 (0.9996) loss_fgl_dn_2: 0.9881 (0.9903) loss_fgl_dn_3: 0.9905 (0.9910) loss_fgl_dn_4: 0.9908 (0.9913) loss_fgl_dn_5: 0.9908 (0.9913) loss_giou: 0.5683 (0.6087) loss_giou_aux_0: 0.5927 (0.6382) loss_giou_aux_1: 0.5710 (0.6144) loss_giou_aux_2: 0.5683 (0.6094) loss_giou_aux_3: 0.5685 (0.6087) loss_giou_aux_4: 0.5680 (0.6087) loss_giou_dn_0: 0.6307 (0.6434) loss_giou_dn_1: 0.5149 (0.5318) loss_giou_dn_2: 0.4915 (0.5141) loss_giou_dn_3: 0.4908 (0.5100) loss_giou_dn_4: 0.4911 (0.5095) loss_giou_dn_5: 0.4913 (0.5094) loss_giou_dn_pre: 0.6305 (0.6419) loss_giou_enc_0: 0.6834 (0.7235) loss_giou_pre: 0.5916 (0.6360) loss_ddf_aux_0: 0.0715 (0.0712) loss_ddf_aux_1: 0.0088 (0.0091) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2636 (0.2626) loss_ddf_dn_1: 0.0331 (0.0329) loss_ddf_dn_2: 0.0058 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7020 (0.7173) loss_vfl_aux_0: 0.7990 (0.8005) loss_vfl_aux_1: 0.7727 (0.7775) loss_vfl_aux_2: 0.7400 (0.7529) loss_vfl_aux_3: 0.7150 (0.7289) loss_vfl_aux_4: 0.7137 (0.7187) loss_vfl_dn_0: 0.5006 (0.5047) loss_vfl_dn_1: 0.4528 (0.4575) loss_vfl_dn_2: 0.4425 (0.4429) loss_vfl_dn_3: 0.4313 (0.4321) loss_vfl_dn_4: 0.4305 (0.4282) loss_vfl_dn_5: 0.4299 (0.4277) loss_vfl_dn_pre: 0.5014 (0.5054) loss_vfl_enc_0: 0.7871 (0.7898) loss_vfl_pre: 0.7875 (0.8036) time: 0.7771 data: 0.0354 max mem: 9084 Epoch: [11] [2600/3696] eta: 0:14:17 lr: 0.000013 loss: 33.6116 (33.8664) loss_bbox: 0.1964 (0.2050) loss_bbox_aux_0: 0.2067 (0.2216) loss_bbox_aux_1: 0.1988 (0.2082) loss_bbox_aux_2: 0.1955 (0.2055) loss_bbox_aux_3: 0.1962 (0.2050) loss_bbox_aux_4: 0.1963 (0.2050) loss_bbox_dn_0: 0.2896 (0.2911) loss_bbox_dn_1: 0.2212 (0.2232) loss_bbox_dn_2: 0.2113 (0.2124) loss_bbox_dn_3: 0.2091 (0.2094) loss_bbox_dn_4: 0.2090 (0.2090) loss_bbox_dn_5: 0.2089 (0.2090) loss_bbox_dn_pre: 0.2962 (0.2958) loss_bbox_enc_0: 0.2662 (0.2691) loss_bbox_pre: 0.2079 (0.2219) loss_dfl: 0.9818 (0.9651) loss_fgl_aux_0: 1.0313 (1.0073) loss_fgl_aux_1: 0.9850 (0.9691) loss_fgl_aux_2: 0.9830 (0.9653) loss_fgl_aux_3: 0.9821 (0.9651) loss_fgl_aux_4: 0.9818 (0.9651) loss_fgl_dn_0: 1.1059 (1.1017) loss_fgl_dn_1: 0.9933 (0.9996) loss_fgl_dn_2: 0.9791 (0.9903) loss_fgl_dn_3: 0.9798 (0.9911) loss_fgl_dn_4: 0.9797 (0.9913) loss_fgl_dn_5: 0.9796 (0.9913) loss_giou: 0.5141 (0.6080) loss_giou_aux_0: 0.5567 (0.6375) loss_giou_aux_1: 0.5255 (0.6137) loss_giou_aux_2: 0.5171 (0.6088) loss_giou_aux_3: 0.5152 (0.6081) loss_giou_aux_4: 0.5140 (0.6080) loss_giou_dn_0: 0.5982 (0.6429) loss_giou_dn_1: 0.4919 (0.5313) loss_giou_dn_2: 0.4669 (0.5136) loss_giou_dn_3: 0.4643 (0.5095) loss_giou_dn_4: 0.4634 (0.5090) loss_giou_dn_5: 0.4633 (0.5090) loss_giou_dn_pre: 0.5975 (0.6414) loss_giou_enc_0: 0.6440 (0.7229) loss_giou_pre: 0.5527 (0.6354) loss_ddf_aux_0: 0.0714 (0.0712) loss_ddf_aux_1: 0.0087 (0.0091) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2652 (0.2630) loss_ddf_dn_1: 0.0328 (0.0329) loss_ddf_dn_2: 0.0055 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7335 (0.7176) loss_vfl_aux_0: 0.8043 (0.8007) loss_vfl_aux_1: 0.7806 (0.7775) loss_vfl_aux_2: 0.7648 (0.7529) loss_vfl_aux_3: 0.7422 (0.7292) loss_vfl_aux_4: 0.7386 (0.7190) loss_vfl_dn_0: 0.5087 (0.5046) loss_vfl_dn_1: 0.4539 (0.4574) loss_vfl_dn_2: 0.4453 (0.4428) loss_vfl_dn_3: 0.4289 (0.4320) loss_vfl_dn_4: 0.4248 (0.4281) loss_vfl_dn_5: 0.4251 (0.4276) loss_vfl_dn_pre: 0.5089 (0.5054) loss_vfl_enc_0: 0.8022 (0.7900) loss_vfl_pre: 0.8147 (0.8038) time: 0.7712 data: 0.0325 max mem: 9084 Epoch: [11] [2700/3696] eta: 0:12:59 lr: 0.000013 loss: 33.8184 (33.8557) loss_bbox: 0.2024 (0.2049) loss_bbox_aux_0: 0.2206 (0.2215) loss_bbox_aux_1: 0.2040 (0.2081) loss_bbox_aux_2: 0.2029 (0.2054) loss_bbox_aux_3: 0.2026 (0.2049) loss_bbox_aux_4: 0.2024 (0.2049) loss_bbox_dn_0: 0.2868 (0.2910) loss_bbox_dn_1: 0.2118 (0.2231) loss_bbox_dn_2: 0.2035 (0.2123) loss_bbox_dn_3: 0.2013 (0.2093) loss_bbox_dn_4: 0.2006 (0.2088) loss_bbox_dn_5: 0.2007 (0.2088) loss_bbox_dn_pre: 0.2956 (0.2957) loss_bbox_enc_0: 0.2717 (0.2690) loss_bbox_pre: 0.2210 (0.2218) loss_dfl: 0.9550 (0.9652) loss_fgl_aux_0: 0.9902 (1.0074) loss_fgl_aux_1: 0.9576 (0.9693) loss_fgl_aux_2: 0.9543 (0.9654) loss_fgl_aux_3: 0.9550 (0.9653) loss_fgl_aux_4: 0.9547 (0.9653) loss_fgl_dn_0: 1.0960 (1.1017) loss_fgl_dn_1: 0.9943 (0.9995) loss_fgl_dn_2: 0.9839 (0.9902) loss_fgl_dn_3: 0.9857 (0.9910) loss_fgl_dn_4: 0.9875 (0.9912) loss_fgl_dn_5: 0.9876 (0.9912) loss_giou: 0.6049 (0.6075) loss_giou_aux_0: 0.6327 (0.6369) loss_giou_aux_1: 0.6114 (0.6132) loss_giou_aux_2: 0.6059 (0.6082) loss_giou_aux_3: 0.6052 (0.6075) loss_giou_aux_4: 0.6055 (0.6075) loss_giou_dn_0: 0.6385 (0.6425) loss_giou_dn_1: 0.5297 (0.5309) loss_giou_dn_2: 0.5135 (0.5132) loss_giou_dn_3: 0.5096 (0.5092) loss_giou_dn_4: 0.5094 (0.5086) loss_giou_dn_5: 0.5094 (0.5086) loss_giou_dn_pre: 0.6379 (0.6411) loss_giou_enc_0: 0.7187 (0.7225) loss_giou_pre: 0.6308 (0.6348) loss_ddf_aux_0: 0.0726 (0.0712) loss_ddf_aux_1: 0.0087 (0.0091) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2667 (0.2632) loss_ddf_dn_1: 0.0330 (0.0330) loss_ddf_dn_2: 0.0061 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6871 (0.7174) loss_vfl_aux_0: 0.7743 (0.8005) loss_vfl_aux_1: 0.7512 (0.7771) loss_vfl_aux_2: 0.7246 (0.7526) loss_vfl_aux_3: 0.6973 (0.7290) loss_vfl_aux_4: 0.6868 (0.7188) loss_vfl_dn_0: 0.5004 (0.5046) loss_vfl_dn_1: 0.4515 (0.4573) loss_vfl_dn_2: 0.4306 (0.4427) loss_vfl_dn_3: 0.4261 (0.4319) loss_vfl_dn_4: 0.4218 (0.4280) loss_vfl_dn_5: 0.4207 (0.4275) loss_vfl_dn_pre: 0.5009 (0.5054) loss_vfl_enc_0: 0.7848 (0.7898) loss_vfl_pre: 0.7775 (0.8036) time: 0.7734 data: 0.0340 max mem: 9084 Epoch: [11] [2800/3696] eta: 0:11:41 lr: 0.000013 loss: 33.8790 (33.8523) loss_bbox: 0.2047 (0.2048) loss_bbox_aux_0: 0.2174 (0.2214) loss_bbox_aux_1: 0.2063 (0.2081) loss_bbox_aux_2: 0.2056 (0.2053) loss_bbox_aux_3: 0.2047 (0.2049) loss_bbox_aux_4: 0.2049 (0.2048) loss_bbox_dn_0: 0.2735 (0.2908) loss_bbox_dn_1: 0.2127 (0.2230) loss_bbox_dn_2: 0.2052 (0.2122) loss_bbox_dn_3: 0.2015 (0.2092) loss_bbox_dn_4: 0.2004 (0.2088) loss_bbox_dn_5: 0.2002 (0.2087) loss_bbox_dn_pre: 0.2815 (0.2956) loss_bbox_enc_0: 0.2654 (0.2689) loss_bbox_pre: 0.2171 (0.2217) loss_dfl: 0.9524 (0.9653) loss_fgl_aux_0: 1.0016 (1.0074) loss_fgl_aux_1: 0.9583 (0.9693) loss_fgl_aux_2: 0.9537 (0.9655) loss_fgl_aux_3: 0.9526 (0.9653) loss_fgl_aux_4: 0.9523 (0.9653) loss_fgl_dn_0: 1.1073 (1.1017) loss_fgl_dn_1: 1.0003 (0.9995) loss_fgl_dn_2: 0.9884 (0.9902) loss_fgl_dn_3: 0.9893 (0.9910) loss_fgl_dn_4: 0.9895 (0.9912) loss_fgl_dn_5: 0.9896 (0.9912) loss_giou: 0.6231 (0.6075) loss_giou_aux_0: 0.6428 (0.6369) loss_giou_aux_1: 0.6262 (0.6132) loss_giou_aux_2: 0.6248 (0.6082) loss_giou_aux_3: 0.6243 (0.6075) loss_giou_aux_4: 0.6234 (0.6075) loss_giou_dn_0: 0.6299 (0.6424) loss_giou_dn_1: 0.5355 (0.5308) loss_giou_dn_2: 0.5231 (0.5132) loss_giou_dn_3: 0.5177 (0.5091) loss_giou_dn_4: 0.5178 (0.5085) loss_giou_dn_5: 0.5175 (0.5085) loss_giou_dn_pre: 0.6260 (0.6409) loss_giou_enc_0: 0.7254 (0.7224) loss_giou_pre: 0.6417 (0.6348) loss_ddf_aux_0: 0.0656 (0.0711) loss_ddf_aux_1: 0.0081 (0.0091) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2504 (0.2630) loss_ddf_dn_1: 0.0292 (0.0330) loss_ddf_dn_2: 0.0051 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7092 (0.7173) loss_vfl_aux_0: 0.8018 (0.8003) loss_vfl_aux_1: 0.7615 (0.7768) loss_vfl_aux_2: 0.7518 (0.7523) loss_vfl_aux_3: 0.7253 (0.7288) loss_vfl_aux_4: 0.7175 (0.7185) loss_vfl_dn_0: 0.5060 (0.5046) loss_vfl_dn_1: 0.4600 (0.4574) loss_vfl_dn_2: 0.4363 (0.4427) loss_vfl_dn_3: 0.4288 (0.4319) loss_vfl_dn_4: 0.4259 (0.4281) loss_vfl_dn_5: 0.4254 (0.4275) loss_vfl_dn_pre: 0.5068 (0.5054) loss_vfl_enc_0: 0.7977 (0.7899) loss_vfl_pre: 0.8075 (0.8034) time: 0.7455 data: 0.0244 max mem: 9084 Epoch: [11] [2900/3696] eta: 0:10:22 lr: 0.000013 loss: 34.3345 (33.8554) loss_bbox: 0.2031 (0.2048) loss_bbox_aux_0: 0.2166 (0.2214) loss_bbox_aux_1: 0.2054 (0.2081) loss_bbox_aux_2: 0.2038 (0.2054) loss_bbox_aux_3: 0.2031 (0.2049) loss_bbox_aux_4: 0.2031 (0.2048) loss_bbox_dn_0: 0.2682 (0.2907) loss_bbox_dn_1: 0.2104 (0.2230) loss_bbox_dn_2: 0.2013 (0.2122) loss_bbox_dn_3: 0.1997 (0.2092) loss_bbox_dn_4: 0.2003 (0.2088) loss_bbox_dn_5: 0.1998 (0.2087) loss_bbox_dn_pre: 0.2763 (0.2955) loss_bbox_enc_0: 0.2623 (0.2690) loss_bbox_pre: 0.2185 (0.2217) loss_dfl: 0.9694 (0.9652) loss_fgl_aux_0: 0.9984 (1.0072) loss_fgl_aux_1: 0.9750 (0.9693) loss_fgl_aux_2: 0.9709 (0.9654) loss_fgl_aux_3: 0.9703 (0.9653) loss_fgl_aux_4: 0.9698 (0.9653) loss_fgl_dn_0: 1.0948 (1.1016) loss_fgl_dn_1: 0.9958 (0.9996) loss_fgl_dn_2: 0.9905 (0.9903) loss_fgl_dn_3: 0.9908 (0.9911) loss_fgl_dn_4: 0.9915 (0.9913) loss_fgl_dn_5: 0.9916 (0.9913) loss_giou: 0.6203 (0.6077) loss_giou_aux_0: 0.6484 (0.6371) loss_giou_aux_1: 0.6239 (0.6134) loss_giou_aux_2: 0.6202 (0.6085) loss_giou_aux_3: 0.6212 (0.6078) loss_giou_aux_4: 0.6207 (0.6077) loss_giou_dn_0: 0.6389 (0.6425) loss_giou_dn_1: 0.5346 (0.5311) loss_giou_dn_2: 0.5223 (0.5135) loss_giou_dn_3: 0.5183 (0.5093) loss_giou_dn_4: 0.5187 (0.5088) loss_giou_dn_5: 0.5185 (0.5088) loss_giou_dn_pre: 0.6393 (0.6410) loss_giou_enc_0: 0.7304 (0.7225) loss_giou_pre: 0.6467 (0.6350) loss_ddf_aux_0: 0.0661 (0.0710) loss_ddf_aux_1: 0.0084 (0.0091) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2638 (0.2629) loss_ddf_dn_1: 0.0323 (0.0330) loss_ddf_dn_2: 0.0060 (0.0061) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6821 (0.7172) loss_vfl_aux_0: 0.7675 (0.8003) loss_vfl_aux_1: 0.7383 (0.7768) loss_vfl_aux_2: 0.7309 (0.7524) loss_vfl_aux_3: 0.7000 (0.7288) loss_vfl_aux_4: 0.6949 (0.7184) loss_vfl_dn_0: 0.5001 (0.5046) loss_vfl_dn_1: 0.4527 (0.4574) loss_vfl_dn_2: 0.4384 (0.4427) loss_vfl_dn_3: 0.4380 (0.4320) loss_vfl_dn_4: 0.4309 (0.4281) loss_vfl_dn_5: 0.4308 (0.4276) loss_vfl_dn_pre: 0.4995 (0.5054) loss_vfl_enc_0: 0.7456 (0.7898) loss_vfl_pre: 0.7721 (0.8034) time: 0.8053 data: 0.0274 max mem: 9084 Epoch: [11] [3000/3696] eta: 0:09:04 lr: 0.000013 loss: 33.5094 (33.8565) loss_bbox: 0.2003 (0.2051) loss_bbox_aux_0: 0.2213 (0.2216) loss_bbox_aux_1: 0.2034 (0.2083) loss_bbox_aux_2: 0.2003 (0.2056) loss_bbox_aux_3: 0.2006 (0.2051) loss_bbox_aux_4: 0.2004 (0.2051) loss_bbox_dn_0: 0.2875 (0.2907) loss_bbox_dn_1: 0.2257 (0.2230) loss_bbox_dn_2: 0.2146 (0.2122) loss_bbox_dn_3: 0.2099 (0.2092) loss_bbox_dn_4: 0.2072 (0.2088) loss_bbox_dn_5: 0.2072 (0.2088) loss_bbox_dn_pre: 0.2913 (0.2955) loss_bbox_enc_0: 0.2735 (0.2691) loss_bbox_pre: 0.2235 (0.2219) loss_dfl: 0.9613 (0.9655) loss_fgl_aux_0: 1.0117 (1.0074) loss_fgl_aux_1: 0.9713 (0.9695) loss_fgl_aux_2: 0.9630 (0.9656) loss_fgl_aux_3: 0.9633 (0.9655) loss_fgl_aux_4: 0.9611 (0.9655) loss_fgl_dn_0: 1.1029 (1.1015) loss_fgl_dn_1: 1.0027 (0.9996) loss_fgl_dn_2: 0.9870 (0.9903) loss_fgl_dn_3: 0.9884 (0.9911) loss_fgl_dn_4: 0.9885 (0.9913) loss_fgl_dn_5: 0.9886 (0.9914) loss_giou: 0.5926 (0.6077) loss_giou_aux_0: 0.6227 (0.6371) loss_giou_aux_1: 0.5966 (0.6134) loss_giou_aux_2: 0.5930 (0.6084) loss_giou_aux_3: 0.5924 (0.6077) loss_giou_aux_4: 0.5923 (0.6077) loss_giou_dn_0: 0.6265 (0.6425) loss_giou_dn_1: 0.5080 (0.5311) loss_giou_dn_2: 0.4920 (0.5135) loss_giou_dn_3: 0.4891 (0.5093) loss_giou_dn_4: 0.4878 (0.5088) loss_giou_dn_5: 0.4879 (0.5088) loss_giou_dn_pre: 0.6248 (0.6410) loss_giou_enc_0: 0.6975 (0.7225) loss_giou_pre: 0.6188 (0.6350) loss_ddf_aux_0: 0.0728 (0.0709) loss_ddf_aux_1: 0.0090 (0.0091) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2673 (0.2627) loss_ddf_dn_1: 0.0336 (0.0330) loss_ddf_dn_2: 0.0059 (0.0061) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7141 (0.7170) loss_vfl_aux_0: 0.8164 (0.8001) loss_vfl_aux_1: 0.7926 (0.7766) loss_vfl_aux_2: 0.7668 (0.7522) loss_vfl_aux_3: 0.7327 (0.7286) loss_vfl_aux_4: 0.7131 (0.7182) loss_vfl_dn_0: 0.5042 (0.5046) loss_vfl_dn_1: 0.4539 (0.4573) loss_vfl_dn_2: 0.4396 (0.4427) loss_vfl_dn_3: 0.4304 (0.4320) loss_vfl_dn_4: 0.4275 (0.4281) loss_vfl_dn_5: 0.4260 (0.4276) loss_vfl_dn_pre: 0.5043 (0.5054) loss_vfl_enc_0: 0.7739 (0.7897) loss_vfl_pre: 0.8246 (0.8032) time: 0.7815 data: 0.0271 max mem: 9084 Epoch: [11] [3100/3696] eta: 0:07:46 lr: 0.000013 loss: 34.0217 (33.8516) loss_bbox: 0.2083 (0.2050) loss_bbox_aux_0: 0.2247 (0.2216) loss_bbox_aux_1: 0.2114 (0.2083) loss_bbox_aux_2: 0.2086 (0.2055) loss_bbox_aux_3: 0.2085 (0.2051) loss_bbox_aux_4: 0.2083 (0.2050) loss_bbox_dn_0: 0.2831 (0.2907) loss_bbox_dn_1: 0.2138 (0.2230) loss_bbox_dn_2: 0.1988 (0.2122) loss_bbox_dn_3: 0.1962 (0.2092) loss_bbox_dn_4: 0.1955 (0.2087) loss_bbox_dn_5: 0.1955 (0.2087) loss_bbox_dn_pre: 0.2889 (0.2955) loss_bbox_enc_0: 0.2636 (0.2691) loss_bbox_pre: 0.2282 (0.2218) loss_dfl: 0.9470 (0.9654) loss_fgl_aux_0: 0.9943 (1.0073) loss_fgl_aux_1: 0.9511 (0.9694) loss_fgl_aux_2: 0.9475 (0.9656) loss_fgl_aux_3: 0.9468 (0.9654) loss_fgl_aux_4: 0.9467 (0.9654) loss_fgl_dn_0: 1.1003 (1.1015) loss_fgl_dn_1: 0.9926 (0.9995) loss_fgl_dn_2: 0.9811 (0.9902) loss_fgl_dn_3: 0.9801 (0.9910) loss_fgl_dn_4: 0.9804 (0.9912) loss_fgl_dn_5: 0.9805 (0.9913) loss_giou: 0.6246 (0.6076) loss_giou_aux_0: 0.6594 (0.6369) loss_giou_aux_1: 0.6303 (0.6133) loss_giou_aux_2: 0.6233 (0.6083) loss_giou_aux_3: 0.6238 (0.6076) loss_giou_aux_4: 0.6245 (0.6076) loss_giou_dn_0: 0.6499 (0.6424) loss_giou_dn_1: 0.5402 (0.5310) loss_giou_dn_2: 0.5221 (0.5133) loss_giou_dn_3: 0.5182 (0.5092) loss_giou_dn_4: 0.5186 (0.5086) loss_giou_dn_5: 0.5189 (0.5086) loss_giou_dn_pre: 0.6506 (0.6409) loss_giou_enc_0: 0.7336 (0.7224) loss_giou_pre: 0.6572 (0.6348) loss_ddf_aux_0: 0.0641 (0.0708) loss_ddf_aux_1: 0.0082 (0.0090) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2517 (0.2628) loss_ddf_dn_1: 0.0305 (0.0329) loss_ddf_dn_2: 0.0057 (0.0060) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6960 (0.7169) loss_vfl_aux_0: 0.7537 (0.7999) loss_vfl_aux_1: 0.7423 (0.7764) loss_vfl_aux_2: 0.7186 (0.7521) loss_vfl_aux_3: 0.7070 (0.7285) loss_vfl_aux_4: 0.6969 (0.7182) loss_vfl_dn_0: 0.4944 (0.5046) loss_vfl_dn_1: 0.4484 (0.4573) loss_vfl_dn_2: 0.4333 (0.4427) loss_vfl_dn_3: 0.4226 (0.4320) loss_vfl_dn_4: 0.4196 (0.4281) loss_vfl_dn_5: 0.4193 (0.4275) loss_vfl_dn_pre: 0.4968 (0.5054) loss_vfl_enc_0: 0.7743 (0.7896) loss_vfl_pre: 0.7625 (0.8031) time: 0.7471 data: 0.0278 max mem: 9084 Epoch: [11] [3200/3696] eta: 0:06:28 lr: 0.000013 loss: 33.6855 (33.8505) loss_bbox: 0.1968 (0.2050) loss_bbox_aux_0: 0.2195 (0.2215) loss_bbox_aux_1: 0.2010 (0.2082) loss_bbox_aux_2: 0.1965 (0.2055) loss_bbox_aux_3: 0.1970 (0.2050) loss_bbox_aux_4: 0.1968 (0.2050) loss_bbox_dn_0: 0.2816 (0.2907) loss_bbox_dn_1: 0.2208 (0.2230) loss_bbox_dn_2: 0.2113 (0.2122) loss_bbox_dn_3: 0.2095 (0.2092) loss_bbox_dn_4: 0.2093 (0.2088) loss_bbox_dn_5: 0.2093 (0.2088) loss_bbox_dn_pre: 0.2956 (0.2955) loss_bbox_enc_0: 0.2702 (0.2690) loss_bbox_pre: 0.2186 (0.2217) loss_dfl: 0.9614 (0.9651) loss_fgl_aux_0: 0.9857 (1.0070) loss_fgl_aux_1: 0.9640 (0.9691) loss_fgl_aux_2: 0.9612 (0.9653) loss_fgl_aux_3: 0.9618 (0.9652) loss_fgl_aux_4: 0.9614 (0.9652) loss_fgl_dn_0: 1.0945 (1.1015) loss_fgl_dn_1: 0.9942 (0.9995) loss_fgl_dn_2: 0.9858 (0.9902) loss_fgl_dn_3: 0.9854 (0.9910) loss_fgl_dn_4: 0.9858 (0.9912) loss_fgl_dn_5: 0.9859 (0.9912) loss_giou: 0.5963 (0.6078) loss_giou_aux_0: 0.6317 (0.6372) loss_giou_aux_1: 0.6058 (0.6135) loss_giou_aux_2: 0.5969 (0.6086) loss_giou_aux_3: 0.5960 (0.6079) loss_giou_aux_4: 0.5964 (0.6078) loss_giou_dn_0: 0.6315 (0.6424) loss_giou_dn_1: 0.5278 (0.5310) loss_giou_dn_2: 0.5094 (0.5133) loss_giou_dn_3: 0.5071 (0.5092) loss_giou_dn_4: 0.5068 (0.5086) loss_giou_dn_5: 0.5075 (0.5086) loss_giou_dn_pre: 0.6305 (0.6409) loss_giou_enc_0: 0.7205 (0.7225) loss_giou_pre: 0.6294 (0.6350) loss_ddf_aux_0: 0.0654 (0.0708) loss_ddf_aux_1: 0.0075 (0.0090) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2537 (0.2628) loss_ddf_dn_1: 0.0291 (0.0329) loss_ddf_dn_2: 0.0057 (0.0060) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7122 (0.7168) loss_vfl_aux_0: 0.7899 (0.7998) loss_vfl_aux_1: 0.7349 (0.7764) loss_vfl_aux_2: 0.7286 (0.7520) loss_vfl_aux_3: 0.7116 (0.7285) loss_vfl_aux_4: 0.7094 (0.7180) loss_vfl_dn_0: 0.5022 (0.5046) loss_vfl_dn_1: 0.4514 (0.4573) loss_vfl_dn_2: 0.4349 (0.4427) loss_vfl_dn_3: 0.4287 (0.4319) loss_vfl_dn_4: 0.4240 (0.4280) loss_vfl_dn_5: 0.4232 (0.4275) loss_vfl_dn_pre: 0.5023 (0.5054) loss_vfl_enc_0: 0.7664 (0.7896) loss_vfl_pre: 0.7947 (0.8030) time: 0.7503 data: 0.0277 max mem: 9084 Epoch: [11] [3300/3696] eta: 0:05:09 lr: 0.000013 loss: 33.8773 (33.8456) loss_bbox: 0.1991 (0.2049) loss_bbox_aux_0: 0.2104 (0.2214) loss_bbox_aux_1: 0.1985 (0.2081) loss_bbox_aux_2: 0.1990 (0.2054) loss_bbox_aux_3: 0.1994 (0.2050) loss_bbox_aux_4: 0.1992 (0.2049) loss_bbox_dn_0: 0.2684 (0.2905) loss_bbox_dn_1: 0.2126 (0.2228) loss_bbox_dn_2: 0.2086 (0.2121) loss_bbox_dn_3: 0.2076 (0.2090) loss_bbox_dn_4: 0.2069 (0.2086) loss_bbox_dn_5: 0.2068 (0.2086) loss_bbox_dn_pre: 0.2707 (0.2953) loss_bbox_enc_0: 0.2513 (0.2688) loss_bbox_pre: 0.2103 (0.2216) loss_dfl: 0.9788 (0.9654) loss_fgl_aux_0: 1.0105 (1.0071) loss_fgl_aux_1: 0.9797 (0.9693) loss_fgl_aux_2: 0.9795 (0.9655) loss_fgl_aux_3: 0.9792 (0.9654) loss_fgl_aux_4: 0.9789 (0.9654) loss_fgl_dn_0: 1.0979 (1.1015) loss_fgl_dn_1: 1.0037 (0.9995) loss_fgl_dn_2: 0.9960 (0.9903) loss_fgl_dn_3: 0.9979 (0.9910) loss_fgl_dn_4: 0.9977 (0.9913) loss_fgl_dn_5: 0.9976 (0.9913) loss_giou: 0.6268 (0.6077) loss_giou_aux_0: 0.6484 (0.6370) loss_giou_aux_1: 0.6307 (0.6133) loss_giou_aux_2: 0.6269 (0.6084) loss_giou_aux_3: 0.6274 (0.6078) loss_giou_aux_4: 0.6271 (0.6077) loss_giou_dn_0: 0.6324 (0.6422) loss_giou_dn_1: 0.5294 (0.5308) loss_giou_dn_2: 0.5051 (0.5131) loss_giou_dn_3: 0.5027 (0.5090) loss_giou_dn_4: 0.5045 (0.5085) loss_giou_dn_5: 0.5051 (0.5084) loss_giou_dn_pre: 0.6341 (0.6408) loss_giou_enc_0: 0.7153 (0.7222) loss_giou_pre: 0.6470 (0.6349) loss_ddf_aux_0: 0.0641 (0.0707) loss_ddf_aux_1: 0.0082 (0.0090) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2532 (0.2627) loss_ddf_dn_1: 0.0303 (0.0329) loss_ddf_dn_2: 0.0058 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6910 (0.7167) loss_vfl_aux_0: 0.7780 (0.7996) loss_vfl_aux_1: 0.7560 (0.7762) loss_vfl_aux_2: 0.7357 (0.7520) loss_vfl_aux_3: 0.7122 (0.7284) loss_vfl_aux_4: 0.6923 (0.7180) loss_vfl_dn_0: 0.4999 (0.5045) loss_vfl_dn_1: 0.4484 (0.4572) loss_vfl_dn_2: 0.4381 (0.4425) loss_vfl_dn_3: 0.4257 (0.4318) loss_vfl_dn_4: 0.4250 (0.4279) loss_vfl_dn_5: 0.4245 (0.4274) loss_vfl_dn_pre: 0.5019 (0.5053) loss_vfl_enc_0: 0.7802 (0.7896) loss_vfl_pre: 0.7834 (0.8028) time: 0.7479 data: 0.0246 max mem: 9084 Epoch: [11] [3400/3696] eta: 0:03:51 lr: 0.000013 loss: 33.5050 (33.8441) loss_bbox: 0.1957 (0.2049) loss_bbox_aux_0: 0.2120 (0.2213) loss_bbox_aux_1: 0.1981 (0.2081) loss_bbox_aux_2: 0.1956 (0.2054) loss_bbox_aux_3: 0.1956 (0.2049) loss_bbox_aux_4: 0.1957 (0.2049) loss_bbox_dn_0: 0.2806 (0.2904) loss_bbox_dn_1: 0.2104 (0.2227) loss_bbox_dn_2: 0.2020 (0.2120) loss_bbox_dn_3: 0.1997 (0.2090) loss_bbox_dn_4: 0.1994 (0.2085) loss_bbox_dn_5: 0.1995 (0.2085) loss_bbox_dn_pre: 0.2852 (0.2952) loss_bbox_enc_0: 0.2577 (0.2687) loss_bbox_pre: 0.2126 (0.2216) loss_dfl: 0.9682 (0.9654) loss_fgl_aux_0: 1.0031 (1.0070) loss_fgl_aux_1: 0.9709 (0.9694) loss_fgl_aux_2: 0.9681 (0.9656) loss_fgl_aux_3: 0.9682 (0.9655) loss_fgl_aux_4: 0.9683 (0.9654) loss_fgl_dn_0: 1.0949 (1.1014) loss_fgl_dn_1: 0.9948 (0.9995) loss_fgl_dn_2: 0.9848 (0.9903) loss_fgl_dn_3: 0.9852 (0.9910) loss_fgl_dn_4: 0.9848 (0.9913) loss_fgl_dn_5: 0.9847 (0.9913) loss_giou: 0.5891 (0.6078) loss_giou_aux_0: 0.6131 (0.6370) loss_giou_aux_1: 0.5929 (0.6134) loss_giou_aux_2: 0.5897 (0.6085) loss_giou_aux_3: 0.5890 (0.6078) loss_giou_aux_4: 0.5891 (0.6078) loss_giou_dn_0: 0.6173 (0.6422) loss_giou_dn_1: 0.5210 (0.5308) loss_giou_dn_2: 0.5037 (0.5132) loss_giou_dn_3: 0.4979 (0.5090) loss_giou_dn_4: 0.4975 (0.5085) loss_giou_dn_5: 0.4974 (0.5085) loss_giou_dn_pre: 0.6170 (0.6407) loss_giou_enc_0: 0.6879 (0.7222) loss_giou_pre: 0.6141 (0.6349) loss_ddf_aux_0: 0.0739 (0.0706) loss_ddf_aux_1: 0.0083 (0.0090) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2721 (0.2626) loss_ddf_dn_1: 0.0363 (0.0329) loss_ddf_dn_2: 0.0065 (0.0060) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6908 (0.7168) loss_vfl_aux_0: 0.7742 (0.7993) loss_vfl_aux_1: 0.7450 (0.7760) loss_vfl_aux_2: 0.7360 (0.7519) loss_vfl_aux_3: 0.7079 (0.7284) loss_vfl_aux_4: 0.7003 (0.7180) loss_vfl_dn_0: 0.5038 (0.5045) loss_vfl_dn_1: 0.4565 (0.4571) loss_vfl_dn_2: 0.4391 (0.4425) loss_vfl_dn_3: 0.4297 (0.4318) loss_vfl_dn_4: 0.4264 (0.4279) loss_vfl_dn_5: 0.4264 (0.4274) loss_vfl_dn_pre: 0.5042 (0.5053) loss_vfl_enc_0: 0.7783 (0.7894) loss_vfl_pre: 0.7776 (0.8025) time: 0.7924 data: 0.0306 max mem: 9084 Epoch: [11] [3500/3696] eta: 0:02:33 lr: 0.000013 loss: 33.7563 (33.8418) loss_bbox: 0.1929 (0.2048) loss_bbox_aux_0: 0.2124 (0.2213) loss_bbox_aux_1: 0.1961 (0.2081) loss_bbox_aux_2: 0.1931 (0.2054) loss_bbox_aux_3: 0.1925 (0.2049) loss_bbox_aux_4: 0.1928 (0.2049) loss_bbox_dn_0: 0.3081 (0.2905) loss_bbox_dn_1: 0.2380 (0.2228) loss_bbox_dn_2: 0.2264 (0.2120) loss_bbox_dn_3: 0.2245 (0.2090) loss_bbox_dn_4: 0.2235 (0.2086) loss_bbox_dn_5: 0.2240 (0.2085) loss_bbox_dn_pre: 0.3107 (0.2952) loss_bbox_enc_0: 0.2755 (0.2687) loss_bbox_pre: 0.2133 (0.2215) loss_dfl: 0.9475 (0.9654) loss_fgl_aux_0: 0.9934 (1.0070) loss_fgl_aux_1: 0.9526 (0.9694) loss_fgl_aux_2: 0.9476 (0.9656) loss_fgl_aux_3: 0.9476 (0.9655) loss_fgl_aux_4: 0.9479 (0.9654) loss_fgl_dn_0: 1.0933 (1.1014) loss_fgl_dn_1: 0.9878 (0.9994) loss_fgl_dn_2: 0.9750 (0.9902) loss_fgl_dn_3: 0.9762 (0.9909) loss_fgl_dn_4: 0.9769 (0.9912) loss_fgl_dn_5: 0.9769 (0.9912) loss_giou: 0.6038 (0.6074) loss_giou_aux_0: 0.6346 (0.6366) loss_giou_aux_1: 0.6124 (0.6130) loss_giou_aux_2: 0.6076 (0.6081) loss_giou_aux_3: 0.6046 (0.6075) loss_giou_aux_4: 0.6038 (0.6074) loss_giou_dn_0: 0.6239 (0.6419) loss_giou_dn_1: 0.5081 (0.5306) loss_giou_dn_2: 0.4895 (0.5129) loss_giou_dn_3: 0.4894 (0.5088) loss_giou_dn_4: 0.4882 (0.5082) loss_giou_dn_5: 0.4882 (0.5082) loss_giou_dn_pre: 0.6207 (0.6404) loss_giou_enc_0: 0.7163 (0.7219) loss_giou_pre: 0.6315 (0.6345) loss_ddf_aux_0: 0.0722 (0.0706) loss_ddf_aux_1: 0.0079 (0.0090) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2643 (0.2624) loss_ddf_dn_1: 0.0319 (0.0329) loss_ddf_dn_2: 0.0051 (0.0060) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7235 (0.7172) loss_vfl_aux_0: 0.7952 (0.7997) loss_vfl_aux_1: 0.7849 (0.7766) loss_vfl_aux_2: 0.7524 (0.7524) loss_vfl_aux_3: 0.7289 (0.7288) loss_vfl_aux_4: 0.7261 (0.7185) loss_vfl_dn_0: 0.4992 (0.5045) loss_vfl_dn_1: 0.4545 (0.4571) loss_vfl_dn_2: 0.4386 (0.4424) loss_vfl_dn_3: 0.4291 (0.4317) loss_vfl_dn_4: 0.4272 (0.4278) loss_vfl_dn_5: 0.4258 (0.4273) loss_vfl_dn_pre: 0.5009 (0.5053) loss_vfl_enc_0: 0.7764 (0.7897) loss_vfl_pre: 0.8040 (0.8029) time: 0.7880 data: 0.0304 max mem: 9084 Epoch: [11] [3600/3696] eta: 0:01:15 lr: 0.000013 loss: 33.8794 (33.8404) loss_bbox: 0.2003 (0.2046) loss_bbox_aux_0: 0.2206 (0.2211) loss_bbox_aux_1: 0.2032 (0.2079) loss_bbox_aux_2: 0.2001 (0.2052) loss_bbox_aux_3: 0.2003 (0.2047) loss_bbox_aux_4: 0.2003 (0.2047) loss_bbox_dn_0: 0.3075 (0.2904) loss_bbox_dn_1: 0.2456 (0.2227) loss_bbox_dn_2: 0.2327 (0.2120) loss_bbox_dn_3: 0.2312 (0.2089) loss_bbox_dn_4: 0.2306 (0.2085) loss_bbox_dn_5: 0.2305 (0.2085) loss_bbox_dn_pre: 0.3115 (0.2951) loss_bbox_enc_0: 0.2752 (0.2685) loss_bbox_pre: 0.2224 (0.2214) loss_dfl: 0.9608 (0.9654) loss_fgl_aux_0: 1.0143 (1.0070) loss_fgl_aux_1: 0.9692 (0.9693) loss_fgl_aux_2: 0.9623 (0.9656) loss_fgl_aux_3: 0.9613 (0.9654) loss_fgl_aux_4: 0.9612 (0.9654) loss_fgl_dn_0: 1.1011 (1.1014) loss_fgl_dn_1: 0.9925 (0.9994) loss_fgl_dn_2: 0.9791 (0.9901) loss_fgl_dn_3: 0.9807 (0.9909) loss_fgl_dn_4: 0.9815 (0.9911) loss_fgl_dn_5: 0.9815 (0.9911) loss_giou: 0.5888 (0.6075) loss_giou_aux_0: 0.6036 (0.6367) loss_giou_aux_1: 0.5917 (0.6131) loss_giou_aux_2: 0.5896 (0.6082) loss_giou_aux_3: 0.5882 (0.6075) loss_giou_aux_4: 0.5888 (0.6075) loss_giou_dn_0: 0.6230 (0.6419) loss_giou_dn_1: 0.5136 (0.5306) loss_giou_dn_2: 0.5000 (0.5130) loss_giou_dn_3: 0.4934 (0.5089) loss_giou_dn_4: 0.4921 (0.5083) loss_giou_dn_5: 0.4922 (0.5083) loss_giou_dn_pre: 0.6214 (0.6404) loss_giou_enc_0: 0.6868 (0.7219) loss_giou_pre: 0.6038 (0.6346) loss_ddf_aux_0: 0.0785 (0.0707) loss_ddf_aux_1: 0.0094 (0.0090) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2847 (0.2625) loss_ddf_dn_1: 0.0366 (0.0329) loss_ddf_dn_2: 0.0068 (0.0060) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7108 (0.7173) loss_vfl_aux_0: 0.7797 (0.7997) loss_vfl_aux_1: 0.7523 (0.7766) loss_vfl_aux_2: 0.7306 (0.7524) loss_vfl_aux_3: 0.7040 (0.7290) loss_vfl_aux_4: 0.6996 (0.7187) loss_vfl_dn_0: 0.5011 (0.5044) loss_vfl_dn_1: 0.4545 (0.4569) loss_vfl_dn_2: 0.4410 (0.4423) loss_vfl_dn_3: 0.4323 (0.4316) loss_vfl_dn_4: 0.4305 (0.4277) loss_vfl_dn_5: 0.4285 (0.4272) loss_vfl_dn_pre: 0.5010 (0.5052) loss_vfl_enc_0: 0.7789 (0.7899) loss_vfl_pre: 0.7822 (0.8028) time: 0.7654 data: 0.0257 max mem: 9084 Epoch: [11] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 33.2132 (33.8345) loss_bbox: 0.2057 (0.2046) loss_bbox_aux_0: 0.2178 (0.2211) loss_bbox_aux_1: 0.2036 (0.2079) loss_bbox_aux_2: 0.2033 (0.2051) loss_bbox_aux_3: 0.2057 (0.2047) loss_bbox_aux_4: 0.2058 (0.2046) loss_bbox_dn_0: 0.2790 (0.2904) loss_bbox_dn_1: 0.2097 (0.2227) loss_bbox_dn_2: 0.2018 (0.2119) loss_bbox_dn_3: 0.1983 (0.2089) loss_bbox_dn_4: 0.1974 (0.2085) loss_bbox_dn_5: 0.1975 (0.2085) loss_bbox_dn_pre: 0.2827 (0.2951) loss_bbox_enc_0: 0.2662 (0.2686) loss_bbox_pre: 0.2169 (0.2214) loss_dfl: 0.9555 (0.9654) loss_fgl_aux_0: 0.9912 (1.0070) loss_fgl_aux_1: 0.9598 (0.9693) loss_fgl_aux_2: 0.9561 (0.9656) loss_fgl_aux_3: 0.9555 (0.9654) loss_fgl_aux_4: 0.9552 (0.9654) loss_fgl_dn_0: 1.1036 (1.1014) loss_fgl_dn_1: 0.9900 (0.9993) loss_fgl_dn_2: 0.9781 (0.9901) loss_fgl_dn_3: 0.9785 (0.9908) loss_fgl_dn_4: 0.9778 (0.9911) loss_fgl_dn_5: 0.9779 (0.9911) loss_giou: 0.5731 (0.6072) loss_giou_aux_0: 0.6065 (0.6364) loss_giou_aux_1: 0.5799 (0.6129) loss_giou_aux_2: 0.5732 (0.6080) loss_giou_aux_3: 0.5733 (0.6073) loss_giou_aux_4: 0.5735 (0.6072) loss_giou_dn_0: 0.6497 (0.6416) loss_giou_dn_1: 0.5305 (0.5303) loss_giou_dn_2: 0.5115 (0.5127) loss_giou_dn_3: 0.5026 (0.5086) loss_giou_dn_4: 0.5012 (0.5080) loss_giou_dn_5: 0.5010 (0.5080) loss_giou_dn_pre: 0.6475 (0.6401) loss_giou_enc_0: 0.6944 (0.7216) loss_giou_pre: 0.6064 (0.6343) loss_ddf_aux_0: 0.0687 (0.0707) loss_ddf_aux_1: 0.0082 (0.0090) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2655 (0.2624) loss_ddf_dn_1: 0.0316 (0.0329) loss_ddf_dn_2: 0.0060 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6777 (0.7172) loss_vfl_aux_0: 0.7707 (0.7997) loss_vfl_aux_1: 0.7448 (0.7764) loss_vfl_aux_2: 0.7221 (0.7523) loss_vfl_aux_3: 0.6893 (0.7289) loss_vfl_aux_4: 0.6754 (0.7186) loss_vfl_dn_0: 0.5061 (0.5044) loss_vfl_dn_1: 0.4544 (0.4569) loss_vfl_dn_2: 0.4395 (0.4422) loss_vfl_dn_3: 0.4283 (0.4315) loss_vfl_dn_4: 0.4260 (0.4276) loss_vfl_dn_5: 0.4254 (0.4271) loss_vfl_dn_pre: 0.5066 (0.5052) loss_vfl_enc_0: 0.7570 (0.7900) loss_vfl_pre: 0.7755 (0.8028) time: 0.7663 data: 0.0304 max mem: 9084 Epoch: [11] Total time: 0:48:12 (0.7827 s / it) Averaged stats: lr: 0.000013 loss: 33.2132 (33.8345) loss_bbox: 0.2057 (0.2046) loss_bbox_aux_0: 0.2178 (0.2211) loss_bbox_aux_1: 0.2036 (0.2079) loss_bbox_aux_2: 0.2033 (0.2051) loss_bbox_aux_3: 0.2057 (0.2047) loss_bbox_aux_4: 0.2058 (0.2046) loss_bbox_dn_0: 0.2790 (0.2904) loss_bbox_dn_1: 0.2097 (0.2227) loss_bbox_dn_2: 0.2018 (0.2119) loss_bbox_dn_3: 0.1983 (0.2089) loss_bbox_dn_4: 0.1974 (0.2085) loss_bbox_dn_5: 0.1975 (0.2085) loss_bbox_dn_pre: 0.2827 (0.2951) loss_bbox_enc_0: 0.2662 (0.2686) loss_bbox_pre: 0.2169 (0.2214) loss_dfl: 0.9555 (0.9654) loss_fgl_aux_0: 0.9912 (1.0070) loss_fgl_aux_1: 0.9598 (0.9693) loss_fgl_aux_2: 0.9561 (0.9656) loss_fgl_aux_3: 0.9555 (0.9654) loss_fgl_aux_4: 0.9552 (0.9654) loss_fgl_dn_0: 1.1036 (1.1014) loss_fgl_dn_1: 0.9900 (0.9993) loss_fgl_dn_2: 0.9781 (0.9901) loss_fgl_dn_3: 0.9785 (0.9908) loss_fgl_dn_4: 0.9778 (0.9911) loss_fgl_dn_5: 0.9779 (0.9911) loss_giou: 0.5731 (0.6072) loss_giou_aux_0: 0.6065 (0.6364) loss_giou_aux_1: 0.5799 (0.6129) loss_giou_aux_2: 0.5732 (0.6080) loss_giou_aux_3: 0.5733 (0.6073) loss_giou_aux_4: 0.5735 (0.6072) loss_giou_dn_0: 0.6497 (0.6416) loss_giou_dn_1: 0.5305 (0.5303) loss_giou_dn_2: 0.5115 (0.5127) loss_giou_dn_3: 0.5026 (0.5086) loss_giou_dn_4: 0.5012 (0.5080) loss_giou_dn_5: 0.5010 (0.5080) loss_giou_dn_pre: 0.6475 (0.6401) loss_giou_enc_0: 0.6944 (0.7216) loss_giou_pre: 0.6064 (0.6343) loss_ddf_aux_0: 0.0687 (0.0707) loss_ddf_aux_1: 0.0082 (0.0090) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2655 (0.2624) loss_ddf_dn_1: 0.0316 (0.0329) loss_ddf_dn_2: 0.0060 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6777 (0.7172) loss_vfl_aux_0: 0.7707 (0.7997) loss_vfl_aux_1: 0.7448 (0.7764) loss_vfl_aux_2: 0.7221 (0.7523) loss_vfl_aux_3: 0.6893 (0.7289) loss_vfl_aux_4: 0.6754 (0.7186) loss_vfl_dn_0: 0.5061 (0.5044) loss_vfl_dn_1: 0.4544 (0.4569) loss_vfl_dn_2: 0.4395 (0.4422) loss_vfl_dn_3: 0.4283 (0.4315) loss_vfl_dn_4: 0.4260 (0.4276) loss_vfl_dn_5: 0.4254 (0.4271) loss_vfl_dn_pre: 0.5066 (0.5052) loss_vfl_enc_0: 0.7570 (0.7900) loss_vfl_pre: 0.7755 (0.8028) Test: [ 0/79] eta: 0:03:00 time: 2.2881 data: 1.7339 max mem: 9084 Test: [10/79] eta: 0:00:52 time: 0.7553 data: 0.2165 max mem: 9084 Test: [20/79] eta: 0:00:40 time: 0.6082 data: 0.0653 max mem: 9084 Test: [30/79] eta: 0:00:36 time: 0.7443 data: 0.0642 max mem: 9084 Test: [40/79] eta: 0:00:28 time: 0.7495 data: 0.0652 max mem: 9084 Test: [50/79] eta: 0:00:20 time: 0.6171 data: 0.0646 max mem: 9084 Test: [60/79] eta: 0:00:12 time: 0.6038 data: 0.0603 max mem: 9084 Test: [70/79] eta: 0:00:06 time: 0.6971 data: 0.0581 max mem: 9084 Test: [78/79] eta: 0:00:00 time: 0.6516 data: 0.0562 max mem: 9084 Test: Total time: 0:00:53 (0.6804 s / it) Averaged stats: Accumulating evaluation results... DONE (t=25.94s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.498 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.671 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.541 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.295 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.548 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.681 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.379 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.631 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.702 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.503 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.757 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.886 best_stat: {'epoch': 11, 'coco_eval_bbox': 0.49817623204948247} Epoch: [12] [ 0/3696] eta: 2:25:54 lr: 0.000013 loss: 34.5491 (34.5491) loss_bbox: 0.2391 (0.2391) loss_bbox_aux_0: 0.2587 (0.2587) loss_bbox_aux_1: 0.2429 (0.2429) loss_bbox_aux_2: 0.2409 (0.2409) loss_bbox_aux_3: 0.2389 (0.2389) loss_bbox_aux_4: 0.2391 (0.2391) loss_bbox_dn_0: 0.3824 (0.3824) loss_bbox_dn_1: 0.2985 (0.2985) loss_bbox_dn_2: 0.2802 (0.2802) loss_bbox_dn_3: 0.2764 (0.2764) loss_bbox_dn_4: 0.2769 (0.2769) loss_bbox_dn_5: 0.2770 (0.2770) loss_bbox_dn_pre: 0.3863 (0.3863) loss_bbox_enc_0: 0.2980 (0.2980) loss_bbox_pre: 0.2570 (0.2570) loss_dfl: 0.9704 (0.9704) loss_fgl_aux_0: 1.0107 (1.0107) loss_fgl_aux_1: 0.9784 (0.9784) loss_fgl_aux_2: 0.9728 (0.9728) loss_fgl_aux_3: 0.9711 (0.9711) loss_fgl_aux_4: 0.9704 (0.9704) loss_fgl_dn_0: 1.1017 (1.1017) loss_fgl_dn_1: 0.9958 (0.9958) loss_fgl_dn_2: 0.9842 (0.9842) loss_fgl_dn_3: 0.9864 (0.9864) loss_fgl_dn_4: 0.9867 (0.9867) loss_fgl_dn_5: 0.9867 (0.9867) loss_giou: 0.5571 (0.5571) loss_giou_aux_0: 0.5779 (0.5779) loss_giou_aux_1: 0.5581 (0.5581) loss_giou_aux_2: 0.5568 (0.5568) loss_giou_aux_3: 0.5570 (0.5570) loss_giou_aux_4: 0.5571 (0.5571) loss_giou_dn_0: 0.6018 (0.6018) loss_giou_dn_1: 0.4794 (0.4794) loss_giou_dn_2: 0.4584 (0.4584) loss_giou_dn_3: 0.4521 (0.4521) loss_giou_dn_4: 0.4500 (0.4500) loss_giou_dn_5: 0.4499 (0.4499) loss_giou_dn_pre: 0.5987 (0.5987) loss_giou_enc_0: 0.6552 (0.6552) loss_giou_pre: 0.5737 (0.5737) loss_ddf_aux_0: 0.0659 (0.0659) loss_ddf_aux_1: 0.0079 (0.0079) loss_ddf_aux_2: 0.0012 (0.0012) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2257 (0.2257) loss_ddf_dn_1: 0.0299 (0.0299) loss_ddf_dn_2: 0.0068 (0.0068) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.8138 (0.8138) loss_vfl_aux_0: 0.8534 (0.8534) loss_vfl_aux_1: 0.8427 (0.8427) loss_vfl_aux_2: 0.8525 (0.8525) loss_vfl_aux_3: 0.8193 (0.8193) loss_vfl_aux_4: 0.8209 (0.8209) loss_vfl_dn_0: 0.5203 (0.5203) loss_vfl_dn_1: 0.4722 (0.4722) loss_vfl_dn_2: 0.4509 (0.4509) loss_vfl_dn_3: 0.4427 (0.4427) loss_vfl_dn_4: 0.4412 (0.4412) loss_vfl_dn_5: 0.4390 (0.4390) loss_vfl_dn_pre: 0.5214 (0.5214) loss_vfl_enc_0: 0.8671 (0.8671) loss_vfl_pre: 0.8625 (0.8625) time: 2.3687 data: 1.7303 max mem: 9084 Epoch: [12] [ 100/3696] eta: 0:46:33 lr: 0.000013 loss: 33.3114 (33.5533) loss_bbox: 0.1979 (0.2030) loss_bbox_aux_0: 0.2102 (0.2192) loss_bbox_aux_1: 0.1994 (0.2062) loss_bbox_aux_2: 0.1972 (0.2035) loss_bbox_aux_3: 0.1979 (0.2031) loss_bbox_aux_4: 0.1978 (0.2030) loss_bbox_dn_0: 0.2699 (0.2841) loss_bbox_dn_1: 0.1955 (0.2169) loss_bbox_dn_2: 0.1858 (0.2063) loss_bbox_dn_3: 0.1838 (0.2032) loss_bbox_dn_4: 0.1832 (0.2027) loss_bbox_dn_5: 0.1831 (0.2027) loss_bbox_dn_pre: 0.2764 (0.2895) loss_bbox_enc_0: 0.2622 (0.2667) loss_bbox_pre: 0.2118 (0.2193) loss_dfl: 0.9706 (0.9726) loss_fgl_aux_0: 1.0132 (1.0124) loss_fgl_aux_1: 0.9738 (0.9765) loss_fgl_aux_2: 0.9696 (0.9728) loss_fgl_aux_3: 0.9702 (0.9726) loss_fgl_aux_4: 0.9705 (0.9726) loss_fgl_dn_0: 1.1048 (1.1020) loss_fgl_dn_1: 0.9932 (0.9985) loss_fgl_dn_2: 0.9871 (0.9893) loss_fgl_dn_3: 0.9877 (0.9899) loss_fgl_dn_4: 0.9879 (0.9902) loss_fgl_dn_5: 0.9880 (0.9902) loss_giou: 0.5804 (0.5879) loss_giou_aux_0: 0.6115 (0.6159) loss_giou_aux_1: 0.5899 (0.5937) loss_giou_aux_2: 0.5803 (0.5886) loss_giou_aux_3: 0.5800 (0.5880) loss_giou_aux_4: 0.5796 (0.5880) loss_giou_dn_0: 0.6400 (0.6264) loss_giou_dn_1: 0.5020 (0.5148) loss_giou_dn_2: 0.4827 (0.4976) loss_giou_dn_3: 0.4804 (0.4937) loss_giou_dn_4: 0.4800 (0.4932) loss_giou_dn_5: 0.4805 (0.4931) loss_giou_dn_pre: 0.6399 (0.6252) loss_giou_enc_0: 0.7264 (0.7032) loss_giou_pre: 0.6090 (0.6138) loss_ddf_aux_0: 0.0663 (0.0672) loss_ddf_aux_1: 0.0088 (0.0087) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2587 (0.2666) loss_ddf_dn_1: 0.0315 (0.0334) loss_ddf_dn_2: 0.0054 (0.0063) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7037 (0.7125) loss_vfl_aux_0: 0.8082 (0.8035) loss_vfl_aux_1: 0.7667 (0.7795) loss_vfl_aux_2: 0.7468 (0.7549) loss_vfl_aux_3: 0.7145 (0.7268) loss_vfl_aux_4: 0.7075 (0.7155) loss_vfl_dn_0: 0.4988 (0.5050) loss_vfl_dn_1: 0.4530 (0.4562) loss_vfl_dn_2: 0.4391 (0.4408) loss_vfl_dn_3: 0.4290 (0.4296) loss_vfl_dn_4: 0.4282 (0.4257) loss_vfl_dn_5: 0.4279 (0.4250) loss_vfl_dn_pre: 0.4990 (0.5055) loss_vfl_enc_0: 0.7704 (0.7892) loss_vfl_pre: 0.8084 (0.8065) time: 0.7831 data: 0.0329 max mem: 9084 Epoch: [12] [ 200/3696] eta: 0:45:43 lr: 0.000013 loss: 33.9370 (33.5871) loss_bbox: 0.1902 (0.2030) loss_bbox_aux_0: 0.1986 (0.2200) loss_bbox_aux_1: 0.1928 (0.2063) loss_bbox_aux_2: 0.1915 (0.2036) loss_bbox_aux_3: 0.1907 (0.2031) loss_bbox_aux_4: 0.1903 (0.2030) loss_bbox_dn_0: 0.2447 (0.2874) loss_bbox_dn_1: 0.1857 (0.2191) loss_bbox_dn_2: 0.1784 (0.2081) loss_bbox_dn_3: 0.1780 (0.2049) loss_bbox_dn_4: 0.1782 (0.2043) loss_bbox_dn_5: 0.1781 (0.2043) loss_bbox_dn_pre: 0.2500 (0.2926) loss_bbox_enc_0: 0.2577 (0.2699) loss_bbox_pre: 0.2012 (0.2203) loss_dfl: 0.9685 (0.9721) loss_fgl_aux_0: 1.0048 (1.0132) loss_fgl_aux_1: 0.9689 (0.9760) loss_fgl_aux_2: 0.9674 (0.9723) loss_fgl_aux_3: 0.9685 (0.9721) loss_fgl_aux_4: 0.9685 (0.9721) loss_fgl_dn_0: 1.0981 (1.1031) loss_fgl_dn_1: 1.0035 (0.9984) loss_fgl_dn_2: 0.9946 (0.9889) loss_fgl_dn_3: 0.9953 (0.9894) loss_fgl_dn_4: 0.9957 (0.9897) loss_fgl_dn_5: 0.9959 (0.9898) loss_giou: 0.6283 (0.5899) loss_giou_aux_0: 0.6622 (0.6187) loss_giou_aux_1: 0.6363 (0.5954) loss_giou_aux_2: 0.6314 (0.5905) loss_giou_aux_3: 0.6288 (0.5900) loss_giou_aux_4: 0.6284 (0.5899) loss_giou_dn_0: 0.6656 (0.6298) loss_giou_dn_1: 0.5561 (0.5181) loss_giou_dn_2: 0.5320 (0.5005) loss_giou_dn_3: 0.5291 (0.4965) loss_giou_dn_4: 0.5282 (0.4959) loss_giou_dn_5: 0.5280 (0.4959) loss_giou_dn_pre: 0.6631 (0.6285) loss_giou_enc_0: 0.7327 (0.7061) loss_giou_pre: 0.6592 (0.6168) loss_ddf_aux_0: 0.0685 (0.0686) loss_ddf_aux_1: 0.0095 (0.0088) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2472 (0.2639) loss_ddf_dn_1: 0.0305 (0.0334) loss_ddf_dn_2: 0.0058 (0.0062) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6791 (0.7106) loss_vfl_aux_0: 0.7659 (0.8003) loss_vfl_aux_1: 0.7421 (0.7756) loss_vfl_aux_2: 0.7473 (0.7517) loss_vfl_aux_3: 0.6942 (0.7249) loss_vfl_aux_4: 0.6796 (0.7134) loss_vfl_dn_0: 0.5000 (0.5041) loss_vfl_dn_1: 0.4557 (0.4549) loss_vfl_dn_2: 0.4424 (0.4400) loss_vfl_dn_3: 0.4308 (0.4293) loss_vfl_dn_4: 0.4276 (0.4253) loss_vfl_dn_5: 0.4271 (0.4248) loss_vfl_dn_pre: 0.5008 (0.5046) loss_vfl_enc_0: 0.7725 (0.7912) loss_vfl_pre: 0.7695 (0.8037) time: 0.7979 data: 0.0377 max mem: 9085 Epoch: [12] [ 300/3696] eta: 0:44:24 lr: 0.000013 loss: 33.7264 (33.5853) loss_bbox: 0.2196 (0.2035) loss_bbox_aux_0: 0.2365 (0.2206) loss_bbox_aux_1: 0.2254 (0.2068) loss_bbox_aux_2: 0.2210 (0.2041) loss_bbox_aux_3: 0.2203 (0.2037) loss_bbox_aux_4: 0.2199 (0.2036) loss_bbox_dn_0: 0.3150 (0.2892) loss_bbox_dn_1: 0.2492 (0.2205) loss_bbox_dn_2: 0.2400 (0.2093) loss_bbox_dn_3: 0.2348 (0.2062) loss_bbox_dn_4: 0.2340 (0.2057) loss_bbox_dn_5: 0.2341 (0.2057) loss_bbox_dn_pre: 0.3218 (0.2944) loss_bbox_enc_0: 0.2925 (0.2705) loss_bbox_pre: 0.2374 (0.2209) loss_dfl: 0.9633 (0.9697) loss_fgl_aux_0: 1.0000 (1.0114) loss_fgl_aux_1: 0.9711 (0.9737) loss_fgl_aux_2: 0.9647 (0.9700) loss_fgl_aux_3: 0.9635 (0.9698) loss_fgl_aux_4: 0.9634 (0.9697) loss_fgl_dn_0: 1.1014 (1.1030) loss_fgl_dn_1: 0.9884 (0.9981) loss_fgl_dn_2: 0.9800 (0.9885) loss_fgl_dn_3: 0.9804 (0.9891) loss_fgl_dn_4: 0.9807 (0.9894) loss_fgl_dn_5: 0.9808 (0.9895) loss_giou: 0.5551 (0.5904) loss_giou_aux_0: 0.5932 (0.6200) loss_giou_aux_1: 0.5656 (0.5962) loss_giou_aux_2: 0.5584 (0.5911) loss_giou_aux_3: 0.5563 (0.5905) loss_giou_aux_4: 0.5556 (0.5904) loss_giou_dn_0: 0.6042 (0.6308) loss_giou_dn_1: 0.4938 (0.5184) loss_giou_dn_2: 0.4767 (0.5009) loss_giou_dn_3: 0.4732 (0.4969) loss_giou_dn_4: 0.4737 (0.4963) loss_giou_dn_5: 0.4739 (0.4962) loss_giou_dn_pre: 0.6040 (0.6295) loss_giou_enc_0: 0.6823 (0.7076) loss_giou_pre: 0.5916 (0.6181) loss_ddf_aux_0: 0.0761 (0.0707) loss_ddf_aux_1: 0.0095 (0.0089) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2700 (0.2632) loss_ddf_dn_1: 0.0328 (0.0329) loss_ddf_dn_2: 0.0060 (0.0061) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7349 (0.7114) loss_vfl_aux_0: 0.8254 (0.7971) loss_vfl_aux_1: 0.8135 (0.7745) loss_vfl_aux_2: 0.7793 (0.7495) loss_vfl_aux_3: 0.7471 (0.7251) loss_vfl_aux_4: 0.7396 (0.7137) loss_vfl_dn_0: 0.5049 (0.5038) loss_vfl_dn_1: 0.4554 (0.4542) loss_vfl_dn_2: 0.4405 (0.4394) loss_vfl_dn_3: 0.4318 (0.4288) loss_vfl_dn_4: 0.4270 (0.4249) loss_vfl_dn_5: 0.4254 (0.4242) loss_vfl_dn_pre: 0.5050 (0.5045) loss_vfl_enc_0: 0.8025 (0.7895) loss_vfl_pre: 0.8221 (0.8006) time: 0.7838 data: 0.0454 max mem: 9085 Epoch: [12] [ 400/3696] eta: 0:50:53 lr: 0.000013 loss: 34.0090 (33.5937) loss_bbox: 0.2150 (0.2033) loss_bbox_aux_0: 0.2242 (0.2203) loss_bbox_aux_1: 0.2153 (0.2066) loss_bbox_aux_2: 0.2144 (0.2039) loss_bbox_aux_3: 0.2149 (0.2035) loss_bbox_aux_4: 0.2151 (0.2034) loss_bbox_dn_0: 0.2894 (0.2891) loss_bbox_dn_1: 0.2238 (0.2205) loss_bbox_dn_2: 0.2138 (0.2095) loss_bbox_dn_3: 0.2105 (0.2064) loss_bbox_dn_4: 0.2105 (0.2059) loss_bbox_dn_5: 0.2103 (0.2059) loss_bbox_dn_pre: 0.2954 (0.2940) loss_bbox_enc_0: 0.2815 (0.2697) loss_bbox_pre: 0.2296 (0.2206) loss_dfl: 0.9577 (0.9688) loss_fgl_aux_0: 1.0069 (1.0102) loss_fgl_aux_1: 0.9618 (0.9727) loss_fgl_aux_2: 0.9591 (0.9690) loss_fgl_aux_3: 0.9579 (0.9689) loss_fgl_aux_4: 0.9578 (0.9688) loss_fgl_dn_0: 1.0976 (1.1032) loss_fgl_dn_1: 0.9908 (0.9985) loss_fgl_dn_2: 0.9829 (0.9890) loss_fgl_dn_3: 0.9822 (0.9897) loss_fgl_dn_4: 0.9824 (0.9900) loss_fgl_dn_5: 0.9823 (0.9900) loss_giou: 0.6049 (0.5926) loss_giou_aux_0: 0.6304 (0.6223) loss_giou_aux_1: 0.6071 (0.5984) loss_giou_aux_2: 0.6034 (0.5934) loss_giou_aux_3: 0.6056 (0.5927) loss_giou_aux_4: 0.6052 (0.5926) loss_giou_dn_0: 0.6339 (0.6303) loss_giou_dn_1: 0.5218 (0.5182) loss_giou_dn_2: 0.5009 (0.5007) loss_giou_dn_3: 0.4989 (0.4967) loss_giou_dn_4: 0.4985 (0.4962) loss_giou_dn_5: 0.4981 (0.4961) loss_giou_dn_pre: 0.6358 (0.6289) loss_giou_enc_0: 0.7169 (0.7096) loss_giou_pre: 0.6252 (0.6204) loss_ddf_aux_0: 0.0723 (0.0705) loss_ddf_aux_1: 0.0088 (0.0089) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2589 (0.2627) loss_ddf_dn_1: 0.0316 (0.0329) loss_ddf_dn_2: 0.0061 (0.0061) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7552 (0.7120) loss_vfl_aux_0: 0.8390 (0.7970) loss_vfl_aux_1: 0.8290 (0.7743) loss_vfl_aux_2: 0.7936 (0.7490) loss_vfl_aux_3: 0.7793 (0.7253) loss_vfl_aux_4: 0.7599 (0.7139) loss_vfl_dn_0: 0.4988 (0.5039) loss_vfl_dn_1: 0.4513 (0.4541) loss_vfl_dn_2: 0.4355 (0.4393) loss_vfl_dn_3: 0.4250 (0.4287) loss_vfl_dn_4: 0.4221 (0.4248) loss_vfl_dn_5: 0.4243 (0.4242) loss_vfl_dn_pre: 0.5010 (0.5046) loss_vfl_enc_0: 0.7743 (0.7883) loss_vfl_pre: 0.8386 (0.8002) time: 1.5812 data: 0.0282 max mem: 9085 Epoch: [12] [ 500/3696] eta: 0:47:39 lr: 0.000013 loss: 33.3997 (33.6233) loss_bbox: 0.1773 (0.2022) loss_bbox_aux_0: 0.1938 (0.2191) loss_bbox_aux_1: 0.1782 (0.2056) loss_bbox_aux_2: 0.1766 (0.2028) loss_bbox_aux_3: 0.1776 (0.2023) loss_bbox_aux_4: 0.1775 (0.2022) loss_bbox_dn_0: 0.2614 (0.2877) loss_bbox_dn_1: 0.1967 (0.2195) loss_bbox_dn_2: 0.1836 (0.2086) loss_bbox_dn_3: 0.1805 (0.2056) loss_bbox_dn_4: 0.1804 (0.2051) loss_bbox_dn_5: 0.1800 (0.2051) loss_bbox_dn_pre: 0.2641 (0.2926) loss_bbox_enc_0: 0.2425 (0.2683) loss_bbox_pre: 0.1937 (0.2195) loss_dfl: 0.9692 (0.9671) loss_fgl_aux_0: 1.0219 (1.0089) loss_fgl_aux_1: 0.9758 (0.9713) loss_fgl_aux_2: 0.9686 (0.9674) loss_fgl_aux_3: 0.9695 (0.9672) loss_fgl_aux_4: 0.9691 (0.9672) loss_fgl_dn_0: 1.1044 (1.1020) loss_fgl_dn_1: 1.0043 (0.9980) loss_fgl_dn_2: 0.9928 (0.9885) loss_fgl_dn_3: 0.9932 (0.9892) loss_fgl_dn_4: 0.9936 (0.9894) loss_fgl_dn_5: 0.9935 (0.9895) loss_giou: 0.5896 (0.5965) loss_giou_aux_0: 0.6108 (0.6262) loss_giou_aux_1: 0.5911 (0.6023) loss_giou_aux_2: 0.5914 (0.5973) loss_giou_aux_3: 0.5898 (0.5966) loss_giou_aux_4: 0.5896 (0.5965) loss_giou_dn_0: 0.6443 (0.6335) loss_giou_dn_1: 0.5333 (0.5214) loss_giou_dn_2: 0.5117 (0.5040) loss_giou_dn_3: 0.5092 (0.5000) loss_giou_dn_4: 0.5089 (0.4994) loss_giou_dn_5: 0.5092 (0.4994) loss_giou_dn_pre: 0.6432 (0.6321) loss_giou_enc_0: 0.7118 (0.7132) loss_giou_pre: 0.6076 (0.6242) loss_ddf_aux_0: 0.0704 (0.0708) loss_ddf_aux_1: 0.0095 (0.0090) loss_ddf_aux_2: 0.0018 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2708 (0.2632) loss_ddf_dn_1: 0.0334 (0.0328) loss_ddf_dn_2: 0.0059 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7018 (0.7117) loss_vfl_aux_0: 0.7877 (0.7975) loss_vfl_aux_1: 0.7706 (0.7755) loss_vfl_aux_2: 0.7412 (0.7506) loss_vfl_aux_3: 0.7015 (0.7249) loss_vfl_aux_4: 0.7065 (0.7137) loss_vfl_dn_0: 0.4991 (0.5038) loss_vfl_dn_1: 0.4529 (0.4544) loss_vfl_dn_2: 0.4399 (0.4398) loss_vfl_dn_3: 0.4283 (0.4291) loss_vfl_dn_4: 0.4227 (0.4252) loss_vfl_dn_5: 0.4229 (0.4247) loss_vfl_dn_pre: 0.5001 (0.5044) loss_vfl_enc_0: 0.7655 (0.7881) loss_vfl_pre: 0.7886 (0.8008) time: 0.7599 data: 0.0341 max mem: 9085 Epoch: [12] [ 600/3696] eta: 0:45:11 lr: 0.000013 loss: 33.5421 (33.6523) loss_bbox: 0.1963 (0.2022) loss_bbox_aux_0: 0.2114 (0.2192) loss_bbox_aux_1: 0.1983 (0.2056) loss_bbox_aux_2: 0.1968 (0.2028) loss_bbox_aux_3: 0.1961 (0.2023) loss_bbox_aux_4: 0.1963 (0.2022) loss_bbox_dn_0: 0.2774 (0.2876) loss_bbox_dn_1: 0.2087 (0.2195) loss_bbox_dn_2: 0.1966 (0.2086) loss_bbox_dn_3: 0.1968 (0.2056) loss_bbox_dn_4: 0.1976 (0.2051) loss_bbox_dn_5: 0.1978 (0.2051) loss_bbox_dn_pre: 0.2831 (0.2924) loss_bbox_enc_0: 0.2614 (0.2682) loss_bbox_pre: 0.2125 (0.2196) loss_dfl: 0.9469 (0.9663) loss_fgl_aux_0: 0.9901 (1.0084) loss_fgl_aux_1: 0.9559 (0.9704) loss_fgl_aux_2: 0.9473 (0.9665) loss_fgl_aux_3: 0.9468 (0.9663) loss_fgl_aux_4: 0.9470 (0.9663) loss_fgl_dn_0: 1.0929 (1.1013) loss_fgl_dn_1: 0.9920 (0.9979) loss_fgl_dn_2: 0.9829 (0.9885) loss_fgl_dn_3: 0.9841 (0.9892) loss_fgl_dn_4: 0.9850 (0.9895) loss_fgl_dn_5: 0.9850 (0.9895) loss_giou: 0.5854 (0.5987) loss_giou_aux_0: 0.6152 (0.6285) loss_giou_aux_1: 0.5906 (0.6044) loss_giou_aux_2: 0.5849 (0.5994) loss_giou_aux_3: 0.5854 (0.5987) loss_giou_aux_4: 0.5851 (0.5987) loss_giou_dn_0: 0.6409 (0.6353) loss_giou_dn_1: 0.5408 (0.5234) loss_giou_dn_2: 0.5231 (0.5059) loss_giou_dn_3: 0.5197 (0.5019) loss_giou_dn_4: 0.5192 (0.5013) loss_giou_dn_5: 0.5193 (0.5013) loss_giou_dn_pre: 0.6403 (0.6338) loss_giou_enc_0: 0.7061 (0.7152) loss_giou_pre: 0.6120 (0.6265) loss_ddf_aux_0: 0.0765 (0.0716) loss_ddf_aux_1: 0.0093 (0.0091) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2538 (0.2631) loss_ddf_dn_1: 0.0306 (0.0328) loss_ddf_dn_2: 0.0052 (0.0060) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7068 (0.7127) loss_vfl_aux_0: 0.8146 (0.7978) loss_vfl_aux_1: 0.7814 (0.7757) loss_vfl_aux_2: 0.7518 (0.7506) loss_vfl_aux_3: 0.7274 (0.7253) loss_vfl_aux_4: 0.7072 (0.7142) loss_vfl_dn_0: 0.5032 (0.5036) loss_vfl_dn_1: 0.4570 (0.4547) loss_vfl_dn_2: 0.4487 (0.4401) loss_vfl_dn_3: 0.4382 (0.4296) loss_vfl_dn_4: 0.4317 (0.4257) loss_vfl_dn_5: 0.4320 (0.4252) loss_vfl_dn_pre: 0.5047 (0.5042) loss_vfl_enc_0: 0.8033 (0.7876) loss_vfl_pre: 0.8175 (0.8011) time: 0.7774 data: 0.0388 max mem: 9085 Epoch: [12] [ 700/3696] eta: 0:43:01 lr: 0.000013 loss: 33.3383 (33.6510) loss_bbox: 0.1824 (0.2029) loss_bbox_aux_0: 0.1933 (0.2200) loss_bbox_aux_1: 0.1824 (0.2063) loss_bbox_aux_2: 0.1816 (0.2035) loss_bbox_aux_3: 0.1824 (0.2030) loss_bbox_aux_4: 0.1823 (0.2029) loss_bbox_dn_0: 0.2550 (0.2880) loss_bbox_dn_1: 0.1936 (0.2201) loss_bbox_dn_2: 0.1835 (0.2093) loss_bbox_dn_3: 0.1801 (0.2063) loss_bbox_dn_4: 0.1804 (0.2058) loss_bbox_dn_5: 0.1806 (0.2058) loss_bbox_dn_pre: 0.2574 (0.2927) loss_bbox_enc_0: 0.2372 (0.2686) loss_bbox_pre: 0.1962 (0.2203) loss_dfl: 0.9507 (0.9662) loss_fgl_aux_0: 1.0004 (1.0084) loss_fgl_aux_1: 0.9551 (0.9703) loss_fgl_aux_2: 0.9511 (0.9665) loss_fgl_aux_3: 0.9510 (0.9663) loss_fgl_aux_4: 0.9508 (0.9662) loss_fgl_dn_0: 1.0940 (1.1015) loss_fgl_dn_1: 1.0016 (0.9979) loss_fgl_dn_2: 0.9883 (0.9886) loss_fgl_dn_3: 0.9882 (0.9893) loss_fgl_dn_4: 0.9884 (0.9896) loss_fgl_dn_5: 0.9882 (0.9896) loss_giou: 0.5905 (0.5985) loss_giou_aux_0: 0.6217 (0.6283) loss_giou_aux_1: 0.5955 (0.6042) loss_giou_aux_2: 0.5931 (0.5992) loss_giou_aux_3: 0.5911 (0.5985) loss_giou_aux_4: 0.5908 (0.5985) loss_giou_dn_0: 0.6331 (0.6351) loss_giou_dn_1: 0.5201 (0.5234) loss_giou_dn_2: 0.5009 (0.5060) loss_giou_dn_3: 0.4977 (0.5019) loss_giou_dn_4: 0.4968 (0.5013) loss_giou_dn_5: 0.4969 (0.5013) loss_giou_dn_pre: 0.6337 (0.6336) loss_giou_enc_0: 0.7004 (0.7145) loss_giou_pre: 0.6210 (0.6262) loss_ddf_aux_0: 0.0685 (0.0716) loss_ddf_aux_1: 0.0089 (0.0091) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2626 (0.2633) loss_ddf_dn_1: 0.0326 (0.0328) loss_ddf_dn_2: 0.0062 (0.0060) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6746 (0.7119) loss_vfl_aux_0: 0.7854 (0.7967) loss_vfl_aux_1: 0.7424 (0.7740) loss_vfl_aux_2: 0.7168 (0.7493) loss_vfl_aux_3: 0.6809 (0.7242) loss_vfl_aux_4: 0.6816 (0.7134) loss_vfl_dn_0: 0.4992 (0.5037) loss_vfl_dn_1: 0.4479 (0.4548) loss_vfl_dn_2: 0.4321 (0.4400) loss_vfl_dn_3: 0.4223 (0.4296) loss_vfl_dn_4: 0.4169 (0.4257) loss_vfl_dn_5: 0.4185 (0.4252) loss_vfl_dn_pre: 0.4989 (0.5044) loss_vfl_enc_0: 0.7733 (0.7865) loss_vfl_pre: 0.7839 (0.7998) time: 0.7912 data: 0.0396 max mem: 9085 Epoch: [12] [ 800/3696] eta: 0:41:04 lr: 0.000013 loss: 33.8802 (33.6456) loss_bbox: 0.1845 (0.2023) loss_bbox_aux_0: 0.1983 (0.2191) loss_bbox_aux_1: 0.1858 (0.2056) loss_bbox_aux_2: 0.1842 (0.2029) loss_bbox_aux_3: 0.1842 (0.2024) loss_bbox_aux_4: 0.1845 (0.2023) loss_bbox_dn_0: 0.2702 (0.2872) loss_bbox_dn_1: 0.1959 (0.2194) loss_bbox_dn_2: 0.1900 (0.2087) loss_bbox_dn_3: 0.1865 (0.2057) loss_bbox_dn_4: 0.1856 (0.2052) loss_bbox_dn_5: 0.1855 (0.2052) loss_bbox_dn_pre: 0.2679 (0.2919) loss_bbox_enc_0: 0.2479 (0.2675) loss_bbox_pre: 0.1992 (0.2195) loss_dfl: 0.9847 (0.9665) loss_fgl_aux_0: 1.0183 (1.0087) loss_fgl_aux_1: 0.9836 (0.9705) loss_fgl_aux_2: 0.9845 (0.9668) loss_fgl_aux_3: 0.9848 (0.9666) loss_fgl_aux_4: 0.9845 (0.9666) loss_fgl_dn_0: 1.1028 (1.1015) loss_fgl_dn_1: 1.0046 (0.9981) loss_fgl_dn_2: 0.9945 (0.9887) loss_fgl_dn_3: 0.9969 (0.9895) loss_fgl_dn_4: 0.9970 (0.9897) loss_fgl_dn_5: 0.9971 (0.9898) loss_giou: 0.6038 (0.5983) loss_giou_aux_0: 0.6302 (0.6279) loss_giou_aux_1: 0.6088 (0.6040) loss_giou_aux_2: 0.6030 (0.5990) loss_giou_aux_3: 0.6030 (0.5983) loss_giou_aux_4: 0.6035 (0.5983) loss_giou_dn_0: 0.6357 (0.6351) loss_giou_dn_1: 0.5184 (0.5234) loss_giou_dn_2: 0.5029 (0.5059) loss_giou_dn_3: 0.4970 (0.5018) loss_giou_dn_4: 0.4958 (0.5012) loss_giou_dn_5: 0.4957 (0.5012) loss_giou_dn_pre: 0.6328 (0.6336) loss_giou_enc_0: 0.7182 (0.7141) loss_giou_pre: 0.6244 (0.6258) loss_ddf_aux_0: 0.0715 (0.0720) loss_ddf_aux_1: 0.0087 (0.0091) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2529 (0.2636) loss_ddf_dn_1: 0.0306 (0.0329) loss_ddf_dn_2: 0.0055 (0.0061) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7346 (0.7129) loss_vfl_aux_0: 0.7910 (0.7970) loss_vfl_aux_1: 0.7704 (0.7744) loss_vfl_aux_2: 0.7394 (0.7496) loss_vfl_aux_3: 0.7341 (0.7248) loss_vfl_aux_4: 0.7359 (0.7144) loss_vfl_dn_0: 0.5037 (0.5037) loss_vfl_dn_1: 0.4557 (0.4548) loss_vfl_dn_2: 0.4332 (0.4400) loss_vfl_dn_3: 0.4252 (0.4296) loss_vfl_dn_4: 0.4230 (0.4258) loss_vfl_dn_5: 0.4216 (0.4252) loss_vfl_dn_pre: 0.5050 (0.5044) loss_vfl_enc_0: 0.7557 (0.7870) loss_vfl_pre: 0.7971 (0.8001) time: 0.7867 data: 0.0428 max mem: 9085 Epoch: [12] [ 900/3696] eta: 0:39:28 lr: 0.000013 loss: 33.5779 (33.6427) loss_bbox: 0.2027 (0.2026) loss_bbox_aux_0: 0.2222 (0.2193) loss_bbox_aux_1: 0.2045 (0.2059) loss_bbox_aux_2: 0.2036 (0.2031) loss_bbox_aux_3: 0.2026 (0.2027) loss_bbox_aux_4: 0.2027 (0.2026) loss_bbox_dn_0: 0.2778 (0.2867) loss_bbox_dn_1: 0.2123 (0.2191) loss_bbox_dn_2: 0.2050 (0.2085) loss_bbox_dn_3: 0.2013 (0.2054) loss_bbox_dn_4: 0.1996 (0.2050) loss_bbox_dn_5: 0.1998 (0.2049) loss_bbox_dn_pre: 0.2845 (0.2915) loss_bbox_enc_0: 0.2675 (0.2676) loss_bbox_pre: 0.2234 (0.2197) loss_dfl: 0.9728 (0.9670) loss_fgl_aux_0: 1.0122 (1.0090) loss_fgl_aux_1: 0.9754 (0.9709) loss_fgl_aux_2: 0.9733 (0.9672) loss_fgl_aux_3: 0.9728 (0.9670) loss_fgl_aux_4: 0.9729 (0.9670) loss_fgl_dn_0: 1.1014 (1.1015) loss_fgl_dn_1: 0.9955 (0.9980) loss_fgl_dn_2: 0.9879 (0.9887) loss_fgl_dn_3: 0.9882 (0.9894) loss_fgl_dn_4: 0.9881 (0.9897) loss_fgl_dn_5: 0.9882 (0.9897) loss_giou: 0.6023 (0.5982) loss_giou_aux_0: 0.6307 (0.6277) loss_giou_aux_1: 0.6095 (0.6039) loss_giou_aux_2: 0.6042 (0.5990) loss_giou_aux_3: 0.6027 (0.5983) loss_giou_aux_4: 0.6027 (0.5982) loss_giou_dn_0: 0.6129 (0.6348) loss_giou_dn_1: 0.5176 (0.5231) loss_giou_dn_2: 0.5011 (0.5057) loss_giou_dn_3: 0.4987 (0.5017) loss_giou_dn_4: 0.4989 (0.5011) loss_giou_dn_5: 0.4990 (0.5011) loss_giou_dn_pre: 0.6109 (0.6332) loss_giou_enc_0: 0.7187 (0.7138) loss_giou_pre: 0.6277 (0.6256) loss_ddf_aux_0: 0.0657 (0.0719) loss_ddf_aux_1: 0.0086 (0.0090) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2658 (0.2634) loss_ddf_dn_1: 0.0347 (0.0328) loss_ddf_dn_2: 0.0073 (0.0061) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6966 (0.7128) loss_vfl_aux_0: 0.7811 (0.7970) loss_vfl_aux_1: 0.7712 (0.7741) loss_vfl_aux_2: 0.7382 (0.7492) loss_vfl_aux_3: 0.7062 (0.7249) loss_vfl_aux_4: 0.6909 (0.7143) loss_vfl_dn_0: 0.4992 (0.5036) loss_vfl_dn_1: 0.4530 (0.4546) loss_vfl_dn_2: 0.4312 (0.4397) loss_vfl_dn_3: 0.4236 (0.4293) loss_vfl_dn_4: 0.4211 (0.4255) loss_vfl_dn_5: 0.4219 (0.4250) loss_vfl_dn_pre: 0.5013 (0.5044) loss_vfl_enc_0: 0.7719 (0.7870) loss_vfl_pre: 0.7799 (0.8001) time: 0.7810 data: 0.0316 max mem: 9085 Epoch: [12] [1000/3696] eta: 0:37:47 lr: 0.000013 loss: 33.0327 (33.6438) loss_bbox: 0.1857 (0.2030) loss_bbox_aux_0: 0.2045 (0.2198) loss_bbox_aux_1: 0.1904 (0.2063) loss_bbox_aux_2: 0.1858 (0.2036) loss_bbox_aux_3: 0.1861 (0.2031) loss_bbox_aux_4: 0.1857 (0.2030) loss_bbox_dn_0: 0.2888 (0.2869) loss_bbox_dn_1: 0.2131 (0.2194) loss_bbox_dn_2: 0.2033 (0.2087) loss_bbox_dn_3: 0.2011 (0.2057) loss_bbox_dn_4: 0.2009 (0.2052) loss_bbox_dn_5: 0.2010 (0.2052) loss_bbox_dn_pre: 0.2935 (0.2918) loss_bbox_enc_0: 0.2378 (0.2678) loss_bbox_pre: 0.2040 (0.2201) loss_dfl: 0.9621 (0.9666) loss_fgl_aux_0: 1.0135 (1.0086) loss_fgl_aux_1: 0.9696 (0.9705) loss_fgl_aux_2: 0.9623 (0.9668) loss_fgl_aux_3: 0.9629 (0.9666) loss_fgl_aux_4: 0.9627 (0.9666) loss_fgl_dn_0: 1.1022 (1.1012) loss_fgl_dn_1: 0.9974 (0.9979) loss_fgl_dn_2: 0.9821 (0.9886) loss_fgl_dn_3: 0.9860 (0.9893) loss_fgl_dn_4: 0.9864 (0.9896) loss_fgl_dn_5: 0.9864 (0.9896) loss_giou: 0.5630 (0.5989) loss_giou_aux_0: 0.5913 (0.6284) loss_giou_aux_1: 0.5669 (0.6046) loss_giou_aux_2: 0.5625 (0.5997) loss_giou_aux_3: 0.5630 (0.5990) loss_giou_aux_4: 0.5629 (0.5989) loss_giou_dn_0: 0.6176 (0.6346) loss_giou_dn_1: 0.5051 (0.5232) loss_giou_dn_2: 0.4827 (0.5058) loss_giou_dn_3: 0.4719 (0.5017) loss_giou_dn_4: 0.4711 (0.5011) loss_giou_dn_5: 0.4710 (0.5011) loss_giou_dn_pre: 0.6168 (0.6331) loss_giou_enc_0: 0.6685 (0.7139) loss_giou_pre: 0.5900 (0.6263) loss_ddf_aux_0: 0.0702 (0.0714) loss_ddf_aux_1: 0.0084 (0.0090) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2595 (0.2625) loss_ddf_dn_1: 0.0316 (0.0328) loss_ddf_dn_2: 0.0059 (0.0062) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7064 (0.7127) loss_vfl_aux_0: 0.7755 (0.7962) loss_vfl_aux_1: 0.7597 (0.7736) loss_vfl_aux_2: 0.7358 (0.7487) loss_vfl_aux_3: 0.7097 (0.7246) loss_vfl_aux_4: 0.7086 (0.7141) loss_vfl_dn_0: 0.5040 (0.5037) loss_vfl_dn_1: 0.4525 (0.4546) loss_vfl_dn_2: 0.4387 (0.4396) loss_vfl_dn_3: 0.4289 (0.4292) loss_vfl_dn_4: 0.4223 (0.4254) loss_vfl_dn_5: 0.4215 (0.4248) loss_vfl_dn_pre: 0.5053 (0.5044) loss_vfl_enc_0: 0.7816 (0.7870) loss_vfl_pre: 0.7746 (0.7993) time: 0.7932 data: 0.0337 max mem: 9085 Epoch: [12] [1100/3696] eta: 0:36:12 lr: 0.000013 loss: 33.8726 (33.6508) loss_bbox: 0.1876 (0.2028) loss_bbox_aux_0: 0.2027 (0.2195) loss_bbox_aux_1: 0.1909 (0.2061) loss_bbox_aux_2: 0.1866 (0.2034) loss_bbox_aux_3: 0.1872 (0.2029) loss_bbox_aux_4: 0.1875 (0.2028) loss_bbox_dn_0: 0.2486 (0.2864) loss_bbox_dn_1: 0.1946 (0.2191) loss_bbox_dn_2: 0.1866 (0.2085) loss_bbox_dn_3: 0.1868 (0.2055) loss_bbox_dn_4: 0.1855 (0.2050) loss_bbox_dn_5: 0.1853 (0.2050) loss_bbox_dn_pre: 0.2504 (0.2912) loss_bbox_enc_0: 0.2439 (0.2674) loss_bbox_pre: 0.2030 (0.2198) loss_dfl: 0.9807 (0.9671) loss_fgl_aux_0: 1.0164 (1.0089) loss_fgl_aux_1: 0.9838 (0.9710) loss_fgl_aux_2: 0.9803 (0.9673) loss_fgl_aux_3: 0.9813 (0.9672) loss_fgl_aux_4: 0.9807 (0.9671) loss_fgl_dn_0: 1.1073 (1.1012) loss_fgl_dn_1: 0.9995 (0.9983) loss_fgl_dn_2: 0.9915 (0.9890) loss_fgl_dn_3: 0.9928 (0.9897) loss_fgl_dn_4: 0.9927 (0.9900) loss_fgl_dn_5: 0.9928 (0.9900) loss_giou: 0.5808 (0.5993) loss_giou_aux_0: 0.6198 (0.6287) loss_giou_aux_1: 0.5872 (0.6050) loss_giou_aux_2: 0.5817 (0.6000) loss_giou_aux_3: 0.5806 (0.5993) loss_giou_aux_4: 0.5806 (0.5993) loss_giou_dn_0: 0.6255 (0.6349) loss_giou_dn_1: 0.5196 (0.5238) loss_giou_dn_2: 0.5044 (0.5064) loss_giou_dn_3: 0.5010 (0.5023) loss_giou_dn_4: 0.5013 (0.5017) loss_giou_dn_5: 0.5013 (0.5017) loss_giou_dn_pre: 0.6233 (0.6333) loss_giou_enc_0: 0.7171 (0.7141) loss_giou_pre: 0.6167 (0.6266) loss_ddf_aux_0: 0.0708 (0.0713) loss_ddf_aux_1: 0.0091 (0.0089) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2506 (0.2618) loss_ddf_dn_1: 0.0300 (0.0327) loss_ddf_dn_2: 0.0051 (0.0062) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7111 (0.7127) loss_vfl_aux_0: 0.7767 (0.7961) loss_vfl_aux_1: 0.7556 (0.7732) loss_vfl_aux_2: 0.7361 (0.7485) loss_vfl_aux_3: 0.7145 (0.7249) loss_vfl_aux_4: 0.7076 (0.7142) loss_vfl_dn_0: 0.5038 (0.5037) loss_vfl_dn_1: 0.4542 (0.4546) loss_vfl_dn_2: 0.4402 (0.4398) loss_vfl_dn_3: 0.4314 (0.4294) loss_vfl_dn_4: 0.4253 (0.4257) loss_vfl_dn_5: 0.4246 (0.4251) loss_vfl_dn_pre: 0.5046 (0.5044) loss_vfl_enc_0: 0.7726 (0.7871) loss_vfl_pre: 0.7797 (0.7992) time: 0.6997 data: 0.0225 max mem: 9085 Epoch: [12] [1200/3696] eta: 0:35:47 lr: 0.000013 loss: 33.6611 (33.6621) loss_bbox: 0.1991 (0.2029) loss_bbox_aux_0: 0.2214 (0.2197) loss_bbox_aux_1: 0.2040 (0.2062) loss_bbox_aux_2: 0.2002 (0.2035) loss_bbox_aux_3: 0.1993 (0.2030) loss_bbox_aux_4: 0.1989 (0.2029) loss_bbox_dn_0: 0.2869 (0.2871) loss_bbox_dn_1: 0.2209 (0.2196) loss_bbox_dn_2: 0.2121 (0.2089) loss_bbox_dn_3: 0.2087 (0.2059) loss_bbox_dn_4: 0.2072 (0.2055) loss_bbox_dn_5: 0.2071 (0.2054) loss_bbox_dn_pre: 0.2926 (0.2919) loss_bbox_enc_0: 0.2670 (0.2676) loss_bbox_pre: 0.2210 (0.2200) loss_dfl: 0.9752 (0.9669) loss_fgl_aux_0: 1.0088 (1.0086) loss_fgl_aux_1: 0.9777 (0.9708) loss_fgl_aux_2: 0.9759 (0.9671) loss_fgl_aux_3: 0.9746 (0.9670) loss_fgl_aux_4: 0.9749 (0.9669) loss_fgl_dn_0: 1.1046 (1.1012) loss_fgl_dn_1: 1.0029 (0.9983) loss_fgl_dn_2: 0.9913 (0.9891) loss_fgl_dn_3: 0.9935 (0.9898) loss_fgl_dn_4: 0.9945 (0.9901) loss_fgl_dn_5: 0.9946 (0.9901) loss_giou: 0.6096 (0.5995) loss_giou_aux_0: 0.6418 (0.6290) loss_giou_aux_1: 0.6119 (0.6053) loss_giou_aux_2: 0.6116 (0.6004) loss_giou_aux_3: 0.6097 (0.5996) loss_giou_aux_4: 0.6097 (0.5996) loss_giou_dn_0: 0.6386 (0.6350) loss_giou_dn_1: 0.5263 (0.5238) loss_giou_dn_2: 0.5102 (0.5064) loss_giou_dn_3: 0.5030 (0.5022) loss_giou_dn_4: 0.5022 (0.5017) loss_giou_dn_5: 0.5019 (0.5016) loss_giou_dn_pre: 0.6375 (0.6335) loss_giou_enc_0: 0.7298 (0.7144) loss_giou_pre: 0.6403 (0.6269) loss_ddf_aux_0: 0.0716 (0.0713) loss_ddf_aux_1: 0.0093 (0.0090) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2512 (0.2617) loss_ddf_dn_1: 0.0324 (0.0328) loss_ddf_dn_2: 0.0053 (0.0062) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6862 (0.7133) loss_vfl_aux_0: 0.7687 (0.7968) loss_vfl_aux_1: 0.7521 (0.7738) loss_vfl_aux_2: 0.7248 (0.7494) loss_vfl_aux_3: 0.7028 (0.7255) loss_vfl_aux_4: 0.6808 (0.7148) loss_vfl_dn_0: 0.5028 (0.5037) loss_vfl_dn_1: 0.4517 (0.4547) loss_vfl_dn_2: 0.4368 (0.4398) loss_vfl_dn_3: 0.4287 (0.4294) loss_vfl_dn_4: 0.4238 (0.4256) loss_vfl_dn_5: 0.4236 (0.4250) loss_vfl_dn_pre: 0.5026 (0.5045) loss_vfl_enc_0: 0.7557 (0.7876) loss_vfl_pre: 0.7667 (0.7999) time: 0.7657 data: 0.0330 max mem: 9085 Epoch: [12] [1300/3696] eta: 0:34:30 lr: 0.000013 loss: 33.5320 (33.6725) loss_bbox: 0.1993 (0.2037) loss_bbox_aux_0: 0.2160 (0.2204) loss_bbox_aux_1: 0.2022 (0.2069) loss_bbox_aux_2: 0.2003 (0.2043) loss_bbox_aux_3: 0.1998 (0.2038) loss_bbox_aux_4: 0.1995 (0.2037) loss_bbox_dn_0: 0.3010 (0.2881) loss_bbox_dn_1: 0.2196 (0.2203) loss_bbox_dn_2: 0.2051 (0.2096) loss_bbox_dn_3: 0.2011 (0.2066) loss_bbox_dn_4: 0.1999 (0.2061) loss_bbox_dn_5: 0.2000 (0.2061) loss_bbox_dn_pre: 0.3028 (0.2929) loss_bbox_enc_0: 0.2614 (0.2684) loss_bbox_pre: 0.2162 (0.2207) loss_dfl: 0.9668 (0.9666) loss_fgl_aux_0: 1.0077 (1.0083) loss_fgl_aux_1: 0.9697 (0.9705) loss_fgl_aux_2: 0.9675 (0.9668) loss_fgl_aux_3: 0.9676 (0.9667) loss_fgl_aux_4: 0.9673 (0.9666) loss_fgl_dn_0: 1.0978 (1.1010) loss_fgl_dn_1: 1.0025 (0.9980) loss_fgl_dn_2: 0.9900 (0.9887) loss_fgl_dn_3: 0.9895 (0.9895) loss_fgl_dn_4: 0.9897 (0.9898) loss_fgl_dn_5: 0.9898 (0.9898) loss_giou: 0.5645 (0.5992) loss_giou_aux_0: 0.5985 (0.6287) loss_giou_aux_1: 0.5714 (0.6050) loss_giou_aux_2: 0.5654 (0.6000) loss_giou_aux_3: 0.5652 (0.5993) loss_giou_aux_4: 0.5651 (0.5992) loss_giou_dn_0: 0.6109 (0.6348) loss_giou_dn_1: 0.5015 (0.5236) loss_giou_dn_2: 0.4805 (0.5061) loss_giou_dn_3: 0.4753 (0.5019) loss_giou_dn_4: 0.4749 (0.5013) loss_giou_dn_5: 0.4749 (0.5013) loss_giou_dn_pre: 0.6080 (0.6333) loss_giou_enc_0: 0.6828 (0.7143) loss_giou_pre: 0.5996 (0.6266) loss_ddf_aux_0: 0.0679 (0.0712) loss_ddf_aux_1: 0.0095 (0.0090) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2468 (0.2616) loss_ddf_dn_1: 0.0346 (0.0328) loss_ddf_dn_2: 0.0064 (0.0062) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7157 (0.7141) loss_vfl_aux_0: 0.8018 (0.7978) loss_vfl_aux_1: 0.7874 (0.7748) loss_vfl_aux_2: 0.7595 (0.7499) loss_vfl_aux_3: 0.7235 (0.7262) loss_vfl_aux_4: 0.7129 (0.7155) loss_vfl_dn_0: 0.5037 (0.5038) loss_vfl_dn_1: 0.4473 (0.4547) loss_vfl_dn_2: 0.4299 (0.4399) loss_vfl_dn_3: 0.4218 (0.4294) loss_vfl_dn_4: 0.4212 (0.4256) loss_vfl_dn_5: 0.4192 (0.4250) loss_vfl_dn_pre: 0.5045 (0.5046) loss_vfl_enc_0: 0.8046 (0.7885) loss_vfl_pre: 0.8118 (0.8009) time: 0.7637 data: 0.0338 max mem: 9085 Epoch: [12] [1400/3696] eta: 0:32:58 lr: 0.000013 loss: 33.0850 (33.6648) loss_bbox: 0.1834 (0.2034) loss_bbox_aux_0: 0.1975 (0.2201) loss_bbox_aux_1: 0.1857 (0.2066) loss_bbox_aux_2: 0.1841 (0.2040) loss_bbox_aux_3: 0.1833 (0.2035) loss_bbox_aux_4: 0.1835 (0.2034) loss_bbox_dn_0: 0.2510 (0.2874) loss_bbox_dn_1: 0.1905 (0.2198) loss_bbox_dn_2: 0.1782 (0.2091) loss_bbox_dn_3: 0.1781 (0.2060) loss_bbox_dn_4: 0.1787 (0.2055) loss_bbox_dn_5: 0.1786 (0.2055) loss_bbox_dn_pre: 0.2541 (0.2923) loss_bbox_enc_0: 0.2435 (0.2680) loss_bbox_pre: 0.1967 (0.2203) loss_dfl: 0.9724 (0.9669) loss_fgl_aux_0: 1.0025 (1.0086) loss_fgl_aux_1: 0.9743 (0.9708) loss_fgl_aux_2: 0.9738 (0.9671) loss_fgl_aux_3: 0.9724 (0.9670) loss_fgl_aux_4: 0.9727 (0.9670) loss_fgl_dn_0: 1.1009 (1.1014) loss_fgl_dn_1: 0.9957 (0.9983) loss_fgl_dn_2: 0.9878 (0.9890) loss_fgl_dn_3: 0.9884 (0.9898) loss_fgl_dn_4: 0.9887 (0.9900) loss_fgl_dn_5: 0.9886 (0.9901) loss_giou: 0.5735 (0.5990) loss_giou_aux_0: 0.5898 (0.6285) loss_giou_aux_1: 0.5776 (0.6048) loss_giou_aux_2: 0.5728 (0.5998) loss_giou_aux_3: 0.5717 (0.5991) loss_giou_aux_4: 0.5728 (0.5990) loss_giou_dn_0: 0.6152 (0.6346) loss_giou_dn_1: 0.5095 (0.5234) loss_giou_dn_2: 0.4892 (0.5059) loss_giou_dn_3: 0.4878 (0.5017) loss_giou_dn_4: 0.4886 (0.5011) loss_giou_dn_5: 0.4887 (0.5011) loss_giou_dn_pre: 0.6160 (0.6331) loss_giou_enc_0: 0.6783 (0.7142) loss_giou_pre: 0.5874 (0.6264) loss_ddf_aux_0: 0.0614 (0.0710) loss_ddf_aux_1: 0.0080 (0.0090) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2552 (0.2619) loss_ddf_dn_1: 0.0305 (0.0329) loss_ddf_dn_2: 0.0064 (0.0062) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6913 (0.7139) loss_vfl_aux_0: 0.7748 (0.7976) loss_vfl_aux_1: 0.7637 (0.7745) loss_vfl_aux_2: 0.7277 (0.7497) loss_vfl_aux_3: 0.7018 (0.7259) loss_vfl_aux_4: 0.6881 (0.7154) loss_vfl_dn_0: 0.5045 (0.5039) loss_vfl_dn_1: 0.4504 (0.4547) loss_vfl_dn_2: 0.4380 (0.4398) loss_vfl_dn_3: 0.4288 (0.4294) loss_vfl_dn_4: 0.4249 (0.4256) loss_vfl_dn_5: 0.4236 (0.4250) loss_vfl_dn_pre: 0.5049 (0.5046) loss_vfl_enc_0: 0.7784 (0.7882) loss_vfl_pre: 0.7769 (0.8007) time: 0.7805 data: 0.0422 max mem: 9085 Epoch: [12] [1500/3696] eta: 0:31:21 lr: 0.000013 loss: 33.3457 (33.6615) loss_bbox: 0.1969 (0.2034) loss_bbox_aux_0: 0.2178 (0.2201) loss_bbox_aux_1: 0.2008 (0.2067) loss_bbox_aux_2: 0.1979 (0.2040) loss_bbox_aux_3: 0.1972 (0.2035) loss_bbox_aux_4: 0.1970 (0.2034) loss_bbox_dn_0: 0.2716 (0.2873) loss_bbox_dn_1: 0.2228 (0.2198) loss_bbox_dn_2: 0.2030 (0.2091) loss_bbox_dn_3: 0.1983 (0.2060) loss_bbox_dn_4: 0.1971 (0.2056) loss_bbox_dn_5: 0.1973 (0.2055) loss_bbox_dn_pre: 0.2793 (0.2922) loss_bbox_enc_0: 0.2613 (0.2678) loss_bbox_pre: 0.2187 (0.2203) loss_dfl: 0.9666 (0.9667) loss_fgl_aux_0: 1.0064 (1.0083) loss_fgl_aux_1: 0.9728 (0.9706) loss_fgl_aux_2: 0.9671 (0.9669) loss_fgl_aux_3: 0.9667 (0.9668) loss_fgl_aux_4: 0.9667 (0.9667) loss_fgl_dn_0: 1.1037 (1.1013) loss_fgl_dn_1: 0.9953 (0.9982) loss_fgl_dn_2: 0.9870 (0.9889) loss_fgl_dn_3: 0.9877 (0.9897) loss_fgl_dn_4: 0.9878 (0.9900) loss_fgl_dn_5: 0.9880 (0.9900) loss_giou: 0.5989 (0.5993) loss_giou_aux_0: 0.6239 (0.6287) loss_giou_aux_1: 0.6035 (0.6050) loss_giou_aux_2: 0.5974 (0.6001) loss_giou_aux_3: 0.5993 (0.5993) loss_giou_aux_4: 0.5987 (0.5993) loss_giou_dn_0: 0.6194 (0.6344) loss_giou_dn_1: 0.5081 (0.5233) loss_giou_dn_2: 0.4883 (0.5058) loss_giou_dn_3: 0.4816 (0.5016) loss_giou_dn_4: 0.4819 (0.5010) loss_giou_dn_5: 0.4819 (0.5010) loss_giou_dn_pre: 0.6167 (0.6329) loss_giou_enc_0: 0.7059 (0.7143) loss_giou_pre: 0.6195 (0.6266) loss_ddf_aux_0: 0.0681 (0.0708) loss_ddf_aux_1: 0.0088 (0.0090) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2681 (0.2617) loss_ddf_dn_1: 0.0340 (0.0329) loss_ddf_dn_2: 0.0063 (0.0062) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7080 (0.7138) loss_vfl_aux_0: 0.7964 (0.7972) loss_vfl_aux_1: 0.7737 (0.7742) loss_vfl_aux_2: 0.7494 (0.7493) loss_vfl_aux_3: 0.7207 (0.7257) loss_vfl_aux_4: 0.7021 (0.7152) loss_vfl_dn_0: 0.5048 (0.5038) loss_vfl_dn_1: 0.4495 (0.4546) loss_vfl_dn_2: 0.4352 (0.4397) loss_vfl_dn_3: 0.4294 (0.4293) loss_vfl_dn_4: 0.4228 (0.4255) loss_vfl_dn_5: 0.4232 (0.4250) loss_vfl_dn_pre: 0.5048 (0.5046) loss_vfl_enc_0: 0.7852 (0.7883) loss_vfl_pre: 0.7986 (0.8003) time: 0.7730 data: 0.0398 max mem: 9085 Epoch: [12] [1600/3696] eta: 0:29:46 lr: 0.000013 loss: 33.9202 (33.6685) loss_bbox: 0.1880 (0.2035) loss_bbox_aux_0: 0.2055 (0.2200) loss_bbox_aux_1: 0.1928 (0.2068) loss_bbox_aux_2: 0.1886 (0.2041) loss_bbox_aux_3: 0.1883 (0.2036) loss_bbox_aux_4: 0.1880 (0.2035) loss_bbox_dn_0: 0.2516 (0.2870) loss_bbox_dn_1: 0.1928 (0.2196) loss_bbox_dn_2: 0.1806 (0.2089) loss_bbox_dn_3: 0.1802 (0.2059) loss_bbox_dn_4: 0.1800 (0.2054) loss_bbox_dn_5: 0.1799 (0.2054) loss_bbox_dn_pre: 0.2581 (0.2919) loss_bbox_enc_0: 0.2417 (0.2676) loss_bbox_pre: 0.2046 (0.2203) loss_dfl: 0.9674 (0.9669) loss_fgl_aux_0: 1.0039 (1.0084) loss_fgl_aux_1: 0.9719 (0.9707) loss_fgl_aux_2: 0.9662 (0.9671) loss_fgl_aux_3: 0.9670 (0.9670) loss_fgl_aux_4: 0.9671 (0.9669) loss_fgl_dn_0: 1.0939 (1.1013) loss_fgl_dn_1: 0.9989 (0.9984) loss_fgl_dn_2: 0.9878 (0.9892) loss_fgl_dn_3: 0.9905 (0.9900) loss_fgl_dn_4: 0.9912 (0.9903) loss_fgl_dn_5: 0.9911 (0.9903) loss_giou: 0.5854 (0.5999) loss_giou_aux_0: 0.6115 (0.6292) loss_giou_aux_1: 0.5904 (0.6057) loss_giou_aux_2: 0.5871 (0.6007) loss_giou_aux_3: 0.5856 (0.6000) loss_giou_aux_4: 0.5853 (0.5999) loss_giou_dn_0: 0.6365 (0.6347) loss_giou_dn_1: 0.5207 (0.5237) loss_giou_dn_2: 0.5013 (0.5062) loss_giou_dn_3: 0.4986 (0.5019) loss_giou_dn_4: 0.4985 (0.5014) loss_giou_dn_5: 0.4986 (0.5013) loss_giou_dn_pre: 0.6362 (0.6332) loss_giou_enc_0: 0.7031 (0.7147) loss_giou_pre: 0.6107 (0.6271) loss_ddf_aux_0: 0.0604 (0.0704) loss_ddf_aux_1: 0.0082 (0.0089) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2361 (0.2614) loss_ddf_dn_1: 0.0318 (0.0329) loss_ddf_dn_2: 0.0059 (0.0062) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7006 (0.7137) loss_vfl_aux_0: 0.7872 (0.7972) loss_vfl_aux_1: 0.7598 (0.7741) loss_vfl_aux_2: 0.7224 (0.7490) loss_vfl_aux_3: 0.7094 (0.7256) loss_vfl_aux_4: 0.7048 (0.7150) loss_vfl_dn_0: 0.4972 (0.5037) loss_vfl_dn_1: 0.4553 (0.4546) loss_vfl_dn_2: 0.4425 (0.4398) loss_vfl_dn_3: 0.4290 (0.4294) loss_vfl_dn_4: 0.4295 (0.4256) loss_vfl_dn_5: 0.4291 (0.4250) loss_vfl_dn_pre: 0.4988 (0.5045) loss_vfl_enc_0: 0.7779 (0.7885) loss_vfl_pre: 0.7845 (0.8004) time: 0.7760 data: 0.0340 max mem: 9085 Epoch: [12] [1700/3696] eta: 0:28:12 lr: 0.000013 loss: 33.4590 (33.6670) loss_bbox: 0.1959 (0.2036) loss_bbox_aux_0: 0.2109 (0.2202) loss_bbox_aux_1: 0.1983 (0.2069) loss_bbox_aux_2: 0.1962 (0.2042) loss_bbox_aux_3: 0.1961 (0.2037) loss_bbox_aux_4: 0.1959 (0.2036) loss_bbox_dn_0: 0.2821 (0.2871) loss_bbox_dn_1: 0.2224 (0.2197) loss_bbox_dn_2: 0.2118 (0.2091) loss_bbox_dn_3: 0.2092 (0.2060) loss_bbox_dn_4: 0.2087 (0.2056) loss_bbox_dn_5: 0.2085 (0.2055) loss_bbox_dn_pre: 0.2978 (0.2920) loss_bbox_enc_0: 0.2654 (0.2676) loss_bbox_pre: 0.2119 (0.2204) loss_dfl: 0.9661 (0.9670) loss_fgl_aux_0: 0.9968 (1.0085) loss_fgl_aux_1: 0.9659 (0.9708) loss_fgl_aux_2: 0.9660 (0.9672) loss_fgl_aux_3: 0.9662 (0.9671) loss_fgl_aux_4: 0.9661 (0.9671) loss_fgl_dn_0: 1.0968 (1.1015) loss_fgl_dn_1: 0.9946 (0.9986) loss_fgl_dn_2: 0.9870 (0.9894) loss_fgl_dn_3: 0.9888 (0.9902) loss_fgl_dn_4: 0.9886 (0.9904) loss_fgl_dn_5: 0.9886 (0.9905) loss_giou: 0.5893 (0.5998) loss_giou_aux_0: 0.6210 (0.6292) loss_giou_aux_1: 0.5990 (0.6056) loss_giou_aux_2: 0.5924 (0.6006) loss_giou_aux_3: 0.5887 (0.5999) loss_giou_aux_4: 0.5891 (0.5998) loss_giou_dn_0: 0.6235 (0.6344) loss_giou_dn_1: 0.5150 (0.5235) loss_giou_dn_2: 0.4965 (0.5060) loss_giou_dn_3: 0.4934 (0.5018) loss_giou_dn_4: 0.4929 (0.5012) loss_giou_dn_5: 0.4928 (0.5011) loss_giou_dn_pre: 0.6221 (0.6329) loss_giou_enc_0: 0.7106 (0.7147) loss_giou_pre: 0.6226 (0.6271) loss_ddf_aux_0: 0.0604 (0.0702) loss_ddf_aux_1: 0.0076 (0.0089) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2464 (0.2613) loss_ddf_dn_1: 0.0298 (0.0329) loss_ddf_dn_2: 0.0064 (0.0062) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6939 (0.7133) loss_vfl_aux_0: 0.7609 (0.7969) loss_vfl_aux_1: 0.7520 (0.7738) loss_vfl_aux_2: 0.7343 (0.7488) loss_vfl_aux_3: 0.7262 (0.7251) loss_vfl_aux_4: 0.7098 (0.7146) loss_vfl_dn_0: 0.4992 (0.5038) loss_vfl_dn_1: 0.4478 (0.4546) loss_vfl_dn_2: 0.4366 (0.4397) loss_vfl_dn_3: 0.4272 (0.4293) loss_vfl_dn_4: 0.4218 (0.4255) loss_vfl_dn_5: 0.4224 (0.4250) loss_vfl_dn_pre: 0.4996 (0.5046) loss_vfl_enc_0: 0.7791 (0.7884) loss_vfl_pre: 0.7629 (0.8000) time: 0.7794 data: 0.0380 max mem: 9085 Epoch: [12] [1800/3696] eta: 0:26:46 lr: 0.000013 loss: 33.7490 (33.6591) loss_bbox: 0.2017 (0.2034) loss_bbox_aux_0: 0.2169 (0.2200) loss_bbox_aux_1: 0.2064 (0.2067) loss_bbox_aux_2: 0.2017 (0.2040) loss_bbox_aux_3: 0.2019 (0.2035) loss_bbox_aux_4: 0.2016 (0.2034) loss_bbox_dn_0: 0.2850 (0.2870) loss_bbox_dn_1: 0.2064 (0.2196) loss_bbox_dn_2: 0.1976 (0.2090) loss_bbox_dn_3: 0.1961 (0.2059) loss_bbox_dn_4: 0.1946 (0.2054) loss_bbox_dn_5: 0.1947 (0.2054) loss_bbox_dn_pre: 0.2932 (0.2920) loss_bbox_enc_0: 0.2679 (0.2674) loss_bbox_pre: 0.2147 (0.2202) loss_dfl: 0.9568 (0.9669) loss_fgl_aux_0: 1.0034 (1.0082) loss_fgl_aux_1: 0.9597 (0.9707) loss_fgl_aux_2: 0.9569 (0.9671) loss_fgl_aux_3: 0.9569 (0.9669) loss_fgl_aux_4: 0.9567 (0.9669) loss_fgl_dn_0: 1.0994 (1.1015) loss_fgl_dn_1: 0.9968 (0.9986) loss_fgl_dn_2: 0.9875 (0.9894) loss_fgl_dn_3: 0.9888 (0.9902) loss_fgl_dn_4: 0.9889 (0.9904) loss_fgl_dn_5: 0.9889 (0.9904) loss_giou: 0.5896 (0.5999) loss_giou_aux_0: 0.6107 (0.6292) loss_giou_aux_1: 0.5888 (0.6057) loss_giou_aux_2: 0.5889 (0.6007) loss_giou_aux_3: 0.5892 (0.6000) loss_giou_aux_4: 0.5893 (0.5999) loss_giou_dn_0: 0.6382 (0.6342) loss_giou_dn_1: 0.5234 (0.5233) loss_giou_dn_2: 0.5017 (0.5058) loss_giou_dn_3: 0.4940 (0.5016) loss_giou_dn_4: 0.4930 (0.5010) loss_giou_dn_5: 0.4929 (0.5010) loss_giou_dn_pre: 0.6380 (0.6327) loss_giou_enc_0: 0.6965 (0.7148) loss_giou_pre: 0.6098 (0.6271) loss_ddf_aux_0: 0.0699 (0.0700) loss_ddf_aux_1: 0.0088 (0.0089) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2584 (0.2614) loss_ddf_dn_1: 0.0297 (0.0330) loss_ddf_dn_2: 0.0050 (0.0062) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7056 (0.7132) loss_vfl_aux_0: 0.7681 (0.7963) loss_vfl_aux_1: 0.7428 (0.7731) loss_vfl_aux_2: 0.7274 (0.7486) loss_vfl_aux_3: 0.7007 (0.7248) loss_vfl_aux_4: 0.7046 (0.7146) loss_vfl_dn_0: 0.4980 (0.5037) loss_vfl_dn_1: 0.4530 (0.4545) loss_vfl_dn_2: 0.4349 (0.4396) loss_vfl_dn_3: 0.4223 (0.4292) loss_vfl_dn_4: 0.4191 (0.4254) loss_vfl_dn_5: 0.4194 (0.4249) loss_vfl_dn_pre: 0.4985 (0.5044) loss_vfl_enc_0: 0.7643 (0.7881) loss_vfl_pre: 0.7783 (0.7995) time: 0.7768 data: 0.0339 max mem: 9085 Epoch: [12] [1900/3696] eta: 0:25:43 lr: 0.000013 loss: 33.8843 (33.6519) loss_bbox: 0.1951 (0.2034) loss_bbox_aux_0: 0.2100 (0.2199) loss_bbox_aux_1: 0.1960 (0.2066) loss_bbox_aux_2: 0.1948 (0.2039) loss_bbox_aux_3: 0.1947 (0.2035) loss_bbox_aux_4: 0.1951 (0.2034) loss_bbox_dn_0: 0.2863 (0.2871) loss_bbox_dn_1: 0.2219 (0.2197) loss_bbox_dn_2: 0.2094 (0.2091) loss_bbox_dn_3: 0.2074 (0.2060) loss_bbox_dn_4: 0.2058 (0.2056) loss_bbox_dn_5: 0.2057 (0.2055) loss_bbox_dn_pre: 0.2924 (0.2921) loss_bbox_enc_0: 0.2562 (0.2674) loss_bbox_pre: 0.2096 (0.2201) loss_dfl: 0.9798 (0.9665) loss_fgl_aux_0: 1.0180 (1.0078) loss_fgl_aux_1: 0.9838 (0.9703) loss_fgl_aux_2: 0.9809 (0.9667) loss_fgl_aux_3: 0.9800 (0.9666) loss_fgl_aux_4: 0.9800 (0.9665) loss_fgl_dn_0: 1.1011 (1.1013) loss_fgl_dn_1: 1.0065 (0.9985) loss_fgl_dn_2: 0.9960 (0.9892) loss_fgl_dn_3: 0.9978 (0.9900) loss_fgl_dn_4: 0.9980 (0.9903) loss_fgl_dn_5: 0.9981 (0.9903) loss_giou: 0.5878 (0.6000) loss_giou_aux_0: 0.6226 (0.6293) loss_giou_aux_1: 0.5888 (0.6057) loss_giou_aux_2: 0.5886 (0.6008) loss_giou_aux_3: 0.5874 (0.6001) loss_giou_aux_4: 0.5877 (0.6000) loss_giou_dn_0: 0.6447 (0.6339) loss_giou_dn_1: 0.5367 (0.5231) loss_giou_dn_2: 0.5209 (0.5056) loss_giou_dn_3: 0.5169 (0.5014) loss_giou_dn_4: 0.5169 (0.5008) loss_giou_dn_5: 0.5169 (0.5008) loss_giou_dn_pre: 0.6405 (0.6324) loss_giou_enc_0: 0.7052 (0.7149) loss_giou_pre: 0.6185 (0.6271) loss_ddf_aux_0: 0.0599 (0.0698) loss_ddf_aux_1: 0.0081 (0.0089) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2425 (0.2609) loss_ddf_dn_1: 0.0306 (0.0328) loss_ddf_dn_2: 0.0054 (0.0062) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6935 (0.7131) loss_vfl_aux_0: 0.8025 (0.7963) loss_vfl_aux_1: 0.7649 (0.7731) loss_vfl_aux_2: 0.7345 (0.7484) loss_vfl_aux_3: 0.7013 (0.7246) loss_vfl_aux_4: 0.6929 (0.7145) loss_vfl_dn_0: 0.5011 (0.5036) loss_vfl_dn_1: 0.4497 (0.4542) loss_vfl_dn_2: 0.4412 (0.4394) loss_vfl_dn_3: 0.4294 (0.4289) loss_vfl_dn_4: 0.4256 (0.4251) loss_vfl_dn_5: 0.4228 (0.4246) loss_vfl_dn_pre: 0.5017 (0.5043) loss_vfl_enc_0: 0.7902 (0.7882) loss_vfl_pre: 0.8031 (0.7994) time: 0.7409 data: 0.0287 max mem: 9085 Epoch: [12] [2000/3696] eta: 0:24:08 lr: 0.000013 loss: 33.4980 (33.6627) loss_bbox: 0.1852 (0.2036) loss_bbox_aux_0: 0.1994 (0.2201) loss_bbox_aux_1: 0.1885 (0.2069) loss_bbox_aux_2: 0.1863 (0.2042) loss_bbox_aux_3: 0.1853 (0.2037) loss_bbox_aux_4: 0.1853 (0.2037) loss_bbox_dn_0: 0.2872 (0.2878) loss_bbox_dn_1: 0.2226 (0.2203) loss_bbox_dn_2: 0.2102 (0.2096) loss_bbox_dn_3: 0.2089 (0.2066) loss_bbox_dn_4: 0.2091 (0.2061) loss_bbox_dn_5: 0.2091 (0.2061) loss_bbox_dn_pre: 0.2917 (0.2928) loss_bbox_enc_0: 0.2568 (0.2677) loss_bbox_pre: 0.2021 (0.2204) loss_dfl: 0.9612 (0.9663) loss_fgl_aux_0: 1.0001 (1.0078) loss_fgl_aux_1: 0.9618 (0.9701) loss_fgl_aux_2: 0.9611 (0.9665) loss_fgl_aux_3: 0.9606 (0.9664) loss_fgl_aux_4: 0.9608 (0.9663) loss_fgl_dn_0: 1.0943 (1.1013) loss_fgl_dn_1: 0.9881 (0.9983) loss_fgl_dn_2: 0.9805 (0.9890) loss_fgl_dn_3: 0.9789 (0.9898) loss_fgl_dn_4: 0.9793 (0.9901) loss_fgl_dn_5: 0.9793 (0.9901) loss_giou: 0.5720 (0.5998) loss_giou_aux_0: 0.6083 (0.6291) loss_giou_aux_1: 0.5793 (0.6055) loss_giou_aux_2: 0.5730 (0.6006) loss_giou_aux_3: 0.5722 (0.5999) loss_giou_aux_4: 0.5722 (0.5999) loss_giou_dn_0: 0.6331 (0.6340) loss_giou_dn_1: 0.5242 (0.5231) loss_giou_dn_2: 0.5020 (0.5056) loss_giou_dn_3: 0.4994 (0.5015) loss_giou_dn_4: 0.4996 (0.5009) loss_giou_dn_5: 0.4994 (0.5008) loss_giou_dn_pre: 0.6282 (0.6325) loss_giou_enc_0: 0.6902 (0.7146) loss_giou_pre: 0.6041 (0.6269) loss_ddf_aux_0: 0.0675 (0.0699) loss_ddf_aux_1: 0.0083 (0.0089) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2663 (0.2611) loss_ddf_dn_1: 0.0309 (0.0328) loss_ddf_dn_2: 0.0043 (0.0061) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7240 (0.7139) loss_vfl_aux_0: 0.8265 (0.7973) loss_vfl_aux_1: 0.7797 (0.7738) loss_vfl_aux_2: 0.7520 (0.7491) loss_vfl_aux_3: 0.7422 (0.7254) loss_vfl_aux_4: 0.7305 (0.7152) loss_vfl_dn_0: 0.5020 (0.5036) loss_vfl_dn_1: 0.4554 (0.4543) loss_vfl_dn_2: 0.4398 (0.4395) loss_vfl_dn_3: 0.4313 (0.4290) loss_vfl_dn_4: 0.4271 (0.4253) loss_vfl_dn_5: 0.4278 (0.4247) loss_vfl_dn_pre: 0.5031 (0.5044) loss_vfl_enc_0: 0.8017 (0.7890) loss_vfl_pre: 0.8228 (0.8005) time: 0.7824 data: 0.0390 max mem: 9085 Epoch: [12] [2100/3696] eta: 0:22:37 lr: 0.000013 loss: 33.2835 (33.6593) loss_bbox: 0.1965 (0.2034) loss_bbox_aux_0: 0.2094 (0.2199) loss_bbox_aux_1: 0.1994 (0.2067) loss_bbox_aux_2: 0.1969 (0.2040) loss_bbox_aux_3: 0.1963 (0.2035) loss_bbox_aux_4: 0.1965 (0.2035) loss_bbox_dn_0: 0.2833 (0.2877) loss_bbox_dn_1: 0.2172 (0.2202) loss_bbox_dn_2: 0.2094 (0.2095) loss_bbox_dn_3: 0.2045 (0.2065) loss_bbox_dn_4: 0.2048 (0.2060) loss_bbox_dn_5: 0.2051 (0.2060) loss_bbox_dn_pre: 0.2880 (0.2926) loss_bbox_enc_0: 0.2606 (0.2674) loss_bbox_pre: 0.2105 (0.2202) loss_dfl: 0.9577 (0.9664) loss_fgl_aux_0: 1.0032 (1.0079) loss_fgl_aux_1: 0.9627 (0.9703) loss_fgl_aux_2: 0.9583 (0.9666) loss_fgl_aux_3: 0.9574 (0.9665) loss_fgl_aux_4: 0.9575 (0.9664) loss_fgl_dn_0: 1.1098 (1.1015) loss_fgl_dn_1: 0.9949 (0.9985) loss_fgl_dn_2: 0.9848 (0.9892) loss_fgl_dn_3: 0.9840 (0.9900) loss_fgl_dn_4: 0.9837 (0.9903) loss_fgl_dn_5: 0.9836 (0.9903) loss_giou: 0.5604 (0.5997) loss_giou_aux_0: 0.5942 (0.6290) loss_giou_aux_1: 0.5653 (0.6054) loss_giou_aux_2: 0.5599 (0.6005) loss_giou_aux_3: 0.5608 (0.5998) loss_giou_aux_4: 0.5602 (0.5998) loss_giou_dn_0: 0.6236 (0.6340) loss_giou_dn_1: 0.5124 (0.5231) loss_giou_dn_2: 0.4963 (0.5056) loss_giou_dn_3: 0.4928 (0.5014) loss_giou_dn_4: 0.4930 (0.5008) loss_giou_dn_5: 0.4933 (0.5008) loss_giou_dn_pre: 0.6232 (0.6325) loss_giou_enc_0: 0.6903 (0.7143) loss_giou_pre: 0.5875 (0.6269) loss_ddf_aux_0: 0.0747 (0.0700) loss_ddf_aux_1: 0.0091 (0.0089) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2681 (0.2613) loss_ddf_dn_1: 0.0324 (0.0328) loss_ddf_dn_2: 0.0054 (0.0061) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7181 (0.7137) loss_vfl_aux_0: 0.7985 (0.7970) loss_vfl_aux_1: 0.7909 (0.7734) loss_vfl_aux_2: 0.7725 (0.7489) loss_vfl_aux_3: 0.7294 (0.7250) loss_vfl_aux_4: 0.7197 (0.7149) loss_vfl_dn_0: 0.5092 (0.5037) loss_vfl_dn_1: 0.4495 (0.4544) loss_vfl_dn_2: 0.4388 (0.4395) loss_vfl_dn_3: 0.4265 (0.4291) loss_vfl_dn_4: 0.4233 (0.4253) loss_vfl_dn_5: 0.4225 (0.4248) loss_vfl_dn_pre: 0.5112 (0.5044) loss_vfl_enc_0: 0.7889 (0.7888) loss_vfl_pre: 0.8118 (0.8001) time: 0.8202 data: 0.0359 max mem: 9085 Epoch: [12] [2200/3696] eta: 0:21:06 lr: 0.000013 loss: 33.8604 (33.6558) loss_bbox: 0.2022 (0.2034) loss_bbox_aux_0: 0.2182 (0.2198) loss_bbox_aux_1: 0.2061 (0.2066) loss_bbox_aux_2: 0.2030 (0.2040) loss_bbox_aux_3: 0.2025 (0.2035) loss_bbox_aux_4: 0.2023 (0.2034) loss_bbox_dn_0: 0.2565 (0.2875) loss_bbox_dn_1: 0.1963 (0.2200) loss_bbox_dn_2: 0.1843 (0.2093) loss_bbox_dn_3: 0.1805 (0.2063) loss_bbox_dn_4: 0.1808 (0.2058) loss_bbox_dn_5: 0.1808 (0.2058) loss_bbox_dn_pre: 0.2646 (0.2925) loss_bbox_enc_0: 0.2585 (0.2673) loss_bbox_pre: 0.2189 (0.2201) loss_dfl: 0.9818 (0.9665) loss_fgl_aux_0: 1.0260 (1.0080) loss_fgl_aux_1: 0.9835 (0.9704) loss_fgl_aux_2: 0.9814 (0.9667) loss_fgl_aux_3: 0.9825 (0.9666) loss_fgl_aux_4: 0.9821 (0.9665) loss_fgl_dn_0: 1.1009 (1.1014) loss_fgl_dn_1: 0.9999 (0.9985) loss_fgl_dn_2: 0.9890 (0.9892) loss_fgl_dn_3: 0.9896 (0.9899) loss_fgl_dn_4: 0.9900 (0.9902) loss_fgl_dn_5: 0.9900 (0.9902) loss_giou: 0.5696 (0.5995) loss_giou_aux_0: 0.6123 (0.6288) loss_giou_aux_1: 0.5791 (0.6052) loss_giou_aux_2: 0.5712 (0.6003) loss_giou_aux_3: 0.5698 (0.5996) loss_giou_aux_4: 0.5704 (0.5995) loss_giou_dn_0: 0.6402 (0.6341) loss_giou_dn_1: 0.5137 (0.5231) loss_giou_dn_2: 0.4947 (0.5055) loss_giou_dn_3: 0.4892 (0.5013) loss_giou_dn_4: 0.4881 (0.5007) loss_giou_dn_5: 0.4880 (0.5007) loss_giou_dn_pre: 0.6368 (0.6326) loss_giou_enc_0: 0.6954 (0.7141) loss_giou_pre: 0.6103 (0.6266) loss_ddf_aux_0: 0.0748 (0.0700) loss_ddf_aux_1: 0.0093 (0.0089) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2627 (0.2616) loss_ddf_dn_1: 0.0328 (0.0328) loss_ddf_dn_2: 0.0054 (0.0061) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7081 (0.7136) loss_vfl_aux_0: 0.7898 (0.7972) loss_vfl_aux_1: 0.7870 (0.7734) loss_vfl_aux_2: 0.7476 (0.7487) loss_vfl_aux_3: 0.7051 (0.7249) loss_vfl_aux_4: 0.7043 (0.7148) loss_vfl_dn_0: 0.5043 (0.5036) loss_vfl_dn_1: 0.4529 (0.4543) loss_vfl_dn_2: 0.4374 (0.4395) loss_vfl_dn_3: 0.4285 (0.4290) loss_vfl_dn_4: 0.4253 (0.4252) loss_vfl_dn_5: 0.4266 (0.4247) loss_vfl_dn_pre: 0.5047 (0.5044) loss_vfl_enc_0: 0.7943 (0.7888) loss_vfl_pre: 0.8005 (0.8004) time: 0.8159 data: 0.0368 max mem: 9085 Epoch: [12] [2300/3696] eta: 0:19:39 lr: 0.000013 loss: 33.9578 (33.6603) loss_bbox: 0.1760 (0.2033) loss_bbox_aux_0: 0.2037 (0.2197) loss_bbox_aux_1: 0.1815 (0.2065) loss_bbox_aux_2: 0.1785 (0.2039) loss_bbox_aux_3: 0.1763 (0.2034) loss_bbox_aux_4: 0.1762 (0.2033) loss_bbox_dn_0: 0.2714 (0.2874) loss_bbox_dn_1: 0.2022 (0.2199) loss_bbox_dn_2: 0.1907 (0.2092) loss_bbox_dn_3: 0.1877 (0.2062) loss_bbox_dn_4: 0.1879 (0.2057) loss_bbox_dn_5: 0.1877 (0.2057) loss_bbox_dn_pre: 0.2792 (0.2924) loss_bbox_enc_0: 0.2394 (0.2671) loss_bbox_pre: 0.2031 (0.2200) loss_dfl: 0.9567 (0.9665) loss_fgl_aux_0: 1.0036 (1.0082) loss_fgl_aux_1: 0.9606 (0.9704) loss_fgl_aux_2: 0.9570 (0.9667) loss_fgl_aux_3: 0.9569 (0.9666) loss_fgl_aux_4: 0.9568 (0.9665) loss_fgl_dn_0: 1.0943 (1.1014) loss_fgl_dn_1: 1.0026 (0.9985) loss_fgl_dn_2: 0.9901 (0.9891) loss_fgl_dn_3: 0.9903 (0.9899) loss_fgl_dn_4: 0.9902 (0.9902) loss_fgl_dn_5: 0.9902 (0.9902) loss_giou: 0.6373 (0.5997) loss_giou_aux_0: 0.6622 (0.6289) loss_giou_aux_1: 0.6427 (0.6054) loss_giou_aux_2: 0.6386 (0.6004) loss_giou_aux_3: 0.6376 (0.5997) loss_giou_aux_4: 0.6371 (0.5997) loss_giou_dn_0: 0.6445 (0.6346) loss_giou_dn_1: 0.5398 (0.5233) loss_giou_dn_2: 0.5243 (0.5058) loss_giou_dn_3: 0.5204 (0.5016) loss_giou_dn_4: 0.5202 (0.5010) loss_giou_dn_5: 0.5201 (0.5010) loss_giou_dn_pre: 0.6454 (0.6331) loss_giou_enc_0: 0.7425 (0.7141) loss_giou_pre: 0.6585 (0.6268) loss_ddf_aux_0: 0.0669 (0.0700) loss_ddf_aux_1: 0.0089 (0.0089) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2507 (0.2617) loss_ddf_dn_1: 0.0314 (0.0329) loss_ddf_dn_2: 0.0065 (0.0061) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6862 (0.7138) loss_vfl_aux_0: 0.7902 (0.7977) loss_vfl_aux_1: 0.7683 (0.7737) loss_vfl_aux_2: 0.7295 (0.7490) loss_vfl_aux_3: 0.7181 (0.7251) loss_vfl_aux_4: 0.6919 (0.7150) loss_vfl_dn_0: 0.4990 (0.5036) loss_vfl_dn_1: 0.4551 (0.4544) loss_vfl_dn_2: 0.4422 (0.4395) loss_vfl_dn_3: 0.4330 (0.4290) loss_vfl_dn_4: 0.4266 (0.4252) loss_vfl_dn_5: 0.4277 (0.4247) loss_vfl_dn_pre: 0.5001 (0.5044) loss_vfl_enc_0: 0.7661 (0.7891) loss_vfl_pre: 0.7924 (0.8010) time: 0.9471 data: 0.0416 max mem: 9085 Epoch: [12] [2400/3696] eta: 0:18:12 lr: 0.000013 loss: 34.1082 (33.6626) loss_bbox: 0.2335 (0.2034) loss_bbox_aux_0: 0.2475 (0.2199) loss_bbox_aux_1: 0.2330 (0.2067) loss_bbox_aux_2: 0.2326 (0.2040) loss_bbox_aux_3: 0.2341 (0.2035) loss_bbox_aux_4: 0.2338 (0.2035) loss_bbox_dn_0: 0.2941 (0.2876) loss_bbox_dn_1: 0.2219 (0.2200) loss_bbox_dn_2: 0.2097 (0.2093) loss_bbox_dn_3: 0.2073 (0.2062) loss_bbox_dn_4: 0.2070 (0.2058) loss_bbox_dn_5: 0.2072 (0.2058) loss_bbox_dn_pre: 0.2980 (0.2926) loss_bbox_enc_0: 0.2863 (0.2673) loss_bbox_pre: 0.2467 (0.2202) loss_dfl: 0.9694 (0.9666) loss_fgl_aux_0: 1.0162 (1.0085) loss_fgl_aux_1: 0.9724 (0.9705) loss_fgl_aux_2: 0.9700 (0.9669) loss_fgl_aux_3: 0.9692 (0.9667) loss_fgl_aux_4: 0.9692 (0.9667) loss_fgl_dn_0: 1.1032 (1.1015) loss_fgl_dn_1: 0.9899 (0.9984) loss_fgl_dn_2: 0.9800 (0.9891) loss_fgl_dn_3: 0.9808 (0.9898) loss_fgl_dn_4: 0.9807 (0.9901) loss_fgl_dn_5: 0.9805 (0.9901) loss_giou: 0.5809 (0.5992) loss_giou_aux_0: 0.6034 (0.6284) loss_giou_aux_1: 0.5817 (0.6048) loss_giou_aux_2: 0.5799 (0.5999) loss_giou_aux_3: 0.5799 (0.5992) loss_giou_aux_4: 0.5810 (0.5992) loss_giou_dn_0: 0.6227 (0.6344) loss_giou_dn_1: 0.5129 (0.5231) loss_giou_dn_2: 0.4915 (0.5055) loss_giou_dn_3: 0.4867 (0.5014) loss_giou_dn_4: 0.4854 (0.5008) loss_giou_dn_5: 0.4852 (0.5007) loss_giou_dn_pre: 0.6201 (0.6329) loss_giou_enc_0: 0.6994 (0.7136) loss_giou_pre: 0.6020 (0.6263) loss_ddf_aux_0: 0.0770 (0.0701) loss_ddf_aux_1: 0.0097 (0.0089) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2794 (0.2620) loss_ddf_dn_1: 0.0344 (0.0329) loss_ddf_dn_2: 0.0061 (0.0061) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7350 (0.7141) loss_vfl_aux_0: 0.8326 (0.7984) loss_vfl_aux_1: 0.8010 (0.7743) loss_vfl_aux_2: 0.7872 (0.7496) loss_vfl_aux_3: 0.7548 (0.7255) loss_vfl_aux_4: 0.7422 (0.7153) loss_vfl_dn_0: 0.5097 (0.5037) loss_vfl_dn_1: 0.4561 (0.4544) loss_vfl_dn_2: 0.4337 (0.4395) loss_vfl_dn_3: 0.4211 (0.4291) loss_vfl_dn_4: 0.4211 (0.4253) loss_vfl_dn_5: 0.4203 (0.4247) loss_vfl_dn_pre: 0.5105 (0.5044) loss_vfl_enc_0: 0.8264 (0.7898) loss_vfl_pre: 0.8323 (0.8017) time: 0.7484 data: 0.0345 max mem: 9085 Epoch: [12] [2500/3696] eta: 0:16:46 lr: 0.000013 loss: 33.4655 (33.6628) loss_bbox: 0.2006 (0.2032) loss_bbox_aux_0: 0.2159 (0.2197) loss_bbox_aux_1: 0.2042 (0.2065) loss_bbox_aux_2: 0.2020 (0.2038) loss_bbox_aux_3: 0.2004 (0.2033) loss_bbox_aux_4: 0.2006 (0.2033) loss_bbox_dn_0: 0.2822 (0.2874) loss_bbox_dn_1: 0.2152 (0.2198) loss_bbox_dn_2: 0.2038 (0.2091) loss_bbox_dn_3: 0.2023 (0.2061) loss_bbox_dn_4: 0.2018 (0.2057) loss_bbox_dn_5: 0.2016 (0.2056) loss_bbox_dn_pre: 0.2903 (0.2924) loss_bbox_enc_0: 0.2658 (0.2669) loss_bbox_pre: 0.2210 (0.2199) loss_dfl: 0.9699 (0.9667) loss_fgl_aux_0: 1.0152 (1.0084) loss_fgl_aux_1: 0.9768 (0.9706) loss_fgl_aux_2: 0.9701 (0.9669) loss_fgl_aux_3: 0.9700 (0.9667) loss_fgl_aux_4: 0.9698 (0.9667) loss_fgl_dn_0: 1.1047 (1.1014) loss_fgl_dn_1: 1.0012 (0.9985) loss_fgl_dn_2: 0.9900 (0.9891) loss_fgl_dn_3: 0.9911 (0.9899) loss_fgl_dn_4: 0.9915 (0.9902) loss_fgl_dn_5: 0.9916 (0.9902) loss_giou: 0.6050 (0.5995) loss_giou_aux_0: 0.6340 (0.6288) loss_giou_aux_1: 0.6129 (0.6052) loss_giou_aux_2: 0.6048 (0.6003) loss_giou_aux_3: 0.6047 (0.5996) loss_giou_aux_4: 0.6051 (0.5995) loss_giou_dn_0: 0.6313 (0.6346) loss_giou_dn_1: 0.5176 (0.5233) loss_giou_dn_2: 0.5041 (0.5058) loss_giou_dn_3: 0.5019 (0.5016) loss_giou_dn_4: 0.5008 (0.5010) loss_giou_dn_5: 0.5008 (0.5010) loss_giou_dn_pre: 0.6311 (0.6331) loss_giou_enc_0: 0.7112 (0.7139) loss_giou_pre: 0.6322 (0.6266) loss_ddf_aux_0: 0.0718 (0.0701) loss_ddf_aux_1: 0.0087 (0.0089) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2510 (0.2616) loss_ddf_dn_1: 0.0314 (0.0328) loss_ddf_dn_2: 0.0053 (0.0061) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7307 (0.7142) loss_vfl_aux_0: 0.7952 (0.7981) loss_vfl_aux_1: 0.7856 (0.7742) loss_vfl_aux_2: 0.7567 (0.7495) loss_vfl_aux_3: 0.7205 (0.7256) loss_vfl_aux_4: 0.7208 (0.7154) loss_vfl_dn_0: 0.4998 (0.5036) loss_vfl_dn_1: 0.4509 (0.4544) loss_vfl_dn_2: 0.4322 (0.4395) loss_vfl_dn_3: 0.4241 (0.4290) loss_vfl_dn_4: 0.4202 (0.4252) loss_vfl_dn_5: 0.4201 (0.4247) loss_vfl_dn_pre: 0.5005 (0.5044) loss_vfl_enc_0: 0.7844 (0.7895) loss_vfl_pre: 0.7980 (0.8014) time: 0.7507 data: 0.0332 max mem: 9085 Epoch: [12] [2600/3696] eta: 0:15:21 lr: 0.000013 loss: 33.2979 (33.6589) loss_bbox: 0.1948 (0.2032) loss_bbox_aux_0: 0.2051 (0.2196) loss_bbox_aux_1: 0.1958 (0.2064) loss_bbox_aux_2: 0.1944 (0.2038) loss_bbox_aux_3: 0.1948 (0.2033) loss_bbox_aux_4: 0.1948 (0.2032) loss_bbox_dn_0: 0.2646 (0.2874) loss_bbox_dn_1: 0.2028 (0.2198) loss_bbox_dn_2: 0.1938 (0.2091) loss_bbox_dn_3: 0.1917 (0.2061) loss_bbox_dn_4: 0.1921 (0.2057) loss_bbox_dn_5: 0.1920 (0.2057) loss_bbox_dn_pre: 0.2757 (0.2923) loss_bbox_enc_0: 0.2433 (0.2668) loss_bbox_pre: 0.2028 (0.2199) loss_dfl: 0.9769 (0.9668) loss_fgl_aux_0: 1.0152 (1.0086) loss_fgl_aux_1: 0.9777 (0.9707) loss_fgl_aux_2: 0.9753 (0.9670) loss_fgl_aux_3: 0.9770 (0.9669) loss_fgl_aux_4: 0.9770 (0.9668) loss_fgl_dn_0: 1.1022 (1.1014) loss_fgl_dn_1: 1.0035 (0.9985) loss_fgl_dn_2: 0.9929 (0.9891) loss_fgl_dn_3: 0.9939 (0.9899) loss_fgl_dn_4: 0.9942 (0.9902) loss_fgl_dn_5: 0.9942 (0.9902) loss_giou: 0.5732 (0.5992) loss_giou_aux_0: 0.5985 (0.6284) loss_giou_aux_1: 0.5801 (0.6049) loss_giou_aux_2: 0.5739 (0.5999) loss_giou_aux_3: 0.5723 (0.5993) loss_giou_aux_4: 0.5727 (0.5992) loss_giou_dn_0: 0.6146 (0.6343) loss_giou_dn_1: 0.5054 (0.5231) loss_giou_dn_2: 0.4899 (0.5056) loss_giou_dn_3: 0.4855 (0.5015) loss_giou_dn_4: 0.4839 (0.5009) loss_giou_dn_5: 0.4839 (0.5008) loss_giou_dn_pre: 0.6119 (0.6328) loss_giou_enc_0: 0.6818 (0.7135) loss_giou_pre: 0.5961 (0.6263) loss_ddf_aux_0: 0.0718 (0.0701) loss_ddf_aux_1: 0.0095 (0.0090) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2693 (0.2616) loss_ddf_dn_1: 0.0334 (0.0328) loss_ddf_dn_2: 0.0060 (0.0061) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6996 (0.7143) loss_vfl_aux_0: 0.7734 (0.7980) loss_vfl_aux_1: 0.7561 (0.7741) loss_vfl_aux_2: 0.7277 (0.7493) loss_vfl_aux_3: 0.7172 (0.7255) loss_vfl_aux_4: 0.7011 (0.7154) loss_vfl_dn_0: 0.5002 (0.5036) loss_vfl_dn_1: 0.4582 (0.4544) loss_vfl_dn_2: 0.4410 (0.4395) loss_vfl_dn_3: 0.4333 (0.4291) loss_vfl_dn_4: 0.4290 (0.4253) loss_vfl_dn_5: 0.4272 (0.4247) loss_vfl_dn_pre: 0.5004 (0.5044) loss_vfl_enc_0: 0.7703 (0.7894) loss_vfl_pre: 0.7723 (0.8013) time: 0.7719 data: 0.0347 max mem: 9085 Epoch: [12] [2700/3696] eta: 0:13:55 lr: 0.000013 loss: 33.7756 (33.6646) loss_bbox: 0.2048 (0.2033) loss_bbox_aux_0: 0.2201 (0.2197) loss_bbox_aux_1: 0.2086 (0.2065) loss_bbox_aux_2: 0.2056 (0.2039) loss_bbox_aux_3: 0.2051 (0.2034) loss_bbox_aux_4: 0.2048 (0.2033) loss_bbox_dn_0: 0.2936 (0.2876) loss_bbox_dn_1: 0.2189 (0.2200) loss_bbox_dn_2: 0.2018 (0.2093) loss_bbox_dn_3: 0.1995 (0.2062) loss_bbox_dn_4: 0.1998 (0.2058) loss_bbox_dn_5: 0.1998 (0.2058) loss_bbox_dn_pre: 0.2978 (0.2925) loss_bbox_enc_0: 0.2674 (0.2669) loss_bbox_pre: 0.2205 (0.2200) loss_dfl: 0.9830 (0.9668) loss_fgl_aux_0: 1.0282 (1.0087) loss_fgl_aux_1: 0.9901 (0.9707) loss_fgl_aux_2: 0.9834 (0.9671) loss_fgl_aux_3: 0.9838 (0.9669) loss_fgl_aux_4: 0.9831 (0.9669) loss_fgl_dn_0: 1.0964 (1.1013) loss_fgl_dn_1: 0.9969 (0.9985) loss_fgl_dn_2: 0.9904 (0.9892) loss_fgl_dn_3: 0.9912 (0.9899) loss_fgl_dn_4: 0.9913 (0.9902) loss_fgl_dn_5: 0.9911 (0.9902) loss_giou: 0.5665 (0.5994) loss_giou_aux_0: 0.5952 (0.6286) loss_giou_aux_1: 0.5698 (0.6050) loss_giou_aux_2: 0.5661 (0.6001) loss_giou_aux_3: 0.5659 (0.5994) loss_giou_aux_4: 0.5664 (0.5994) loss_giou_dn_0: 0.6325 (0.6345) loss_giou_dn_1: 0.5116 (0.5233) loss_giou_dn_2: 0.4954 (0.5058) loss_giou_dn_3: 0.4924 (0.5016) loss_giou_dn_4: 0.4918 (0.5010) loss_giou_dn_5: 0.4917 (0.5010) loss_giou_dn_pre: 0.6328 (0.6330) loss_giou_enc_0: 0.6789 (0.7135) loss_giou_pre: 0.5940 (0.6265) loss_ddf_aux_0: 0.0697 (0.0702) loss_ddf_aux_1: 0.0088 (0.0089) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2463 (0.2613) loss_ddf_dn_1: 0.0307 (0.0328) loss_ddf_dn_2: 0.0060 (0.0061) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7261 (0.7144) loss_vfl_aux_0: 0.8161 (0.7981) loss_vfl_aux_1: 0.7842 (0.7742) loss_vfl_aux_2: 0.7627 (0.7496) loss_vfl_aux_3: 0.7408 (0.7257) loss_vfl_aux_4: 0.7314 (0.7157) loss_vfl_dn_0: 0.4962 (0.5037) loss_vfl_dn_1: 0.4427 (0.4544) loss_vfl_dn_2: 0.4288 (0.4395) loss_vfl_dn_3: 0.4223 (0.4291) loss_vfl_dn_4: 0.4198 (0.4253) loss_vfl_dn_5: 0.4181 (0.4248) loss_vfl_dn_pre: 0.4962 (0.5044) loss_vfl_enc_0: 0.7972 (0.7897) loss_vfl_pre: 0.8207 (0.8015) time: 0.7606 data: 0.0319 max mem: 9085 Epoch: [12] [2800/3696] eta: 0:12:38 lr: 0.000013 loss: 33.6500 (33.6731) loss_bbox: 0.1968 (0.2033) loss_bbox_aux_0: 0.2120 (0.2197) loss_bbox_aux_1: 0.1971 (0.2065) loss_bbox_aux_2: 0.1963 (0.2038) loss_bbox_aux_3: 0.1966 (0.2034) loss_bbox_aux_4: 0.1965 (0.2033) loss_bbox_dn_0: 0.2715 (0.2877) loss_bbox_dn_1: 0.2018 (0.2201) loss_bbox_dn_2: 0.1898 (0.2094) loss_bbox_dn_3: 0.1840 (0.2063) loss_bbox_dn_4: 0.1821 (0.2059) loss_bbox_dn_5: 0.1817 (0.2059) loss_bbox_dn_pre: 0.2718 (0.2926) loss_bbox_enc_0: 0.2624 (0.2669) loss_bbox_pre: 0.2114 (0.2200) loss_dfl: 0.9734 (0.9665) loss_fgl_aux_0: 1.0172 (1.0083) loss_fgl_aux_1: 0.9775 (0.9704) loss_fgl_aux_2: 0.9717 (0.9667) loss_fgl_aux_3: 0.9733 (0.9666) loss_fgl_aux_4: 0.9734 (0.9665) loss_fgl_dn_0: 1.1135 (1.1011) loss_fgl_dn_1: 1.0003 (0.9985) loss_fgl_dn_2: 0.9921 (0.9891) loss_fgl_dn_3: 0.9932 (0.9899) loss_fgl_dn_4: 0.9939 (0.9902) loss_fgl_dn_5: 0.9938 (0.9902) loss_giou: 0.6059 (0.6001) loss_giou_aux_0: 0.6317 (0.6293) loss_giou_aux_1: 0.6119 (0.6057) loss_giou_aux_2: 0.6070 (0.6008) loss_giou_aux_3: 0.6062 (0.6001) loss_giou_aux_4: 0.6066 (0.6001) loss_giou_dn_0: 0.6420 (0.6350) loss_giou_dn_1: 0.5304 (0.5237) loss_giou_dn_2: 0.5112 (0.5061) loss_giou_dn_3: 0.5079 (0.5020) loss_giou_dn_4: 0.5079 (0.5014) loss_giou_dn_5: 0.5081 (0.5013) loss_giou_dn_pre: 0.6396 (0.6335) loss_giou_enc_0: 0.7097 (0.7142) loss_giou_pre: 0.6336 (0.6272) loss_ddf_aux_0: 0.0758 (0.0703) loss_ddf_aux_1: 0.0090 (0.0089) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2577 (0.2614) loss_ddf_dn_1: 0.0311 (0.0328) loss_ddf_dn_2: 0.0058 (0.0061) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7061 (0.7147) loss_vfl_aux_0: 0.7849 (0.7984) loss_vfl_aux_1: 0.7614 (0.7743) loss_vfl_aux_2: 0.7438 (0.7497) loss_vfl_aux_3: 0.7249 (0.7260) loss_vfl_aux_4: 0.7015 (0.7159) loss_vfl_dn_0: 0.5005 (0.5036) loss_vfl_dn_1: 0.4503 (0.4544) loss_vfl_dn_2: 0.4364 (0.4396) loss_vfl_dn_3: 0.4261 (0.4291) loss_vfl_dn_4: 0.4216 (0.4253) loss_vfl_dn_5: 0.4199 (0.4248) loss_vfl_dn_pre: 0.5015 (0.5044) loss_vfl_enc_0: 0.7736 (0.7897) loss_vfl_pre: 0.7900 (0.8017) time: 0.7626 data: 0.0314 max mem: 9085 Epoch: [12] [2900/3696] eta: 0:11:11 lr: 0.000013 loss: 33.2684 (33.6760) loss_bbox: 0.1940 (0.2032) loss_bbox_aux_0: 0.2128 (0.2197) loss_bbox_aux_1: 0.1950 (0.2064) loss_bbox_aux_2: 0.1930 (0.2038) loss_bbox_aux_3: 0.1943 (0.2033) loss_bbox_aux_4: 0.1939 (0.2033) loss_bbox_dn_0: 0.2674 (0.2875) loss_bbox_dn_1: 0.2085 (0.2200) loss_bbox_dn_2: 0.1995 (0.2093) loss_bbox_dn_3: 0.1989 (0.2062) loss_bbox_dn_4: 0.1968 (0.2058) loss_bbox_dn_5: 0.1967 (0.2058) loss_bbox_dn_pre: 0.2729 (0.2924) loss_bbox_enc_0: 0.2565 (0.2667) loss_bbox_pre: 0.2157 (0.2200) loss_dfl: 0.9527 (0.9664) loss_fgl_aux_0: 0.9858 (1.0081) loss_fgl_aux_1: 0.9558 (0.9703) loss_fgl_aux_2: 0.9531 (0.9666) loss_fgl_aux_3: 0.9531 (0.9665) loss_fgl_aux_4: 0.9529 (0.9664) loss_fgl_dn_0: 1.0949 (1.1011) loss_fgl_dn_1: 1.0030 (0.9985) loss_fgl_dn_2: 0.9948 (0.9892) loss_fgl_dn_3: 0.9962 (0.9900) loss_fgl_dn_4: 0.9968 (0.9903) loss_fgl_dn_5: 0.9970 (0.9903) loss_giou: 0.6257 (0.6007) loss_giou_aux_0: 0.6636 (0.6298) loss_giou_aux_1: 0.6349 (0.6063) loss_giou_aux_2: 0.6253 (0.6014) loss_giou_aux_3: 0.6252 (0.6007) loss_giou_aux_4: 0.6258 (0.6007) loss_giou_dn_0: 0.6440 (0.6351) loss_giou_dn_1: 0.5284 (0.5238) loss_giou_dn_2: 0.5091 (0.5063) loss_giou_dn_3: 0.5047 (0.5021) loss_giou_dn_4: 0.5047 (0.5015) loss_giou_dn_5: 0.5047 (0.5015) loss_giou_dn_pre: 0.6389 (0.6336) loss_giou_enc_0: 0.7404 (0.7147) loss_giou_pre: 0.6608 (0.6277) loss_ddf_aux_0: 0.0667 (0.0704) loss_ddf_aux_1: 0.0085 (0.0089) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2501 (0.2614) loss_ddf_dn_1: 0.0300 (0.0328) loss_ddf_dn_2: 0.0050 (0.0061) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7007 (0.7147) loss_vfl_aux_0: 0.7932 (0.7981) loss_vfl_aux_1: 0.7616 (0.7742) loss_vfl_aux_2: 0.7473 (0.7498) loss_vfl_aux_3: 0.7198 (0.7261) loss_vfl_aux_4: 0.6968 (0.7159) loss_vfl_dn_0: 0.5005 (0.5035) loss_vfl_dn_1: 0.4557 (0.4545) loss_vfl_dn_2: 0.4380 (0.4397) loss_vfl_dn_3: 0.4285 (0.4292) loss_vfl_dn_4: 0.4258 (0.4254) loss_vfl_dn_5: 0.4260 (0.4248) loss_vfl_dn_pre: 0.5009 (0.5043) loss_vfl_enc_0: 0.7816 (0.7893) loss_vfl_pre: 0.7943 (0.8014) time: 0.7903 data: 0.0355 max mem: 9085 Epoch: [12] [3000/3696] eta: 0:09:45 lr: 0.000013 loss: 33.2829 (33.6723) loss_bbox: 0.2082 (0.2031) loss_bbox_aux_0: 0.2204 (0.2195) loss_bbox_aux_1: 0.2063 (0.2063) loss_bbox_aux_2: 0.2071 (0.2037) loss_bbox_aux_3: 0.2080 (0.2032) loss_bbox_aux_4: 0.2083 (0.2031) loss_bbox_dn_0: 0.2830 (0.2874) loss_bbox_dn_1: 0.2212 (0.2199) loss_bbox_dn_2: 0.2023 (0.2092) loss_bbox_dn_3: 0.2002 (0.2062) loss_bbox_dn_4: 0.2001 (0.2057) loss_bbox_dn_5: 0.2002 (0.2057) loss_bbox_dn_pre: 0.2880 (0.2923) loss_bbox_enc_0: 0.2690 (0.2665) loss_bbox_pre: 0.2213 (0.2198) loss_dfl: 0.9628 (0.9662) loss_fgl_aux_0: 0.9991 (1.0079) loss_fgl_aux_1: 0.9647 (0.9701) loss_fgl_aux_2: 0.9631 (0.9664) loss_fgl_aux_3: 0.9634 (0.9663) loss_fgl_aux_4: 0.9629 (0.9662) loss_fgl_dn_0: 1.1055 (1.1010) loss_fgl_dn_1: 1.0060 (0.9984) loss_fgl_dn_2: 0.9978 (0.9891) loss_fgl_dn_3: 1.0003 (0.9899) loss_fgl_dn_4: 1.0009 (0.9901) loss_fgl_dn_5: 1.0011 (0.9902) loss_giou: 0.5939 (0.6008) loss_giou_aux_0: 0.6218 (0.6300) loss_giou_aux_1: 0.6012 (0.6064) loss_giou_aux_2: 0.5973 (0.6015) loss_giou_aux_3: 0.5945 (0.6008) loss_giou_aux_4: 0.5940 (0.6008) loss_giou_dn_0: 0.6135 (0.6350) loss_giou_dn_1: 0.5023 (0.5238) loss_giou_dn_2: 0.4793 (0.5062) loss_giou_dn_3: 0.4711 (0.5020) loss_giou_dn_4: 0.4702 (0.5014) loss_giou_dn_5: 0.4703 (0.5014) loss_giou_dn_pre: 0.6111 (0.6336) loss_giou_enc_0: 0.7024 (0.7148) loss_giou_pre: 0.6187 (0.6278) loss_ddf_aux_0: 0.0761 (0.0703) loss_ddf_aux_1: 0.0092 (0.0089) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2702 (0.2615) loss_ddf_dn_1: 0.0312 (0.0327) loss_ddf_dn_2: 0.0059 (0.0061) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7061 (0.7149) loss_vfl_aux_0: 0.7869 (0.7980) loss_vfl_aux_1: 0.7520 (0.7741) loss_vfl_aux_2: 0.7326 (0.7498) loss_vfl_aux_3: 0.7152 (0.7262) loss_vfl_aux_4: 0.7095 (0.7161) loss_vfl_dn_0: 0.4970 (0.5035) loss_vfl_dn_1: 0.4535 (0.4544) loss_vfl_dn_2: 0.4396 (0.4396) loss_vfl_dn_3: 0.4285 (0.4291) loss_vfl_dn_4: 0.4225 (0.4253) loss_vfl_dn_5: 0.4217 (0.4247) loss_vfl_dn_pre: 0.4970 (0.5043) loss_vfl_enc_0: 0.7589 (0.7889) loss_vfl_pre: 0.7887 (0.8014) time: 0.7843 data: 0.0355 max mem: 9085 Epoch: [12] [3100/3696] eta: 0:08:20 lr: 0.000013 loss: 33.4138 (33.6734) loss_bbox: 0.1937 (0.2032) loss_bbox_aux_0: 0.2151 (0.2197) loss_bbox_aux_1: 0.1997 (0.2064) loss_bbox_aux_2: 0.1953 (0.2038) loss_bbox_aux_3: 0.1941 (0.2033) loss_bbox_aux_4: 0.1939 (0.2032) loss_bbox_dn_0: 0.2656 (0.2875) loss_bbox_dn_1: 0.2039 (0.2199) loss_bbox_dn_2: 0.1927 (0.2092) loss_bbox_dn_3: 0.1877 (0.2062) loss_bbox_dn_4: 0.1888 (0.2057) loss_bbox_dn_5: 0.1887 (0.2057) loss_bbox_dn_pre: 0.2751 (0.2924) loss_bbox_enc_0: 0.2558 (0.2666) loss_bbox_pre: 0.2168 (0.2199) loss_dfl: 0.9712 (0.9661) loss_fgl_aux_0: 1.0090 (1.0078) loss_fgl_aux_1: 0.9729 (0.9700) loss_fgl_aux_2: 0.9714 (0.9663) loss_fgl_aux_3: 0.9711 (0.9662) loss_fgl_aux_4: 0.9711 (0.9661) loss_fgl_dn_0: 1.1025 (1.1010) loss_fgl_dn_1: 0.9872 (0.9984) loss_fgl_dn_2: 0.9804 (0.9891) loss_fgl_dn_3: 0.9816 (0.9899) loss_fgl_dn_4: 0.9819 (0.9901) loss_fgl_dn_5: 0.9818 (0.9902) loss_giou: 0.5876 (0.6010) loss_giou_aux_0: 0.6117 (0.6302) loss_giou_aux_1: 0.5934 (0.6067) loss_giou_aux_2: 0.5894 (0.6018) loss_giou_aux_3: 0.5873 (0.6011) loss_giou_aux_4: 0.5871 (0.6010) loss_giou_dn_0: 0.5915 (0.6351) loss_giou_dn_1: 0.4809 (0.5238) loss_giou_dn_2: 0.4590 (0.5063) loss_giou_dn_3: 0.4549 (0.5021) loss_giou_dn_4: 0.4537 (0.5015) loss_giou_dn_5: 0.4534 (0.5015) loss_giou_dn_pre: 0.5924 (0.6336) loss_giou_enc_0: 0.6910 (0.7150) loss_giou_pre: 0.6100 (0.6281) loss_ddf_aux_0: 0.0719 (0.0703) loss_ddf_aux_1: 0.0089 (0.0089) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2530 (0.2613) loss_ddf_dn_1: 0.0310 (0.0327) loss_ddf_dn_2: 0.0054 (0.0061) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7238 (0.7149) loss_vfl_aux_0: 0.7833 (0.7977) loss_vfl_aux_1: 0.7700 (0.7738) loss_vfl_aux_2: 0.7418 (0.7496) loss_vfl_aux_3: 0.7335 (0.7262) loss_vfl_aux_4: 0.7222 (0.7161) loss_vfl_dn_0: 0.5021 (0.5035) loss_vfl_dn_1: 0.4492 (0.4543) loss_vfl_dn_2: 0.4324 (0.4395) loss_vfl_dn_3: 0.4207 (0.4290) loss_vfl_dn_4: 0.4195 (0.4252) loss_vfl_dn_5: 0.4189 (0.4247) loss_vfl_dn_pre: 0.5020 (0.5042) loss_vfl_enc_0: 0.7919 (0.7888) loss_vfl_pre: 0.7845 (0.8011) time: 0.8115 data: 0.0411 max mem: 9085 Epoch: [12] [3200/3696] eta: 0:06:55 lr: 0.000013 loss: 33.6740 (33.6744) loss_bbox: 0.1988 (0.2031) loss_bbox_aux_0: 0.2138 (0.2195) loss_bbox_aux_1: 0.2031 (0.2063) loss_bbox_aux_2: 0.2002 (0.2036) loss_bbox_aux_3: 0.1995 (0.2032) loss_bbox_aux_4: 0.1990 (0.2031) loss_bbox_dn_0: 0.2643 (0.2872) loss_bbox_dn_1: 0.1992 (0.2197) loss_bbox_dn_2: 0.1918 (0.2089) loss_bbox_dn_3: 0.1885 (0.2059) loss_bbox_dn_4: 0.1874 (0.2055) loss_bbox_dn_5: 0.1874 (0.2055) loss_bbox_dn_pre: 0.2709 (0.2921) loss_bbox_enc_0: 0.2558 (0.2664) loss_bbox_pre: 0.2133 (0.2198) loss_dfl: 0.9740 (0.9661) loss_fgl_aux_0: 1.0061 (1.0078) loss_fgl_aux_1: 0.9791 (0.9700) loss_fgl_aux_2: 0.9746 (0.9663) loss_fgl_aux_3: 0.9741 (0.9662) loss_fgl_aux_4: 0.9741 (0.9661) loss_fgl_dn_0: 1.0983 (1.1011) loss_fgl_dn_1: 0.9947 (0.9985) loss_fgl_dn_2: 0.9848 (0.9892) loss_fgl_dn_3: 0.9854 (0.9900) loss_fgl_dn_4: 0.9856 (0.9902) loss_fgl_dn_5: 0.9856 (0.9903) loss_giou: 0.6045 (0.6017) loss_giou_aux_0: 0.6326 (0.6308) loss_giou_aux_1: 0.6113 (0.6073) loss_giou_aux_2: 0.6054 (0.6024) loss_giou_aux_3: 0.6050 (0.6017) loss_giou_aux_4: 0.6046 (0.6017) loss_giou_dn_0: 0.6276 (0.6353) loss_giou_dn_1: 0.5169 (0.5241) loss_giou_dn_2: 0.5017 (0.5065) loss_giou_dn_3: 0.4951 (0.5023) loss_giou_dn_4: 0.4944 (0.5017) loss_giou_dn_5: 0.4944 (0.5017) loss_giou_dn_pre: 0.6248 (0.6339) loss_giou_enc_0: 0.7128 (0.7157) loss_giou_pre: 0.6319 (0.6287) loss_ddf_aux_0: 0.0682 (0.0703) loss_ddf_aux_1: 0.0083 (0.0089) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2552 (0.2615) loss_ddf_dn_1: 0.0319 (0.0327) loss_ddf_dn_2: 0.0063 (0.0061) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6970 (0.7146) loss_vfl_aux_0: 0.7939 (0.7972) loss_vfl_aux_1: 0.7592 (0.7734) loss_vfl_aux_2: 0.7281 (0.7492) loss_vfl_aux_3: 0.7177 (0.7258) loss_vfl_aux_4: 0.7000 (0.7158) loss_vfl_dn_0: 0.4953 (0.5034) loss_vfl_dn_1: 0.4518 (0.4543) loss_vfl_dn_2: 0.4330 (0.4395) loss_vfl_dn_3: 0.4210 (0.4290) loss_vfl_dn_4: 0.4178 (0.4252) loss_vfl_dn_5: 0.4177 (0.4247) loss_vfl_dn_pre: 0.4970 (0.5042) loss_vfl_enc_0: 0.7786 (0.7882) loss_vfl_pre: 0.7950 (0.8006) time: 0.7790 data: 0.0303 max mem: 9097 Epoch: [12] [3300/3696] eta: 0:05:30 lr: 0.000013 loss: 33.8459 (33.6739) loss_bbox: 0.1893 (0.2029) loss_bbox_aux_0: 0.2059 (0.2193) loss_bbox_aux_1: 0.1920 (0.2061) loss_bbox_aux_2: 0.1889 (0.2035) loss_bbox_aux_3: 0.1892 (0.2030) loss_bbox_aux_4: 0.1892 (0.2029) loss_bbox_dn_0: 0.2900 (0.2871) loss_bbox_dn_1: 0.2152 (0.2196) loss_bbox_dn_2: 0.2047 (0.2089) loss_bbox_dn_3: 0.2028 (0.2059) loss_bbox_dn_4: 0.2026 (0.2054) loss_bbox_dn_5: 0.2027 (0.2054) loss_bbox_dn_pre: 0.2944 (0.2920) loss_bbox_enc_0: 0.2514 (0.2662) loss_bbox_pre: 0.2051 (0.2196) loss_dfl: 0.9677 (0.9661) loss_fgl_aux_0: 1.0066 (1.0077) loss_fgl_aux_1: 0.9711 (0.9699) loss_fgl_aux_2: 0.9681 (0.9663) loss_fgl_aux_3: 0.9685 (0.9662) loss_fgl_aux_4: 0.9681 (0.9661) loss_fgl_dn_0: 1.0961 (1.1011) loss_fgl_dn_1: 0.9982 (0.9985) loss_fgl_dn_2: 0.9885 (0.9892) loss_fgl_dn_3: 0.9894 (0.9899) loss_fgl_dn_4: 0.9892 (0.9902) loss_fgl_dn_5: 0.9893 (0.9902) loss_giou: 0.5841 (0.6016) loss_giou_aux_0: 0.6137 (0.6307) loss_giou_aux_1: 0.5911 (0.6072) loss_giou_aux_2: 0.5875 (0.6023) loss_giou_aux_3: 0.5839 (0.6016) loss_giou_aux_4: 0.5840 (0.6016) loss_giou_dn_0: 0.6359 (0.6353) loss_giou_dn_1: 0.5255 (0.5240) loss_giou_dn_2: 0.5115 (0.5065) loss_giou_dn_3: 0.5061 (0.5023) loss_giou_dn_4: 0.5058 (0.5017) loss_giou_dn_5: 0.5060 (0.5016) loss_giou_dn_pre: 0.6350 (0.6338) loss_giou_enc_0: 0.6976 (0.7155) loss_giou_pre: 0.6110 (0.6286) loss_ddf_aux_0: 0.0742 (0.0703) loss_ddf_aux_1: 0.0087 (0.0089) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2526 (0.2615) loss_ddf_dn_1: 0.0303 (0.0327) loss_ddf_dn_2: 0.0058 (0.0061) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7384 (0.7150) loss_vfl_aux_0: 0.8179 (0.7975) loss_vfl_aux_1: 0.7923 (0.7737) loss_vfl_aux_2: 0.7665 (0.7497) loss_vfl_aux_3: 0.7539 (0.7263) loss_vfl_aux_4: 0.7375 (0.7162) loss_vfl_dn_0: 0.5027 (0.5035) loss_vfl_dn_1: 0.4532 (0.4544) loss_vfl_dn_2: 0.4393 (0.4395) loss_vfl_dn_3: 0.4270 (0.4290) loss_vfl_dn_4: 0.4229 (0.4252) loss_vfl_dn_5: 0.4221 (0.4247) loss_vfl_dn_pre: 0.5034 (0.5042) loss_vfl_enc_0: 0.7979 (0.7884) loss_vfl_pre: 0.8203 (0.8009) time: 0.7760 data: 0.0434 max mem: 9097 Epoch: [12] [3400/3696] eta: 0:04:06 lr: 0.000013 loss: 33.6905 (33.6740) loss_bbox: 0.1895 (0.2029) loss_bbox_aux_0: 0.2104 (0.2193) loss_bbox_aux_1: 0.1943 (0.2061) loss_bbox_aux_2: 0.1902 (0.2035) loss_bbox_aux_3: 0.1898 (0.2030) loss_bbox_aux_4: 0.1897 (0.2030) loss_bbox_dn_0: 0.2684 (0.2871) loss_bbox_dn_1: 0.2208 (0.2197) loss_bbox_dn_2: 0.2137 (0.2090) loss_bbox_dn_3: 0.2089 (0.2059) loss_bbox_dn_4: 0.2080 (0.2055) loss_bbox_dn_5: 0.2081 (0.2055) loss_bbox_dn_pre: 0.2699 (0.2920) loss_bbox_enc_0: 0.2584 (0.2663) loss_bbox_pre: 0.2096 (0.2196) loss_dfl: 0.9912 (0.9661) loss_fgl_aux_0: 1.0295 (1.0078) loss_fgl_aux_1: 0.9925 (0.9700) loss_fgl_aux_2: 0.9912 (0.9663) loss_fgl_aux_3: 0.9912 (0.9662) loss_fgl_aux_4: 0.9913 (0.9662) loss_fgl_dn_0: 1.0989 (1.1011) loss_fgl_dn_1: 1.0035 (0.9985) loss_fgl_dn_2: 0.9960 (0.9892) loss_fgl_dn_3: 0.9973 (0.9900) loss_fgl_dn_4: 0.9974 (0.9903) loss_fgl_dn_5: 0.9975 (0.9903) loss_giou: 0.5769 (0.6016) loss_giou_aux_0: 0.6125 (0.6308) loss_giou_aux_1: 0.5871 (0.6073) loss_giou_aux_2: 0.5799 (0.6023) loss_giou_aux_3: 0.5774 (0.6017) loss_giou_aux_4: 0.5767 (0.6016) loss_giou_dn_0: 0.6153 (0.6354) loss_giou_dn_1: 0.5046 (0.5241) loss_giou_dn_2: 0.4835 (0.5066) loss_giou_dn_3: 0.4801 (0.5024) loss_giou_dn_4: 0.4796 (0.5018) loss_giou_dn_5: 0.4796 (0.5018) loss_giou_dn_pre: 0.6114 (0.6339) loss_giou_enc_0: 0.6862 (0.7157) loss_giou_pre: 0.6097 (0.6287) loss_ddf_aux_0: 0.0742 (0.0704) loss_ddf_aux_1: 0.0087 (0.0089) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2679 (0.2616) loss_ddf_dn_1: 0.0348 (0.0327) loss_ddf_dn_2: 0.0057 (0.0061) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7012 (0.7147) loss_vfl_aux_0: 0.7938 (0.7972) loss_vfl_aux_1: 0.7723 (0.7734) loss_vfl_aux_2: 0.7586 (0.7494) loss_vfl_aux_3: 0.7355 (0.7260) loss_vfl_aux_4: 0.7096 (0.7159) loss_vfl_dn_0: 0.5065 (0.5034) loss_vfl_dn_1: 0.4575 (0.4544) loss_vfl_dn_2: 0.4440 (0.4395) loss_vfl_dn_3: 0.4291 (0.4290) loss_vfl_dn_4: 0.4263 (0.4252) loss_vfl_dn_5: 0.4249 (0.4247) loss_vfl_dn_pre: 0.5074 (0.5042) loss_vfl_enc_0: 0.7877 (0.7881) loss_vfl_pre: 0.7943 (0.8006) time: 0.7904 data: 0.0348 max mem: 9097 Epoch: [12] [3500/3696] eta: 0:02:43 lr: 0.000013 loss: 33.8610 (33.6785) loss_bbox: 0.2112 (0.2031) loss_bbox_aux_0: 0.2247 (0.2195) loss_bbox_aux_1: 0.2172 (0.2063) loss_bbox_aux_2: 0.2125 (0.2036) loss_bbox_aux_3: 0.2110 (0.2032) loss_bbox_aux_4: 0.2112 (0.2031) loss_bbox_dn_0: 0.2896 (0.2872) loss_bbox_dn_1: 0.2194 (0.2198) loss_bbox_dn_2: 0.2125 (0.2091) loss_bbox_dn_3: 0.2082 (0.2061) loss_bbox_dn_4: 0.2057 (0.2056) loss_bbox_dn_5: 0.2056 (0.2056) loss_bbox_dn_pre: 0.2948 (0.2921) loss_bbox_enc_0: 0.2654 (0.2664) loss_bbox_pre: 0.2238 (0.2198) loss_dfl: 0.9702 (0.9661) loss_fgl_aux_0: 1.0008 (1.0077) loss_fgl_aux_1: 0.9711 (0.9699) loss_fgl_aux_2: 0.9705 (0.9663) loss_fgl_aux_3: 0.9700 (0.9661) loss_fgl_aux_4: 0.9701 (0.9661) loss_fgl_dn_0: 1.0975 (1.1010) loss_fgl_dn_1: 0.9948 (0.9985) loss_fgl_dn_2: 0.9869 (0.9892) loss_fgl_dn_3: 0.9898 (0.9900) loss_fgl_dn_4: 0.9900 (0.9903) loss_fgl_dn_5: 0.9901 (0.9903) loss_giou: 0.6163 (0.6020) loss_giou_aux_0: 0.6296 (0.6311) loss_giou_aux_1: 0.6179 (0.6076) loss_giou_aux_2: 0.6149 (0.6027) loss_giou_aux_3: 0.6161 (0.6020) loss_giou_aux_4: 0.6162 (0.6020) loss_giou_dn_0: 0.6175 (0.6355) loss_giou_dn_1: 0.5038 (0.5242) loss_giou_dn_2: 0.4926 (0.5067) loss_giou_dn_3: 0.4867 (0.5025) loss_giou_dn_4: 0.4851 (0.5019) loss_giou_dn_5: 0.4847 (0.5019) loss_giou_dn_pre: 0.6133 (0.6340) loss_giou_enc_0: 0.7137 (0.7158) loss_giou_pre: 0.6241 (0.6290) loss_ddf_aux_0: 0.0614 (0.0704) loss_ddf_aux_1: 0.0078 (0.0089) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2529 (0.2614) loss_ddf_dn_1: 0.0294 (0.0327) loss_ddf_dn_2: 0.0052 (0.0061) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7015 (0.7147) loss_vfl_aux_0: 0.7731 (0.7973) loss_vfl_aux_1: 0.7443 (0.7733) loss_vfl_aux_2: 0.7326 (0.7494) loss_vfl_aux_3: 0.7136 (0.7260) loss_vfl_aux_4: 0.7008 (0.7159) loss_vfl_dn_0: 0.5001 (0.5035) loss_vfl_dn_1: 0.4578 (0.4544) loss_vfl_dn_2: 0.4425 (0.4396) loss_vfl_dn_3: 0.4310 (0.4290) loss_vfl_dn_4: 0.4263 (0.4253) loss_vfl_dn_5: 0.4248 (0.4247) loss_vfl_dn_pre: 0.5009 (0.5042) loss_vfl_enc_0: 0.7689 (0.7881) loss_vfl_pre: 0.7771 (0.8007) time: 0.8139 data: 0.0374 max mem: 9097 Epoch: [12] [3600/3696] eta: 0:01:19 lr: 0.000013 loss: 33.6680 (33.6804) loss_bbox: 0.1920 (0.2032) loss_bbox_aux_0: 0.2036 (0.2196) loss_bbox_aux_1: 0.1932 (0.2064) loss_bbox_aux_2: 0.1919 (0.2038) loss_bbox_aux_3: 0.1921 (0.2033) loss_bbox_aux_4: 0.1920 (0.2033) loss_bbox_dn_0: 0.2740 (0.2872) loss_bbox_dn_1: 0.2031 (0.2198) loss_bbox_dn_2: 0.2011 (0.2092) loss_bbox_dn_3: 0.1997 (0.2061) loss_bbox_dn_4: 0.1994 (0.2057) loss_bbox_dn_5: 0.1996 (0.2057) loss_bbox_dn_pre: 0.2782 (0.2921) loss_bbox_enc_0: 0.2530 (0.2665) loss_bbox_pre: 0.2032 (0.2199) loss_dfl: 0.9700 (0.9662) loss_fgl_aux_0: 1.0151 (1.0077) loss_fgl_aux_1: 0.9732 (0.9700) loss_fgl_aux_2: 0.9713 (0.9664) loss_fgl_aux_3: 0.9708 (0.9662) loss_fgl_aux_4: 0.9702 (0.9662) loss_fgl_dn_0: 1.0970 (1.1010) loss_fgl_dn_1: 1.0006 (0.9986) loss_fgl_dn_2: 0.9923 (0.9893) loss_fgl_dn_3: 0.9921 (0.9900) loss_fgl_dn_4: 0.9922 (0.9903) loss_fgl_dn_5: 0.9921 (0.9903) loss_giou: 0.5819 (0.6020) loss_giou_aux_0: 0.6087 (0.6311) loss_giou_aux_1: 0.5860 (0.6076) loss_giou_aux_2: 0.5816 (0.6027) loss_giou_aux_3: 0.5818 (0.6020) loss_giou_aux_4: 0.5820 (0.6020) loss_giou_dn_0: 0.6433 (0.6353) loss_giou_dn_1: 0.5196 (0.5241) loss_giou_dn_2: 0.4913 (0.5066) loss_giou_dn_3: 0.4867 (0.5025) loss_giou_dn_4: 0.4846 (0.5019) loss_giou_dn_5: 0.4847 (0.5018) loss_giou_dn_pre: 0.6423 (0.6338) loss_giou_enc_0: 0.6886 (0.7157) loss_giou_pre: 0.6061 (0.6290) loss_ddf_aux_0: 0.0674 (0.0703) loss_ddf_aux_1: 0.0079 (0.0089) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2520 (0.2611) loss_ddf_dn_1: 0.0299 (0.0327) loss_ddf_dn_2: 0.0058 (0.0061) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7379 (0.7147) loss_vfl_aux_0: 0.8121 (0.7974) loss_vfl_aux_1: 0.7920 (0.7733) loss_vfl_aux_2: 0.7639 (0.7495) loss_vfl_aux_3: 0.7282 (0.7261) loss_vfl_aux_4: 0.7314 (0.7159) loss_vfl_dn_0: 0.5037 (0.5034) loss_vfl_dn_1: 0.4539 (0.4544) loss_vfl_dn_2: 0.4367 (0.4396) loss_vfl_dn_3: 0.4325 (0.4290) loss_vfl_dn_4: 0.4262 (0.4253) loss_vfl_dn_5: 0.4230 (0.4247) loss_vfl_dn_pre: 0.5040 (0.5042) loss_vfl_enc_0: 0.8037 (0.7882) loss_vfl_pre: 0.8186 (0.8008) time: 0.9412 data: 0.0322 max mem: 9097 Epoch: [12] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 33.3127 (33.6804) loss_bbox: 0.1996 (0.2032) loss_bbox_aux_0: 0.2192 (0.2197) loss_bbox_aux_1: 0.2031 (0.2064) loss_bbox_aux_2: 0.1994 (0.2038) loss_bbox_aux_3: 0.1995 (0.2033) loss_bbox_aux_4: 0.1995 (0.2032) loss_bbox_dn_0: 0.2891 (0.2872) loss_bbox_dn_1: 0.2245 (0.2198) loss_bbox_dn_2: 0.2187 (0.2092) loss_bbox_dn_3: 0.2182 (0.2061) loss_bbox_dn_4: 0.2177 (0.2057) loss_bbox_dn_5: 0.2177 (0.2057) loss_bbox_dn_pre: 0.2919 (0.2921) loss_bbox_enc_0: 0.2677 (0.2665) loss_bbox_pre: 0.2223 (0.2199) loss_dfl: 0.9651 (0.9661) loss_fgl_aux_0: 1.0072 (1.0077) loss_fgl_aux_1: 0.9702 (0.9700) loss_fgl_aux_2: 0.9658 (0.9664) loss_fgl_aux_3: 0.9652 (0.9662) loss_fgl_aux_4: 0.9654 (0.9662) loss_fgl_dn_0: 1.0937 (1.1011) loss_fgl_dn_1: 0.9962 (0.9986) loss_fgl_dn_2: 0.9849 (0.9893) loss_fgl_dn_3: 0.9862 (0.9901) loss_fgl_dn_4: 0.9862 (0.9904) loss_fgl_dn_5: 0.9862 (0.9904) loss_giou: 0.5758 (0.6020) loss_giou_aux_0: 0.5982 (0.6311) loss_giou_aux_1: 0.5750 (0.6077) loss_giou_aux_2: 0.5743 (0.6027) loss_giou_aux_3: 0.5749 (0.6021) loss_giou_aux_4: 0.5752 (0.6020) loss_giou_dn_0: 0.6224 (0.6352) loss_giou_dn_1: 0.5055 (0.5240) loss_giou_dn_2: 0.4905 (0.5065) loss_giou_dn_3: 0.4896 (0.5024) loss_giou_dn_4: 0.4889 (0.5017) loss_giou_dn_5: 0.4889 (0.5017) loss_giou_dn_pre: 0.6221 (0.6337) loss_giou_enc_0: 0.6804 (0.7158) loss_giou_pre: 0.5973 (0.6290) loss_ddf_aux_0: 0.0731 (0.0703) loss_ddf_aux_1: 0.0088 (0.0089) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2512 (0.2612) loss_ddf_dn_1: 0.0289 (0.0327) loss_ddf_dn_2: 0.0055 (0.0061) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7006 (0.7147) loss_vfl_aux_0: 0.8010 (0.7975) loss_vfl_aux_1: 0.7454 (0.7734) loss_vfl_aux_2: 0.7413 (0.7496) loss_vfl_aux_3: 0.7214 (0.7261) loss_vfl_aux_4: 0.6975 (0.7159) loss_vfl_dn_0: 0.4974 (0.5035) loss_vfl_dn_1: 0.4520 (0.4543) loss_vfl_dn_2: 0.4374 (0.4395) loss_vfl_dn_3: 0.4285 (0.4290) loss_vfl_dn_4: 0.4224 (0.4253) loss_vfl_dn_5: 0.4222 (0.4247) loss_vfl_dn_pre: 0.4967 (0.5042) loss_vfl_enc_0: 0.7744 (0.7882) loss_vfl_pre: 0.7900 (0.8008) time: 0.7685 data: 0.0329 max mem: 9097 Epoch: [12] Total time: 0:51:09 (0.8305 s / it) Averaged stats: lr: 0.000013 loss: 33.3127 (33.6804) loss_bbox: 0.1996 (0.2032) loss_bbox_aux_0: 0.2192 (0.2197) loss_bbox_aux_1: 0.2031 (0.2064) loss_bbox_aux_2: 0.1994 (0.2038) loss_bbox_aux_3: 0.1995 (0.2033) loss_bbox_aux_4: 0.1995 (0.2032) loss_bbox_dn_0: 0.2891 (0.2872) loss_bbox_dn_1: 0.2245 (0.2198) loss_bbox_dn_2: 0.2187 (0.2092) loss_bbox_dn_3: 0.2182 (0.2061) loss_bbox_dn_4: 0.2177 (0.2057) loss_bbox_dn_5: 0.2177 (0.2057) loss_bbox_dn_pre: 0.2919 (0.2921) loss_bbox_enc_0: 0.2677 (0.2665) loss_bbox_pre: 0.2223 (0.2199) loss_dfl: 0.9651 (0.9661) loss_fgl_aux_0: 1.0072 (1.0077) loss_fgl_aux_1: 0.9702 (0.9700) loss_fgl_aux_2: 0.9658 (0.9664) loss_fgl_aux_3: 0.9652 (0.9662) loss_fgl_aux_4: 0.9654 (0.9662) loss_fgl_dn_0: 1.0937 (1.1011) loss_fgl_dn_1: 0.9962 (0.9986) loss_fgl_dn_2: 0.9849 (0.9893) loss_fgl_dn_3: 0.9862 (0.9901) loss_fgl_dn_4: 0.9862 (0.9904) loss_fgl_dn_5: 0.9862 (0.9904) loss_giou: 0.5758 (0.6020) loss_giou_aux_0: 0.5982 (0.6311) loss_giou_aux_1: 0.5750 (0.6077) loss_giou_aux_2: 0.5743 (0.6027) loss_giou_aux_3: 0.5749 (0.6021) loss_giou_aux_4: 0.5752 (0.6020) loss_giou_dn_0: 0.6224 (0.6352) loss_giou_dn_1: 0.5055 (0.5240) loss_giou_dn_2: 0.4905 (0.5065) loss_giou_dn_3: 0.4896 (0.5024) loss_giou_dn_4: 0.4889 (0.5017) loss_giou_dn_5: 0.4889 (0.5017) loss_giou_dn_pre: 0.6221 (0.6337) loss_giou_enc_0: 0.6804 (0.7158) loss_giou_pre: 0.5973 (0.6290) loss_ddf_aux_0: 0.0731 (0.0703) loss_ddf_aux_1: 0.0088 (0.0089) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2512 (0.2612) loss_ddf_dn_1: 0.0289 (0.0327) loss_ddf_dn_2: 0.0055 (0.0061) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7006 (0.7147) loss_vfl_aux_0: 0.8010 (0.7975) loss_vfl_aux_1: 0.7454 (0.7734) loss_vfl_aux_2: 0.7413 (0.7496) loss_vfl_aux_3: 0.7214 (0.7261) loss_vfl_aux_4: 0.6975 (0.7159) loss_vfl_dn_0: 0.4974 (0.5035) loss_vfl_dn_1: 0.4520 (0.4543) loss_vfl_dn_2: 0.4374 (0.4395) loss_vfl_dn_3: 0.4285 (0.4290) loss_vfl_dn_4: 0.4224 (0.4253) loss_vfl_dn_5: 0.4222 (0.4247) loss_vfl_dn_pre: 0.4967 (0.5042) loss_vfl_enc_0: 0.7744 (0.7882) loss_vfl_pre: 0.7900 (0.8008) Test: [ 0/79] eta: 0:03:15 time: 2.4792 data: 1.9269 max mem: 9097 Test: [10/79] eta: 0:01:15 time: 1.0958 data: 0.2338 max mem: 9097 Test: [20/79] eta: 0:00:50 time: 0.7821 data: 0.0635 max mem: 9097 Test: [30/79] eta: 0:00:38 time: 0.6194 data: 0.0641 max mem: 9097 Test: [40/79] eta: 0:00:30 time: 0.7234 data: 0.0659 max mem: 9097 Test: [50/79] eta: 0:00:22 time: 0.7142 data: 0.0690 max mem: 9097 Test: [60/79] eta: 0:00:13 time: 0.6151 data: 0.0723 max mem: 9097 Test: [70/79] eta: 0:00:06 time: 0.6116 data: 0.0698 max mem: 9097 Test: [78/79] eta: 0:00:00 time: 0.6667 data: 0.0611 max mem: 9097 Test: Total time: 0:00:57 (0.7250 s / it) Averaged stats: Accumulating evaluation results... DONE (t=30.40s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.502 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.676 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.545 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.305 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.551 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.686 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.380 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.635 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.705 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.509 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.759 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.888 best_stat: {'epoch': 12, 'coco_eval_bbox': 0.5021802042019776} Epoch: [13] [ 0/3696] eta: 2:42:25 lr: 0.000013 loss: 32.6599 (32.6599) loss_bbox: 0.1611 (0.1611) loss_bbox_aux_0: 0.1795 (0.1795) loss_bbox_aux_1: 0.1607 (0.1607) loss_bbox_aux_2: 0.1604 (0.1604) loss_bbox_aux_3: 0.1605 (0.1605) loss_bbox_aux_4: 0.1610 (0.1610) loss_bbox_dn_0: 0.2995 (0.2995) loss_bbox_dn_1: 0.2119 (0.2119) loss_bbox_dn_2: 0.1979 (0.1979) loss_bbox_dn_3: 0.1954 (0.1954) loss_bbox_dn_4: 0.1928 (0.1928) loss_bbox_dn_5: 0.1922 (0.1922) loss_bbox_dn_pre: 0.3007 (0.3007) loss_bbox_enc_0: 0.2301 (0.2301) loss_bbox_pre: 0.1733 (0.1733) loss_dfl: 0.9544 (0.9544) loss_fgl_aux_0: 0.9959 (0.9959) loss_fgl_aux_1: 0.9565 (0.9565) loss_fgl_aux_2: 0.9545 (0.9545) loss_fgl_aux_3: 0.9553 (0.9553) loss_fgl_aux_4: 0.9546 (0.9546) loss_fgl_dn_0: 1.0842 (1.0842) loss_fgl_dn_1: 0.9770 (0.9770) loss_fgl_dn_2: 0.9677 (0.9677) loss_fgl_dn_3: 0.9675 (0.9675) loss_fgl_dn_4: 0.9676 (0.9676) loss_fgl_dn_5: 0.9677 (0.9677) loss_giou: 0.5693 (0.5693) loss_giou_aux_0: 0.5948 (0.5948) loss_giou_aux_1: 0.5719 (0.5719) loss_giou_aux_2: 0.5697 (0.5697) loss_giou_aux_3: 0.5681 (0.5681) loss_giou_aux_4: 0.5693 (0.5693) loss_giou_dn_0: 0.6187 (0.6187) loss_giou_dn_1: 0.4961 (0.4961) loss_giou_dn_2: 0.4799 (0.4799) loss_giou_dn_3: 0.4762 (0.4762) loss_giou_dn_4: 0.4749 (0.4749) loss_giou_dn_5: 0.4747 (0.4747) loss_giou_dn_pre: 0.6168 (0.6168) loss_giou_enc_0: 0.6901 (0.6901) loss_giou_pre: 0.5899 (0.5899) loss_ddf_aux_0: 0.0588 (0.0588) loss_ddf_aux_1: 0.0079 (0.0079) loss_ddf_aux_2: 0.0013 (0.0013) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2304 (0.2304) loss_ddf_dn_1: 0.0287 (0.0287) loss_ddf_dn_2: 0.0056 (0.0056) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7288 (0.7288) loss_vfl_aux_0: 0.8115 (0.8115) loss_vfl_aux_1: 0.7972 (0.7972) loss_vfl_aux_2: 0.7559 (0.7559) loss_vfl_aux_3: 0.7487 (0.7487) loss_vfl_aux_4: 0.7234 (0.7234) loss_vfl_dn_0: 0.4979 (0.4979) loss_vfl_dn_1: 0.4415 (0.4415) loss_vfl_dn_2: 0.4221 (0.4221) loss_vfl_dn_3: 0.4147 (0.4147) loss_vfl_dn_4: 0.4080 (0.4080) loss_vfl_dn_5: 0.4072 (0.4072) loss_vfl_dn_pre: 0.4988 (0.4988) loss_vfl_enc_0: 0.8158 (0.8158) loss_vfl_pre: 0.8148 (0.8148) time: 2.6368 data: 1.9496 max mem: 9097 Epoch: [13] [ 100/3696] eta: 0:49:29 lr: 0.000013 loss: 33.0998 (33.4902) loss_bbox: 0.1975 (0.1987) loss_bbox_aux_0: 0.2185 (0.2156) loss_bbox_aux_1: 0.2002 (0.2016) loss_bbox_aux_2: 0.1977 (0.1991) loss_bbox_aux_3: 0.1973 (0.1988) loss_bbox_aux_4: 0.1975 (0.1987) loss_bbox_dn_0: 0.2880 (0.2895) loss_bbox_dn_1: 0.2174 (0.2191) loss_bbox_dn_2: 0.2069 (0.2086) loss_bbox_dn_3: 0.2035 (0.2056) loss_bbox_dn_4: 0.2025 (0.2052) loss_bbox_dn_5: 0.2026 (0.2051) loss_bbox_dn_pre: 0.2911 (0.2943) loss_bbox_enc_0: 0.2691 (0.2630) loss_bbox_pre: 0.2167 (0.2158) loss_dfl: 0.9725 (0.9654) loss_fgl_aux_0: 1.0151 (1.0092) loss_fgl_aux_1: 0.9751 (0.9695) loss_fgl_aux_2: 0.9722 (0.9657) loss_fgl_aux_3: 0.9714 (0.9655) loss_fgl_aux_4: 0.9722 (0.9654) loss_fgl_dn_0: 1.1044 (1.1022) loss_fgl_dn_1: 0.9951 (0.9966) loss_fgl_dn_2: 0.9829 (0.9869) loss_fgl_dn_3: 0.9851 (0.9876) loss_fgl_dn_4: 0.9855 (0.9879) loss_fgl_dn_5: 0.9855 (0.9879) loss_giou: 0.5522 (0.5835) loss_giou_aux_0: 0.5847 (0.6134) loss_giou_aux_1: 0.5614 (0.5892) loss_giou_aux_2: 0.5512 (0.5842) loss_giou_aux_3: 0.5528 (0.5836) loss_giou_aux_4: 0.5528 (0.5835) loss_giou_dn_0: 0.6027 (0.6238) loss_giou_dn_1: 0.4887 (0.5105) loss_giou_dn_2: 0.4704 (0.4927) loss_giou_dn_3: 0.4682 (0.4885) loss_giou_dn_4: 0.4680 (0.4879) loss_giou_dn_5: 0.4680 (0.4879) loss_giou_dn_pre: 0.5999 (0.6221) loss_giou_enc_0: 0.6773 (0.6981) loss_giou_pre: 0.5840 (0.6114) loss_ddf_aux_0: 0.0662 (0.0710) loss_ddf_aux_1: 0.0084 (0.0089) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2480 (0.2666) loss_ddf_dn_1: 0.0315 (0.0318) loss_ddf_dn_2: 0.0055 (0.0057) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7109 (0.7233) loss_vfl_aux_0: 0.7880 (0.8070) loss_vfl_aux_1: 0.7814 (0.7857) loss_vfl_aux_2: 0.7455 (0.7599) loss_vfl_aux_3: 0.7207 (0.7373) loss_vfl_aux_4: 0.7188 (0.7252) loss_vfl_dn_0: 0.5096 (0.5058) loss_vfl_dn_1: 0.4536 (0.4553) loss_vfl_dn_2: 0.4326 (0.4394) loss_vfl_dn_3: 0.4251 (0.4278) loss_vfl_dn_4: 0.4205 (0.4239) loss_vfl_dn_5: 0.4211 (0.4236) loss_vfl_dn_pre: 0.5096 (0.5066) loss_vfl_enc_0: 0.7934 (0.8034) loss_vfl_pre: 0.7904 (0.8107) time: 0.7690 data: 0.0306 max mem: 9097 Epoch: [13] [ 200/3696] eta: 0:47:14 lr: 0.000013 loss: 33.1889 (33.5087) loss_bbox: 0.1848 (0.1983) loss_bbox_aux_0: 0.1978 (0.2149) loss_bbox_aux_1: 0.1883 (0.2013) loss_bbox_aux_2: 0.1850 (0.1988) loss_bbox_aux_3: 0.1847 (0.1984) loss_bbox_aux_4: 0.1846 (0.1984) loss_bbox_dn_0: 0.2664 (0.2880) loss_bbox_dn_1: 0.2060 (0.2188) loss_bbox_dn_2: 0.1944 (0.2083) loss_bbox_dn_3: 0.1890 (0.2054) loss_bbox_dn_4: 0.1878 (0.2050) loss_bbox_dn_5: 0.1875 (0.2050) loss_bbox_dn_pre: 0.2706 (0.2933) loss_bbox_enc_0: 0.2455 (0.2613) loss_bbox_pre: 0.1965 (0.2149) loss_dfl: 0.9815 (0.9654) loss_fgl_aux_0: 1.0393 (1.0088) loss_fgl_aux_1: 0.9906 (0.9696) loss_fgl_aux_2: 0.9813 (0.9657) loss_fgl_aux_3: 0.9817 (0.9655) loss_fgl_aux_4: 0.9814 (0.9654) loss_fgl_dn_0: 1.0974 (1.1017) loss_fgl_dn_1: 0.9870 (0.9972) loss_fgl_dn_2: 0.9740 (0.9876) loss_fgl_dn_3: 0.9765 (0.9883) loss_fgl_dn_4: 0.9769 (0.9886) loss_fgl_dn_5: 0.9768 (0.9886) loss_giou: 0.5227 (0.5877) loss_giou_aux_0: 0.5386 (0.6170) loss_giou_aux_1: 0.5265 (0.5930) loss_giou_aux_2: 0.5243 (0.5884) loss_giou_aux_3: 0.5239 (0.5877) loss_giou_aux_4: 0.5231 (0.5877) loss_giou_dn_0: 0.6119 (0.6268) loss_giou_dn_1: 0.4952 (0.5143) loss_giou_dn_2: 0.4814 (0.4968) loss_giou_dn_3: 0.4809 (0.4927) loss_giou_dn_4: 0.4810 (0.4921) loss_giou_dn_5: 0.4809 (0.4921) loss_giou_dn_pre: 0.6123 (0.6253) loss_giou_enc_0: 0.6389 (0.7007) loss_giou_pre: 0.5354 (0.6149) loss_ddf_aux_0: 0.0720 (0.0711) loss_ddf_aux_1: 0.0085 (0.0089) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2653 (0.2643) loss_ddf_dn_1: 0.0304 (0.0315) loss_ddf_dn_2: 0.0054 (0.0057) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7048 (0.7222) loss_vfl_aux_0: 0.7938 (0.8001) loss_vfl_aux_1: 0.7856 (0.7810) loss_vfl_aux_2: 0.7588 (0.7578) loss_vfl_aux_3: 0.7220 (0.7345) loss_vfl_aux_4: 0.7063 (0.7232) loss_vfl_dn_0: 0.5078 (0.5060) loss_vfl_dn_1: 0.4499 (0.4556) loss_vfl_dn_2: 0.4372 (0.4401) loss_vfl_dn_3: 0.4248 (0.4286) loss_vfl_dn_4: 0.4207 (0.4245) loss_vfl_dn_5: 0.4190 (0.4240) loss_vfl_dn_pre: 0.5079 (0.5068) loss_vfl_enc_0: 0.7902 (0.7969) loss_vfl_pre: 0.8005 (0.8033) time: 0.7672 data: 0.0304 max mem: 9097 Epoch: [13] [ 300/3696] eta: 0:44:55 lr: 0.000013 loss: 33.7418 (33.5547) loss_bbox: 0.1897 (0.1984) loss_bbox_aux_0: 0.2037 (0.2147) loss_bbox_aux_1: 0.1913 (0.2014) loss_bbox_aux_2: 0.1896 (0.1989) loss_bbox_aux_3: 0.1902 (0.1985) loss_bbox_aux_4: 0.1902 (0.1984) loss_bbox_dn_0: 0.2815 (0.2856) loss_bbox_dn_1: 0.2152 (0.2177) loss_bbox_dn_2: 0.2080 (0.2073) loss_bbox_dn_3: 0.2060 (0.2043) loss_bbox_dn_4: 0.2058 (0.2039) loss_bbox_dn_5: 0.2057 (0.2038) loss_bbox_dn_pre: 0.2832 (0.2907) loss_bbox_enc_0: 0.2508 (0.2607) loss_bbox_pre: 0.2027 (0.2148) loss_dfl: 0.9690 (0.9697) loss_fgl_aux_0: 1.0099 (1.0123) loss_fgl_aux_1: 0.9758 (0.9739) loss_fgl_aux_2: 0.9698 (0.9700) loss_fgl_aux_3: 0.9689 (0.9698) loss_fgl_aux_4: 0.9693 (0.9698) loss_fgl_dn_0: 1.1017 (1.1024) loss_fgl_dn_1: 0.9981 (0.9993) loss_fgl_dn_2: 0.9884 (0.9897) loss_fgl_dn_3: 0.9874 (0.9904) loss_fgl_dn_4: 0.9876 (0.9907) loss_fgl_dn_5: 0.9876 (0.9907) loss_giou: 0.6030 (0.5895) loss_giou_aux_0: 0.6334 (0.6187) loss_giou_aux_1: 0.6079 (0.5950) loss_giou_aux_2: 0.6073 (0.5902) loss_giou_aux_3: 0.6046 (0.5896) loss_giou_aux_4: 0.6034 (0.5895) loss_giou_dn_0: 0.6429 (0.6298) loss_giou_dn_1: 0.5309 (0.5176) loss_giou_dn_2: 0.5165 (0.5003) loss_giou_dn_3: 0.5115 (0.4962) loss_giou_dn_4: 0.5107 (0.4956) loss_giou_dn_5: 0.5110 (0.4956) loss_giou_dn_pre: 0.6410 (0.6284) loss_giou_enc_0: 0.7208 (0.7029) loss_giou_pre: 0.6332 (0.6167) loss_ddf_aux_0: 0.0718 (0.0714) loss_ddf_aux_1: 0.0093 (0.0090) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2602 (0.2613) loss_ddf_dn_1: 0.0317 (0.0315) loss_ddf_dn_2: 0.0056 (0.0057) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7134 (0.7213) loss_vfl_aux_0: 0.7938 (0.7987) loss_vfl_aux_1: 0.7673 (0.7788) loss_vfl_aux_2: 0.7323 (0.7556) loss_vfl_aux_3: 0.7195 (0.7329) loss_vfl_aux_4: 0.7167 (0.7227) loss_vfl_dn_0: 0.5051 (0.5055) loss_vfl_dn_1: 0.4675 (0.4556) loss_vfl_dn_2: 0.4465 (0.4403) loss_vfl_dn_3: 0.4338 (0.4288) loss_vfl_dn_4: 0.4323 (0.4250) loss_vfl_dn_5: 0.4283 (0.4243) loss_vfl_dn_pre: 0.5062 (0.5063) loss_vfl_enc_0: 0.7700 (0.7922) loss_vfl_pre: 0.7921 (0.8019) time: 0.7653 data: 0.0375 max mem: 9097 Epoch: [13] [ 400/3696] eta: 0:43:31 lr: 0.000013 loss: 33.2416 (33.5581) loss_bbox: 0.1800 (0.1983) loss_bbox_aux_0: 0.1965 (0.2143) loss_bbox_aux_1: 0.1824 (0.2013) loss_bbox_aux_2: 0.1805 (0.1988) loss_bbox_aux_3: 0.1801 (0.1984) loss_bbox_aux_4: 0.1805 (0.1983) loss_bbox_dn_0: 0.2790 (0.2845) loss_bbox_dn_1: 0.2082 (0.2172) loss_bbox_dn_2: 0.1970 (0.2069) loss_bbox_dn_3: 0.1930 (0.2040) loss_bbox_dn_4: 0.1927 (0.2035) loss_bbox_dn_5: 0.1927 (0.2035) loss_bbox_dn_pre: 0.2795 (0.2896) loss_bbox_enc_0: 0.2349 (0.2607) loss_bbox_pre: 0.1969 (0.2145) loss_dfl: 0.9674 (0.9682) loss_fgl_aux_0: 1.0019 (1.0106) loss_fgl_aux_1: 0.9685 (0.9723) loss_fgl_aux_2: 0.9666 (0.9685) loss_fgl_aux_3: 0.9675 (0.9683) loss_fgl_aux_4: 0.9669 (0.9683) loss_fgl_dn_0: 1.0968 (1.1012) loss_fgl_dn_1: 0.9971 (0.9988) loss_fgl_dn_2: 0.9872 (0.9895) loss_fgl_dn_3: 0.9884 (0.9902) loss_fgl_dn_4: 0.9888 (0.9905) loss_fgl_dn_5: 0.9888 (0.9905) loss_giou: 0.5611 (0.5940) loss_giou_aux_0: 0.5949 (0.6228) loss_giou_aux_1: 0.5721 (0.5995) loss_giou_aux_2: 0.5642 (0.5947) loss_giou_aux_3: 0.5608 (0.5941) loss_giou_aux_4: 0.5607 (0.5940) loss_giou_dn_0: 0.6381 (0.6317) loss_giou_dn_1: 0.5245 (0.5201) loss_giou_dn_2: 0.5110 (0.5027) loss_giou_dn_3: 0.5041 (0.4987) loss_giou_dn_4: 0.5027 (0.4980) loss_giou_dn_5: 0.5028 (0.4980) loss_giou_dn_pre: 0.6364 (0.6301) loss_giou_enc_0: 0.6746 (0.7071) loss_giou_pre: 0.5943 (0.6208) loss_ddf_aux_0: 0.0743 (0.0716) loss_ddf_aux_1: 0.0092 (0.0090) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2807 (0.2618) loss_ddf_dn_1: 0.0357 (0.0319) loss_ddf_dn_2: 0.0070 (0.0058) loss_ddf_dn_3: 0.0009 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7127 (0.7182) loss_vfl_aux_0: 0.7949 (0.7958) loss_vfl_aux_1: 0.7731 (0.7747) loss_vfl_aux_2: 0.7438 (0.7520) loss_vfl_aux_3: 0.7270 (0.7293) loss_vfl_aux_4: 0.7078 (0.7192) loss_vfl_dn_0: 0.5004 (0.5046) loss_vfl_dn_1: 0.4470 (0.4547) loss_vfl_dn_2: 0.4298 (0.4396) loss_vfl_dn_3: 0.4195 (0.4286) loss_vfl_dn_4: 0.4178 (0.4248) loss_vfl_dn_5: 0.4178 (0.4241) loss_vfl_dn_pre: 0.5027 (0.5054) loss_vfl_enc_0: 0.7644 (0.7884) loss_vfl_pre: 0.7968 (0.7989) time: 0.7695 data: 0.0302 max mem: 9097 Epoch: [13] [ 500/3696] eta: 0:41:58 lr: 0.000013 loss: 33.1690 (33.5252) loss_bbox: 0.1918 (0.1990) loss_bbox_aux_0: 0.2075 (0.2153) loss_bbox_aux_1: 0.1930 (0.2021) loss_bbox_aux_2: 0.1918 (0.1995) loss_bbox_aux_3: 0.1914 (0.1991) loss_bbox_aux_4: 0.1919 (0.1991) loss_bbox_dn_0: 0.2749 (0.2855) loss_bbox_dn_1: 0.2045 (0.2180) loss_bbox_dn_2: 0.1953 (0.2076) loss_bbox_dn_3: 0.1942 (0.2047) loss_bbox_dn_4: 0.1945 (0.2042) loss_bbox_dn_5: 0.1945 (0.2042) loss_bbox_dn_pre: 0.2854 (0.2908) loss_bbox_enc_0: 0.2502 (0.2618) loss_bbox_pre: 0.2059 (0.2154) loss_dfl: 0.9781 (0.9690) loss_fgl_aux_0: 1.0173 (1.0115) loss_fgl_aux_1: 0.9787 (0.9730) loss_fgl_aux_2: 0.9781 (0.9692) loss_fgl_aux_3: 0.9776 (0.9691) loss_fgl_aux_4: 0.9781 (0.9690) loss_fgl_dn_0: 1.1026 (1.1014) loss_fgl_dn_1: 0.9964 (0.9980) loss_fgl_dn_2: 0.9851 (0.9886) loss_fgl_dn_3: 0.9848 (0.9893) loss_fgl_dn_4: 0.9851 (0.9896) loss_fgl_dn_5: 0.9852 (0.9896) loss_giou: 0.5657 (0.5906) loss_giou_aux_0: 0.5999 (0.6196) loss_giou_aux_1: 0.5678 (0.5962) loss_giou_aux_2: 0.5638 (0.5913) loss_giou_aux_3: 0.5659 (0.5906) loss_giou_aux_4: 0.5655 (0.5906) loss_giou_dn_0: 0.6086 (0.6290) loss_giou_dn_1: 0.4963 (0.5180) loss_giou_dn_2: 0.4733 (0.5005) loss_giou_dn_3: 0.4651 (0.4964) loss_giou_dn_4: 0.4645 (0.4958) loss_giou_dn_5: 0.4645 (0.4957) loss_giou_dn_pre: 0.6067 (0.6276) loss_giou_enc_0: 0.7023 (0.7041) loss_giou_pre: 0.5970 (0.6176) loss_ddf_aux_0: 0.0667 (0.0711) loss_ddf_aux_1: 0.0093 (0.0090) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2581 (0.2627) loss_ddf_dn_1: 0.0328 (0.0323) loss_ddf_dn_2: 0.0061 (0.0059) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7266 (0.7175) loss_vfl_aux_0: 0.7860 (0.7954) loss_vfl_aux_1: 0.7698 (0.7743) loss_vfl_aux_2: 0.7488 (0.7521) loss_vfl_aux_3: 0.7299 (0.7289) loss_vfl_aux_4: 0.7311 (0.7187) loss_vfl_dn_0: 0.5010 (0.5045) loss_vfl_dn_1: 0.4539 (0.4542) loss_vfl_dn_2: 0.4385 (0.4393) loss_vfl_dn_3: 0.4290 (0.4283) loss_vfl_dn_4: 0.4256 (0.4246) loss_vfl_dn_5: 0.4247 (0.4240) loss_vfl_dn_pre: 0.5015 (0.5053) loss_vfl_enc_0: 0.7919 (0.7883) loss_vfl_pre: 0.7937 (0.7986) time: 0.7767 data: 0.0319 max mem: 9097 Epoch: [13] [ 600/3696] eta: 0:40:51 lr: 0.000013 loss: 34.0500 (33.5266) loss_bbox: 0.1950 (0.1988) loss_bbox_aux_0: 0.2138 (0.2149) loss_bbox_aux_1: 0.1989 (0.2018) loss_bbox_aux_2: 0.1968 (0.1993) loss_bbox_aux_3: 0.1953 (0.1989) loss_bbox_aux_4: 0.1951 (0.1988) loss_bbox_dn_0: 0.2671 (0.2842) loss_bbox_dn_1: 0.2066 (0.2167) loss_bbox_dn_2: 0.1968 (0.2064) loss_bbox_dn_3: 0.1943 (0.2034) loss_bbox_dn_4: 0.1948 (0.2029) loss_bbox_dn_5: 0.1948 (0.2029) loss_bbox_dn_pre: 0.2743 (0.2893) loss_bbox_enc_0: 0.2612 (0.2614) loss_bbox_pre: 0.2141 (0.2151) loss_dfl: 0.9830 (0.9693) loss_fgl_aux_0: 1.0142 (1.0115) loss_fgl_aux_1: 0.9876 (0.9733) loss_fgl_aux_2: 0.9837 (0.9695) loss_fgl_aux_3: 0.9829 (0.9694) loss_fgl_aux_4: 0.9827 (0.9693) loss_fgl_dn_0: 1.1026 (1.1016) loss_fgl_dn_1: 1.0018 (0.9984) loss_fgl_dn_2: 0.9957 (0.9892) loss_fgl_dn_3: 0.9965 (0.9900) loss_fgl_dn_4: 0.9968 (0.9902) loss_fgl_dn_5: 0.9968 (0.9902) loss_giou: 0.5918 (0.5920) loss_giou_aux_0: 0.6233 (0.6208) loss_giou_aux_1: 0.6010 (0.5976) loss_giou_aux_2: 0.5949 (0.5928) loss_giou_aux_3: 0.5921 (0.5921) loss_giou_aux_4: 0.5919 (0.5921) loss_giou_dn_0: 0.6289 (0.6296) loss_giou_dn_1: 0.5211 (0.5183) loss_giou_dn_2: 0.5032 (0.5008) loss_giou_dn_3: 0.5001 (0.4967) loss_giou_dn_4: 0.5003 (0.4961) loss_giou_dn_5: 0.5004 (0.4960) loss_giou_dn_pre: 0.6284 (0.6281) loss_giou_enc_0: 0.7071 (0.7055) loss_giou_pre: 0.6222 (0.6189) loss_ddf_aux_0: 0.0717 (0.0706) loss_ddf_aux_1: 0.0092 (0.0090) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2627 (0.2627) loss_ddf_dn_1: 0.0335 (0.0324) loss_ddf_dn_2: 0.0057 (0.0060) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7073 (0.7169) loss_vfl_aux_0: 0.7847 (0.7949) loss_vfl_aux_1: 0.7512 (0.7739) loss_vfl_aux_2: 0.7201 (0.7515) loss_vfl_aux_3: 0.7246 (0.7282) loss_vfl_aux_4: 0.7120 (0.7182) loss_vfl_dn_0: 0.5046 (0.5042) loss_vfl_dn_1: 0.4543 (0.4540) loss_vfl_dn_2: 0.4400 (0.4392) loss_vfl_dn_3: 0.4298 (0.4283) loss_vfl_dn_4: 0.4261 (0.4246) loss_vfl_dn_5: 0.4250 (0.4240) loss_vfl_dn_pre: 0.5062 (0.5050) loss_vfl_enc_0: 0.7766 (0.7881) loss_vfl_pre: 0.7863 (0.7983) time: 0.7902 data: 0.0323 max mem: 9097 Epoch: [13] [ 700/3696] eta: 0:39:25 lr: 0.000013 loss: 33.1202 (33.5113) loss_bbox: 0.1801 (0.1978) loss_bbox_aux_0: 0.1929 (0.2140) loss_bbox_aux_1: 0.1829 (0.2008) loss_bbox_aux_2: 0.1803 (0.1983) loss_bbox_aux_3: 0.1804 (0.1979) loss_bbox_aux_4: 0.1802 (0.1978) loss_bbox_dn_0: 0.2566 (0.2826) loss_bbox_dn_1: 0.1884 (0.2155) loss_bbox_dn_2: 0.1823 (0.2051) loss_bbox_dn_3: 0.1811 (0.2021) loss_bbox_dn_4: 0.1799 (0.2016) loss_bbox_dn_5: 0.1799 (0.2015) loss_bbox_dn_pre: 0.2582 (0.2877) loss_bbox_enc_0: 0.2419 (0.2604) loss_bbox_pre: 0.1940 (0.2142) loss_dfl: 0.9665 (0.9691) loss_fgl_aux_0: 1.0077 (1.0112) loss_fgl_aux_1: 0.9698 (0.9730) loss_fgl_aux_2: 0.9670 (0.9693) loss_fgl_aux_3: 0.9672 (0.9692) loss_fgl_aux_4: 0.9665 (0.9691) loss_fgl_dn_0: 1.1029 (1.1016) loss_fgl_dn_1: 0.9999 (0.9986) loss_fgl_dn_2: 0.9912 (0.9893) loss_fgl_dn_3: 0.9923 (0.9900) loss_fgl_dn_4: 0.9926 (0.9903) loss_fgl_dn_5: 0.9927 (0.9903) loss_giou: 0.5712 (0.5933) loss_giou_aux_0: 0.5986 (0.6224) loss_giou_aux_1: 0.5805 (0.5990) loss_giou_aux_2: 0.5730 (0.5941) loss_giou_aux_3: 0.5715 (0.5934) loss_giou_aux_4: 0.5710 (0.5934) loss_giou_dn_0: 0.6045 (0.6305) loss_giou_dn_1: 0.4945 (0.5191) loss_giou_dn_2: 0.4814 (0.5016) loss_giou_dn_3: 0.4776 (0.4975) loss_giou_dn_4: 0.4766 (0.4969) loss_giou_dn_5: 0.4771 (0.4969) loss_giou_dn_pre: 0.6054 (0.6290) loss_giou_enc_0: 0.6901 (0.7069) loss_giou_pre: 0.5972 (0.6204) loss_ddf_aux_0: 0.0739 (0.0710) loss_ddf_aux_1: 0.0088 (0.0090) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2513 (0.2626) loss_ddf_dn_1: 0.0330 (0.0325) loss_ddf_dn_2: 0.0063 (0.0061) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7048 (0.7152) loss_vfl_aux_0: 0.7769 (0.7938) loss_vfl_aux_1: 0.7539 (0.7720) loss_vfl_aux_2: 0.7355 (0.7497) loss_vfl_aux_3: 0.7158 (0.7262) loss_vfl_aux_4: 0.7094 (0.7162) loss_vfl_dn_0: 0.5002 (0.5037) loss_vfl_dn_1: 0.4434 (0.4536) loss_vfl_dn_2: 0.4298 (0.4388) loss_vfl_dn_3: 0.4211 (0.4281) loss_vfl_dn_4: 0.4132 (0.4243) loss_vfl_dn_5: 0.4132 (0.4237) loss_vfl_dn_pre: 0.5013 (0.5045) loss_vfl_enc_0: 0.7972 (0.7876) loss_vfl_pre: 0.7793 (0.7971) time: 0.7833 data: 0.0343 max mem: 9097 Epoch: [13] [ 800/3696] eta: 0:38:00 lr: 0.000013 loss: 33.3724 (33.4852) loss_bbox: 0.1867 (0.1984) loss_bbox_aux_0: 0.1971 (0.2146) loss_bbox_aux_1: 0.1893 (0.2014) loss_bbox_aux_2: 0.1866 (0.1989) loss_bbox_aux_3: 0.1870 (0.1985) loss_bbox_aux_4: 0.1868 (0.1984) loss_bbox_dn_0: 0.2589 (0.2823) loss_bbox_dn_1: 0.1996 (0.2154) loss_bbox_dn_2: 0.1891 (0.2050) loss_bbox_dn_3: 0.1836 (0.2020) loss_bbox_dn_4: 0.1833 (0.2015) loss_bbox_dn_5: 0.1835 (0.2015) loss_bbox_dn_pre: 0.2667 (0.2874) loss_bbox_enc_0: 0.2383 (0.2608) loss_bbox_pre: 0.1972 (0.2148) loss_dfl: 0.9647 (0.9683) loss_fgl_aux_0: 1.0128 (1.0102) loss_fgl_aux_1: 0.9677 (0.9722) loss_fgl_aux_2: 0.9644 (0.9685) loss_fgl_aux_3: 0.9637 (0.9683) loss_fgl_aux_4: 0.9643 (0.9683) loss_fgl_dn_0: 1.1020 (1.1014) loss_fgl_dn_1: 1.0009 (0.9980) loss_fgl_dn_2: 0.9994 (0.9887) loss_fgl_dn_3: 0.9988 (0.9894) loss_fgl_dn_4: 0.9994 (0.9897) loss_fgl_dn_5: 0.9993 (0.9897) loss_giou: 0.5473 (0.5937) loss_giou_aux_0: 0.5816 (0.6228) loss_giou_aux_1: 0.5565 (0.5994) loss_giou_aux_2: 0.5484 (0.5944) loss_giou_aux_3: 0.5477 (0.5937) loss_giou_aux_4: 0.5473 (0.5937) loss_giou_dn_0: 0.6165 (0.6295) loss_giou_dn_1: 0.5175 (0.5184) loss_giou_dn_2: 0.4962 (0.5009) loss_giou_dn_3: 0.4895 (0.4967) loss_giou_dn_4: 0.4884 (0.4961) loss_giou_dn_5: 0.4884 (0.4961) loss_giou_dn_pre: 0.6143 (0.6280) loss_giou_enc_0: 0.6753 (0.7071) loss_giou_pre: 0.5801 (0.6207) loss_ddf_aux_0: 0.0722 (0.0707) loss_ddf_aux_1: 0.0093 (0.0090) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2540 (0.2627) loss_ddf_dn_1: 0.0338 (0.0326) loss_ddf_dn_2: 0.0055 (0.0061) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7226 (0.7139) loss_vfl_aux_0: 0.7813 (0.7924) loss_vfl_aux_1: 0.7479 (0.7697) loss_vfl_aux_2: 0.7366 (0.7479) loss_vfl_aux_3: 0.7227 (0.7248) loss_vfl_aux_4: 0.7183 (0.7150) loss_vfl_dn_0: 0.4944 (0.5030) loss_vfl_dn_1: 0.4446 (0.4527) loss_vfl_dn_2: 0.4344 (0.4380) loss_vfl_dn_3: 0.4260 (0.4273) loss_vfl_dn_4: 0.4211 (0.4236) loss_vfl_dn_5: 0.4221 (0.4230) loss_vfl_dn_pre: 0.4955 (0.5038) loss_vfl_enc_0: 0.7789 (0.7860) loss_vfl_pre: 0.7861 (0.7956) time: 0.7584 data: 0.0300 max mem: 9097 Epoch: [13] [ 900/3696] eta: 0:36:37 lr: 0.000013 loss: 33.4955 (33.4766) loss_bbox: 0.1993 (0.1982) loss_bbox_aux_0: 0.2162 (0.2144) loss_bbox_aux_1: 0.2033 (0.2012) loss_bbox_aux_2: 0.1999 (0.1987) loss_bbox_aux_3: 0.1995 (0.1983) loss_bbox_aux_4: 0.1994 (0.1982) loss_bbox_dn_0: 0.2881 (0.2825) loss_bbox_dn_1: 0.2237 (0.2154) loss_bbox_dn_2: 0.2146 (0.2050) loss_bbox_dn_3: 0.2094 (0.2020) loss_bbox_dn_4: 0.2094 (0.2015) loss_bbox_dn_5: 0.2096 (0.2015) loss_bbox_dn_pre: 0.2935 (0.2876) loss_bbox_enc_0: 0.2685 (0.2611) loss_bbox_pre: 0.2181 (0.2146) loss_dfl: 0.9689 (0.9675) loss_fgl_aux_0: 1.0071 (1.0094) loss_fgl_aux_1: 0.9690 (0.9714) loss_fgl_aux_2: 0.9694 (0.9677) loss_fgl_aux_3: 0.9688 (0.9675) loss_fgl_aux_4: 0.9688 (0.9675) loss_fgl_dn_0: 1.0930 (1.1009) loss_fgl_dn_1: 0.9912 (0.9975) loss_fgl_dn_2: 0.9846 (0.9882) loss_fgl_dn_3: 0.9862 (0.9889) loss_fgl_dn_4: 0.9861 (0.9892) loss_fgl_dn_5: 0.9861 (0.9892) loss_giou: 0.5920 (0.5945) loss_giou_aux_0: 0.6313 (0.6236) loss_giou_aux_1: 0.5981 (0.6002) loss_giou_aux_2: 0.5950 (0.5952) loss_giou_aux_3: 0.5927 (0.5945) loss_giou_aux_4: 0.5921 (0.5945) loss_giou_dn_0: 0.6352 (0.6303) loss_giou_dn_1: 0.5115 (0.5191) loss_giou_dn_2: 0.4926 (0.5015) loss_giou_dn_3: 0.4871 (0.4975) loss_giou_dn_4: 0.4861 (0.4969) loss_giou_dn_5: 0.4859 (0.4968) loss_giou_dn_pre: 0.6328 (0.6288) loss_giou_enc_0: 0.7076 (0.7081) loss_giou_pre: 0.6280 (0.6216) loss_ddf_aux_0: 0.0704 (0.0706) loss_ddf_aux_1: 0.0081 (0.0089) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2682 (0.2621) loss_ddf_dn_1: 0.0317 (0.0325) loss_ddf_dn_2: 0.0057 (0.0060) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6944 (0.7130) loss_vfl_aux_0: 0.7794 (0.7911) loss_vfl_aux_1: 0.7651 (0.7693) loss_vfl_aux_2: 0.7361 (0.7469) loss_vfl_aux_3: 0.7075 (0.7237) loss_vfl_aux_4: 0.6947 (0.7138) loss_vfl_dn_0: 0.4973 (0.5026) loss_vfl_dn_1: 0.4518 (0.4524) loss_vfl_dn_2: 0.4382 (0.4377) loss_vfl_dn_3: 0.4254 (0.4270) loss_vfl_dn_4: 0.4224 (0.4232) loss_vfl_dn_5: 0.4219 (0.4226) loss_vfl_dn_pre: 0.5000 (0.5034) loss_vfl_enc_0: 0.7658 (0.7848) loss_vfl_pre: 0.7814 (0.7944) time: 0.7610 data: 0.0320 max mem: 9097 Epoch: [13] [1000/3696] eta: 0:35:16 lr: 0.000013 loss: 33.8533 (33.4919) loss_bbox: 0.1997 (0.1989) loss_bbox_aux_0: 0.2129 (0.2152) loss_bbox_aux_1: 0.2022 (0.2020) loss_bbox_aux_2: 0.1996 (0.1995) loss_bbox_aux_3: 0.1995 (0.1990) loss_bbox_aux_4: 0.1997 (0.1989) loss_bbox_dn_0: 0.2616 (0.2833) loss_bbox_dn_1: 0.2030 (0.2161) loss_bbox_dn_2: 0.1910 (0.2055) loss_bbox_dn_3: 0.1899 (0.2025) loss_bbox_dn_4: 0.1895 (0.2020) loss_bbox_dn_5: 0.1896 (0.2020) loss_bbox_dn_pre: 0.2675 (0.2884) loss_bbox_enc_0: 0.2571 (0.2617) loss_bbox_pre: 0.2132 (0.2154) loss_dfl: 0.9618 (0.9669) loss_fgl_aux_0: 0.9969 (1.0087) loss_fgl_aux_1: 0.9602 (0.9708) loss_fgl_aux_2: 0.9612 (0.9672) loss_fgl_aux_3: 0.9618 (0.9670) loss_fgl_aux_4: 0.9618 (0.9670) loss_fgl_dn_0: 1.0991 (1.1008) loss_fgl_dn_1: 0.9969 (0.9974) loss_fgl_dn_2: 0.9868 (0.9880) loss_fgl_dn_3: 0.9892 (0.9888) loss_fgl_dn_4: 0.9896 (0.9890) loss_fgl_dn_5: 0.9897 (0.9891) loss_giou: 0.6216 (0.5954) loss_giou_aux_0: 0.6513 (0.6246) loss_giou_aux_1: 0.6237 (0.6011) loss_giou_aux_2: 0.6224 (0.5961) loss_giou_aux_3: 0.6214 (0.5955) loss_giou_aux_4: 0.6212 (0.5955) loss_giou_dn_0: 0.6511 (0.6308) loss_giou_dn_1: 0.5398 (0.5196) loss_giou_dn_2: 0.5264 (0.5021) loss_giou_dn_3: 0.5188 (0.4980) loss_giou_dn_4: 0.5174 (0.4974) loss_giou_dn_5: 0.5176 (0.4974) loss_giou_dn_pre: 0.6497 (0.6293) loss_giou_enc_0: 0.7386 (0.7089) loss_giou_pre: 0.6490 (0.6226) loss_ddf_aux_0: 0.0702 (0.0703) loss_ddf_aux_1: 0.0085 (0.0088) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2506 (0.2621) loss_ddf_dn_1: 0.0320 (0.0326) loss_ddf_dn_2: 0.0059 (0.0060) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6897 (0.7123) loss_vfl_aux_0: 0.7827 (0.7916) loss_vfl_aux_1: 0.7577 (0.7697) loss_vfl_aux_2: 0.7218 (0.7463) loss_vfl_aux_3: 0.7016 (0.7233) loss_vfl_aux_4: 0.6899 (0.7133) loss_vfl_dn_0: 0.4971 (0.5024) loss_vfl_dn_1: 0.4553 (0.4523) loss_vfl_dn_2: 0.4401 (0.4375) loss_vfl_dn_3: 0.4274 (0.4268) loss_vfl_dn_4: 0.4249 (0.4231) loss_vfl_dn_5: 0.4254 (0.4225) loss_vfl_dn_pre: 0.4981 (0.5032) loss_vfl_enc_0: 0.7523 (0.7847) loss_vfl_pre: 0.7885 (0.7949) time: 0.7770 data: 0.0357 max mem: 9097 Epoch: [13] [1100/3696] eta: 0:33:57 lr: 0.000013 loss: 33.0215 (33.4897) loss_bbox: 0.1919 (0.1984) loss_bbox_aux_0: 0.2028 (0.2145) loss_bbox_aux_1: 0.1936 (0.2014) loss_bbox_aux_2: 0.1918 (0.1989) loss_bbox_aux_3: 0.1926 (0.1985) loss_bbox_aux_4: 0.1920 (0.1984) loss_bbox_dn_0: 0.2514 (0.2832) loss_bbox_dn_1: 0.1951 (0.2159) loss_bbox_dn_2: 0.1820 (0.2054) loss_bbox_dn_3: 0.1784 (0.2024) loss_bbox_dn_4: 0.1786 (0.2019) loss_bbox_dn_5: 0.1788 (0.2019) loss_bbox_dn_pre: 0.2530 (0.2883) loss_bbox_enc_0: 0.2476 (0.2612) loss_bbox_pre: 0.2036 (0.2147) loss_dfl: 0.9653 (0.9670) loss_fgl_aux_0: 1.0095 (1.0088) loss_fgl_aux_1: 0.9694 (0.9709) loss_fgl_aux_2: 0.9648 (0.9672) loss_fgl_aux_3: 0.9657 (0.9671) loss_fgl_aux_4: 0.9654 (0.9670) loss_fgl_dn_0: 1.0989 (1.1009) loss_fgl_dn_1: 0.9876 (0.9974) loss_fgl_dn_2: 0.9761 (0.9881) loss_fgl_dn_3: 0.9793 (0.9888) loss_fgl_dn_4: 0.9799 (0.9891) loss_fgl_dn_5: 0.9797 (0.9891) loss_giou: 0.6257 (0.5956) loss_giou_aux_0: 0.6506 (0.6248) loss_giou_aux_1: 0.6323 (0.6013) loss_giou_aux_2: 0.6274 (0.5963) loss_giou_aux_3: 0.6260 (0.5957) loss_giou_aux_4: 0.6254 (0.5956) loss_giou_dn_0: 0.6202 (0.6310) loss_giou_dn_1: 0.5156 (0.5196) loss_giou_dn_2: 0.5009 (0.5021) loss_giou_dn_3: 0.5026 (0.4980) loss_giou_dn_4: 0.5016 (0.4974) loss_giou_dn_5: 0.5017 (0.4973) loss_giou_dn_pre: 0.6222 (0.6295) loss_giou_enc_0: 0.7400 (0.7094) loss_giou_pre: 0.6467 (0.6227) loss_ddf_aux_0: 0.0594 (0.0701) loss_ddf_aux_1: 0.0079 (0.0088) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2387 (0.2624) loss_ddf_dn_1: 0.0290 (0.0327) loss_ddf_dn_2: 0.0060 (0.0061) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6862 (0.7127) loss_vfl_aux_0: 0.7666 (0.7918) loss_vfl_aux_1: 0.7431 (0.7703) loss_vfl_aux_2: 0.7246 (0.7464) loss_vfl_aux_3: 0.7020 (0.7234) loss_vfl_aux_4: 0.6887 (0.7136) loss_vfl_dn_0: 0.4921 (0.5022) loss_vfl_dn_1: 0.4414 (0.4520) loss_vfl_dn_2: 0.4280 (0.4373) loss_vfl_dn_3: 0.4185 (0.4266) loss_vfl_dn_4: 0.4175 (0.4229) loss_vfl_dn_5: 0.4189 (0.4222) loss_vfl_dn_pre: 0.4926 (0.5030) loss_vfl_enc_0: 0.7548 (0.7849) loss_vfl_pre: 0.7662 (0.7951) time: 0.7864 data: 0.0386 max mem: 9097 Epoch: [13] [1200/3696] eta: 0:32:31 lr: 0.000013 loss: 34.1272 (33.4994) loss_bbox: 0.2017 (0.1983) loss_bbox_aux_0: 0.2136 (0.2145) loss_bbox_aux_1: 0.2038 (0.2014) loss_bbox_aux_2: 0.2019 (0.1988) loss_bbox_aux_3: 0.2023 (0.1984) loss_bbox_aux_4: 0.2019 (0.1983) loss_bbox_dn_0: 0.2845 (0.2823) loss_bbox_dn_1: 0.2179 (0.2153) loss_bbox_dn_2: 0.2116 (0.2048) loss_bbox_dn_3: 0.2083 (0.2018) loss_bbox_dn_4: 0.2089 (0.2013) loss_bbox_dn_5: 0.2090 (0.2013) loss_bbox_dn_pre: 0.2879 (0.2873) loss_bbox_enc_0: 0.2533 (0.2610) loss_bbox_pre: 0.2126 (0.2147) loss_dfl: 0.9633 (0.9667) loss_fgl_aux_0: 0.9976 (1.0084) loss_fgl_aux_1: 0.9691 (0.9706) loss_fgl_aux_2: 0.9634 (0.9669) loss_fgl_aux_3: 0.9632 (0.9667) loss_fgl_aux_4: 0.9634 (0.9667) loss_fgl_dn_0: 1.0866 (1.1007) loss_fgl_dn_1: 1.0026 (0.9976) loss_fgl_dn_2: 0.9971 (0.9883) loss_fgl_dn_3: 0.9980 (0.9890) loss_fgl_dn_4: 0.9981 (0.9893) loss_fgl_dn_5: 0.9981 (0.9893) loss_giou: 0.6405 (0.5975) loss_giou_aux_0: 0.6724 (0.6267) loss_giou_aux_1: 0.6474 (0.6032) loss_giou_aux_2: 0.6426 (0.5982) loss_giou_aux_3: 0.6415 (0.5976) loss_giou_aux_4: 0.6405 (0.5976) loss_giou_dn_0: 0.6610 (0.6319) loss_giou_dn_1: 0.5502 (0.5205) loss_giou_dn_2: 0.5322 (0.5031) loss_giou_dn_3: 0.5259 (0.4989) loss_giou_dn_4: 0.5254 (0.4983) loss_giou_dn_5: 0.5250 (0.4983) loss_giou_dn_pre: 0.6582 (0.6304) loss_giou_enc_0: 0.7563 (0.7111) loss_giou_pre: 0.6702 (0.6247) loss_ddf_aux_0: 0.0673 (0.0699) loss_ddf_aux_1: 0.0087 (0.0088) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2452 (0.2620) loss_ddf_dn_1: 0.0311 (0.0326) loss_ddf_dn_2: 0.0062 (0.0061) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7086 (0.7120) loss_vfl_aux_0: 0.7621 (0.7913) loss_vfl_aux_1: 0.7493 (0.7693) loss_vfl_aux_2: 0.7346 (0.7457) loss_vfl_aux_3: 0.7104 (0.7228) loss_vfl_aux_4: 0.7065 (0.7129) loss_vfl_dn_0: 0.4988 (0.5021) loss_vfl_dn_1: 0.4564 (0.4521) loss_vfl_dn_2: 0.4399 (0.4374) loss_vfl_dn_3: 0.4288 (0.4267) loss_vfl_dn_4: 0.4271 (0.4230) loss_vfl_dn_5: 0.4265 (0.4224) loss_vfl_dn_pre: 0.5001 (0.5029) loss_vfl_enc_0: 0.7640 (0.7842) loss_vfl_pre: 0.7737 (0.7947) time: 0.7024 data: 0.0251 max mem: 9097 Epoch: [13] [1300/3696] eta: 0:31:14 lr: 0.000013 loss: 33.1542 (33.5025) loss_bbox: 0.1871 (0.1989) loss_bbox_aux_0: 0.2085 (0.2152) loss_bbox_aux_1: 0.1883 (0.2020) loss_bbox_aux_2: 0.1872 (0.1994) loss_bbox_aux_3: 0.1873 (0.1990) loss_bbox_aux_4: 0.1871 (0.1990) loss_bbox_dn_0: 0.2573 (0.2829) loss_bbox_dn_1: 0.1985 (0.2158) loss_bbox_dn_2: 0.1873 (0.2053) loss_bbox_dn_3: 0.1812 (0.2022) loss_bbox_dn_4: 0.1806 (0.2018) loss_bbox_dn_5: 0.1806 (0.2017) loss_bbox_dn_pre: 0.2627 (0.2879) loss_bbox_enc_0: 0.2502 (0.2620) loss_bbox_pre: 0.2092 (0.2155) loss_dfl: 0.9652 (0.9671) loss_fgl_aux_0: 1.0136 (1.0090) loss_fgl_aux_1: 0.9709 (0.9711) loss_fgl_aux_2: 0.9657 (0.9674) loss_fgl_aux_3: 0.9648 (0.9672) loss_fgl_aux_4: 0.9649 (0.9672) loss_fgl_dn_0: 1.1044 (1.1011) loss_fgl_dn_1: 1.0092 (0.9980) loss_fgl_dn_2: 1.0006 (0.9886) loss_fgl_dn_3: 1.0034 (0.9894) loss_fgl_dn_4: 1.0043 (0.9897) loss_fgl_dn_5: 1.0044 (0.9897) loss_giou: 0.5992 (0.5964) loss_giou_aux_0: 0.6234 (0.6256) loss_giou_aux_1: 0.6032 (0.6021) loss_giou_aux_2: 0.6016 (0.5971) loss_giou_aux_3: 0.5998 (0.5964) loss_giou_aux_4: 0.5996 (0.5964) loss_giou_dn_0: 0.5952 (0.6310) loss_giou_dn_1: 0.4885 (0.5196) loss_giou_dn_2: 0.4795 (0.5022) loss_giou_dn_3: 0.4759 (0.4980) loss_giou_dn_4: 0.4749 (0.4974) loss_giou_dn_5: 0.4749 (0.4974) loss_giou_dn_pre: 0.5964 (0.6294) loss_giou_enc_0: 0.6951 (0.7103) loss_giou_pre: 0.6231 (0.6236) loss_ddf_aux_0: 0.0678 (0.0701) loss_ddf_aux_1: 0.0081 (0.0088) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2482 (0.2626) loss_ddf_dn_1: 0.0304 (0.0327) loss_ddf_dn_2: 0.0062 (0.0061) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6931 (0.7120) loss_vfl_aux_0: 0.7685 (0.7921) loss_vfl_aux_1: 0.7377 (0.7695) loss_vfl_aux_2: 0.7517 (0.7460) loss_vfl_aux_3: 0.7059 (0.7226) loss_vfl_aux_4: 0.6867 (0.7129) loss_vfl_dn_0: 0.5011 (0.5023) loss_vfl_dn_1: 0.4462 (0.4522) loss_vfl_dn_2: 0.4318 (0.4375) loss_vfl_dn_3: 0.4210 (0.4268) loss_vfl_dn_4: 0.4189 (0.4231) loss_vfl_dn_5: 0.4179 (0.4225) loss_vfl_dn_pre: 0.5011 (0.5031) loss_vfl_enc_0: 0.7568 (0.7846) loss_vfl_pre: 0.7795 (0.7955) time: 0.7489 data: 0.0264 max mem: 9097 Epoch: [13] [1400/3696] eta: 0:29:51 lr: 0.000013 loss: 33.4193 (33.5188) loss_bbox: 0.1854 (0.1989) loss_bbox_aux_0: 0.2006 (0.2152) loss_bbox_aux_1: 0.1857 (0.2020) loss_bbox_aux_2: 0.1850 (0.1994) loss_bbox_aux_3: 0.1848 (0.1990) loss_bbox_aux_4: 0.1853 (0.1989) loss_bbox_dn_0: 0.2882 (0.2831) loss_bbox_dn_1: 0.2170 (0.2161) loss_bbox_dn_2: 0.2097 (0.2056) loss_bbox_dn_3: 0.2069 (0.2025) loss_bbox_dn_4: 0.2064 (0.2021) loss_bbox_dn_5: 0.2063 (0.2020) loss_bbox_dn_pre: 0.2938 (0.2881) loss_bbox_enc_0: 0.2574 (0.2620) loss_bbox_pre: 0.2001 (0.2154) loss_dfl: 0.9845 (0.9677) loss_fgl_aux_0: 1.0225 (1.0096) loss_fgl_aux_1: 0.9864 (0.9716) loss_fgl_aux_2: 0.9847 (0.9679) loss_fgl_aux_3: 0.9849 (0.9677) loss_fgl_aux_4: 0.9845 (0.9677) loss_fgl_dn_0: 1.0985 (1.1010) loss_fgl_dn_1: 0.9953 (0.9981) loss_fgl_dn_2: 0.9883 (0.9888) loss_fgl_dn_3: 0.9866 (0.9896) loss_fgl_dn_4: 0.9866 (0.9898) loss_fgl_dn_5: 0.9866 (0.9899) loss_giou: 0.5682 (0.5960) loss_giou_aux_0: 0.5954 (0.6253) loss_giou_aux_1: 0.5753 (0.6017) loss_giou_aux_2: 0.5694 (0.5967) loss_giou_aux_3: 0.5682 (0.5961) loss_giou_aux_4: 0.5681 (0.5960) loss_giou_dn_0: 0.6281 (0.6317) loss_giou_dn_1: 0.5207 (0.5204) loss_giou_dn_2: 0.5012 (0.5028) loss_giou_dn_3: 0.4987 (0.4987) loss_giou_dn_4: 0.4983 (0.4981) loss_giou_dn_5: 0.4982 (0.4981) loss_giou_dn_pre: 0.6245 (0.6301) loss_giou_enc_0: 0.6829 (0.7098) loss_giou_pre: 0.5942 (0.6232) loss_ddf_aux_0: 0.0737 (0.0704) loss_ddf_aux_1: 0.0088 (0.0088) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2574 (0.2627) loss_ddf_dn_1: 0.0321 (0.0327) loss_ddf_dn_2: 0.0062 (0.0061) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7179 (0.7130) loss_vfl_aux_0: 0.7722 (0.7929) loss_vfl_aux_1: 0.7869 (0.7707) loss_vfl_aux_2: 0.7615 (0.7470) loss_vfl_aux_3: 0.7327 (0.7236) loss_vfl_aux_4: 0.7235 (0.7139) loss_vfl_dn_0: 0.5005 (0.5023) loss_vfl_dn_1: 0.4550 (0.4523) loss_vfl_dn_2: 0.4386 (0.4377) loss_vfl_dn_3: 0.4250 (0.4270) loss_vfl_dn_4: 0.4213 (0.4233) loss_vfl_dn_5: 0.4206 (0.4227) loss_vfl_dn_pre: 0.5010 (0.5031) loss_vfl_enc_0: 0.7841 (0.7855) loss_vfl_pre: 0.7758 (0.7963) time: 0.7870 data: 0.0367 max mem: 9097 Epoch: [13] [1500/3696] eta: 0:28:32 lr: 0.000013 loss: 33.5047 (33.5257) loss_bbox: 0.1899 (0.1990) loss_bbox_aux_0: 0.2096 (0.2154) loss_bbox_aux_1: 0.1906 (0.2021) loss_bbox_aux_2: 0.1894 (0.1995) loss_bbox_aux_3: 0.1896 (0.1991) loss_bbox_aux_4: 0.1897 (0.1990) loss_bbox_dn_0: 0.2664 (0.2834) loss_bbox_dn_1: 0.1960 (0.2163) loss_bbox_dn_2: 0.1876 (0.2058) loss_bbox_dn_3: 0.1875 (0.2027) loss_bbox_dn_4: 0.1869 (0.2022) loss_bbox_dn_5: 0.1869 (0.2022) loss_bbox_dn_pre: 0.2703 (0.2884) loss_bbox_enc_0: 0.2580 (0.2622) loss_bbox_pre: 0.2096 (0.2156) loss_dfl: 0.9677 (0.9677) loss_fgl_aux_0: 1.0147 (1.0097) loss_fgl_aux_1: 0.9721 (0.9717) loss_fgl_aux_2: 0.9703 (0.9679) loss_fgl_aux_3: 0.9694 (0.9678) loss_fgl_aux_4: 0.9686 (0.9677) loss_fgl_dn_0: 1.1084 (1.1011) loss_fgl_dn_1: 0.9970 (0.9981) loss_fgl_dn_2: 0.9879 (0.9888) loss_fgl_dn_3: 0.9886 (0.9895) loss_fgl_dn_4: 0.9892 (0.9898) loss_fgl_dn_5: 0.9893 (0.9898) loss_giou: 0.6116 (0.5962) loss_giou_aux_0: 0.6355 (0.6254) loss_giou_aux_1: 0.6156 (0.6019) loss_giou_aux_2: 0.6147 (0.5969) loss_giou_aux_3: 0.6113 (0.5963) loss_giou_aux_4: 0.6110 (0.5962) loss_giou_dn_0: 0.6378 (0.6319) loss_giou_dn_1: 0.5225 (0.5204) loss_giou_dn_2: 0.5140 (0.5029) loss_giou_dn_3: 0.5082 (0.4987) loss_giou_dn_4: 0.5067 (0.4981) loss_giou_dn_5: 0.5067 (0.4981) loss_giou_dn_pre: 0.6354 (0.6304) loss_giou_enc_0: 0.7197 (0.7101) loss_giou_pre: 0.6354 (0.6234) loss_ddf_aux_0: 0.0679 (0.0705) loss_ddf_aux_1: 0.0084 (0.0088) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2495 (0.2628) loss_ddf_dn_1: 0.0306 (0.0327) loss_ddf_dn_2: 0.0067 (0.0061) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6892 (0.7129) loss_vfl_aux_0: 0.7706 (0.7931) loss_vfl_aux_1: 0.7639 (0.7709) loss_vfl_aux_2: 0.7347 (0.7471) loss_vfl_aux_3: 0.7047 (0.7236) loss_vfl_aux_4: 0.6851 (0.7139) loss_vfl_dn_0: 0.5033 (0.5023) loss_vfl_dn_1: 0.4507 (0.4524) loss_vfl_dn_2: 0.4339 (0.4376) loss_vfl_dn_3: 0.4212 (0.4270) loss_vfl_dn_4: 0.4176 (0.4233) loss_vfl_dn_5: 0.4173 (0.4227) loss_vfl_dn_pre: 0.5041 (0.5031) loss_vfl_enc_0: 0.7731 (0.7859) loss_vfl_pre: 0.7749 (0.7965) time: 0.8219 data: 0.0369 max mem: 9097 Epoch: [13] [1600/3696] eta: 0:27:13 lr: 0.000013 loss: 33.0517 (33.5247) loss_bbox: 0.1840 (0.1986) loss_bbox_aux_0: 0.1972 (0.2149) loss_bbox_aux_1: 0.1864 (0.2017) loss_bbox_aux_2: 0.1842 (0.1991) loss_bbox_aux_3: 0.1840 (0.1987) loss_bbox_aux_4: 0.1841 (0.1986) loss_bbox_dn_0: 0.2762 (0.2827) loss_bbox_dn_1: 0.2048 (0.2157) loss_bbox_dn_2: 0.1955 (0.2053) loss_bbox_dn_3: 0.1931 (0.2022) loss_bbox_dn_4: 0.1930 (0.2018) loss_bbox_dn_5: 0.1929 (0.2017) loss_bbox_dn_pre: 0.2811 (0.2877) loss_bbox_enc_0: 0.2408 (0.2617) loss_bbox_pre: 0.1980 (0.2151) loss_dfl: 0.9735 (0.9678) loss_fgl_aux_0: 1.0132 (1.0098) loss_fgl_aux_1: 0.9772 (0.9718) loss_fgl_aux_2: 0.9738 (0.9681) loss_fgl_aux_3: 0.9730 (0.9679) loss_fgl_aux_4: 0.9733 (0.9678) loss_fgl_dn_0: 1.1024 (1.1011) loss_fgl_dn_1: 0.9979 (0.9982) loss_fgl_dn_2: 0.9878 (0.9889) loss_fgl_dn_3: 0.9888 (0.9897) loss_fgl_dn_4: 0.9891 (0.9900) loss_fgl_dn_5: 0.9889 (0.9900) loss_giou: 0.5822 (0.5967) loss_giou_aux_0: 0.6025 (0.6259) loss_giou_aux_1: 0.5847 (0.6024) loss_giou_aux_2: 0.5827 (0.5975) loss_giou_aux_3: 0.5823 (0.5968) loss_giou_aux_4: 0.5824 (0.5967) loss_giou_dn_0: 0.6163 (0.6322) loss_giou_dn_1: 0.5065 (0.5208) loss_giou_dn_2: 0.4927 (0.5033) loss_giou_dn_3: 0.4859 (0.4991) loss_giou_dn_4: 0.4851 (0.4985) loss_giou_dn_5: 0.4850 (0.4985) loss_giou_dn_pre: 0.6150 (0.6306) loss_giou_enc_0: 0.6924 (0.7106) loss_giou_pre: 0.6011 (0.6239) loss_ddf_aux_0: 0.0669 (0.0705) loss_ddf_aux_1: 0.0080 (0.0088) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2526 (0.2629) loss_ddf_dn_1: 0.0291 (0.0326) loss_ddf_dn_2: 0.0051 (0.0061) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7103 (0.7126) loss_vfl_aux_0: 0.8290 (0.7932) loss_vfl_aux_1: 0.7780 (0.7705) loss_vfl_aux_2: 0.7534 (0.7469) loss_vfl_aux_3: 0.7346 (0.7233) loss_vfl_aux_4: 0.7148 (0.7136) loss_vfl_dn_0: 0.5062 (0.5023) loss_vfl_dn_1: 0.4523 (0.4523) loss_vfl_dn_2: 0.4387 (0.4376) loss_vfl_dn_3: 0.4289 (0.4270) loss_vfl_dn_4: 0.4230 (0.4233) loss_vfl_dn_5: 0.4218 (0.4227) loss_vfl_dn_pre: 0.5074 (0.5031) loss_vfl_enc_0: 0.7824 (0.7858) loss_vfl_pre: 0.8291 (0.7965) time: 0.7712 data: 0.0288 max mem: 9097 Epoch: [13] [1700/3696] eta: 0:25:57 lr: 0.000013 loss: 34.1171 (33.5310) loss_bbox: 0.1993 (0.1988) loss_bbox_aux_0: 0.2148 (0.2151) loss_bbox_aux_1: 0.2027 (0.2019) loss_bbox_aux_2: 0.1993 (0.1993) loss_bbox_aux_3: 0.1996 (0.1989) loss_bbox_aux_4: 0.1995 (0.1988) loss_bbox_dn_0: 0.2824 (0.2831) loss_bbox_dn_1: 0.2201 (0.2161) loss_bbox_dn_2: 0.2075 (0.2056) loss_bbox_dn_3: 0.2042 (0.2025) loss_bbox_dn_4: 0.2033 (0.2021) loss_bbox_dn_5: 0.2035 (0.2020) loss_bbox_dn_pre: 0.2851 (0.2881) loss_bbox_enc_0: 0.2507 (0.2618) loss_bbox_pre: 0.2154 (0.2153) loss_dfl: 0.9783 (0.9675) loss_fgl_aux_0: 1.0152 (1.0096) loss_fgl_aux_1: 0.9816 (0.9714) loss_fgl_aux_2: 0.9776 (0.9677) loss_fgl_aux_3: 0.9781 (0.9675) loss_fgl_aux_4: 0.9780 (0.9675) loss_fgl_dn_0: 1.0987 (1.1010) loss_fgl_dn_1: 0.9976 (0.9981) loss_fgl_dn_2: 0.9918 (0.9888) loss_fgl_dn_3: 0.9926 (0.9895) loss_fgl_dn_4: 0.9928 (0.9898) loss_fgl_dn_5: 0.9929 (0.9898) loss_giou: 0.5947 (0.5971) loss_giou_aux_0: 0.6253 (0.6263) loss_giou_aux_1: 0.6031 (0.6027) loss_giou_aux_2: 0.5970 (0.5978) loss_giou_aux_3: 0.5949 (0.5971) loss_giou_aux_4: 0.5950 (0.5971) loss_giou_dn_0: 0.6507 (0.6326) loss_giou_dn_1: 0.5323 (0.5211) loss_giou_dn_2: 0.5150 (0.5036) loss_giou_dn_3: 0.5085 (0.4994) loss_giou_dn_4: 0.5072 (0.4988) loss_giou_dn_5: 0.5073 (0.4988) loss_giou_dn_pre: 0.6492 (0.6310) loss_giou_enc_0: 0.7238 (0.7109) loss_giou_pre: 0.6221 (0.6242) loss_ddf_aux_0: 0.0647 (0.0705) loss_ddf_aux_1: 0.0085 (0.0088) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2575 (0.2630) loss_ddf_dn_1: 0.0311 (0.0326) loss_ddf_dn_2: 0.0062 (0.0061) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7144 (0.7126) loss_vfl_aux_0: 0.7906 (0.7933) loss_vfl_aux_1: 0.7674 (0.7709) loss_vfl_aux_2: 0.7426 (0.7471) loss_vfl_aux_3: 0.7177 (0.7233) loss_vfl_aux_4: 0.7126 (0.7137) loss_vfl_dn_0: 0.5019 (0.5023) loss_vfl_dn_1: 0.4548 (0.4523) loss_vfl_dn_2: 0.4454 (0.4376) loss_vfl_dn_3: 0.4381 (0.4270) loss_vfl_dn_4: 0.4317 (0.4233) loss_vfl_dn_5: 0.4314 (0.4227) loss_vfl_dn_pre: 0.5024 (0.5031) loss_vfl_enc_0: 0.7839 (0.7855) loss_vfl_pre: 0.8001 (0.7967) time: 0.7836 data: 0.0264 max mem: 9097 Epoch: [13] [1800/3696] eta: 0:24:36 lr: 0.000013 loss: 33.7137 (33.5291) loss_bbox: 0.1857 (0.1987) loss_bbox_aux_0: 0.2042 (0.2149) loss_bbox_aux_1: 0.1875 (0.2018) loss_bbox_aux_2: 0.1850 (0.1992) loss_bbox_aux_3: 0.1856 (0.1988) loss_bbox_aux_4: 0.1854 (0.1987) loss_bbox_dn_0: 0.2764 (0.2825) loss_bbox_dn_1: 0.2106 (0.2156) loss_bbox_dn_2: 0.2001 (0.2050) loss_bbox_dn_3: 0.1951 (0.2020) loss_bbox_dn_4: 0.1939 (0.2015) loss_bbox_dn_5: 0.1940 (0.2015) loss_bbox_dn_pre: 0.2832 (0.2875) loss_bbox_enc_0: 0.2465 (0.2615) loss_bbox_pre: 0.2042 (0.2151) loss_dfl: 0.9796 (0.9677) loss_fgl_aux_0: 1.0128 (1.0097) loss_fgl_aux_1: 0.9846 (0.9717) loss_fgl_aux_2: 0.9798 (0.9679) loss_fgl_aux_3: 0.9799 (0.9677) loss_fgl_aux_4: 0.9796 (0.9677) loss_fgl_dn_0: 1.0984 (1.1010) loss_fgl_dn_1: 1.0013 (0.9982) loss_fgl_dn_2: 0.9930 (0.9890) loss_fgl_dn_3: 0.9947 (0.9898) loss_fgl_dn_4: 0.9950 (0.9900) loss_fgl_dn_5: 0.9950 (0.9901) loss_giou: 0.5798 (0.5974) loss_giou_aux_0: 0.6144 (0.6265) loss_giou_aux_1: 0.5836 (0.6031) loss_giou_aux_2: 0.5802 (0.5981) loss_giou_aux_3: 0.5801 (0.5975) loss_giou_aux_4: 0.5798 (0.5974) loss_giou_dn_0: 0.6219 (0.6324) loss_giou_dn_1: 0.5114 (0.5211) loss_giou_dn_2: 0.4942 (0.5035) loss_giou_dn_3: 0.4892 (0.4993) loss_giou_dn_4: 0.4879 (0.4987) loss_giou_dn_5: 0.4879 (0.4987) loss_giou_dn_pre: 0.6197 (0.6309) loss_giou_enc_0: 0.7173 (0.7110) loss_giou_pre: 0.6124 (0.6245) loss_ddf_aux_0: 0.0632 (0.0704) loss_ddf_aux_1: 0.0081 (0.0088) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2680 (0.2628) loss_ddf_dn_1: 0.0347 (0.0326) loss_ddf_dn_2: 0.0071 (0.0061) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7072 (0.7124) loss_vfl_aux_0: 0.7887 (0.7935) loss_vfl_aux_1: 0.7794 (0.7710) loss_vfl_aux_2: 0.7397 (0.7471) loss_vfl_aux_3: 0.7195 (0.7232) loss_vfl_aux_4: 0.7059 (0.7135) loss_vfl_dn_0: 0.5023 (0.5023) loss_vfl_dn_1: 0.4491 (0.4522) loss_vfl_dn_2: 0.4346 (0.4375) loss_vfl_dn_3: 0.4237 (0.4270) loss_vfl_dn_4: 0.4211 (0.4233) loss_vfl_dn_5: 0.4207 (0.4227) loss_vfl_dn_pre: 0.5021 (0.5031) loss_vfl_enc_0: 0.7810 (0.7854) loss_vfl_pre: 0.7898 (0.7968) time: 0.7026 data: 0.0244 max mem: 9097 Epoch: [13] [1900/3696] eta: 0:23:18 lr: 0.000013 loss: 34.3009 (33.5320) loss_bbox: 0.2058 (0.1987) loss_bbox_aux_0: 0.2172 (0.2149) loss_bbox_aux_1: 0.2101 (0.2018) loss_bbox_aux_2: 0.2066 (0.1993) loss_bbox_aux_3: 0.2058 (0.1988) loss_bbox_aux_4: 0.2057 (0.1987) loss_bbox_dn_0: 0.2611 (0.2824) loss_bbox_dn_1: 0.1971 (0.2155) loss_bbox_dn_2: 0.1897 (0.2049) loss_bbox_dn_3: 0.1878 (0.2019) loss_bbox_dn_4: 0.1871 (0.2014) loss_bbox_dn_5: 0.1870 (0.2014) loss_bbox_dn_pre: 0.2626 (0.2874) loss_bbox_enc_0: 0.2588 (0.2616) loss_bbox_pre: 0.2171 (0.2151) loss_dfl: 0.9653 (0.9678) loss_fgl_aux_0: 0.9994 (1.0098) loss_fgl_aux_1: 0.9695 (0.9718) loss_fgl_aux_2: 0.9665 (0.9680) loss_fgl_aux_3: 0.9655 (0.9678) loss_fgl_aux_4: 0.9654 (0.9678) loss_fgl_dn_0: 1.1010 (1.1012) loss_fgl_dn_1: 1.0062 (0.9984) loss_fgl_dn_2: 0.9950 (0.9891) loss_fgl_dn_3: 0.9957 (0.9899) loss_fgl_dn_4: 0.9954 (0.9902) loss_fgl_dn_5: 0.9956 (0.9902) loss_giou: 0.6585 (0.5976) loss_giou_aux_0: 0.6839 (0.6267) loss_giou_aux_1: 0.6616 (0.6032) loss_giou_aux_2: 0.6606 (0.5983) loss_giou_aux_3: 0.6580 (0.5977) loss_giou_aux_4: 0.6585 (0.5976) loss_giou_dn_0: 0.6607 (0.6325) loss_giou_dn_1: 0.5499 (0.5211) loss_giou_dn_2: 0.5337 (0.5036) loss_giou_dn_3: 0.5313 (0.4994) loss_giou_dn_4: 0.5312 (0.4988) loss_giou_dn_5: 0.5308 (0.4988) loss_giou_dn_pre: 0.6604 (0.6310) loss_giou_enc_0: 0.7654 (0.7115) loss_giou_pre: 0.6786 (0.6246) loss_ddf_aux_0: 0.0682 (0.0702) loss_ddf_aux_1: 0.0087 (0.0088) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2461 (0.2628) loss_ddf_dn_1: 0.0286 (0.0326) loss_ddf_dn_2: 0.0052 (0.0061) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6948 (0.7121) loss_vfl_aux_0: 0.8102 (0.7938) loss_vfl_aux_1: 0.7698 (0.7709) loss_vfl_aux_2: 0.7574 (0.7469) loss_vfl_aux_3: 0.7220 (0.7231) loss_vfl_aux_4: 0.6906 (0.7133) loss_vfl_dn_0: 0.5076 (0.5024) loss_vfl_dn_1: 0.4585 (0.4523) loss_vfl_dn_2: 0.4413 (0.4376) loss_vfl_dn_3: 0.4331 (0.4270) loss_vfl_dn_4: 0.4279 (0.4233) loss_vfl_dn_5: 0.4282 (0.4227) loss_vfl_dn_pre: 0.5083 (0.5032) loss_vfl_enc_0: 0.7714 (0.7853) loss_vfl_pre: 0.8196 (0.7971) time: 0.7619 data: 0.0338 max mem: 9097 Epoch: [13] [2000/3696] eta: 0:22:01 lr: 0.000013 loss: 33.2027 (33.5268) loss_bbox: 0.1887 (0.1984) loss_bbox_aux_0: 0.2044 (0.2147) loss_bbox_aux_1: 0.1902 (0.2015) loss_bbox_aux_2: 0.1877 (0.1990) loss_bbox_aux_3: 0.1886 (0.1985) loss_bbox_aux_4: 0.1888 (0.1985) loss_bbox_dn_0: 0.2783 (0.2823) loss_bbox_dn_1: 0.2107 (0.2154) loss_bbox_dn_2: 0.1971 (0.2048) loss_bbox_dn_3: 0.1931 (0.2018) loss_bbox_dn_4: 0.1929 (0.2013) loss_bbox_dn_5: 0.1929 (0.2013) loss_bbox_dn_pre: 0.2825 (0.2873) loss_bbox_enc_0: 0.2430 (0.2614) loss_bbox_pre: 0.2035 (0.2149) loss_dfl: 0.9750 (0.9678) loss_fgl_aux_0: 1.0118 (1.0099) loss_fgl_aux_1: 0.9804 (0.9718) loss_fgl_aux_2: 0.9762 (0.9680) loss_fgl_aux_3: 0.9749 (0.9678) loss_fgl_aux_4: 0.9749 (0.9678) loss_fgl_dn_0: 1.1030 (1.1012) loss_fgl_dn_1: 0.9873 (0.9983) loss_fgl_dn_2: 0.9774 (0.9890) loss_fgl_dn_3: 0.9782 (0.9898) loss_fgl_dn_4: 0.9792 (0.9901) loss_fgl_dn_5: 0.9794 (0.9901) loss_giou: 0.5719 (0.5972) loss_giou_aux_0: 0.5981 (0.6263) loss_giou_aux_1: 0.5739 (0.6028) loss_giou_aux_2: 0.5707 (0.5979) loss_giou_aux_3: 0.5713 (0.5972) loss_giou_aux_4: 0.5720 (0.5972) loss_giou_dn_0: 0.6182 (0.6324) loss_giou_dn_1: 0.5043 (0.5209) loss_giou_dn_2: 0.4931 (0.5034) loss_giou_dn_3: 0.4887 (0.4992) loss_giou_dn_4: 0.4883 (0.4986) loss_giou_dn_5: 0.4884 (0.4986) loss_giou_dn_pre: 0.6152 (0.6309) loss_giou_enc_0: 0.6815 (0.7111) loss_giou_pre: 0.5947 (0.6242) loss_ddf_aux_0: 0.0703 (0.0703) loss_ddf_aux_1: 0.0089 (0.0088) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2802 (0.2633) loss_ddf_dn_1: 0.0342 (0.0326) loss_ddf_dn_2: 0.0058 (0.0061) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6993 (0.7122) loss_vfl_aux_0: 0.7882 (0.7940) loss_vfl_aux_1: 0.7611 (0.7711) loss_vfl_aux_2: 0.7491 (0.7471) loss_vfl_aux_3: 0.7057 (0.7232) loss_vfl_aux_4: 0.7042 (0.7135) loss_vfl_dn_0: 0.5019 (0.5024) loss_vfl_dn_1: 0.4509 (0.4523) loss_vfl_dn_2: 0.4371 (0.4376) loss_vfl_dn_3: 0.4257 (0.4271) loss_vfl_dn_4: 0.4247 (0.4233) loss_vfl_dn_5: 0.4239 (0.4228) loss_vfl_dn_pre: 0.5021 (0.5032) loss_vfl_enc_0: 0.7917 (0.7857) loss_vfl_pre: 0.7948 (0.7973) time: 0.7628 data: 0.0332 max mem: 9097 Epoch: [13] [2100/3696] eta: 0:20:42 lr: 0.000013 loss: 33.3756 (33.5259) loss_bbox: 0.2138 (0.1987) loss_bbox_aux_0: 0.2252 (0.2149) loss_bbox_aux_1: 0.2141 (0.2018) loss_bbox_aux_2: 0.2110 (0.1993) loss_bbox_aux_3: 0.2127 (0.1988) loss_bbox_aux_4: 0.2140 (0.1988) loss_bbox_dn_0: 0.2834 (0.2829) loss_bbox_dn_1: 0.2221 (0.2159) loss_bbox_dn_2: 0.2064 (0.2053) loss_bbox_dn_3: 0.2065 (0.2023) loss_bbox_dn_4: 0.2048 (0.2018) loss_bbox_dn_5: 0.2038 (0.2018) loss_bbox_dn_pre: 0.2875 (0.2879) loss_bbox_enc_0: 0.2679 (0.2616) loss_bbox_pre: 0.2258 (0.2152) loss_dfl: 0.9759 (0.9677) loss_fgl_aux_0: 1.0211 (1.0099) loss_fgl_aux_1: 0.9812 (0.9717) loss_fgl_aux_2: 0.9755 (0.9680) loss_fgl_aux_3: 0.9761 (0.9678) loss_fgl_aux_4: 0.9758 (0.9677) loss_fgl_dn_0: 1.0988 (1.1011) loss_fgl_dn_1: 0.9949 (0.9982) loss_fgl_dn_2: 0.9877 (0.9889) loss_fgl_dn_3: 0.9871 (0.9897) loss_fgl_dn_4: 0.9870 (0.9899) loss_fgl_dn_5: 0.9871 (0.9900) loss_giou: 0.5883 (0.5969) loss_giou_aux_0: 0.6214 (0.6259) loss_giou_aux_1: 0.5967 (0.6025) loss_giou_aux_2: 0.5876 (0.5976) loss_giou_aux_3: 0.5882 (0.5969) loss_giou_aux_4: 0.5881 (0.5969) loss_giou_dn_0: 0.6072 (0.6321) loss_giou_dn_1: 0.4981 (0.5208) loss_giou_dn_2: 0.4799 (0.5032) loss_giou_dn_3: 0.4756 (0.4990) loss_giou_dn_4: 0.4748 (0.4984) loss_giou_dn_5: 0.4745 (0.4984) loss_giou_dn_pre: 0.6042 (0.6306) loss_giou_enc_0: 0.7144 (0.7107) loss_giou_pre: 0.6221 (0.6238) loss_ddf_aux_0: 0.0699 (0.0703) loss_ddf_aux_1: 0.0088 (0.0088) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2514 (0.2632) loss_ddf_dn_1: 0.0303 (0.0326) loss_ddf_dn_2: 0.0061 (0.0061) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6924 (0.7119) loss_vfl_aux_0: 0.7750 (0.7938) loss_vfl_aux_1: 0.7459 (0.7709) loss_vfl_aux_2: 0.7273 (0.7468) loss_vfl_aux_3: 0.6983 (0.7229) loss_vfl_aux_4: 0.6942 (0.7133) loss_vfl_dn_0: 0.5003 (0.5024) loss_vfl_dn_1: 0.4503 (0.4523) loss_vfl_dn_2: 0.4364 (0.4376) loss_vfl_dn_3: 0.4283 (0.4271) loss_vfl_dn_4: 0.4240 (0.4234) loss_vfl_dn_5: 0.4237 (0.4228) loss_vfl_dn_pre: 0.5008 (0.5032) loss_vfl_enc_0: 0.7659 (0.7856) loss_vfl_pre: 0.7812 (0.7971) time: 0.7109 data: 0.0273 max mem: 9097 Epoch: [13] [2200/3696] eta: 0:19:23 lr: 0.000013 loss: 33.6175 (33.5273) loss_bbox: 0.1996 (0.1988) loss_bbox_aux_0: 0.2141 (0.2149) loss_bbox_aux_1: 0.2015 (0.2018) loss_bbox_aux_2: 0.1997 (0.1993) loss_bbox_aux_3: 0.1995 (0.1988) loss_bbox_aux_4: 0.1996 (0.1988) loss_bbox_dn_0: 0.2868 (0.2832) loss_bbox_dn_1: 0.2240 (0.2162) loss_bbox_dn_2: 0.2118 (0.2055) loss_bbox_dn_3: 0.2078 (0.2025) loss_bbox_dn_4: 0.2079 (0.2020) loss_bbox_dn_5: 0.2080 (0.2020) loss_bbox_dn_pre: 0.2920 (0.2882) loss_bbox_enc_0: 0.2561 (0.2615) loss_bbox_pre: 0.2143 (0.2152) loss_dfl: 0.9533 (0.9676) loss_fgl_aux_0: 0.9971 (1.0097) loss_fgl_aux_1: 0.9576 (0.9716) loss_fgl_aux_2: 0.9538 (0.9679) loss_fgl_aux_3: 0.9534 (0.9677) loss_fgl_aux_4: 0.9532 (0.9676) loss_fgl_dn_0: 1.0932 (1.1010) loss_fgl_dn_1: 0.9866 (0.9981) loss_fgl_dn_2: 0.9792 (0.9888) loss_fgl_dn_3: 0.9802 (0.9896) loss_fgl_dn_4: 0.9805 (0.9899) loss_fgl_dn_5: 0.9807 (0.9899) loss_giou: 0.5997 (0.5971) loss_giou_aux_0: 0.6219 (0.6261) loss_giou_aux_1: 0.6023 (0.6027) loss_giou_aux_2: 0.6009 (0.5978) loss_giou_aux_3: 0.5997 (0.5971) loss_giou_aux_4: 0.5996 (0.5971) loss_giou_dn_0: 0.6435 (0.6323) loss_giou_dn_1: 0.5307 (0.5209) loss_giou_dn_2: 0.5140 (0.5033) loss_giou_dn_3: 0.5128 (0.4992) loss_giou_dn_4: 0.5115 (0.4985) loss_giou_dn_5: 0.5115 (0.4985) loss_giou_dn_pre: 0.6416 (0.6307) loss_giou_enc_0: 0.7020 (0.7107) loss_giou_pre: 0.6187 (0.6240) loss_ddf_aux_0: 0.0635 (0.0702) loss_ddf_aux_1: 0.0082 (0.0088) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2629 (0.2631) loss_ddf_dn_1: 0.0336 (0.0326) loss_ddf_dn_2: 0.0062 (0.0061) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6957 (0.7116) loss_vfl_aux_0: 0.7798 (0.7937) loss_vfl_aux_1: 0.7720 (0.7708) loss_vfl_aux_2: 0.7354 (0.7466) loss_vfl_aux_3: 0.7101 (0.7227) loss_vfl_aux_4: 0.7001 (0.7131) loss_vfl_dn_0: 0.4962 (0.5024) loss_vfl_dn_1: 0.4499 (0.4524) loss_vfl_dn_2: 0.4345 (0.4377) loss_vfl_dn_3: 0.4263 (0.4271) loss_vfl_dn_4: 0.4244 (0.4234) loss_vfl_dn_5: 0.4249 (0.4229) loss_vfl_dn_pre: 0.4956 (0.5031) loss_vfl_enc_0: 0.7773 (0.7854) loss_vfl_pre: 0.7886 (0.7970) time: 0.7805 data: 0.0344 max mem: 9097 Epoch: [13] [2300/3696] eta: 0:18:04 lr: 0.000013 loss: 33.5361 (33.5314) loss_bbox: 0.1899 (0.1989) loss_bbox_aux_0: 0.2061 (0.2150) loss_bbox_aux_1: 0.1944 (0.2019) loss_bbox_aux_2: 0.1910 (0.1994) loss_bbox_aux_3: 0.1898 (0.1990) loss_bbox_aux_4: 0.1898 (0.1989) loss_bbox_dn_0: 0.2913 (0.2833) loss_bbox_dn_1: 0.2203 (0.2162) loss_bbox_dn_2: 0.2074 (0.2056) loss_bbox_dn_3: 0.2054 (0.2026) loss_bbox_dn_4: 0.2059 (0.2021) loss_bbox_dn_5: 0.2059 (0.2021) loss_bbox_dn_pre: 0.3021 (0.2882) loss_bbox_enc_0: 0.2496 (0.2616) loss_bbox_pre: 0.2059 (0.2152) loss_dfl: 0.9793 (0.9678) loss_fgl_aux_0: 1.0172 (1.0099) loss_fgl_aux_1: 0.9801 (0.9718) loss_fgl_aux_2: 0.9786 (0.9681) loss_fgl_aux_3: 0.9795 (0.9679) loss_fgl_aux_4: 0.9793 (0.9679) loss_fgl_dn_0: 1.1043 (1.1010) loss_fgl_dn_1: 1.0023 (0.9981) loss_fgl_dn_2: 0.9916 (0.9888) loss_fgl_dn_3: 0.9917 (0.9896) loss_fgl_dn_4: 0.9918 (0.9899) loss_fgl_dn_5: 0.9917 (0.9899) loss_giou: 0.5945 (0.5969) loss_giou_aux_0: 0.6330 (0.6259) loss_giou_aux_1: 0.6077 (0.6025) loss_giou_aux_2: 0.5989 (0.5976) loss_giou_aux_3: 0.5953 (0.5970) loss_giou_aux_4: 0.5951 (0.5969) loss_giou_dn_0: 0.6329 (0.6324) loss_giou_dn_1: 0.5253 (0.5210) loss_giou_dn_2: 0.5060 (0.5034) loss_giou_dn_3: 0.5028 (0.4993) loss_giou_dn_4: 0.5027 (0.4987) loss_giou_dn_5: 0.5029 (0.4986) loss_giou_dn_pre: 0.6342 (0.6309) loss_giou_enc_0: 0.7026 (0.7105) loss_giou_pre: 0.6299 (0.6238) loss_ddf_aux_0: 0.0657 (0.0700) loss_ddf_aux_1: 0.0090 (0.0088) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2659 (0.2635) loss_ddf_dn_1: 0.0336 (0.0327) loss_ddf_dn_2: 0.0055 (0.0061) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7219 (0.7117) loss_vfl_aux_0: 0.7950 (0.7939) loss_vfl_aux_1: 0.7983 (0.7709) loss_vfl_aux_2: 0.7792 (0.7467) loss_vfl_aux_3: 0.7431 (0.7228) loss_vfl_aux_4: 0.7203 (0.7131) loss_vfl_dn_0: 0.5047 (0.5024) loss_vfl_dn_1: 0.4571 (0.4524) loss_vfl_dn_2: 0.4428 (0.4377) loss_vfl_dn_3: 0.4299 (0.4272) loss_vfl_dn_4: 0.4253 (0.4235) loss_vfl_dn_5: 0.4263 (0.4230) loss_vfl_dn_pre: 0.5040 (0.5032) loss_vfl_enc_0: 0.7994 (0.7856) loss_vfl_pre: 0.8081 (0.7972) time: 0.7575 data: 0.0283 max mem: 9097 Epoch: [13] [2400/3696] eta: 0:16:45 lr: 0.000013 loss: 33.7476 (33.5275) loss_bbox: 0.2074 (0.1989) loss_bbox_aux_0: 0.2205 (0.2151) loss_bbox_aux_1: 0.2091 (0.2020) loss_bbox_aux_2: 0.2084 (0.1995) loss_bbox_aux_3: 0.2074 (0.1990) loss_bbox_aux_4: 0.2073 (0.1990) loss_bbox_dn_0: 0.2814 (0.2834) loss_bbox_dn_1: 0.2110 (0.2164) loss_bbox_dn_2: 0.1978 (0.2058) loss_bbox_dn_3: 0.2004 (0.2027) loss_bbox_dn_4: 0.2011 (0.2022) loss_bbox_dn_5: 0.2011 (0.2022) loss_bbox_dn_pre: 0.2825 (0.2884) loss_bbox_enc_0: 0.2643 (0.2616) loss_bbox_pre: 0.2193 (0.2153) loss_dfl: 0.9749 (0.9678) loss_fgl_aux_0: 1.0106 (1.0099) loss_fgl_aux_1: 0.9788 (0.9718) loss_fgl_aux_2: 0.9743 (0.9680) loss_fgl_aux_3: 0.9746 (0.9678) loss_fgl_aux_4: 0.9749 (0.9678) loss_fgl_dn_0: 1.0929 (1.1009) loss_fgl_dn_1: 0.9919 (0.9979) loss_fgl_dn_2: 0.9808 (0.9887) loss_fgl_dn_3: 0.9825 (0.9894) loss_fgl_dn_4: 0.9829 (0.9897) loss_fgl_dn_5: 0.9830 (0.9897) loss_giou: 0.5786 (0.5962) loss_giou_aux_0: 0.6058 (0.6252) loss_giou_aux_1: 0.5852 (0.6018) loss_giou_aux_2: 0.5774 (0.5970) loss_giou_aux_3: 0.5773 (0.5963) loss_giou_aux_4: 0.5784 (0.5963) loss_giou_dn_0: 0.6241 (0.6321) loss_giou_dn_1: 0.5059 (0.5207) loss_giou_dn_2: 0.4889 (0.5031) loss_giou_dn_3: 0.4840 (0.4989) loss_giou_dn_4: 0.4835 (0.4983) loss_giou_dn_5: 0.4833 (0.4983) loss_giou_dn_pre: 0.6253 (0.6306) loss_giou_enc_0: 0.6932 (0.7098) loss_giou_pre: 0.6074 (0.6232) loss_ddf_aux_0: 0.0650 (0.0700) loss_ddf_aux_1: 0.0081 (0.0088) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2404 (0.2634) loss_ddf_dn_1: 0.0292 (0.0327) loss_ddf_dn_2: 0.0060 (0.0061) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7064 (0.7120) loss_vfl_aux_0: 0.7791 (0.7945) loss_vfl_aux_1: 0.7742 (0.7714) loss_vfl_aux_2: 0.7368 (0.7472) loss_vfl_aux_3: 0.7087 (0.7232) loss_vfl_aux_4: 0.7153 (0.7134) loss_vfl_dn_0: 0.5052 (0.5025) loss_vfl_dn_1: 0.4517 (0.4524) loss_vfl_dn_2: 0.4316 (0.4377) loss_vfl_dn_3: 0.4211 (0.4271) loss_vfl_dn_4: 0.4167 (0.4235) loss_vfl_dn_5: 0.4188 (0.4229) loss_vfl_dn_pre: 0.5060 (0.5032) loss_vfl_enc_0: 0.7964 (0.7863) loss_vfl_pre: 0.7829 (0.7978) time: 0.7439 data: 0.0258 max mem: 9097 Epoch: [13] [2500/3696] eta: 0:15:26 lr: 0.000013 loss: 33.7640 (33.5256) loss_bbox: 0.1805 (0.1987) loss_bbox_aux_0: 0.2016 (0.2149) loss_bbox_aux_1: 0.1838 (0.2018) loss_bbox_aux_2: 0.1811 (0.1992) loss_bbox_aux_3: 0.1809 (0.1988) loss_bbox_aux_4: 0.1806 (0.1987) loss_bbox_dn_0: 0.2564 (0.2832) loss_bbox_dn_1: 0.1940 (0.2162) loss_bbox_dn_2: 0.1829 (0.2056) loss_bbox_dn_3: 0.1777 (0.2026) loss_bbox_dn_4: 0.1761 (0.2021) loss_bbox_dn_5: 0.1761 (0.2021) loss_bbox_dn_pre: 0.2638 (0.2882) loss_bbox_enc_0: 0.2425 (0.2614) loss_bbox_pre: 0.1996 (0.2151) loss_dfl: 0.9667 (0.9677) loss_fgl_aux_0: 1.0002 (1.0099) loss_fgl_aux_1: 0.9697 (0.9717) loss_fgl_aux_2: 0.9672 (0.9679) loss_fgl_aux_3: 0.9670 (0.9678) loss_fgl_aux_4: 0.9670 (0.9677) loss_fgl_dn_0: 1.0912 (1.1009) loss_fgl_dn_1: 0.9880 (0.9979) loss_fgl_dn_2: 0.9782 (0.9886) loss_fgl_dn_3: 0.9796 (0.9894) loss_fgl_dn_4: 0.9801 (0.9897) loss_fgl_dn_5: 0.9800 (0.9897) loss_giou: 0.6062 (0.5963) loss_giou_aux_0: 0.6360 (0.6253) loss_giou_aux_1: 0.6087 (0.6019) loss_giou_aux_2: 0.6063 (0.5970) loss_giou_aux_3: 0.6056 (0.5963) loss_giou_aux_4: 0.6060 (0.5963) loss_giou_dn_0: 0.6427 (0.6322) loss_giou_dn_1: 0.5287 (0.5208) loss_giou_dn_2: 0.5122 (0.5032) loss_giou_dn_3: 0.5093 (0.4990) loss_giou_dn_4: 0.5087 (0.4985) loss_giou_dn_5: 0.5089 (0.4984) loss_giou_dn_pre: 0.6401 (0.6307) loss_giou_enc_0: 0.7198 (0.7098) loss_giou_pre: 0.6319 (0.6232) loss_ddf_aux_0: 0.0734 (0.0701) loss_ddf_aux_1: 0.0082 (0.0088) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2682 (0.2637) loss_ddf_dn_1: 0.0305 (0.0327) loss_ddf_dn_2: 0.0048 (0.0061) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7167 (0.7118) loss_vfl_aux_0: 0.7895 (0.7945) loss_vfl_aux_1: 0.7753 (0.7715) loss_vfl_aux_2: 0.7531 (0.7471) loss_vfl_aux_3: 0.7290 (0.7231) loss_vfl_aux_4: 0.7230 (0.7133) loss_vfl_dn_0: 0.4976 (0.5025) loss_vfl_dn_1: 0.4518 (0.4525) loss_vfl_dn_2: 0.4414 (0.4377) loss_vfl_dn_3: 0.4304 (0.4272) loss_vfl_dn_4: 0.4243 (0.4235) loss_vfl_dn_5: 0.4254 (0.4230) loss_vfl_dn_pre: 0.4984 (0.5033) loss_vfl_enc_0: 0.7584 (0.7863) loss_vfl_pre: 0.7891 (0.7978) time: 0.7337 data: 0.0303 max mem: 9097 Epoch: [13] [2600/3696] eta: 0:14:09 lr: 0.000013 loss: 33.5120 (33.5241) loss_bbox: 0.1884 (0.1987) loss_bbox_aux_0: 0.2026 (0.2149) loss_bbox_aux_1: 0.1884 (0.2018) loss_bbox_aux_2: 0.1871 (0.1992) loss_bbox_aux_3: 0.1879 (0.1988) loss_bbox_aux_4: 0.1885 (0.1987) loss_bbox_dn_0: 0.2778 (0.2831) loss_bbox_dn_1: 0.2228 (0.2161) loss_bbox_dn_2: 0.2130 (0.2055) loss_bbox_dn_3: 0.2079 (0.2025) loss_bbox_dn_4: 0.2065 (0.2020) loss_bbox_dn_5: 0.2065 (0.2020) loss_bbox_dn_pre: 0.2809 (0.2881) loss_bbox_enc_0: 0.2490 (0.2613) loss_bbox_pre: 0.2006 (0.2151) loss_dfl: 0.9660 (0.9678) loss_fgl_aux_0: 1.0128 (1.0099) loss_fgl_aux_1: 0.9676 (0.9718) loss_fgl_aux_2: 0.9668 (0.9680) loss_fgl_aux_3: 0.9661 (0.9678) loss_fgl_aux_4: 0.9660 (0.9678) loss_fgl_dn_0: 1.1044 (1.1010) loss_fgl_dn_1: 0.9913 (0.9980) loss_fgl_dn_2: 0.9839 (0.9887) loss_fgl_dn_3: 0.9838 (0.9895) loss_fgl_dn_4: 0.9831 (0.9898) loss_fgl_dn_5: 0.9830 (0.9898) loss_giou: 0.5779 (0.5963) loss_giou_aux_0: 0.6140 (0.6253) loss_giou_aux_1: 0.5876 (0.6019) loss_giou_aux_2: 0.5790 (0.5970) loss_giou_aux_3: 0.5779 (0.5963) loss_giou_aux_4: 0.5782 (0.5963) loss_giou_dn_0: 0.6348 (0.6321) loss_giou_dn_1: 0.5226 (0.5206) loss_giou_dn_2: 0.5051 (0.5030) loss_giou_dn_3: 0.5019 (0.4989) loss_giou_dn_4: 0.5018 (0.4983) loss_giou_dn_5: 0.5017 (0.4982) loss_giou_dn_pre: 0.6315 (0.6305) loss_giou_enc_0: 0.7032 (0.7098) loss_giou_pre: 0.6131 (0.6232) loss_ddf_aux_0: 0.0667 (0.0700) loss_ddf_aux_1: 0.0081 (0.0088) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2524 (0.2639) loss_ddf_dn_1: 0.0322 (0.0327) loss_ddf_dn_2: 0.0055 (0.0061) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6938 (0.7117) loss_vfl_aux_0: 0.7706 (0.7946) loss_vfl_aux_1: 0.7690 (0.7714) loss_vfl_aux_2: 0.7261 (0.7470) loss_vfl_aux_3: 0.7150 (0.7230) loss_vfl_aux_4: 0.7075 (0.7132) loss_vfl_dn_0: 0.5059 (0.5025) loss_vfl_dn_1: 0.4547 (0.4524) loss_vfl_dn_2: 0.4422 (0.4377) loss_vfl_dn_3: 0.4288 (0.4272) loss_vfl_dn_4: 0.4258 (0.4235) loss_vfl_dn_5: 0.4243 (0.4230) loss_vfl_dn_pre: 0.5068 (0.5032) loss_vfl_enc_0: 0.7787 (0.7864) loss_vfl_pre: 0.7737 (0.7978) time: 0.7724 data: 0.0294 max mem: 9097 Epoch: [13] [2700/3696] eta: 0:12:51 lr: 0.000013 loss: 33.2651 (33.5211) loss_bbox: 0.1961 (0.1989) loss_bbox_aux_0: 0.2079 (0.2150) loss_bbox_aux_1: 0.1998 (0.2019) loss_bbox_aux_2: 0.1960 (0.1994) loss_bbox_aux_3: 0.1959 (0.1989) loss_bbox_aux_4: 0.1960 (0.1989) loss_bbox_dn_0: 0.2719 (0.2831) loss_bbox_dn_1: 0.2080 (0.2161) loss_bbox_dn_2: 0.1980 (0.2055) loss_bbox_dn_3: 0.1936 (0.2024) loss_bbox_dn_4: 0.1926 (0.2020) loss_bbox_dn_5: 0.1924 (0.2020) loss_bbox_dn_pre: 0.2790 (0.2881) loss_bbox_enc_0: 0.2536 (0.2614) loss_bbox_pre: 0.2053 (0.2152) loss_dfl: 0.9519 (0.9675) loss_fgl_aux_0: 1.0058 (1.0096) loss_fgl_aux_1: 0.9585 (0.9716) loss_fgl_aux_2: 0.9537 (0.9678) loss_fgl_aux_3: 0.9526 (0.9676) loss_fgl_aux_4: 0.9520 (0.9676) loss_fgl_dn_0: 1.0970 (1.1009) loss_fgl_dn_1: 0.9973 (0.9979) loss_fgl_dn_2: 0.9895 (0.9886) loss_fgl_dn_3: 0.9895 (0.9894) loss_fgl_dn_4: 0.9897 (0.9897) loss_fgl_dn_5: 0.9897 (0.9897) loss_giou: 0.5763 (0.5964) loss_giou_aux_0: 0.6080 (0.6254) loss_giou_aux_1: 0.5840 (0.6020) loss_giou_aux_2: 0.5767 (0.5971) loss_giou_aux_3: 0.5768 (0.5964) loss_giou_aux_4: 0.5762 (0.5964) loss_giou_dn_0: 0.6083 (0.6319) loss_giou_dn_1: 0.4980 (0.5205) loss_giou_dn_2: 0.4809 (0.5030) loss_giou_dn_3: 0.4733 (0.4988) loss_giou_dn_4: 0.4716 (0.4982) loss_giou_dn_5: 0.4715 (0.4981) loss_giou_dn_pre: 0.6105 (0.6304) loss_giou_enc_0: 0.7126 (0.7099) loss_giou_pre: 0.6021 (0.6233) loss_ddf_aux_0: 0.0734 (0.0700) loss_ddf_aux_1: 0.0096 (0.0088) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2610 (0.2638) loss_ddf_dn_1: 0.0330 (0.0326) loss_ddf_dn_2: 0.0062 (0.0061) loss_ddf_dn_3: 0.0004 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7167 (0.7116) loss_vfl_aux_0: 0.7878 (0.7944) loss_vfl_aux_1: 0.7616 (0.7711) loss_vfl_aux_2: 0.7488 (0.7467) loss_vfl_aux_3: 0.7257 (0.7228) loss_vfl_aux_4: 0.7187 (0.7131) loss_vfl_dn_0: 0.5019 (0.5024) loss_vfl_dn_1: 0.4546 (0.4524) loss_vfl_dn_2: 0.4369 (0.4376) loss_vfl_dn_3: 0.4294 (0.4272) loss_vfl_dn_4: 0.4240 (0.4235) loss_vfl_dn_5: 0.4226 (0.4230) loss_vfl_dn_pre: 0.5033 (0.5032) loss_vfl_enc_0: 0.7885 (0.7861) loss_vfl_pre: 0.7913 (0.7976) time: 0.7679 data: 0.0292 max mem: 9097 Epoch: [13] [2800/3696] eta: 0:11:33 lr: 0.000013 loss: 33.0482 (33.5268) loss_bbox: 0.1896 (0.1991) loss_bbox_aux_0: 0.2101 (0.2152) loss_bbox_aux_1: 0.1961 (0.2021) loss_bbox_aux_2: 0.1898 (0.1996) loss_bbox_aux_3: 0.1900 (0.1991) loss_bbox_aux_4: 0.1897 (0.1991) loss_bbox_dn_0: 0.2860 (0.2832) loss_bbox_dn_1: 0.2165 (0.2162) loss_bbox_dn_2: 0.2012 (0.2056) loss_bbox_dn_3: 0.1996 (0.2025) loss_bbox_dn_4: 0.1998 (0.2021) loss_bbox_dn_5: 0.1999 (0.2021) loss_bbox_dn_pre: 0.2903 (0.2882) loss_bbox_enc_0: 0.2509 (0.2615) loss_bbox_pre: 0.2118 (0.2154) loss_dfl: 0.9499 (0.9674) loss_fgl_aux_0: 0.9925 (1.0094) loss_fgl_aux_1: 0.9528 (0.9714) loss_fgl_aux_2: 0.9496 (0.9676) loss_fgl_aux_3: 0.9500 (0.9674) loss_fgl_aux_4: 0.9499 (0.9674) loss_fgl_dn_0: 1.0954 (1.1009) loss_fgl_dn_1: 0.9942 (0.9979) loss_fgl_dn_2: 0.9858 (0.9886) loss_fgl_dn_3: 0.9859 (0.9894) loss_fgl_dn_4: 0.9865 (0.9897) loss_fgl_dn_5: 0.9864 (0.9897) loss_giou: 0.5986 (0.5968) loss_giou_aux_0: 0.6161 (0.6258) loss_giou_aux_1: 0.5996 (0.6024) loss_giou_aux_2: 0.6015 (0.5975) loss_giou_aux_3: 0.5995 (0.5968) loss_giou_aux_4: 0.5994 (0.5968) loss_giou_dn_0: 0.6063 (0.6319) loss_giou_dn_1: 0.4977 (0.5205) loss_giou_dn_2: 0.4802 (0.5030) loss_giou_dn_3: 0.4740 (0.4987) loss_giou_dn_4: 0.4738 (0.4981) loss_giou_dn_5: 0.4739 (0.4981) loss_giou_dn_pre: 0.6052 (0.6304) loss_giou_enc_0: 0.7047 (0.7103) loss_giou_pre: 0.6136 (0.6237) loss_ddf_aux_0: 0.0617 (0.0701) loss_ddf_aux_1: 0.0081 (0.0088) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2535 (0.2637) loss_ddf_dn_1: 0.0337 (0.0327) loss_ddf_dn_2: 0.0068 (0.0061) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7207 (0.7119) loss_vfl_aux_0: 0.7867 (0.7946) loss_vfl_aux_1: 0.7714 (0.7712) loss_vfl_aux_2: 0.7440 (0.7468) loss_vfl_aux_3: 0.7219 (0.7230) loss_vfl_aux_4: 0.7192 (0.7134) loss_vfl_dn_0: 0.5067 (0.5024) loss_vfl_dn_1: 0.4520 (0.4524) loss_vfl_dn_2: 0.4387 (0.4377) loss_vfl_dn_3: 0.4266 (0.4272) loss_vfl_dn_4: 0.4262 (0.4235) loss_vfl_dn_5: 0.4261 (0.4230) loss_vfl_dn_pre: 0.5067 (0.5032) loss_vfl_enc_0: 0.7791 (0.7862) loss_vfl_pre: 0.7892 (0.7979) time: 0.7719 data: 0.0404 max mem: 9097 Epoch: [13] [2900/3696] eta: 0:10:15 lr: 0.000013 loss: 33.8843 (33.5282) loss_bbox: 0.1921 (0.1991) loss_bbox_aux_0: 0.2089 (0.2152) loss_bbox_aux_1: 0.1958 (0.2022) loss_bbox_aux_2: 0.1934 (0.1996) loss_bbox_aux_3: 0.1924 (0.1992) loss_bbox_aux_4: 0.1923 (0.1991) loss_bbox_dn_0: 0.2877 (0.2832) loss_bbox_dn_1: 0.2169 (0.2162) loss_bbox_dn_2: 0.2033 (0.2056) loss_bbox_dn_3: 0.2024 (0.2025) loss_bbox_dn_4: 0.2025 (0.2021) loss_bbox_dn_5: 0.2025 (0.2021) loss_bbox_dn_pre: 0.2952 (0.2882) loss_bbox_enc_0: 0.2490 (0.2614) loss_bbox_pre: 0.2103 (0.2154) loss_dfl: 0.9653 (0.9674) loss_fgl_aux_0: 1.0071 (1.0094) loss_fgl_aux_1: 0.9699 (0.9714) loss_fgl_aux_2: 0.9644 (0.9677) loss_fgl_aux_3: 0.9653 (0.9675) loss_fgl_aux_4: 0.9656 (0.9674) loss_fgl_dn_0: 1.0993 (1.1008) loss_fgl_dn_1: 1.0029 (0.9979) loss_fgl_dn_2: 0.9919 (0.9887) loss_fgl_dn_3: 0.9929 (0.9894) loss_fgl_dn_4: 0.9927 (0.9897) loss_fgl_dn_5: 0.9926 (0.9897) loss_giou: 0.6135 (0.5971) loss_giou_aux_0: 0.6447 (0.6260) loss_giou_aux_1: 0.6227 (0.6027) loss_giou_aux_2: 0.6168 (0.5978) loss_giou_aux_3: 0.6140 (0.5971) loss_giou_aux_4: 0.6143 (0.5971) loss_giou_dn_0: 0.6253 (0.6320) loss_giou_dn_1: 0.5139 (0.5206) loss_giou_dn_2: 0.4959 (0.5030) loss_giou_dn_3: 0.4948 (0.4988) loss_giou_dn_4: 0.4937 (0.4983) loss_giou_dn_5: 0.4936 (0.4982) loss_giou_dn_pre: 0.6250 (0.6305) loss_giou_enc_0: 0.7262 (0.7105) loss_giou_pre: 0.6416 (0.6239) loss_ddf_aux_0: 0.0617 (0.0698) loss_ddf_aux_1: 0.0087 (0.0088) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2501 (0.2635) loss_ddf_dn_1: 0.0335 (0.0327) loss_ddf_dn_2: 0.0069 (0.0061) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7057 (0.7116) loss_vfl_aux_0: 0.7891 (0.7944) loss_vfl_aux_1: 0.7606 (0.7711) loss_vfl_aux_2: 0.7285 (0.7467) loss_vfl_aux_3: 0.7218 (0.7228) loss_vfl_aux_4: 0.6989 (0.7131) loss_vfl_dn_0: 0.5004 (0.5024) loss_vfl_dn_1: 0.4527 (0.4523) loss_vfl_dn_2: 0.4355 (0.4376) loss_vfl_dn_3: 0.4270 (0.4272) loss_vfl_dn_4: 0.4242 (0.4235) loss_vfl_dn_5: 0.4232 (0.4230) loss_vfl_dn_pre: 0.5005 (0.5032) loss_vfl_enc_0: 0.7867 (0.7862) loss_vfl_pre: 0.7903 (0.7976) time: 0.7489 data: 0.0286 max mem: 9097 Epoch: [13] [3000/3696] eta: 0:08:57 lr: 0.000013 loss: 33.7235 (33.5276) loss_bbox: 0.1866 (0.1992) loss_bbox_aux_0: 0.2049 (0.2153) loss_bbox_aux_1: 0.1902 (0.2023) loss_bbox_aux_2: 0.1863 (0.1997) loss_bbox_aux_3: 0.1867 (0.1993) loss_bbox_aux_4: 0.1866 (0.1992) loss_bbox_dn_0: 0.2748 (0.2832) loss_bbox_dn_1: 0.2052 (0.2162) loss_bbox_dn_2: 0.1937 (0.2056) loss_bbox_dn_3: 0.1875 (0.2025) loss_bbox_dn_4: 0.1885 (0.2021) loss_bbox_dn_5: 0.1885 (0.2021) loss_bbox_dn_pre: 0.2805 (0.2882) loss_bbox_enc_0: 0.2457 (0.2614) loss_bbox_pre: 0.2052 (0.2156) loss_dfl: 0.9653 (0.9673) loss_fgl_aux_0: 1.0006 (1.0093) loss_fgl_aux_1: 0.9678 (0.9713) loss_fgl_aux_2: 0.9663 (0.9676) loss_fgl_aux_3: 0.9656 (0.9674) loss_fgl_aux_4: 0.9655 (0.9673) loss_fgl_dn_0: 1.1039 (1.1008) loss_fgl_dn_1: 1.0008 (0.9979) loss_fgl_dn_2: 0.9916 (0.9887) loss_fgl_dn_3: 0.9924 (0.9895) loss_fgl_dn_4: 0.9929 (0.9897) loss_fgl_dn_5: 0.9928 (0.9897) loss_giou: 0.6050 (0.5972) loss_giou_aux_0: 0.6241 (0.6261) loss_giou_aux_1: 0.6088 (0.6028) loss_giou_aux_2: 0.6050 (0.5980) loss_giou_aux_3: 0.6049 (0.5973) loss_giou_aux_4: 0.6052 (0.5972) loss_giou_dn_0: 0.6217 (0.6319) loss_giou_dn_1: 0.5261 (0.5205) loss_giou_dn_2: 0.5045 (0.5029) loss_giou_dn_3: 0.4995 (0.4987) loss_giou_dn_4: 0.4989 (0.4981) loss_giou_dn_5: 0.4989 (0.4981) loss_giou_dn_pre: 0.6163 (0.6304) loss_giou_enc_0: 0.7035 (0.7107) loss_giou_pre: 0.6219 (0.6240) loss_ddf_aux_0: 0.0749 (0.0698) loss_ddf_aux_1: 0.0100 (0.0088) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2634 (0.2636) loss_ddf_dn_1: 0.0335 (0.0327) loss_ddf_dn_2: 0.0062 (0.0061) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7102 (0.7116) loss_vfl_aux_0: 0.7916 (0.7941) loss_vfl_aux_1: 0.7601 (0.7709) loss_vfl_aux_2: 0.7480 (0.7467) loss_vfl_aux_3: 0.7272 (0.7227) loss_vfl_aux_4: 0.7110 (0.7130) loss_vfl_dn_0: 0.5046 (0.5025) loss_vfl_dn_1: 0.4552 (0.4523) loss_vfl_dn_2: 0.4369 (0.4376) loss_vfl_dn_3: 0.4271 (0.4272) loss_vfl_dn_4: 0.4227 (0.4235) loss_vfl_dn_5: 0.4231 (0.4230) loss_vfl_dn_pre: 0.5052 (0.5032) loss_vfl_enc_0: 0.7919 (0.7858) loss_vfl_pre: 0.7924 (0.7974) time: 0.7578 data: 0.0378 max mem: 9097 Epoch: [13] [3100/3696] eta: 0:07:40 lr: 0.000013 loss: 32.9221 (33.5180) loss_bbox: 0.1859 (0.1990) loss_bbox_aux_0: 0.1960 (0.2152) loss_bbox_aux_1: 0.1875 (0.2021) loss_bbox_aux_2: 0.1863 (0.1995) loss_bbox_aux_3: 0.1858 (0.1991) loss_bbox_aux_4: 0.1858 (0.1990) loss_bbox_dn_0: 0.2786 (0.2830) loss_bbox_dn_1: 0.2076 (0.2159) loss_bbox_dn_2: 0.1919 (0.2054) loss_bbox_dn_3: 0.1903 (0.2023) loss_bbox_dn_4: 0.1896 (0.2018) loss_bbox_dn_5: 0.1896 (0.2018) loss_bbox_dn_pre: 0.2844 (0.2880) loss_bbox_enc_0: 0.2584 (0.2613) loss_bbox_pre: 0.1977 (0.2154) loss_dfl: 0.9645 (0.9675) loss_fgl_aux_0: 1.0208 (1.0095) loss_fgl_aux_1: 0.9677 (0.9714) loss_fgl_aux_2: 0.9659 (0.9677) loss_fgl_aux_3: 0.9648 (0.9675) loss_fgl_aux_4: 0.9648 (0.9675) loss_fgl_dn_0: 1.1032 (1.1010) loss_fgl_dn_1: 0.9960 (0.9979) loss_fgl_dn_2: 0.9886 (0.9887) loss_fgl_dn_3: 0.9900 (0.9894) loss_fgl_dn_4: 0.9905 (0.9897) loss_fgl_dn_5: 0.9906 (0.9897) loss_giou: 0.5360 (0.5967) loss_giou_aux_0: 0.5708 (0.6257) loss_giou_aux_1: 0.5413 (0.6023) loss_giou_aux_2: 0.5368 (0.5975) loss_giou_aux_3: 0.5372 (0.5968) loss_giou_aux_4: 0.5359 (0.5967) loss_giou_dn_0: 0.6003 (0.6315) loss_giou_dn_1: 0.4957 (0.5200) loss_giou_dn_2: 0.4776 (0.5024) loss_giou_dn_3: 0.4699 (0.4982) loss_giou_dn_4: 0.4691 (0.4976) loss_giou_dn_5: 0.4689 (0.4976) loss_giou_dn_pre: 0.5974 (0.6299) loss_giou_enc_0: 0.6635 (0.7104) loss_giou_pre: 0.5671 (0.6236) loss_ddf_aux_0: 0.0705 (0.0698) loss_ddf_aux_1: 0.0090 (0.0088) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2745 (0.2641) loss_ddf_dn_1: 0.0368 (0.0328) loss_ddf_dn_2: 0.0071 (0.0061) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6971 (0.7115) loss_vfl_aux_0: 0.7932 (0.7941) loss_vfl_aux_1: 0.7555 (0.7707) loss_vfl_aux_2: 0.7259 (0.7465) loss_vfl_aux_3: 0.7053 (0.7227) loss_vfl_aux_4: 0.7044 (0.7129) loss_vfl_dn_0: 0.5067 (0.5025) loss_vfl_dn_1: 0.4498 (0.4522) loss_vfl_dn_2: 0.4326 (0.4375) loss_vfl_dn_3: 0.4202 (0.4271) loss_vfl_dn_4: 0.4182 (0.4234) loss_vfl_dn_5: 0.4192 (0.4229) loss_vfl_dn_pre: 0.5065 (0.5032) loss_vfl_enc_0: 0.7740 (0.7857) loss_vfl_pre: 0.7942 (0.7974) time: 0.7627 data: 0.0316 max mem: 9097 Epoch: [13] [3200/3696] eta: 0:06:23 lr: 0.000013 loss: 33.5350 (33.5155) loss_bbox: 0.1895 (0.1991) loss_bbox_aux_0: 0.2085 (0.2154) loss_bbox_aux_1: 0.1929 (0.2023) loss_bbox_aux_2: 0.1908 (0.1997) loss_bbox_aux_3: 0.1899 (0.1992) loss_bbox_aux_4: 0.1898 (0.1992) loss_bbox_dn_0: 0.2786 (0.2833) loss_bbox_dn_1: 0.2140 (0.2161) loss_bbox_dn_2: 0.2019 (0.2056) loss_bbox_dn_3: 0.2033 (0.2025) loss_bbox_dn_4: 0.2038 (0.2020) loss_bbox_dn_5: 0.2039 (0.2020) loss_bbox_dn_pre: 0.2803 (0.2883) loss_bbox_enc_0: 0.2512 (0.2614) loss_bbox_pre: 0.2077 (0.2156) loss_dfl: 0.9693 (0.9675) loss_fgl_aux_0: 1.0193 (1.0097) loss_fgl_aux_1: 0.9727 (0.9715) loss_fgl_aux_2: 0.9697 (0.9677) loss_fgl_aux_3: 0.9695 (0.9676) loss_fgl_aux_4: 0.9697 (0.9675) loss_fgl_dn_0: 1.1052 (1.1010) loss_fgl_dn_1: 0.9975 (0.9978) loss_fgl_dn_2: 0.9848 (0.9885) loss_fgl_dn_3: 0.9867 (0.9893) loss_fgl_dn_4: 0.9871 (0.9896) loss_fgl_dn_5: 0.9869 (0.9896) loss_giou: 0.5757 (0.5962) loss_giou_aux_0: 0.6160 (0.6252) loss_giou_aux_1: 0.5842 (0.6018) loss_giou_aux_2: 0.5761 (0.5969) loss_giou_aux_3: 0.5750 (0.5963) loss_giou_aux_4: 0.5755 (0.5962) loss_giou_dn_0: 0.6288 (0.6311) loss_giou_dn_1: 0.5212 (0.5196) loss_giou_dn_2: 0.5016 (0.5021) loss_giou_dn_3: 0.4988 (0.4979) loss_giou_dn_4: 0.4986 (0.4973) loss_giou_dn_5: 0.4986 (0.4973) loss_giou_dn_pre: 0.6264 (0.6296) loss_giou_enc_0: 0.7004 (0.7098) loss_giou_pre: 0.6119 (0.6231) loss_ddf_aux_0: 0.0738 (0.0700) loss_ddf_aux_1: 0.0090 (0.0088) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2673 (0.2644) loss_ddf_dn_1: 0.0349 (0.0329) loss_ddf_dn_2: 0.0060 (0.0062) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7176 (0.7118) loss_vfl_aux_0: 0.7915 (0.7943) loss_vfl_aux_1: 0.7645 (0.7709) loss_vfl_aux_2: 0.7495 (0.7467) loss_vfl_aux_3: 0.7332 (0.7230) loss_vfl_aux_4: 0.7222 (0.7133) loss_vfl_dn_0: 0.4980 (0.5024) loss_vfl_dn_1: 0.4475 (0.4521) loss_vfl_dn_2: 0.4382 (0.4374) loss_vfl_dn_3: 0.4283 (0.4269) loss_vfl_dn_4: 0.4254 (0.4233) loss_vfl_dn_5: 0.4210 (0.4227) loss_vfl_dn_pre: 0.5001 (0.5032) loss_vfl_enc_0: 0.7875 (0.7859) loss_vfl_pre: 0.7935 (0.7976) time: 0.7598 data: 0.0285 max mem: 9097 Epoch: [13] [3300/3696] eta: 0:05:06 lr: 0.000013 loss: 32.8849 (33.5118) loss_bbox: 0.1896 (0.1992) loss_bbox_aux_0: 0.2084 (0.2154) loss_bbox_aux_1: 0.1945 (0.2023) loss_bbox_aux_2: 0.1890 (0.1997) loss_bbox_aux_3: 0.1898 (0.1992) loss_bbox_aux_4: 0.1898 (0.1992) loss_bbox_dn_0: 0.2825 (0.2834) loss_bbox_dn_1: 0.2056 (0.2162) loss_bbox_dn_2: 0.1982 (0.2056) loss_bbox_dn_3: 0.1940 (0.2025) loss_bbox_dn_4: 0.1948 (0.2021) loss_bbox_dn_5: 0.1948 (0.2021) loss_bbox_dn_pre: 0.2803 (0.2884) loss_bbox_enc_0: 0.2575 (0.2614) loss_bbox_pre: 0.2087 (0.2156) loss_dfl: 0.9864 (0.9675) loss_fgl_aux_0: 1.0238 (1.0097) loss_fgl_aux_1: 0.9845 (0.9715) loss_fgl_aux_2: 0.9865 (0.9678) loss_fgl_aux_3: 0.9865 (0.9676) loss_fgl_aux_4: 0.9865 (0.9675) loss_fgl_dn_0: 1.0991 (1.1010) loss_fgl_dn_1: 0.9844 (0.9977) loss_fgl_dn_2: 0.9717 (0.9884) loss_fgl_dn_3: 0.9710 (0.9892) loss_fgl_dn_4: 0.9711 (0.9895) loss_fgl_dn_5: 0.9710 (0.9895) loss_giou: 0.5399 (0.5959) loss_giou_aux_0: 0.5698 (0.6249) loss_giou_aux_1: 0.5470 (0.6015) loss_giou_aux_2: 0.5405 (0.5967) loss_giou_aux_3: 0.5398 (0.5960) loss_giou_aux_4: 0.5401 (0.5959) loss_giou_dn_0: 0.5947 (0.6309) loss_giou_dn_1: 0.4903 (0.5194) loss_giou_dn_2: 0.4747 (0.5018) loss_giou_dn_3: 0.4703 (0.4977) loss_giou_dn_4: 0.4690 (0.4971) loss_giou_dn_5: 0.4687 (0.4970) loss_giou_dn_pre: 0.5967 (0.6293) loss_giou_enc_0: 0.6517 (0.7095) loss_giou_pre: 0.5673 (0.6229) loss_ddf_aux_0: 0.0655 (0.0700) loss_ddf_aux_1: 0.0079 (0.0088) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2832 (0.2644) loss_ddf_dn_1: 0.0326 (0.0329) loss_ddf_dn_2: 0.0059 (0.0061) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7021 (0.7119) loss_vfl_aux_0: 0.7849 (0.7944) loss_vfl_aux_1: 0.7524 (0.7709) loss_vfl_aux_2: 0.7473 (0.7467) loss_vfl_aux_3: 0.7191 (0.7230) loss_vfl_aux_4: 0.7021 (0.7133) loss_vfl_dn_0: 0.5013 (0.5024) loss_vfl_dn_1: 0.4485 (0.4521) loss_vfl_dn_2: 0.4332 (0.4374) loss_vfl_dn_3: 0.4215 (0.4269) loss_vfl_dn_4: 0.4182 (0.4232) loss_vfl_dn_5: 0.4184 (0.4227) loss_vfl_dn_pre: 0.5021 (0.5032) loss_vfl_enc_0: 0.7759 (0.7858) loss_vfl_pre: 0.7863 (0.7976) time: 0.9092 data: 0.0279 max mem: 9097 Epoch: [13] [3400/3696] eta: 0:03:49 lr: 0.000013 loss: 33.1860 (33.5120) loss_bbox: 0.1819 (0.1992) loss_bbox_aux_0: 0.1957 (0.2155) loss_bbox_aux_1: 0.1837 (0.2023) loss_bbox_aux_2: 0.1821 (0.1997) loss_bbox_aux_3: 0.1820 (0.1993) loss_bbox_aux_4: 0.1820 (0.1992) loss_bbox_dn_0: 0.2705 (0.2832) loss_bbox_dn_1: 0.2088 (0.2161) loss_bbox_dn_2: 0.1981 (0.2056) loss_bbox_dn_3: 0.1981 (0.2025) loss_bbox_dn_4: 0.1992 (0.2020) loss_bbox_dn_5: 0.1991 (0.2020) loss_bbox_dn_pre: 0.2676 (0.2882) loss_bbox_enc_0: 0.2345 (0.2614) loss_bbox_pre: 0.1933 (0.2157) loss_dfl: 0.9585 (0.9675) loss_fgl_aux_0: 0.9992 (1.0096) loss_fgl_aux_1: 0.9637 (0.9715) loss_fgl_aux_2: 0.9593 (0.9677) loss_fgl_aux_3: 0.9592 (0.9676) loss_fgl_aux_4: 0.9584 (0.9675) loss_fgl_dn_0: 1.1034 (1.1010) loss_fgl_dn_1: 0.9963 (0.9977) loss_fgl_dn_2: 0.9856 (0.9884) loss_fgl_dn_3: 0.9869 (0.9892) loss_fgl_dn_4: 0.9872 (0.9895) loss_fgl_dn_5: 0.9870 (0.9895) loss_giou: 0.5650 (0.5961) loss_giou_aux_0: 0.5977 (0.6252) loss_giou_aux_1: 0.5732 (0.6017) loss_giou_aux_2: 0.5660 (0.5969) loss_giou_aux_3: 0.5644 (0.5962) loss_giou_aux_4: 0.5646 (0.5961) loss_giou_dn_0: 0.6084 (0.6309) loss_giou_dn_1: 0.4953 (0.5194) loss_giou_dn_2: 0.4812 (0.5019) loss_giou_dn_3: 0.4761 (0.4977) loss_giou_dn_4: 0.4755 (0.4971) loss_giou_dn_5: 0.4755 (0.4971) loss_giou_dn_pre: 0.6082 (0.6293) loss_giou_enc_0: 0.6844 (0.7096) loss_giou_pre: 0.5941 (0.6231) loss_ddf_aux_0: 0.0706 (0.0700) loss_ddf_aux_1: 0.0093 (0.0088) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2703 (0.2645) loss_ddf_dn_1: 0.0321 (0.0329) loss_ddf_dn_2: 0.0068 (0.0062) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7086 (0.7117) loss_vfl_aux_0: 0.8052 (0.7942) loss_vfl_aux_1: 0.7900 (0.7707) loss_vfl_aux_2: 0.7390 (0.7465) loss_vfl_aux_3: 0.7158 (0.7229) loss_vfl_aux_4: 0.7101 (0.7132) loss_vfl_dn_0: 0.5018 (0.5024) loss_vfl_dn_1: 0.4499 (0.4520) loss_vfl_dn_2: 0.4321 (0.4373) loss_vfl_dn_3: 0.4206 (0.4269) loss_vfl_dn_4: 0.4163 (0.4232) loss_vfl_dn_5: 0.4166 (0.4227) loss_vfl_dn_pre: 0.5024 (0.5032) loss_vfl_enc_0: 0.7920 (0.7858) loss_vfl_pre: 0.8060 (0.7974) time: 0.7696 data: 0.0285 max mem: 9097 Epoch: [13] [3500/3696] eta: 0:02:31 lr: 0.000013 loss: 33.9462 (33.5143) loss_bbox: 0.2136 (0.1994) loss_bbox_aux_0: 0.2274 (0.2157) loss_bbox_aux_1: 0.2196 (0.2025) loss_bbox_aux_2: 0.2143 (0.1999) loss_bbox_aux_3: 0.2129 (0.1995) loss_bbox_aux_4: 0.2135 (0.1994) loss_bbox_dn_0: 0.2709 (0.2833) loss_bbox_dn_1: 0.2074 (0.2162) loss_bbox_dn_2: 0.1940 (0.2057) loss_bbox_dn_3: 0.1916 (0.2026) loss_bbox_dn_4: 0.1899 (0.2021) loss_bbox_dn_5: 0.1898 (0.2021) loss_bbox_dn_pre: 0.2758 (0.2883) loss_bbox_enc_0: 0.2735 (0.2616) loss_bbox_pre: 0.2262 (0.2159) loss_dfl: 0.9649 (0.9675) loss_fgl_aux_0: 1.0146 (1.0096) loss_fgl_aux_1: 0.9682 (0.9715) loss_fgl_aux_2: 0.9669 (0.9677) loss_fgl_aux_3: 0.9668 (0.9675) loss_fgl_aux_4: 0.9655 (0.9675) loss_fgl_dn_0: 1.0956 (1.1010) loss_fgl_dn_1: 0.9965 (0.9976) loss_fgl_dn_2: 0.9882 (0.9884) loss_fgl_dn_3: 0.9894 (0.9891) loss_fgl_dn_4: 0.9896 (0.9894) loss_fgl_dn_5: 0.9894 (0.9894) loss_giou: 0.6223 (0.5961) loss_giou_aux_0: 0.6482 (0.6251) loss_giou_aux_1: 0.6236 (0.6017) loss_giou_aux_2: 0.6229 (0.5968) loss_giou_aux_3: 0.6211 (0.5961) loss_giou_aux_4: 0.6214 (0.5961) loss_giou_dn_0: 0.6256 (0.6308) loss_giou_dn_1: 0.5229 (0.5194) loss_giou_dn_2: 0.5040 (0.5019) loss_giou_dn_3: 0.4969 (0.4977) loss_giou_dn_4: 0.4970 (0.4971) loss_giou_dn_5: 0.4971 (0.4971) loss_giou_dn_pre: 0.6246 (0.6293) loss_giou_enc_0: 0.7346 (0.7095) loss_giou_pre: 0.6498 (0.6230) loss_ddf_aux_0: 0.0704 (0.0701) loss_ddf_aux_1: 0.0092 (0.0088) loss_ddf_aux_2: 0.0018 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2574 (0.2643) loss_ddf_dn_1: 0.0324 (0.0329) loss_ddf_dn_2: 0.0061 (0.0061) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7113 (0.7118) loss_vfl_aux_0: 0.7915 (0.7943) loss_vfl_aux_1: 0.7688 (0.7709) loss_vfl_aux_2: 0.7415 (0.7466) loss_vfl_aux_3: 0.7161 (0.7230) loss_vfl_aux_4: 0.7056 (0.7133) loss_vfl_dn_0: 0.5019 (0.5025) loss_vfl_dn_1: 0.4565 (0.4520) loss_vfl_dn_2: 0.4473 (0.4373) loss_vfl_dn_3: 0.4343 (0.4269) loss_vfl_dn_4: 0.4310 (0.4232) loss_vfl_dn_5: 0.4303 (0.4227) loss_vfl_dn_pre: 0.5023 (0.5032) loss_vfl_enc_0: 0.7712 (0.7858) loss_vfl_pre: 0.7902 (0.7975) time: 0.7552 data: 0.0282 max mem: 9097 Epoch: [13] [3600/3696] eta: 0:01:14 lr: 0.000013 loss: 33.1134 (33.5184) loss_bbox: 0.1955 (0.1995) loss_bbox_aux_0: 0.2067 (0.2158) loss_bbox_aux_1: 0.1961 (0.2026) loss_bbox_aux_2: 0.1963 (0.2000) loss_bbox_aux_3: 0.1961 (0.1995) loss_bbox_aux_4: 0.1956 (0.1995) loss_bbox_dn_0: 0.2739 (0.2833) loss_bbox_dn_1: 0.2011 (0.2162) loss_bbox_dn_2: 0.1926 (0.2056) loss_bbox_dn_3: 0.1885 (0.2026) loss_bbox_dn_4: 0.1869 (0.2021) loss_bbox_dn_5: 0.1869 (0.2021) loss_bbox_dn_pre: 0.2805 (0.2883) loss_bbox_enc_0: 0.2569 (0.2617) loss_bbox_pre: 0.2072 (0.2160) loss_dfl: 0.9748 (0.9674) loss_fgl_aux_0: 1.0128 (1.0095) loss_fgl_aux_1: 0.9829 (0.9713) loss_fgl_aux_2: 0.9754 (0.9676) loss_fgl_aux_3: 0.9747 (0.9674) loss_fgl_aux_4: 0.9747 (0.9674) loss_fgl_dn_0: 1.0952 (1.1009) loss_fgl_dn_1: 0.9893 (0.9976) loss_fgl_dn_2: 0.9824 (0.9884) loss_fgl_dn_3: 0.9825 (0.9891) loss_fgl_dn_4: 0.9833 (0.9894) loss_fgl_dn_5: 0.9833 (0.9894) loss_giou: 0.5834 (0.5964) loss_giou_aux_0: 0.6133 (0.6255) loss_giou_aux_1: 0.5874 (0.6020) loss_giou_aux_2: 0.5851 (0.5971) loss_giou_aux_3: 0.5840 (0.5965) loss_giou_aux_4: 0.5838 (0.5964) loss_giou_dn_0: 0.6452 (0.6310) loss_giou_dn_1: 0.5262 (0.5196) loss_giou_dn_2: 0.5079 (0.5021) loss_giou_dn_3: 0.5032 (0.4979) loss_giou_dn_4: 0.5035 (0.4973) loss_giou_dn_5: 0.5034 (0.4973) loss_giou_dn_pre: 0.6469 (0.6295) loss_giou_enc_0: 0.7021 (0.7099) loss_giou_pre: 0.6105 (0.6234) loss_ddf_aux_0: 0.0692 (0.0701) loss_ddf_aux_1: 0.0081 (0.0088) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2601 (0.2643) loss_ddf_dn_1: 0.0337 (0.0329) loss_ddf_dn_2: 0.0058 (0.0061) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7004 (0.7119) loss_vfl_aux_0: 0.7811 (0.7943) loss_vfl_aux_1: 0.7644 (0.7711) loss_vfl_aux_2: 0.7462 (0.7467) loss_vfl_aux_3: 0.7114 (0.7231) loss_vfl_aux_4: 0.7032 (0.7133) loss_vfl_dn_0: 0.5030 (0.5025) loss_vfl_dn_1: 0.4440 (0.4521) loss_vfl_dn_2: 0.4303 (0.4373) loss_vfl_dn_3: 0.4210 (0.4269) loss_vfl_dn_4: 0.4193 (0.4233) loss_vfl_dn_5: 0.4185 (0.4228) loss_vfl_dn_pre: 0.5028 (0.5033) loss_vfl_enc_0: 0.7744 (0.7858) loss_vfl_pre: 0.7811 (0.7976) time: 0.6967 data: 0.0204 max mem: 9097 Epoch: [13] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 33.6340 (33.5158) loss_bbox: 0.1950 (0.1995) loss_bbox_aux_0: 0.2101 (0.2158) loss_bbox_aux_1: 0.2007 (0.2026) loss_bbox_aux_2: 0.1963 (0.2001) loss_bbox_aux_3: 0.1948 (0.1996) loss_bbox_aux_4: 0.1951 (0.1995) loss_bbox_dn_0: 0.2937 (0.2833) loss_bbox_dn_1: 0.2365 (0.2162) loss_bbox_dn_2: 0.2216 (0.2056) loss_bbox_dn_3: 0.2175 (0.2025) loss_bbox_dn_4: 0.2167 (0.2021) loss_bbox_dn_5: 0.2168 (0.2020) loss_bbox_dn_pre: 0.2995 (0.2882) loss_bbox_enc_0: 0.2617 (0.2617) loss_bbox_pre: 0.2096 (0.2160) loss_dfl: 0.9610 (0.9672) loss_fgl_aux_0: 1.0002 (1.0093) loss_fgl_aux_1: 0.9632 (0.9711) loss_fgl_aux_2: 0.9606 (0.9674) loss_fgl_aux_3: 0.9604 (0.9672) loss_fgl_aux_4: 0.9608 (0.9672) loss_fgl_dn_0: 1.0948 (1.1008) loss_fgl_dn_1: 0.9955 (0.9976) loss_fgl_dn_2: 0.9800 (0.9883) loss_fgl_dn_3: 0.9811 (0.9891) loss_fgl_dn_4: 0.9818 (0.9893) loss_fgl_dn_5: 0.9818 (0.9894) loss_giou: 0.6011 (0.5967) loss_giou_aux_0: 0.6271 (0.6258) loss_giou_aux_1: 0.6033 (0.6023) loss_giou_aux_2: 0.6022 (0.5974) loss_giou_aux_3: 0.6014 (0.5967) loss_giou_aux_4: 0.6010 (0.5967) loss_giou_dn_0: 0.6309 (0.6310) loss_giou_dn_1: 0.5175 (0.5196) loss_giou_dn_2: 0.4982 (0.5020) loss_giou_dn_3: 0.4923 (0.4979) loss_giou_dn_4: 0.4916 (0.4973) loss_giou_dn_5: 0.4917 (0.4972) loss_giou_dn_pre: 0.6294 (0.6295) loss_giou_enc_0: 0.7153 (0.7102) loss_giou_pre: 0.6259 (0.6237) loss_ddf_aux_0: 0.0633 (0.0701) loss_ddf_aux_1: 0.0077 (0.0088) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2459 (0.2644) loss_ddf_dn_1: 0.0299 (0.0329) loss_ddf_dn_2: 0.0049 (0.0061) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7151 (0.7116) loss_vfl_aux_0: 0.7913 (0.7939) loss_vfl_aux_1: 0.7789 (0.7708) loss_vfl_aux_2: 0.7576 (0.7464) loss_vfl_aux_3: 0.7271 (0.7227) loss_vfl_aux_4: 0.7225 (0.7130) loss_vfl_dn_0: 0.4999 (0.5024) loss_vfl_dn_1: 0.4481 (0.4520) loss_vfl_dn_2: 0.4353 (0.4373) loss_vfl_dn_3: 0.4211 (0.4269) loss_vfl_dn_4: 0.4193 (0.4232) loss_vfl_dn_5: 0.4194 (0.4227) loss_vfl_dn_pre: 0.4998 (0.5032) loss_vfl_enc_0: 0.7687 (0.7855) loss_vfl_pre: 0.8018 (0.7971) time: 0.7487 data: 0.0285 max mem: 9097 Epoch: [13] Total time: 0:47:34 (0.7724 s / it) Averaged stats: lr: 0.000013 loss: 33.6340 (33.5158) loss_bbox: 0.1950 (0.1995) loss_bbox_aux_0: 0.2101 (0.2158) loss_bbox_aux_1: 0.2007 (0.2026) loss_bbox_aux_2: 0.1963 (0.2001) loss_bbox_aux_3: 0.1948 (0.1996) loss_bbox_aux_4: 0.1951 (0.1995) loss_bbox_dn_0: 0.2937 (0.2833) loss_bbox_dn_1: 0.2365 (0.2162) loss_bbox_dn_2: 0.2216 (0.2056) loss_bbox_dn_3: 0.2175 (0.2025) loss_bbox_dn_4: 0.2167 (0.2021) loss_bbox_dn_5: 0.2168 (0.2020) loss_bbox_dn_pre: 0.2995 (0.2882) loss_bbox_enc_0: 0.2617 (0.2617) loss_bbox_pre: 0.2096 (0.2160) loss_dfl: 0.9610 (0.9672) loss_fgl_aux_0: 1.0002 (1.0093) loss_fgl_aux_1: 0.9632 (0.9711) loss_fgl_aux_2: 0.9606 (0.9674) loss_fgl_aux_3: 0.9604 (0.9672) loss_fgl_aux_4: 0.9608 (0.9672) loss_fgl_dn_0: 1.0948 (1.1008) loss_fgl_dn_1: 0.9955 (0.9976) loss_fgl_dn_2: 0.9800 (0.9883) loss_fgl_dn_3: 0.9811 (0.9891) loss_fgl_dn_4: 0.9818 (0.9893) loss_fgl_dn_5: 0.9818 (0.9894) loss_giou: 0.6011 (0.5967) loss_giou_aux_0: 0.6271 (0.6258) loss_giou_aux_1: 0.6033 (0.6023) loss_giou_aux_2: 0.6022 (0.5974) loss_giou_aux_3: 0.6014 (0.5967) loss_giou_aux_4: 0.6010 (0.5967) loss_giou_dn_0: 0.6309 (0.6310) loss_giou_dn_1: 0.5175 (0.5196) loss_giou_dn_2: 0.4982 (0.5020) loss_giou_dn_3: 0.4923 (0.4979) loss_giou_dn_4: 0.4916 (0.4973) loss_giou_dn_5: 0.4917 (0.4972) loss_giou_dn_pre: 0.6294 (0.6295) loss_giou_enc_0: 0.7153 (0.7102) loss_giou_pre: 0.6259 (0.6237) loss_ddf_aux_0: 0.0633 (0.0701) loss_ddf_aux_1: 0.0077 (0.0088) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2459 (0.2644) loss_ddf_dn_1: 0.0299 (0.0329) loss_ddf_dn_2: 0.0049 (0.0061) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7151 (0.7116) loss_vfl_aux_0: 0.7913 (0.7939) loss_vfl_aux_1: 0.7789 (0.7708) loss_vfl_aux_2: 0.7576 (0.7464) loss_vfl_aux_3: 0.7271 (0.7227) loss_vfl_aux_4: 0.7225 (0.7130) loss_vfl_dn_0: 0.4999 (0.5024) loss_vfl_dn_1: 0.4481 (0.4520) loss_vfl_dn_2: 0.4353 (0.4373) loss_vfl_dn_3: 0.4211 (0.4269) loss_vfl_dn_4: 0.4193 (0.4232) loss_vfl_dn_5: 0.4194 (0.4227) loss_vfl_dn_pre: 0.4998 (0.5032) loss_vfl_enc_0: 0.7687 (0.7855) loss_vfl_pre: 0.8018 (0.7971) Test: [ 0/79] eta: 0:03:11 time: 2.4181 data: 1.8744 max mem: 9097 Test: [10/79] eta: 0:01:07 time: 0.9712 data: 0.2175 max mem: 9097 Test: [20/79] eta: 0:00:47 time: 0.7187 data: 0.0598 max mem: 9097 Test: [30/79] eta: 0:00:36 time: 0.6231 data: 0.0695 max mem: 9097 Test: [40/79] eta: 0:00:29 time: 0.7334 data: 0.0735 max mem: 9097 Test: [50/79] eta: 0:00:21 time: 0.7244 data: 0.0711 max mem: 9097 Test: [60/79] eta: 0:00:13 time: 0.6094 data: 0.0649 max mem: 9097 Test: [70/79] eta: 0:00:06 time: 0.5870 data: 0.0619 max mem: 9097 Test: [78/79] eta: 0:00:00 time: 0.6502 data: 0.0586 max mem: 9097 Test: Total time: 0:00:55 (0.7067 s / it) Averaged stats: Accumulating evaluation results... DONE (t=27.75s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.505 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.679 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.548 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.308 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.553 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.690 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.382 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.637 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.706 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.511 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.759 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.885 best_stat: {'epoch': 13, 'coco_eval_bbox': 0.5048590085564322} Epoch: [14] [ 0/3696] eta: 2:29:33 lr: 0.000013 loss: 33.5240 (33.5240) loss_bbox: 0.1947 (0.1947) loss_bbox_aux_0: 0.2126 (0.2126) loss_bbox_aux_1: 0.1957 (0.1957) loss_bbox_aux_2: 0.1953 (0.1953) loss_bbox_aux_3: 0.1953 (0.1953) loss_bbox_aux_4: 0.1949 (0.1949) loss_bbox_dn_0: 0.2512 (0.2512) loss_bbox_dn_1: 0.2008 (0.2008) loss_bbox_dn_2: 0.1896 (0.1896) loss_bbox_dn_3: 0.1858 (0.1858) loss_bbox_dn_4: 0.1847 (0.1847) loss_bbox_dn_5: 0.1845 (0.1845) loss_bbox_dn_pre: 0.2502 (0.2502) loss_bbox_enc_0: 0.2506 (0.2506) loss_bbox_pre: 0.2114 (0.2114) loss_dfl: 1.0046 (1.0046) loss_fgl_aux_0: 1.0513 (1.0513) loss_fgl_aux_1: 1.0052 (1.0052) loss_fgl_aux_2: 1.0041 (1.0041) loss_fgl_aux_3: 1.0049 (1.0049) loss_fgl_aux_4: 1.0043 (1.0043) loss_fgl_dn_0: 1.1197 (1.1197) loss_fgl_dn_1: 1.0205 (1.0205) loss_fgl_dn_2: 1.0176 (1.0176) loss_fgl_dn_3: 1.0195 (1.0195) loss_fgl_dn_4: 1.0198 (1.0198) loss_fgl_dn_5: 1.0197 (1.0197) loss_giou: 0.5889 (0.5889) loss_giou_aux_0: 0.6259 (0.6259) loss_giou_aux_1: 0.5940 (0.5940) loss_giou_aux_2: 0.5891 (0.5891) loss_giou_aux_3: 0.5896 (0.5896) loss_giou_aux_4: 0.5894 (0.5894) loss_giou_dn_0: 0.6131 (0.6131) loss_giou_dn_1: 0.5135 (0.5135) loss_giou_dn_2: 0.4935 (0.4935) loss_giou_dn_3: 0.4889 (0.4889) loss_giou_dn_4: 0.4877 (0.4877) loss_giou_dn_5: 0.4878 (0.4878) loss_giou_dn_pre: 0.6122 (0.6122) loss_giou_enc_0: 0.7227 (0.7227) loss_giou_pre: 0.6227 (0.6227) loss_ddf_aux_0: 0.0692 (0.0692) loss_ddf_aux_1: 0.0096 (0.0096) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2548 (0.2548) loss_ddf_dn_1: 0.0294 (0.0294) loss_ddf_dn_2: 0.0053 (0.0053) loss_ddf_dn_3: 0.0005 (0.0005) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7042 (0.7042) loss_vfl_aux_0: 0.7721 (0.7721) loss_vfl_aux_1: 0.7711 (0.7711) loss_vfl_aux_2: 0.7311 (0.7311) loss_vfl_aux_3: 0.7201 (0.7201) loss_vfl_aux_4: 0.7144 (0.7144) loss_vfl_dn_0: 0.5001 (0.5001) loss_vfl_dn_1: 0.4495 (0.4495) loss_vfl_dn_2: 0.4394 (0.4394) loss_vfl_dn_3: 0.4308 (0.4308) loss_vfl_dn_4: 0.4297 (0.4297) loss_vfl_dn_5: 0.4296 (0.4296) loss_vfl_dn_pre: 0.4995 (0.4995) loss_vfl_enc_0: 0.7904 (0.7904) loss_vfl_pre: 0.7637 (0.7637) time: 2.4279 data: 1.8337 max mem: 9097 Epoch: [14] [ 100/3696] eta: 0:44:52 lr: 0.000013 loss: 33.3830 (33.4568) loss_bbox: 0.1994 (0.1992) loss_bbox_aux_0: 0.2137 (0.2156) loss_bbox_aux_1: 0.2016 (0.2025) loss_bbox_aux_2: 0.1998 (0.1998) loss_bbox_aux_3: 0.1996 (0.1993) loss_bbox_aux_4: 0.1994 (0.1992) loss_bbox_dn_0: 0.2968 (0.2834) loss_bbox_dn_1: 0.2279 (0.2160) loss_bbox_dn_2: 0.2163 (0.2054) loss_bbox_dn_3: 0.2119 (0.2019) loss_bbox_dn_4: 0.2112 (0.2016) loss_bbox_dn_5: 0.2113 (0.2015) loss_bbox_dn_pre: 0.3006 (0.2882) loss_bbox_enc_0: 0.2542 (0.2638) loss_bbox_pre: 0.2110 (0.2161) loss_dfl: 0.9670 (0.9666) loss_fgl_aux_0: 1.0169 (1.0092) loss_fgl_aux_1: 0.9734 (0.9705) loss_fgl_aux_2: 0.9672 (0.9669) loss_fgl_aux_3: 0.9667 (0.9666) loss_fgl_aux_4: 0.9669 (0.9666) loss_fgl_dn_0: 1.1040 (1.1027) loss_fgl_dn_1: 0.9944 (0.9991) loss_fgl_dn_2: 0.9840 (0.9895) loss_fgl_dn_3: 0.9845 (0.9905) loss_fgl_dn_4: 0.9844 (0.9907) loss_fgl_dn_5: 0.9845 (0.9907) loss_giou: 0.5527 (0.5960) loss_giou_aux_0: 0.5828 (0.6254) loss_giou_aux_1: 0.5559 (0.6021) loss_giou_aux_2: 0.5528 (0.5966) loss_giou_aux_3: 0.5528 (0.5961) loss_giou_aux_4: 0.5527 (0.5960) loss_giou_dn_0: 0.6036 (0.6294) loss_giou_dn_1: 0.4860 (0.5176) loss_giou_dn_2: 0.4620 (0.5000) loss_giou_dn_3: 0.4564 (0.4956) loss_giou_dn_4: 0.4557 (0.4950) loss_giou_dn_5: 0.4558 (0.4950) loss_giou_dn_pre: 0.6021 (0.6280) loss_giou_enc_0: 0.6717 (0.7115) loss_giou_pre: 0.5775 (0.6233) loss_ddf_aux_0: 0.0745 (0.0715) loss_ddf_aux_1: 0.0095 (0.0092) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2764 (0.2719) loss_ddf_dn_1: 0.0385 (0.0352) loss_ddf_dn_2: 0.0067 (0.0068) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7266 (0.7056) loss_vfl_aux_0: 0.7871 (0.7907) loss_vfl_aux_1: 0.7681 (0.7622) loss_vfl_aux_2: 0.7578 (0.7396) loss_vfl_aux_3: 0.7303 (0.7165) loss_vfl_aux_4: 0.7246 (0.7065) loss_vfl_dn_0: 0.5062 (0.5005) loss_vfl_dn_1: 0.4514 (0.4489) loss_vfl_dn_2: 0.4414 (0.4344) loss_vfl_dn_3: 0.4286 (0.4240) loss_vfl_dn_4: 0.4243 (0.4206) loss_vfl_dn_5: 0.4236 (0.4200) loss_vfl_dn_pre: 0.5067 (0.5014) loss_vfl_enc_0: 0.7985 (0.7844) loss_vfl_pre: 0.7866 (0.7935) time: 0.7192 data: 0.0227 max mem: 9097 Epoch: [14] [ 200/3696] eta: 0:43:55 lr: 0.000013 loss: 32.9626 (33.3635) loss_bbox: 0.1866 (0.2003) loss_bbox_aux_0: 0.1996 (0.2169) loss_bbox_aux_1: 0.1892 (0.2036) loss_bbox_aux_2: 0.1874 (0.2008) loss_bbox_aux_3: 0.1868 (0.2004) loss_bbox_aux_4: 0.1865 (0.2003) loss_bbox_dn_0: 0.2649 (0.2870) loss_bbox_dn_1: 0.2061 (0.2188) loss_bbox_dn_2: 0.1997 (0.2079) loss_bbox_dn_3: 0.1966 (0.2046) loss_bbox_dn_4: 0.1967 (0.2042) loss_bbox_dn_5: 0.1965 (0.2042) loss_bbox_dn_pre: 0.2693 (0.2919) loss_bbox_enc_0: 0.2418 (0.2646) loss_bbox_pre: 0.2008 (0.2173) loss_dfl: 0.9687 (0.9683) loss_fgl_aux_0: 1.0096 (1.0107) loss_fgl_aux_1: 0.9726 (0.9722) loss_fgl_aux_2: 0.9703 (0.9685) loss_fgl_aux_3: 0.9696 (0.9683) loss_fgl_aux_4: 0.9691 (0.9683) loss_fgl_dn_0: 1.1092 (1.1025) loss_fgl_dn_1: 1.0040 (0.9967) loss_fgl_dn_2: 0.9935 (0.9871) loss_fgl_dn_3: 0.9949 (0.9880) loss_fgl_dn_4: 0.9950 (0.9882) loss_fgl_dn_5: 0.9950 (0.9882) loss_giou: 0.5522 (0.5821) loss_giou_aux_0: 0.5961 (0.6117) loss_giou_aux_1: 0.5651 (0.5881) loss_giou_aux_2: 0.5539 (0.5828) loss_giou_aux_3: 0.5522 (0.5822) loss_giou_aux_4: 0.5518 (0.5821) loss_giou_dn_0: 0.6055 (0.6212) loss_giou_dn_1: 0.4886 (0.5093) loss_giou_dn_2: 0.4674 (0.4918) loss_giou_dn_3: 0.4617 (0.4874) loss_giou_dn_4: 0.4619 (0.4869) loss_giou_dn_5: 0.4618 (0.4869) loss_giou_dn_pre: 0.6031 (0.6198) loss_giou_enc_0: 0.6790 (0.6975) loss_giou_pre: 0.5976 (0.6097) loss_ddf_aux_0: 0.0648 (0.0703) loss_ddf_aux_1: 0.0082 (0.0090) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2585 (0.2710) loss_ddf_dn_1: 0.0334 (0.0347) loss_ddf_dn_2: 0.0061 (0.0067) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6962 (0.7117) loss_vfl_aux_0: 0.7792 (0.7977) loss_vfl_aux_1: 0.7473 (0.7689) loss_vfl_aux_2: 0.7480 (0.7471) loss_vfl_aux_3: 0.7065 (0.7229) loss_vfl_aux_4: 0.6958 (0.7131) loss_vfl_dn_0: 0.4981 (0.5017) loss_vfl_dn_1: 0.4477 (0.4485) loss_vfl_dn_2: 0.4327 (0.4338) loss_vfl_dn_3: 0.4225 (0.4231) loss_vfl_dn_4: 0.4193 (0.4196) loss_vfl_dn_5: 0.4182 (0.4191) loss_vfl_dn_pre: 0.4995 (0.5025) loss_vfl_enc_0: 0.7819 (0.7896) loss_vfl_pre: 0.7833 (0.8012) time: 0.7869 data: 0.0340 max mem: 9097 Epoch: [14] [ 300/3696] eta: 0:42:47 lr: 0.000013 loss: 33.2691 (33.4036) loss_bbox: 0.1907 (0.2010) loss_bbox_aux_0: 0.2117 (0.2176) loss_bbox_aux_1: 0.1928 (0.2044) loss_bbox_aux_2: 0.1912 (0.2016) loss_bbox_aux_3: 0.1909 (0.2011) loss_bbox_aux_4: 0.1907 (0.2011) loss_bbox_dn_0: 0.2722 (0.2869) loss_bbox_dn_1: 0.2016 (0.2192) loss_bbox_dn_2: 0.1904 (0.2083) loss_bbox_dn_3: 0.1883 (0.2052) loss_bbox_dn_4: 0.1872 (0.2047) loss_bbox_dn_5: 0.1872 (0.2047) loss_bbox_dn_pre: 0.2767 (0.2920) loss_bbox_enc_0: 0.2488 (0.2644) loss_bbox_pre: 0.2105 (0.2181) loss_dfl: 0.9694 (0.9672) loss_fgl_aux_0: 1.0027 (1.0087) loss_fgl_aux_1: 0.9723 (0.9710) loss_fgl_aux_2: 0.9696 (0.9675) loss_fgl_aux_3: 0.9695 (0.9672) loss_fgl_aux_4: 0.9695 (0.9672) loss_fgl_dn_0: 1.0997 (1.1009) loss_fgl_dn_1: 0.9997 (0.9961) loss_fgl_dn_2: 0.9916 (0.9867) loss_fgl_dn_3: 0.9939 (0.9876) loss_fgl_dn_4: 0.9942 (0.9878) loss_fgl_dn_5: 0.9943 (0.9878) loss_giou: 0.5655 (0.5875) loss_giou_aux_0: 0.5957 (0.6169) loss_giou_aux_1: 0.5695 (0.5934) loss_giou_aux_2: 0.5654 (0.5882) loss_giou_aux_3: 0.5661 (0.5876) loss_giou_aux_4: 0.5655 (0.5875) loss_giou_dn_0: 0.6174 (0.6231) loss_giou_dn_1: 0.5038 (0.5117) loss_giou_dn_2: 0.4892 (0.4943) loss_giou_dn_3: 0.4808 (0.4900) loss_giou_dn_4: 0.4797 (0.4894) loss_giou_dn_5: 0.4797 (0.4894) loss_giou_dn_pre: 0.6154 (0.6217) loss_giou_enc_0: 0.6768 (0.7014) loss_giou_pre: 0.5942 (0.6149) loss_ddf_aux_0: 0.0695 (0.0701) loss_ddf_aux_1: 0.0091 (0.0089) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2674 (0.2687) loss_ddf_dn_1: 0.0342 (0.0344) loss_ddf_dn_2: 0.0063 (0.0065) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6832 (0.7103) loss_vfl_aux_0: 0.7730 (0.7943) loss_vfl_aux_1: 0.7374 (0.7670) loss_vfl_aux_2: 0.7285 (0.7455) loss_vfl_aux_3: 0.7032 (0.7224) loss_vfl_aux_4: 0.6879 (0.7119) loss_vfl_dn_0: 0.5013 (0.5020) loss_vfl_dn_1: 0.4533 (0.4493) loss_vfl_dn_2: 0.4388 (0.4344) loss_vfl_dn_3: 0.4272 (0.4240) loss_vfl_dn_4: 0.4247 (0.4205) loss_vfl_dn_5: 0.4227 (0.4200) loss_vfl_dn_pre: 0.5015 (0.5029) loss_vfl_enc_0: 0.7724 (0.7870) loss_vfl_pre: 0.7696 (0.7980) time: 0.7657 data: 0.0339 max mem: 9097 Epoch: [14] [ 400/3696] eta: 0:41:44 lr: 0.000013 loss: 33.4175 (33.4016) loss_bbox: 0.1987 (0.2000) loss_bbox_aux_0: 0.2207 (0.2167) loss_bbox_aux_1: 0.2051 (0.2034) loss_bbox_aux_2: 0.2003 (0.2006) loss_bbox_aux_3: 0.1991 (0.2001) loss_bbox_aux_4: 0.1989 (0.2001) loss_bbox_dn_0: 0.2770 (0.2867) loss_bbox_dn_1: 0.2175 (0.2186) loss_bbox_dn_2: 0.2049 (0.2077) loss_bbox_dn_3: 0.2006 (0.2046) loss_bbox_dn_4: 0.1991 (0.2041) loss_bbox_dn_5: 0.1990 (0.2041) loss_bbox_dn_pre: 0.2831 (0.2917) loss_bbox_enc_0: 0.2686 (0.2634) loss_bbox_pre: 0.2170 (0.2171) loss_dfl: 0.9633 (0.9662) loss_fgl_aux_0: 1.0110 (1.0078) loss_fgl_aux_1: 0.9684 (0.9700) loss_fgl_aux_2: 0.9634 (0.9664) loss_fgl_aux_3: 0.9633 (0.9662) loss_fgl_aux_4: 0.9634 (0.9662) loss_fgl_dn_0: 1.1016 (1.1015) loss_fgl_dn_1: 0.9961 (0.9963) loss_fgl_dn_2: 0.9880 (0.9869) loss_fgl_dn_3: 0.9889 (0.9878) loss_fgl_dn_4: 0.9890 (0.9880) loss_fgl_dn_5: 0.9890 (0.9880) loss_giou: 0.5542 (0.5897) loss_giou_aux_0: 0.5919 (0.6194) loss_giou_aux_1: 0.5608 (0.5957) loss_giou_aux_2: 0.5548 (0.5905) loss_giou_aux_3: 0.5546 (0.5898) loss_giou_aux_4: 0.5545 (0.5898) loss_giou_dn_0: 0.6174 (0.6247) loss_giou_dn_1: 0.5098 (0.5126) loss_giou_dn_2: 0.4916 (0.4951) loss_giou_dn_3: 0.4876 (0.4908) loss_giou_dn_4: 0.4864 (0.4903) loss_giou_dn_5: 0.4862 (0.4902) loss_giou_dn_pre: 0.6132 (0.6234) loss_giou_enc_0: 0.6786 (0.7041) loss_giou_pre: 0.5915 (0.6173) loss_ddf_aux_0: 0.0679 (0.0705) loss_ddf_aux_1: 0.0087 (0.0090) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2676 (0.2712) loss_ddf_dn_1: 0.0335 (0.0346) loss_ddf_dn_2: 0.0056 (0.0065) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6993 (0.7089) loss_vfl_aux_0: 0.7681 (0.7920) loss_vfl_aux_1: 0.7534 (0.7650) loss_vfl_aux_2: 0.7385 (0.7444) loss_vfl_aux_3: 0.7162 (0.7207) loss_vfl_aux_4: 0.7092 (0.7105) loss_vfl_dn_0: 0.5013 (0.5016) loss_vfl_dn_1: 0.4466 (0.4490) loss_vfl_dn_2: 0.4381 (0.4342) loss_vfl_dn_3: 0.4265 (0.4238) loss_vfl_dn_4: 0.4200 (0.4203) loss_vfl_dn_5: 0.4202 (0.4198) loss_vfl_dn_pre: 0.5009 (0.5024) loss_vfl_enc_0: 0.7821 (0.7855) loss_vfl_pre: 0.7744 (0.7957) time: 0.7758 data: 0.0298 max mem: 9097 Epoch: [14] [ 500/3696] eta: 0:40:33 lr: 0.000013 loss: 33.3850 (33.4135) loss_bbox: 0.1773 (0.1996) loss_bbox_aux_0: 0.1906 (0.2160) loss_bbox_aux_1: 0.1784 (0.2029) loss_bbox_aux_2: 0.1775 (0.2001) loss_bbox_aux_3: 0.1772 (0.1997) loss_bbox_aux_4: 0.1774 (0.1997) loss_bbox_dn_0: 0.2806 (0.2862) loss_bbox_dn_1: 0.2118 (0.2182) loss_bbox_dn_2: 0.1968 (0.2074) loss_bbox_dn_3: 0.1942 (0.2042) loss_bbox_dn_4: 0.1953 (0.2038) loss_bbox_dn_5: 0.1956 (0.2037) loss_bbox_dn_pre: 0.2797 (0.2912) loss_bbox_enc_0: 0.2361 (0.2623) loss_bbox_pre: 0.1914 (0.2164) loss_dfl: 0.9713 (0.9656) loss_fgl_aux_0: 1.0050 (1.0069) loss_fgl_aux_1: 0.9777 (0.9694) loss_fgl_aux_2: 0.9727 (0.9659) loss_fgl_aux_3: 0.9714 (0.9656) loss_fgl_aux_4: 0.9717 (0.9656) loss_fgl_dn_0: 1.0970 (1.1009) loss_fgl_dn_1: 0.9916 (0.9962) loss_fgl_dn_2: 0.9820 (0.9870) loss_fgl_dn_3: 0.9832 (0.9878) loss_fgl_dn_4: 0.9826 (0.9880) loss_fgl_dn_5: 0.9827 (0.9880) loss_giou: 0.5815 (0.5927) loss_giou_aux_0: 0.6030 (0.6220) loss_giou_aux_1: 0.5801 (0.5985) loss_giou_aux_2: 0.5793 (0.5934) loss_giou_aux_3: 0.5806 (0.5928) loss_giou_aux_4: 0.5816 (0.5927) loss_giou_dn_0: 0.6266 (0.6257) loss_giou_dn_1: 0.5055 (0.5139) loss_giou_dn_2: 0.4852 (0.4963) loss_giou_dn_3: 0.4798 (0.4920) loss_giou_dn_4: 0.4785 (0.4914) loss_giou_dn_5: 0.4784 (0.4914) loss_giou_dn_pre: 0.6245 (0.6244) loss_giou_enc_0: 0.6882 (0.7062) loss_giou_pre: 0.6018 (0.6199) loss_ddf_aux_0: 0.0689 (0.0701) loss_ddf_aux_1: 0.0084 (0.0089) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2679 (0.2701) loss_ddf_dn_1: 0.0322 (0.0344) loss_ddf_dn_2: 0.0062 (0.0065) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7156 (0.7091) loss_vfl_aux_0: 0.7828 (0.7907) loss_vfl_aux_1: 0.7715 (0.7653) loss_vfl_aux_2: 0.7654 (0.7443) loss_vfl_aux_3: 0.7299 (0.7210) loss_vfl_aux_4: 0.7034 (0.7105) loss_vfl_dn_0: 0.4979 (0.5012) loss_vfl_dn_1: 0.4465 (0.4489) loss_vfl_dn_2: 0.4343 (0.4341) loss_vfl_dn_3: 0.4222 (0.4237) loss_vfl_dn_4: 0.4180 (0.4201) loss_vfl_dn_5: 0.4179 (0.4196) loss_vfl_dn_pre: 0.4987 (0.5020) loss_vfl_enc_0: 0.7639 (0.7844) loss_vfl_pre: 0.7872 (0.7943) time: 0.7792 data: 0.0312 max mem: 9097 Epoch: [14] [ 600/3696] eta: 0:39:19 lr: 0.000013 loss: 33.2227 (33.4311) loss_bbox: 0.1927 (0.1998) loss_bbox_aux_0: 0.2136 (0.2161) loss_bbox_aux_1: 0.1990 (0.2030) loss_bbox_aux_2: 0.1953 (0.2003) loss_bbox_aux_3: 0.1928 (0.1999) loss_bbox_aux_4: 0.1930 (0.1998) loss_bbox_dn_0: 0.2796 (0.2857) loss_bbox_dn_1: 0.2186 (0.2178) loss_bbox_dn_2: 0.2052 (0.2070) loss_bbox_dn_3: 0.2003 (0.2038) loss_bbox_dn_4: 0.2005 (0.2033) loss_bbox_dn_5: 0.2005 (0.2033) loss_bbox_dn_pre: 0.2819 (0.2908) loss_bbox_enc_0: 0.2534 (0.2620) loss_bbox_pre: 0.2115 (0.2165) loss_dfl: 0.9742 (0.9658) loss_fgl_aux_0: 1.0144 (1.0069) loss_fgl_aux_1: 0.9828 (0.9696) loss_fgl_aux_2: 0.9759 (0.9660) loss_fgl_aux_3: 0.9749 (0.9658) loss_fgl_aux_4: 0.9746 (0.9658) loss_fgl_dn_0: 1.1076 (1.1011) loss_fgl_dn_1: 0.9965 (0.9970) loss_fgl_dn_2: 0.9860 (0.9879) loss_fgl_dn_3: 0.9872 (0.9887) loss_fgl_dn_4: 0.9874 (0.9890) loss_fgl_dn_5: 0.9874 (0.9890) loss_giou: 0.5701 (0.5937) loss_giou_aux_0: 0.6039 (0.6227) loss_giou_aux_1: 0.5770 (0.5993) loss_giou_aux_2: 0.5701 (0.5944) loss_giou_aux_3: 0.5690 (0.5938) loss_giou_aux_4: 0.5691 (0.5937) loss_giou_dn_0: 0.6237 (0.6265) loss_giou_dn_1: 0.5173 (0.5148) loss_giou_dn_2: 0.4967 (0.4972) loss_giou_dn_3: 0.4940 (0.4929) loss_giou_dn_4: 0.4942 (0.4923) loss_giou_dn_5: 0.4942 (0.4923) loss_giou_dn_pre: 0.6204 (0.6252) loss_giou_enc_0: 0.6813 (0.7065) loss_giou_pre: 0.6026 (0.6206) loss_ddf_aux_0: 0.0698 (0.0696) loss_ddf_aux_1: 0.0080 (0.0088) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2541 (0.2697) loss_ddf_dn_1: 0.0331 (0.0344) loss_ddf_dn_2: 0.0068 (0.0065) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7026 (0.7091) loss_vfl_aux_0: 0.7770 (0.7904) loss_vfl_aux_1: 0.7689 (0.7661) loss_vfl_aux_2: 0.7494 (0.7442) loss_vfl_aux_3: 0.7169 (0.7206) loss_vfl_aux_4: 0.7042 (0.7100) loss_vfl_dn_0: 0.5063 (0.5013) loss_vfl_dn_1: 0.4548 (0.4495) loss_vfl_dn_2: 0.4385 (0.4349) loss_vfl_dn_3: 0.4276 (0.4245) loss_vfl_dn_4: 0.4233 (0.4209) loss_vfl_dn_5: 0.4232 (0.4204) loss_vfl_dn_pre: 0.5070 (0.5021) loss_vfl_enc_0: 0.7876 (0.7838) loss_vfl_pre: 0.7802 (0.7940) time: 0.7572 data: 0.0328 max mem: 9097 Epoch: [14] [ 700/3696] eta: 0:38:03 lr: 0.000013 loss: 33.1733 (33.4120) loss_bbox: 0.1879 (0.2001) loss_bbox_aux_0: 0.1989 (0.2162) loss_bbox_aux_1: 0.1885 (0.2033) loss_bbox_aux_2: 0.1873 (0.2006) loss_bbox_aux_3: 0.1879 (0.2002) loss_bbox_aux_4: 0.1879 (0.2001) loss_bbox_dn_0: 0.2759 (0.2855) loss_bbox_dn_1: 0.2070 (0.2179) loss_bbox_dn_2: 0.1964 (0.2071) loss_bbox_dn_3: 0.1927 (0.2039) loss_bbox_dn_4: 0.1930 (0.2034) loss_bbox_dn_5: 0.1933 (0.2034) loss_bbox_dn_pre: 0.2785 (0.2906) loss_bbox_enc_0: 0.2532 (0.2621) loss_bbox_pre: 0.1999 (0.2166) loss_dfl: 0.9839 (0.9673) loss_fgl_aux_0: 1.0216 (1.0082) loss_fgl_aux_1: 0.9891 (0.9710) loss_fgl_aux_2: 0.9841 (0.9675) loss_fgl_aux_3: 0.9846 (0.9673) loss_fgl_aux_4: 0.9845 (0.9673) loss_fgl_dn_0: 1.1094 (1.1015) loss_fgl_dn_1: 1.0005 (0.9975) loss_fgl_dn_2: 0.9921 (0.9884) loss_fgl_dn_3: 0.9934 (0.9893) loss_fgl_dn_4: 0.9932 (0.9895) loss_fgl_dn_5: 0.9934 (0.9895) loss_giou: 0.5285 (0.5914) loss_giou_aux_0: 0.5638 (0.6203) loss_giou_aux_1: 0.5331 (0.5971) loss_giou_aux_2: 0.5309 (0.5922) loss_giou_aux_3: 0.5288 (0.5915) loss_giou_aux_4: 0.5285 (0.5915) loss_giou_dn_0: 0.6079 (0.6251) loss_giou_dn_1: 0.5028 (0.5136) loss_giou_dn_2: 0.4836 (0.4960) loss_giou_dn_3: 0.4789 (0.4916) loss_giou_dn_4: 0.4775 (0.4910) loss_giou_dn_5: 0.4775 (0.4909) loss_giou_dn_pre: 0.6073 (0.6238) loss_giou_enc_0: 0.6712 (0.7044) loss_giou_pre: 0.5637 (0.6183) loss_ddf_aux_0: 0.0649 (0.0691) loss_ddf_aux_1: 0.0079 (0.0087) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2749 (0.2688) loss_ddf_dn_1: 0.0348 (0.0345) loss_ddf_dn_2: 0.0059 (0.0066) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7047 (0.7087) loss_vfl_aux_0: 0.8120 (0.7901) loss_vfl_aux_1: 0.7664 (0.7652) loss_vfl_aux_2: 0.7327 (0.7435) loss_vfl_aux_3: 0.7097 (0.7201) loss_vfl_aux_4: 0.6962 (0.7093) loss_vfl_dn_0: 0.5002 (0.5013) loss_vfl_dn_1: 0.4517 (0.4494) loss_vfl_dn_2: 0.4376 (0.4349) loss_vfl_dn_3: 0.4262 (0.4246) loss_vfl_dn_4: 0.4217 (0.4210) loss_vfl_dn_5: 0.4218 (0.4204) loss_vfl_dn_pre: 0.5019 (0.5022) loss_vfl_enc_0: 0.7716 (0.7836) loss_vfl_pre: 0.8116 (0.7937) time: 0.7578 data: 0.0347 max mem: 9097 Epoch: [14] [ 800/3696] eta: 0:36:45 lr: 0.000013 loss: 33.4583 (33.4109) loss_bbox: 0.1962 (0.1993) loss_bbox_aux_0: 0.2110 (0.2153) loss_bbox_aux_1: 0.1975 (0.2025) loss_bbox_aux_2: 0.1952 (0.1998) loss_bbox_aux_3: 0.1954 (0.1994) loss_bbox_aux_4: 0.1961 (0.1993) loss_bbox_dn_0: 0.2769 (0.2840) loss_bbox_dn_1: 0.2076 (0.2165) loss_bbox_dn_2: 0.1995 (0.2058) loss_bbox_dn_3: 0.1954 (0.2026) loss_bbox_dn_4: 0.1953 (0.2021) loss_bbox_dn_5: 0.1954 (0.2021) loss_bbox_dn_pre: 0.2834 (0.2890) loss_bbox_enc_0: 0.2449 (0.2610) loss_bbox_pre: 0.2119 (0.2157) loss_dfl: 0.9840 (0.9667) loss_fgl_aux_0: 1.0313 (1.0075) loss_fgl_aux_1: 0.9911 (0.9705) loss_fgl_aux_2: 0.9858 (0.9670) loss_fgl_aux_3: 0.9856 (0.9668) loss_fgl_aux_4: 0.9836 (0.9668) loss_fgl_dn_0: 1.1013 (1.1014) loss_fgl_dn_1: 1.0040 (0.9973) loss_fgl_dn_2: 0.9968 (0.9882) loss_fgl_dn_3: 0.9979 (0.9890) loss_fgl_dn_4: 0.9982 (0.9893) loss_fgl_dn_5: 0.9983 (0.9893) loss_giou: 0.5859 (0.5941) loss_giou_aux_0: 0.6142 (0.6231) loss_giou_aux_1: 0.5895 (0.5998) loss_giou_aux_2: 0.5854 (0.5949) loss_giou_aux_3: 0.5857 (0.5942) loss_giou_aux_4: 0.5852 (0.5941) loss_giou_dn_0: 0.6321 (0.6269) loss_giou_dn_1: 0.5172 (0.5151) loss_giou_dn_2: 0.4978 (0.4975) loss_giou_dn_3: 0.4950 (0.4931) loss_giou_dn_4: 0.4953 (0.4925) loss_giou_dn_5: 0.4952 (0.4925) loss_giou_dn_pre: 0.6294 (0.6255) loss_giou_enc_0: 0.7065 (0.7071) loss_giou_pre: 0.6126 (0.6211) loss_ddf_aux_0: 0.0677 (0.0689) loss_ddf_aux_1: 0.0085 (0.0087) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2647 (0.2695) loss_ddf_dn_1: 0.0364 (0.0346) loss_ddf_dn_2: 0.0070 (0.0066) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6841 (0.7072) loss_vfl_aux_0: 0.7794 (0.7882) loss_vfl_aux_1: 0.7573 (0.7637) loss_vfl_aux_2: 0.7347 (0.7422) loss_vfl_aux_3: 0.7064 (0.7184) loss_vfl_aux_4: 0.6801 (0.7079) loss_vfl_dn_0: 0.4991 (0.5011) loss_vfl_dn_1: 0.4507 (0.4493) loss_vfl_dn_2: 0.4374 (0.4348) loss_vfl_dn_3: 0.4271 (0.4246) loss_vfl_dn_4: 0.4243 (0.4210) loss_vfl_dn_5: 0.4243 (0.4204) loss_vfl_dn_pre: 0.4991 (0.5019) loss_vfl_enc_0: 0.7770 (0.7819) loss_vfl_pre: 0.7810 (0.7917) time: 0.7663 data: 0.0325 max mem: 9097 Epoch: [14] [ 900/3696] eta: 0:35:20 lr: 0.000013 loss: 33.3720 (33.4043) loss_bbox: 0.1805 (0.1994) loss_bbox_aux_0: 0.1937 (0.2153) loss_bbox_aux_1: 0.1828 (0.2026) loss_bbox_aux_2: 0.1805 (0.1999) loss_bbox_aux_3: 0.1805 (0.1995) loss_bbox_aux_4: 0.1805 (0.1994) loss_bbox_dn_0: 0.2521 (0.2838) loss_bbox_dn_1: 0.1922 (0.2163) loss_bbox_dn_2: 0.1829 (0.2054) loss_bbox_dn_3: 0.1800 (0.2023) loss_bbox_dn_4: 0.1786 (0.2018) loss_bbox_dn_5: 0.1786 (0.2018) loss_bbox_dn_pre: 0.2577 (0.2889) loss_bbox_enc_0: 0.2365 (0.2610) loss_bbox_pre: 0.1942 (0.2157) loss_dfl: 0.9536 (0.9665) loss_fgl_aux_0: 0.9952 (1.0071) loss_fgl_aux_1: 0.9587 (0.9702) loss_fgl_aux_2: 0.9545 (0.9666) loss_fgl_aux_3: 0.9541 (0.9665) loss_fgl_aux_4: 0.9536 (0.9665) loss_fgl_dn_0: 1.1038 (1.1014) loss_fgl_dn_1: 0.9830 (0.9971) loss_fgl_dn_2: 0.9733 (0.9878) loss_fgl_dn_3: 0.9739 (0.9887) loss_fgl_dn_4: 0.9740 (0.9889) loss_fgl_dn_5: 0.9740 (0.9890) loss_giou: 0.5968 (0.5941) loss_giou_aux_0: 0.6299 (0.6229) loss_giou_aux_1: 0.6045 (0.5998) loss_giou_aux_2: 0.5969 (0.5949) loss_giou_aux_3: 0.5971 (0.5942) loss_giou_aux_4: 0.5967 (0.5941) loss_giou_dn_0: 0.6287 (0.6271) loss_giou_dn_1: 0.5160 (0.5152) loss_giou_dn_2: 0.4978 (0.4976) loss_giou_dn_3: 0.4983 (0.4932) loss_giou_dn_4: 0.4981 (0.4926) loss_giou_dn_5: 0.4981 (0.4926) loss_giou_dn_pre: 0.6284 (0.6257) loss_giou_enc_0: 0.7185 (0.7070) loss_giou_pre: 0.6280 (0.6209) loss_ddf_aux_0: 0.0588 (0.0686) loss_ddf_aux_1: 0.0081 (0.0087) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2526 (0.2694) loss_ddf_dn_1: 0.0326 (0.0347) loss_ddf_dn_2: 0.0057 (0.0065) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6681 (0.7069) loss_vfl_aux_0: 0.7611 (0.7882) loss_vfl_aux_1: 0.7318 (0.7632) loss_vfl_aux_2: 0.6992 (0.7413) loss_vfl_aux_3: 0.6764 (0.7181) loss_vfl_aux_4: 0.6665 (0.7075) loss_vfl_dn_0: 0.5013 (0.5013) loss_vfl_dn_1: 0.4456 (0.4495) loss_vfl_dn_2: 0.4326 (0.4350) loss_vfl_dn_3: 0.4218 (0.4248) loss_vfl_dn_4: 0.4187 (0.4211) loss_vfl_dn_5: 0.4170 (0.4205) loss_vfl_dn_pre: 0.5020 (0.5021) loss_vfl_enc_0: 0.7532 (0.7816) loss_vfl_pre: 0.7642 (0.7917) time: 0.7672 data: 0.0281 max mem: 9097 Epoch: [14] [1000/3696] eta: 0:34:07 lr: 0.000013 loss: 33.1046 (33.3809) loss_bbox: 0.1820 (0.1989) loss_bbox_aux_0: 0.1980 (0.2147) loss_bbox_aux_1: 0.1839 (0.2021) loss_bbox_aux_2: 0.1823 (0.1994) loss_bbox_aux_3: 0.1822 (0.1990) loss_bbox_aux_4: 0.1820 (0.1989) loss_bbox_dn_0: 0.2672 (0.2828) loss_bbox_dn_1: 0.2041 (0.2155) loss_bbox_dn_2: 0.1916 (0.2047) loss_bbox_dn_3: 0.1863 (0.2016) loss_bbox_dn_4: 0.1862 (0.2011) loss_bbox_dn_5: 0.1862 (0.2011) loss_bbox_dn_pre: 0.2758 (0.2878) loss_bbox_enc_0: 0.2534 (0.2604) loss_bbox_pre: 0.2000 (0.2151) loss_dfl: 0.9699 (0.9666) loss_fgl_aux_0: 1.0122 (1.0071) loss_fgl_aux_1: 0.9687 (0.9704) loss_fgl_aux_2: 0.9684 (0.9668) loss_fgl_aux_3: 0.9700 (0.9667) loss_fgl_aux_4: 0.9698 (0.9666) loss_fgl_dn_0: 1.0966 (1.1012) loss_fgl_dn_1: 0.9929 (0.9969) loss_fgl_dn_2: 0.9835 (0.9877) loss_fgl_dn_3: 0.9845 (0.9886) loss_fgl_dn_4: 0.9842 (0.9888) loss_fgl_dn_5: 0.9842 (0.9888) loss_giou: 0.5410 (0.5936) loss_giou_aux_0: 0.5699 (0.6224) loss_giou_aux_1: 0.5451 (0.5994) loss_giou_aux_2: 0.5443 (0.5945) loss_giou_aux_3: 0.5418 (0.5937) loss_giou_aux_4: 0.5411 (0.5937) loss_giou_dn_0: 0.5864 (0.6265) loss_giou_dn_1: 0.4776 (0.5150) loss_giou_dn_2: 0.4658 (0.4973) loss_giou_dn_3: 0.4613 (0.4930) loss_giou_dn_4: 0.4609 (0.4924) loss_giou_dn_5: 0.4610 (0.4924) loss_giou_dn_pre: 0.5841 (0.6252) loss_giou_enc_0: 0.6552 (0.7065) loss_giou_pre: 0.5671 (0.6204) loss_ddf_aux_0: 0.0652 (0.0681) loss_ddf_aux_1: 0.0089 (0.0087) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2452 (0.2684) loss_ddf_dn_1: 0.0318 (0.0345) loss_ddf_dn_2: 0.0054 (0.0065) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7093 (0.7064) loss_vfl_aux_0: 0.7909 (0.7874) loss_vfl_aux_1: 0.7548 (0.7625) loss_vfl_aux_2: 0.7344 (0.7404) loss_vfl_aux_3: 0.7153 (0.7177) loss_vfl_aux_4: 0.7047 (0.7071) loss_vfl_dn_0: 0.4996 (0.5013) loss_vfl_dn_1: 0.4435 (0.4493) loss_vfl_dn_2: 0.4275 (0.4348) loss_vfl_dn_3: 0.4159 (0.4246) loss_vfl_dn_4: 0.4106 (0.4209) loss_vfl_dn_5: 0.4113 (0.4204) loss_vfl_dn_pre: 0.5001 (0.5021) loss_vfl_enc_0: 0.7882 (0.7814) loss_vfl_pre: 0.8001 (0.7909) time: 0.7935 data: 0.0277 max mem: 9097 Epoch: [14] [1100/3696] eta: 0:32:59 lr: 0.000013 loss: 32.9642 (33.3735) loss_bbox: 0.1863 (0.1986) loss_bbox_aux_0: 0.2013 (0.2146) loss_bbox_aux_1: 0.1861 (0.2019) loss_bbox_aux_2: 0.1860 (0.1991) loss_bbox_aux_3: 0.1865 (0.1987) loss_bbox_aux_4: 0.1861 (0.1986) loss_bbox_dn_0: 0.2566 (0.2828) loss_bbox_dn_1: 0.1941 (0.2154) loss_bbox_dn_2: 0.1844 (0.2046) loss_bbox_dn_3: 0.1817 (0.2015) loss_bbox_dn_4: 0.1814 (0.2010) loss_bbox_dn_5: 0.1815 (0.2010) loss_bbox_dn_pre: 0.2610 (0.2878) loss_bbox_enc_0: 0.2459 (0.2605) loss_bbox_pre: 0.2016 (0.2150) loss_dfl: 0.9593 (0.9661) loss_fgl_aux_0: 0.9999 (1.0067) loss_fgl_aux_1: 0.9670 (0.9699) loss_fgl_aux_2: 0.9609 (0.9663) loss_fgl_aux_3: 0.9600 (0.9662) loss_fgl_aux_4: 0.9598 (0.9662) loss_fgl_dn_0: 1.0967 (1.1011) loss_fgl_dn_1: 0.9960 (0.9966) loss_fgl_dn_2: 0.9860 (0.9874) loss_fgl_dn_3: 0.9857 (0.9882) loss_fgl_dn_4: 0.9856 (0.9885) loss_fgl_dn_5: 0.9856 (0.9885) loss_giou: 0.5754 (0.5936) loss_giou_aux_0: 0.6128 (0.6225) loss_giou_aux_1: 0.5824 (0.5994) loss_giou_aux_2: 0.5763 (0.5944) loss_giou_aux_3: 0.5752 (0.5937) loss_giou_aux_4: 0.5752 (0.5936) loss_giou_dn_0: 0.6112 (0.6264) loss_giou_dn_1: 0.4913 (0.5147) loss_giou_dn_2: 0.4753 (0.4971) loss_giou_dn_3: 0.4745 (0.4928) loss_giou_dn_4: 0.4743 (0.4923) loss_giou_dn_5: 0.4742 (0.4922) loss_giou_dn_pre: 0.6155 (0.6251) loss_giou_enc_0: 0.6913 (0.7067) loss_giou_pre: 0.6119 (0.6205) loss_ddf_aux_0: 0.0750 (0.0685) loss_ddf_aux_1: 0.0097 (0.0088) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2615 (0.2686) loss_ddf_dn_1: 0.0316 (0.0344) loss_ddf_dn_2: 0.0061 (0.0064) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6926 (0.7064) loss_vfl_aux_0: 0.8008 (0.7871) loss_vfl_aux_1: 0.7518 (0.7626) loss_vfl_aux_2: 0.7437 (0.7405) loss_vfl_aux_3: 0.6969 (0.7178) loss_vfl_aux_4: 0.7000 (0.7072) loss_vfl_dn_0: 0.4957 (0.5013) loss_vfl_dn_1: 0.4511 (0.4493) loss_vfl_dn_2: 0.4377 (0.4348) loss_vfl_dn_3: 0.4253 (0.4245) loss_vfl_dn_4: 0.4223 (0.4209) loss_vfl_dn_5: 0.4222 (0.4204) loss_vfl_dn_pre: 0.4969 (0.5021) loss_vfl_enc_0: 0.7521 (0.7809) loss_vfl_pre: 0.8057 (0.7906) time: 0.7227 data: 0.0261 max mem: 9097 Epoch: [14] [1200/3696] eta: 0:31:42 lr: 0.000013 loss: 33.7926 (33.3851) loss_bbox: 0.1934 (0.1985) loss_bbox_aux_0: 0.2009 (0.2144) loss_bbox_aux_1: 0.1949 (0.2017) loss_bbox_aux_2: 0.1941 (0.1990) loss_bbox_aux_3: 0.1933 (0.1986) loss_bbox_aux_4: 0.1934 (0.1985) loss_bbox_dn_0: 0.2730 (0.2827) loss_bbox_dn_1: 0.2077 (0.2152) loss_bbox_dn_2: 0.1982 (0.2045) loss_bbox_dn_3: 0.1927 (0.2013) loss_bbox_dn_4: 0.1923 (0.2008) loss_bbox_dn_5: 0.1925 (0.2008) loss_bbox_dn_pre: 0.2779 (0.2877) loss_bbox_enc_0: 0.2410 (0.2602) loss_bbox_pre: 0.2015 (0.2148) loss_dfl: 0.9664 (0.9662) loss_fgl_aux_0: 1.0119 (1.0069) loss_fgl_aux_1: 0.9721 (0.9700) loss_fgl_aux_2: 0.9681 (0.9664) loss_fgl_aux_3: 0.9672 (0.9663) loss_fgl_aux_4: 0.9665 (0.9662) loss_fgl_dn_0: 1.0981 (1.1013) loss_fgl_dn_1: 1.0008 (0.9967) loss_fgl_dn_2: 0.9958 (0.9876) loss_fgl_dn_3: 0.9977 (0.9884) loss_fgl_dn_4: 0.9976 (0.9886) loss_fgl_dn_5: 0.9975 (0.9887) loss_giou: 0.5969 (0.5940) loss_giou_aux_0: 0.6202 (0.6228) loss_giou_aux_1: 0.5990 (0.5998) loss_giou_aux_2: 0.5968 (0.5949) loss_giou_aux_3: 0.5966 (0.5941) loss_giou_aux_4: 0.5970 (0.5940) loss_giou_dn_0: 0.6252 (0.6268) loss_giou_dn_1: 0.5199 (0.5149) loss_giou_dn_2: 0.4969 (0.4974) loss_giou_dn_3: 0.4867 (0.4930) loss_giou_dn_4: 0.4864 (0.4925) loss_giou_dn_5: 0.4867 (0.4924) loss_giou_dn_pre: 0.6260 (0.6255) loss_giou_enc_0: 0.6932 (0.7068) loss_giou_pre: 0.6164 (0.6209) loss_ddf_aux_0: 0.0684 (0.0686) loss_ddf_aux_1: 0.0096 (0.0088) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2627 (0.2689) loss_ddf_dn_1: 0.0322 (0.0344) loss_ddf_dn_2: 0.0066 (0.0065) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7267 (0.7066) loss_vfl_aux_0: 0.8064 (0.7879) loss_vfl_aux_1: 0.7817 (0.7632) loss_vfl_aux_2: 0.7601 (0.7412) loss_vfl_aux_3: 0.7356 (0.7184) loss_vfl_aux_4: 0.7238 (0.7075) loss_vfl_dn_0: 0.5003 (0.5015) loss_vfl_dn_1: 0.4514 (0.4497) loss_vfl_dn_2: 0.4365 (0.4350) loss_vfl_dn_3: 0.4280 (0.4248) loss_vfl_dn_4: 0.4236 (0.4212) loss_vfl_dn_5: 0.4232 (0.4206) loss_vfl_dn_pre: 0.5010 (0.5023) loss_vfl_enc_0: 0.7786 (0.7820) loss_vfl_pre: 0.8103 (0.7913) time: 0.7693 data: 0.0294 max mem: 9097 Epoch: [14] [1300/3696] eta: 0:30:31 lr: 0.000013 loss: 33.6024 (33.3796) loss_bbox: 0.2079 (0.1989) loss_bbox_aux_0: 0.2213 (0.2147) loss_bbox_aux_1: 0.2085 (0.2021) loss_bbox_aux_2: 0.2065 (0.1994) loss_bbox_aux_3: 0.2076 (0.1989) loss_bbox_aux_4: 0.2079 (0.1989) loss_bbox_dn_0: 0.2656 (0.2833) loss_bbox_dn_1: 0.2183 (0.2158) loss_bbox_dn_2: 0.2037 (0.2051) loss_bbox_dn_3: 0.1963 (0.2019) loss_bbox_dn_4: 0.1949 (0.2014) loss_bbox_dn_5: 0.1947 (0.2014) loss_bbox_dn_pre: 0.2680 (0.2883) loss_bbox_enc_0: 0.2563 (0.2606) loss_bbox_pre: 0.2186 (0.2151) loss_dfl: 0.9680 (0.9661) loss_fgl_aux_0: 1.0041 (1.0067) loss_fgl_aux_1: 0.9694 (0.9698) loss_fgl_aux_2: 0.9673 (0.9663) loss_fgl_aux_3: 0.9680 (0.9661) loss_fgl_aux_4: 0.9681 (0.9661) loss_fgl_dn_0: 1.0975 (1.1012) loss_fgl_dn_1: 0.9926 (0.9966) loss_fgl_dn_2: 0.9829 (0.9874) loss_fgl_dn_3: 0.9845 (0.9883) loss_fgl_dn_4: 0.9850 (0.9885) loss_fgl_dn_5: 0.9849 (0.9886) loss_giou: 0.6133 (0.5932) loss_giou_aux_0: 0.6377 (0.6219) loss_giou_aux_1: 0.6161 (0.5989) loss_giou_aux_2: 0.6125 (0.5940) loss_giou_aux_3: 0.6138 (0.5933) loss_giou_aux_4: 0.6132 (0.5932) loss_giou_dn_0: 0.6359 (0.6260) loss_giou_dn_1: 0.5316 (0.5142) loss_giou_dn_2: 0.5105 (0.4967) loss_giou_dn_3: 0.5088 (0.4923) loss_giou_dn_4: 0.5080 (0.4917) loss_giou_dn_5: 0.5079 (0.4917) loss_giou_dn_pre: 0.6331 (0.6246) loss_giou_enc_0: 0.7250 (0.7060) loss_giou_pre: 0.6335 (0.6199) loss_ddf_aux_0: 0.0595 (0.0685) loss_ddf_aux_1: 0.0084 (0.0088) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2428 (0.2685) loss_ddf_dn_1: 0.0304 (0.0342) loss_ddf_dn_2: 0.0058 (0.0065) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6782 (0.7065) loss_vfl_aux_0: 0.7821 (0.7883) loss_vfl_aux_1: 0.7529 (0.7635) loss_vfl_aux_2: 0.7383 (0.7412) loss_vfl_aux_3: 0.6910 (0.7183) loss_vfl_aux_4: 0.6861 (0.7075) loss_vfl_dn_0: 0.4986 (0.5017) loss_vfl_dn_1: 0.4517 (0.4498) loss_vfl_dn_2: 0.4386 (0.4351) loss_vfl_dn_3: 0.4278 (0.4249) loss_vfl_dn_4: 0.4255 (0.4213) loss_vfl_dn_5: 0.4244 (0.4207) loss_vfl_dn_pre: 0.5001 (0.5025) loss_vfl_enc_0: 0.7759 (0.7822) loss_vfl_pre: 0.7806 (0.7918) time: 0.7824 data: 0.0269 max mem: 9097 Epoch: [14] [1400/3696] eta: 0:29:18 lr: 0.000013 loss: 33.4220 (33.3745) loss_bbox: 0.2141 (0.1990) loss_bbox_aux_0: 0.2306 (0.2150) loss_bbox_aux_1: 0.2182 (0.2023) loss_bbox_aux_2: 0.2155 (0.1996) loss_bbox_aux_3: 0.2139 (0.1991) loss_bbox_aux_4: 0.2140 (0.1991) loss_bbox_dn_0: 0.2722 (0.2837) loss_bbox_dn_1: 0.2127 (0.2160) loss_bbox_dn_2: 0.2041 (0.2052) loss_bbox_dn_3: 0.2020 (0.2021) loss_bbox_dn_4: 0.2018 (0.2016) loss_bbox_dn_5: 0.2018 (0.2016) loss_bbox_dn_pre: 0.2800 (0.2887) loss_bbox_enc_0: 0.2718 (0.2609) loss_bbox_pre: 0.2289 (0.2153) loss_dfl: 0.9708 (0.9658) loss_fgl_aux_0: 1.0073 (1.0064) loss_fgl_aux_1: 0.9759 (0.9695) loss_fgl_aux_2: 0.9714 (0.9659) loss_fgl_aux_3: 0.9710 (0.9658) loss_fgl_aux_4: 0.9707 (0.9658) loss_fgl_dn_0: 1.1057 (1.1013) loss_fgl_dn_1: 0.9961 (0.9965) loss_fgl_dn_2: 0.9874 (0.9873) loss_fgl_dn_3: 0.9891 (0.9882) loss_fgl_dn_4: 0.9894 (0.9884) loss_fgl_dn_5: 0.9895 (0.9884) loss_giou: 0.5977 (0.5929) loss_giou_aux_0: 0.6285 (0.6216) loss_giou_aux_1: 0.6042 (0.5986) loss_giou_aux_2: 0.6012 (0.5937) loss_giou_aux_3: 0.5980 (0.5930) loss_giou_aux_4: 0.5976 (0.5930) loss_giou_dn_0: 0.6233 (0.6255) loss_giou_dn_1: 0.5100 (0.5136) loss_giou_dn_2: 0.4921 (0.4961) loss_giou_dn_3: 0.4887 (0.4918) loss_giou_dn_4: 0.4881 (0.4912) loss_giou_dn_5: 0.4881 (0.4912) loss_giou_dn_pre: 0.6229 (0.6242) loss_giou_enc_0: 0.6965 (0.7055) loss_giou_pre: 0.6257 (0.6196) loss_ddf_aux_0: 0.0685 (0.0686) loss_ddf_aux_1: 0.0085 (0.0089) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2610 (0.2686) loss_ddf_dn_1: 0.0289 (0.0342) loss_ddf_dn_2: 0.0047 (0.0064) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6976 (0.7067) loss_vfl_aux_0: 0.7668 (0.7880) loss_vfl_aux_1: 0.7439 (0.7637) loss_vfl_aux_2: 0.7242 (0.7411) loss_vfl_aux_3: 0.7047 (0.7185) loss_vfl_aux_4: 0.6901 (0.7076) loss_vfl_dn_0: 0.5050 (0.5018) loss_vfl_dn_1: 0.4453 (0.4498) loss_vfl_dn_2: 0.4337 (0.4351) loss_vfl_dn_3: 0.4236 (0.4248) loss_vfl_dn_4: 0.4210 (0.4212) loss_vfl_dn_5: 0.4193 (0.4207) loss_vfl_dn_pre: 0.5052 (0.5026) loss_vfl_enc_0: 0.7638 (0.7826) loss_vfl_pre: 0.7677 (0.7914) time: 0.7757 data: 0.0302 max mem: 9097 Epoch: [14] [1500/3696] eta: 0:28:01 lr: 0.000013 loss: 33.4651 (33.3709) loss_bbox: 0.1976 (0.1990) loss_bbox_aux_0: 0.2184 (0.2149) loss_bbox_aux_1: 0.2019 (0.2022) loss_bbox_aux_2: 0.1988 (0.1995) loss_bbox_aux_3: 0.1978 (0.1991) loss_bbox_aux_4: 0.1976 (0.1990) loss_bbox_dn_0: 0.2979 (0.2838) loss_bbox_dn_1: 0.2251 (0.2161) loss_bbox_dn_2: 0.2136 (0.2053) loss_bbox_dn_3: 0.2116 (0.2022) loss_bbox_dn_4: 0.2129 (0.2017) loss_bbox_dn_5: 0.2129 (0.2017) loss_bbox_dn_pre: 0.2979 (0.2889) loss_bbox_enc_0: 0.2619 (0.2609) loss_bbox_pre: 0.2163 (0.2152) loss_dfl: 0.9522 (0.9653) loss_fgl_aux_0: 0.9915 (1.0060) loss_fgl_aux_1: 0.9575 (0.9690) loss_fgl_aux_2: 0.9525 (0.9655) loss_fgl_aux_3: 0.9524 (0.9653) loss_fgl_aux_4: 0.9520 (0.9653) loss_fgl_dn_0: 1.0975 (1.1011) loss_fgl_dn_1: 0.9981 (0.9963) loss_fgl_dn_2: 0.9883 (0.9871) loss_fgl_dn_3: 0.9878 (0.9879) loss_fgl_dn_4: 0.9879 (0.9882) loss_fgl_dn_5: 0.9879 (0.9882) loss_giou: 0.5935 (0.5926) loss_giou_aux_0: 0.6341 (0.6213) loss_giou_aux_1: 0.5984 (0.5983) loss_giou_aux_2: 0.5947 (0.5934) loss_giou_aux_3: 0.5930 (0.5927) loss_giou_aux_4: 0.5930 (0.5926) loss_giou_dn_0: 0.6293 (0.6253) loss_giou_dn_1: 0.5150 (0.5134) loss_giou_dn_2: 0.5005 (0.4959) loss_giou_dn_3: 0.4976 (0.4916) loss_giou_dn_4: 0.4970 (0.4911) loss_giou_dn_5: 0.4968 (0.4910) loss_giou_dn_pre: 0.6271 (0.6240) loss_giou_enc_0: 0.7132 (0.7052) loss_giou_pre: 0.6282 (0.6193) loss_ddf_aux_0: 0.0670 (0.0684) loss_ddf_aux_1: 0.0088 (0.0088) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2800 (0.2685) loss_ddf_dn_1: 0.0347 (0.0340) loss_ddf_dn_2: 0.0065 (0.0064) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7303 (0.7074) loss_vfl_aux_0: 0.8019 (0.7883) loss_vfl_aux_1: 0.7664 (0.7641) loss_vfl_aux_2: 0.7589 (0.7417) loss_vfl_aux_3: 0.7488 (0.7191) loss_vfl_aux_4: 0.7321 (0.7083) loss_vfl_dn_0: 0.4991 (0.5017) loss_vfl_dn_1: 0.4506 (0.4498) loss_vfl_dn_2: 0.4331 (0.4351) loss_vfl_dn_3: 0.4258 (0.4248) loss_vfl_dn_4: 0.4221 (0.4212) loss_vfl_dn_5: 0.4222 (0.4207) loss_vfl_dn_pre: 0.4989 (0.5025) loss_vfl_enc_0: 0.7874 (0.7831) loss_vfl_pre: 0.8043 (0.7917) time: 0.7519 data: 0.0319 max mem: 9097 Epoch: [14] [1600/3696] eta: 0:26:49 lr: 0.000013 loss: 33.1729 (33.3656) loss_bbox: 0.1843 (0.1987) loss_bbox_aux_0: 0.1943 (0.2146) loss_bbox_aux_1: 0.1874 (0.2019) loss_bbox_aux_2: 0.1841 (0.1992) loss_bbox_aux_3: 0.1838 (0.1988) loss_bbox_aux_4: 0.1842 (0.1987) loss_bbox_dn_0: 0.2623 (0.2835) loss_bbox_dn_1: 0.1964 (0.2158) loss_bbox_dn_2: 0.1878 (0.2051) loss_bbox_dn_3: 0.1846 (0.2019) loss_bbox_dn_4: 0.1840 (0.2015) loss_bbox_dn_5: 0.1839 (0.2015) loss_bbox_dn_pre: 0.2663 (0.2886) loss_bbox_enc_0: 0.2365 (0.2605) loss_bbox_pre: 0.1942 (0.2149) loss_dfl: 0.9622 (0.9650) loss_fgl_aux_0: 1.0042 (1.0056) loss_fgl_aux_1: 0.9659 (0.9687) loss_fgl_aux_2: 0.9616 (0.9652) loss_fgl_aux_3: 0.9621 (0.9650) loss_fgl_aux_4: 0.9621 (0.9650) loss_fgl_dn_0: 1.0964 (1.1008) loss_fgl_dn_1: 0.9956 (0.9961) loss_fgl_dn_2: 0.9893 (0.9869) loss_fgl_dn_3: 0.9896 (0.9878) loss_fgl_dn_4: 0.9897 (0.9880) loss_fgl_dn_5: 0.9896 (0.9880) loss_giou: 0.5858 (0.5928) loss_giou_aux_0: 0.6172 (0.6213) loss_giou_aux_1: 0.5945 (0.5984) loss_giou_aux_2: 0.5848 (0.5936) loss_giou_aux_3: 0.5857 (0.5928) loss_giou_aux_4: 0.5857 (0.5928) loss_giou_dn_0: 0.6083 (0.6254) loss_giou_dn_1: 0.4892 (0.5136) loss_giou_dn_2: 0.4724 (0.4960) loss_giou_dn_3: 0.4681 (0.4918) loss_giou_dn_4: 0.4676 (0.4912) loss_giou_dn_5: 0.4676 (0.4912) loss_giou_dn_pre: 0.6029 (0.6241) loss_giou_enc_0: 0.6968 (0.7051) loss_giou_pre: 0.6121 (0.6193) loss_ddf_aux_0: 0.0700 (0.0684) loss_ddf_aux_1: 0.0094 (0.0088) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2691 (0.2685) loss_ddf_dn_1: 0.0337 (0.0340) loss_ddf_dn_2: 0.0062 (0.0064) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6990 (0.7074) loss_vfl_aux_0: 0.7834 (0.7884) loss_vfl_aux_1: 0.7550 (0.7645) loss_vfl_aux_2: 0.7251 (0.7417) loss_vfl_aux_3: 0.7126 (0.7192) loss_vfl_aux_4: 0.7032 (0.7085) loss_vfl_dn_0: 0.4991 (0.5017) loss_vfl_dn_1: 0.4431 (0.4497) loss_vfl_dn_2: 0.4261 (0.4350) loss_vfl_dn_3: 0.4197 (0.4248) loss_vfl_dn_4: 0.4175 (0.4212) loss_vfl_dn_5: 0.4167 (0.4206) loss_vfl_dn_pre: 0.4990 (0.5025) loss_vfl_enc_0: 0.7776 (0.7830) loss_vfl_pre: 0.7828 (0.7919) time: 0.7559 data: 0.0321 max mem: 9097 Epoch: [14] [1700/3696] eta: 0:25:36 lr: 0.000013 loss: 33.1877 (33.3638) loss_bbox: 0.2073 (0.1990) loss_bbox_aux_0: 0.2309 (0.2150) loss_bbox_aux_1: 0.2135 (0.2022) loss_bbox_aux_2: 0.2097 (0.1995) loss_bbox_aux_3: 0.2080 (0.1990) loss_bbox_aux_4: 0.2077 (0.1990) loss_bbox_dn_0: 0.2984 (0.2835) loss_bbox_dn_1: 0.2247 (0.2158) loss_bbox_dn_2: 0.2134 (0.2051) loss_bbox_dn_3: 0.2120 (0.2019) loss_bbox_dn_4: 0.2120 (0.2015) loss_bbox_dn_5: 0.2118 (0.2015) loss_bbox_dn_pre: 0.3041 (0.2886) loss_bbox_enc_0: 0.2787 (0.2609) loss_bbox_pre: 0.2324 (0.2153) loss_dfl: 0.9685 (0.9651) loss_fgl_aux_0: 1.0112 (1.0058) loss_fgl_aux_1: 0.9727 (0.9688) loss_fgl_aux_2: 0.9694 (0.9653) loss_fgl_aux_3: 0.9688 (0.9652) loss_fgl_aux_4: 0.9686 (0.9651) loss_fgl_dn_0: 1.0968 (1.1008) loss_fgl_dn_1: 0.9855 (0.9962) loss_fgl_dn_2: 0.9763 (0.9870) loss_fgl_dn_3: 0.9772 (0.9878) loss_fgl_dn_4: 0.9774 (0.9880) loss_fgl_dn_5: 0.9774 (0.9881) loss_giou: 0.5929 (0.5925) loss_giou_aux_0: 0.6183 (0.6211) loss_giou_aux_1: 0.5998 (0.5982) loss_giou_aux_2: 0.5937 (0.5933) loss_giou_aux_3: 0.5926 (0.5926) loss_giou_aux_4: 0.5927 (0.5925) loss_giou_dn_0: 0.6041 (0.6251) loss_giou_dn_1: 0.4930 (0.5134) loss_giou_dn_2: 0.4818 (0.4959) loss_giou_dn_3: 0.4781 (0.4916) loss_giou_dn_4: 0.4777 (0.4910) loss_giou_dn_5: 0.4778 (0.4910) loss_giou_dn_pre: 0.6038 (0.6237) loss_giou_enc_0: 0.6898 (0.7048) loss_giou_pre: 0.6171 (0.6190) loss_ddf_aux_0: 0.0646 (0.0684) loss_ddf_aux_1: 0.0083 (0.0089) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2555 (0.2681) loss_ddf_dn_1: 0.0326 (0.0340) loss_ddf_dn_2: 0.0061 (0.0064) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6836 (0.7070) loss_vfl_aux_0: 0.7976 (0.7887) loss_vfl_aux_1: 0.7612 (0.7642) loss_vfl_aux_2: 0.7296 (0.7414) loss_vfl_aux_3: 0.7101 (0.7188) loss_vfl_aux_4: 0.6918 (0.7082) loss_vfl_dn_0: 0.5031 (0.5017) loss_vfl_dn_1: 0.4496 (0.4497) loss_vfl_dn_2: 0.4301 (0.4349) loss_vfl_dn_3: 0.4215 (0.4248) loss_vfl_dn_4: 0.4201 (0.4211) loss_vfl_dn_5: 0.4208 (0.4206) loss_vfl_dn_pre: 0.5023 (0.5025) loss_vfl_enc_0: 0.7806 (0.7831) loss_vfl_pre: 0.8013 (0.7921) time: 0.7674 data: 0.0296 max mem: 9097 Epoch: [14] [1800/3696] eta: 0:24:19 lr: 0.000013 loss: 33.6662 (33.3677) loss_bbox: 0.1897 (0.1988) loss_bbox_aux_0: 0.1980 (0.2147) loss_bbox_aux_1: 0.1932 (0.2020) loss_bbox_aux_2: 0.1914 (0.1993) loss_bbox_aux_3: 0.1903 (0.1989) loss_bbox_aux_4: 0.1901 (0.1988) loss_bbox_dn_0: 0.2738 (0.2830) loss_bbox_dn_1: 0.2252 (0.2154) loss_bbox_dn_2: 0.2147 (0.2047) loss_bbox_dn_3: 0.2077 (0.2016) loss_bbox_dn_4: 0.2070 (0.2011) loss_bbox_dn_5: 0.2070 (0.2011) loss_bbox_dn_pre: 0.2792 (0.2880) loss_bbox_enc_0: 0.2574 (0.2606) loss_bbox_pre: 0.1970 (0.2150) loss_dfl: 0.9708 (0.9649) loss_fgl_aux_0: 1.0036 (1.0055) loss_fgl_aux_1: 0.9739 (0.9686) loss_fgl_aux_2: 0.9714 (0.9651) loss_fgl_aux_3: 0.9712 (0.9649) loss_fgl_aux_4: 0.9709 (0.9649) loss_fgl_dn_0: 1.0946 (1.1006) loss_fgl_dn_1: 1.0035 (0.9961) loss_fgl_dn_2: 0.9955 (0.9869) loss_fgl_dn_3: 0.9970 (0.9877) loss_fgl_dn_4: 0.9971 (0.9880) loss_fgl_dn_5: 0.9971 (0.9880) loss_giou: 0.6079 (0.5935) loss_giou_aux_0: 0.6330 (0.6220) loss_giou_aux_1: 0.6151 (0.5993) loss_giou_aux_2: 0.6083 (0.5943) loss_giou_aux_3: 0.6074 (0.5936) loss_giou_aux_4: 0.6078 (0.5936) loss_giou_dn_0: 0.6238 (0.6257) loss_giou_dn_1: 0.5203 (0.5141) loss_giou_dn_2: 0.5056 (0.4966) loss_giou_dn_3: 0.5016 (0.4923) loss_giou_dn_4: 0.5014 (0.4917) loss_giou_dn_5: 0.5013 (0.4917) loss_giou_dn_pre: 0.6263 (0.6243) loss_giou_enc_0: 0.7286 (0.7058) loss_giou_pre: 0.6323 (0.6200) loss_ddf_aux_0: 0.0687 (0.0684) loss_ddf_aux_1: 0.0091 (0.0089) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2740 (0.2685) loss_ddf_dn_1: 0.0341 (0.0340) loss_ddf_dn_2: 0.0059 (0.0064) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7014 (0.7070) loss_vfl_aux_0: 0.7659 (0.7883) loss_vfl_aux_1: 0.7556 (0.7639) loss_vfl_aux_2: 0.7239 (0.7411) loss_vfl_aux_3: 0.7093 (0.7187) loss_vfl_aux_4: 0.7000 (0.7081) loss_vfl_dn_0: 0.4969 (0.5016) loss_vfl_dn_1: 0.4446 (0.4497) loss_vfl_dn_2: 0.4290 (0.4348) loss_vfl_dn_3: 0.4177 (0.4247) loss_vfl_dn_4: 0.4158 (0.4210) loss_vfl_dn_5: 0.4147 (0.4205) loss_vfl_dn_pre: 0.4967 (0.5024) loss_vfl_enc_0: 0.7725 (0.7829) loss_vfl_pre: 0.7719 (0.7918) time: 0.7522 data: 0.0310 max mem: 9097 Epoch: [14] [1900/3696] eta: 0:23:00 lr: 0.000013 loss: 33.3597 (33.3696) loss_bbox: 0.1879 (0.1989) loss_bbox_aux_0: 0.2058 (0.2148) loss_bbox_aux_1: 0.1915 (0.2021) loss_bbox_aux_2: 0.1890 (0.1994) loss_bbox_aux_3: 0.1883 (0.1990) loss_bbox_aux_4: 0.1879 (0.1989) loss_bbox_dn_0: 0.2702 (0.2831) loss_bbox_dn_1: 0.2194 (0.2155) loss_bbox_dn_2: 0.2016 (0.2049) loss_bbox_dn_3: 0.1960 (0.2017) loss_bbox_dn_4: 0.1956 (0.2013) loss_bbox_dn_5: 0.1958 (0.2013) loss_bbox_dn_pre: 0.2788 (0.2881) loss_bbox_enc_0: 0.2579 (0.2607) loss_bbox_pre: 0.2073 (0.2151) loss_dfl: 0.9629 (0.9651) loss_fgl_aux_0: 1.0130 (1.0057) loss_fgl_aux_1: 0.9676 (0.9687) loss_fgl_aux_2: 0.9638 (0.9653) loss_fgl_aux_3: 0.9622 (0.9651) loss_fgl_aux_4: 0.9628 (0.9651) loss_fgl_dn_0: 1.1051 (1.1005) loss_fgl_dn_1: 0.9989 (0.9961) loss_fgl_dn_2: 0.9880 (0.9869) loss_fgl_dn_3: 0.9890 (0.9877) loss_fgl_dn_4: 0.9891 (0.9880) loss_fgl_dn_5: 0.9891 (0.9880) loss_giou: 0.5750 (0.5933) loss_giou_aux_0: 0.6054 (0.6218) loss_giou_aux_1: 0.5810 (0.5990) loss_giou_aux_2: 0.5751 (0.5940) loss_giou_aux_3: 0.5742 (0.5934) loss_giou_aux_4: 0.5747 (0.5933) loss_giou_dn_0: 0.6321 (0.6256) loss_giou_dn_1: 0.5143 (0.5140) loss_giou_dn_2: 0.4972 (0.4965) loss_giou_dn_3: 0.4918 (0.4922) loss_giou_dn_4: 0.4923 (0.4917) loss_giou_dn_5: 0.4924 (0.4916) loss_giou_dn_pre: 0.6293 (0.6242) loss_giou_enc_0: 0.6922 (0.7055) loss_giou_pre: 0.6037 (0.6197) loss_ddf_aux_0: 0.0738 (0.0684) loss_ddf_aux_1: 0.0084 (0.0089) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2722 (0.2684) loss_ddf_dn_1: 0.0324 (0.0340) loss_ddf_dn_2: 0.0049 (0.0063) loss_ddf_dn_3: 0.0004 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7174 (0.7072) loss_vfl_aux_0: 0.7947 (0.7885) loss_vfl_aux_1: 0.7902 (0.7640) loss_vfl_aux_2: 0.7583 (0.7412) loss_vfl_aux_3: 0.7230 (0.7189) loss_vfl_aux_4: 0.7268 (0.7084) loss_vfl_dn_0: 0.5025 (0.5017) loss_vfl_dn_1: 0.4502 (0.4497) loss_vfl_dn_2: 0.4316 (0.4349) loss_vfl_dn_3: 0.4241 (0.4247) loss_vfl_dn_4: 0.4203 (0.4211) loss_vfl_dn_5: 0.4202 (0.4205) loss_vfl_dn_pre: 0.5030 (0.5024) loss_vfl_enc_0: 0.7963 (0.7830) loss_vfl_pre: 0.7971 (0.7920) time: 0.7713 data: 0.0276 max mem: 9097 Epoch: [14] [2000/3696] eta: 0:21:43 lr: 0.000013 loss: 33.0311 (33.3720) loss_bbox: 0.1955 (0.1989) loss_bbox_aux_0: 0.2074 (0.2148) loss_bbox_aux_1: 0.1975 (0.2021) loss_bbox_aux_2: 0.1969 (0.1994) loss_bbox_aux_3: 0.1954 (0.1990) loss_bbox_aux_4: 0.1954 (0.1989) loss_bbox_dn_0: 0.2812 (0.2826) loss_bbox_dn_1: 0.2128 (0.2152) loss_bbox_dn_2: 0.2017 (0.2045) loss_bbox_dn_3: 0.1976 (0.2013) loss_bbox_dn_4: 0.1972 (0.2009) loss_bbox_dn_5: 0.1970 (0.2009) loss_bbox_dn_pre: 0.2895 (0.2876) loss_bbox_enc_0: 0.2521 (0.2606) loss_bbox_pre: 0.2091 (0.2151) loss_dfl: 0.9673 (0.9650) loss_fgl_aux_0: 1.0010 (1.0054) loss_fgl_aux_1: 0.9679 (0.9686) loss_fgl_aux_2: 0.9671 (0.9651) loss_fgl_aux_3: 0.9671 (0.9650) loss_fgl_aux_4: 0.9672 (0.9650) loss_fgl_dn_0: 1.1019 (1.1005) loss_fgl_dn_1: 0.9992 (0.9963) loss_fgl_dn_2: 0.9867 (0.9871) loss_fgl_dn_3: 0.9883 (0.9879) loss_fgl_dn_4: 0.9895 (0.9882) loss_fgl_dn_5: 0.9897 (0.9882) loss_giou: 0.5973 (0.5941) loss_giou_aux_0: 0.6224 (0.6225) loss_giou_aux_1: 0.6041 (0.5998) loss_giou_aux_2: 0.5978 (0.5948) loss_giou_aux_3: 0.5983 (0.5941) loss_giou_aux_4: 0.5974 (0.5941) loss_giou_dn_0: 0.6263 (0.6258) loss_giou_dn_1: 0.5174 (0.5143) loss_giou_dn_2: 0.4998 (0.4967) loss_giou_dn_3: 0.4948 (0.4925) loss_giou_dn_4: 0.4949 (0.4919) loss_giou_dn_5: 0.4949 (0.4919) loss_giou_dn_pre: 0.6242 (0.6244) loss_giou_enc_0: 0.7091 (0.7063) loss_giou_pre: 0.6208 (0.6205) loss_ddf_aux_0: 0.0628 (0.0683) loss_ddf_aux_1: 0.0084 (0.0089) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2732 (0.2682) loss_ddf_dn_1: 0.0380 (0.0341) loss_ddf_dn_2: 0.0070 (0.0064) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7009 (0.7070) loss_vfl_aux_0: 0.7870 (0.7883) loss_vfl_aux_1: 0.7582 (0.7640) loss_vfl_aux_2: 0.7220 (0.7410) loss_vfl_aux_3: 0.7097 (0.7189) loss_vfl_aux_4: 0.7129 (0.7082) loss_vfl_dn_0: 0.5013 (0.5016) loss_vfl_dn_1: 0.4489 (0.4496) loss_vfl_dn_2: 0.4327 (0.4348) loss_vfl_dn_3: 0.4216 (0.4246) loss_vfl_dn_4: 0.4186 (0.4210) loss_vfl_dn_5: 0.4176 (0.4204) loss_vfl_dn_pre: 0.5021 (0.5024) loss_vfl_enc_0: 0.7819 (0.7826) loss_vfl_pre: 0.7859 (0.7917) time: 0.7609 data: 0.0314 max mem: 9097 Epoch: [14] [2100/3696] eta: 0:20:25 lr: 0.000013 loss: 33.5160 (33.3796) loss_bbox: 0.1775 (0.1994) loss_bbox_aux_0: 0.1850 (0.2153) loss_bbox_aux_1: 0.1797 (0.2026) loss_bbox_aux_2: 0.1784 (0.1999) loss_bbox_aux_3: 0.1772 (0.1994) loss_bbox_aux_4: 0.1775 (0.1994) loss_bbox_dn_0: 0.2497 (0.2828) loss_bbox_dn_1: 0.1842 (0.2154) loss_bbox_dn_2: 0.1777 (0.2047) loss_bbox_dn_3: 0.1770 (0.2015) loss_bbox_dn_4: 0.1769 (0.2011) loss_bbox_dn_5: 0.1766 (0.2011) loss_bbox_dn_pre: 0.2521 (0.2878) loss_bbox_enc_0: 0.2281 (0.2612) loss_bbox_pre: 0.1848 (0.2156) loss_dfl: 0.9667 (0.9648) loss_fgl_aux_0: 1.0101 (1.0054) loss_fgl_aux_1: 0.9693 (0.9685) loss_fgl_aux_2: 0.9663 (0.9650) loss_fgl_aux_3: 0.9674 (0.9648) loss_fgl_aux_4: 0.9669 (0.9648) loss_fgl_dn_0: 1.0923 (1.1004) loss_fgl_dn_1: 0.9934 (0.9962) loss_fgl_dn_2: 0.9855 (0.9870) loss_fgl_dn_3: 0.9867 (0.9879) loss_fgl_dn_4: 0.9868 (0.9881) loss_fgl_dn_5: 0.9869 (0.9881) loss_giou: 0.6198 (0.5940) loss_giou_aux_0: 0.6486 (0.6224) loss_giou_aux_1: 0.6262 (0.5997) loss_giou_aux_2: 0.6186 (0.5947) loss_giou_aux_3: 0.6183 (0.5940) loss_giou_aux_4: 0.6194 (0.5940) loss_giou_dn_0: 0.6349 (0.6258) loss_giou_dn_1: 0.5238 (0.5143) loss_giou_dn_2: 0.5046 (0.4968) loss_giou_dn_3: 0.4997 (0.4925) loss_giou_dn_4: 0.4990 (0.4919) loss_giou_dn_5: 0.4989 (0.4919) loss_giou_dn_pre: 0.6340 (0.6245) loss_giou_enc_0: 0.7215 (0.7062) loss_giou_pre: 0.6470 (0.6203) loss_ddf_aux_0: 0.0636 (0.0683) loss_ddf_aux_1: 0.0080 (0.0088) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2652 (0.2681) loss_ddf_dn_1: 0.0321 (0.0341) loss_ddf_dn_2: 0.0056 (0.0064) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7066 (0.7075) loss_vfl_aux_0: 0.7792 (0.7888) loss_vfl_aux_1: 0.7601 (0.7645) loss_vfl_aux_2: 0.7501 (0.7413) loss_vfl_aux_3: 0.7205 (0.7194) loss_vfl_aux_4: 0.7079 (0.7087) loss_vfl_dn_0: 0.5035 (0.5016) loss_vfl_dn_1: 0.4557 (0.4497) loss_vfl_dn_2: 0.4371 (0.4348) loss_vfl_dn_3: 0.4272 (0.4247) loss_vfl_dn_4: 0.4225 (0.4210) loss_vfl_dn_5: 0.4209 (0.4205) loss_vfl_dn_pre: 0.5037 (0.5024) loss_vfl_enc_0: 0.7834 (0.7831) loss_vfl_pre: 0.7860 (0.7922) time: 0.7620 data: 0.0340 max mem: 9097 Epoch: [14] [2200/3696] eta: 0:19:08 lr: 0.000013 loss: 33.5043 (33.3763) loss_bbox: 0.1928 (0.1991) loss_bbox_aux_0: 0.2085 (0.2150) loss_bbox_aux_1: 0.1975 (0.2023) loss_bbox_aux_2: 0.1927 (0.1996) loss_bbox_aux_3: 0.1927 (0.1992) loss_bbox_aux_4: 0.1929 (0.1991) loss_bbox_dn_0: 0.2638 (0.2826) loss_bbox_dn_1: 0.2001 (0.2152) loss_bbox_dn_2: 0.1953 (0.2045) loss_bbox_dn_3: 0.1927 (0.2014) loss_bbox_dn_4: 0.1912 (0.2009) loss_bbox_dn_5: 0.1915 (0.2009) loss_bbox_dn_pre: 0.2718 (0.2876) loss_bbox_enc_0: 0.2508 (0.2608) loss_bbox_pre: 0.2076 (0.2153) loss_dfl: 0.9792 (0.9653) loss_fgl_aux_0: 1.0243 (1.0057) loss_fgl_aux_1: 0.9841 (0.9690) loss_fgl_aux_2: 0.9789 (0.9655) loss_fgl_aux_3: 0.9796 (0.9653) loss_fgl_aux_4: 0.9793 (0.9653) loss_fgl_dn_0: 1.1050 (1.1005) loss_fgl_dn_1: 1.0010 (0.9964) loss_fgl_dn_2: 0.9894 (0.9872) loss_fgl_dn_3: 0.9900 (0.9880) loss_fgl_dn_4: 0.9903 (0.9883) loss_fgl_dn_5: 0.9905 (0.9883) loss_giou: 0.5632 (0.5936) loss_giou_aux_0: 0.5928 (0.6220) loss_giou_aux_1: 0.5687 (0.5994) loss_giou_aux_2: 0.5622 (0.5944) loss_giou_aux_3: 0.5627 (0.5937) loss_giou_aux_4: 0.5630 (0.5937) loss_giou_dn_0: 0.6287 (0.6257) loss_giou_dn_1: 0.5028 (0.5142) loss_giou_dn_2: 0.4860 (0.4967) loss_giou_dn_3: 0.4843 (0.4924) loss_giou_dn_4: 0.4835 (0.4919) loss_giou_dn_5: 0.4838 (0.4918) loss_giou_dn_pre: 0.6259 (0.6243) loss_giou_enc_0: 0.6798 (0.7058) loss_giou_pre: 0.5870 (0.6200) loss_ddf_aux_0: 0.0634 (0.0682) loss_ddf_aux_1: 0.0087 (0.0088) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2571 (0.2679) loss_ddf_dn_1: 0.0332 (0.0340) loss_ddf_dn_2: 0.0069 (0.0064) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7259 (0.7076) loss_vfl_aux_0: 0.8130 (0.7888) loss_vfl_aux_1: 0.7823 (0.7645) loss_vfl_aux_2: 0.7538 (0.7414) loss_vfl_aux_3: 0.7310 (0.7194) loss_vfl_aux_4: 0.7172 (0.7087) loss_vfl_dn_0: 0.4997 (0.5017) loss_vfl_dn_1: 0.4500 (0.4497) loss_vfl_dn_2: 0.4395 (0.4348) loss_vfl_dn_3: 0.4272 (0.4247) loss_vfl_dn_4: 0.4249 (0.4211) loss_vfl_dn_5: 0.4236 (0.4205) loss_vfl_dn_pre: 0.4998 (0.5024) loss_vfl_enc_0: 0.7983 (0.7832) loss_vfl_pre: 0.8153 (0.7922) time: 0.7481 data: 0.0239 max mem: 9097 Epoch: [14] [2300/3696] eta: 0:17:51 lr: 0.000013 loss: 33.4636 (33.3776) loss_bbox: 0.1883 (0.1991) loss_bbox_aux_0: 0.2018 (0.2149) loss_bbox_aux_1: 0.1906 (0.2023) loss_bbox_aux_2: 0.1890 (0.1996) loss_bbox_aux_3: 0.1882 (0.1991) loss_bbox_aux_4: 0.1882 (0.1991) loss_bbox_dn_0: 0.2454 (0.2823) loss_bbox_dn_1: 0.1840 (0.2150) loss_bbox_dn_2: 0.1758 (0.2043) loss_bbox_dn_3: 0.1751 (0.2012) loss_bbox_dn_4: 0.1751 (0.2007) loss_bbox_dn_5: 0.1751 (0.2007) loss_bbox_dn_pre: 0.2499 (0.2874) loss_bbox_enc_0: 0.2427 (0.2607) loss_bbox_pre: 0.2010 (0.2152) loss_dfl: 0.9613 (0.9653) loss_fgl_aux_0: 0.9966 (1.0057) loss_fgl_aux_1: 0.9625 (0.9690) loss_fgl_aux_2: 0.9613 (0.9655) loss_fgl_aux_3: 0.9616 (0.9653) loss_fgl_aux_4: 0.9611 (0.9653) loss_fgl_dn_0: 1.0999 (1.1005) loss_fgl_dn_1: 1.0045 (0.9966) loss_fgl_dn_2: 0.9974 (0.9874) loss_fgl_dn_3: 0.9976 (0.9883) loss_fgl_dn_4: 0.9976 (0.9885) loss_fgl_dn_5: 0.9976 (0.9885) loss_giou: 0.6266 (0.5944) loss_giou_aux_0: 0.6511 (0.6228) loss_giou_aux_1: 0.6319 (0.6001) loss_giou_aux_2: 0.6277 (0.5951) loss_giou_aux_3: 0.6272 (0.5945) loss_giou_aux_4: 0.6266 (0.5944) loss_giou_dn_0: 0.6413 (0.6260) loss_giou_dn_1: 0.5173 (0.5144) loss_giou_dn_2: 0.5008 (0.4969) loss_giou_dn_3: 0.4993 (0.4927) loss_giou_dn_4: 0.4984 (0.4921) loss_giou_dn_5: 0.4988 (0.4921) loss_giou_dn_pre: 0.6384 (0.6246) loss_giou_enc_0: 0.7304 (0.7065) loss_giou_pre: 0.6484 (0.6207) loss_ddf_aux_0: 0.0633 (0.0682) loss_ddf_aux_1: 0.0079 (0.0088) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2355 (0.2675) loss_ddf_dn_1: 0.0291 (0.0340) loss_ddf_dn_2: 0.0053 (0.0063) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6747 (0.7070) loss_vfl_aux_0: 0.7314 (0.7880) loss_vfl_aux_1: 0.7191 (0.7638) loss_vfl_aux_2: 0.6929 (0.7409) loss_vfl_aux_3: 0.6813 (0.7189) loss_vfl_aux_4: 0.6743 (0.7082) loss_vfl_dn_0: 0.4956 (0.5015) loss_vfl_dn_1: 0.4468 (0.4496) loss_vfl_dn_2: 0.4349 (0.4348) loss_vfl_dn_3: 0.4229 (0.4247) loss_vfl_dn_4: 0.4194 (0.4211) loss_vfl_dn_5: 0.4190 (0.4205) loss_vfl_dn_pre: 0.4959 (0.5023) loss_vfl_enc_0: 0.7364 (0.7826) loss_vfl_pre: 0.7341 (0.7913) time: 0.7625 data: 0.0322 max mem: 9097 Epoch: [14] [2400/3696] eta: 0:16:34 lr: 0.000013 loss: 33.3657 (33.3733) loss_bbox: 0.1987 (0.1989) loss_bbox_aux_0: 0.2104 (0.2148) loss_bbox_aux_1: 0.2015 (0.2021) loss_bbox_aux_2: 0.2004 (0.1994) loss_bbox_aux_3: 0.1985 (0.1990) loss_bbox_aux_4: 0.1986 (0.1989) loss_bbox_dn_0: 0.2706 (0.2822) loss_bbox_dn_1: 0.2084 (0.2149) loss_bbox_dn_2: 0.1965 (0.2042) loss_bbox_dn_3: 0.1896 (0.2011) loss_bbox_dn_4: 0.1906 (0.2007) loss_bbox_dn_5: 0.1905 (0.2006) loss_bbox_dn_pre: 0.2745 (0.2872) loss_bbox_enc_0: 0.2582 (0.2605) loss_bbox_pre: 0.2126 (0.2150) loss_dfl: 0.9693 (0.9653) loss_fgl_aux_0: 1.0029 (1.0057) loss_fgl_aux_1: 0.9692 (0.9690) loss_fgl_aux_2: 0.9686 (0.9655) loss_fgl_aux_3: 0.9694 (0.9654) loss_fgl_aux_4: 0.9695 (0.9653) loss_fgl_dn_0: 1.0919 (1.1005) loss_fgl_dn_1: 0.9920 (0.9966) loss_fgl_dn_2: 0.9838 (0.9874) loss_fgl_dn_3: 0.9834 (0.9883) loss_fgl_dn_4: 0.9832 (0.9885) loss_fgl_dn_5: 0.9832 (0.9885) loss_giou: 0.5837 (0.5943) loss_giou_aux_0: 0.6126 (0.6228) loss_giou_aux_1: 0.5929 (0.6001) loss_giou_aux_2: 0.5852 (0.5951) loss_giou_aux_3: 0.5834 (0.5944) loss_giou_aux_4: 0.5840 (0.5944) loss_giou_dn_0: 0.6319 (0.6259) loss_giou_dn_1: 0.5238 (0.5144) loss_giou_dn_2: 0.5052 (0.4970) loss_giou_dn_3: 0.4998 (0.4927) loss_giou_dn_4: 0.4994 (0.4921) loss_giou_dn_5: 0.4994 (0.4921) loss_giou_dn_pre: 0.6298 (0.6246) loss_giou_enc_0: 0.7021 (0.7065) loss_giou_pre: 0.6111 (0.6207) loss_ddf_aux_0: 0.0624 (0.0681) loss_ddf_aux_1: 0.0077 (0.0088) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2552 (0.2674) loss_ddf_dn_1: 0.0311 (0.0339) loss_ddf_dn_2: 0.0055 (0.0063) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7031 (0.7070) loss_vfl_aux_0: 0.7896 (0.7878) loss_vfl_aux_1: 0.7543 (0.7636) loss_vfl_aux_2: 0.7338 (0.7408) loss_vfl_aux_3: 0.7166 (0.7188) loss_vfl_aux_4: 0.7010 (0.7081) loss_vfl_dn_0: 0.4962 (0.5016) loss_vfl_dn_1: 0.4499 (0.4496) loss_vfl_dn_2: 0.4311 (0.4348) loss_vfl_dn_3: 0.4196 (0.4247) loss_vfl_dn_4: 0.4169 (0.4210) loss_vfl_dn_5: 0.4156 (0.4205) loss_vfl_dn_pre: 0.4977 (0.5023) loss_vfl_enc_0: 0.7711 (0.7823) loss_vfl_pre: 0.7861 (0.7910) time: 0.7495 data: 0.0287 max mem: 9097 Epoch: [14] [2500/3696] eta: 0:15:18 lr: 0.000013 loss: 33.8341 (33.3720) loss_bbox: 0.1898 (0.1988) loss_bbox_aux_0: 0.2032 (0.2146) loss_bbox_aux_1: 0.1909 (0.2020) loss_bbox_aux_2: 0.1894 (0.1993) loss_bbox_aux_3: 0.1896 (0.1988) loss_bbox_aux_4: 0.1898 (0.1988) loss_bbox_dn_0: 0.2685 (0.2820) loss_bbox_dn_1: 0.1998 (0.2148) loss_bbox_dn_2: 0.1907 (0.2042) loss_bbox_dn_3: 0.1903 (0.2011) loss_bbox_dn_4: 0.1905 (0.2006) loss_bbox_dn_5: 0.1905 (0.2006) loss_bbox_dn_pre: 0.2739 (0.2870) loss_bbox_enc_0: 0.2444 (0.2603) loss_bbox_pre: 0.2033 (0.2149) loss_dfl: 0.9879 (0.9655) loss_fgl_aux_0: 1.0149 (1.0058) loss_fgl_aux_1: 0.9902 (0.9691) loss_fgl_aux_2: 0.9869 (0.9656) loss_fgl_aux_3: 0.9872 (0.9655) loss_fgl_aux_4: 0.9876 (0.9655) loss_fgl_dn_0: 1.1025 (1.1005) loss_fgl_dn_1: 1.0008 (0.9967) loss_fgl_dn_2: 0.9905 (0.9875) loss_fgl_dn_3: 0.9923 (0.9884) loss_fgl_dn_4: 0.9928 (0.9886) loss_fgl_dn_5: 0.9928 (0.9886) loss_giou: 0.5962 (0.5942) loss_giou_aux_0: 0.6137 (0.6227) loss_giou_aux_1: 0.5981 (0.6000) loss_giou_aux_2: 0.5971 (0.5950) loss_giou_aux_3: 0.5976 (0.5943) loss_giou_aux_4: 0.5969 (0.5942) loss_giou_dn_0: 0.6250 (0.6259) loss_giou_dn_1: 0.5136 (0.5144) loss_giou_dn_2: 0.4994 (0.4970) loss_giou_dn_3: 0.4952 (0.4927) loss_giou_dn_4: 0.4943 (0.4921) loss_giou_dn_5: 0.4945 (0.4921) loss_giou_dn_pre: 0.6210 (0.6246) loss_giou_enc_0: 0.7003 (0.7065) loss_giou_pre: 0.6113 (0.6206) loss_ddf_aux_0: 0.0636 (0.0680) loss_ddf_aux_1: 0.0077 (0.0088) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2586 (0.2673) loss_ddf_dn_1: 0.0318 (0.0339) loss_ddf_dn_2: 0.0062 (0.0063) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7113 (0.7070) loss_vfl_aux_0: 0.7882 (0.7875) loss_vfl_aux_1: 0.7821 (0.7636) loss_vfl_aux_2: 0.7510 (0.7408) loss_vfl_aux_3: 0.7332 (0.7188) loss_vfl_aux_4: 0.7111 (0.7081) loss_vfl_dn_0: 0.5001 (0.5016) loss_vfl_dn_1: 0.4570 (0.4496) loss_vfl_dn_2: 0.4391 (0.4348) loss_vfl_dn_3: 0.4304 (0.4247) loss_vfl_dn_4: 0.4273 (0.4211) loss_vfl_dn_5: 0.4305 (0.4206) loss_vfl_dn_pre: 0.5017 (0.5023) loss_vfl_enc_0: 0.8086 (0.7824) loss_vfl_pre: 0.8016 (0.7908) time: 0.7899 data: 0.0250 max mem: 9097 Epoch: [14] [2600/3696] eta: 0:14:00 lr: 0.000013 loss: 33.4123 (33.3729) loss_bbox: 0.1922 (0.1989) loss_bbox_aux_0: 0.2095 (0.2148) loss_bbox_aux_1: 0.1985 (0.2021) loss_bbox_aux_2: 0.1933 (0.1994) loss_bbox_aux_3: 0.1925 (0.1989) loss_bbox_aux_4: 0.1924 (0.1989) loss_bbox_dn_0: 0.2522 (0.2818) loss_bbox_dn_1: 0.1972 (0.2147) loss_bbox_dn_2: 0.1892 (0.2040) loss_bbox_dn_3: 0.1863 (0.2009) loss_bbox_dn_4: 0.1857 (0.2005) loss_bbox_dn_5: 0.1857 (0.2004) loss_bbox_dn_pre: 0.2572 (0.2868) loss_bbox_enc_0: 0.2512 (0.2604) loss_bbox_pre: 0.2095 (0.2150) loss_dfl: 0.9583 (0.9656) loss_fgl_aux_0: 0.9935 (1.0060) loss_fgl_aux_1: 0.9664 (0.9692) loss_fgl_aux_2: 0.9596 (0.9658) loss_fgl_aux_3: 0.9584 (0.9656) loss_fgl_aux_4: 0.9584 (0.9656) loss_fgl_dn_0: 1.0977 (1.1005) loss_fgl_dn_1: 1.0002 (0.9967) loss_fgl_dn_2: 0.9925 (0.9876) loss_fgl_dn_3: 0.9928 (0.9884) loss_fgl_dn_4: 0.9933 (0.9887) loss_fgl_dn_5: 0.9933 (0.9887) loss_giou: 0.5708 (0.5942) loss_giou_aux_0: 0.6170 (0.6226) loss_giou_aux_1: 0.5759 (0.5999) loss_giou_aux_2: 0.5696 (0.5949) loss_giou_aux_3: 0.5693 (0.5942) loss_giou_aux_4: 0.5705 (0.5942) loss_giou_dn_0: 0.6167 (0.6258) loss_giou_dn_1: 0.5024 (0.5144) loss_giou_dn_2: 0.4853 (0.4969) loss_giou_dn_3: 0.4795 (0.4927) loss_giou_dn_4: 0.4788 (0.4921) loss_giou_dn_5: 0.4789 (0.4921) loss_giou_dn_pre: 0.6157 (0.6245) loss_giou_enc_0: 0.7070 (0.7065) loss_giou_pre: 0.6145 (0.6206) loss_ddf_aux_0: 0.0633 (0.0680) loss_ddf_aux_1: 0.0080 (0.0088) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2613 (0.2671) loss_ddf_dn_1: 0.0336 (0.0339) loss_ddf_dn_2: 0.0069 (0.0063) loss_ddf_dn_3: 0.0008 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7036 (0.7071) loss_vfl_aux_0: 0.8149 (0.7878) loss_vfl_aux_1: 0.7744 (0.7637) loss_vfl_aux_2: 0.7419 (0.7410) loss_vfl_aux_3: 0.7260 (0.7190) loss_vfl_aux_4: 0.7012 (0.7083) loss_vfl_dn_0: 0.5045 (0.5016) loss_vfl_dn_1: 0.4451 (0.4496) loss_vfl_dn_2: 0.4357 (0.4349) loss_vfl_dn_3: 0.4238 (0.4247) loss_vfl_dn_4: 0.4214 (0.4212) loss_vfl_dn_5: 0.4225 (0.4206) loss_vfl_dn_pre: 0.5066 (0.5023) loss_vfl_enc_0: 0.7805 (0.7825) loss_vfl_pre: 0.8127 (0.7910) time: 0.7288 data: 0.0267 max mem: 9097 Epoch: [14] [2700/3696] eta: 0:12:44 lr: 0.000013 loss: 32.8841 (33.3640) loss_bbox: 0.1767 (0.1986) loss_bbox_aux_0: 0.1885 (0.2145) loss_bbox_aux_1: 0.1812 (0.2018) loss_bbox_aux_2: 0.1796 (0.1991) loss_bbox_aux_3: 0.1778 (0.1987) loss_bbox_aux_4: 0.1770 (0.1986) loss_bbox_dn_0: 0.2433 (0.2813) loss_bbox_dn_1: 0.1767 (0.2143) loss_bbox_dn_2: 0.1655 (0.2036) loss_bbox_dn_3: 0.1647 (0.2005) loss_bbox_dn_4: 0.1650 (0.2001) loss_bbox_dn_5: 0.1651 (0.2001) loss_bbox_dn_pre: 0.2504 (0.2863) loss_bbox_enc_0: 0.2361 (0.2601) loss_bbox_pre: 0.1895 (0.2147) loss_dfl: 0.9737 (0.9655) loss_fgl_aux_0: 1.0043 (1.0058) loss_fgl_aux_1: 0.9727 (0.9692) loss_fgl_aux_2: 0.9745 (0.9657) loss_fgl_aux_3: 0.9739 (0.9656) loss_fgl_aux_4: 0.9738 (0.9655) loss_fgl_dn_0: 1.0918 (1.1005) loss_fgl_dn_1: 1.0061 (0.9967) loss_fgl_dn_2: 0.9992 (0.9876) loss_fgl_dn_3: 0.9970 (0.9884) loss_fgl_dn_4: 0.9970 (0.9887) loss_fgl_dn_5: 0.9970 (0.9887) loss_giou: 0.5807 (0.5943) loss_giou_aux_0: 0.6126 (0.6227) loss_giou_aux_1: 0.5908 (0.6000) loss_giou_aux_2: 0.5815 (0.5950) loss_giou_aux_3: 0.5800 (0.5944) loss_giou_aux_4: 0.5805 (0.5943) loss_giou_dn_0: 0.6175 (0.6256) loss_giou_dn_1: 0.5023 (0.5143) loss_giou_dn_2: 0.4858 (0.4969) loss_giou_dn_3: 0.4834 (0.4926) loss_giou_dn_4: 0.4831 (0.4920) loss_giou_dn_5: 0.4830 (0.4920) loss_giou_dn_pre: 0.6181 (0.6242) loss_giou_enc_0: 0.7131 (0.7067) loss_giou_pre: 0.6109 (0.6207) loss_ddf_aux_0: 0.0619 (0.0678) loss_ddf_aux_1: 0.0078 (0.0087) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2531 (0.2669) loss_ddf_dn_1: 0.0299 (0.0338) loss_ddf_dn_2: 0.0053 (0.0063) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6871 (0.7068) loss_vfl_aux_0: 0.7686 (0.7873) loss_vfl_aux_1: 0.7485 (0.7635) loss_vfl_aux_2: 0.7252 (0.7407) loss_vfl_aux_3: 0.7032 (0.7186) loss_vfl_aux_4: 0.6921 (0.7079) loss_vfl_dn_0: 0.4960 (0.5015) loss_vfl_dn_1: 0.4424 (0.4496) loss_vfl_dn_2: 0.4323 (0.4348) loss_vfl_dn_3: 0.4195 (0.4247) loss_vfl_dn_4: 0.4173 (0.4211) loss_vfl_dn_5: 0.4164 (0.4206) loss_vfl_dn_pre: 0.4946 (0.5023) loss_vfl_enc_0: 0.7682 (0.7821) loss_vfl_pre: 0.7682 (0.7905) time: 0.9170 data: 0.0214 max mem: 9097 Epoch: [14] [2800/3696] eta: 0:11:29 lr: 0.000013 loss: 33.2137 (33.3590) loss_bbox: 0.1903 (0.1985) loss_bbox_aux_0: 0.2074 (0.2144) loss_bbox_aux_1: 0.1934 (0.2017) loss_bbox_aux_2: 0.1926 (0.1991) loss_bbox_aux_3: 0.1904 (0.1986) loss_bbox_aux_4: 0.1901 (0.1986) loss_bbox_dn_0: 0.2569 (0.2814) loss_bbox_dn_1: 0.2026 (0.2144) loss_bbox_dn_2: 0.1977 (0.2038) loss_bbox_dn_3: 0.1959 (0.2007) loss_bbox_dn_4: 0.1944 (0.2002) loss_bbox_dn_5: 0.1943 (0.2002) loss_bbox_dn_pre: 0.2580 (0.2864) loss_bbox_enc_0: 0.2532 (0.2601) loss_bbox_pre: 0.2077 (0.2147) loss_dfl: 0.9747 (0.9656) loss_fgl_aux_0: 1.0221 (1.0058) loss_fgl_aux_1: 0.9785 (0.9692) loss_fgl_aux_2: 0.9760 (0.9658) loss_fgl_aux_3: 0.9760 (0.9656) loss_fgl_aux_4: 0.9755 (0.9656) loss_fgl_dn_0: 1.1064 (1.1004) loss_fgl_dn_1: 1.0146 (0.9967) loss_fgl_dn_2: 1.0032 (0.9876) loss_fgl_dn_3: 1.0033 (0.9884) loss_fgl_dn_4: 1.0039 (0.9887) loss_fgl_dn_5: 1.0040 (0.9887) loss_giou: 0.5547 (0.5939) loss_giou_aux_0: 0.5854 (0.6223) loss_giou_aux_1: 0.5618 (0.5996) loss_giou_aux_2: 0.5570 (0.5946) loss_giou_aux_3: 0.5561 (0.5939) loss_giou_aux_4: 0.5553 (0.5939) loss_giou_dn_0: 0.6142 (0.6252) loss_giou_dn_1: 0.5068 (0.5140) loss_giou_dn_2: 0.4928 (0.4966) loss_giou_dn_3: 0.4870 (0.4923) loss_giou_dn_4: 0.4864 (0.4918) loss_giou_dn_5: 0.4860 (0.4917) loss_giou_dn_pre: 0.6117 (0.6239) loss_giou_enc_0: 0.6613 (0.7063) loss_giou_pre: 0.5867 (0.6202) loss_ddf_aux_0: 0.0582 (0.0676) loss_ddf_aux_1: 0.0081 (0.0087) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2510 (0.2665) loss_ddf_dn_1: 0.0336 (0.0337) loss_ddf_dn_2: 0.0066 (0.0063) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6769 (0.7069) loss_vfl_aux_0: 0.7723 (0.7873) loss_vfl_aux_1: 0.7371 (0.7634) loss_vfl_aux_2: 0.7260 (0.7407) loss_vfl_aux_3: 0.6877 (0.7187) loss_vfl_aux_4: 0.6791 (0.7080) loss_vfl_dn_0: 0.5040 (0.5016) loss_vfl_dn_1: 0.4516 (0.4496) loss_vfl_dn_2: 0.4360 (0.4348) loss_vfl_dn_3: 0.4259 (0.4247) loss_vfl_dn_4: 0.4229 (0.4211) loss_vfl_dn_5: 0.4217 (0.4206) loss_vfl_dn_pre: 0.5054 (0.5024) loss_vfl_enc_0: 0.7836 (0.7821) loss_vfl_pre: 0.7764 (0.7906) time: 0.7144 data: 0.0294 max mem: 9097 Epoch: [14] [2900/3696] eta: 0:10:13 lr: 0.000013 loss: 33.5660 (33.3617) loss_bbox: 0.2015 (0.1986) loss_bbox_aux_0: 0.2137 (0.2146) loss_bbox_aux_1: 0.2048 (0.2018) loss_bbox_aux_2: 0.2026 (0.1992) loss_bbox_aux_3: 0.2013 (0.1987) loss_bbox_aux_4: 0.2015 (0.1986) loss_bbox_dn_0: 0.2861 (0.2816) loss_bbox_dn_1: 0.2132 (0.2145) loss_bbox_dn_2: 0.2086 (0.2038) loss_bbox_dn_3: 0.2059 (0.2007) loss_bbox_dn_4: 0.2075 (0.2003) loss_bbox_dn_5: 0.2075 (0.2003) loss_bbox_dn_pre: 0.2892 (0.2866) loss_bbox_enc_0: 0.2643 (0.2603) loss_bbox_pre: 0.2151 (0.2148) loss_dfl: 0.9503 (0.9653) loss_fgl_aux_0: 1.0022 (1.0057) loss_fgl_aux_1: 0.9583 (0.9690) loss_fgl_aux_2: 0.9503 (0.9655) loss_fgl_aux_3: 0.9506 (0.9654) loss_fgl_aux_4: 0.9501 (0.9654) loss_fgl_dn_0: 1.0954 (1.1004) loss_fgl_dn_1: 0.9956 (0.9966) loss_fgl_dn_2: 0.9830 (0.9875) loss_fgl_dn_3: 0.9827 (0.9883) loss_fgl_dn_4: 0.9829 (0.9886) loss_fgl_dn_5: 0.9828 (0.9886) loss_giou: 0.5814 (0.5940) loss_giou_aux_0: 0.6085 (0.6224) loss_giou_aux_1: 0.5887 (0.5997) loss_giou_aux_2: 0.5821 (0.5947) loss_giou_aux_3: 0.5817 (0.5941) loss_giou_aux_4: 0.5814 (0.5940) loss_giou_dn_0: 0.6249 (0.6252) loss_giou_dn_1: 0.5203 (0.5140) loss_giou_dn_2: 0.5121 (0.4966) loss_giou_dn_3: 0.5099 (0.4923) loss_giou_dn_4: 0.5097 (0.4917) loss_giou_dn_5: 0.5097 (0.4917) loss_giou_dn_pre: 0.6232 (0.6239) loss_giou_enc_0: 0.7010 (0.7064) loss_giou_pre: 0.6102 (0.6204) loss_ddf_aux_0: 0.0605 (0.0676) loss_ddf_aux_1: 0.0083 (0.0087) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2599 (0.2667) loss_ddf_dn_1: 0.0340 (0.0338) loss_ddf_dn_2: 0.0066 (0.0063) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6593 (0.7068) loss_vfl_aux_0: 0.7773 (0.7878) loss_vfl_aux_1: 0.7402 (0.7636) loss_vfl_aux_2: 0.6936 (0.7407) loss_vfl_aux_3: 0.6744 (0.7187) loss_vfl_aux_4: 0.6652 (0.7080) loss_vfl_dn_0: 0.4973 (0.5016) loss_vfl_dn_1: 0.4495 (0.4497) loss_vfl_dn_2: 0.4324 (0.4349) loss_vfl_dn_3: 0.4201 (0.4247) loss_vfl_dn_4: 0.4175 (0.4211) loss_vfl_dn_5: 0.4173 (0.4206) loss_vfl_dn_pre: 0.4974 (0.5024) loss_vfl_enc_0: 0.7660 (0.7822) loss_vfl_pre: 0.7811 (0.7911) time: 0.9086 data: 0.0247 max mem: 9097 Epoch: [14] [3000/3696] eta: 0:08:55 lr: 0.000013 loss: 33.2730 (33.3617) loss_bbox: 0.1884 (0.1986) loss_bbox_aux_0: 0.2099 (0.2146) loss_bbox_aux_1: 0.1943 (0.2019) loss_bbox_aux_2: 0.1916 (0.1992) loss_bbox_aux_3: 0.1891 (0.1987) loss_bbox_aux_4: 0.1885 (0.1987) loss_bbox_dn_0: 0.2665 (0.2814) loss_bbox_dn_1: 0.2001 (0.2143) loss_bbox_dn_2: 0.1914 (0.2036) loss_bbox_dn_3: 0.1908 (0.2006) loss_bbox_dn_4: 0.1922 (0.2001) loss_bbox_dn_5: 0.1922 (0.2001) loss_bbox_dn_pre: 0.2856 (0.2864) loss_bbox_enc_0: 0.2615 (0.2603) loss_bbox_pre: 0.2090 (0.2149) loss_dfl: 0.9774 (0.9652) loss_fgl_aux_0: 1.0214 (1.0055) loss_fgl_aux_1: 0.9808 (0.9689) loss_fgl_aux_2: 0.9758 (0.9654) loss_fgl_aux_3: 0.9768 (0.9652) loss_fgl_aux_4: 0.9773 (0.9652) loss_fgl_dn_0: 1.1041 (1.1003) loss_fgl_dn_1: 1.0037 (0.9967) loss_fgl_dn_2: 0.9961 (0.9875) loss_fgl_dn_3: 0.9955 (0.9884) loss_fgl_dn_4: 0.9957 (0.9886) loss_fgl_dn_5: 0.9954 (0.9886) loss_giou: 0.5855 (0.5944) loss_giou_aux_0: 0.6074 (0.6229) loss_giou_aux_1: 0.5855 (0.6002) loss_giou_aux_2: 0.5853 (0.5952) loss_giou_aux_3: 0.5854 (0.5945) loss_giou_aux_4: 0.5855 (0.5945) loss_giou_dn_0: 0.6148 (0.6255) loss_giou_dn_1: 0.5025 (0.5142) loss_giou_dn_2: 0.4798 (0.4968) loss_giou_dn_3: 0.4751 (0.4925) loss_giou_dn_4: 0.4735 (0.4919) loss_giou_dn_5: 0.4733 (0.4919) loss_giou_dn_pre: 0.6118 (0.6241) loss_giou_enc_0: 0.7032 (0.7069) loss_giou_pre: 0.6033 (0.6209) loss_ddf_aux_0: 0.0667 (0.0675) loss_ddf_aux_1: 0.0095 (0.0087) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2548 (0.2666) loss_ddf_dn_1: 0.0321 (0.0338) loss_ddf_dn_2: 0.0058 (0.0063) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7059 (0.7066) loss_vfl_aux_0: 0.8055 (0.7876) loss_vfl_aux_1: 0.7728 (0.7634) loss_vfl_aux_2: 0.7482 (0.7403) loss_vfl_aux_3: 0.7155 (0.7184) loss_vfl_aux_4: 0.7027 (0.7077) loss_vfl_dn_0: 0.5040 (0.5016) loss_vfl_dn_1: 0.4451 (0.4496) loss_vfl_dn_2: 0.4272 (0.4348) loss_vfl_dn_3: 0.4206 (0.4247) loss_vfl_dn_4: 0.4170 (0.4211) loss_vfl_dn_5: 0.4171 (0.4206) loss_vfl_dn_pre: 0.5034 (0.5023) loss_vfl_enc_0: 0.7777 (0.7817) loss_vfl_pre: 0.8076 (0.7908) time: 0.7146 data: 0.0225 max mem: 9097 Epoch: [14] [3100/3696] eta: 0:07:38 lr: 0.000013 loss: 33.3446 (33.3644) loss_bbox: 0.1914 (0.1989) loss_bbox_aux_0: 0.2014 (0.2149) loss_bbox_aux_1: 0.1951 (0.2021) loss_bbox_aux_2: 0.1924 (0.1994) loss_bbox_aux_3: 0.1916 (0.1990) loss_bbox_aux_4: 0.1915 (0.1989) loss_bbox_dn_0: 0.2415 (0.2815) loss_bbox_dn_1: 0.1840 (0.2144) loss_bbox_dn_2: 0.1789 (0.2038) loss_bbox_dn_3: 0.1723 (0.2007) loss_bbox_dn_4: 0.1706 (0.2003) loss_bbox_dn_5: 0.1705 (0.2002) loss_bbox_dn_pre: 0.2428 (0.2865) loss_bbox_enc_0: 0.2577 (0.2606) loss_bbox_pre: 0.2021 (0.2151) loss_dfl: 0.9536 (0.9652) loss_fgl_aux_0: 1.0018 (1.0056) loss_fgl_aux_1: 0.9569 (0.9689) loss_fgl_aux_2: 0.9532 (0.9654) loss_fgl_aux_3: 0.9533 (0.9652) loss_fgl_aux_4: 0.9530 (0.9652) loss_fgl_dn_0: 1.0964 (1.1003) loss_fgl_dn_1: 1.0038 (0.9967) loss_fgl_dn_2: 0.9942 (0.9876) loss_fgl_dn_3: 0.9956 (0.9884) loss_fgl_dn_4: 0.9956 (0.9886) loss_fgl_dn_5: 0.9955 (0.9887) loss_giou: 0.6068 (0.5944) loss_giou_aux_0: 0.6393 (0.6228) loss_giou_aux_1: 0.6167 (0.6001) loss_giou_aux_2: 0.6069 (0.5951) loss_giou_aux_3: 0.6052 (0.5945) loss_giou_aux_4: 0.6068 (0.5944) loss_giou_dn_0: 0.6242 (0.6255) loss_giou_dn_1: 0.5155 (0.5142) loss_giou_dn_2: 0.5012 (0.4968) loss_giou_dn_3: 0.4991 (0.4925) loss_giou_dn_4: 0.4991 (0.4919) loss_giou_dn_5: 0.4990 (0.4919) loss_giou_dn_pre: 0.6226 (0.6241) loss_giou_enc_0: 0.7201 (0.7069) loss_giou_pre: 0.6375 (0.6208) loss_ddf_aux_0: 0.0642 (0.0677) loss_ddf_aux_1: 0.0083 (0.0087) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2445 (0.2664) loss_ddf_dn_1: 0.0298 (0.0337) loss_ddf_dn_2: 0.0057 (0.0063) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7056 (0.7066) loss_vfl_aux_0: 0.7865 (0.7877) loss_vfl_aux_1: 0.7640 (0.7634) loss_vfl_aux_2: 0.7213 (0.7404) loss_vfl_aux_3: 0.7153 (0.7184) loss_vfl_aux_4: 0.7065 (0.7077) loss_vfl_dn_0: 0.4976 (0.5016) loss_vfl_dn_1: 0.4492 (0.4496) loss_vfl_dn_2: 0.4333 (0.4348) loss_vfl_dn_3: 0.4246 (0.4247) loss_vfl_dn_4: 0.4234 (0.4211) loss_vfl_dn_5: 0.4250 (0.4206) loss_vfl_dn_pre: 0.4979 (0.5023) loss_vfl_enc_0: 0.7679 (0.7817) loss_vfl_pre: 0.7899 (0.7909) time: 0.7596 data: 0.0378 max mem: 9097 Epoch: [14] [3200/3696] eta: 0:06:21 lr: 0.000013 loss: 33.9363 (33.3644) loss_bbox: 0.1969 (0.1988) loss_bbox_aux_0: 0.2156 (0.2147) loss_bbox_aux_1: 0.1995 (0.2020) loss_bbox_aux_2: 0.1971 (0.1993) loss_bbox_aux_3: 0.1970 (0.1989) loss_bbox_aux_4: 0.1969 (0.1988) loss_bbox_dn_0: 0.2565 (0.2811) loss_bbox_dn_1: 0.1906 (0.2141) loss_bbox_dn_2: 0.1850 (0.2035) loss_bbox_dn_3: 0.1796 (0.2004) loss_bbox_dn_4: 0.1802 (0.1999) loss_bbox_dn_5: 0.1802 (0.1999) loss_bbox_dn_pre: 0.2603 (0.2861) loss_bbox_enc_0: 0.2570 (0.2604) loss_bbox_pre: 0.2157 (0.2150) loss_dfl: 0.9630 (0.9651) loss_fgl_aux_0: 1.0057 (1.0055) loss_fgl_aux_1: 0.9659 (0.9688) loss_fgl_aux_2: 0.9625 (0.9654) loss_fgl_aux_3: 0.9632 (0.9652) loss_fgl_aux_4: 0.9632 (0.9652) loss_fgl_dn_0: 1.0949 (1.1002) loss_fgl_dn_1: 0.9995 (0.9967) loss_fgl_dn_2: 0.9929 (0.9876) loss_fgl_dn_3: 0.9929 (0.9884) loss_fgl_dn_4: 0.9928 (0.9887) loss_fgl_dn_5: 0.9929 (0.9887) loss_giou: 0.6125 (0.5949) loss_giou_aux_0: 0.6516 (0.6233) loss_giou_aux_1: 0.6217 (0.6006) loss_giou_aux_2: 0.6134 (0.5956) loss_giou_aux_3: 0.6110 (0.5949) loss_giou_aux_4: 0.6117 (0.5949) loss_giou_dn_0: 0.6424 (0.6257) loss_giou_dn_1: 0.5229 (0.5144) loss_giou_dn_2: 0.5109 (0.4970) loss_giou_dn_3: 0.5081 (0.4927) loss_giou_dn_4: 0.5083 (0.4922) loss_giou_dn_5: 0.5083 (0.4921) loss_giou_dn_pre: 0.6392 (0.6244) loss_giou_enc_0: 0.7292 (0.7072) loss_giou_pre: 0.6500 (0.6213) loss_ddf_aux_0: 0.0623 (0.0677) loss_ddf_aux_1: 0.0079 (0.0087) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2432 (0.2663) loss_ddf_dn_1: 0.0289 (0.0336) loss_ddf_dn_2: 0.0054 (0.0063) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7175 (0.7065) loss_vfl_aux_0: 0.7938 (0.7875) loss_vfl_aux_1: 0.7620 (0.7632) loss_vfl_aux_2: 0.7402 (0.7402) loss_vfl_aux_3: 0.7255 (0.7183) loss_vfl_aux_4: 0.7186 (0.7076) loss_vfl_dn_0: 0.5039 (0.5015) loss_vfl_dn_1: 0.4533 (0.4495) loss_vfl_dn_2: 0.4356 (0.4348) loss_vfl_dn_3: 0.4271 (0.4247) loss_vfl_dn_4: 0.4232 (0.4211) loss_vfl_dn_5: 0.4240 (0.4206) loss_vfl_dn_pre: 0.5044 (0.5023) loss_vfl_enc_0: 0.7651 (0.7812) loss_vfl_pre: 0.7924 (0.7907) time: 0.7618 data: 0.0261 max mem: 9097 Epoch: [14] [3300/3696] eta: 0:05:04 lr: 0.000013 loss: 33.7062 (33.3683) loss_bbox: 0.1997 (0.1989) loss_bbox_aux_0: 0.2141 (0.2148) loss_bbox_aux_1: 0.2041 (0.2021) loss_bbox_aux_2: 0.2007 (0.1994) loss_bbox_aux_3: 0.1996 (0.1990) loss_bbox_aux_4: 0.1998 (0.1989) loss_bbox_dn_0: 0.2544 (0.2811) loss_bbox_dn_1: 0.1968 (0.2141) loss_bbox_dn_2: 0.1880 (0.2035) loss_bbox_dn_3: 0.1886 (0.2005) loss_bbox_dn_4: 0.1891 (0.2000) loss_bbox_dn_5: 0.1892 (0.2000) loss_bbox_dn_pre: 0.2595 (0.2861) loss_bbox_enc_0: 0.2566 (0.2603) loss_bbox_pre: 0.2171 (0.2151) loss_dfl: 0.9811 (0.9653) loss_fgl_aux_0: 1.0168 (1.0056) loss_fgl_aux_1: 0.9880 (0.9690) loss_fgl_aux_2: 0.9818 (0.9655) loss_fgl_aux_3: 0.9813 (0.9653) loss_fgl_aux_4: 0.9817 (0.9653) loss_fgl_dn_0: 1.1042 (1.1001) loss_fgl_dn_1: 1.0031 (0.9967) loss_fgl_dn_2: 0.9907 (0.9876) loss_fgl_dn_3: 0.9923 (0.9884) loss_fgl_dn_4: 0.9924 (0.9887) loss_fgl_dn_5: 0.9922 (0.9887) loss_giou: 0.6000 (0.5948) loss_giou_aux_0: 0.6310 (0.6232) loss_giou_aux_1: 0.6100 (0.6005) loss_giou_aux_2: 0.6019 (0.5955) loss_giou_aux_3: 0.5993 (0.5949) loss_giou_aux_4: 0.5995 (0.5948) loss_giou_dn_0: 0.6192 (0.6257) loss_giou_dn_1: 0.5109 (0.5144) loss_giou_dn_2: 0.4935 (0.4970) loss_giou_dn_3: 0.4912 (0.4927) loss_giou_dn_4: 0.4914 (0.4922) loss_giou_dn_5: 0.4915 (0.4921) loss_giou_dn_pre: 0.6164 (0.6244) loss_giou_enc_0: 0.7212 (0.7071) loss_giou_pre: 0.6319 (0.6212) loss_ddf_aux_0: 0.0618 (0.0676) loss_ddf_aux_1: 0.0086 (0.0087) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2541 (0.2660) loss_ddf_dn_1: 0.0306 (0.0336) loss_ddf_dn_2: 0.0060 (0.0063) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7190 (0.7069) loss_vfl_aux_0: 0.8015 (0.7878) loss_vfl_aux_1: 0.7742 (0.7638) loss_vfl_aux_2: 0.7635 (0.7406) loss_vfl_aux_3: 0.7326 (0.7187) loss_vfl_aux_4: 0.7247 (0.7080) loss_vfl_dn_0: 0.5012 (0.5016) loss_vfl_dn_1: 0.4487 (0.4497) loss_vfl_dn_2: 0.4355 (0.4349) loss_vfl_dn_3: 0.4237 (0.4248) loss_vfl_dn_4: 0.4212 (0.4212) loss_vfl_dn_5: 0.4203 (0.4207) loss_vfl_dn_pre: 0.5018 (0.5023) loss_vfl_enc_0: 0.7757 (0.7812) loss_vfl_pre: 0.8052 (0.7909) time: 0.7650 data: 0.0330 max mem: 9097 Epoch: [14] [3400/3696] eta: 0:03:47 lr: 0.000013 loss: 33.2016 (33.3709) loss_bbox: 0.1781 (0.1989) loss_bbox_aux_0: 0.1975 (0.2148) loss_bbox_aux_1: 0.1819 (0.2021) loss_bbox_aux_2: 0.1791 (0.1994) loss_bbox_aux_3: 0.1779 (0.1989) loss_bbox_aux_4: 0.1781 (0.1989) loss_bbox_dn_0: 0.2516 (0.2811) loss_bbox_dn_1: 0.1937 (0.2141) loss_bbox_dn_2: 0.1821 (0.2035) loss_bbox_dn_3: 0.1818 (0.2004) loss_bbox_dn_4: 0.1815 (0.2000) loss_bbox_dn_5: 0.1817 (0.1999) loss_bbox_dn_pre: 0.2553 (0.2861) loss_bbox_enc_0: 0.2495 (0.2604) loss_bbox_pre: 0.1966 (0.2151) loss_dfl: 0.9540 (0.9651) loss_fgl_aux_0: 0.9918 (1.0055) loss_fgl_aux_1: 0.9532 (0.9688) loss_fgl_aux_2: 0.9546 (0.9653) loss_fgl_aux_3: 0.9537 (0.9652) loss_fgl_aux_4: 0.9538 (0.9651) loss_fgl_dn_0: 1.0914 (1.1000) loss_fgl_dn_1: 0.9954 (0.9967) loss_fgl_dn_2: 0.9874 (0.9876) loss_fgl_dn_3: 0.9891 (0.9884) loss_fgl_dn_4: 0.9891 (0.9886) loss_fgl_dn_5: 0.9890 (0.9887) loss_giou: 0.6317 (0.5951) loss_giou_aux_0: 0.6561 (0.6235) loss_giou_aux_1: 0.6373 (0.6008) loss_giou_aux_2: 0.6315 (0.5958) loss_giou_aux_3: 0.6315 (0.5952) loss_giou_aux_4: 0.6319 (0.5951) loss_giou_dn_0: 0.6483 (0.6259) loss_giou_dn_1: 0.5329 (0.5146) loss_giou_dn_2: 0.5164 (0.4971) loss_giou_dn_3: 0.5143 (0.4928) loss_giou_dn_4: 0.5138 (0.4923) loss_giou_dn_5: 0.5134 (0.4922) loss_giou_dn_pre: 0.6491 (0.6245) loss_giou_enc_0: 0.7434 (0.7074) loss_giou_pre: 0.6534 (0.6215) loss_ddf_aux_0: 0.0661 (0.0677) loss_ddf_aux_1: 0.0087 (0.0087) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2413 (0.2659) loss_ddf_dn_1: 0.0309 (0.0335) loss_ddf_dn_2: 0.0057 (0.0062) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6932 (0.7072) loss_vfl_aux_0: 0.7654 (0.7878) loss_vfl_aux_1: 0.7452 (0.7639) loss_vfl_aux_2: 0.7179 (0.7407) loss_vfl_aux_3: 0.6931 (0.7188) loss_vfl_aux_4: 0.6922 (0.7082) loss_vfl_dn_0: 0.4958 (0.5016) loss_vfl_dn_1: 0.4453 (0.4496) loss_vfl_dn_2: 0.4341 (0.4349) loss_vfl_dn_3: 0.4232 (0.4248) loss_vfl_dn_4: 0.4197 (0.4212) loss_vfl_dn_5: 0.4208 (0.4207) loss_vfl_dn_pre: 0.4979 (0.5023) loss_vfl_enc_0: 0.7460 (0.7811) loss_vfl_pre: 0.7687 (0.7909) time: 0.7621 data: 0.0338 max mem: 9097 Epoch: [14] [3500/3696] eta: 0:02:30 lr: 0.000013 loss: 33.3662 (33.3720) loss_bbox: 0.2024 (0.1989) loss_bbox_aux_0: 0.2190 (0.2149) loss_bbox_aux_1: 0.2067 (0.2021) loss_bbox_aux_2: 0.2027 (0.1994) loss_bbox_aux_3: 0.2029 (0.1990) loss_bbox_aux_4: 0.2026 (0.1989) loss_bbox_dn_0: 0.2704 (0.2811) loss_bbox_dn_1: 0.2085 (0.2141) loss_bbox_dn_2: 0.2001 (0.2034) loss_bbox_dn_3: 0.1951 (0.2004) loss_bbox_dn_4: 0.1949 (0.1999) loss_bbox_dn_5: 0.1948 (0.1999) loss_bbox_dn_pre: 0.2745 (0.2861) loss_bbox_enc_0: 0.2594 (0.2605) loss_bbox_pre: 0.2182 (0.2151) loss_dfl: 0.9585 (0.9652) loss_fgl_aux_0: 1.0081 (1.0057) loss_fgl_aux_1: 0.9652 (0.9689) loss_fgl_aux_2: 0.9600 (0.9654) loss_fgl_aux_3: 0.9588 (0.9652) loss_fgl_aux_4: 0.9584 (0.9652) loss_fgl_dn_0: 1.0994 (1.1000) loss_fgl_dn_1: 0.9880 (0.9966) loss_fgl_dn_2: 0.9764 (0.9875) loss_fgl_dn_3: 0.9773 (0.9884) loss_fgl_dn_4: 0.9776 (0.9886) loss_fgl_dn_5: 0.9776 (0.9886) loss_giou: 0.6004 (0.5951) loss_giou_aux_0: 0.6273 (0.6235) loss_giou_aux_1: 0.6010 (0.6008) loss_giou_aux_2: 0.6006 (0.5958) loss_giou_aux_3: 0.6000 (0.5951) loss_giou_aux_4: 0.6003 (0.5951) loss_giou_dn_0: 0.6111 (0.6260) loss_giou_dn_1: 0.5032 (0.5147) loss_giou_dn_2: 0.4838 (0.4972) loss_giou_dn_3: 0.4748 (0.4929) loss_giou_dn_4: 0.4735 (0.4923) loss_giou_dn_5: 0.4736 (0.4923) loss_giou_dn_pre: 0.6108 (0.6246) loss_giou_enc_0: 0.6946 (0.7074) loss_giou_pre: 0.6250 (0.6215) loss_ddf_aux_0: 0.0700 (0.0677) loss_ddf_aux_1: 0.0090 (0.0087) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2537 (0.2658) loss_ddf_dn_1: 0.0322 (0.0335) loss_ddf_dn_2: 0.0055 (0.0062) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6788 (0.7071) loss_vfl_aux_0: 0.7675 (0.7877) loss_vfl_aux_1: 0.7550 (0.7641) loss_vfl_aux_2: 0.7319 (0.7408) loss_vfl_aux_3: 0.6947 (0.7189) loss_vfl_aux_4: 0.6851 (0.7082) loss_vfl_dn_0: 0.5032 (0.5016) loss_vfl_dn_1: 0.4467 (0.4496) loss_vfl_dn_2: 0.4313 (0.4348) loss_vfl_dn_3: 0.4185 (0.4247) loss_vfl_dn_4: 0.4163 (0.4212) loss_vfl_dn_5: 0.4173 (0.4207) loss_vfl_dn_pre: 0.5047 (0.5023) loss_vfl_enc_0: 0.7960 (0.7814) loss_vfl_pre: 0.7731 (0.7909) time: 0.7715 data: 0.0336 max mem: 9097 Epoch: [14] [3600/3696] eta: 0:01:13 lr: 0.000013 loss: 33.5539 (33.3751) loss_bbox: 0.2015 (0.1989) loss_bbox_aux_0: 0.2153 (0.2149) loss_bbox_aux_1: 0.2047 (0.2022) loss_bbox_aux_2: 0.2015 (0.1995) loss_bbox_aux_3: 0.2015 (0.1990) loss_bbox_aux_4: 0.2016 (0.1990) loss_bbox_dn_0: 0.2837 (0.2812) loss_bbox_dn_1: 0.2203 (0.2142) loss_bbox_dn_2: 0.2104 (0.2035) loss_bbox_dn_3: 0.2092 (0.2005) loss_bbox_dn_4: 0.2088 (0.2000) loss_bbox_dn_5: 0.2088 (0.2000) loss_bbox_dn_pre: 0.2856 (0.2862) loss_bbox_enc_0: 0.2652 (0.2606) loss_bbox_pre: 0.2157 (0.2152) loss_dfl: 0.9725 (0.9652) loss_fgl_aux_0: 1.0062 (1.0057) loss_fgl_aux_1: 0.9763 (0.9689) loss_fgl_aux_2: 0.9710 (0.9654) loss_fgl_aux_3: 0.9717 (0.9653) loss_fgl_aux_4: 0.9722 (0.9652) loss_fgl_dn_0: 1.0942 (1.1000) loss_fgl_dn_1: 0.9929 (0.9966) loss_fgl_dn_2: 0.9879 (0.9875) loss_fgl_dn_3: 0.9891 (0.9884) loss_fgl_dn_4: 0.9871 (0.9886) loss_fgl_dn_5: 0.9872 (0.9886) loss_giou: 0.5988 (0.5951) loss_giou_aux_0: 0.6341 (0.6235) loss_giou_aux_1: 0.6078 (0.6008) loss_giou_aux_2: 0.6000 (0.5958) loss_giou_aux_3: 0.5992 (0.5952) loss_giou_aux_4: 0.5990 (0.5951) loss_giou_dn_0: 0.6178 (0.6260) loss_giou_dn_1: 0.5077 (0.5148) loss_giou_dn_2: 0.4912 (0.4973) loss_giou_dn_3: 0.4876 (0.4930) loss_giou_dn_4: 0.4884 (0.4924) loss_giou_dn_5: 0.4883 (0.4924) loss_giou_dn_pre: 0.6162 (0.6247) loss_giou_enc_0: 0.7229 (0.7074) loss_giou_pre: 0.6326 (0.6215) loss_ddf_aux_0: 0.0638 (0.0677) loss_ddf_aux_1: 0.0081 (0.0087) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2520 (0.2655) loss_ddf_dn_1: 0.0316 (0.0335) loss_ddf_dn_2: 0.0059 (0.0062) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7125 (0.7073) loss_vfl_aux_0: 0.7930 (0.7878) loss_vfl_aux_1: 0.7696 (0.7642) loss_vfl_aux_2: 0.7480 (0.7410) loss_vfl_aux_3: 0.7105 (0.7189) loss_vfl_aux_4: 0.7086 (0.7084) loss_vfl_dn_0: 0.5031 (0.5016) loss_vfl_dn_1: 0.4429 (0.4497) loss_vfl_dn_2: 0.4245 (0.4349) loss_vfl_dn_3: 0.4211 (0.4248) loss_vfl_dn_4: 0.4182 (0.4212) loss_vfl_dn_5: 0.4182 (0.4207) loss_vfl_dn_pre: 0.5043 (0.5023) loss_vfl_enc_0: 0.8037 (0.7815) loss_vfl_pre: 0.7969 (0.7910) time: 0.7547 data: 0.0361 max mem: 9097 Epoch: [14] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 33.1150 (33.3719) loss_bbox: 0.1899 (0.1988) loss_bbox_aux_0: 0.2098 (0.2148) loss_bbox_aux_1: 0.1924 (0.2020) loss_bbox_aux_2: 0.1909 (0.1994) loss_bbox_aux_3: 0.1899 (0.1989) loss_bbox_aux_4: 0.1899 (0.1988) loss_bbox_dn_0: 0.2640 (0.2809) loss_bbox_dn_1: 0.2058 (0.2140) loss_bbox_dn_2: 0.1951 (0.2033) loss_bbox_dn_3: 0.1948 (0.2003) loss_bbox_dn_4: 0.1953 (0.1998) loss_bbox_dn_5: 0.1955 (0.1998) loss_bbox_dn_pre: 0.2696 (0.2859) loss_bbox_enc_0: 0.2625 (0.2604) loss_bbox_pre: 0.2105 (0.2151) loss_dfl: 0.9724 (0.9652) loss_fgl_aux_0: 1.0096 (1.0056) loss_fgl_aux_1: 0.9756 (0.9689) loss_fgl_aux_2: 0.9713 (0.9654) loss_fgl_aux_3: 0.9722 (0.9652) loss_fgl_aux_4: 0.9723 (0.9652) loss_fgl_dn_0: 1.1073 (1.1000) loss_fgl_dn_1: 1.0037 (0.9967) loss_fgl_dn_2: 0.9932 (0.9876) loss_fgl_dn_3: 0.9940 (0.9884) loss_fgl_dn_4: 0.9944 (0.9886) loss_fgl_dn_5: 0.9945 (0.9886) loss_giou: 0.5769 (0.5952) loss_giou_aux_0: 0.6067 (0.6235) loss_giou_aux_1: 0.5839 (0.6008) loss_giou_aux_2: 0.5792 (0.5959) loss_giou_aux_3: 0.5776 (0.5952) loss_giou_aux_4: 0.5772 (0.5952) loss_giou_dn_0: 0.6153 (0.6259) loss_giou_dn_1: 0.4964 (0.5147) loss_giou_dn_2: 0.4842 (0.4972) loss_giou_dn_3: 0.4783 (0.4930) loss_giou_dn_4: 0.4780 (0.4924) loss_giou_dn_5: 0.4782 (0.4924) loss_giou_dn_pre: 0.6126 (0.6246) loss_giou_enc_0: 0.6949 (0.7075) loss_giou_pre: 0.6018 (0.6215) loss_ddf_aux_0: 0.0651 (0.0677) loss_ddf_aux_1: 0.0084 (0.0087) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2458 (0.2654) loss_ddf_dn_1: 0.0312 (0.0335) loss_ddf_dn_2: 0.0062 (0.0062) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7196 (0.7074) loss_vfl_aux_0: 0.8105 (0.7879) loss_vfl_aux_1: 0.7676 (0.7642) loss_vfl_aux_2: 0.7448 (0.7409) loss_vfl_aux_3: 0.7430 (0.7190) loss_vfl_aux_4: 0.7252 (0.7084) loss_vfl_dn_0: 0.5020 (0.5016) loss_vfl_dn_1: 0.4564 (0.4497) loss_vfl_dn_2: 0.4478 (0.4349) loss_vfl_dn_3: 0.4281 (0.4248) loss_vfl_dn_4: 0.4267 (0.4212) loss_vfl_dn_5: 0.4233 (0.4207) loss_vfl_dn_pre: 0.5032 (0.5023) loss_vfl_enc_0: 0.7939 (0.7814) loss_vfl_pre: 0.8134 (0.7910) time: 0.7405 data: 0.0295 max mem: 9097 Epoch: [14] Total time: 0:47:16 (0.7676 s / it) Averaged stats: lr: 0.000013 loss: 33.1150 (33.3719) loss_bbox: 0.1899 (0.1988) loss_bbox_aux_0: 0.2098 (0.2148) loss_bbox_aux_1: 0.1924 (0.2020) loss_bbox_aux_2: 0.1909 (0.1994) loss_bbox_aux_3: 0.1899 (0.1989) loss_bbox_aux_4: 0.1899 (0.1988) loss_bbox_dn_0: 0.2640 (0.2809) loss_bbox_dn_1: 0.2058 (0.2140) loss_bbox_dn_2: 0.1951 (0.2033) loss_bbox_dn_3: 0.1948 (0.2003) loss_bbox_dn_4: 0.1953 (0.1998) loss_bbox_dn_5: 0.1955 (0.1998) loss_bbox_dn_pre: 0.2696 (0.2859) loss_bbox_enc_0: 0.2625 (0.2604) loss_bbox_pre: 0.2105 (0.2151) loss_dfl: 0.9724 (0.9652) loss_fgl_aux_0: 1.0096 (1.0056) loss_fgl_aux_1: 0.9756 (0.9689) loss_fgl_aux_2: 0.9713 (0.9654) loss_fgl_aux_3: 0.9722 (0.9652) loss_fgl_aux_4: 0.9723 (0.9652) loss_fgl_dn_0: 1.1073 (1.1000) loss_fgl_dn_1: 1.0037 (0.9967) loss_fgl_dn_2: 0.9932 (0.9876) loss_fgl_dn_3: 0.9940 (0.9884) loss_fgl_dn_4: 0.9944 (0.9886) loss_fgl_dn_5: 0.9945 (0.9886) loss_giou: 0.5769 (0.5952) loss_giou_aux_0: 0.6067 (0.6235) loss_giou_aux_1: 0.5839 (0.6008) loss_giou_aux_2: 0.5792 (0.5959) loss_giou_aux_3: 0.5776 (0.5952) loss_giou_aux_4: 0.5772 (0.5952) loss_giou_dn_0: 0.6153 (0.6259) loss_giou_dn_1: 0.4964 (0.5147) loss_giou_dn_2: 0.4842 (0.4972) loss_giou_dn_3: 0.4783 (0.4930) loss_giou_dn_4: 0.4780 (0.4924) loss_giou_dn_5: 0.4782 (0.4924) loss_giou_dn_pre: 0.6126 (0.6246) loss_giou_enc_0: 0.6949 (0.7075) loss_giou_pre: 0.6018 (0.6215) loss_ddf_aux_0: 0.0651 (0.0677) loss_ddf_aux_1: 0.0084 (0.0087) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2458 (0.2654) loss_ddf_dn_1: 0.0312 (0.0335) loss_ddf_dn_2: 0.0062 (0.0062) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7196 (0.7074) loss_vfl_aux_0: 0.8105 (0.7879) loss_vfl_aux_1: 0.7676 (0.7642) loss_vfl_aux_2: 0.7448 (0.7409) loss_vfl_aux_3: 0.7430 (0.7190) loss_vfl_aux_4: 0.7252 (0.7084) loss_vfl_dn_0: 0.5020 (0.5016) loss_vfl_dn_1: 0.4564 (0.4497) loss_vfl_dn_2: 0.4478 (0.4349) loss_vfl_dn_3: 0.4281 (0.4248) loss_vfl_dn_4: 0.4267 (0.4212) loss_vfl_dn_5: 0.4233 (0.4207) loss_vfl_dn_pre: 0.5032 (0.5023) loss_vfl_enc_0: 0.7939 (0.7814) loss_vfl_pre: 0.8134 (0.7910) Test: [ 0/79] eta: 0:03:09 time: 2.4033 data: 1.8503 max mem: 9097 Test: [10/79] eta: 0:00:52 time: 0.7610 data: 0.2217 max mem: 9097 Test: [20/79] eta: 0:00:47 time: 0.7294 data: 0.0604 max mem: 9097 Test: [30/79] eta: 0:00:36 time: 0.7387 data: 0.0605 max mem: 9097 Test: [40/79] eta: 0:00:27 time: 0.6122 data: 0.0631 max mem: 9097 Test: [50/79] eta: 0:00:20 time: 0.6039 data: 0.0661 max mem: 9097 Test: [60/79] eta: 0:00:13 time: 0.6924 data: 0.0639 max mem: 9097 Test: [70/79] eta: 0:00:06 time: 0.6909 data: 0.0634 max mem: 9097 Test: [78/79] eta: 0:00:00 time: 0.5714 data: 0.0665 max mem: 9097 Test: Total time: 0:00:53 (0.6788 s / it) Averaged stats: Accumulating evaluation results... DONE (t=23.88s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.508 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.682 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.550 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.309 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.554 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.693 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.384 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.641 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.710 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.518 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.761 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.887 best_stat: {'epoch': 14, 'coco_eval_bbox': 0.5081982589446387} Epoch: [15] [ 0/3696] eta: 2:50:53 lr: 0.000013 loss: 34.6002 (34.6002) loss_bbox: 0.2087 (0.2087) loss_bbox_aux_0: 0.2404 (0.2404) loss_bbox_aux_1: 0.2102 (0.2102) loss_bbox_aux_2: 0.2094 (0.2094) loss_bbox_aux_3: 0.2088 (0.2088) loss_bbox_aux_4: 0.2088 (0.2088) loss_bbox_dn_0: 0.3123 (0.3123) loss_bbox_dn_1: 0.2503 (0.2503) loss_bbox_dn_2: 0.2382 (0.2382) loss_bbox_dn_3: 0.2339 (0.2339) loss_bbox_dn_4: 0.2322 (0.2322) loss_bbox_dn_5: 0.2322 (0.2322) loss_bbox_dn_pre: 0.3253 (0.3253) loss_bbox_enc_0: 0.2840 (0.2840) loss_bbox_pre: 0.2427 (0.2427) loss_dfl: 0.9594 (0.9594) loss_fgl_aux_0: 1.0151 (1.0151) loss_fgl_aux_1: 0.9652 (0.9652) loss_fgl_aux_2: 0.9620 (0.9620) loss_fgl_aux_3: 0.9598 (0.9598) loss_fgl_aux_4: 0.9594 (0.9594) loss_fgl_dn_0: 1.1073 (1.1073) loss_fgl_dn_1: 1.0275 (1.0275) loss_fgl_dn_2: 1.0181 (1.0181) loss_fgl_dn_3: 1.0185 (1.0185) loss_fgl_dn_4: 1.0184 (1.0184) loss_fgl_dn_5: 1.0185 (1.0185) loss_giou: 0.6406 (0.6406) loss_giou_aux_0: 0.6724 (0.6724) loss_giou_aux_1: 0.6453 (0.6453) loss_giou_aux_2: 0.6396 (0.6396) loss_giou_aux_3: 0.6406 (0.6406) loss_giou_aux_4: 0.6412 (0.6412) loss_giou_dn_0: 0.6603 (0.6603) loss_giou_dn_1: 0.5572 (0.5572) loss_giou_dn_2: 0.5421 (0.5421) loss_giou_dn_3: 0.5383 (0.5383) loss_giou_dn_4: 0.5381 (0.5381) loss_giou_dn_5: 0.5380 (0.5380) loss_giou_dn_pre: 0.6618 (0.6618) loss_giou_enc_0: 0.7484 (0.7484) loss_giou_pre: 0.6719 (0.6719) loss_ddf_aux_0: 0.0754 (0.0754) loss_ddf_aux_1: 0.0101 (0.0101) loss_ddf_aux_2: 0.0018 (0.0018) loss_ddf_aux_3: 0.0001 (0.0001) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2335 (0.2335) loss_ddf_dn_1: 0.0325 (0.0325) loss_ddf_dn_2: 0.0070 (0.0070) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7095 (0.7095) loss_vfl_aux_0: 0.8036 (0.8036) loss_vfl_aux_1: 0.7819 (0.7819) loss_vfl_aux_2: 0.7566 (0.7566) loss_vfl_aux_3: 0.7299 (0.7299) loss_vfl_aux_4: 0.7125 (0.7125) loss_vfl_dn_0: 0.5031 (0.5031) loss_vfl_dn_1: 0.4562 (0.4562) loss_vfl_dn_2: 0.4377 (0.4377) loss_vfl_dn_3: 0.4305 (0.4305) loss_vfl_dn_4: 0.4257 (0.4257) loss_vfl_dn_5: 0.4260 (0.4260) loss_vfl_dn_pre: 0.5031 (0.5031) loss_vfl_enc_0: 0.7478 (0.7478) loss_vfl_pre: 0.8129 (0.8129) time: 2.7742 data: 1.7214 max mem: 9097 Epoch: [15] [ 100/3696] eta: 0:45:46 lr: 0.000013 loss: 32.8562 (33.4446) loss_bbox: 0.1950 (0.2028) loss_bbox_aux_0: 0.2159 (0.2191) loss_bbox_aux_1: 0.1996 (0.2061) loss_bbox_aux_2: 0.1956 (0.2032) loss_bbox_aux_3: 0.1948 (0.2029) loss_bbox_aux_4: 0.1949 (0.2028) loss_bbox_dn_0: 0.2779 (0.2863) loss_bbox_dn_1: 0.2162 (0.2175) loss_bbox_dn_2: 0.2047 (0.2065) loss_bbox_dn_3: 0.2037 (0.2030) loss_bbox_dn_4: 0.2049 (0.2025) loss_bbox_dn_5: 0.2051 (0.2024) loss_bbox_dn_pre: 0.2874 (0.2911) loss_bbox_enc_0: 0.2622 (0.2644) loss_bbox_pre: 0.2165 (0.2192) loss_dfl: 0.9710 (0.9630) loss_fgl_aux_0: 0.9984 (1.0041) loss_fgl_aux_1: 0.9729 (0.9671) loss_fgl_aux_2: 0.9694 (0.9632) loss_fgl_aux_3: 0.9702 (0.9631) loss_fgl_aux_4: 0.9707 (0.9631) loss_fgl_dn_0: 1.0983 (1.1004) loss_fgl_dn_1: 0.9974 (0.9974) loss_fgl_dn_2: 0.9857 (0.9877) loss_fgl_dn_3: 0.9880 (0.9884) loss_fgl_dn_4: 0.9890 (0.9887) loss_fgl_dn_5: 0.9889 (0.9887) loss_giou: 0.5729 (0.5978) loss_giou_aux_0: 0.6109 (0.6264) loss_giou_aux_1: 0.5786 (0.6034) loss_giou_aux_2: 0.5740 (0.5988) loss_giou_aux_3: 0.5720 (0.5979) loss_giou_aux_4: 0.5728 (0.5978) loss_giou_dn_0: 0.6106 (0.6263) loss_giou_dn_1: 0.4940 (0.5144) loss_giou_dn_2: 0.4781 (0.4970) loss_giou_dn_3: 0.4720 (0.4928) loss_giou_dn_4: 0.4693 (0.4922) loss_giou_dn_5: 0.4693 (0.4921) loss_giou_dn_pre: 0.6087 (0.6247) loss_giou_enc_0: 0.6835 (0.7107) loss_giou_pre: 0.6053 (0.6242) loss_ddf_aux_0: 0.0674 (0.0694) loss_ddf_aux_1: 0.0088 (0.0089) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2715 (0.2728) loss_ddf_dn_1: 0.0340 (0.0342) loss_ddf_dn_2: 0.0067 (0.0062) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6870 (0.7055) loss_vfl_aux_0: 0.7651 (0.7878) loss_vfl_aux_1: 0.7461 (0.7653) loss_vfl_aux_2: 0.7186 (0.7386) loss_vfl_aux_3: 0.6975 (0.7170) loss_vfl_aux_4: 0.6843 (0.7061) loss_vfl_dn_0: 0.4966 (0.5024) loss_vfl_dn_1: 0.4473 (0.4512) loss_vfl_dn_2: 0.4318 (0.4359) loss_vfl_dn_3: 0.4190 (0.4258) loss_vfl_dn_4: 0.4164 (0.4219) loss_vfl_dn_5: 0.4159 (0.4213) loss_vfl_dn_pre: 0.4973 (0.5030) loss_vfl_enc_0: 0.7614 (0.7772) loss_vfl_pre: 0.7725 (0.7903) time: 0.7547 data: 0.0271 max mem: 9097 Epoch: [15] [ 200/3696] eta: 0:44:35 lr: 0.000013 loss: 33.5296 (33.3280) loss_bbox: 0.1883 (0.1984) loss_bbox_aux_0: 0.2047 (0.2149) loss_bbox_aux_1: 0.1945 (0.2015) loss_bbox_aux_2: 0.1900 (0.1989) loss_bbox_aux_3: 0.1887 (0.1985) loss_bbox_aux_4: 0.1884 (0.1984) loss_bbox_dn_0: 0.2637 (0.2834) loss_bbox_dn_1: 0.1931 (0.2158) loss_bbox_dn_2: 0.1803 (0.2052) loss_bbox_dn_3: 0.1782 (0.2017) loss_bbox_dn_4: 0.1774 (0.2013) loss_bbox_dn_5: 0.1773 (0.2013) loss_bbox_dn_pre: 0.2693 (0.2881) loss_bbox_enc_0: 0.2429 (0.2600) loss_bbox_pre: 0.2062 (0.2151) loss_dfl: 0.9626 (0.9646) loss_fgl_aux_0: 1.0059 (1.0067) loss_fgl_aux_1: 0.9667 (0.9685) loss_fgl_aux_2: 0.9642 (0.9648) loss_fgl_aux_3: 0.9633 (0.9646) loss_fgl_aux_4: 0.9629 (0.9646) loss_fgl_dn_0: 1.0994 (1.0992) loss_fgl_dn_1: 1.0023 (0.9976) loss_fgl_dn_2: 0.9940 (0.9882) loss_fgl_dn_3: 0.9944 (0.9889) loss_fgl_dn_4: 0.9949 (0.9892) loss_fgl_dn_5: 0.9949 (0.9892) loss_giou: 0.6171 (0.5943) loss_giou_aux_0: 0.6478 (0.6237) loss_giou_aux_1: 0.6254 (0.6001) loss_giou_aux_2: 0.6197 (0.5953) loss_giou_aux_3: 0.6173 (0.5945) loss_giou_aux_4: 0.6174 (0.5944) loss_giou_dn_0: 0.6360 (0.6269) loss_giou_dn_1: 0.5125 (0.5156) loss_giou_dn_2: 0.4963 (0.4979) loss_giou_dn_3: 0.4934 (0.4936) loss_giou_dn_4: 0.4920 (0.4930) loss_giou_dn_5: 0.4922 (0.4930) loss_giou_dn_pre: 0.6321 (0.6254) loss_giou_enc_0: 0.7233 (0.7080) loss_giou_pre: 0.6438 (0.6216) loss_ddf_aux_0: 0.0674 (0.0689) loss_ddf_aux_1: 0.0086 (0.0088) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2608 (0.2681) loss_ddf_dn_1: 0.0326 (0.0341) loss_ddf_dn_2: 0.0057 (0.0065) loss_ddf_dn_3: 0.0004 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6802 (0.7008) loss_vfl_aux_0: 0.7720 (0.7811) loss_vfl_aux_1: 0.7501 (0.7586) loss_vfl_aux_2: 0.7161 (0.7333) loss_vfl_aux_3: 0.6820 (0.7109) loss_vfl_aux_4: 0.6810 (0.7012) loss_vfl_dn_0: 0.4956 (0.5004) loss_vfl_dn_1: 0.4509 (0.4493) loss_vfl_dn_2: 0.4348 (0.4342) loss_vfl_dn_3: 0.4255 (0.4244) loss_vfl_dn_4: 0.4199 (0.4206) loss_vfl_dn_5: 0.4217 (0.4201) loss_vfl_dn_pre: 0.4977 (0.5012) loss_vfl_enc_0: 0.7537 (0.7728) loss_vfl_pre: 0.7756 (0.7841) time: 0.7510 data: 0.0258 max mem: 9097 Epoch: [15] [ 300/3696] eta: 0:43:40 lr: 0.000013 loss: 32.7478 (33.3056) loss_bbox: 0.1736 (0.1965) loss_bbox_aux_0: 0.1970 (0.2132) loss_bbox_aux_1: 0.1787 (0.1997) loss_bbox_aux_2: 0.1757 (0.1970) loss_bbox_aux_3: 0.1739 (0.1966) loss_bbox_aux_4: 0.1736 (0.1965) loss_bbox_dn_0: 0.2703 (0.2820) loss_bbox_dn_1: 0.2085 (0.2144) loss_bbox_dn_2: 0.1965 (0.2036) loss_bbox_dn_3: 0.1953 (0.2003) loss_bbox_dn_4: 0.1952 (0.1999) loss_bbox_dn_5: 0.1952 (0.1999) loss_bbox_dn_pre: 0.2745 (0.2869) loss_bbox_enc_0: 0.2484 (0.2589) loss_bbox_pre: 0.1965 (0.2133) loss_dfl: 0.9743 (0.9668) loss_fgl_aux_0: 1.0185 (1.0084) loss_fgl_aux_1: 0.9775 (0.9706) loss_fgl_aux_2: 0.9753 (0.9670) loss_fgl_aux_3: 0.9744 (0.9668) loss_fgl_aux_4: 0.9742 (0.9668) loss_fgl_dn_0: 1.1034 (1.1008) loss_fgl_dn_1: 1.0004 (0.9981) loss_fgl_dn_2: 0.9925 (0.9886) loss_fgl_dn_3: 0.9913 (0.9892) loss_fgl_dn_4: 0.9910 (0.9895) loss_fgl_dn_5: 0.9912 (0.9896) loss_giou: 0.5460 (0.5902) loss_giou_aux_0: 0.5786 (0.6196) loss_giou_aux_1: 0.5532 (0.5959) loss_giou_aux_2: 0.5485 (0.5910) loss_giou_aux_3: 0.5454 (0.5903) loss_giou_aux_4: 0.5459 (0.5902) loss_giou_dn_0: 0.6012 (0.6241) loss_giou_dn_1: 0.4897 (0.5128) loss_giou_dn_2: 0.4717 (0.4951) loss_giou_dn_3: 0.4707 (0.4910) loss_giou_dn_4: 0.4690 (0.4904) loss_giou_dn_5: 0.4690 (0.4904) loss_giou_dn_pre: 0.6010 (0.6226) loss_giou_enc_0: 0.6709 (0.7043) loss_giou_pre: 0.5747 (0.6175) loss_ddf_aux_0: 0.0692 (0.0687) loss_ddf_aux_1: 0.0083 (0.0087) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2812 (0.2683) loss_ddf_dn_1: 0.0351 (0.0341) loss_ddf_dn_2: 0.0067 (0.0063) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7108 (0.7048) loss_vfl_aux_0: 0.7935 (0.7858) loss_vfl_aux_1: 0.7833 (0.7621) loss_vfl_aux_2: 0.7582 (0.7384) loss_vfl_aux_3: 0.7269 (0.7151) loss_vfl_aux_4: 0.7163 (0.7058) loss_vfl_dn_0: 0.4991 (0.5015) loss_vfl_dn_1: 0.4405 (0.4490) loss_vfl_dn_2: 0.4258 (0.4341) loss_vfl_dn_3: 0.4155 (0.4243) loss_vfl_dn_4: 0.4125 (0.4203) loss_vfl_dn_5: 0.4113 (0.4199) loss_vfl_dn_pre: 0.5001 (0.5023) loss_vfl_enc_0: 0.7963 (0.7782) loss_vfl_pre: 0.7905 (0.7886) time: 0.9599 data: 0.0309 max mem: 9097 Epoch: [15] [ 400/3696] eta: 0:42:45 lr: 0.000013 loss: 33.1326 (33.2731) loss_bbox: 0.1945 (0.1959) loss_bbox_aux_0: 0.2075 (0.2123) loss_bbox_aux_1: 0.1960 (0.1991) loss_bbox_aux_2: 0.1938 (0.1964) loss_bbox_aux_3: 0.1946 (0.1960) loss_bbox_aux_4: 0.1944 (0.1959) loss_bbox_dn_0: 0.2473 (0.2787) loss_bbox_dn_1: 0.1900 (0.2120) loss_bbox_dn_2: 0.1783 (0.2013) loss_bbox_dn_3: 0.1770 (0.1980) loss_bbox_dn_4: 0.1761 (0.1976) loss_bbox_dn_5: 0.1761 (0.1976) loss_bbox_dn_pre: 0.2519 (0.2838) loss_bbox_enc_0: 0.2432 (0.2576) loss_bbox_pre: 0.2063 (0.2124) loss_dfl: 0.9533 (0.9644) loss_fgl_aux_0: 0.9932 (1.0057) loss_fgl_aux_1: 0.9584 (0.9683) loss_fgl_aux_2: 0.9551 (0.9646) loss_fgl_aux_3: 0.9536 (0.9644) loss_fgl_aux_4: 0.9536 (0.9644) loss_fgl_dn_0: 1.0988 (1.1001) loss_fgl_dn_1: 0.9999 (0.9978) loss_fgl_dn_2: 0.9940 (0.9884) loss_fgl_dn_3: 0.9965 (0.9890) loss_fgl_dn_4: 0.9967 (0.9893) loss_fgl_dn_5: 0.9965 (0.9894) loss_giou: 0.6421 (0.5954) loss_giou_aux_0: 0.6618 (0.6242) loss_giou_aux_1: 0.6461 (0.6009) loss_giou_aux_2: 0.6440 (0.5962) loss_giou_aux_3: 0.6436 (0.5955) loss_giou_aux_4: 0.6429 (0.5954) loss_giou_dn_0: 0.6146 (0.6249) loss_giou_dn_1: 0.5026 (0.5142) loss_giou_dn_2: 0.4869 (0.4966) loss_giou_dn_3: 0.4831 (0.4925) loss_giou_dn_4: 0.4822 (0.4919) loss_giou_dn_5: 0.4817 (0.4919) loss_giou_dn_pre: 0.6118 (0.6235) loss_giou_enc_0: 0.7448 (0.7084) loss_giou_pre: 0.6627 (0.6222) loss_ddf_aux_0: 0.0639 (0.0686) loss_ddf_aux_1: 0.0083 (0.0087) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2627 (0.2677) loss_ddf_dn_1: 0.0344 (0.0343) loss_ddf_dn_2: 0.0067 (0.0063) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6514 (0.7001) loss_vfl_aux_0: 0.7297 (0.7817) loss_vfl_aux_1: 0.6962 (0.7571) loss_vfl_aux_2: 0.6895 (0.7341) loss_vfl_aux_3: 0.6604 (0.7104) loss_vfl_aux_4: 0.6522 (0.7013) loss_vfl_dn_0: 0.4890 (0.5007) loss_vfl_dn_1: 0.4432 (0.4483) loss_vfl_dn_2: 0.4270 (0.4337) loss_vfl_dn_3: 0.4177 (0.4239) loss_vfl_dn_4: 0.4176 (0.4199) loss_vfl_dn_5: 0.4160 (0.4195) loss_vfl_dn_pre: 0.4903 (0.5015) loss_vfl_enc_0: 0.7284 (0.7740) loss_vfl_pre: 0.7328 (0.7845) time: 0.9870 data: 0.0277 max mem: 9097 Epoch: [15] [ 500/3696] eta: 0:41:39 lr: 0.000013 loss: 33.2445 (33.3198) loss_bbox: 0.1990 (0.1979) loss_bbox_aux_0: 0.2110 (0.2144) loss_bbox_aux_1: 0.2013 (0.2013) loss_bbox_aux_2: 0.1981 (0.1984) loss_bbox_aux_3: 0.1987 (0.1980) loss_bbox_aux_4: 0.1989 (0.1979) loss_bbox_dn_0: 0.2742 (0.2807) loss_bbox_dn_1: 0.2005 (0.2139) loss_bbox_dn_2: 0.1927 (0.2031) loss_bbox_dn_3: 0.1904 (0.1999) loss_bbox_dn_4: 0.1904 (0.1994) loss_bbox_dn_5: 0.1902 (0.1994) loss_bbox_dn_pre: 0.2759 (0.2858) loss_bbox_enc_0: 0.2553 (0.2600) loss_bbox_pre: 0.2112 (0.2146) loss_dfl: 0.9619 (0.9645) loss_fgl_aux_0: 1.0082 (1.0055) loss_fgl_aux_1: 0.9696 (0.9683) loss_fgl_aux_2: 0.9624 (0.9647) loss_fgl_aux_3: 0.9620 (0.9645) loss_fgl_aux_4: 0.9620 (0.9645) loss_fgl_dn_0: 1.1032 (1.1000) loss_fgl_dn_1: 0.9890 (0.9978) loss_fgl_dn_2: 0.9795 (0.9883) loss_fgl_dn_3: 0.9809 (0.9890) loss_fgl_dn_4: 0.9813 (0.9893) loss_fgl_dn_5: 0.9815 (0.9893) loss_giou: 0.5714 (0.5946) loss_giou_aux_0: 0.6052 (0.6234) loss_giou_aux_1: 0.5725 (0.6003) loss_giou_aux_2: 0.5691 (0.5955) loss_giou_aux_3: 0.5699 (0.5947) loss_giou_aux_4: 0.5712 (0.5947) loss_giou_dn_0: 0.6278 (0.6257) loss_giou_dn_1: 0.5215 (0.5150) loss_giou_dn_2: 0.5052 (0.4974) loss_giou_dn_3: 0.5005 (0.4933) loss_giou_dn_4: 0.4999 (0.4927) loss_giou_dn_5: 0.4996 (0.4927) loss_giou_dn_pre: 0.6246 (0.6243) loss_giou_enc_0: 0.6845 (0.7078) loss_giou_pre: 0.6022 (0.6214) loss_ddf_aux_0: 0.0701 (0.0686) loss_ddf_aux_1: 0.0095 (0.0088) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2736 (0.2679) loss_ddf_dn_1: 0.0344 (0.0344) loss_ddf_dn_2: 0.0050 (0.0063) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7018 (0.7017) loss_vfl_aux_0: 0.7828 (0.7836) loss_vfl_aux_1: 0.7787 (0.7596) loss_vfl_aux_2: 0.7323 (0.7361) loss_vfl_aux_3: 0.7245 (0.7124) loss_vfl_aux_4: 0.7148 (0.7030) loss_vfl_dn_0: 0.5046 (0.5011) loss_vfl_dn_1: 0.4475 (0.4487) loss_vfl_dn_2: 0.4332 (0.4341) loss_vfl_dn_3: 0.4224 (0.4241) loss_vfl_dn_4: 0.4210 (0.4203) loss_vfl_dn_5: 0.4210 (0.4198) loss_vfl_dn_pre: 0.5051 (0.5018) loss_vfl_enc_0: 0.8096 (0.7750) loss_vfl_pre: 0.7875 (0.7863) time: 0.7886 data: 0.0300 max mem: 9097 Epoch: [15] [ 600/3696] eta: 0:40:10 lr: 0.000013 loss: 33.5358 (33.3054) loss_bbox: 0.1941 (0.1970) loss_bbox_aux_0: 0.2089 (0.2131) loss_bbox_aux_1: 0.1938 (0.2002) loss_bbox_aux_2: 0.1941 (0.1975) loss_bbox_aux_3: 0.1941 (0.1971) loss_bbox_aux_4: 0.1941 (0.1970) loss_bbox_dn_0: 0.2765 (0.2794) loss_bbox_dn_1: 0.2035 (0.2124) loss_bbox_dn_2: 0.1978 (0.2018) loss_bbox_dn_3: 0.1949 (0.1986) loss_bbox_dn_4: 0.1946 (0.1981) loss_bbox_dn_5: 0.1945 (0.1981) loss_bbox_dn_pre: 0.2825 (0.2843) loss_bbox_enc_0: 0.2521 (0.2584) loss_bbox_pre: 0.2089 (0.2133) loss_dfl: 0.9574 (0.9645) loss_fgl_aux_0: 1.0007 (1.0050) loss_fgl_aux_1: 0.9615 (0.9682) loss_fgl_aux_2: 0.9570 (0.9647) loss_fgl_aux_3: 0.9570 (0.9645) loss_fgl_aux_4: 0.9573 (0.9645) loss_fgl_dn_0: 1.0973 (1.0996) loss_fgl_dn_1: 0.9862 (0.9973) loss_fgl_dn_2: 0.9770 (0.9880) loss_fgl_dn_3: 0.9779 (0.9886) loss_fgl_dn_4: 0.9778 (0.9889) loss_fgl_dn_5: 0.9778 (0.9889) loss_giou: 0.6048 (0.5956) loss_giou_aux_0: 0.6195 (0.6243) loss_giou_aux_1: 0.6057 (0.6013) loss_giou_aux_2: 0.6036 (0.5964) loss_giou_aux_3: 0.6040 (0.5957) loss_giou_aux_4: 0.6043 (0.5956) loss_giou_dn_0: 0.6304 (0.6256) loss_giou_dn_1: 0.5170 (0.5151) loss_giou_dn_2: 0.4970 (0.4976) loss_giou_dn_3: 0.4939 (0.4935) loss_giou_dn_4: 0.4921 (0.4929) loss_giou_dn_5: 0.4921 (0.4929) loss_giou_dn_pre: 0.6281 (0.6242) loss_giou_enc_0: 0.7029 (0.7085) loss_giou_pre: 0.6193 (0.6223) loss_ddf_aux_0: 0.0663 (0.0683) loss_ddf_aux_1: 0.0081 (0.0089) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2741 (0.2672) loss_ddf_dn_1: 0.0327 (0.0342) loss_ddf_dn_2: 0.0057 (0.0063) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6877 (0.7023) loss_vfl_aux_0: 0.7620 (0.7836) loss_vfl_aux_1: 0.7422 (0.7603) loss_vfl_aux_2: 0.7177 (0.7361) loss_vfl_aux_3: 0.6912 (0.7129) loss_vfl_aux_4: 0.6902 (0.7036) loss_vfl_dn_0: 0.4917 (0.5007) loss_vfl_dn_1: 0.4455 (0.4485) loss_vfl_dn_2: 0.4296 (0.4337) loss_vfl_dn_3: 0.4218 (0.4237) loss_vfl_dn_4: 0.4160 (0.4198) loss_vfl_dn_5: 0.4153 (0.4193) loss_vfl_dn_pre: 0.4922 (0.5014) loss_vfl_enc_0: 0.7387 (0.7750) loss_vfl_pre: 0.7585 (0.7864) time: 0.7686 data: 0.0249 max mem: 9097 Epoch: [15] [ 700/3696] eta: 0:38:59 lr: 0.000013 loss: 33.4738 (33.2694) loss_bbox: 0.1998 (0.1973) loss_bbox_aux_0: 0.2240 (0.2133) loss_bbox_aux_1: 0.2043 (0.2004) loss_bbox_aux_2: 0.2005 (0.1978) loss_bbox_aux_3: 0.2001 (0.1974) loss_bbox_aux_4: 0.1998 (0.1973) loss_bbox_dn_0: 0.2694 (0.2790) loss_bbox_dn_1: 0.2023 (0.2122) loss_bbox_dn_2: 0.1918 (0.2016) loss_bbox_dn_3: 0.1890 (0.1984) loss_bbox_dn_4: 0.1893 (0.1980) loss_bbox_dn_5: 0.1894 (0.1979) loss_bbox_dn_pre: 0.2724 (0.2840) loss_bbox_enc_0: 0.2628 (0.2582) loss_bbox_pre: 0.2229 (0.2135) loss_dfl: 0.9691 (0.9643) loss_fgl_aux_0: 1.0081 (1.0048) loss_fgl_aux_1: 0.9744 (0.9681) loss_fgl_aux_2: 0.9698 (0.9645) loss_fgl_aux_3: 0.9691 (0.9643) loss_fgl_aux_4: 0.9689 (0.9643) loss_fgl_dn_0: 1.0996 (1.0996) loss_fgl_dn_1: 0.9981 (0.9971) loss_fgl_dn_2: 0.9901 (0.9878) loss_fgl_dn_3: 0.9915 (0.9885) loss_fgl_dn_4: 0.9920 (0.9888) loss_fgl_dn_5: 0.9921 (0.9888) loss_giou: 0.6009 (0.5947) loss_giou_aux_0: 0.6230 (0.6233) loss_giou_aux_1: 0.6056 (0.6004) loss_giou_aux_2: 0.6007 (0.5955) loss_giou_aux_3: 0.6010 (0.5949) loss_giou_aux_4: 0.6012 (0.5948) loss_giou_dn_0: 0.6232 (0.6241) loss_giou_dn_1: 0.5126 (0.5139) loss_giou_dn_2: 0.4923 (0.4964) loss_giou_dn_3: 0.4876 (0.4923) loss_giou_dn_4: 0.4868 (0.4917) loss_giou_dn_5: 0.4869 (0.4917) loss_giou_dn_pre: 0.6230 (0.6228) loss_giou_enc_0: 0.7048 (0.7070) loss_giou_pre: 0.6178 (0.6212) loss_ddf_aux_0: 0.0685 (0.0685) loss_ddf_aux_1: 0.0093 (0.0089) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2437 (0.2658) loss_ddf_dn_1: 0.0327 (0.0340) loss_ddf_dn_2: 0.0068 (0.0063) loss_ddf_dn_3: 0.0008 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7045 (0.7014) loss_vfl_aux_0: 0.7758 (0.7813) loss_vfl_aux_1: 0.7554 (0.7584) loss_vfl_aux_2: 0.7267 (0.7346) loss_vfl_aux_3: 0.7059 (0.7119) loss_vfl_aux_4: 0.7014 (0.7028) loss_vfl_dn_0: 0.5029 (0.5004) loss_vfl_dn_1: 0.4438 (0.4477) loss_vfl_dn_2: 0.4297 (0.4330) loss_vfl_dn_3: 0.4220 (0.4230) loss_vfl_dn_4: 0.4167 (0.4191) loss_vfl_dn_5: 0.4139 (0.4186) loss_vfl_dn_pre: 0.5042 (0.5011) loss_vfl_enc_0: 0.7743 (0.7735) loss_vfl_pre: 0.7791 (0.7842) time: 0.7074 data: 0.0207 max mem: 9097 Epoch: [15] [ 800/3696] eta: 0:37:36 lr: 0.000013 loss: 33.3256 (33.2692) loss_bbox: 0.1779 (0.1968) loss_bbox_aux_0: 0.1905 (0.2128) loss_bbox_aux_1: 0.1798 (0.1999) loss_bbox_aux_2: 0.1782 (0.1973) loss_bbox_aux_3: 0.1782 (0.1969) loss_bbox_aux_4: 0.1780 (0.1968) loss_bbox_dn_0: 0.2796 (0.2786) loss_bbox_dn_1: 0.2059 (0.2119) loss_bbox_dn_2: 0.2007 (0.2013) loss_bbox_dn_3: 0.1978 (0.1980) loss_bbox_dn_4: 0.1981 (0.1976) loss_bbox_dn_5: 0.1982 (0.1975) loss_bbox_dn_pre: 0.2815 (0.2836) loss_bbox_enc_0: 0.2367 (0.2575) loss_bbox_pre: 0.1902 (0.2130) loss_dfl: 0.9595 (0.9636) loss_fgl_aux_0: 1.0065 (1.0039) loss_fgl_aux_1: 0.9655 (0.9673) loss_fgl_aux_2: 0.9578 (0.9638) loss_fgl_aux_3: 0.9578 (0.9636) loss_fgl_aux_4: 0.9589 (0.9636) loss_fgl_dn_0: 1.0998 (1.0992) loss_fgl_dn_1: 0.9934 (0.9966) loss_fgl_dn_2: 0.9805 (0.9874) loss_fgl_dn_3: 0.9820 (0.9881) loss_fgl_dn_4: 0.9833 (0.9883) loss_fgl_dn_5: 0.9833 (0.9884) loss_giou: 0.5523 (0.5957) loss_giou_aux_0: 0.5825 (0.6244) loss_giou_aux_1: 0.5571 (0.6015) loss_giou_aux_2: 0.5555 (0.5966) loss_giou_aux_3: 0.5523 (0.5959) loss_giou_aux_4: 0.5523 (0.5958) loss_giou_dn_0: 0.6157 (0.6242) loss_giou_dn_1: 0.5118 (0.5140) loss_giou_dn_2: 0.4905 (0.4966) loss_giou_dn_3: 0.4863 (0.4924) loss_giou_dn_4: 0.4854 (0.4918) loss_giou_dn_5: 0.4852 (0.4917) loss_giou_dn_pre: 0.6146 (0.6229) loss_giou_enc_0: 0.6744 (0.7078) loss_giou_pre: 0.5782 (0.6223) loss_ddf_aux_0: 0.0715 (0.0686) loss_ddf_aux_1: 0.0093 (0.0089) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2583 (0.2650) loss_ddf_dn_1: 0.0349 (0.0340) loss_ddf_dn_2: 0.0073 (0.0063) loss_ddf_dn_3: 0.0009 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7086 (0.7022) loss_vfl_aux_0: 0.7950 (0.7821) loss_vfl_aux_1: 0.7625 (0.7595) loss_vfl_aux_2: 0.7280 (0.7353) loss_vfl_aux_3: 0.7166 (0.7129) loss_vfl_aux_4: 0.7022 (0.7036) loss_vfl_dn_0: 0.5016 (0.5004) loss_vfl_dn_1: 0.4435 (0.4476) loss_vfl_dn_2: 0.4316 (0.4330) loss_vfl_dn_3: 0.4199 (0.4230) loss_vfl_dn_4: 0.4186 (0.4192) loss_vfl_dn_5: 0.4180 (0.4187) loss_vfl_dn_pre: 0.5027 (0.5011) loss_vfl_enc_0: 0.7917 (0.7732) loss_vfl_pre: 0.8010 (0.7851) time: 0.7731 data: 0.0349 max mem: 9097 Epoch: [15] [ 900/3696] eta: 0:36:09 lr: 0.000013 loss: 33.3381 (33.2733) loss_bbox: 0.1941 (0.1975) loss_bbox_aux_0: 0.2114 (0.2136) loss_bbox_aux_1: 0.1966 (0.2007) loss_bbox_aux_2: 0.1939 (0.1981) loss_bbox_aux_3: 0.1945 (0.1976) loss_bbox_aux_4: 0.1943 (0.1975) loss_bbox_dn_0: 0.2754 (0.2797) loss_bbox_dn_1: 0.2136 (0.2124) loss_bbox_dn_2: 0.2014 (0.2017) loss_bbox_dn_3: 0.1989 (0.1985) loss_bbox_dn_4: 0.1991 (0.1980) loss_bbox_dn_5: 0.1990 (0.1980) loss_bbox_dn_pre: 0.2758 (0.2847) loss_bbox_enc_0: 0.2573 (0.2585) loss_bbox_pre: 0.2101 (0.2139) loss_dfl: 0.9754 (0.9634) loss_fgl_aux_0: 1.0154 (1.0040) loss_fgl_aux_1: 0.9785 (0.9671) loss_fgl_aux_2: 0.9752 (0.9636) loss_fgl_aux_3: 0.9753 (0.9634) loss_fgl_aux_4: 0.9753 (0.9634) loss_fgl_dn_0: 1.1037 (1.0994) loss_fgl_dn_1: 1.0011 (0.9961) loss_fgl_dn_2: 0.9970 (0.9869) loss_fgl_dn_3: 0.9982 (0.9875) loss_fgl_dn_4: 0.9986 (0.9878) loss_fgl_dn_5: 0.9987 (0.9879) loss_giou: 0.5741 (0.5948) loss_giou_aux_0: 0.6027 (0.6236) loss_giou_aux_1: 0.5792 (0.6006) loss_giou_aux_2: 0.5760 (0.5956) loss_giou_aux_3: 0.5740 (0.5950) loss_giou_aux_4: 0.5740 (0.5949) loss_giou_dn_0: 0.6093 (0.6234) loss_giou_dn_1: 0.5007 (0.5130) loss_giou_dn_2: 0.4785 (0.4956) loss_giou_dn_3: 0.4752 (0.4914) loss_giou_dn_4: 0.4749 (0.4908) loss_giou_dn_5: 0.4747 (0.4907) loss_giou_dn_pre: 0.6080 (0.6221) loss_giou_enc_0: 0.6927 (0.7069) loss_giou_pre: 0.6030 (0.6216) loss_ddf_aux_0: 0.0703 (0.0689) loss_ddf_aux_1: 0.0087 (0.0089) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2661 (0.2658) loss_ddf_dn_1: 0.0349 (0.0340) loss_ddf_dn_2: 0.0061 (0.0063) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6904 (0.7028) loss_vfl_aux_0: 0.7809 (0.7837) loss_vfl_aux_1: 0.7634 (0.7606) loss_vfl_aux_2: 0.7271 (0.7362) loss_vfl_aux_3: 0.7015 (0.7134) loss_vfl_aux_4: 0.7006 (0.7043) loss_vfl_dn_0: 0.4966 (0.5007) loss_vfl_dn_1: 0.4501 (0.4477) loss_vfl_dn_2: 0.4354 (0.4331) loss_vfl_dn_3: 0.4233 (0.4230) loss_vfl_dn_4: 0.4199 (0.4191) loss_vfl_dn_5: 0.4204 (0.4187) loss_vfl_dn_pre: 0.4971 (0.5014) loss_vfl_enc_0: 0.7585 (0.7743) loss_vfl_pre: 0.7831 (0.7867) time: 0.7044 data: 0.0269 max mem: 9097 Epoch: [15] [1000/3696] eta: 0:34:50 lr: 0.000013 loss: 33.3859 (33.2682) loss_bbox: 0.1907 (0.1970) loss_bbox_aux_0: 0.2057 (0.2131) loss_bbox_aux_1: 0.1945 (0.2001) loss_bbox_aux_2: 0.1915 (0.1976) loss_bbox_aux_3: 0.1907 (0.1971) loss_bbox_aux_4: 0.1908 (0.1970) loss_bbox_dn_0: 0.2689 (0.2792) loss_bbox_dn_1: 0.1961 (0.2120) loss_bbox_dn_2: 0.1864 (0.2013) loss_bbox_dn_3: 0.1840 (0.1981) loss_bbox_dn_4: 0.1825 (0.1976) loss_bbox_dn_5: 0.1822 (0.1976) loss_bbox_dn_pre: 0.2757 (0.2842) loss_bbox_enc_0: 0.2422 (0.2577) loss_bbox_pre: 0.2064 (0.2133) loss_dfl: 0.9856 (0.9646) loss_fgl_aux_0: 1.0173 (1.0051) loss_fgl_aux_1: 0.9885 (0.9683) loss_fgl_aux_2: 0.9870 (0.9648) loss_fgl_aux_3: 0.9861 (0.9646) loss_fgl_aux_4: 0.9854 (0.9646) loss_fgl_dn_0: 1.0952 (1.0996) loss_fgl_dn_1: 1.0010 (0.9964) loss_fgl_dn_2: 0.9954 (0.9872) loss_fgl_dn_3: 0.9967 (0.9878) loss_fgl_dn_4: 0.9971 (0.9881) loss_fgl_dn_5: 0.9971 (0.9881) loss_giou: 0.5830 (0.5937) loss_giou_aux_0: 0.6184 (0.6225) loss_giou_aux_1: 0.5954 (0.5994) loss_giou_aux_2: 0.5879 (0.5945) loss_giou_aux_3: 0.5849 (0.5938) loss_giou_aux_4: 0.5838 (0.5937) loss_giou_dn_0: 0.6215 (0.6231) loss_giou_dn_1: 0.5162 (0.5126) loss_giou_dn_2: 0.5007 (0.4951) loss_giou_dn_3: 0.4952 (0.4910) loss_giou_dn_4: 0.4942 (0.4904) loss_giou_dn_5: 0.4940 (0.4903) loss_giou_dn_pre: 0.6216 (0.6218) loss_giou_enc_0: 0.6979 (0.7057) loss_giou_pre: 0.6160 (0.6205) loss_ddf_aux_0: 0.0677 (0.0689) loss_ddf_aux_1: 0.0090 (0.0089) loss_ddf_aux_2: 0.0018 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2586 (0.2661) loss_ddf_dn_1: 0.0335 (0.0340) loss_ddf_dn_2: 0.0064 (0.0063) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6946 (0.7032) loss_vfl_aux_0: 0.7856 (0.7843) loss_vfl_aux_1: 0.7535 (0.7612) loss_vfl_aux_2: 0.7371 (0.7366) loss_vfl_aux_3: 0.7189 (0.7139) loss_vfl_aux_4: 0.7029 (0.7047) loss_vfl_dn_0: 0.4936 (0.5008) loss_vfl_dn_1: 0.4571 (0.4479) loss_vfl_dn_2: 0.4393 (0.4332) loss_vfl_dn_3: 0.4327 (0.4231) loss_vfl_dn_4: 0.4278 (0.4192) loss_vfl_dn_5: 0.4271 (0.4188) loss_vfl_dn_pre: 0.4940 (0.5015) loss_vfl_enc_0: 0.7779 (0.7753) loss_vfl_pre: 0.7883 (0.7873) time: 0.7768 data: 0.0292 max mem: 9097 Epoch: [15] [1100/3696] eta: 0:33:33 lr: 0.000013 loss: 33.1814 (33.2743) loss_bbox: 0.1799 (0.1968) loss_bbox_aux_0: 0.1944 (0.2129) loss_bbox_aux_1: 0.1843 (0.2000) loss_bbox_aux_2: 0.1821 (0.1974) loss_bbox_aux_3: 0.1804 (0.1969) loss_bbox_aux_4: 0.1800 (0.1968) loss_bbox_dn_0: 0.2788 (0.2792) loss_bbox_dn_1: 0.1993 (0.2121) loss_bbox_dn_2: 0.1830 (0.2013) loss_bbox_dn_3: 0.1810 (0.1981) loss_bbox_dn_4: 0.1802 (0.1976) loss_bbox_dn_5: 0.1802 (0.1976) loss_bbox_dn_pre: 0.2857 (0.2841) loss_bbox_enc_0: 0.2491 (0.2573) loss_bbox_pre: 0.1935 (0.2131) loss_dfl: 0.9559 (0.9648) loss_fgl_aux_0: 1.0017 (1.0051) loss_fgl_aux_1: 0.9658 (0.9684) loss_fgl_aux_2: 0.9560 (0.9650) loss_fgl_aux_3: 0.9558 (0.9648) loss_fgl_aux_4: 0.9560 (0.9648) loss_fgl_dn_0: 1.0902 (1.0992) loss_fgl_dn_1: 1.0020 (0.9964) loss_fgl_dn_2: 0.9918 (0.9872) loss_fgl_dn_3: 0.9917 (0.9879) loss_fgl_dn_4: 0.9918 (0.9882) loss_fgl_dn_5: 0.9918 (0.9882) loss_giou: 0.6194 (0.5943) loss_giou_aux_0: 0.6448 (0.6230) loss_giou_aux_1: 0.6266 (0.6000) loss_giou_aux_2: 0.6183 (0.5951) loss_giou_aux_3: 0.6189 (0.5944) loss_giou_aux_4: 0.6192 (0.5943) loss_giou_dn_0: 0.6418 (0.6236) loss_giou_dn_1: 0.5278 (0.5131) loss_giou_dn_2: 0.5090 (0.4956) loss_giou_dn_3: 0.5054 (0.4915) loss_giou_dn_4: 0.5062 (0.4908) loss_giou_dn_5: 0.5063 (0.4908) loss_giou_dn_pre: 0.6406 (0.6223) loss_giou_enc_0: 0.7076 (0.7060) loss_giou_pre: 0.6418 (0.6209) loss_ddf_aux_0: 0.0674 (0.0687) loss_ddf_aux_1: 0.0096 (0.0088) loss_ddf_aux_2: 0.0018 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2503 (0.2650) loss_ddf_dn_1: 0.0350 (0.0340) loss_ddf_dn_2: 0.0072 (0.0064) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6871 (0.7034) loss_vfl_aux_0: 0.7607 (0.7840) loss_vfl_aux_1: 0.7623 (0.7613) loss_vfl_aux_2: 0.7351 (0.7368) loss_vfl_aux_3: 0.7160 (0.7141) loss_vfl_aux_4: 0.6866 (0.7048) loss_vfl_dn_0: 0.4916 (0.5009) loss_vfl_dn_1: 0.4495 (0.4480) loss_vfl_dn_2: 0.4331 (0.4334) loss_vfl_dn_3: 0.4229 (0.4233) loss_vfl_dn_4: 0.4203 (0.4195) loss_vfl_dn_5: 0.4182 (0.4190) loss_vfl_dn_pre: 0.4933 (0.5016) loss_vfl_enc_0: 0.7659 (0.7751) loss_vfl_pre: 0.7667 (0.7869) time: 0.7603 data: 0.0266 max mem: 9097 Epoch: [15] [1200/3696] eta: 0:32:13 lr: 0.000013 loss: 33.4175 (33.2814) loss_bbox: 0.1989 (0.1972) loss_bbox_aux_0: 0.2189 (0.2133) loss_bbox_aux_1: 0.2013 (0.2003) loss_bbox_aux_2: 0.1995 (0.1977) loss_bbox_aux_3: 0.1989 (0.1972) loss_bbox_aux_4: 0.1990 (0.1972) loss_bbox_dn_0: 0.2627 (0.2794) loss_bbox_dn_1: 0.1972 (0.2122) loss_bbox_dn_2: 0.1897 (0.2014) loss_bbox_dn_3: 0.1850 (0.1982) loss_bbox_dn_4: 0.1836 (0.1978) loss_bbox_dn_5: 0.1835 (0.1978) loss_bbox_dn_pre: 0.2680 (0.2844) loss_bbox_enc_0: 0.2670 (0.2578) loss_bbox_pre: 0.2188 (0.2135) loss_dfl: 0.9696 (0.9648) loss_fgl_aux_0: 1.0013 (1.0051) loss_fgl_aux_1: 0.9731 (0.9685) loss_fgl_aux_2: 0.9704 (0.9650) loss_fgl_aux_3: 0.9697 (0.9649) loss_fgl_aux_4: 0.9697 (0.9648) loss_fgl_dn_0: 1.1000 (1.0992) loss_fgl_dn_1: 0.9995 (0.9963) loss_fgl_dn_2: 0.9893 (0.9871) loss_fgl_dn_3: 0.9911 (0.9878) loss_fgl_dn_4: 0.9915 (0.9881) loss_fgl_dn_5: 0.9916 (0.9881) loss_giou: 0.6025 (0.5943) loss_giou_aux_0: 0.6300 (0.6230) loss_giou_aux_1: 0.6081 (0.6000) loss_giou_aux_2: 0.6037 (0.5951) loss_giou_aux_3: 0.6024 (0.5944) loss_giou_aux_4: 0.6024 (0.5943) loss_giou_dn_0: 0.6229 (0.6235) loss_giou_dn_1: 0.5059 (0.5129) loss_giou_dn_2: 0.4917 (0.4954) loss_giou_dn_3: 0.4882 (0.4913) loss_giou_dn_4: 0.4882 (0.4907) loss_giou_dn_5: 0.4881 (0.4906) loss_giou_dn_pre: 0.6207 (0.6221) loss_giou_enc_0: 0.7156 (0.7059) loss_giou_pre: 0.6280 (0.6209) loss_ddf_aux_0: 0.0715 (0.0689) loss_ddf_aux_1: 0.0091 (0.0089) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2550 (0.2650) loss_ddf_dn_1: 0.0308 (0.0340) loss_ddf_dn_2: 0.0065 (0.0064) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7155 (0.7039) loss_vfl_aux_0: 0.7841 (0.7840) loss_vfl_aux_1: 0.7767 (0.7620) loss_vfl_aux_2: 0.7584 (0.7374) loss_vfl_aux_3: 0.7286 (0.7146) loss_vfl_aux_4: 0.7172 (0.7054) loss_vfl_dn_0: 0.5067 (0.5010) loss_vfl_dn_1: 0.4594 (0.4481) loss_vfl_dn_2: 0.4399 (0.4334) loss_vfl_dn_3: 0.4270 (0.4234) loss_vfl_dn_4: 0.4254 (0.4196) loss_vfl_dn_5: 0.4258 (0.4192) loss_vfl_dn_pre: 0.5063 (0.5017) loss_vfl_enc_0: 0.7797 (0.7756) loss_vfl_pre: 0.7878 (0.7870) time: 0.7347 data: 0.0281 max mem: 9097 Epoch: [15] [1300/3696] eta: 0:30:51 lr: 0.000013 loss: 33.5511 (33.2908) loss_bbox: 0.1964 (0.1974) loss_bbox_aux_0: 0.2058 (0.2134) loss_bbox_aux_1: 0.1978 (0.2005) loss_bbox_aux_2: 0.1970 (0.1979) loss_bbox_aux_3: 0.1968 (0.1975) loss_bbox_aux_4: 0.1964 (0.1974) loss_bbox_dn_0: 0.2644 (0.2791) loss_bbox_dn_1: 0.2025 (0.2121) loss_bbox_dn_2: 0.1911 (0.2013) loss_bbox_dn_3: 0.1888 (0.1981) loss_bbox_dn_4: 0.1887 (0.1977) loss_bbox_dn_5: 0.1887 (0.1977) loss_bbox_dn_pre: 0.2692 (0.2842) loss_bbox_enc_0: 0.2480 (0.2579) loss_bbox_pre: 0.2072 (0.2136) loss_dfl: 0.9540 (0.9646) loss_fgl_aux_0: 0.9924 (1.0047) loss_fgl_aux_1: 0.9587 (0.9683) loss_fgl_aux_2: 0.9541 (0.9648) loss_fgl_aux_3: 0.9541 (0.9647) loss_fgl_aux_4: 0.9541 (0.9646) loss_fgl_dn_0: 1.0996 (1.0989) loss_fgl_dn_1: 0.9987 (0.9962) loss_fgl_dn_2: 0.9897 (0.9870) loss_fgl_dn_3: 0.9919 (0.9878) loss_fgl_dn_4: 0.9920 (0.9881) loss_fgl_dn_5: 0.9920 (0.9881) loss_giou: 0.6122 (0.5951) loss_giou_aux_0: 0.6429 (0.6238) loss_giou_aux_1: 0.6235 (0.6008) loss_giou_aux_2: 0.6140 (0.5959) loss_giou_aux_3: 0.6130 (0.5952) loss_giou_aux_4: 0.6128 (0.5952) loss_giou_dn_0: 0.6106 (0.6240) loss_giou_dn_1: 0.5068 (0.5134) loss_giou_dn_2: 0.4858 (0.4960) loss_giou_dn_3: 0.4847 (0.4918) loss_giou_dn_4: 0.4843 (0.4911) loss_giou_dn_5: 0.4844 (0.4911) loss_giou_dn_pre: 0.6099 (0.6227) loss_giou_enc_0: 0.7199 (0.7068) loss_giou_pre: 0.6377 (0.6218) loss_ddf_aux_0: 0.0685 (0.0687) loss_ddf_aux_1: 0.0081 (0.0089) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2555 (0.2645) loss_ddf_dn_1: 0.0317 (0.0338) loss_ddf_dn_2: 0.0060 (0.0064) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6736 (0.7040) loss_vfl_aux_0: 0.7549 (0.7839) loss_vfl_aux_1: 0.7238 (0.7622) loss_vfl_aux_2: 0.7171 (0.7379) loss_vfl_aux_3: 0.6952 (0.7151) loss_vfl_aux_4: 0.6788 (0.7054) loss_vfl_dn_0: 0.4976 (0.5010) loss_vfl_dn_1: 0.4444 (0.4481) loss_vfl_dn_2: 0.4321 (0.4335) loss_vfl_dn_3: 0.4162 (0.4235) loss_vfl_dn_4: 0.4140 (0.4196) loss_vfl_dn_5: 0.4148 (0.4192) loss_vfl_dn_pre: 0.4988 (0.5017) loss_vfl_enc_0: 0.7524 (0.7757) loss_vfl_pre: 0.7637 (0.7869) time: 0.7236 data: 0.0301 max mem: 9097 Epoch: [15] [1400/3696] eta: 0:29:32 lr: 0.000013 loss: 33.2400 (33.2934) loss_bbox: 0.1892 (0.1975) loss_bbox_aux_0: 0.2034 (0.2134) loss_bbox_aux_1: 0.1947 (0.2006) loss_bbox_aux_2: 0.1909 (0.1980) loss_bbox_aux_3: 0.1898 (0.1975) loss_bbox_aux_4: 0.1893 (0.1975) loss_bbox_dn_0: 0.2675 (0.2791) loss_bbox_dn_1: 0.2080 (0.2122) loss_bbox_dn_2: 0.1905 (0.2014) loss_bbox_dn_3: 0.1914 (0.1982) loss_bbox_dn_4: 0.1940 (0.1978) loss_bbox_dn_5: 0.1940 (0.1977) loss_bbox_dn_pre: 0.2700 (0.2842) loss_bbox_enc_0: 0.2358 (0.2577) loss_bbox_pre: 0.2038 (0.2136) loss_dfl: 0.9506 (0.9644) loss_fgl_aux_0: 0.9868 (1.0044) loss_fgl_aux_1: 0.9566 (0.9681) loss_fgl_aux_2: 0.9509 (0.9646) loss_fgl_aux_3: 0.9515 (0.9644) loss_fgl_aux_4: 0.9511 (0.9644) loss_fgl_dn_0: 1.0922 (1.0986) loss_fgl_dn_1: 0.9894 (0.9961) loss_fgl_dn_2: 0.9823 (0.9869) loss_fgl_dn_3: 0.9819 (0.9876) loss_fgl_dn_4: 0.9820 (0.9879) loss_fgl_dn_5: 0.9821 (0.9879) loss_giou: 0.6201 (0.5959) loss_giou_aux_0: 0.6442 (0.6245) loss_giou_aux_1: 0.6218 (0.6016) loss_giou_aux_2: 0.6192 (0.5967) loss_giou_aux_3: 0.6207 (0.5960) loss_giou_aux_4: 0.6203 (0.5960) loss_giou_dn_0: 0.6532 (0.6243) loss_giou_dn_1: 0.5361 (0.5137) loss_giou_dn_2: 0.5177 (0.4963) loss_giou_dn_3: 0.5104 (0.4921) loss_giou_dn_4: 0.5096 (0.4915) loss_giou_dn_5: 0.5098 (0.4914) loss_giou_dn_pre: 0.6502 (0.6230) loss_giou_enc_0: 0.7205 (0.7073) loss_giou_pre: 0.6398 (0.6225) loss_ddf_aux_0: 0.0692 (0.0685) loss_ddf_aux_1: 0.0088 (0.0088) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2434 (0.2640) loss_ddf_dn_1: 0.0306 (0.0338) loss_ddf_dn_2: 0.0064 (0.0064) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6768 (0.7038) loss_vfl_aux_0: 0.7610 (0.7834) loss_vfl_aux_1: 0.7559 (0.7615) loss_vfl_aux_2: 0.7120 (0.7374) loss_vfl_aux_3: 0.6858 (0.7149) loss_vfl_aux_4: 0.6811 (0.7053) loss_vfl_dn_0: 0.4977 (0.5008) loss_vfl_dn_1: 0.4529 (0.4481) loss_vfl_dn_2: 0.4367 (0.4335) loss_vfl_dn_3: 0.4280 (0.4235) loss_vfl_dn_4: 0.4207 (0.4197) loss_vfl_dn_5: 0.4174 (0.4193) loss_vfl_dn_pre: 0.4984 (0.5015) loss_vfl_enc_0: 0.7625 (0.7754) loss_vfl_pre: 0.7689 (0.7865) time: 0.7128 data: 0.0249 max mem: 9097 Epoch: [15] [1500/3696] eta: 0:28:12 lr: 0.000013 loss: 33.3679 (33.2896) loss_bbox: 0.1957 (0.1973) loss_bbox_aux_0: 0.2067 (0.2132) loss_bbox_aux_1: 0.1980 (0.2005) loss_bbox_aux_2: 0.1953 (0.1979) loss_bbox_aux_3: 0.1954 (0.1974) loss_bbox_aux_4: 0.1955 (0.1974) loss_bbox_dn_0: 0.2533 (0.2791) loss_bbox_dn_1: 0.1927 (0.2121) loss_bbox_dn_2: 0.1844 (0.2013) loss_bbox_dn_3: 0.1846 (0.1982) loss_bbox_dn_4: 0.1849 (0.1977) loss_bbox_dn_5: 0.1849 (0.1977) loss_bbox_dn_pre: 0.2572 (0.2841) loss_bbox_enc_0: 0.2426 (0.2574) loss_bbox_pre: 0.2073 (0.2134) loss_dfl: 0.9819 (0.9648) loss_fgl_aux_0: 1.0082 (1.0046) loss_fgl_aux_1: 0.9827 (0.9684) loss_fgl_aux_2: 0.9814 (0.9650) loss_fgl_aux_3: 0.9814 (0.9648) loss_fgl_aux_4: 0.9819 (0.9648) loss_fgl_dn_0: 1.0981 (1.0988) loss_fgl_dn_1: 1.0010 (0.9961) loss_fgl_dn_2: 0.9933 (0.9870) loss_fgl_dn_3: 0.9938 (0.9877) loss_fgl_dn_4: 0.9945 (0.9880) loss_fgl_dn_5: 0.9945 (0.9880) loss_giou: 0.5505 (0.5955) loss_giou_aux_0: 0.5875 (0.6240) loss_giou_aux_1: 0.5624 (0.6011) loss_giou_aux_2: 0.5519 (0.5963) loss_giou_aux_3: 0.5503 (0.5956) loss_giou_aux_4: 0.5505 (0.5955) loss_giou_dn_0: 0.5985 (0.6240) loss_giou_dn_1: 0.4901 (0.5134) loss_giou_dn_2: 0.4768 (0.4960) loss_giou_dn_3: 0.4750 (0.4918) loss_giou_dn_4: 0.4738 (0.4911) loss_giou_dn_5: 0.4737 (0.4911) loss_giou_dn_pre: 0.5963 (0.6227) loss_giou_enc_0: 0.6608 (0.7066) loss_giou_pre: 0.5866 (0.6220) loss_ddf_aux_0: 0.0590 (0.0685) loss_ddf_aux_1: 0.0076 (0.0088) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2555 (0.2641) loss_ddf_dn_1: 0.0327 (0.0338) loss_ddf_dn_2: 0.0059 (0.0064) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6691 (0.7039) loss_vfl_aux_0: 0.7396 (0.7835) loss_vfl_aux_1: 0.7246 (0.7617) loss_vfl_aux_2: 0.6987 (0.7375) loss_vfl_aux_3: 0.6855 (0.7151) loss_vfl_aux_4: 0.6705 (0.7055) loss_vfl_dn_0: 0.4978 (0.5008) loss_vfl_dn_1: 0.4493 (0.4481) loss_vfl_dn_2: 0.4346 (0.4334) loss_vfl_dn_3: 0.4226 (0.4234) loss_vfl_dn_4: 0.4193 (0.4197) loss_vfl_dn_5: 0.4177 (0.4192) loss_vfl_dn_pre: 0.4992 (0.5015) loss_vfl_enc_0: 0.7448 (0.7759) loss_vfl_pre: 0.7421 (0.7866) time: 0.7724 data: 0.0265 max mem: 9097 Epoch: [15] [1600/3696] eta: 0:26:54 lr: 0.000013 loss: 33.3480 (33.2840) loss_bbox: 0.1768 (0.1970) loss_bbox_aux_0: 0.1919 (0.2128) loss_bbox_aux_1: 0.1829 (0.2001) loss_bbox_aux_2: 0.1807 (0.1976) loss_bbox_aux_3: 0.1764 (0.1971) loss_bbox_aux_4: 0.1767 (0.1970) loss_bbox_dn_0: 0.2565 (0.2784) loss_bbox_dn_1: 0.1910 (0.2116) loss_bbox_dn_2: 0.1798 (0.2009) loss_bbox_dn_3: 0.1763 (0.1978) loss_bbox_dn_4: 0.1767 (0.1973) loss_bbox_dn_5: 0.1763 (0.1973) loss_bbox_dn_pre: 0.2595 (0.2835) loss_bbox_enc_0: 0.2477 (0.2569) loss_bbox_pre: 0.1934 (0.2130) loss_dfl: 0.9485 (0.9651) loss_fgl_aux_0: 0.9878 (1.0047) loss_fgl_aux_1: 0.9526 (0.9686) loss_fgl_aux_2: 0.9480 (0.9652) loss_fgl_aux_3: 0.9486 (0.9651) loss_fgl_aux_4: 0.9485 (0.9651) loss_fgl_dn_0: 1.0948 (1.0989) loss_fgl_dn_1: 0.9989 (0.9963) loss_fgl_dn_2: 0.9901 (0.9872) loss_fgl_dn_3: 0.9913 (0.9879) loss_fgl_dn_4: 0.9916 (0.9882) loss_fgl_dn_5: 0.9918 (0.9882) loss_giou: 0.6217 (0.5957) loss_giou_aux_0: 0.6553 (0.6242) loss_giou_aux_1: 0.6276 (0.6014) loss_giou_aux_2: 0.6246 (0.5965) loss_giou_aux_3: 0.6219 (0.5958) loss_giou_aux_4: 0.6219 (0.5957) loss_giou_dn_0: 0.6272 (0.6239) loss_giou_dn_1: 0.5283 (0.5133) loss_giou_dn_2: 0.5102 (0.4960) loss_giou_dn_3: 0.5071 (0.4917) loss_giou_dn_4: 0.5070 (0.4911) loss_giou_dn_5: 0.5073 (0.4911) loss_giou_dn_pre: 0.6251 (0.6226) loss_giou_enc_0: 0.7475 (0.7067) loss_giou_pre: 0.6541 (0.6221) loss_ddf_aux_0: 0.0626 (0.0683) loss_ddf_aux_1: 0.0075 (0.0088) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2466 (0.2636) loss_ddf_dn_1: 0.0300 (0.0337) loss_ddf_dn_2: 0.0057 (0.0064) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6928 (0.7036) loss_vfl_aux_0: 0.7670 (0.7832) loss_vfl_aux_1: 0.7321 (0.7613) loss_vfl_aux_2: 0.7277 (0.7372) loss_vfl_aux_3: 0.7068 (0.7149) loss_vfl_aux_4: 0.6889 (0.7053) loss_vfl_dn_0: 0.4957 (0.5008) loss_vfl_dn_1: 0.4465 (0.4481) loss_vfl_dn_2: 0.4365 (0.4335) loss_vfl_dn_3: 0.4247 (0.4234) loss_vfl_dn_4: 0.4224 (0.4197) loss_vfl_dn_5: 0.4210 (0.4192) loss_vfl_dn_pre: 0.4966 (0.5015) loss_vfl_enc_0: 0.7467 (0.7760) loss_vfl_pre: 0.7751 (0.7863) time: 0.7816 data: 0.0342 max mem: 9097 Epoch: [15] [1700/3696] eta: 0:25:36 lr: 0.000013 loss: 33.0320 (33.2782) loss_bbox: 0.1919 (0.1970) loss_bbox_aux_0: 0.2095 (0.2129) loss_bbox_aux_1: 0.1917 (0.2002) loss_bbox_aux_2: 0.1882 (0.1976) loss_bbox_aux_3: 0.1908 (0.1971) loss_bbox_aux_4: 0.1921 (0.1971) loss_bbox_dn_0: 0.2715 (0.2787) loss_bbox_dn_1: 0.2048 (0.2117) loss_bbox_dn_2: 0.1974 (0.2010) loss_bbox_dn_3: 0.1896 (0.1978) loss_bbox_dn_4: 0.1885 (0.1973) loss_bbox_dn_5: 0.1885 (0.1973) loss_bbox_dn_pre: 0.2779 (0.2838) loss_bbox_enc_0: 0.2696 (0.2571) loss_bbox_pre: 0.2106 (0.2131) loss_dfl: 0.9714 (0.9652) loss_fgl_aux_0: 1.0189 (1.0050) loss_fgl_aux_1: 0.9756 (0.9688) loss_fgl_aux_2: 0.9718 (0.9654) loss_fgl_aux_3: 0.9724 (0.9652) loss_fgl_aux_4: 0.9717 (0.9652) loss_fgl_dn_0: 1.1084 (1.0990) loss_fgl_dn_1: 1.0002 (0.9963) loss_fgl_dn_2: 0.9896 (0.9871) loss_fgl_dn_3: 0.9888 (0.9879) loss_fgl_dn_4: 0.9887 (0.9882) loss_fgl_dn_5: 0.9886 (0.9882) loss_giou: 0.5705 (0.5953) loss_giou_aux_0: 0.6060 (0.6238) loss_giou_aux_1: 0.5773 (0.6009) loss_giou_aux_2: 0.5706 (0.5961) loss_giou_aux_3: 0.5692 (0.5954) loss_giou_aux_4: 0.5699 (0.5953) loss_giou_dn_0: 0.5952 (0.6234) loss_giou_dn_1: 0.4786 (0.5129) loss_giou_dn_2: 0.4581 (0.4955) loss_giou_dn_3: 0.4562 (0.4913) loss_giou_dn_4: 0.4566 (0.4907) loss_giou_dn_5: 0.4565 (0.4906) loss_giou_dn_pre: 0.5950 (0.6222) loss_giou_enc_0: 0.6899 (0.7062) loss_giou_pre: 0.6055 (0.6217) loss_ddf_aux_0: 0.0688 (0.0684) loss_ddf_aux_1: 0.0086 (0.0088) loss_ddf_aux_2: 0.0018 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2560 (0.2634) loss_ddf_dn_1: 0.0341 (0.0336) loss_ddf_dn_2: 0.0064 (0.0063) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6833 (0.7033) loss_vfl_aux_0: 0.7653 (0.7831) loss_vfl_aux_1: 0.7660 (0.7613) loss_vfl_aux_2: 0.7207 (0.7371) loss_vfl_aux_3: 0.6959 (0.7146) loss_vfl_aux_4: 0.6877 (0.7049) loss_vfl_dn_0: 0.4966 (0.5009) loss_vfl_dn_1: 0.4435 (0.4480) loss_vfl_dn_2: 0.4299 (0.4333) loss_vfl_dn_3: 0.4194 (0.4233) loss_vfl_dn_4: 0.4148 (0.4196) loss_vfl_dn_5: 0.4153 (0.4191) loss_vfl_dn_pre: 0.4992 (0.5016) loss_vfl_enc_0: 0.7766 (0.7764) loss_vfl_pre: 0.7638 (0.7862) time: 0.7595 data: 0.0283 max mem: 9097 Epoch: [15] [1800/3696] eta: 0:24:22 lr: 0.000013 loss: 33.1903 (33.2802) loss_bbox: 0.2118 (0.1968) loss_bbox_aux_0: 0.2263 (0.2127) loss_bbox_aux_1: 0.2139 (0.1999) loss_bbox_aux_2: 0.2121 (0.1974) loss_bbox_aux_3: 0.2117 (0.1969) loss_bbox_aux_4: 0.2118 (0.1968) loss_bbox_dn_0: 0.2798 (0.2786) loss_bbox_dn_1: 0.2122 (0.2116) loss_bbox_dn_2: 0.2015 (0.2009) loss_bbox_dn_3: 0.1986 (0.1977) loss_bbox_dn_4: 0.1985 (0.1973) loss_bbox_dn_5: 0.1985 (0.1972) loss_bbox_dn_pre: 0.2872 (0.2837) loss_bbox_enc_0: 0.2630 (0.2568) loss_bbox_pre: 0.2245 (0.2129) loss_dfl: 0.9698 (0.9656) loss_fgl_aux_0: 1.0078 (1.0054) loss_fgl_aux_1: 0.9740 (0.9692) loss_fgl_aux_2: 0.9703 (0.9658) loss_fgl_aux_3: 0.9694 (0.9656) loss_fgl_aux_4: 0.9698 (0.9656) loss_fgl_dn_0: 1.1051 (1.0991) loss_fgl_dn_1: 1.0034 (0.9964) loss_fgl_dn_2: 0.9945 (0.9872) loss_fgl_dn_3: 0.9954 (0.9880) loss_fgl_dn_4: 0.9961 (0.9883) loss_fgl_dn_5: 0.9961 (0.9883) loss_giou: 0.5886 (0.5949) loss_giou_aux_0: 0.6244 (0.6234) loss_giou_aux_1: 0.5920 (0.6006) loss_giou_aux_2: 0.5883 (0.5957) loss_giou_aux_3: 0.5894 (0.5950) loss_giou_aux_4: 0.5892 (0.5949) loss_giou_dn_0: 0.5976 (0.6234) loss_giou_dn_1: 0.4838 (0.5127) loss_giou_dn_2: 0.4668 (0.4954) loss_giou_dn_3: 0.4643 (0.4912) loss_giou_dn_4: 0.4635 (0.4905) loss_giou_dn_5: 0.4637 (0.4905) loss_giou_dn_pre: 0.5989 (0.6221) loss_giou_enc_0: 0.7052 (0.7059) loss_giou_pre: 0.6206 (0.6213) loss_ddf_aux_0: 0.0663 (0.0685) loss_ddf_aux_1: 0.0080 (0.0088) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2586 (0.2634) loss_ddf_dn_1: 0.0318 (0.0336) loss_ddf_dn_2: 0.0062 (0.0064) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7023 (0.7038) loss_vfl_aux_0: 0.7883 (0.7837) loss_vfl_aux_1: 0.7577 (0.7619) loss_vfl_aux_2: 0.7468 (0.7378) loss_vfl_aux_3: 0.7244 (0.7150) loss_vfl_aux_4: 0.7115 (0.7054) loss_vfl_dn_0: 0.5032 (0.5010) loss_vfl_dn_1: 0.4500 (0.4480) loss_vfl_dn_2: 0.4321 (0.4334) loss_vfl_dn_3: 0.4225 (0.4234) loss_vfl_dn_4: 0.4186 (0.4196) loss_vfl_dn_5: 0.4183 (0.4192) loss_vfl_dn_pre: 0.5043 (0.5017) loss_vfl_enc_0: 0.7734 (0.7769) loss_vfl_pre: 0.7910 (0.7869) time: 0.7559 data: 0.0389 max mem: 9097 Epoch: [15] [1900/3696] eta: 0:23:04 lr: 0.000013 loss: 33.1176 (33.2754) loss_bbox: 0.1847 (0.1969) loss_bbox_aux_0: 0.1962 (0.2128) loss_bbox_aux_1: 0.1872 (0.2000) loss_bbox_aux_2: 0.1840 (0.1975) loss_bbox_aux_3: 0.1846 (0.1970) loss_bbox_aux_4: 0.1846 (0.1969) loss_bbox_dn_0: 0.2603 (0.2786) loss_bbox_dn_1: 0.2006 (0.2117) loss_bbox_dn_2: 0.1860 (0.2010) loss_bbox_dn_3: 0.1844 (0.1978) loss_bbox_dn_4: 0.1841 (0.1973) loss_bbox_dn_5: 0.1841 (0.1973) loss_bbox_dn_pre: 0.2629 (0.2837) loss_bbox_enc_0: 0.2385 (0.2569) loss_bbox_pre: 0.1958 (0.2130) loss_dfl: 0.9413 (0.9655) loss_fgl_aux_0: 0.9779 (1.0052) loss_fgl_aux_1: 0.9441 (0.9690) loss_fgl_aux_2: 0.9417 (0.9657) loss_fgl_aux_3: 0.9417 (0.9655) loss_fgl_aux_4: 0.9411 (0.9655) loss_fgl_dn_0: 1.0885 (1.0990) loss_fgl_dn_1: 1.0012 (0.9962) loss_fgl_dn_2: 0.9922 (0.9871) loss_fgl_dn_3: 0.9917 (0.9878) loss_fgl_dn_4: 0.9921 (0.9881) loss_fgl_dn_5: 0.9923 (0.9881) loss_giou: 0.6228 (0.5947) loss_giou_aux_0: 0.6488 (0.6232) loss_giou_aux_1: 0.6247 (0.6003) loss_giou_aux_2: 0.6218 (0.5955) loss_giou_aux_3: 0.6225 (0.5948) loss_giou_aux_4: 0.6225 (0.5947) loss_giou_dn_0: 0.6297 (0.6231) loss_giou_dn_1: 0.5296 (0.5125) loss_giou_dn_2: 0.5152 (0.4952) loss_giou_dn_3: 0.5091 (0.4909) loss_giou_dn_4: 0.5082 (0.4903) loss_giou_dn_5: 0.5081 (0.4903) loss_giou_dn_pre: 0.6299 (0.6218) loss_giou_enc_0: 0.7075 (0.7056) loss_giou_pre: 0.6492 (0.6212) loss_ddf_aux_0: 0.0637 (0.0684) loss_ddf_aux_1: 0.0082 (0.0088) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2535 (0.2632) loss_ddf_dn_1: 0.0320 (0.0336) loss_ddf_dn_2: 0.0059 (0.0064) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6749 (0.7039) loss_vfl_aux_0: 0.7438 (0.7838) loss_vfl_aux_1: 0.7203 (0.7618) loss_vfl_aux_2: 0.7149 (0.7377) loss_vfl_aux_3: 0.6862 (0.7149) loss_vfl_aux_4: 0.6815 (0.7055) loss_vfl_dn_0: 0.4921 (0.5009) loss_vfl_dn_1: 0.4458 (0.4479) loss_vfl_dn_2: 0.4310 (0.4332) loss_vfl_dn_3: 0.4202 (0.4232) loss_vfl_dn_4: 0.4167 (0.4195) loss_vfl_dn_5: 0.4169 (0.4190) loss_vfl_dn_pre: 0.4938 (0.5017) loss_vfl_enc_0: 0.7687 (0.7771) loss_vfl_pre: 0.7651 (0.7870) time: 0.7565 data: 0.0338 max mem: 9097 Epoch: [15] [2000/3696] eta: 0:21:48 lr: 0.000013 loss: 32.9356 (33.2629) loss_bbox: 0.1926 (0.1968) loss_bbox_aux_0: 0.2090 (0.2126) loss_bbox_aux_1: 0.1934 (0.1999) loss_bbox_aux_2: 0.1919 (0.1973) loss_bbox_aux_3: 0.1924 (0.1968) loss_bbox_aux_4: 0.1926 (0.1968) loss_bbox_dn_0: 0.2788 (0.2784) loss_bbox_dn_1: 0.2082 (0.2115) loss_bbox_dn_2: 0.1930 (0.2008) loss_bbox_dn_3: 0.1931 (0.1976) loss_bbox_dn_4: 0.1930 (0.1972) loss_bbox_dn_5: 0.1929 (0.1972) loss_bbox_dn_pre: 0.2827 (0.2835) loss_bbox_enc_0: 0.2542 (0.2568) loss_bbox_pre: 0.2106 (0.2128) loss_dfl: 0.9494 (0.9656) loss_fgl_aux_0: 0.9986 (1.0054) loss_fgl_aux_1: 0.9511 (0.9692) loss_fgl_aux_2: 0.9500 (0.9658) loss_fgl_aux_3: 0.9495 (0.9656) loss_fgl_aux_4: 0.9495 (0.9656) loss_fgl_dn_0: 1.1019 (1.0990) loss_fgl_dn_1: 0.9946 (0.9961) loss_fgl_dn_2: 0.9825 (0.9870) loss_fgl_dn_3: 0.9838 (0.9877) loss_fgl_dn_4: 0.9842 (0.9880) loss_fgl_dn_5: 0.9842 (0.9880) loss_giou: 0.5913 (0.5940) loss_giou_aux_0: 0.6228 (0.6225) loss_giou_aux_1: 0.5993 (0.5996) loss_giou_aux_2: 0.5925 (0.5948) loss_giou_aux_3: 0.5912 (0.5941) loss_giou_aux_4: 0.5916 (0.5940) loss_giou_dn_0: 0.6173 (0.6226) loss_giou_dn_1: 0.5184 (0.5120) loss_giou_dn_2: 0.4972 (0.4947) loss_giou_dn_3: 0.4885 (0.4904) loss_giou_dn_4: 0.4878 (0.4898) loss_giou_dn_5: 0.4876 (0.4898) loss_giou_dn_pre: 0.6123 (0.6213) loss_giou_enc_0: 0.7086 (0.7048) loss_giou_pre: 0.6215 (0.6204) loss_ddf_aux_0: 0.0679 (0.0684) loss_ddf_aux_1: 0.0089 (0.0088) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2700 (0.2633) loss_ddf_dn_1: 0.0372 (0.0337) loss_ddf_dn_2: 0.0071 (0.0064) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6823 (0.7038) loss_vfl_aux_0: 0.7458 (0.7837) loss_vfl_aux_1: 0.7410 (0.7616) loss_vfl_aux_2: 0.7191 (0.7376) loss_vfl_aux_3: 0.6964 (0.7148) loss_vfl_aux_4: 0.6738 (0.7053) loss_vfl_dn_0: 0.4966 (0.5009) loss_vfl_dn_1: 0.4445 (0.4477) loss_vfl_dn_2: 0.4333 (0.4331) loss_vfl_dn_3: 0.4211 (0.4231) loss_vfl_dn_4: 0.4185 (0.4194) loss_vfl_dn_5: 0.4178 (0.4189) loss_vfl_dn_pre: 0.4959 (0.5016) loss_vfl_enc_0: 0.7388 (0.7772) loss_vfl_pre: 0.7489 (0.7869) time: 0.7443 data: 0.0282 max mem: 9097 Epoch: [15] [2100/3696] eta: 0:20:32 lr: 0.000013 loss: 33.0268 (33.2699) loss_bbox: 0.2074 (0.1969) loss_bbox_aux_0: 0.2205 (0.2127) loss_bbox_aux_1: 0.2104 (0.2000) loss_bbox_aux_2: 0.2076 (0.1975) loss_bbox_aux_3: 0.2074 (0.1970) loss_bbox_aux_4: 0.2074 (0.1969) loss_bbox_dn_0: 0.2807 (0.2783) loss_bbox_dn_1: 0.2206 (0.2115) loss_bbox_dn_2: 0.2107 (0.2008) loss_bbox_dn_3: 0.2084 (0.1975) loss_bbox_dn_4: 0.2084 (0.1971) loss_bbox_dn_5: 0.2084 (0.1971) loss_bbox_dn_pre: 0.2877 (0.2834) loss_bbox_enc_0: 0.2704 (0.2569) loss_bbox_pre: 0.2214 (0.2129) loss_dfl: 0.9350 (0.9653) loss_fgl_aux_0: 0.9769 (1.0050) loss_fgl_aux_1: 0.9398 (0.9689) loss_fgl_aux_2: 0.9353 (0.9655) loss_fgl_aux_3: 0.9352 (0.9653) loss_fgl_aux_4: 0.9351 (0.9653) loss_fgl_dn_0: 1.0924 (1.0990) loss_fgl_dn_1: 0.9861 (0.9961) loss_fgl_dn_2: 0.9784 (0.9869) loss_fgl_dn_3: 0.9794 (0.9877) loss_fgl_dn_4: 0.9798 (0.9880) loss_fgl_dn_5: 0.9797 (0.9880) loss_giou: 0.6033 (0.5947) loss_giou_aux_0: 0.6354 (0.6232) loss_giou_aux_1: 0.6101 (0.6003) loss_giou_aux_2: 0.6068 (0.5955) loss_giou_aux_3: 0.6048 (0.5948) loss_giou_aux_4: 0.6041 (0.5947) loss_giou_dn_0: 0.6051 (0.6229) loss_giou_dn_1: 0.4851 (0.5122) loss_giou_dn_2: 0.4678 (0.4949) loss_giou_dn_3: 0.4650 (0.4906) loss_giou_dn_4: 0.4657 (0.4900) loss_giou_dn_5: 0.4657 (0.4900) loss_giou_dn_pre: 0.6051 (0.6216) loss_giou_enc_0: 0.7178 (0.7055) loss_giou_pre: 0.6335 (0.6211) loss_ddf_aux_0: 0.0657 (0.0684) loss_ddf_aux_1: 0.0088 (0.0088) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2748 (0.2637) loss_ddf_dn_1: 0.0363 (0.0337) loss_ddf_dn_2: 0.0067 (0.0064) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6907 (0.7040) loss_vfl_aux_0: 0.7719 (0.7840) loss_vfl_aux_1: 0.7509 (0.7618) loss_vfl_aux_2: 0.7344 (0.7378) loss_vfl_aux_3: 0.7117 (0.7149) loss_vfl_aux_4: 0.6937 (0.7055) loss_vfl_dn_0: 0.4987 (0.5009) loss_vfl_dn_1: 0.4493 (0.4477) loss_vfl_dn_2: 0.4321 (0.4331) loss_vfl_dn_3: 0.4222 (0.4231) loss_vfl_dn_4: 0.4202 (0.4194) loss_vfl_dn_5: 0.4204 (0.4189) loss_vfl_dn_pre: 0.5000 (0.5016) loss_vfl_enc_0: 0.7666 (0.7773) loss_vfl_pre: 0.7773 (0.7872) time: 0.7619 data: 0.0292 max mem: 9097 Epoch: [15] [2200/3696] eta: 0:19:17 lr: 0.000013 loss: 33.2879 (33.2716) loss_bbox: 0.1885 (0.1966) loss_bbox_aux_0: 0.1966 (0.2124) loss_bbox_aux_1: 0.1902 (0.1997) loss_bbox_aux_2: 0.1893 (0.1972) loss_bbox_aux_3: 0.1892 (0.1967) loss_bbox_aux_4: 0.1887 (0.1966) loss_bbox_dn_0: 0.2698 (0.2778) loss_bbox_dn_1: 0.2038 (0.2111) loss_bbox_dn_2: 0.1955 (0.2004) loss_bbox_dn_3: 0.1915 (0.1973) loss_bbox_dn_4: 0.1907 (0.1968) loss_bbox_dn_5: 0.1908 (0.1968) loss_bbox_dn_pre: 0.2739 (0.2828) loss_bbox_enc_0: 0.2301 (0.2564) loss_bbox_pre: 0.1978 (0.2126) loss_dfl: 0.9781 (0.9653) loss_fgl_aux_0: 1.0096 (1.0048) loss_fgl_aux_1: 0.9789 (0.9689) loss_fgl_aux_2: 0.9793 (0.9655) loss_fgl_aux_3: 0.9781 (0.9653) loss_fgl_aux_4: 0.9783 (0.9653) loss_fgl_dn_0: 1.0987 (1.0989) loss_fgl_dn_1: 1.0019 (0.9962) loss_fgl_dn_2: 0.9927 (0.9871) loss_fgl_dn_3: 0.9937 (0.9878) loss_fgl_dn_4: 0.9940 (0.9881) loss_fgl_dn_5: 0.9941 (0.9882) loss_giou: 0.5952 (0.5953) loss_giou_aux_0: 0.6200 (0.6238) loss_giou_aux_1: 0.6010 (0.6009) loss_giou_aux_2: 0.5929 (0.5961) loss_giou_aux_3: 0.5946 (0.5954) loss_giou_aux_4: 0.5952 (0.5954) loss_giou_dn_0: 0.6235 (0.6233) loss_giou_dn_1: 0.5185 (0.5125) loss_giou_dn_2: 0.5017 (0.4952) loss_giou_dn_3: 0.4988 (0.4909) loss_giou_dn_4: 0.4984 (0.4903) loss_giou_dn_5: 0.4982 (0.4903) loss_giou_dn_pre: 0.6226 (0.6220) loss_giou_enc_0: 0.6965 (0.7061) loss_giou_pre: 0.6194 (0.6218) loss_ddf_aux_0: 0.0624 (0.0681) loss_ddf_aux_1: 0.0082 (0.0087) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2507 (0.2635) loss_ddf_dn_1: 0.0322 (0.0337) loss_ddf_dn_2: 0.0058 (0.0064) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6952 (0.7039) loss_vfl_aux_0: 0.7882 (0.7838) loss_vfl_aux_1: 0.7615 (0.7614) loss_vfl_aux_2: 0.7391 (0.7377) loss_vfl_aux_3: 0.7108 (0.7149) loss_vfl_aux_4: 0.6965 (0.7054) loss_vfl_dn_0: 0.4985 (0.5008) loss_vfl_dn_1: 0.4486 (0.4478) loss_vfl_dn_2: 0.4315 (0.4332) loss_vfl_dn_3: 0.4228 (0.4232) loss_vfl_dn_4: 0.4177 (0.4194) loss_vfl_dn_5: 0.4205 (0.4190) loss_vfl_dn_pre: 0.4995 (0.5016) loss_vfl_enc_0: 0.7841 (0.7771) loss_vfl_pre: 0.7916 (0.7871) time: 0.7689 data: 0.0342 max mem: 9097 Epoch: [15] [2300/3696] eta: 0:17:59 lr: 0.000013 loss: 32.9878 (33.2619) loss_bbox: 0.1965 (0.1966) loss_bbox_aux_0: 0.2078 (0.2123) loss_bbox_aux_1: 0.2006 (0.1997) loss_bbox_aux_2: 0.1963 (0.1971) loss_bbox_aux_3: 0.1967 (0.1966) loss_bbox_aux_4: 0.1966 (0.1966) loss_bbox_dn_0: 0.2785 (0.2777) loss_bbox_dn_1: 0.2111 (0.2111) loss_bbox_dn_2: 0.2037 (0.2004) loss_bbox_dn_3: 0.1980 (0.1972) loss_bbox_dn_4: 0.1968 (0.1967) loss_bbox_dn_5: 0.1968 (0.1967) loss_bbox_dn_pre: 0.2837 (0.2827) loss_bbox_enc_0: 0.2578 (0.2563) loss_bbox_pre: 0.2078 (0.2125) loss_dfl: 0.9620 (0.9653) loss_fgl_aux_0: 1.0106 (1.0048) loss_fgl_aux_1: 0.9680 (0.9689) loss_fgl_aux_2: 0.9614 (0.9655) loss_fgl_aux_3: 0.9618 (0.9654) loss_fgl_aux_4: 0.9620 (0.9653) loss_fgl_dn_0: 1.0998 (1.0990) loss_fgl_dn_1: 0.9875 (0.9962) loss_fgl_dn_2: 0.9751 (0.9871) loss_fgl_dn_3: 0.9795 (0.9878) loss_fgl_dn_4: 0.9802 (0.9881) loss_fgl_dn_5: 0.9802 (0.9881) loss_giou: 0.5569 (0.5949) loss_giou_aux_0: 0.5890 (0.6234) loss_giou_aux_1: 0.5673 (0.6005) loss_giou_aux_2: 0.5577 (0.5957) loss_giou_aux_3: 0.5567 (0.5949) loss_giou_aux_4: 0.5575 (0.5949) loss_giou_dn_0: 0.6019 (0.6227) loss_giou_dn_1: 0.4837 (0.5120) loss_giou_dn_2: 0.4666 (0.4947) loss_giou_dn_3: 0.4607 (0.4905) loss_giou_dn_4: 0.4604 (0.4898) loss_giou_dn_5: 0.4607 (0.4898) loss_giou_dn_pre: 0.6005 (0.6214) loss_giou_enc_0: 0.6979 (0.7057) loss_giou_pre: 0.5894 (0.6213) loss_ddf_aux_0: 0.0715 (0.0680) loss_ddf_aux_1: 0.0089 (0.0087) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2767 (0.2635) loss_ddf_dn_1: 0.0360 (0.0337) loss_ddf_dn_2: 0.0064 (0.0064) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6861 (0.7039) loss_vfl_aux_0: 0.7784 (0.7837) loss_vfl_aux_1: 0.7540 (0.7612) loss_vfl_aux_2: 0.7196 (0.7374) loss_vfl_aux_3: 0.6969 (0.7148) loss_vfl_aux_4: 0.6785 (0.7054) loss_vfl_dn_0: 0.5012 (0.5008) loss_vfl_dn_1: 0.4425 (0.4477) loss_vfl_dn_2: 0.4252 (0.4331) loss_vfl_dn_3: 0.4171 (0.4231) loss_vfl_dn_4: 0.4146 (0.4194) loss_vfl_dn_5: 0.4131 (0.4189) loss_vfl_dn_pre: 0.5018 (0.5016) loss_vfl_enc_0: 0.7855 (0.7770) loss_vfl_pre: 0.7799 (0.7869) time: 0.7621 data: 0.0284 max mem: 9097 Epoch: [15] [2400/3696] eta: 0:16:41 lr: 0.000013 loss: 33.0274 (33.2654) loss_bbox: 0.1856 (0.1966) loss_bbox_aux_0: 0.2011 (0.2123) loss_bbox_aux_1: 0.1880 (0.1997) loss_bbox_aux_2: 0.1871 (0.1972) loss_bbox_aux_3: 0.1859 (0.1967) loss_bbox_aux_4: 0.1857 (0.1966) loss_bbox_dn_0: 0.2487 (0.2775) loss_bbox_dn_1: 0.1881 (0.2109) loss_bbox_dn_2: 0.1803 (0.2002) loss_bbox_dn_3: 0.1771 (0.1971) loss_bbox_dn_4: 0.1771 (0.1966) loss_bbox_dn_5: 0.1770 (0.1966) loss_bbox_dn_pre: 0.2590 (0.2825) loss_bbox_enc_0: 0.2416 (0.2563) loss_bbox_pre: 0.2020 (0.2126) loss_dfl: 0.9649 (0.9652) loss_fgl_aux_0: 0.9949 (1.0046) loss_fgl_aux_1: 0.9704 (0.9687) loss_fgl_aux_2: 0.9658 (0.9653) loss_fgl_aux_3: 0.9648 (0.9652) loss_fgl_aux_4: 0.9647 (0.9652) loss_fgl_dn_0: 1.0980 (1.0990) loss_fgl_dn_1: 1.0069 (0.9963) loss_fgl_dn_2: 0.9998 (0.9871) loss_fgl_dn_3: 1.0002 (0.9879) loss_fgl_dn_4: 1.0004 (0.9882) loss_fgl_dn_5: 1.0004 (0.9882) loss_giou: 0.5797 (0.5953) loss_giou_aux_0: 0.6142 (0.6239) loss_giou_aux_1: 0.5857 (0.6010) loss_giou_aux_2: 0.5797 (0.5961) loss_giou_aux_3: 0.5793 (0.5954) loss_giou_aux_4: 0.5797 (0.5953) loss_giou_dn_0: 0.6203 (0.6230) loss_giou_dn_1: 0.5152 (0.5123) loss_giou_dn_2: 0.4943 (0.4950) loss_giou_dn_3: 0.4937 (0.4907) loss_giou_dn_4: 0.4920 (0.4901) loss_giou_dn_5: 0.4919 (0.4901) loss_giou_dn_pre: 0.6202 (0.6217) loss_giou_enc_0: 0.7060 (0.7061) loss_giou_pre: 0.6154 (0.6218) loss_ddf_aux_0: 0.0650 (0.0680) loss_ddf_aux_1: 0.0083 (0.0087) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2561 (0.2637) loss_ddf_dn_1: 0.0323 (0.0338) loss_ddf_dn_2: 0.0061 (0.0064) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6705 (0.7038) loss_vfl_aux_0: 0.7625 (0.7835) loss_vfl_aux_1: 0.7327 (0.7609) loss_vfl_aux_2: 0.7107 (0.7373) loss_vfl_aux_3: 0.6768 (0.7149) loss_vfl_aux_4: 0.6690 (0.7054) loss_vfl_dn_0: 0.4962 (0.5008) loss_vfl_dn_1: 0.4504 (0.4478) loss_vfl_dn_2: 0.4330 (0.4331) loss_vfl_dn_3: 0.4213 (0.4231) loss_vfl_dn_4: 0.4173 (0.4194) loss_vfl_dn_5: 0.4188 (0.4189) loss_vfl_dn_pre: 0.4958 (0.5015) loss_vfl_enc_0: 0.7400 (0.7769) loss_vfl_pre: 0.7645 (0.7868) time: 0.7535 data: 0.0288 max mem: 9097 Epoch: [15] [2500/3696] eta: 0:15:23 lr: 0.000013 loss: 33.5274 (33.2626) loss_bbox: 0.2105 (0.1967) loss_bbox_aux_0: 0.2200 (0.2125) loss_bbox_aux_1: 0.2109 (0.1998) loss_bbox_aux_2: 0.2100 (0.1973) loss_bbox_aux_3: 0.2105 (0.1968) loss_bbox_aux_4: 0.2105 (0.1968) loss_bbox_dn_0: 0.2955 (0.2778) loss_bbox_dn_1: 0.2242 (0.2112) loss_bbox_dn_2: 0.2159 (0.2005) loss_bbox_dn_3: 0.2133 (0.1973) loss_bbox_dn_4: 0.2150 (0.1968) loss_bbox_dn_5: 0.2154 (0.1968) loss_bbox_dn_pre: 0.3045 (0.2828) loss_bbox_enc_0: 0.2626 (0.2566) loss_bbox_pre: 0.2206 (0.2127) loss_dfl: 0.9584 (0.9652) loss_fgl_aux_0: 1.0087 (1.0046) loss_fgl_aux_1: 0.9623 (0.9687) loss_fgl_aux_2: 0.9578 (0.9653) loss_fgl_aux_3: 0.9579 (0.9652) loss_fgl_aux_4: 0.9579 (0.9652) loss_fgl_dn_0: 1.0973 (1.0990) loss_fgl_dn_1: 0.9999 (0.9962) loss_fgl_dn_2: 0.9902 (0.9871) loss_fgl_dn_3: 0.9894 (0.9878) loss_fgl_dn_4: 0.9884 (0.9881) loss_fgl_dn_5: 0.9882 (0.9881) loss_giou: 0.6009 (0.5948) loss_giou_aux_0: 0.6298 (0.6233) loss_giou_aux_1: 0.6052 (0.6004) loss_giou_aux_2: 0.5999 (0.5956) loss_giou_aux_3: 0.6007 (0.5949) loss_giou_aux_4: 0.6011 (0.5948) loss_giou_dn_0: 0.6275 (0.6227) loss_giou_dn_1: 0.5152 (0.5120) loss_giou_dn_2: 0.4960 (0.4947) loss_giou_dn_3: 0.4918 (0.4905) loss_giou_dn_4: 0.4901 (0.4899) loss_giou_dn_5: 0.4901 (0.4898) loss_giou_dn_pre: 0.6224 (0.6214) loss_giou_enc_0: 0.7014 (0.7056) loss_giou_pre: 0.6302 (0.6212) loss_ddf_aux_0: 0.0660 (0.0680) loss_ddf_aux_1: 0.0086 (0.0087) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2720 (0.2639) loss_ddf_dn_1: 0.0354 (0.0338) loss_ddf_dn_2: 0.0065 (0.0064) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7013 (0.7039) loss_vfl_aux_0: 0.7809 (0.7835) loss_vfl_aux_1: 0.7653 (0.7608) loss_vfl_aux_2: 0.7343 (0.7372) loss_vfl_aux_3: 0.7092 (0.7150) loss_vfl_aux_4: 0.7089 (0.7054) loss_vfl_dn_0: 0.5004 (0.5007) loss_vfl_dn_1: 0.4470 (0.4477) loss_vfl_dn_2: 0.4337 (0.4331) loss_vfl_dn_3: 0.4205 (0.4230) loss_vfl_dn_4: 0.4163 (0.4194) loss_vfl_dn_5: 0.4174 (0.4189) loss_vfl_dn_pre: 0.5017 (0.5015) loss_vfl_enc_0: 0.7755 (0.7771) loss_vfl_pre: 0.7854 (0.7868) time: 0.7628 data: 0.0309 max mem: 9097 Epoch: [15] [2600/3696] eta: 0:14:05 lr: 0.000013 loss: 32.6860 (33.2564) loss_bbox: 0.1887 (0.1966) loss_bbox_aux_0: 0.2041 (0.2125) loss_bbox_aux_1: 0.1898 (0.1997) loss_bbox_aux_2: 0.1885 (0.1972) loss_bbox_aux_3: 0.1889 (0.1967) loss_bbox_aux_4: 0.1887 (0.1967) loss_bbox_dn_0: 0.2671 (0.2776) loss_bbox_dn_1: 0.1967 (0.2111) loss_bbox_dn_2: 0.1853 (0.2004) loss_bbox_dn_3: 0.1840 (0.1972) loss_bbox_dn_4: 0.1838 (0.1968) loss_bbox_dn_5: 0.1836 (0.1968) loss_bbox_dn_pre: 0.2747 (0.2827) loss_bbox_enc_0: 0.2504 (0.2564) loss_bbox_pre: 0.2038 (0.2127) loss_dfl: 0.9648 (0.9653) loss_fgl_aux_0: 1.0076 (1.0048) loss_fgl_aux_1: 0.9679 (0.9689) loss_fgl_aux_2: 0.9634 (0.9655) loss_fgl_aux_3: 0.9643 (0.9653) loss_fgl_aux_4: 0.9647 (0.9653) loss_fgl_dn_0: 1.1055 (1.0992) loss_fgl_dn_1: 1.0009 (0.9963) loss_fgl_dn_2: 0.9913 (0.9872) loss_fgl_dn_3: 0.9923 (0.9880) loss_fgl_dn_4: 0.9932 (0.9882) loss_fgl_dn_5: 0.9932 (0.9883) loss_giou: 0.5757 (0.5943) loss_giou_aux_0: 0.6056 (0.6228) loss_giou_aux_1: 0.5832 (0.5999) loss_giou_aux_2: 0.5787 (0.5951) loss_giou_aux_3: 0.5765 (0.5944) loss_giou_aux_4: 0.5757 (0.5943) loss_giou_dn_0: 0.5997 (0.6224) loss_giou_dn_1: 0.4877 (0.5117) loss_giou_dn_2: 0.4735 (0.4944) loss_giou_dn_3: 0.4715 (0.4902) loss_giou_dn_4: 0.4714 (0.4895) loss_giou_dn_5: 0.4712 (0.4895) loss_giou_dn_pre: 0.5990 (0.6211) loss_giou_enc_0: 0.6826 (0.7050) loss_giou_pre: 0.6055 (0.6207) loss_ddf_aux_0: 0.0661 (0.0680) loss_ddf_aux_1: 0.0080 (0.0087) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2523 (0.2640) loss_ddf_dn_1: 0.0329 (0.0339) loss_ddf_dn_2: 0.0068 (0.0064) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6786 (0.7038) loss_vfl_aux_0: 0.7482 (0.7836) loss_vfl_aux_1: 0.7488 (0.7610) loss_vfl_aux_2: 0.7122 (0.7373) loss_vfl_aux_3: 0.6927 (0.7150) loss_vfl_aux_4: 0.6792 (0.7054) loss_vfl_dn_0: 0.5016 (0.5007) loss_vfl_dn_1: 0.4414 (0.4477) loss_vfl_dn_2: 0.4238 (0.4331) loss_vfl_dn_3: 0.4162 (0.4230) loss_vfl_dn_4: 0.4099 (0.4193) loss_vfl_dn_5: 0.4112 (0.4189) loss_vfl_dn_pre: 0.5016 (0.5015) loss_vfl_enc_0: 0.7781 (0.7773) loss_vfl_pre: 0.7506 (0.7869) time: 0.7674 data: 0.0322 max mem: 9097 Epoch: [15] [2700/3696] eta: 0:12:48 lr: 0.000013 loss: 33.2662 (33.2591) loss_bbox: 0.2043 (0.1968) loss_bbox_aux_0: 0.2141 (0.2126) loss_bbox_aux_1: 0.2075 (0.1999) loss_bbox_aux_2: 0.2047 (0.1974) loss_bbox_aux_3: 0.2045 (0.1969) loss_bbox_aux_4: 0.2042 (0.1969) loss_bbox_dn_0: 0.2593 (0.2778) loss_bbox_dn_1: 0.1995 (0.2113) loss_bbox_dn_2: 0.1902 (0.2006) loss_bbox_dn_3: 0.1888 (0.1975) loss_bbox_dn_4: 0.1885 (0.1970) loss_bbox_dn_5: 0.1885 (0.1970) loss_bbox_dn_pre: 0.2638 (0.2829) loss_bbox_enc_0: 0.2468 (0.2566) loss_bbox_pre: 0.2145 (0.2129) loss_dfl: 0.9747 (0.9655) loss_fgl_aux_0: 1.0113 (1.0050) loss_fgl_aux_1: 0.9762 (0.9690) loss_fgl_aux_2: 0.9740 (0.9656) loss_fgl_aux_3: 0.9744 (0.9655) loss_fgl_aux_4: 0.9747 (0.9655) loss_fgl_dn_0: 1.0998 (1.0992) loss_fgl_dn_1: 0.9961 (0.9964) loss_fgl_dn_2: 0.9885 (0.9872) loss_fgl_dn_3: 0.9906 (0.9880) loss_fgl_dn_4: 0.9909 (0.9883) loss_fgl_dn_5: 0.9908 (0.9883) loss_giou: 0.5612 (0.5938) loss_giou_aux_0: 0.5919 (0.6223) loss_giou_aux_1: 0.5713 (0.5994) loss_giou_aux_2: 0.5641 (0.5946) loss_giou_aux_3: 0.5615 (0.5939) loss_giou_aux_4: 0.5615 (0.5938) loss_giou_dn_0: 0.6222 (0.6222) loss_giou_dn_1: 0.5050 (0.5115) loss_giou_dn_2: 0.4887 (0.4942) loss_giou_dn_3: 0.4857 (0.4900) loss_giou_dn_4: 0.4851 (0.4894) loss_giou_dn_5: 0.4853 (0.4893) loss_giou_dn_pre: 0.6203 (0.6209) loss_giou_enc_0: 0.6707 (0.7046) loss_giou_pre: 0.5894 (0.6202) loss_ddf_aux_0: 0.0638 (0.0680) loss_ddf_aux_1: 0.0080 (0.0087) loss_ddf_aux_2: 0.0011 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2643 (0.2641) loss_ddf_dn_1: 0.0337 (0.0339) loss_ddf_dn_2: 0.0058 (0.0064) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6755 (0.7041) loss_vfl_aux_0: 0.7808 (0.7840) loss_vfl_aux_1: 0.7350 (0.7613) loss_vfl_aux_2: 0.7267 (0.7377) loss_vfl_aux_3: 0.6892 (0.7153) loss_vfl_aux_4: 0.6891 (0.7056) loss_vfl_dn_0: 0.5023 (0.5008) loss_vfl_dn_1: 0.4474 (0.4478) loss_vfl_dn_2: 0.4375 (0.4332) loss_vfl_dn_3: 0.4241 (0.4231) loss_vfl_dn_4: 0.4191 (0.4194) loss_vfl_dn_5: 0.4184 (0.4190) loss_vfl_dn_pre: 0.5024 (0.5016) loss_vfl_enc_0: 0.7764 (0.7777) loss_vfl_pre: 0.7878 (0.7873) time: 0.7569 data: 0.0277 max mem: 9097 Epoch: [15] [2800/3696] eta: 0:11:31 lr: 0.000013 loss: 33.3815 (33.2569) loss_bbox: 0.1925 (0.1969) loss_bbox_aux_0: 0.2174 (0.2127) loss_bbox_aux_1: 0.1982 (0.2000) loss_bbox_aux_2: 0.1939 (0.1975) loss_bbox_aux_3: 0.1928 (0.1970) loss_bbox_aux_4: 0.1926 (0.1970) loss_bbox_dn_0: 0.2765 (0.2777) loss_bbox_dn_1: 0.2070 (0.2113) loss_bbox_dn_2: 0.1980 (0.2006) loss_bbox_dn_3: 0.1977 (0.1974) loss_bbox_dn_4: 0.1985 (0.1970) loss_bbox_dn_5: 0.1986 (0.1970) loss_bbox_dn_pre: 0.2811 (0.2828) loss_bbox_enc_0: 0.2627 (0.2566) loss_bbox_pre: 0.2176 (0.2129) loss_dfl: 0.9657 (0.9655) loss_fgl_aux_0: 1.0073 (1.0050) loss_fgl_aux_1: 0.9697 (0.9690) loss_fgl_aux_2: 0.9650 (0.9657) loss_fgl_aux_3: 0.9657 (0.9655) loss_fgl_aux_4: 0.9654 (0.9655) loss_fgl_dn_0: 1.1033 (1.0992) loss_fgl_dn_1: 0.9960 (0.9964) loss_fgl_dn_2: 0.9875 (0.9872) loss_fgl_dn_3: 0.9891 (0.9880) loss_fgl_dn_4: 0.9897 (0.9883) loss_fgl_dn_5: 0.9897 (0.9883) loss_giou: 0.5580 (0.5937) loss_giou_aux_0: 0.5860 (0.6222) loss_giou_aux_1: 0.5617 (0.5993) loss_giou_aux_2: 0.5579 (0.5945) loss_giou_aux_3: 0.5572 (0.5938) loss_giou_aux_4: 0.5581 (0.5937) loss_giou_dn_0: 0.6036 (0.6220) loss_giou_dn_1: 0.4917 (0.5113) loss_giou_dn_2: 0.4705 (0.4940) loss_giou_dn_3: 0.4676 (0.4898) loss_giou_dn_4: 0.4664 (0.4892) loss_giou_dn_5: 0.4659 (0.4892) loss_giou_dn_pre: 0.6004 (0.6206) loss_giou_enc_0: 0.6679 (0.7045) loss_giou_pre: 0.5838 (0.6201) loss_ddf_aux_0: 0.0659 (0.0679) loss_ddf_aux_1: 0.0076 (0.0087) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2657 (0.2640) loss_ddf_dn_1: 0.0342 (0.0339) loss_ddf_dn_2: 0.0062 (0.0064) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7056 (0.7041) loss_vfl_aux_0: 0.7955 (0.7840) loss_vfl_aux_1: 0.7618 (0.7611) loss_vfl_aux_2: 0.7516 (0.7377) loss_vfl_aux_3: 0.7217 (0.7153) loss_vfl_aux_4: 0.7053 (0.7056) loss_vfl_dn_0: 0.5077 (0.5008) loss_vfl_dn_1: 0.4520 (0.4477) loss_vfl_dn_2: 0.4338 (0.4331) loss_vfl_dn_3: 0.4222 (0.4230) loss_vfl_dn_4: 0.4194 (0.4194) loss_vfl_dn_5: 0.4181 (0.4189) loss_vfl_dn_pre: 0.5085 (0.5016) loss_vfl_enc_0: 0.7740 (0.7777) loss_vfl_pre: 0.8049 (0.7873) time: 0.7715 data: 0.0292 max mem: 9097 Epoch: [15] [2900/3696] eta: 0:10:13 lr: 0.000013 loss: 33.4378 (33.2588) loss_bbox: 0.1976 (0.1970) loss_bbox_aux_0: 0.2088 (0.2129) loss_bbox_aux_1: 0.1997 (0.2001) loss_bbox_aux_2: 0.1984 (0.1976) loss_bbox_aux_3: 0.1978 (0.1971) loss_bbox_aux_4: 0.1977 (0.1970) loss_bbox_dn_0: 0.2738 (0.2780) loss_bbox_dn_1: 0.2042 (0.2115) loss_bbox_dn_2: 0.1975 (0.2008) loss_bbox_dn_3: 0.1919 (0.1976) loss_bbox_dn_4: 0.1912 (0.1972) loss_bbox_dn_5: 0.1914 (0.1971) loss_bbox_dn_pre: 0.2796 (0.2830) loss_bbox_enc_0: 0.2577 (0.2569) loss_bbox_pre: 0.2081 (0.2131) loss_dfl: 0.9714 (0.9653) loss_fgl_aux_0: 1.0049 (1.0049) loss_fgl_aux_1: 0.9741 (0.9689) loss_fgl_aux_2: 0.9707 (0.9655) loss_fgl_aux_3: 0.9713 (0.9654) loss_fgl_aux_4: 0.9715 (0.9653) loss_fgl_dn_0: 1.0954 (1.0991) loss_fgl_dn_1: 1.0031 (0.9963) loss_fgl_dn_2: 0.9924 (0.9871) loss_fgl_dn_3: 0.9947 (0.9879) loss_fgl_dn_4: 0.9952 (0.9882) loss_fgl_dn_5: 0.9952 (0.9882) loss_giou: 0.5875 (0.5938) loss_giou_aux_0: 0.6255 (0.6223) loss_giou_aux_1: 0.5955 (0.5994) loss_giou_aux_2: 0.5866 (0.5945) loss_giou_aux_3: 0.5871 (0.5938) loss_giou_aux_4: 0.5874 (0.5938) loss_giou_dn_0: 0.6137 (0.6220) loss_giou_dn_1: 0.5027 (0.5113) loss_giou_dn_2: 0.4852 (0.4940) loss_giou_dn_3: 0.4767 (0.4898) loss_giou_dn_4: 0.4753 (0.4892) loss_giou_dn_5: 0.4752 (0.4891) loss_giou_dn_pre: 0.6100 (0.6207) loss_giou_enc_0: 0.7054 (0.7047) loss_giou_pre: 0.6237 (0.6202) loss_ddf_aux_0: 0.0671 (0.0681) loss_ddf_aux_1: 0.0088 (0.0087) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2455 (0.2642) loss_ddf_dn_1: 0.0340 (0.0339) loss_ddf_dn_2: 0.0065 (0.0064) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6970 (0.7040) loss_vfl_aux_0: 0.7858 (0.7839) loss_vfl_aux_1: 0.7485 (0.7611) loss_vfl_aux_2: 0.7163 (0.7376) loss_vfl_aux_3: 0.7243 (0.7153) loss_vfl_aux_4: 0.6998 (0.7055) loss_vfl_dn_0: 0.4959 (0.5008) loss_vfl_dn_1: 0.4493 (0.4478) loss_vfl_dn_2: 0.4345 (0.4332) loss_vfl_dn_3: 0.4265 (0.4231) loss_vfl_dn_4: 0.4236 (0.4194) loss_vfl_dn_5: 0.4221 (0.4189) loss_vfl_dn_pre: 0.4968 (0.5016) loss_vfl_enc_0: 0.7657 (0.7777) loss_vfl_pre: 0.7896 (0.7872) time: 0.7613 data: 0.0285 max mem: 9097 Epoch: [15] [3000/3696] eta: 0:08:56 lr: 0.000013 loss: 33.6908 (33.2611) loss_bbox: 0.1936 (0.1969) loss_bbox_aux_0: 0.2101 (0.2128) loss_bbox_aux_1: 0.1960 (0.2000) loss_bbox_aux_2: 0.1939 (0.1975) loss_bbox_aux_3: 0.1935 (0.1970) loss_bbox_aux_4: 0.1938 (0.1969) loss_bbox_dn_0: 0.2581 (0.2778) loss_bbox_dn_1: 0.1992 (0.2113) loss_bbox_dn_2: 0.1924 (0.2006) loss_bbox_dn_3: 0.1896 (0.1975) loss_bbox_dn_4: 0.1897 (0.1970) loss_bbox_dn_5: 0.1896 (0.1970) loss_bbox_dn_pre: 0.2636 (0.2828) loss_bbox_enc_0: 0.2504 (0.2569) loss_bbox_pre: 0.2094 (0.2130) loss_dfl: 0.9696 (0.9653) loss_fgl_aux_0: 1.0093 (1.0049) loss_fgl_aux_1: 0.9713 (0.9689) loss_fgl_aux_2: 0.9697 (0.9655) loss_fgl_aux_3: 0.9697 (0.9654) loss_fgl_aux_4: 0.9699 (0.9653) loss_fgl_dn_0: 1.0937 (1.0991) loss_fgl_dn_1: 0.9989 (0.9964) loss_fgl_dn_2: 0.9914 (0.9872) loss_fgl_dn_3: 0.9947 (0.9880) loss_fgl_dn_4: 0.9950 (0.9883) loss_fgl_dn_5: 0.9952 (0.9883) loss_giou: 0.6165 (0.5940) loss_giou_aux_0: 0.6590 (0.6226) loss_giou_aux_1: 0.6249 (0.5996) loss_giou_aux_2: 0.6205 (0.5948) loss_giou_aux_3: 0.6174 (0.5941) loss_giou_aux_4: 0.6169 (0.5940) loss_giou_dn_0: 0.6555 (0.6222) loss_giou_dn_1: 0.5394 (0.5115) loss_giou_dn_2: 0.5190 (0.4942) loss_giou_dn_3: 0.5149 (0.4899) loss_giou_dn_4: 0.5149 (0.4893) loss_giou_dn_5: 0.5147 (0.4893) loss_giou_dn_pre: 0.6540 (0.6209) loss_giou_enc_0: 0.7371 (0.7050) loss_giou_pre: 0.6566 (0.6206) loss_ddf_aux_0: 0.0727 (0.0682) loss_ddf_aux_1: 0.0094 (0.0087) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2475 (0.2643) loss_ddf_dn_1: 0.0338 (0.0340) loss_ddf_dn_2: 0.0060 (0.0064) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6898 (0.7040) loss_vfl_aux_0: 0.7588 (0.7840) loss_vfl_aux_1: 0.7514 (0.7613) loss_vfl_aux_2: 0.7301 (0.7376) loss_vfl_aux_3: 0.7008 (0.7153) loss_vfl_aux_4: 0.6908 (0.7055) loss_vfl_dn_0: 0.5013 (0.5008) loss_vfl_dn_1: 0.4471 (0.4478) loss_vfl_dn_2: 0.4345 (0.4331) loss_vfl_dn_3: 0.4242 (0.4231) loss_vfl_dn_4: 0.4210 (0.4194) loss_vfl_dn_5: 0.4193 (0.4189) loss_vfl_dn_pre: 0.5008 (0.5016) loss_vfl_enc_0: 0.7600 (0.7777) loss_vfl_pre: 0.7732 (0.7872) time: 0.7652 data: 0.0269 max mem: 9097 Epoch: [15] [3100/3696] eta: 0:07:39 lr: 0.000013 loss: 33.5939 (33.2682) loss_bbox: 0.1892 (0.1971) loss_bbox_aux_0: 0.2105 (0.2130) loss_bbox_aux_1: 0.1924 (0.2002) loss_bbox_aux_2: 0.1896 (0.1977) loss_bbox_aux_3: 0.1895 (0.1972) loss_bbox_aux_4: 0.1891 (0.1971) loss_bbox_dn_0: 0.2848 (0.2782) loss_bbox_dn_1: 0.2117 (0.2116) loss_bbox_dn_2: 0.1996 (0.2009) loss_bbox_dn_3: 0.1931 (0.1977) loss_bbox_dn_4: 0.1937 (0.1973) loss_bbox_dn_5: 0.1937 (0.1972) loss_bbox_dn_pre: 0.2859 (0.2832) loss_bbox_enc_0: 0.2592 (0.2572) loss_bbox_pre: 0.2079 (0.2133) loss_dfl: 0.9565 (0.9653) loss_fgl_aux_0: 0.9965 (1.0049) loss_fgl_aux_1: 0.9566 (0.9688) loss_fgl_aux_2: 0.9565 (0.9654) loss_fgl_aux_3: 0.9563 (0.9653) loss_fgl_aux_4: 0.9564 (0.9653) loss_fgl_dn_0: 1.0964 (1.0991) loss_fgl_dn_1: 0.9891 (0.9963) loss_fgl_dn_2: 0.9791 (0.9872) loss_fgl_dn_3: 0.9804 (0.9880) loss_fgl_dn_4: 0.9808 (0.9882) loss_fgl_dn_5: 0.9809 (0.9883) loss_giou: 0.5832 (0.5941) loss_giou_aux_0: 0.5994 (0.6227) loss_giou_aux_1: 0.5871 (0.5997) loss_giou_aux_2: 0.5824 (0.5949) loss_giou_aux_3: 0.5828 (0.5942) loss_giou_aux_4: 0.5831 (0.5941) loss_giou_dn_0: 0.6207 (0.6223) loss_giou_dn_1: 0.5033 (0.5116) loss_giou_dn_2: 0.4861 (0.4943) loss_giou_dn_3: 0.4844 (0.4900) loss_giou_dn_4: 0.4837 (0.4894) loss_giou_dn_5: 0.4837 (0.4894) loss_giou_dn_pre: 0.6210 (0.6210) loss_giou_enc_0: 0.6791 (0.7050) loss_giou_pre: 0.5984 (0.6206) loss_ddf_aux_0: 0.0649 (0.0682) loss_ddf_aux_1: 0.0088 (0.0087) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2701 (0.2643) loss_ddf_dn_1: 0.0349 (0.0340) loss_ddf_dn_2: 0.0062 (0.0064) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6970 (0.7042) loss_vfl_aux_0: 0.7970 (0.7847) loss_vfl_aux_1: 0.7642 (0.7616) loss_vfl_aux_2: 0.7347 (0.7378) loss_vfl_aux_3: 0.7199 (0.7156) loss_vfl_aux_4: 0.7053 (0.7057) loss_vfl_dn_0: 0.5026 (0.5009) loss_vfl_dn_1: 0.4507 (0.4477) loss_vfl_dn_2: 0.4296 (0.4331) loss_vfl_dn_3: 0.4197 (0.4230) loss_vfl_dn_4: 0.4173 (0.4194) loss_vfl_dn_5: 0.4175 (0.4189) loss_vfl_dn_pre: 0.5046 (0.5016) loss_vfl_enc_0: 0.7892 (0.7780) loss_vfl_pre: 0.7974 (0.7879) time: 0.7240 data: 0.0255 max mem: 9097 Epoch: [15] [3200/3696] eta: 0:06:21 lr: 0.000013 loss: 33.2730 (33.2716) loss_bbox: 0.2087 (0.1972) loss_bbox_aux_0: 0.2216 (0.2131) loss_bbox_aux_1: 0.2124 (0.2003) loss_bbox_aux_2: 0.2080 (0.1977) loss_bbox_aux_3: 0.2087 (0.1973) loss_bbox_aux_4: 0.2086 (0.1972) loss_bbox_dn_0: 0.2728 (0.2783) loss_bbox_dn_1: 0.2177 (0.2117) loss_bbox_dn_2: 0.2073 (0.2009) loss_bbox_dn_3: 0.2040 (0.1978) loss_bbox_dn_4: 0.2036 (0.1973) loss_bbox_dn_5: 0.2033 (0.1973) loss_bbox_dn_pre: 0.2792 (0.2833) loss_bbox_enc_0: 0.2735 (0.2572) loss_bbox_pre: 0.2212 (0.2133) loss_dfl: 0.9690 (0.9653) loss_fgl_aux_0: 1.0046 (1.0049) loss_fgl_aux_1: 0.9725 (0.9689) loss_fgl_aux_2: 0.9702 (0.9655) loss_fgl_aux_3: 0.9690 (0.9654) loss_fgl_aux_4: 0.9692 (0.9653) loss_fgl_dn_0: 1.0947 (1.0990) loss_fgl_dn_1: 0.9889 (0.9964) loss_fgl_dn_2: 0.9787 (0.9872) loss_fgl_dn_3: 0.9801 (0.9880) loss_fgl_dn_4: 0.9808 (0.9883) loss_fgl_dn_5: 0.9807 (0.9883) loss_giou: 0.5730 (0.5940) loss_giou_aux_0: 0.6072 (0.6226) loss_giou_aux_1: 0.5809 (0.5996) loss_giou_aux_2: 0.5750 (0.5948) loss_giou_aux_3: 0.5726 (0.5941) loss_giou_aux_4: 0.5730 (0.5941) loss_giou_dn_0: 0.6186 (0.6223) loss_giou_dn_1: 0.5024 (0.5116) loss_giou_dn_2: 0.4923 (0.4943) loss_giou_dn_3: 0.4891 (0.4900) loss_giou_dn_4: 0.4880 (0.4894) loss_giou_dn_5: 0.4881 (0.4894) loss_giou_dn_pre: 0.6176 (0.6209) loss_giou_enc_0: 0.6866 (0.7048) loss_giou_pre: 0.6053 (0.6205) loss_ddf_aux_0: 0.0659 (0.0682) loss_ddf_aux_1: 0.0086 (0.0087) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2680 (0.2643) loss_ddf_dn_1: 0.0350 (0.0340) loss_ddf_dn_2: 0.0069 (0.0064) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7079 (0.7044) loss_vfl_aux_0: 0.7889 (0.7851) loss_vfl_aux_1: 0.7578 (0.7620) loss_vfl_aux_2: 0.7487 (0.7380) loss_vfl_aux_3: 0.7206 (0.7158) loss_vfl_aux_4: 0.6998 (0.7059) loss_vfl_dn_0: 0.4965 (0.5009) loss_vfl_dn_1: 0.4504 (0.4477) loss_vfl_dn_2: 0.4369 (0.4332) loss_vfl_dn_3: 0.4271 (0.4231) loss_vfl_dn_4: 0.4240 (0.4194) loss_vfl_dn_5: 0.4222 (0.4189) loss_vfl_dn_pre: 0.4973 (0.5016) loss_vfl_enc_0: 0.7735 (0.7783) loss_vfl_pre: 0.7968 (0.7883) time: 0.7895 data: 0.0294 max mem: 9097 Epoch: [15] [3300/3696] eta: 0:05:05 lr: 0.000013 loss: 33.1134 (33.2721) loss_bbox: 0.2048 (0.1972) loss_bbox_aux_0: 0.2190 (0.2131) loss_bbox_aux_1: 0.2059 (0.2003) loss_bbox_aux_2: 0.2054 (0.1978) loss_bbox_aux_3: 0.2049 (0.1973) loss_bbox_aux_4: 0.2047 (0.1973) loss_bbox_dn_0: 0.2828 (0.2782) loss_bbox_dn_1: 0.2178 (0.2116) loss_bbox_dn_2: 0.2083 (0.2009) loss_bbox_dn_3: 0.2037 (0.1978) loss_bbox_dn_4: 0.2014 (0.1973) loss_bbox_dn_5: 0.2015 (0.1973) loss_bbox_dn_pre: 0.2848 (0.2832) loss_bbox_enc_0: 0.2660 (0.2572) loss_bbox_pre: 0.2182 (0.2133) loss_dfl: 0.9706 (0.9653) loss_fgl_aux_0: 1.0217 (1.0049) loss_fgl_aux_1: 0.9785 (0.9689) loss_fgl_aux_2: 0.9698 (0.9655) loss_fgl_aux_3: 0.9701 (0.9654) loss_fgl_aux_4: 0.9706 (0.9653) loss_fgl_dn_0: 1.0959 (1.0989) loss_fgl_dn_1: 0.9951 (0.9963) loss_fgl_dn_2: 0.9890 (0.9872) loss_fgl_dn_3: 0.9919 (0.9880) loss_fgl_dn_4: 0.9924 (0.9882) loss_fgl_dn_5: 0.9927 (0.9882) loss_giou: 0.5698 (0.5942) loss_giou_aux_0: 0.6014 (0.6226) loss_giou_aux_1: 0.5764 (0.5998) loss_giou_aux_2: 0.5714 (0.5949) loss_giou_aux_3: 0.5705 (0.5942) loss_giou_aux_4: 0.5697 (0.5942) loss_giou_dn_0: 0.6176 (0.6222) loss_giou_dn_1: 0.5004 (0.5116) loss_giou_dn_2: 0.4874 (0.4943) loss_giou_dn_3: 0.4804 (0.4900) loss_giou_dn_4: 0.4793 (0.4894) loss_giou_dn_5: 0.4791 (0.4894) loss_giou_dn_pre: 0.6159 (0.6209) loss_giou_enc_0: 0.6737 (0.7048) loss_giou_pre: 0.5980 (0.6205) loss_ddf_aux_0: 0.0670 (0.0682) loss_ddf_aux_1: 0.0091 (0.0087) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2529 (0.2641) loss_ddf_dn_1: 0.0307 (0.0340) loss_ddf_dn_2: 0.0061 (0.0064) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6949 (0.7046) loss_vfl_aux_0: 0.7757 (0.7852) loss_vfl_aux_1: 0.7479 (0.7621) loss_vfl_aux_2: 0.7328 (0.7380) loss_vfl_aux_3: 0.7190 (0.7160) loss_vfl_aux_4: 0.7048 (0.7061) loss_vfl_dn_0: 0.4994 (0.5008) loss_vfl_dn_1: 0.4412 (0.4477) loss_vfl_dn_2: 0.4211 (0.4331) loss_vfl_dn_3: 0.4161 (0.4230) loss_vfl_dn_4: 0.4143 (0.4193) loss_vfl_dn_5: 0.4145 (0.4189) loss_vfl_dn_pre: 0.4982 (0.5016) loss_vfl_enc_0: 0.7637 (0.7783) loss_vfl_pre: 0.7789 (0.7884) time: 0.6834 data: 0.0179 max mem: 9097 Epoch: [15] [3400/3696] eta: 0:03:48 lr: 0.000013 loss: 32.7810 (33.2645) loss_bbox: 0.1782 (0.1970) loss_bbox_aux_0: 0.1957 (0.2129) loss_bbox_aux_1: 0.1801 (0.2001) loss_bbox_aux_2: 0.1783 (0.1976) loss_bbox_aux_3: 0.1780 (0.1971) loss_bbox_aux_4: 0.1781 (0.1971) loss_bbox_dn_0: 0.2429 (0.2778) loss_bbox_dn_1: 0.1821 (0.2114) loss_bbox_dn_2: 0.1744 (0.2007) loss_bbox_dn_3: 0.1710 (0.1975) loss_bbox_dn_4: 0.1717 (0.1971) loss_bbox_dn_5: 0.1716 (0.1971) loss_bbox_dn_pre: 0.2485 (0.2829) loss_bbox_enc_0: 0.2446 (0.2570) loss_bbox_pre: 0.1943 (0.2131) loss_dfl: 0.9458 (0.9653) loss_fgl_aux_0: 0.9950 (1.0049) loss_fgl_aux_1: 0.9503 (0.9689) loss_fgl_aux_2: 0.9453 (0.9655) loss_fgl_aux_3: 0.9454 (0.9653) loss_fgl_aux_4: 0.9454 (0.9653) loss_fgl_dn_0: 1.0894 (1.0989) loss_fgl_dn_1: 0.9896 (0.9963) loss_fgl_dn_2: 0.9791 (0.9872) loss_fgl_dn_3: 0.9808 (0.9880) loss_fgl_dn_4: 0.9807 (0.9882) loss_fgl_dn_5: 0.9806 (0.9882) loss_giou: 0.6141 (0.5942) loss_giou_aux_0: 0.6382 (0.6227) loss_giou_aux_1: 0.6174 (0.5998) loss_giou_aux_2: 0.6143 (0.5950) loss_giou_aux_3: 0.6118 (0.5943) loss_giou_aux_4: 0.6136 (0.5942) loss_giou_dn_0: 0.6212 (0.6221) loss_giou_dn_1: 0.5052 (0.5114) loss_giou_dn_2: 0.4912 (0.4942) loss_giou_dn_3: 0.4862 (0.4899) loss_giou_dn_4: 0.4860 (0.4893) loss_giou_dn_5: 0.4861 (0.4893) loss_giou_dn_pre: 0.6209 (0.6208) loss_giou_enc_0: 0.7158 (0.7050) loss_giou_pre: 0.6376 (0.6206) loss_ddf_aux_0: 0.0701 (0.0682) loss_ddf_aux_1: 0.0092 (0.0087) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2658 (0.2639) loss_ddf_dn_1: 0.0315 (0.0339) loss_ddf_dn_2: 0.0048 (0.0064) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6947 (0.7043) loss_vfl_aux_0: 0.7855 (0.7849) loss_vfl_aux_1: 0.7609 (0.7616) loss_vfl_aux_2: 0.7283 (0.7377) loss_vfl_aux_3: 0.7105 (0.7157) loss_vfl_aux_4: 0.6879 (0.7057) loss_vfl_dn_0: 0.4923 (0.5007) loss_vfl_dn_1: 0.4398 (0.4476) loss_vfl_dn_2: 0.4261 (0.4330) loss_vfl_dn_3: 0.4175 (0.4230) loss_vfl_dn_4: 0.4138 (0.4193) loss_vfl_dn_5: 0.4124 (0.4188) loss_vfl_dn_pre: 0.4933 (0.5015) loss_vfl_enc_0: 0.7640 (0.7780) loss_vfl_pre: 0.7866 (0.7881) time: 0.7328 data: 0.0236 max mem: 9097 Epoch: [15] [3500/3696] eta: 0:02:31 lr: 0.000013 loss: 33.1895 (33.2645) loss_bbox: 0.2000 (0.1971) loss_bbox_aux_0: 0.2141 (0.2129) loss_bbox_aux_1: 0.2002 (0.2002) loss_bbox_aux_2: 0.1990 (0.1976) loss_bbox_aux_3: 0.1999 (0.1972) loss_bbox_aux_4: 0.1999 (0.1971) loss_bbox_dn_0: 0.2735 (0.2780) loss_bbox_dn_1: 0.1918 (0.2114) loss_bbox_dn_2: 0.1845 (0.2008) loss_bbox_dn_3: 0.1812 (0.1976) loss_bbox_dn_4: 0.1804 (0.1972) loss_bbox_dn_5: 0.1804 (0.1971) loss_bbox_dn_pre: 0.2766 (0.2830) loss_bbox_enc_0: 0.2406 (0.2571) loss_bbox_pre: 0.2160 (0.2132) loss_dfl: 0.9804 (0.9654) loss_fgl_aux_0: 1.0210 (1.0051) loss_fgl_aux_1: 0.9834 (0.9690) loss_fgl_aux_2: 0.9805 (0.9656) loss_fgl_aux_3: 0.9802 (0.9655) loss_fgl_aux_4: 0.9804 (0.9654) loss_fgl_dn_0: 1.1014 (1.0990) loss_fgl_dn_1: 0.9972 (0.9964) loss_fgl_dn_2: 0.9873 (0.9872) loss_fgl_dn_3: 0.9880 (0.9880) loss_fgl_dn_4: 0.9886 (0.9883) loss_fgl_dn_5: 0.9887 (0.9883) loss_giou: 0.5502 (0.5941) loss_giou_aux_0: 0.5901 (0.6226) loss_giou_aux_1: 0.5571 (0.5997) loss_giou_aux_2: 0.5511 (0.5948) loss_giou_aux_3: 0.5506 (0.5941) loss_giou_aux_4: 0.5503 (0.5941) loss_giou_dn_0: 0.6015 (0.6220) loss_giou_dn_1: 0.4891 (0.5113) loss_giou_dn_2: 0.4721 (0.4940) loss_giou_dn_3: 0.4653 (0.4898) loss_giou_dn_4: 0.4650 (0.4892) loss_giou_dn_5: 0.4650 (0.4891) loss_giou_dn_pre: 0.5999 (0.6207) loss_giou_enc_0: 0.6734 (0.7049) loss_giou_pre: 0.5892 (0.6205) loss_ddf_aux_0: 0.0746 (0.0683) loss_ddf_aux_1: 0.0098 (0.0088) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2638 (0.2639) loss_ddf_dn_1: 0.0318 (0.0338) loss_ddf_dn_2: 0.0055 (0.0064) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6882 (0.7043) loss_vfl_aux_0: 0.7433 (0.7848) loss_vfl_aux_1: 0.7224 (0.7614) loss_vfl_aux_2: 0.6989 (0.7376) loss_vfl_aux_3: 0.6862 (0.7157) loss_vfl_aux_4: 0.6855 (0.7057) loss_vfl_dn_0: 0.4968 (0.5007) loss_vfl_dn_1: 0.4481 (0.4476) loss_vfl_dn_2: 0.4315 (0.4330) loss_vfl_dn_3: 0.4246 (0.4230) loss_vfl_dn_4: 0.4198 (0.4193) loss_vfl_dn_5: 0.4180 (0.4188) loss_vfl_dn_pre: 0.4976 (0.5014) loss_vfl_enc_0: 0.7527 (0.7779) loss_vfl_pre: 0.7463 (0.7880) time: 0.7319 data: 0.0222 max mem: 9097 Epoch: [15] [3600/3696] eta: 0:01:13 lr: 0.000013 loss: 33.4965 (33.2660) loss_bbox: 0.2081 (0.1971) loss_bbox_aux_0: 0.2295 (0.2130) loss_bbox_aux_1: 0.2143 (0.2002) loss_bbox_aux_2: 0.2099 (0.1977) loss_bbox_aux_3: 0.2082 (0.1972) loss_bbox_aux_4: 0.2082 (0.1972) loss_bbox_dn_0: 0.2706 (0.2778) loss_bbox_dn_1: 0.2173 (0.2113) loss_bbox_dn_2: 0.2100 (0.2006) loss_bbox_dn_3: 0.2070 (0.1975) loss_bbox_dn_4: 0.2062 (0.1970) loss_bbox_dn_5: 0.2061 (0.1970) loss_bbox_dn_pre: 0.2770 (0.2828) loss_bbox_enc_0: 0.2741 (0.2571) loss_bbox_pre: 0.2278 (0.2132) loss_dfl: 0.9727 (0.9655) loss_fgl_aux_0: 1.0104 (1.0051) loss_fgl_aux_1: 0.9757 (0.9690) loss_fgl_aux_2: 0.9729 (0.9656) loss_fgl_aux_3: 0.9729 (0.9655) loss_fgl_aux_4: 0.9729 (0.9655) loss_fgl_dn_0: 1.1044 (1.0991) loss_fgl_dn_1: 1.0007 (0.9964) loss_fgl_dn_2: 0.9897 (0.9873) loss_fgl_dn_3: 0.9921 (0.9881) loss_fgl_dn_4: 0.9917 (0.9883) loss_fgl_dn_5: 0.9917 (0.9884) loss_giou: 0.5564 (0.5943) loss_giou_aux_0: 0.5904 (0.6228) loss_giou_aux_1: 0.5668 (0.5999) loss_giou_aux_2: 0.5604 (0.5951) loss_giou_aux_3: 0.5578 (0.5944) loss_giou_aux_4: 0.5571 (0.5943) loss_giou_dn_0: 0.6198 (0.6222) loss_giou_dn_1: 0.5129 (0.5114) loss_giou_dn_2: 0.4912 (0.4942) loss_giou_dn_3: 0.4865 (0.4899) loss_giou_dn_4: 0.4860 (0.4893) loss_giou_dn_5: 0.4864 (0.4893) loss_giou_dn_pre: 0.6144 (0.6208) loss_giou_enc_0: 0.6716 (0.7052) loss_giou_pre: 0.5906 (0.6207) loss_ddf_aux_0: 0.0640 (0.0682) loss_ddf_aux_1: 0.0088 (0.0088) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2609 (0.2637) loss_ddf_dn_1: 0.0347 (0.0338) loss_ddf_dn_2: 0.0063 (0.0064) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6979 (0.7042) loss_vfl_aux_0: 0.7877 (0.7847) loss_vfl_aux_1: 0.7440 (0.7613) loss_vfl_aux_2: 0.7346 (0.7375) loss_vfl_aux_3: 0.7102 (0.7156) loss_vfl_aux_4: 0.7013 (0.7056) loss_vfl_dn_0: 0.4987 (0.5007) loss_vfl_dn_1: 0.4453 (0.4476) loss_vfl_dn_2: 0.4319 (0.4330) loss_vfl_dn_3: 0.4235 (0.4230) loss_vfl_dn_4: 0.4207 (0.4193) loss_vfl_dn_5: 0.4207 (0.4188) loss_vfl_dn_pre: 0.5001 (0.5014) loss_vfl_enc_0: 0.7775 (0.7777) loss_vfl_pre: 0.7878 (0.7880) time: 0.7841 data: 0.0311 max mem: 9097 Epoch: [15] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 33.1013 (33.2671) loss_bbox: 0.1955 (0.1972) loss_bbox_aux_0: 0.2147 (0.2130) loss_bbox_aux_1: 0.1971 (0.2003) loss_bbox_aux_2: 0.1954 (0.1978) loss_bbox_aux_3: 0.1955 (0.1973) loss_bbox_aux_4: 0.1955 (0.1972) loss_bbox_dn_0: 0.2673 (0.2778) loss_bbox_dn_1: 0.2019 (0.2113) loss_bbox_dn_2: 0.1918 (0.2007) loss_bbox_dn_3: 0.1852 (0.1975) loss_bbox_dn_4: 0.1860 (0.1971) loss_bbox_dn_5: 0.1862 (0.1971) loss_bbox_dn_pre: 0.2729 (0.2829) loss_bbox_enc_0: 0.2654 (0.2571) loss_bbox_pre: 0.2158 (0.2133) loss_dfl: 0.9540 (0.9656) loss_fgl_aux_0: 1.0051 (1.0052) loss_fgl_aux_1: 0.9612 (0.9692) loss_fgl_aux_2: 0.9551 (0.9658) loss_fgl_aux_3: 0.9544 (0.9656) loss_fgl_aux_4: 0.9539 (0.9656) loss_fgl_dn_0: 1.0992 (1.0991) loss_fgl_dn_1: 0.9807 (0.9964) loss_fgl_dn_2: 0.9741 (0.9873) loss_fgl_dn_3: 0.9752 (0.9881) loss_fgl_dn_4: 0.9760 (0.9883) loss_fgl_dn_5: 0.9760 (0.9884) loss_giou: 0.5450 (0.5941) loss_giou_aux_0: 0.5827 (0.6226) loss_giou_aux_1: 0.5496 (0.5997) loss_giou_aux_2: 0.5457 (0.5948) loss_giou_aux_3: 0.5452 (0.5941) loss_giou_aux_4: 0.5453 (0.5941) loss_giou_dn_0: 0.6026 (0.6221) loss_giou_dn_1: 0.4903 (0.5113) loss_giou_dn_2: 0.4721 (0.4940) loss_giou_dn_3: 0.4702 (0.4898) loss_giou_dn_4: 0.4702 (0.4892) loss_giou_dn_5: 0.4702 (0.4891) loss_giou_dn_pre: 0.5987 (0.6207) loss_giou_enc_0: 0.6670 (0.7050) loss_giou_pre: 0.5780 (0.6205) loss_ddf_aux_0: 0.0704 (0.0682) loss_ddf_aux_1: 0.0084 (0.0088) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2573 (0.2636) loss_ddf_dn_1: 0.0320 (0.0338) loss_ddf_dn_2: 0.0059 (0.0064) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7249 (0.7046) loss_vfl_aux_0: 0.7887 (0.7850) loss_vfl_aux_1: 0.7718 (0.7616) loss_vfl_aux_2: 0.7507 (0.7377) loss_vfl_aux_3: 0.7313 (0.7159) loss_vfl_aux_4: 0.7193 (0.7060) loss_vfl_dn_0: 0.4993 (0.5007) loss_vfl_dn_1: 0.4432 (0.4476) loss_vfl_dn_2: 0.4282 (0.4330) loss_vfl_dn_3: 0.4173 (0.4229) loss_vfl_dn_4: 0.4147 (0.4193) loss_vfl_dn_5: 0.4148 (0.4188) loss_vfl_dn_pre: 0.5005 (0.5015) loss_vfl_enc_0: 0.7681 (0.7778) loss_vfl_pre: 0.8020 (0.7883) time: 0.7590 data: 0.0279 max mem: 9097 Epoch: [15] Total time: 0:47:27 (0.7704 s / it) Averaged stats: lr: 0.000013 loss: 33.1013 (33.2671) loss_bbox: 0.1955 (0.1972) loss_bbox_aux_0: 0.2147 (0.2130) loss_bbox_aux_1: 0.1971 (0.2003) loss_bbox_aux_2: 0.1954 (0.1978) loss_bbox_aux_3: 0.1955 (0.1973) loss_bbox_aux_4: 0.1955 (0.1972) loss_bbox_dn_0: 0.2673 (0.2778) loss_bbox_dn_1: 0.2019 (0.2113) loss_bbox_dn_2: 0.1918 (0.2007) loss_bbox_dn_3: 0.1852 (0.1975) loss_bbox_dn_4: 0.1860 (0.1971) loss_bbox_dn_5: 0.1862 (0.1971) loss_bbox_dn_pre: 0.2729 (0.2829) loss_bbox_enc_0: 0.2654 (0.2571) loss_bbox_pre: 0.2158 (0.2133) loss_dfl: 0.9540 (0.9656) loss_fgl_aux_0: 1.0051 (1.0052) loss_fgl_aux_1: 0.9612 (0.9692) loss_fgl_aux_2: 0.9551 (0.9658) loss_fgl_aux_3: 0.9544 (0.9656) loss_fgl_aux_4: 0.9539 (0.9656) loss_fgl_dn_0: 1.0992 (1.0991) loss_fgl_dn_1: 0.9807 (0.9964) loss_fgl_dn_2: 0.9741 (0.9873) loss_fgl_dn_3: 0.9752 (0.9881) loss_fgl_dn_4: 0.9760 (0.9883) loss_fgl_dn_5: 0.9760 (0.9884) loss_giou: 0.5450 (0.5941) loss_giou_aux_0: 0.5827 (0.6226) loss_giou_aux_1: 0.5496 (0.5997) loss_giou_aux_2: 0.5457 (0.5948) loss_giou_aux_3: 0.5452 (0.5941) loss_giou_aux_4: 0.5453 (0.5941) loss_giou_dn_0: 0.6026 (0.6221) loss_giou_dn_1: 0.4903 (0.5113) loss_giou_dn_2: 0.4721 (0.4940) loss_giou_dn_3: 0.4702 (0.4898) loss_giou_dn_4: 0.4702 (0.4892) loss_giou_dn_5: 0.4702 (0.4891) loss_giou_dn_pre: 0.5987 (0.6207) loss_giou_enc_0: 0.6670 (0.7050) loss_giou_pre: 0.5780 (0.6205) loss_ddf_aux_0: 0.0704 (0.0682) loss_ddf_aux_1: 0.0084 (0.0088) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2573 (0.2636) loss_ddf_dn_1: 0.0320 (0.0338) loss_ddf_dn_2: 0.0059 (0.0064) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7249 (0.7046) loss_vfl_aux_0: 0.7887 (0.7850) loss_vfl_aux_1: 0.7718 (0.7616) loss_vfl_aux_2: 0.7507 (0.7377) loss_vfl_aux_3: 0.7313 (0.7159) loss_vfl_aux_4: 0.7193 (0.7060) loss_vfl_dn_0: 0.4993 (0.5007) loss_vfl_dn_1: 0.4432 (0.4476) loss_vfl_dn_2: 0.4282 (0.4330) loss_vfl_dn_3: 0.4173 (0.4229) loss_vfl_dn_4: 0.4147 (0.4193) loss_vfl_dn_5: 0.4148 (0.4188) loss_vfl_dn_pre: 0.5005 (0.5015) loss_vfl_enc_0: 0.7681 (0.7778) loss_vfl_pre: 0.8020 (0.7883) Test: [ 0/79] eta: 0:03:11 time: 2.4267 data: 1.8736 max mem: 9097 Test: [10/79] eta: 0:00:52 time: 0.7647 data: 0.2279 max mem: 9097 Test: [20/79] eta: 0:00:40 time: 0.6073 data: 0.0678 max mem: 9097 Test: [30/79] eta: 0:00:33 time: 0.6238 data: 0.0681 max mem: 9097 Test: [40/79] eta: 0:00:28 time: 0.7549 data: 0.0668 max mem: 9097 Test: [50/79] eta: 0:00:20 time: 0.7408 data: 0.0640 max mem: 9097 Test: [60/79] eta: 0:00:13 time: 0.6063 data: 0.0625 max mem: 9097 Test: [70/79] eta: 0:00:06 time: 0.6040 data: 0.0647 max mem: 9097 Test: [78/79] eta: 0:00:00 time: 0.6513 data: 0.0589 max mem: 9097 Test: Total time: 0:00:53 (0.6828 s / it) Averaged stats: Accumulating evaluation results... DONE (t=23.93s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.511 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.684 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.553 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.315 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.555 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.695 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.384 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.642 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.711 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.518 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.761 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 best_stat: {'epoch': 15, 'coco_eval_bbox': 0.5106852964272288} Epoch: [16] [ 0/3696] eta: 2:30:42 lr: 0.000013 loss: 32.8223 (32.8223) loss_bbox: 0.2037 (0.2037) loss_bbox_aux_0: 0.2237 (0.2237) loss_bbox_aux_1: 0.2080 (0.2080) loss_bbox_aux_2: 0.2050 (0.2050) loss_bbox_aux_3: 0.2047 (0.2047) loss_bbox_aux_4: 0.2040 (0.2040) loss_bbox_dn_0: 0.2955 (0.2955) loss_bbox_dn_1: 0.2168 (0.2168) loss_bbox_dn_2: 0.2059 (0.2059) loss_bbox_dn_3: 0.2003 (0.2003) loss_bbox_dn_4: 0.1996 (0.1996) loss_bbox_dn_5: 0.1995 (0.1995) loss_bbox_dn_pre: 0.3014 (0.3014) loss_bbox_enc_0: 0.2577 (0.2577) loss_bbox_pre: 0.2215 (0.2215) loss_dfl: 0.9684 (0.9684) loss_fgl_aux_0: 1.0087 (1.0087) loss_fgl_aux_1: 0.9688 (0.9688) loss_fgl_aux_2: 0.9686 (0.9686) loss_fgl_aux_3: 0.9683 (0.9683) loss_fgl_aux_4: 0.9685 (0.9685) loss_fgl_dn_0: 1.1068 (1.1068) loss_fgl_dn_1: 0.9865 (0.9865) loss_fgl_dn_2: 0.9760 (0.9760) loss_fgl_dn_3: 0.9776 (0.9776) loss_fgl_dn_4: 0.9779 (0.9779) loss_fgl_dn_5: 0.9780 (0.9780) loss_giou: 0.5157 (0.5157) loss_giou_aux_0: 0.5467 (0.5467) loss_giou_aux_1: 0.5239 (0.5239) loss_giou_aux_2: 0.5159 (0.5159) loss_giou_aux_3: 0.5160 (0.5160) loss_giou_aux_4: 0.5155 (0.5155) loss_giou_dn_0: 0.5784 (0.5784) loss_giou_dn_1: 0.4674 (0.4674) loss_giou_dn_2: 0.4546 (0.4546) loss_giou_dn_3: 0.4488 (0.4488) loss_giou_dn_4: 0.4478 (0.4478) loss_giou_dn_5: 0.4477 (0.4477) loss_giou_dn_pre: 0.5782 (0.5782) loss_giou_enc_0: 0.6193 (0.6193) loss_giou_pre: 0.5442 (0.5442) loss_ddf_aux_0: 0.0774 (0.0774) loss_ddf_aux_1: 0.0096 (0.0096) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2871 (0.2871) loss_ddf_dn_1: 0.0341 (0.0341) loss_ddf_dn_2: 0.0057 (0.0057) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7372 (0.7372) loss_vfl_aux_0: 0.8150 (0.8150) loss_vfl_aux_1: 0.8148 (0.8148) loss_vfl_aux_2: 0.7921 (0.7921) loss_vfl_aux_3: 0.7429 (0.7429) loss_vfl_aux_4: 0.7338 (0.7338) loss_vfl_dn_0: 0.5168 (0.5168) loss_vfl_dn_1: 0.4544 (0.4544) loss_vfl_dn_2: 0.4376 (0.4376) loss_vfl_dn_3: 0.4276 (0.4276) loss_vfl_dn_4: 0.4226 (0.4226) loss_vfl_dn_5: 0.4209 (0.4209) loss_vfl_dn_pre: 0.5177 (0.5177) loss_vfl_enc_0: 0.8320 (0.8320) loss_vfl_pre: 0.8188 (0.8188) time: 2.4466 data: 1.7631 max mem: 9097 Epoch: [16] [ 100/3696] eta: 0:53:42 lr: 0.000013 loss: 33.1056 (32.9809) loss_bbox: 0.1793 (0.1924) loss_bbox_aux_0: 0.1938 (0.2085) loss_bbox_aux_1: 0.1827 (0.1959) loss_bbox_aux_2: 0.1800 (0.1931) loss_bbox_aux_3: 0.1794 (0.1926) loss_bbox_aux_4: 0.1794 (0.1925) loss_bbox_dn_0: 0.2524 (0.2730) loss_bbox_dn_1: 0.1891 (0.2057) loss_bbox_dn_2: 0.1834 (0.1945) loss_bbox_dn_3: 0.1805 (0.1913) loss_bbox_dn_4: 0.1803 (0.1909) loss_bbox_dn_5: 0.1802 (0.1909) loss_bbox_dn_pre: 0.2565 (0.2784) loss_bbox_enc_0: 0.2351 (0.2519) loss_bbox_pre: 0.1943 (0.2088) loss_dfl: 0.9682 (0.9663) loss_fgl_aux_0: 1.0041 (1.0075) loss_fgl_aux_1: 0.9724 (0.9702) loss_fgl_aux_2: 0.9664 (0.9666) loss_fgl_aux_3: 0.9685 (0.9664) loss_fgl_aux_4: 0.9686 (0.9664) loss_fgl_dn_0: 1.0997 (1.0972) loss_fgl_dn_1: 0.9888 (0.9922) loss_fgl_dn_2: 0.9809 (0.9829) loss_fgl_dn_3: 0.9813 (0.9837) loss_fgl_dn_4: 0.9814 (0.9840) loss_fgl_dn_5: 0.9814 (0.9840) loss_giou: 0.5884 (0.5804) loss_giou_aux_0: 0.6200 (0.6083) loss_giou_aux_1: 0.5949 (0.5860) loss_giou_aux_2: 0.5892 (0.5809) loss_giou_aux_3: 0.5885 (0.5804) loss_giou_aux_4: 0.5885 (0.5803) loss_giou_dn_0: 0.6058 (0.6144) loss_giou_dn_1: 0.5056 (0.5043) loss_giou_dn_2: 0.4848 (0.4865) loss_giou_dn_3: 0.4788 (0.4823) loss_giou_dn_4: 0.4775 (0.4817) loss_giou_dn_5: 0.4773 (0.4816) loss_giou_dn_pre: 0.6060 (0.6130) loss_giou_enc_0: 0.6990 (0.6903) loss_giou_pre: 0.6208 (0.6062) loss_ddf_aux_0: 0.0642 (0.0682) loss_ddf_aux_1: 0.0084 (0.0088) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2680 (0.2656) loss_ddf_dn_1: 0.0324 (0.0345) loss_ddf_dn_2: 0.0054 (0.0065) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6938 (0.7010) loss_vfl_aux_0: 0.7813 (0.7842) loss_vfl_aux_1: 0.7519 (0.7590) loss_vfl_aux_2: 0.7238 (0.7343) loss_vfl_aux_3: 0.7081 (0.7110) loss_vfl_aux_4: 0.6926 (0.7011) loss_vfl_dn_0: 0.5044 (0.5003) loss_vfl_dn_1: 0.4474 (0.4464) loss_vfl_dn_2: 0.4365 (0.4317) loss_vfl_dn_3: 0.4278 (0.4207) loss_vfl_dn_4: 0.4228 (0.4169) loss_vfl_dn_5: 0.4224 (0.4162) loss_vfl_dn_pre: 0.5048 (0.5010) loss_vfl_enc_0: 0.7806 (0.7789) loss_vfl_pre: 0.7811 (0.7877) time: 0.9441 data: 0.0217 max mem: 9097 Epoch: [16] [ 200/3696] eta: 0:48:53 lr: 0.000013 loss: 33.1478 (33.1326) loss_bbox: 0.2098 (0.1950) loss_bbox_aux_0: 0.2253 (0.2110) loss_bbox_aux_1: 0.2107 (0.1984) loss_bbox_aux_2: 0.2099 (0.1956) loss_bbox_aux_3: 0.2097 (0.1951) loss_bbox_aux_4: 0.2097 (0.1950) loss_bbox_dn_0: 0.2739 (0.2746) loss_bbox_dn_1: 0.2059 (0.2086) loss_bbox_dn_2: 0.1969 (0.1977) loss_bbox_dn_3: 0.1967 (0.1947) loss_bbox_dn_4: 0.1976 (0.1942) loss_bbox_dn_5: 0.1976 (0.1942) loss_bbox_dn_pre: 0.2787 (0.2801) loss_bbox_enc_0: 0.2711 (0.2544) loss_bbox_pre: 0.2255 (0.2112) loss_dfl: 0.9307 (0.9622) loss_fgl_aux_0: 0.9732 (1.0036) loss_fgl_aux_1: 0.9382 (0.9660) loss_fgl_aux_2: 0.9319 (0.9625) loss_fgl_aux_3: 0.9311 (0.9622) loss_fgl_aux_4: 0.9308 (0.9622) loss_fgl_dn_0: 1.0965 (1.0976) loss_fgl_dn_1: 0.9902 (0.9938) loss_fgl_dn_2: 0.9833 (0.9847) loss_fgl_dn_3: 0.9840 (0.9855) loss_fgl_dn_4: 0.9841 (0.9858) loss_fgl_dn_5: 0.9842 (0.9858) loss_giou: 0.6230 (0.5932) loss_giou_aux_0: 0.6410 (0.6217) loss_giou_aux_1: 0.6247 (0.5991) loss_giou_aux_2: 0.6229 (0.5938) loss_giou_aux_3: 0.6232 (0.5932) loss_giou_aux_4: 0.6233 (0.5931) loss_giou_dn_0: 0.6134 (0.6195) loss_giou_dn_1: 0.5106 (0.5103) loss_giou_dn_2: 0.4888 (0.4925) loss_giou_dn_3: 0.4868 (0.4882) loss_giou_dn_4: 0.4866 (0.4876) loss_giou_dn_5: 0.4864 (0.4876) loss_giou_dn_pre: 0.6129 (0.6182) loss_giou_enc_0: 0.7044 (0.7026) loss_giou_pre: 0.6342 (0.6197) loss_ddf_aux_0: 0.0633 (0.0688) loss_ddf_aux_1: 0.0088 (0.0090) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2449 (0.2629) loss_ddf_dn_1: 0.0319 (0.0336) loss_ddf_dn_2: 0.0058 (0.0063) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6882 (0.7011) loss_vfl_aux_0: 0.7695 (0.7814) loss_vfl_aux_1: 0.7500 (0.7568) loss_vfl_aux_2: 0.7126 (0.7335) loss_vfl_aux_3: 0.6973 (0.7112) loss_vfl_aux_4: 0.6903 (0.7019) loss_vfl_dn_0: 0.5007 (0.5000) loss_vfl_dn_1: 0.4471 (0.4464) loss_vfl_dn_2: 0.4325 (0.4317) loss_vfl_dn_3: 0.4248 (0.4210) loss_vfl_dn_4: 0.4193 (0.4174) loss_vfl_dn_5: 0.4208 (0.4167) loss_vfl_dn_pre: 0.5033 (0.5006) loss_vfl_enc_0: 0.7316 (0.7734) loss_vfl_pre: 0.7698 (0.7845) time: 0.7405 data: 0.0275 max mem: 9097 Epoch: [16] [ 300/3696] eta: 0:45:57 lr: 0.000013 loss: 32.7595 (33.1309) loss_bbox: 0.2100 (0.1953) loss_bbox_aux_0: 0.2233 (0.2109) loss_bbox_aux_1: 0.2106 (0.1985) loss_bbox_aux_2: 0.2102 (0.1958) loss_bbox_aux_3: 0.2097 (0.1954) loss_bbox_aux_4: 0.2099 (0.1953) loss_bbox_dn_0: 0.2773 (0.2738) loss_bbox_dn_1: 0.2157 (0.2081) loss_bbox_dn_2: 0.2026 (0.1974) loss_bbox_dn_3: 0.1972 (0.1942) loss_bbox_dn_4: 0.1974 (0.1938) loss_bbox_dn_5: 0.1974 (0.1938) loss_bbox_dn_pre: 0.2808 (0.2791) loss_bbox_enc_0: 0.2639 (0.2543) loss_bbox_pre: 0.2253 (0.2112) loss_dfl: 0.9534 (0.9617) loss_fgl_aux_0: 0.9893 (1.0020) loss_fgl_aux_1: 0.9555 (0.9655) loss_fgl_aux_2: 0.9537 (0.9620) loss_fgl_aux_3: 0.9533 (0.9618) loss_fgl_aux_4: 0.9535 (0.9618) loss_fgl_dn_0: 1.1008 (1.0970) loss_fgl_dn_1: 0.9860 (0.9943) loss_fgl_dn_2: 0.9723 (0.9851) loss_fgl_dn_3: 0.9745 (0.9859) loss_fgl_dn_4: 0.9753 (0.9862) loss_fgl_dn_5: 0.9752 (0.9862) loss_giou: 0.5735 (0.5955) loss_giou_aux_0: 0.5989 (0.6237) loss_giou_aux_1: 0.5743 (0.6011) loss_giou_aux_2: 0.5738 (0.5961) loss_giou_aux_3: 0.5754 (0.5955) loss_giou_aux_4: 0.5744 (0.5955) loss_giou_dn_0: 0.6070 (0.6193) loss_giou_dn_1: 0.4990 (0.5101) loss_giou_dn_2: 0.4866 (0.4926) loss_giou_dn_3: 0.4803 (0.4883) loss_giou_dn_4: 0.4796 (0.4878) loss_giou_dn_5: 0.4798 (0.4878) loss_giou_dn_pre: 0.6064 (0.6181) loss_giou_enc_0: 0.6795 (0.7050) loss_giou_pre: 0.6008 (0.6216) loss_ddf_aux_0: 0.0639 (0.0671) loss_ddf_aux_1: 0.0076 (0.0088) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2601 (0.2608) loss_ddf_dn_1: 0.0325 (0.0333) loss_ddf_dn_2: 0.0061 (0.0063) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6846 (0.6990) loss_vfl_aux_0: 0.7782 (0.7802) loss_vfl_aux_1: 0.7436 (0.7559) loss_vfl_aux_2: 0.7224 (0.7325) loss_vfl_aux_3: 0.7020 (0.7086) loss_vfl_aux_4: 0.6915 (0.7004) loss_vfl_dn_0: 0.5018 (0.5002) loss_vfl_dn_1: 0.4471 (0.4464) loss_vfl_dn_2: 0.4256 (0.4316) loss_vfl_dn_3: 0.4227 (0.4214) loss_vfl_dn_4: 0.4200 (0.4177) loss_vfl_dn_5: 0.4178 (0.4170) loss_vfl_dn_pre: 0.5037 (0.5009) loss_vfl_enc_0: 0.7798 (0.7723) loss_vfl_pre: 0.7802 (0.7832) time: 0.7540 data: 0.0290 max mem: 9097 Epoch: [16] [ 400/3696] eta: 0:43:58 lr: 0.000013 loss: 33.0595 (33.0754) loss_bbox: 0.1905 (0.1941) loss_bbox_aux_0: 0.2019 (0.2095) loss_bbox_aux_1: 0.1933 (0.1972) loss_bbox_aux_2: 0.1906 (0.1946) loss_bbox_aux_3: 0.1904 (0.1942) loss_bbox_aux_4: 0.1905 (0.1941) loss_bbox_dn_0: 0.2580 (0.2738) loss_bbox_dn_1: 0.1900 (0.2079) loss_bbox_dn_2: 0.1836 (0.1971) loss_bbox_dn_3: 0.1791 (0.1939) loss_bbox_dn_4: 0.1772 (0.1935) loss_bbox_dn_5: 0.1770 (0.1935) loss_bbox_dn_pre: 0.2651 (0.2792) loss_bbox_enc_0: 0.2411 (0.2526) loss_bbox_pre: 0.2040 (0.2098) loss_dfl: 0.9480 (0.9628) loss_fgl_aux_0: 0.9987 (1.0029) loss_fgl_aux_1: 0.9568 (0.9666) loss_fgl_aux_2: 0.9473 (0.9631) loss_fgl_aux_3: 0.9484 (0.9629) loss_fgl_aux_4: 0.9477 (0.9628) loss_fgl_dn_0: 1.0814 (1.0974) loss_fgl_dn_1: 0.9830 (0.9944) loss_fgl_dn_2: 0.9751 (0.9852) loss_fgl_dn_3: 0.9762 (0.9860) loss_fgl_dn_4: 0.9761 (0.9863) loss_fgl_dn_5: 0.9762 (0.9863) loss_giou: 0.5904 (0.5926) loss_giou_aux_0: 0.6166 (0.6203) loss_giou_aux_1: 0.5922 (0.5980) loss_giou_aux_2: 0.5891 (0.5932) loss_giou_aux_3: 0.5889 (0.5926) loss_giou_aux_4: 0.5898 (0.5926) loss_giou_dn_0: 0.6090 (0.6176) loss_giou_dn_1: 0.4920 (0.5083) loss_giou_dn_2: 0.4788 (0.4908) loss_giou_dn_3: 0.4729 (0.4866) loss_giou_dn_4: 0.4711 (0.4860) loss_giou_dn_5: 0.4707 (0.4859) loss_giou_dn_pre: 0.6081 (0.6164) loss_giou_enc_0: 0.7198 (0.7018) loss_giou_pre: 0.6176 (0.6182) loss_ddf_aux_0: 0.0655 (0.0664) loss_ddf_aux_1: 0.0079 (0.0086) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2668 (0.2603) loss_ddf_dn_1: 0.0342 (0.0332) loss_ddf_dn_2: 0.0063 (0.0063) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6978 (0.6977) loss_vfl_aux_0: 0.7839 (0.7798) loss_vfl_aux_1: 0.7430 (0.7550) loss_vfl_aux_2: 0.7354 (0.7307) loss_vfl_aux_3: 0.7081 (0.7073) loss_vfl_aux_4: 0.7003 (0.6992) loss_vfl_dn_0: 0.4973 (0.5000) loss_vfl_dn_1: 0.4413 (0.4457) loss_vfl_dn_2: 0.4272 (0.4309) loss_vfl_dn_3: 0.4164 (0.4206) loss_vfl_dn_4: 0.4121 (0.4171) loss_vfl_dn_5: 0.4117 (0.4164) loss_vfl_dn_pre: 0.4971 (0.5007) loss_vfl_enc_0: 0.7801 (0.7715) loss_vfl_pre: 0.7850 (0.7828) time: 0.7725 data: 0.0313 max mem: 9097 Epoch: [16] [ 500/3696] eta: 0:42:12 lr: 0.000013 loss: 32.8691 (33.0728) loss_bbox: 0.1831 (0.1935) loss_bbox_aux_0: 0.1916 (0.2086) loss_bbox_aux_1: 0.1849 (0.1964) loss_bbox_aux_2: 0.1837 (0.1940) loss_bbox_aux_3: 0.1831 (0.1935) loss_bbox_aux_4: 0.1831 (0.1935) loss_bbox_dn_0: 0.2633 (0.2742) loss_bbox_dn_1: 0.2055 (0.2084) loss_bbox_dn_2: 0.1968 (0.1976) loss_bbox_dn_3: 0.1913 (0.1946) loss_bbox_dn_4: 0.1894 (0.1941) loss_bbox_dn_5: 0.1893 (0.1941) loss_bbox_dn_pre: 0.2694 (0.2795) loss_bbox_enc_0: 0.2330 (0.2522) loss_bbox_pre: 0.1923 (0.2090) loss_dfl: 0.9677 (0.9633) loss_fgl_aux_0: 1.0081 (1.0032) loss_fgl_aux_1: 0.9661 (0.9670) loss_fgl_aux_2: 0.9662 (0.9636) loss_fgl_aux_3: 0.9673 (0.9634) loss_fgl_aux_4: 0.9677 (0.9634) loss_fgl_dn_0: 1.1033 (1.0976) loss_fgl_dn_1: 0.9964 (0.9943) loss_fgl_dn_2: 0.9875 (0.9852) loss_fgl_dn_3: 0.9887 (0.9858) loss_fgl_dn_4: 0.9886 (0.9861) loss_fgl_dn_5: 0.9886 (0.9861) loss_giou: 0.5753 (0.5910) loss_giou_aux_0: 0.6027 (0.6186) loss_giou_aux_1: 0.5814 (0.5964) loss_giou_aux_2: 0.5743 (0.5915) loss_giou_aux_3: 0.5742 (0.5910) loss_giou_aux_4: 0.5754 (0.5910) loss_giou_dn_0: 0.6289 (0.6170) loss_giou_dn_1: 0.5150 (0.5078) loss_giou_dn_2: 0.4990 (0.4904) loss_giou_dn_3: 0.4941 (0.4862) loss_giou_dn_4: 0.4933 (0.4856) loss_giou_dn_5: 0.4933 (0.4856) loss_giou_dn_pre: 0.6284 (0.6158) loss_giou_enc_0: 0.6919 (0.7004) loss_giou_pre: 0.6028 (0.6165) loss_ddf_aux_0: 0.0627 (0.0665) loss_ddf_aux_1: 0.0079 (0.0085) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2622 (0.2602) loss_ddf_dn_1: 0.0313 (0.0331) loss_ddf_dn_2: 0.0049 (0.0063) loss_ddf_dn_3: 0.0004 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6996 (0.6995) loss_vfl_aux_0: 0.7834 (0.7819) loss_vfl_aux_1: 0.7516 (0.7571) loss_vfl_aux_2: 0.7336 (0.7327) loss_vfl_aux_3: 0.7146 (0.7094) loss_vfl_aux_4: 0.7003 (0.7010) loss_vfl_dn_0: 0.4974 (0.4997) loss_vfl_dn_1: 0.4432 (0.4454) loss_vfl_dn_2: 0.4298 (0.4306) loss_vfl_dn_3: 0.4197 (0.4203) loss_vfl_dn_4: 0.4190 (0.4167) loss_vfl_dn_5: 0.4175 (0.4160) loss_vfl_dn_pre: 0.4967 (0.5004) loss_vfl_enc_0: 0.7679 (0.7729) loss_vfl_pre: 0.7861 (0.7849) time: 0.8290 data: 0.0276 max mem: 9097 Epoch: [16] [ 600/3696] eta: 0:40:30 lr: 0.000013 loss: 32.8691 (33.0893) loss_bbox: 0.1858 (0.1933) loss_bbox_aux_0: 0.1950 (0.2085) loss_bbox_aux_1: 0.1864 (0.1964) loss_bbox_aux_2: 0.1854 (0.1939) loss_bbox_aux_3: 0.1855 (0.1934) loss_bbox_aux_4: 0.1857 (0.1934) loss_bbox_dn_0: 0.2640 (0.2738) loss_bbox_dn_1: 0.2147 (0.2083) loss_bbox_dn_2: 0.2016 (0.1976) loss_bbox_dn_3: 0.1963 (0.1945) loss_bbox_dn_4: 0.1962 (0.1940) loss_bbox_dn_5: 0.1962 (0.1940) loss_bbox_dn_pre: 0.2680 (0.2790) loss_bbox_enc_0: 0.2446 (0.2519) loss_bbox_pre: 0.1946 (0.2088) loss_dfl: 0.9631 (0.9642) loss_fgl_aux_0: 1.0052 (1.0037) loss_fgl_aux_1: 0.9638 (0.9679) loss_fgl_aux_2: 0.9609 (0.9645) loss_fgl_aux_3: 0.9627 (0.9642) loss_fgl_aux_4: 0.9631 (0.9642) loss_fgl_dn_0: 1.0920 (1.0976) loss_fgl_dn_1: 0.9888 (0.9951) loss_fgl_dn_2: 0.9791 (0.9860) loss_fgl_dn_3: 0.9787 (0.9866) loss_fgl_dn_4: 0.9793 (0.9869) loss_fgl_dn_5: 0.9794 (0.9869) loss_giou: 0.5607 (0.5919) loss_giou_aux_0: 0.5872 (0.6195) loss_giou_aux_1: 0.5674 (0.5975) loss_giou_aux_2: 0.5614 (0.5925) loss_giou_aux_3: 0.5616 (0.5920) loss_giou_aux_4: 0.5608 (0.5919) loss_giou_dn_0: 0.6185 (0.6178) loss_giou_dn_1: 0.5036 (0.5086) loss_giou_dn_2: 0.4816 (0.4913) loss_giou_dn_3: 0.4789 (0.4871) loss_giou_dn_4: 0.4772 (0.4864) loss_giou_dn_5: 0.4771 (0.4864) loss_giou_dn_pre: 0.6179 (0.6166) loss_giou_enc_0: 0.6828 (0.7013) loss_giou_pre: 0.5869 (0.6174) loss_ddf_aux_0: 0.0652 (0.0663) loss_ddf_aux_1: 0.0086 (0.0086) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2504 (0.2597) loss_ddf_dn_1: 0.0324 (0.0331) loss_ddf_dn_2: 0.0059 (0.0063) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7152 (0.6997) loss_vfl_aux_0: 0.8007 (0.7809) loss_vfl_aux_1: 0.7647 (0.7563) loss_vfl_aux_2: 0.7410 (0.7325) loss_vfl_aux_3: 0.7128 (0.7092) loss_vfl_aux_4: 0.7100 (0.7010) loss_vfl_dn_0: 0.4997 (0.4997) loss_vfl_dn_1: 0.4426 (0.4455) loss_vfl_dn_2: 0.4343 (0.4309) loss_vfl_dn_3: 0.4235 (0.4206) loss_vfl_dn_4: 0.4216 (0.4171) loss_vfl_dn_5: 0.4213 (0.4165) loss_vfl_dn_pre: 0.4998 (0.5003) loss_vfl_enc_0: 0.7740 (0.7720) loss_vfl_pre: 0.7945 (0.7839) time: 0.7240 data: 0.0235 max mem: 9097 Epoch: [16] [ 700/3696] eta: 0:38:55 lr: 0.000013 loss: 33.1036 (33.0769) loss_bbox: 0.1859 (0.1929) loss_bbox_aux_0: 0.2012 (0.2082) loss_bbox_aux_1: 0.1877 (0.1959) loss_bbox_aux_2: 0.1859 (0.1935) loss_bbox_aux_3: 0.1860 (0.1930) loss_bbox_aux_4: 0.1859 (0.1930) loss_bbox_dn_0: 0.2565 (0.2731) loss_bbox_dn_1: 0.2015 (0.2078) loss_bbox_dn_2: 0.1942 (0.1972) loss_bbox_dn_3: 0.1918 (0.1941) loss_bbox_dn_4: 0.1918 (0.1936) loss_bbox_dn_5: 0.1917 (0.1936) loss_bbox_dn_pre: 0.2597 (0.2783) loss_bbox_enc_0: 0.2307 (0.2515) loss_bbox_pre: 0.1997 (0.2085) loss_dfl: 0.9515 (0.9643) loss_fgl_aux_0: 0.9930 (1.0037) loss_fgl_aux_1: 0.9542 (0.9679) loss_fgl_aux_2: 0.9526 (0.9646) loss_fgl_aux_3: 0.9518 (0.9643) loss_fgl_aux_4: 0.9516 (0.9643) loss_fgl_dn_0: 1.1101 (1.0980) loss_fgl_dn_1: 1.0067 (0.9954) loss_fgl_dn_2: 1.0003 (0.9863) loss_fgl_dn_3: 1.0008 (0.9870) loss_fgl_dn_4: 1.0008 (0.9873) loss_fgl_dn_5: 1.0008 (0.9873) loss_giou: 0.5985 (0.5922) loss_giou_aux_0: 0.6275 (0.6201) loss_giou_aux_1: 0.6056 (0.5979) loss_giou_aux_2: 0.5989 (0.5928) loss_giou_aux_3: 0.5983 (0.5923) loss_giou_aux_4: 0.5982 (0.5922) loss_giou_dn_0: 0.6176 (0.6174) loss_giou_dn_1: 0.5071 (0.5083) loss_giou_dn_2: 0.4864 (0.4909) loss_giou_dn_3: 0.4822 (0.4867) loss_giou_dn_4: 0.4813 (0.4861) loss_giou_dn_5: 0.4812 (0.4860) loss_giou_dn_pre: 0.6183 (0.6162) loss_giou_enc_0: 0.7167 (0.7016) loss_giou_pre: 0.6266 (0.6180) loss_ddf_aux_0: 0.0675 (0.0667) loss_ddf_aux_1: 0.0088 (0.0086) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2487 (0.2601) loss_ddf_dn_1: 0.0300 (0.0331) loss_ddf_dn_2: 0.0055 (0.0063) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6787 (0.6985) loss_vfl_aux_0: 0.7614 (0.7791) loss_vfl_aux_1: 0.7421 (0.7549) loss_vfl_aux_2: 0.7136 (0.7320) loss_vfl_aux_3: 0.6957 (0.7085) loss_vfl_aux_4: 0.6838 (0.6997) loss_vfl_dn_0: 0.4959 (0.4998) loss_vfl_dn_1: 0.4420 (0.4454) loss_vfl_dn_2: 0.4274 (0.4309) loss_vfl_dn_3: 0.4182 (0.4206) loss_vfl_dn_4: 0.4152 (0.4172) loss_vfl_dn_5: 0.4141 (0.4166) loss_vfl_dn_pre: 0.4958 (0.5004) loss_vfl_enc_0: 0.7534 (0.7705) loss_vfl_pre: 0.7631 (0.7821) time: 0.7606 data: 0.0255 max mem: 9097 Epoch: [16] [ 800/3696] eta: 0:37:28 lr: 0.000013 loss: 33.3030 (33.0824) loss_bbox: 0.1880 (0.1929) loss_bbox_aux_0: 0.2069 (0.2082) loss_bbox_aux_1: 0.1906 (0.1959) loss_bbox_aux_2: 0.1885 (0.1934) loss_bbox_aux_3: 0.1881 (0.1930) loss_bbox_aux_4: 0.1879 (0.1929) loss_bbox_dn_0: 0.2489 (0.2725) loss_bbox_dn_1: 0.1929 (0.2074) loss_bbox_dn_2: 0.1790 (0.1968) loss_bbox_dn_3: 0.1718 (0.1936) loss_bbox_dn_4: 0.1713 (0.1932) loss_bbox_dn_5: 0.1715 (0.1932) loss_bbox_dn_pre: 0.2592 (0.2777) loss_bbox_enc_0: 0.2449 (0.2513) loss_bbox_pre: 0.2049 (0.2085) loss_dfl: 0.9830 (0.9648) loss_fgl_aux_0: 1.0215 (1.0044) loss_fgl_aux_1: 0.9881 (0.9684) loss_fgl_aux_2: 0.9841 (0.9651) loss_fgl_aux_3: 0.9829 (0.9649) loss_fgl_aux_4: 0.9829 (0.9648) loss_fgl_dn_0: 1.0988 (1.0980) loss_fgl_dn_1: 0.9899 (0.9954) loss_fgl_dn_2: 0.9776 (0.9864) loss_fgl_dn_3: 0.9778 (0.9871) loss_fgl_dn_4: 0.9786 (0.9874) loss_fgl_dn_5: 0.9785 (0.9874) loss_giou: 0.5670 (0.5922) loss_giou_aux_0: 0.5992 (0.6203) loss_giou_aux_1: 0.5728 (0.5979) loss_giou_aux_2: 0.5670 (0.5928) loss_giou_aux_3: 0.5664 (0.5923) loss_giou_aux_4: 0.5672 (0.5922) loss_giou_dn_0: 0.6132 (0.6174) loss_giou_dn_1: 0.5000 (0.5082) loss_giou_dn_2: 0.4866 (0.4909) loss_giou_dn_3: 0.4794 (0.4866) loss_giou_dn_4: 0.4794 (0.4860) loss_giou_dn_5: 0.4792 (0.4860) loss_giou_dn_pre: 0.6119 (0.6161) loss_giou_enc_0: 0.6944 (0.7019) loss_giou_pre: 0.5948 (0.6182) loss_ddf_aux_0: 0.0747 (0.0672) loss_ddf_aux_1: 0.0093 (0.0086) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2754 (0.2604) loss_ddf_dn_1: 0.0365 (0.0331) loss_ddf_dn_2: 0.0068 (0.0063) loss_ddf_dn_3: 0.0008 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7013 (0.6994) loss_vfl_aux_0: 0.7968 (0.7792) loss_vfl_aux_1: 0.7653 (0.7548) loss_vfl_aux_2: 0.7534 (0.7327) loss_vfl_aux_3: 0.7178 (0.7095) loss_vfl_aux_4: 0.7057 (0.7007) loss_vfl_dn_0: 0.5013 (0.4999) loss_vfl_dn_1: 0.4476 (0.4455) loss_vfl_dn_2: 0.4340 (0.4311) loss_vfl_dn_3: 0.4236 (0.4208) loss_vfl_dn_4: 0.4196 (0.4174) loss_vfl_dn_5: 0.4190 (0.4168) loss_vfl_dn_pre: 0.5009 (0.5005) loss_vfl_enc_0: 0.7480 (0.7702) loss_vfl_pre: 0.8013 (0.7823) time: 0.7795 data: 0.0341 max mem: 9097 Epoch: [16] [ 900/3696] eta: 0:36:08 lr: 0.000013 loss: 32.8139 (33.0822) loss_bbox: 0.1743 (0.1933) loss_bbox_aux_0: 0.1932 (0.2087) loss_bbox_aux_1: 0.1810 (0.1963) loss_bbox_aux_2: 0.1753 (0.1939) loss_bbox_aux_3: 0.1743 (0.1934) loss_bbox_aux_4: 0.1743 (0.1934) loss_bbox_dn_0: 0.2653 (0.2733) loss_bbox_dn_1: 0.1970 (0.2080) loss_bbox_dn_2: 0.1821 (0.1974) loss_bbox_dn_3: 0.1809 (0.1942) loss_bbox_dn_4: 0.1806 (0.1937) loss_bbox_dn_5: 0.1805 (0.1937) loss_bbox_dn_pre: 0.2684 (0.2785) loss_bbox_enc_0: 0.2361 (0.2521) loss_bbox_pre: 0.1931 (0.2091) loss_dfl: 0.9698 (0.9647) loss_fgl_aux_0: 1.0073 (1.0045) loss_fgl_aux_1: 0.9764 (0.9683) loss_fgl_aux_2: 0.9704 (0.9649) loss_fgl_aux_3: 0.9703 (0.9647) loss_fgl_aux_4: 0.9698 (0.9647) loss_fgl_dn_0: 1.1009 (1.0982) loss_fgl_dn_1: 0.9952 (0.9953) loss_fgl_dn_2: 0.9869 (0.9862) loss_fgl_dn_3: 0.9871 (0.9869) loss_fgl_dn_4: 0.9874 (0.9872) loss_fgl_dn_5: 0.9876 (0.9872) loss_giou: 0.5374 (0.5919) loss_giou_aux_0: 0.5609 (0.6199) loss_giou_aux_1: 0.5396 (0.5975) loss_giou_aux_2: 0.5376 (0.5925) loss_giou_aux_3: 0.5378 (0.5919) loss_giou_aux_4: 0.5375 (0.5919) loss_giou_dn_0: 0.5841 (0.6172) loss_giou_dn_1: 0.4847 (0.5079) loss_giou_dn_2: 0.4627 (0.4905) loss_giou_dn_3: 0.4570 (0.4863) loss_giou_dn_4: 0.4561 (0.4856) loss_giou_dn_5: 0.4561 (0.4856) loss_giou_dn_pre: 0.5827 (0.6160) loss_giou_enc_0: 0.6434 (0.7017) loss_giou_pre: 0.5592 (0.6178) loss_ddf_aux_0: 0.0667 (0.0676) loss_ddf_aux_1: 0.0087 (0.0086) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2640 (0.2613) loss_ddf_dn_1: 0.0346 (0.0333) loss_ddf_dn_2: 0.0076 (0.0064) loss_ddf_dn_3: 0.0010 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6754 (0.6987) loss_vfl_aux_0: 0.7642 (0.7786) loss_vfl_aux_1: 0.7472 (0.7544) loss_vfl_aux_2: 0.7093 (0.7321) loss_vfl_aux_3: 0.6899 (0.7090) loss_vfl_aux_4: 0.6786 (0.6999) loss_vfl_dn_0: 0.4955 (0.4998) loss_vfl_dn_1: 0.4348 (0.4455) loss_vfl_dn_2: 0.4231 (0.4309) loss_vfl_dn_3: 0.4162 (0.4208) loss_vfl_dn_4: 0.4113 (0.4174) loss_vfl_dn_5: 0.4094 (0.4168) loss_vfl_dn_pre: 0.4956 (0.5004) loss_vfl_enc_0: 0.7708 (0.7704) loss_vfl_pre: 0.7698 (0.7817) time: 0.7311 data: 0.0251 max mem: 9097 Epoch: [16] [1000/3696] eta: 0:34:40 lr: 0.000013 loss: 33.1779 (33.0846) loss_bbox: 0.1878 (0.1935) loss_bbox_aux_0: 0.2017 (0.2089) loss_bbox_aux_1: 0.1891 (0.1965) loss_bbox_aux_2: 0.1881 (0.1940) loss_bbox_aux_3: 0.1879 (0.1936) loss_bbox_aux_4: 0.1878 (0.1935) loss_bbox_dn_0: 0.2538 (0.2731) loss_bbox_dn_1: 0.1980 (0.2077) loss_bbox_dn_2: 0.1879 (0.1971) loss_bbox_dn_3: 0.1821 (0.1939) loss_bbox_dn_4: 0.1830 (0.1935) loss_bbox_dn_5: 0.1831 (0.1935) loss_bbox_dn_pre: 0.2623 (0.2783) loss_bbox_enc_0: 0.2481 (0.2523) loss_bbox_pre: 0.2019 (0.2092) loss_dfl: 0.9497 (0.9643) loss_fgl_aux_0: 0.9971 (1.0043) loss_fgl_aux_1: 0.9553 (0.9679) loss_fgl_aux_2: 0.9503 (0.9646) loss_fgl_aux_3: 0.9501 (0.9643) loss_fgl_aux_4: 0.9500 (0.9643) loss_fgl_dn_0: 1.1009 (1.0983) loss_fgl_dn_1: 0.9947 (0.9953) loss_fgl_dn_2: 0.9888 (0.9862) loss_fgl_dn_3: 0.9888 (0.9869) loss_fgl_dn_4: 0.9895 (0.9871) loss_fgl_dn_5: 0.9893 (0.9872) loss_giou: 0.6307 (0.5926) loss_giou_aux_0: 0.6610 (0.6207) loss_giou_aux_1: 0.6322 (0.5983) loss_giou_aux_2: 0.6295 (0.5932) loss_giou_aux_3: 0.6302 (0.5927) loss_giou_aux_4: 0.6306 (0.5926) loss_giou_dn_0: 0.6379 (0.6177) loss_giou_dn_1: 0.5202 (0.5082) loss_giou_dn_2: 0.5041 (0.4908) loss_giou_dn_3: 0.4991 (0.4866) loss_giou_dn_4: 0.4988 (0.4860) loss_giou_dn_5: 0.4987 (0.4860) loss_giou_dn_pre: 0.6342 (0.6165) loss_giou_enc_0: 0.7365 (0.7024) loss_giou_pre: 0.6582 (0.6187) loss_ddf_aux_0: 0.0662 (0.0678) loss_ddf_aux_1: 0.0087 (0.0087) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2551 (0.2615) loss_ddf_dn_1: 0.0321 (0.0332) loss_ddf_dn_2: 0.0064 (0.0064) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6835 (0.6980) loss_vfl_aux_0: 0.7711 (0.7782) loss_vfl_aux_1: 0.7380 (0.7540) loss_vfl_aux_2: 0.7267 (0.7314) loss_vfl_aux_3: 0.7043 (0.7084) loss_vfl_aux_4: 0.6846 (0.6992) loss_vfl_dn_0: 0.4974 (0.4998) loss_vfl_dn_1: 0.4413 (0.4455) loss_vfl_dn_2: 0.4334 (0.4310) loss_vfl_dn_3: 0.4225 (0.4207) loss_vfl_dn_4: 0.4193 (0.4172) loss_vfl_dn_5: 0.4178 (0.4166) loss_vfl_dn_pre: 0.4969 (0.5004) loss_vfl_enc_0: 0.7682 (0.7704) loss_vfl_pre: 0.7769 (0.7814) time: 0.7734 data: 0.0358 max mem: 9097 Epoch: [16] [1100/3696] eta: 0:34:44 lr: 0.000013 loss: 33.0433 (33.0929) loss_bbox: 0.1908 (0.1934) loss_bbox_aux_0: 0.2032 (0.2088) loss_bbox_aux_1: 0.1938 (0.1964) loss_bbox_aux_2: 0.1908 (0.1939) loss_bbox_aux_3: 0.1911 (0.1935) loss_bbox_aux_4: 0.1909 (0.1934) loss_bbox_dn_0: 0.2601 (0.2731) loss_bbox_dn_1: 0.1912 (0.2077) loss_bbox_dn_2: 0.1848 (0.1971) loss_bbox_dn_3: 0.1817 (0.1940) loss_bbox_dn_4: 0.1844 (0.1935) loss_bbox_dn_5: 0.1846 (0.1935) loss_bbox_dn_pre: 0.2670 (0.2784) loss_bbox_enc_0: 0.2481 (0.2523) loss_bbox_pre: 0.2038 (0.2091) loss_dfl: 0.9553 (0.9648) loss_fgl_aux_0: 0.9931 (1.0048) loss_fgl_aux_1: 0.9573 (0.9684) loss_fgl_aux_2: 0.9552 (0.9650) loss_fgl_aux_3: 0.9554 (0.9648) loss_fgl_aux_4: 0.9553 (0.9648) loss_fgl_dn_0: 1.0966 (1.0986) loss_fgl_dn_1: 0.9958 (0.9955) loss_fgl_dn_2: 0.9853 (0.9864) loss_fgl_dn_3: 0.9872 (0.9870) loss_fgl_dn_4: 0.9870 (0.9873) loss_fgl_dn_5: 0.9871 (0.9874) loss_giou: 0.5925 (0.5920) loss_giou_aux_0: 0.6272 (0.6201) loss_giou_aux_1: 0.5965 (0.5976) loss_giou_aux_2: 0.5934 (0.5926) loss_giou_aux_3: 0.5933 (0.5920) loss_giou_aux_4: 0.5925 (0.5920) loss_giou_dn_0: 0.6216 (0.6177) loss_giou_dn_1: 0.5146 (0.5079) loss_giou_dn_2: 0.4920 (0.4906) loss_giou_dn_3: 0.4847 (0.4864) loss_giou_dn_4: 0.4829 (0.4858) loss_giou_dn_5: 0.4827 (0.4858) loss_giou_dn_pre: 0.6223 (0.6165) loss_giou_enc_0: 0.7220 (0.7019) loss_giou_pre: 0.6233 (0.6181) loss_ddf_aux_0: 0.0639 (0.0680) loss_ddf_aux_1: 0.0089 (0.0087) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2568 (0.2622) loss_ddf_dn_1: 0.0336 (0.0333) loss_ddf_dn_2: 0.0064 (0.0064) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6951 (0.6993) loss_vfl_aux_0: 0.7591 (0.7788) loss_vfl_aux_1: 0.7582 (0.7550) loss_vfl_aux_2: 0.7269 (0.7327) loss_vfl_aux_3: 0.7086 (0.7100) loss_vfl_aux_4: 0.6899 (0.7004) loss_vfl_dn_0: 0.4945 (0.4999) loss_vfl_dn_1: 0.4422 (0.4456) loss_vfl_dn_2: 0.4285 (0.4311) loss_vfl_dn_3: 0.4213 (0.4209) loss_vfl_dn_4: 0.4180 (0.4174) loss_vfl_dn_5: 0.4171 (0.4168) loss_vfl_dn_pre: 0.4947 (0.5005) loss_vfl_enc_0: 0.7700 (0.7717) loss_vfl_pre: 0.7609 (0.7820) time: 2.5243 data: 0.0307 max mem: 9097 Epoch: [16] [1200/3696] eta: 0:33:15 lr: 0.000013 loss: 32.6662 (33.0912) loss_bbox: 0.1976 (0.1930) loss_bbox_aux_0: 0.2146 (0.2083) loss_bbox_aux_1: 0.2004 (0.1960) loss_bbox_aux_2: 0.1989 (0.1935) loss_bbox_aux_3: 0.1977 (0.1930) loss_bbox_aux_4: 0.1976 (0.1930) loss_bbox_dn_0: 0.2866 (0.2727) loss_bbox_dn_1: 0.2214 (0.2073) loss_bbox_dn_2: 0.2096 (0.1967) loss_bbox_dn_3: 0.2066 (0.1936) loss_bbox_dn_4: 0.2070 (0.1931) loss_bbox_dn_5: 0.2072 (0.1931) loss_bbox_dn_pre: 0.2951 (0.2779) loss_bbox_enc_0: 0.2538 (0.2517) loss_bbox_pre: 0.2131 (0.2086) loss_dfl: 0.9790 (0.9652) loss_fgl_aux_0: 1.0185 (1.0051) loss_fgl_aux_1: 0.9813 (0.9688) loss_fgl_aux_2: 0.9787 (0.9655) loss_fgl_aux_3: 0.9790 (0.9653) loss_fgl_aux_4: 0.9791 (0.9652) loss_fgl_dn_0: 1.1010 (1.0987) loss_fgl_dn_1: 0.9927 (0.9957) loss_fgl_dn_2: 0.9864 (0.9866) loss_fgl_dn_3: 0.9848 (0.9873) loss_fgl_dn_4: 0.9849 (0.9876) loss_fgl_dn_5: 0.9848 (0.9876) loss_giou: 0.5191 (0.5919) loss_giou_aux_0: 0.5425 (0.6200) loss_giou_aux_1: 0.5241 (0.5975) loss_giou_aux_2: 0.5184 (0.5925) loss_giou_aux_3: 0.5180 (0.5919) loss_giou_aux_4: 0.5187 (0.5919) loss_giou_dn_0: 0.5801 (0.6175) loss_giou_dn_1: 0.4580 (0.5077) loss_giou_dn_2: 0.4440 (0.4904) loss_giou_dn_3: 0.4413 (0.4862) loss_giou_dn_4: 0.4414 (0.4856) loss_giou_dn_5: 0.4414 (0.4856) loss_giou_dn_pre: 0.5832 (0.6162) loss_giou_enc_0: 0.6285 (0.7019) loss_giou_pre: 0.5399 (0.6180) loss_ddf_aux_0: 0.0635 (0.0680) loss_ddf_aux_1: 0.0086 (0.0087) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2598 (0.2619) loss_ddf_dn_1: 0.0328 (0.0333) loss_ddf_dn_2: 0.0062 (0.0064) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7031 (0.6994) loss_vfl_aux_0: 0.8063 (0.7798) loss_vfl_aux_1: 0.7500 (0.7554) loss_vfl_aux_2: 0.7261 (0.7328) loss_vfl_aux_3: 0.7081 (0.7105) loss_vfl_aux_4: 0.7037 (0.7006) loss_vfl_dn_0: 0.4988 (0.5000) loss_vfl_dn_1: 0.4417 (0.4456) loss_vfl_dn_2: 0.4286 (0.4310) loss_vfl_dn_3: 0.4164 (0.4208) loss_vfl_dn_4: 0.4131 (0.4173) loss_vfl_dn_5: 0.4124 (0.4168) loss_vfl_dn_pre: 0.4990 (0.5006) loss_vfl_enc_0: 0.8004 (0.7719) loss_vfl_pre: 0.8099 (0.7830) time: 0.7732 data: 0.0354 max mem: 9097 Epoch: [16] [1300/3696] eta: 0:32:56 lr: 0.000013 loss: 33.0326 (33.0871) loss_bbox: 0.1768 (0.1928) loss_bbox_aux_0: 0.1918 (0.2082) loss_bbox_aux_1: 0.1784 (0.1958) loss_bbox_aux_2: 0.1774 (0.1934) loss_bbox_aux_3: 0.1768 (0.1929) loss_bbox_aux_4: 0.1769 (0.1928) loss_bbox_dn_0: 0.2702 (0.2730) loss_bbox_dn_1: 0.2112 (0.2072) loss_bbox_dn_2: 0.1983 (0.1966) loss_bbox_dn_3: 0.1940 (0.1935) loss_bbox_dn_4: 0.1923 (0.1930) loss_bbox_dn_5: 0.1923 (0.1930) loss_bbox_dn_pre: 0.2712 (0.2782) loss_bbox_enc_0: 0.2368 (0.2517) loss_bbox_pre: 0.1903 (0.2084) loss_dfl: 0.9762 (0.9649) loss_fgl_aux_0: 1.0149 (1.0049) loss_fgl_aux_1: 0.9822 (0.9685) loss_fgl_aux_2: 0.9772 (0.9652) loss_fgl_aux_3: 0.9765 (0.9649) loss_fgl_aux_4: 0.9763 (0.9649) loss_fgl_dn_0: 1.1044 (1.0990) loss_fgl_dn_1: 1.0010 (0.9958) loss_fgl_dn_2: 0.9892 (0.9867) loss_fgl_dn_3: 0.9919 (0.9874) loss_fgl_dn_4: 0.9923 (0.9877) loss_fgl_dn_5: 0.9924 (0.9877) loss_giou: 0.5675 (0.5922) loss_giou_aux_0: 0.5910 (0.6204) loss_giou_aux_1: 0.5719 (0.5979) loss_giou_aux_2: 0.5686 (0.5929) loss_giou_aux_3: 0.5672 (0.5923) loss_giou_aux_4: 0.5672 (0.5923) loss_giou_dn_0: 0.6241 (0.6177) loss_giou_dn_1: 0.4980 (0.5078) loss_giou_dn_2: 0.4780 (0.4905) loss_giou_dn_3: 0.4742 (0.4863) loss_giou_dn_4: 0.4736 (0.4856) loss_giou_dn_5: 0.4737 (0.4856) loss_giou_dn_pre: 0.6224 (0.6164) loss_giou_enc_0: 0.6684 (0.7023) loss_giou_pre: 0.5873 (0.6184) loss_ddf_aux_0: 0.0727 (0.0679) loss_ddf_aux_1: 0.0090 (0.0087) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2688 (0.2627) loss_ddf_dn_1: 0.0339 (0.0333) loss_ddf_dn_2: 0.0066 (0.0064) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6884 (0.6982) loss_vfl_aux_0: 0.7706 (0.7795) loss_vfl_aux_1: 0.7492 (0.7547) loss_vfl_aux_2: 0.7227 (0.7321) loss_vfl_aux_3: 0.6977 (0.7093) loss_vfl_aux_4: 0.6889 (0.6994) loss_vfl_dn_0: 0.5022 (0.4999) loss_vfl_dn_1: 0.4451 (0.4456) loss_vfl_dn_2: 0.4301 (0.4309) loss_vfl_dn_3: 0.4177 (0.4207) loss_vfl_dn_4: 0.4130 (0.4172) loss_vfl_dn_5: 0.4135 (0.4166) loss_vfl_dn_pre: 0.5026 (0.5006) loss_vfl_enc_0: 0.7602 (0.7716) loss_vfl_pre: 0.7692 (0.7827) time: 0.7407 data: 0.0264 max mem: 9097 Epoch: [16] [1400/3696] eta: 0:32:43 lr: 0.000013 loss: 33.2656 (33.1012) loss_bbox: 0.1754 (0.1932) loss_bbox_aux_0: 0.1917 (0.2084) loss_bbox_aux_1: 0.1791 (0.1961) loss_bbox_aux_2: 0.1762 (0.1937) loss_bbox_aux_3: 0.1753 (0.1932) loss_bbox_aux_4: 0.1752 (0.1932) loss_bbox_dn_0: 0.2605 (0.2729) loss_bbox_dn_1: 0.1941 (0.2071) loss_bbox_dn_2: 0.1843 (0.1965) loss_bbox_dn_3: 0.1831 (0.1934) loss_bbox_dn_4: 0.1818 (0.1929) loss_bbox_dn_5: 0.1820 (0.1929) loss_bbox_dn_pre: 0.2617 (0.2780) loss_bbox_enc_0: 0.2352 (0.2519) loss_bbox_pre: 0.1911 (0.2087) loss_dfl: 0.9691 (0.9647) loss_fgl_aux_0: 1.0103 (1.0045) loss_fgl_aux_1: 0.9713 (0.9683) loss_fgl_aux_2: 0.9681 (0.9650) loss_fgl_aux_3: 0.9686 (0.9648) loss_fgl_aux_4: 0.9692 (0.9648) loss_fgl_dn_0: 1.1023 (1.0989) loss_fgl_dn_1: 1.0008 (0.9959) loss_fgl_dn_2: 0.9940 (0.9868) loss_fgl_dn_3: 0.9950 (0.9875) loss_fgl_dn_4: 0.9949 (0.9878) loss_fgl_dn_5: 0.9949 (0.9878) loss_giou: 0.6014 (0.5931) loss_giou_aux_0: 0.6320 (0.6211) loss_giou_aux_1: 0.6084 (0.5987) loss_giou_aux_2: 0.5986 (0.5938) loss_giou_aux_3: 0.6007 (0.5932) loss_giou_aux_4: 0.6010 (0.5932) loss_giou_dn_0: 0.6225 (0.6180) loss_giou_dn_1: 0.5175 (0.5081) loss_giou_dn_2: 0.5016 (0.4908) loss_giou_dn_3: 0.4991 (0.4866) loss_giou_dn_4: 0.4983 (0.4860) loss_giou_dn_5: 0.4981 (0.4859) loss_giou_dn_pre: 0.6200 (0.6168) loss_giou_enc_0: 0.6977 (0.7029) loss_giou_pre: 0.6322 (0.6192) loss_ddf_aux_0: 0.0632 (0.0678) loss_ddf_aux_1: 0.0082 (0.0086) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2478 (0.2629) loss_ddf_dn_1: 0.0330 (0.0333) loss_ddf_dn_2: 0.0061 (0.0064) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6951 (0.6986) loss_vfl_aux_0: 0.7757 (0.7798) loss_vfl_aux_1: 0.7571 (0.7551) loss_vfl_aux_2: 0.7387 (0.7325) loss_vfl_aux_3: 0.7201 (0.7096) loss_vfl_aux_4: 0.7023 (0.6998) loss_vfl_dn_0: 0.4961 (0.5001) loss_vfl_dn_1: 0.4440 (0.4458) loss_vfl_dn_2: 0.4286 (0.4311) loss_vfl_dn_3: 0.4177 (0.4209) loss_vfl_dn_4: 0.4158 (0.4174) loss_vfl_dn_5: 0.4157 (0.4168) loss_vfl_dn_pre: 0.4959 (0.5007) loss_vfl_enc_0: 0.7753 (0.7719) loss_vfl_pre: 0.7814 (0.7829) time: 0.7034 data: 0.0216 max mem: 9097 Epoch: [16] [1500/3696] eta: 0:31:46 lr: 0.000013 loss: 33.1417 (33.1035) loss_bbox: 0.1918 (0.1933) loss_bbox_aux_0: 0.2109 (0.2085) loss_bbox_aux_1: 0.1959 (0.1963) loss_bbox_aux_2: 0.1918 (0.1938) loss_bbox_aux_3: 0.1919 (0.1934) loss_bbox_aux_4: 0.1917 (0.1933) loss_bbox_dn_0: 0.2695 (0.2731) loss_bbox_dn_1: 0.2118 (0.2073) loss_bbox_dn_2: 0.2016 (0.1968) loss_bbox_dn_3: 0.1990 (0.1937) loss_bbox_dn_4: 0.2012 (0.1932) loss_bbox_dn_5: 0.2015 (0.1932) loss_bbox_dn_pre: 0.2849 (0.2783) loss_bbox_enc_0: 0.2671 (0.2521) loss_bbox_pre: 0.2087 (0.2088) loss_dfl: 0.9562 (0.9649) loss_fgl_aux_0: 0.9955 (1.0048) loss_fgl_aux_1: 0.9593 (0.9685) loss_fgl_aux_2: 0.9556 (0.9652) loss_fgl_aux_3: 0.9557 (0.9650) loss_fgl_aux_4: 0.9562 (0.9650) loss_fgl_dn_0: 1.1013 (1.0990) loss_fgl_dn_1: 0.9900 (0.9958) loss_fgl_dn_2: 0.9820 (0.9867) loss_fgl_dn_3: 0.9821 (0.9874) loss_fgl_dn_4: 0.9825 (0.9877) loss_fgl_dn_5: 0.9825 (0.9877) loss_giou: 0.6028 (0.5927) loss_giou_aux_0: 0.6218 (0.6206) loss_giou_aux_1: 0.6040 (0.5983) loss_giou_aux_2: 0.5998 (0.5934) loss_giou_aux_3: 0.6023 (0.5928) loss_giou_aux_4: 0.6029 (0.5927) loss_giou_dn_0: 0.6178 (0.6176) loss_giou_dn_1: 0.5167 (0.5077) loss_giou_dn_2: 0.4997 (0.4905) loss_giou_dn_3: 0.4947 (0.4863) loss_giou_dn_4: 0.4943 (0.4856) loss_giou_dn_5: 0.4943 (0.4856) loss_giou_dn_pre: 0.6137 (0.6163) loss_giou_enc_0: 0.7048 (0.7025) loss_giou_pre: 0.6218 (0.6186) loss_ddf_aux_0: 0.0691 (0.0678) loss_ddf_aux_1: 0.0082 (0.0086) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2634 (0.2637) loss_ddf_dn_1: 0.0343 (0.0334) loss_ddf_dn_2: 0.0062 (0.0064) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6939 (0.6990) loss_vfl_aux_0: 0.7598 (0.7803) loss_vfl_aux_1: 0.7230 (0.7556) loss_vfl_aux_2: 0.7157 (0.7330) loss_vfl_aux_3: 0.7047 (0.7100) loss_vfl_aux_4: 0.6960 (0.7002) loss_vfl_dn_0: 0.5040 (0.5002) loss_vfl_dn_1: 0.4375 (0.4457) loss_vfl_dn_2: 0.4246 (0.4310) loss_vfl_dn_3: 0.4141 (0.4209) loss_vfl_dn_4: 0.4098 (0.4174) loss_vfl_dn_5: 0.4098 (0.4168) loss_vfl_dn_pre: 0.5049 (0.5008) loss_vfl_enc_0: 0.7777 (0.7725) loss_vfl_pre: 0.7590 (0.7834) time: 2.2803 data: 0.0263 max mem: 9097 Epoch: [16] [1600/3696] eta: 0:30:25 lr: 0.000013 loss: 33.0174 (33.1014) loss_bbox: 0.1909 (0.1933) loss_bbox_aux_0: 0.2068 (0.2085) loss_bbox_aux_1: 0.1949 (0.1963) loss_bbox_aux_2: 0.1915 (0.1939) loss_bbox_aux_3: 0.1912 (0.1934) loss_bbox_aux_4: 0.1909 (0.1933) loss_bbox_dn_0: 0.2545 (0.2730) loss_bbox_dn_1: 0.2011 (0.2073) loss_bbox_dn_2: 0.1936 (0.1968) loss_bbox_dn_3: 0.1906 (0.1937) loss_bbox_dn_4: 0.1899 (0.1932) loss_bbox_dn_5: 0.1899 (0.1932) loss_bbox_dn_pre: 0.2619 (0.2782) loss_bbox_enc_0: 0.2394 (0.2518) loss_bbox_pre: 0.2090 (0.2087) loss_dfl: 0.9886 (0.9653) loss_fgl_aux_0: 1.0265 (1.0049) loss_fgl_aux_1: 0.9928 (0.9688) loss_fgl_aux_2: 0.9883 (0.9656) loss_fgl_aux_3: 0.9887 (0.9654) loss_fgl_aux_4: 0.9886 (0.9653) loss_fgl_dn_0: 1.1025 (1.0990) loss_fgl_dn_1: 1.0042 (0.9960) loss_fgl_dn_2: 0.9963 (0.9869) loss_fgl_dn_3: 0.9970 (0.9876) loss_fgl_dn_4: 0.9978 (0.9879) loss_fgl_dn_5: 0.9977 (0.9879) loss_giou: 0.5882 (0.5925) loss_giou_aux_0: 0.6198 (0.6204) loss_giou_aux_1: 0.5963 (0.5981) loss_giou_aux_2: 0.5881 (0.5932) loss_giou_aux_3: 0.5886 (0.5926) loss_giou_aux_4: 0.5883 (0.5925) loss_giou_dn_0: 0.6163 (0.6174) loss_giou_dn_1: 0.5094 (0.5075) loss_giou_dn_2: 0.4992 (0.4903) loss_giou_dn_3: 0.4936 (0.4861) loss_giou_dn_4: 0.4919 (0.4855) loss_giou_dn_5: 0.4922 (0.4855) loss_giou_dn_pre: 0.6133 (0.6162) loss_giou_enc_0: 0.7036 (0.7022) loss_giou_pre: 0.6172 (0.6184) loss_ddf_aux_0: 0.0558 (0.0674) loss_ddf_aux_1: 0.0073 (0.0086) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2512 (0.2636) loss_ddf_dn_1: 0.0302 (0.0334) loss_ddf_dn_2: 0.0055 (0.0064) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6754 (0.6990) loss_vfl_aux_0: 0.7558 (0.7803) loss_vfl_aux_1: 0.7322 (0.7556) loss_vfl_aux_2: 0.7086 (0.7330) loss_vfl_aux_3: 0.6792 (0.7099) loss_vfl_aux_4: 0.6800 (0.7002) loss_vfl_dn_0: 0.4963 (0.5000) loss_vfl_dn_1: 0.4434 (0.4456) loss_vfl_dn_2: 0.4290 (0.4309) loss_vfl_dn_3: 0.4177 (0.4208) loss_vfl_dn_4: 0.4129 (0.4173) loss_vfl_dn_5: 0.4128 (0.4167) loss_vfl_dn_pre: 0.4964 (0.5007) loss_vfl_enc_0: 0.7501 (0.7725) loss_vfl_pre: 0.7572 (0.7834) time: 0.7306 data: 0.0245 max mem: 9097 Epoch: [16] [1700/3696] eta: 0:28:42 lr: 0.000013 loss: 33.5317 (33.1158) loss_bbox: 0.1881 (0.1935) loss_bbox_aux_0: 0.1976 (0.2087) loss_bbox_aux_1: 0.1906 (0.1965) loss_bbox_aux_2: 0.1878 (0.1941) loss_bbox_aux_3: 0.1882 (0.1936) loss_bbox_aux_4: 0.1881 (0.1935) loss_bbox_dn_0: 0.2888 (0.2736) loss_bbox_dn_1: 0.2190 (0.2077) loss_bbox_dn_2: 0.2035 (0.1972) loss_bbox_dn_3: 0.2005 (0.1941) loss_bbox_dn_4: 0.1995 (0.1936) loss_bbox_dn_5: 0.1996 (0.1936) loss_bbox_dn_pre: 0.2943 (0.2787) loss_bbox_enc_0: 0.2437 (0.2521) loss_bbox_pre: 0.1971 (0.2089) loss_dfl: 0.9714 (0.9651) loss_fgl_aux_0: 1.0079 (1.0046) loss_fgl_aux_1: 0.9741 (0.9686) loss_fgl_aux_2: 0.9716 (0.9654) loss_fgl_aux_3: 0.9716 (0.9652) loss_fgl_aux_4: 0.9715 (0.9651) loss_fgl_dn_0: 1.0975 (1.0989) loss_fgl_dn_1: 0.9910 (0.9959) loss_fgl_dn_2: 0.9796 (0.9869) loss_fgl_dn_3: 0.9824 (0.9876) loss_fgl_dn_4: 0.9829 (0.9879) loss_fgl_dn_5: 0.9828 (0.9879) loss_giou: 0.5801 (0.5927) loss_giou_aux_0: 0.6134 (0.6205) loss_giou_aux_1: 0.5876 (0.5982) loss_giou_aux_2: 0.5798 (0.5933) loss_giou_aux_3: 0.5797 (0.5927) loss_giou_aux_4: 0.5797 (0.5927) loss_giou_dn_0: 0.6195 (0.6175) loss_giou_dn_1: 0.5128 (0.5077) loss_giou_dn_2: 0.4979 (0.4904) loss_giou_dn_3: 0.4951 (0.4862) loss_giou_dn_4: 0.4951 (0.4856) loss_giou_dn_5: 0.4949 (0.4855) loss_giou_dn_pre: 0.6192 (0.6163) loss_giou_enc_0: 0.7044 (0.7024) loss_giou_pre: 0.6105 (0.6186) loss_ddf_aux_0: 0.0644 (0.0673) loss_ddf_aux_1: 0.0082 (0.0085) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2646 (0.2637) loss_ddf_dn_1: 0.0342 (0.0334) loss_ddf_dn_2: 0.0064 (0.0064) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7035 (0.7000) loss_vfl_aux_0: 0.7815 (0.7815) loss_vfl_aux_1: 0.7596 (0.7566) loss_vfl_aux_2: 0.7340 (0.7340) loss_vfl_aux_3: 0.7148 (0.7109) loss_vfl_aux_4: 0.7018 (0.7012) loss_vfl_dn_0: 0.5020 (0.5002) loss_vfl_dn_1: 0.4500 (0.4458) loss_vfl_dn_2: 0.4355 (0.4311) loss_vfl_dn_3: 0.4267 (0.4210) loss_vfl_dn_4: 0.4236 (0.4175) loss_vfl_dn_5: 0.4231 (0.4169) loss_vfl_dn_pre: 0.5034 (0.5008) loss_vfl_enc_0: 0.7787 (0.7733) loss_vfl_pre: 0.7880 (0.7846) time: 0.7676 data: 0.0250 max mem: 9097 Epoch: [16] [1800/3696] eta: 0:27:04 lr: 0.000013 loss: 32.7342 (33.1164) loss_bbox: 0.1835 (0.1937) loss_bbox_aux_0: 0.1975 (0.2087) loss_bbox_aux_1: 0.1878 (0.1966) loss_bbox_aux_2: 0.1844 (0.1942) loss_bbox_aux_3: 0.1839 (0.1937) loss_bbox_aux_4: 0.1835 (0.1937) loss_bbox_dn_0: 0.2495 (0.2736) loss_bbox_dn_1: 0.1942 (0.2077) loss_bbox_dn_2: 0.1807 (0.1971) loss_bbox_dn_3: 0.1784 (0.1940) loss_bbox_dn_4: 0.1779 (0.1936) loss_bbox_dn_5: 0.1779 (0.1936) loss_bbox_dn_pre: 0.2552 (0.2787) loss_bbox_enc_0: 0.2335 (0.2521) loss_bbox_pre: 0.1980 (0.2090) loss_dfl: 0.9695 (0.9652) loss_fgl_aux_0: 1.0055 (1.0046) loss_fgl_aux_1: 0.9764 (0.9686) loss_fgl_aux_2: 0.9691 (0.9654) loss_fgl_aux_3: 0.9692 (0.9652) loss_fgl_aux_4: 0.9691 (0.9652) loss_fgl_dn_0: 1.0877 (1.0990) loss_fgl_dn_1: 0.9918 (0.9960) loss_fgl_dn_2: 0.9818 (0.9870) loss_fgl_dn_3: 0.9841 (0.9877) loss_fgl_dn_4: 0.9849 (0.9880) loss_fgl_dn_5: 0.9847 (0.9880) loss_giou: 0.5958 (0.5927) loss_giou_aux_0: 0.6190 (0.6205) loss_giou_aux_1: 0.5975 (0.5982) loss_giou_aux_2: 0.5959 (0.5934) loss_giou_aux_3: 0.5954 (0.5928) loss_giou_aux_4: 0.5955 (0.5927) loss_giou_dn_0: 0.6155 (0.6175) loss_giou_dn_1: 0.5138 (0.5076) loss_giou_dn_2: 0.4946 (0.4903) loss_giou_dn_3: 0.4913 (0.4861) loss_giou_dn_4: 0.4906 (0.4854) loss_giou_dn_5: 0.4907 (0.4854) loss_giou_dn_pre: 0.6162 (0.6162) loss_giou_enc_0: 0.7059 (0.7024) loss_giou_pre: 0.6165 (0.6185) loss_ddf_aux_0: 0.0628 (0.0671) loss_ddf_aux_1: 0.0077 (0.0085) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2728 (0.2640) loss_ddf_dn_1: 0.0354 (0.0335) loss_ddf_dn_2: 0.0070 (0.0064) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7050 (0.7000) loss_vfl_aux_0: 0.7612 (0.7815) loss_vfl_aux_1: 0.7592 (0.7566) loss_vfl_aux_2: 0.7367 (0.7338) loss_vfl_aux_3: 0.7031 (0.7109) loss_vfl_aux_4: 0.7084 (0.7012) loss_vfl_dn_0: 0.4974 (0.5001) loss_vfl_dn_1: 0.4401 (0.4456) loss_vfl_dn_2: 0.4250 (0.4309) loss_vfl_dn_3: 0.4177 (0.4209) loss_vfl_dn_4: 0.4141 (0.4174) loss_vfl_dn_5: 0.4113 (0.4168) loss_vfl_dn_pre: 0.4982 (0.5008) loss_vfl_enc_0: 0.7639 (0.7734) loss_vfl_pre: 0.7766 (0.7846) time: 0.7447 data: 0.0295 max mem: 9097 Epoch: [16] [1900/3696] eta: 0:25:32 lr: 0.000013 loss: 32.9586 (33.1153) loss_bbox: 0.1880 (0.1940) loss_bbox_aux_0: 0.2011 (0.2091) loss_bbox_aux_1: 0.1919 (0.1969) loss_bbox_aux_2: 0.1887 (0.1945) loss_bbox_aux_3: 0.1881 (0.1940) loss_bbox_aux_4: 0.1880 (0.1940) loss_bbox_dn_0: 0.2714 (0.2743) loss_bbox_dn_1: 0.2079 (0.2083) loss_bbox_dn_2: 0.1953 (0.1977) loss_bbox_dn_3: 0.1882 (0.1945) loss_bbox_dn_4: 0.1889 (0.1941) loss_bbox_dn_5: 0.1889 (0.1940) loss_bbox_dn_pre: 0.2756 (0.2795) loss_bbox_enc_0: 0.2387 (0.2526) loss_bbox_pre: 0.2006 (0.2093) loss_dfl: 0.9850 (0.9657) loss_fgl_aux_0: 1.0194 (1.0051) loss_fgl_aux_1: 0.9886 (0.9691) loss_fgl_aux_2: 0.9860 (0.9659) loss_fgl_aux_3: 0.9857 (0.9657) loss_fgl_aux_4: 0.9851 (0.9657) loss_fgl_dn_0: 1.1028 (1.0990) loss_fgl_dn_1: 0.9916 (0.9959) loss_fgl_dn_2: 0.9812 (0.9868) loss_fgl_dn_3: 0.9823 (0.9876) loss_fgl_dn_4: 0.9825 (0.9879) loss_fgl_dn_5: 0.9824 (0.9879) loss_giou: 0.5630 (0.5911) loss_giou_aux_0: 0.5853 (0.6190) loss_giou_aux_1: 0.5655 (0.5966) loss_giou_aux_2: 0.5627 (0.5918) loss_giou_aux_3: 0.5628 (0.5912) loss_giou_aux_4: 0.5631 (0.5912) loss_giou_dn_0: 0.6079 (0.6168) loss_giou_dn_1: 0.4915 (0.5068) loss_giou_dn_2: 0.4709 (0.4895) loss_giou_dn_3: 0.4683 (0.4853) loss_giou_dn_4: 0.4681 (0.4846) loss_giou_dn_5: 0.4681 (0.4846) loss_giou_dn_pre: 0.6082 (0.6155) loss_giou_enc_0: 0.6746 (0.7009) loss_giou_pre: 0.5844 (0.6170) loss_ddf_aux_0: 0.0629 (0.0670) loss_ddf_aux_1: 0.0077 (0.0085) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2535 (0.2641) loss_ddf_dn_1: 0.0294 (0.0336) loss_ddf_dn_2: 0.0051 (0.0065) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7102 (0.7009) loss_vfl_aux_0: 0.7700 (0.7824) loss_vfl_aux_1: 0.7722 (0.7575) loss_vfl_aux_2: 0.7386 (0.7346) loss_vfl_aux_3: 0.7136 (0.7117) loss_vfl_aux_4: 0.7060 (0.7020) loss_vfl_dn_0: 0.4984 (0.5002) loss_vfl_dn_1: 0.4443 (0.4457) loss_vfl_dn_2: 0.4313 (0.4310) loss_vfl_dn_3: 0.4161 (0.4210) loss_vfl_dn_4: 0.4129 (0.4175) loss_vfl_dn_5: 0.4114 (0.4169) loss_vfl_dn_pre: 0.4989 (0.5008) loss_vfl_enc_0: 0.7661 (0.7743) loss_vfl_pre: 0.7705 (0.7855) time: 0.9160 data: 0.0267 max mem: 9097 Epoch: [16] [2000/3696] eta: 0:24:41 lr: 0.000013 loss: 33.1256 (33.1200) loss_bbox: 0.1909 (0.1941) loss_bbox_aux_0: 0.2109 (0.2093) loss_bbox_aux_1: 0.1952 (0.1971) loss_bbox_aux_2: 0.1927 (0.1947) loss_bbox_aux_3: 0.1911 (0.1942) loss_bbox_aux_4: 0.1909 (0.1941) loss_bbox_dn_0: 0.2586 (0.2743) loss_bbox_dn_1: 0.1974 (0.2083) loss_bbox_dn_2: 0.1820 (0.1977) loss_bbox_dn_3: 0.1806 (0.1945) loss_bbox_dn_4: 0.1803 (0.1941) loss_bbox_dn_5: 0.1802 (0.1941) loss_bbox_dn_pre: 0.2659 (0.2795) loss_bbox_enc_0: 0.2519 (0.2528) loss_bbox_pre: 0.2102 (0.2095) loss_dfl: 0.9533 (0.9656) loss_fgl_aux_0: 0.9871 (1.0050) loss_fgl_aux_1: 0.9574 (0.9691) loss_fgl_aux_2: 0.9536 (0.9658) loss_fgl_aux_3: 0.9538 (0.9656) loss_fgl_aux_4: 0.9535 (0.9656) loss_fgl_dn_0: 1.0949 (1.0989) loss_fgl_dn_1: 0.9909 (0.9960) loss_fgl_dn_2: 0.9823 (0.9868) loss_fgl_dn_3: 0.9828 (0.9876) loss_fgl_dn_4: 0.9827 (0.9879) loss_fgl_dn_5: 0.9828 (0.9879) loss_giou: 0.5783 (0.5917) loss_giou_aux_0: 0.6031 (0.6196) loss_giou_aux_1: 0.5808 (0.5972) loss_giou_aux_2: 0.5787 (0.5924) loss_giou_aux_3: 0.5797 (0.5918) loss_giou_aux_4: 0.5791 (0.5917) loss_giou_dn_0: 0.6297 (0.6172) loss_giou_dn_1: 0.5151 (0.5072) loss_giou_dn_2: 0.4952 (0.4899) loss_giou_dn_3: 0.4900 (0.4856) loss_giou_dn_4: 0.4894 (0.4850) loss_giou_dn_5: 0.4892 (0.4850) loss_giou_dn_pre: 0.6277 (0.6159) loss_giou_enc_0: 0.6894 (0.7016) loss_giou_pre: 0.6000 (0.6176) loss_ddf_aux_0: 0.0699 (0.0671) loss_ddf_aux_1: 0.0091 (0.0085) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2718 (0.2640) loss_ddf_dn_1: 0.0364 (0.0336) loss_ddf_dn_2: 0.0070 (0.0065) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6804 (0.7007) loss_vfl_aux_0: 0.7657 (0.7818) loss_vfl_aux_1: 0.7388 (0.7570) loss_vfl_aux_2: 0.7001 (0.7340) loss_vfl_aux_3: 0.6782 (0.7114) loss_vfl_aux_4: 0.6820 (0.7017) loss_vfl_dn_0: 0.4957 (0.5000) loss_vfl_dn_1: 0.4463 (0.4457) loss_vfl_dn_2: 0.4312 (0.4310) loss_vfl_dn_3: 0.4229 (0.4210) loss_vfl_dn_4: 0.4209 (0.4175) loss_vfl_dn_5: 0.4208 (0.4169) loss_vfl_dn_pre: 0.4956 (0.5007) loss_vfl_enc_0: 0.7664 (0.7740) loss_vfl_pre: 0.7662 (0.7850) time: 0.7659 data: 0.0304 max mem: 9097 Epoch: [16] [2100/3696] eta: 0:23:46 lr: 0.000013 loss: 32.9940 (33.1124) loss_bbox: 0.1902 (0.1940) loss_bbox_aux_0: 0.1971 (0.2091) loss_bbox_aux_1: 0.1920 (0.1969) loss_bbox_aux_2: 0.1908 (0.1945) loss_bbox_aux_3: 0.1906 (0.1940) loss_bbox_aux_4: 0.1906 (0.1940) loss_bbox_dn_0: 0.2684 (0.2745) loss_bbox_dn_1: 0.2160 (0.2084) loss_bbox_dn_2: 0.2030 (0.1978) loss_bbox_dn_3: 0.1995 (0.1946) loss_bbox_dn_4: 0.1992 (0.1942) loss_bbox_dn_5: 0.1992 (0.1942) loss_bbox_dn_pre: 0.2722 (0.2797) loss_bbox_enc_0: 0.2406 (0.2527) loss_bbox_pre: 0.1980 (0.2094) loss_dfl: 0.9733 (0.9657) loss_fgl_aux_0: 1.0087 (1.0051) loss_fgl_aux_1: 0.9774 (0.9691) loss_fgl_aux_2: 0.9731 (0.9659) loss_fgl_aux_3: 0.9733 (0.9657) loss_fgl_aux_4: 0.9732 (0.9657) loss_fgl_dn_0: 1.0925 (1.0988) loss_fgl_dn_1: 0.9919 (0.9957) loss_fgl_dn_2: 0.9845 (0.9866) loss_fgl_dn_3: 0.9855 (0.9873) loss_fgl_dn_4: 0.9858 (0.9876) loss_fgl_dn_5: 0.9858 (0.9877) loss_giou: 0.6119 (0.5907) loss_giou_aux_0: 0.6369 (0.6185) loss_giou_aux_1: 0.6207 (0.5962) loss_giou_aux_2: 0.6109 (0.5914) loss_giou_aux_3: 0.6109 (0.5908) loss_giou_aux_4: 0.6115 (0.5907) loss_giou_dn_0: 0.6174 (0.6165) loss_giou_dn_1: 0.5044 (0.5066) loss_giou_dn_2: 0.4875 (0.4892) loss_giou_dn_3: 0.4845 (0.4850) loss_giou_dn_4: 0.4845 (0.4844) loss_giou_dn_5: 0.4844 (0.4844) loss_giou_dn_pre: 0.6149 (0.6153) loss_giou_enc_0: 0.6925 (0.7007) loss_giou_pre: 0.6367 (0.6165) loss_ddf_aux_0: 0.0620 (0.0671) loss_ddf_aux_1: 0.0082 (0.0085) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2618 (0.2640) loss_ddf_dn_1: 0.0328 (0.0337) loss_ddf_dn_2: 0.0051 (0.0064) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7153 (0.7013) loss_vfl_aux_0: 0.7941 (0.7823) loss_vfl_aux_1: 0.7799 (0.7575) loss_vfl_aux_2: 0.7507 (0.7347) loss_vfl_aux_3: 0.7186 (0.7121) loss_vfl_aux_4: 0.7162 (0.7024) loss_vfl_dn_0: 0.5083 (0.5002) loss_vfl_dn_1: 0.4572 (0.4459) loss_vfl_dn_2: 0.4422 (0.4311) loss_vfl_dn_3: 0.4337 (0.4211) loss_vfl_dn_4: 0.4267 (0.4176) loss_vfl_dn_5: 0.4260 (0.4170) loss_vfl_dn_pre: 0.5086 (0.5009) loss_vfl_enc_0: 0.7889 (0.7747) loss_vfl_pre: 0.7953 (0.7855) time: 1.8120 data: 0.0274 max mem: 9097 Epoch: [16] [2200/3696] eta: 0:22:08 lr: 0.000013 loss: 32.7919 (33.1126) loss_bbox: 0.1988 (0.1939) loss_bbox_aux_0: 0.2131 (0.2090) loss_bbox_aux_1: 0.2033 (0.1969) loss_bbox_aux_2: 0.1994 (0.1944) loss_bbox_aux_3: 0.1983 (0.1940) loss_bbox_aux_4: 0.1988 (0.1939) loss_bbox_dn_0: 0.3005 (0.2746) loss_bbox_dn_1: 0.2332 (0.2085) loss_bbox_dn_2: 0.2195 (0.1978) loss_bbox_dn_3: 0.2174 (0.1947) loss_bbox_dn_4: 0.2158 (0.1943) loss_bbox_dn_5: 0.2158 (0.1943) loss_bbox_dn_pre: 0.3018 (0.2798) loss_bbox_enc_0: 0.2517 (0.2526) loss_bbox_pre: 0.2124 (0.2093) loss_dfl: 0.9665 (0.9656) loss_fgl_aux_0: 1.0070 (1.0051) loss_fgl_aux_1: 0.9713 (0.9691) loss_fgl_aux_2: 0.9669 (0.9659) loss_fgl_aux_3: 0.9667 (0.9657) loss_fgl_aux_4: 0.9665 (0.9656) loss_fgl_dn_0: 1.1002 (1.0987) loss_fgl_dn_1: 0.9953 (0.9957) loss_fgl_dn_2: 0.9861 (0.9866) loss_fgl_dn_3: 0.9874 (0.9873) loss_fgl_dn_4: 0.9870 (0.9876) loss_fgl_dn_5: 0.9871 (0.9876) loss_giou: 0.5630 (0.5910) loss_giou_aux_0: 0.5963 (0.6188) loss_giou_aux_1: 0.5673 (0.5965) loss_giou_aux_2: 0.5644 (0.5916) loss_giou_aux_3: 0.5631 (0.5910) loss_giou_aux_4: 0.5629 (0.5910) loss_giou_dn_0: 0.6096 (0.6167) loss_giou_dn_1: 0.5009 (0.5067) loss_giou_dn_2: 0.4829 (0.4894) loss_giou_dn_3: 0.4809 (0.4852) loss_giou_dn_4: 0.4801 (0.4845) loss_giou_dn_5: 0.4803 (0.4845) loss_giou_dn_pre: 0.6069 (0.6154) loss_giou_enc_0: 0.6680 (0.7009) loss_giou_pre: 0.5947 (0.6168) loss_ddf_aux_0: 0.0604 (0.0669) loss_ddf_aux_1: 0.0080 (0.0085) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2604 (0.2640) loss_ddf_dn_1: 0.0385 (0.0337) loss_ddf_dn_2: 0.0071 (0.0064) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6870 (0.7010) loss_vfl_aux_0: 0.7757 (0.7820) loss_vfl_aux_1: 0.7621 (0.7575) loss_vfl_aux_2: 0.7228 (0.7344) loss_vfl_aux_3: 0.6935 (0.7119) loss_vfl_aux_4: 0.6930 (0.7022) loss_vfl_dn_0: 0.4944 (0.5001) loss_vfl_dn_1: 0.4363 (0.4458) loss_vfl_dn_2: 0.4242 (0.4311) loss_vfl_dn_3: 0.4108 (0.4210) loss_vfl_dn_4: 0.4119 (0.4175) loss_vfl_dn_5: 0.4115 (0.4169) loss_vfl_dn_pre: 0.4954 (0.5008) loss_vfl_enc_0: 0.7728 (0.7744) loss_vfl_pre: 0.7786 (0.7852) time: 0.7595 data: 0.0275 max mem: 9097 Epoch: [16] [2300/3696] eta: 0:20:31 lr: 0.000013 loss: 33.0707 (33.1143) loss_bbox: 0.1902 (0.1941) loss_bbox_aux_0: 0.2055 (0.2093) loss_bbox_aux_1: 0.1917 (0.1971) loss_bbox_aux_2: 0.1902 (0.1947) loss_bbox_aux_3: 0.1899 (0.1942) loss_bbox_aux_4: 0.1900 (0.1941) loss_bbox_dn_0: 0.2675 (0.2747) loss_bbox_dn_1: 0.2012 (0.2086) loss_bbox_dn_2: 0.1878 (0.1979) loss_bbox_dn_3: 0.1843 (0.1948) loss_bbox_dn_4: 0.1830 (0.1943) loss_bbox_dn_5: 0.1829 (0.1943) loss_bbox_dn_pre: 0.2709 (0.2799) loss_bbox_enc_0: 0.2456 (0.2528) loss_bbox_pre: 0.2096 (0.2095) loss_dfl: 0.9773 (0.9655) loss_fgl_aux_0: 1.0123 (1.0050) loss_fgl_aux_1: 0.9802 (0.9690) loss_fgl_aux_2: 0.9777 (0.9658) loss_fgl_aux_3: 0.9773 (0.9656) loss_fgl_aux_4: 0.9773 (0.9655) loss_fgl_dn_0: 1.1043 (1.0987) loss_fgl_dn_1: 1.0033 (0.9957) loss_fgl_dn_2: 0.9954 (0.9866) loss_fgl_dn_3: 0.9971 (0.9873) loss_fgl_dn_4: 0.9971 (0.9876) loss_fgl_dn_5: 0.9971 (0.9876) loss_giou: 0.5688 (0.5914) loss_giou_aux_0: 0.5955 (0.6192) loss_giou_aux_1: 0.5740 (0.5969) loss_giou_aux_2: 0.5703 (0.5921) loss_giou_aux_3: 0.5694 (0.5915) loss_giou_aux_4: 0.5688 (0.5915) loss_giou_dn_0: 0.6038 (0.6168) loss_giou_dn_1: 0.4896 (0.5069) loss_giou_dn_2: 0.4713 (0.4895) loss_giou_dn_3: 0.4678 (0.4853) loss_giou_dn_4: 0.4666 (0.4847) loss_giou_dn_5: 0.4668 (0.4846) loss_giou_dn_pre: 0.6018 (0.6156) loss_giou_enc_0: 0.6692 (0.7013) loss_giou_pre: 0.5931 (0.6172) loss_ddf_aux_0: 0.0634 (0.0668) loss_ddf_aux_1: 0.0079 (0.0085) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2544 (0.2639) loss_ddf_dn_1: 0.0324 (0.0338) loss_ddf_dn_2: 0.0061 (0.0064) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7107 (0.7006) loss_vfl_aux_0: 0.7740 (0.7814) loss_vfl_aux_1: 0.7611 (0.7568) loss_vfl_aux_2: 0.7384 (0.7339) loss_vfl_aux_3: 0.7343 (0.7115) loss_vfl_aux_4: 0.7166 (0.7018) loss_vfl_dn_0: 0.5001 (0.5001) loss_vfl_dn_1: 0.4492 (0.4457) loss_vfl_dn_2: 0.4357 (0.4310) loss_vfl_dn_3: 0.4247 (0.4210) loss_vfl_dn_4: 0.4218 (0.4175) loss_vfl_dn_5: 0.4206 (0.4169) loss_vfl_dn_pre: 0.5006 (0.5008) loss_vfl_enc_0: 0.7710 (0.7742) loss_vfl_pre: 0.7751 (0.7845) time: 0.7299 data: 0.0260 max mem: 9097 Epoch: [16] [2400/3696] eta: 0:18:57 lr: 0.000013 loss: 32.5625 (33.1095) loss_bbox: 0.1820 (0.1940) loss_bbox_aux_0: 0.2015 (0.2092) loss_bbox_aux_1: 0.1880 (0.1970) loss_bbox_aux_2: 0.1842 (0.1945) loss_bbox_aux_3: 0.1824 (0.1941) loss_bbox_aux_4: 0.1820 (0.1940) loss_bbox_dn_0: 0.2536 (0.2747) loss_bbox_dn_1: 0.1886 (0.2086) loss_bbox_dn_2: 0.1790 (0.1979) loss_bbox_dn_3: 0.1770 (0.1948) loss_bbox_dn_4: 0.1755 (0.1943) loss_bbox_dn_5: 0.1756 (0.1943) loss_bbox_dn_pre: 0.2589 (0.2799) loss_bbox_enc_0: 0.2321 (0.2528) loss_bbox_pre: 0.1997 (0.2095) loss_dfl: 0.9654 (0.9656) loss_fgl_aux_0: 1.0130 (1.0052) loss_fgl_aux_1: 0.9691 (0.9691) loss_fgl_aux_2: 0.9657 (0.9659) loss_fgl_aux_3: 0.9654 (0.9657) loss_fgl_aux_4: 0.9653 (0.9656) loss_fgl_dn_0: 1.1020 (1.0988) loss_fgl_dn_1: 0.9955 (0.9957) loss_fgl_dn_2: 0.9913 (0.9866) loss_fgl_dn_3: 0.9907 (0.9873) loss_fgl_dn_4: 0.9909 (0.9876) loss_fgl_dn_5: 0.9910 (0.9876) loss_giou: 0.5582 (0.5909) loss_giou_aux_0: 0.5882 (0.6187) loss_giou_aux_1: 0.5652 (0.5964) loss_giou_aux_2: 0.5607 (0.5916) loss_giou_aux_3: 0.5603 (0.5910) loss_giou_aux_4: 0.5588 (0.5909) loss_giou_dn_0: 0.5913 (0.6166) loss_giou_dn_1: 0.4752 (0.5066) loss_giou_dn_2: 0.4551 (0.4893) loss_giou_dn_3: 0.4529 (0.4850) loss_giou_dn_4: 0.4533 (0.4844) loss_giou_dn_5: 0.4534 (0.4844) loss_giou_dn_pre: 0.5900 (0.6153) loss_giou_enc_0: 0.6737 (0.7008) loss_giou_pre: 0.5859 (0.6167) loss_ddf_aux_0: 0.0643 (0.0668) loss_ddf_aux_1: 0.0073 (0.0085) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2640 (0.2640) loss_ddf_dn_1: 0.0316 (0.0338) loss_ddf_dn_2: 0.0056 (0.0064) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6904 (0.7009) loss_vfl_aux_0: 0.7717 (0.7815) loss_vfl_aux_1: 0.7404 (0.7569) loss_vfl_aux_2: 0.7217 (0.7341) loss_vfl_aux_3: 0.6942 (0.7116) loss_vfl_aux_4: 0.6941 (0.7020) loss_vfl_dn_0: 0.4951 (0.5001) loss_vfl_dn_1: 0.4360 (0.4457) loss_vfl_dn_2: 0.4223 (0.4310) loss_vfl_dn_3: 0.4187 (0.4210) loss_vfl_dn_4: 0.4128 (0.4175) loss_vfl_dn_5: 0.4106 (0.4169) loss_vfl_dn_pre: 0.4958 (0.5007) loss_vfl_enc_0: 0.7646 (0.7744) loss_vfl_pre: 0.7761 (0.7846) time: 0.7577 data: 0.0332 max mem: 9097 Epoch: [16] [2500/3696] eta: 0:17:45 lr: 0.000013 loss: 33.2233 (33.1239) loss_bbox: 0.1951 (0.1942) loss_bbox_aux_0: 0.2144 (0.2095) loss_bbox_aux_1: 0.2006 (0.1972) loss_bbox_aux_2: 0.1959 (0.1948) loss_bbox_aux_3: 0.1951 (0.1943) loss_bbox_aux_4: 0.1949 (0.1943) loss_bbox_dn_0: 0.2857 (0.2753) loss_bbox_dn_1: 0.2188 (0.2091) loss_bbox_dn_2: 0.2035 (0.1984) loss_bbox_dn_3: 0.2032 (0.1953) loss_bbox_dn_4: 0.2012 (0.1948) loss_bbox_dn_5: 0.2013 (0.1948) loss_bbox_dn_pre: 0.2882 (0.2805) loss_bbox_enc_0: 0.2575 (0.2531) loss_bbox_pre: 0.2159 (0.2098) loss_dfl: 0.9786 (0.9658) loss_fgl_aux_0: 1.0251 (1.0054) loss_fgl_aux_1: 0.9804 (0.9693) loss_fgl_aux_2: 0.9795 (0.9660) loss_fgl_aux_3: 0.9786 (0.9658) loss_fgl_aux_4: 0.9786 (0.9658) loss_fgl_dn_0: 1.1150 (1.0989) loss_fgl_dn_1: 0.9981 (0.9957) loss_fgl_dn_2: 0.9895 (0.9866) loss_fgl_dn_3: 0.9895 (0.9874) loss_fgl_dn_4: 0.9901 (0.9877) loss_fgl_dn_5: 0.9900 (0.9877) loss_giou: 0.5626 (0.5907) loss_giou_aux_0: 0.5908 (0.6186) loss_giou_aux_1: 0.5708 (0.5962) loss_giou_aux_2: 0.5627 (0.5914) loss_giou_aux_3: 0.5633 (0.5908) loss_giou_aux_4: 0.5626 (0.5907) loss_giou_dn_0: 0.5966 (0.6169) loss_giou_dn_1: 0.4870 (0.5068) loss_giou_dn_2: 0.4650 (0.4895) loss_giou_dn_3: 0.4606 (0.4852) loss_giou_dn_4: 0.4601 (0.4846) loss_giou_dn_5: 0.4601 (0.4846) loss_giou_dn_pre: 0.5920 (0.6156) loss_giou_enc_0: 0.6745 (0.7007) loss_giou_pre: 0.5889 (0.6166) loss_ddf_aux_0: 0.0700 (0.0669) loss_ddf_aux_1: 0.0093 (0.0085) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2715 (0.2642) loss_ddf_dn_1: 0.0370 (0.0338) loss_ddf_dn_2: 0.0072 (0.0065) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7184 (0.7017) loss_vfl_aux_0: 0.8085 (0.7821) loss_vfl_aux_1: 0.7736 (0.7576) loss_vfl_aux_2: 0.7612 (0.7350) loss_vfl_aux_3: 0.7306 (0.7125) loss_vfl_aux_4: 0.7206 (0.7029) loss_vfl_dn_0: 0.5024 (0.5001) loss_vfl_dn_1: 0.4435 (0.4458) loss_vfl_dn_2: 0.4302 (0.4311) loss_vfl_dn_3: 0.4183 (0.4210) loss_vfl_dn_4: 0.4156 (0.4175) loss_vfl_dn_5: 0.4139 (0.4169) loss_vfl_dn_pre: 0.5029 (0.5008) loss_vfl_enc_0: 0.8024 (0.7749) loss_vfl_pre: 0.8102 (0.7852) time: 0.7365 data: 0.0274 max mem: 9097 Epoch: [16] [2600/3696] eta: 0:16:15 lr: 0.000013 loss: 32.7912 (33.1243) loss_bbox: 0.1905 (0.1941) loss_bbox_aux_0: 0.2002 (0.2093) loss_bbox_aux_1: 0.1911 (0.1971) loss_bbox_aux_2: 0.1907 (0.1947) loss_bbox_aux_3: 0.1902 (0.1942) loss_bbox_aux_4: 0.1904 (0.1941) loss_bbox_dn_0: 0.2467 (0.2748) loss_bbox_dn_1: 0.1864 (0.2087) loss_bbox_dn_2: 0.1778 (0.1980) loss_bbox_dn_3: 0.1790 (0.1949) loss_bbox_dn_4: 0.1781 (0.1944) loss_bbox_dn_5: 0.1782 (0.1944) loss_bbox_dn_pre: 0.2495 (0.2799) loss_bbox_enc_0: 0.2438 (0.2529) loss_bbox_pre: 0.1988 (0.2096) loss_dfl: 0.9630 (0.9655) loss_fgl_aux_0: 1.0035 (1.0051) loss_fgl_aux_1: 0.9689 (0.9690) loss_fgl_aux_2: 0.9626 (0.9658) loss_fgl_aux_3: 0.9631 (0.9656) loss_fgl_aux_4: 0.9631 (0.9655) loss_fgl_dn_0: 1.0933 (1.0989) loss_fgl_dn_1: 1.0008 (0.9957) loss_fgl_dn_2: 0.9910 (0.9866) loss_fgl_dn_3: 0.9919 (0.9874) loss_fgl_dn_4: 0.9921 (0.9877) loss_fgl_dn_5: 0.9923 (0.9877) loss_giou: 0.5671 (0.5916) loss_giou_aux_0: 0.6073 (0.6195) loss_giou_aux_1: 0.5742 (0.5971) loss_giou_aux_2: 0.5667 (0.5923) loss_giou_aux_3: 0.5675 (0.5917) loss_giou_aux_4: 0.5673 (0.5916) loss_giou_dn_0: 0.6106 (0.6173) loss_giou_dn_1: 0.4993 (0.5072) loss_giou_dn_2: 0.4801 (0.4898) loss_giou_dn_3: 0.4726 (0.4856) loss_giou_dn_4: 0.4710 (0.4849) loss_giou_dn_5: 0.4708 (0.4849) loss_giou_dn_pre: 0.6115 (0.6160) loss_giou_enc_0: 0.6837 (0.7016) loss_giou_pre: 0.6055 (0.6174) loss_ddf_aux_0: 0.0674 (0.0670) loss_ddf_aux_1: 0.0089 (0.0085) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2768 (0.2644) loss_ddf_dn_1: 0.0369 (0.0339) loss_ddf_dn_2: 0.0070 (0.0065) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6738 (0.7012) loss_vfl_aux_0: 0.7521 (0.7816) loss_vfl_aux_1: 0.7307 (0.7572) loss_vfl_aux_2: 0.7131 (0.7346) loss_vfl_aux_3: 0.6969 (0.7120) loss_vfl_aux_4: 0.6833 (0.7025) loss_vfl_dn_0: 0.5034 (0.5001) loss_vfl_dn_1: 0.4427 (0.4458) loss_vfl_dn_2: 0.4284 (0.4311) loss_vfl_dn_3: 0.4191 (0.4210) loss_vfl_dn_4: 0.4147 (0.4175) loss_vfl_dn_5: 0.4138 (0.4169) loss_vfl_dn_pre: 0.5052 (0.5008) loss_vfl_enc_0: 0.7517 (0.7744) loss_vfl_pre: 0.7559 (0.7847) time: 0.7472 data: 0.0287 max mem: 9097 Epoch: [16] [2700/3696] eta: 0:14:42 lr: 0.000013 loss: 32.7773 (33.1200) loss_bbox: 0.1669 (0.1938) loss_bbox_aux_0: 0.1832 (0.2091) loss_bbox_aux_1: 0.1660 (0.1968) loss_bbox_aux_2: 0.1661 (0.1944) loss_bbox_aux_3: 0.1668 (0.1939) loss_bbox_aux_4: 0.1669 (0.1938) loss_bbox_dn_0: 0.2638 (0.2745) loss_bbox_dn_1: 0.1988 (0.2085) loss_bbox_dn_2: 0.1916 (0.1978) loss_bbox_dn_3: 0.1859 (0.1946) loss_bbox_dn_4: 0.1851 (0.1942) loss_bbox_dn_5: 0.1849 (0.1942) loss_bbox_dn_pre: 0.2682 (0.2797) loss_bbox_enc_0: 0.2304 (0.2526) loss_bbox_pre: 0.1842 (0.2093) loss_dfl: 0.9631 (0.9654) loss_fgl_aux_0: 1.0074 (1.0050) loss_fgl_aux_1: 0.9657 (0.9689) loss_fgl_aux_2: 0.9631 (0.9657) loss_fgl_aux_3: 0.9628 (0.9655) loss_fgl_aux_4: 0.9626 (0.9654) loss_fgl_dn_0: 1.0974 (1.0988) loss_fgl_dn_1: 0.9942 (0.9957) loss_fgl_dn_2: 0.9883 (0.9866) loss_fgl_dn_3: 0.9890 (0.9873) loss_fgl_dn_4: 0.9900 (0.9876) loss_fgl_dn_5: 0.9897 (0.9877) loss_giou: 0.5596 (0.5916) loss_giou_aux_0: 0.6063 (0.6196) loss_giou_aux_1: 0.5665 (0.5971) loss_giou_aux_2: 0.5581 (0.5923) loss_giou_aux_3: 0.5589 (0.5917) loss_giou_aux_4: 0.5594 (0.5916) loss_giou_dn_0: 0.6209 (0.6174) loss_giou_dn_1: 0.5177 (0.5073) loss_giou_dn_2: 0.4978 (0.4899) loss_giou_dn_3: 0.4935 (0.4857) loss_giou_dn_4: 0.4935 (0.4850) loss_giou_dn_5: 0.4939 (0.4850) loss_giou_dn_pre: 0.6167 (0.6161) loss_giou_enc_0: 0.7066 (0.7018) loss_giou_pre: 0.6041 (0.6176) loss_ddf_aux_0: 0.0693 (0.0671) loss_ddf_aux_1: 0.0083 (0.0085) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2509 (0.2647) loss_ddf_dn_1: 0.0298 (0.0339) loss_ddf_dn_2: 0.0054 (0.0065) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6969 (0.7010) loss_vfl_aux_0: 0.7905 (0.7814) loss_vfl_aux_1: 0.7630 (0.7570) loss_vfl_aux_2: 0.7371 (0.7344) loss_vfl_aux_3: 0.7054 (0.7119) loss_vfl_aux_4: 0.7001 (0.7023) loss_vfl_dn_0: 0.4954 (0.5001) loss_vfl_dn_1: 0.4405 (0.4458) loss_vfl_dn_2: 0.4278 (0.4311) loss_vfl_dn_3: 0.4182 (0.4211) loss_vfl_dn_4: 0.4155 (0.4175) loss_vfl_dn_5: 0.4162 (0.4169) loss_vfl_dn_pre: 0.4965 (0.5008) loss_vfl_enc_0: 0.7507 (0.7742) loss_vfl_pre: 0.7890 (0.7845) time: 0.7734 data: 0.0351 max mem: 9097 Epoch: [16] [2800/3696] eta: 0:13:10 lr: 0.000013 loss: 32.9329 (33.1198) loss_bbox: 0.1821 (0.1940) loss_bbox_aux_0: 0.1963 (0.2092) loss_bbox_aux_1: 0.1834 (0.1970) loss_bbox_aux_2: 0.1824 (0.1945) loss_bbox_aux_3: 0.1824 (0.1941) loss_bbox_aux_4: 0.1822 (0.1940) loss_bbox_dn_0: 0.2751 (0.2747) loss_bbox_dn_1: 0.1901 (0.2087) loss_bbox_dn_2: 0.1810 (0.1980) loss_bbox_dn_3: 0.1763 (0.1948) loss_bbox_dn_4: 0.1766 (0.1944) loss_bbox_dn_5: 0.1768 (0.1944) loss_bbox_dn_pre: 0.2812 (0.2799) loss_bbox_enc_0: 0.2377 (0.2527) loss_bbox_pre: 0.1970 (0.2095) loss_dfl: 0.9851 (0.9656) loss_fgl_aux_0: 1.0194 (1.0052) loss_fgl_aux_1: 0.9887 (0.9691) loss_fgl_aux_2: 0.9856 (0.9659) loss_fgl_aux_3: 0.9855 (0.9657) loss_fgl_aux_4: 0.9852 (0.9656) loss_fgl_dn_0: 1.0968 (1.0988) loss_fgl_dn_1: 0.9950 (0.9956) loss_fgl_dn_2: 0.9864 (0.9865) loss_fgl_dn_3: 0.9879 (0.9873) loss_fgl_dn_4: 0.9884 (0.9876) loss_fgl_dn_5: 0.9883 (0.9876) loss_giou: 0.5875 (0.5913) loss_giou_aux_0: 0.6081 (0.6192) loss_giou_aux_1: 0.5938 (0.5968) loss_giou_aux_2: 0.5897 (0.5920) loss_giou_aux_3: 0.5882 (0.5914) loss_giou_aux_4: 0.5877 (0.5913) loss_giou_dn_0: 0.6127 (0.6174) loss_giou_dn_1: 0.5078 (0.5073) loss_giou_dn_2: 0.4948 (0.4899) loss_giou_dn_3: 0.4914 (0.4857) loss_giou_dn_4: 0.4915 (0.4850) loss_giou_dn_5: 0.4914 (0.4850) loss_giou_dn_pre: 0.6113 (0.6161) loss_giou_enc_0: 0.6995 (0.7014) loss_giou_pre: 0.6099 (0.6172) loss_ddf_aux_0: 0.0660 (0.0670) loss_ddf_aux_1: 0.0081 (0.0085) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2692 (0.2647) loss_ddf_dn_1: 0.0320 (0.0339) loss_ddf_dn_2: 0.0065 (0.0065) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6956 (0.7009) loss_vfl_aux_0: 0.7618 (0.7813) loss_vfl_aux_1: 0.7579 (0.7570) loss_vfl_aux_2: 0.7186 (0.7343) loss_vfl_aux_3: 0.7131 (0.7118) loss_vfl_aux_4: 0.6965 (0.7021) loss_vfl_dn_0: 0.4954 (0.5001) loss_vfl_dn_1: 0.4396 (0.4458) loss_vfl_dn_2: 0.4265 (0.4311) loss_vfl_dn_3: 0.4179 (0.4211) loss_vfl_dn_4: 0.4142 (0.4175) loss_vfl_dn_5: 0.4117 (0.4170) loss_vfl_dn_pre: 0.4969 (0.5008) loss_vfl_enc_0: 0.7549 (0.7741) loss_vfl_pre: 0.7675 (0.7844) time: 0.7418 data: 0.0274 max mem: 9097 Epoch: [16] [2900/3696] eta: 0:11:38 lr: 0.000013 loss: 32.4011 (33.1166) loss_bbox: 0.1867 (0.1939) loss_bbox_aux_0: 0.2044 (0.2091) loss_bbox_aux_1: 0.1880 (0.1969) loss_bbox_aux_2: 0.1868 (0.1945) loss_bbox_aux_3: 0.1869 (0.1940) loss_bbox_aux_4: 0.1867 (0.1940) loss_bbox_dn_0: 0.2582 (0.2746) loss_bbox_dn_1: 0.1992 (0.2085) loss_bbox_dn_2: 0.1881 (0.1978) loss_bbox_dn_3: 0.1840 (0.1947) loss_bbox_dn_4: 0.1838 (0.1942) loss_bbox_dn_5: 0.1837 (0.1942) loss_bbox_dn_pre: 0.2655 (0.2797) loss_bbox_enc_0: 0.2469 (0.2527) loss_bbox_pre: 0.2043 (0.2094) loss_dfl: 0.9705 (0.9657) loss_fgl_aux_0: 1.0134 (1.0052) loss_fgl_aux_1: 0.9741 (0.9692) loss_fgl_aux_2: 0.9711 (0.9659) loss_fgl_aux_3: 0.9711 (0.9657) loss_fgl_aux_4: 0.9706 (0.9657) loss_fgl_dn_0: 1.1043 (1.0987) loss_fgl_dn_1: 0.9935 (0.9955) loss_fgl_dn_2: 0.9834 (0.9864) loss_fgl_dn_3: 0.9833 (0.9872) loss_fgl_dn_4: 0.9836 (0.9875) loss_fgl_dn_5: 0.9837 (0.9875) loss_giou: 0.5486 (0.5910) loss_giou_aux_0: 0.5865 (0.6189) loss_giou_aux_1: 0.5531 (0.5965) loss_giou_aux_2: 0.5464 (0.5917) loss_giou_aux_3: 0.5481 (0.5911) loss_giou_aux_4: 0.5489 (0.5910) loss_giou_dn_0: 0.5743 (0.6172) loss_giou_dn_1: 0.4524 (0.5070) loss_giou_dn_2: 0.4379 (0.4897) loss_giou_dn_3: 0.4327 (0.4854) loss_giou_dn_4: 0.4320 (0.4848) loss_giou_dn_5: 0.4318 (0.4847) loss_giou_dn_pre: 0.5744 (0.6159) loss_giou_enc_0: 0.6715 (0.7011) loss_giou_pre: 0.5839 (0.6169) loss_ddf_aux_0: 0.0587 (0.0669) loss_ddf_aux_1: 0.0071 (0.0085) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2636 (0.2647) loss_ddf_dn_1: 0.0319 (0.0339) loss_ddf_dn_2: 0.0063 (0.0065) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6987 (0.7012) loss_vfl_aux_0: 0.7772 (0.7816) loss_vfl_aux_1: 0.7537 (0.7574) loss_vfl_aux_2: 0.7311 (0.7348) loss_vfl_aux_3: 0.7078 (0.7122) loss_vfl_aux_4: 0.6988 (0.7024) loss_vfl_dn_0: 0.5038 (0.5002) loss_vfl_dn_1: 0.4434 (0.4458) loss_vfl_dn_2: 0.4283 (0.4311) loss_vfl_dn_3: 0.4176 (0.4210) loss_vfl_dn_4: 0.4147 (0.4175) loss_vfl_dn_5: 0.4141 (0.4169) loss_vfl_dn_pre: 0.5043 (0.5008) loss_vfl_enc_0: 0.7838 (0.7745) loss_vfl_pre: 0.7809 (0.7847) time: 0.7521 data: 0.0277 max mem: 9097 Epoch: [16] [3000/3696] eta: 0:10:08 lr: 0.000013 loss: 33.1465 (33.1163) loss_bbox: 0.1965 (0.1940) loss_bbox_aux_0: 0.2056 (0.2092) loss_bbox_aux_1: 0.1999 (0.1970) loss_bbox_aux_2: 0.1970 (0.1946) loss_bbox_aux_3: 0.1964 (0.1941) loss_bbox_aux_4: 0.1964 (0.1941) loss_bbox_dn_0: 0.2712 (0.2746) loss_bbox_dn_1: 0.2087 (0.2086) loss_bbox_dn_2: 0.1974 (0.1979) loss_bbox_dn_3: 0.1973 (0.1947) loss_bbox_dn_4: 0.1976 (0.1943) loss_bbox_dn_5: 0.1976 (0.1943) loss_bbox_dn_pre: 0.2804 (0.2797) loss_bbox_enc_0: 0.2448 (0.2527) loss_bbox_pre: 0.2082 (0.2095) loss_dfl: 0.9756 (0.9658) loss_fgl_aux_0: 1.0161 (1.0054) loss_fgl_aux_1: 0.9802 (0.9693) loss_fgl_aux_2: 0.9754 (0.9661) loss_fgl_aux_3: 0.9756 (0.9659) loss_fgl_aux_4: 0.9756 (0.9658) loss_fgl_dn_0: 1.0935 (1.0988) loss_fgl_dn_1: 0.9907 (0.9955) loss_fgl_dn_2: 0.9823 (0.9864) loss_fgl_dn_3: 0.9832 (0.9872) loss_fgl_dn_4: 0.9833 (0.9875) loss_fgl_dn_5: 0.9833 (0.9875) loss_giou: 0.5606 (0.5908) loss_giou_aux_0: 0.5847 (0.6187) loss_giou_aux_1: 0.5677 (0.5962) loss_giou_aux_2: 0.5620 (0.5914) loss_giou_aux_3: 0.5600 (0.5908) loss_giou_aux_4: 0.5605 (0.5908) loss_giou_dn_0: 0.6002 (0.6170) loss_giou_dn_1: 0.5015 (0.5068) loss_giou_dn_2: 0.4859 (0.4894) loss_giou_dn_3: 0.4839 (0.4852) loss_giou_dn_4: 0.4841 (0.4846) loss_giou_dn_5: 0.4842 (0.4845) loss_giou_dn_pre: 0.5989 (0.6157) loss_giou_enc_0: 0.6906 (0.7009) loss_giou_pre: 0.5846 (0.6167) loss_ddf_aux_0: 0.0640 (0.0668) loss_ddf_aux_1: 0.0075 (0.0084) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2653 (0.2647) loss_ddf_dn_1: 0.0338 (0.0339) loss_ddf_dn_2: 0.0064 (0.0065) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6862 (0.7013) loss_vfl_aux_0: 0.7527 (0.7817) loss_vfl_aux_1: 0.7404 (0.7576) loss_vfl_aux_2: 0.7137 (0.7349) loss_vfl_aux_3: 0.6991 (0.7124) loss_vfl_aux_4: 0.6872 (0.7025) loss_vfl_dn_0: 0.4979 (0.5002) loss_vfl_dn_1: 0.4431 (0.4458) loss_vfl_dn_2: 0.4324 (0.4310) loss_vfl_dn_3: 0.4196 (0.4210) loss_vfl_dn_4: 0.4166 (0.4175) loss_vfl_dn_5: 0.4172 (0.4169) loss_vfl_dn_pre: 0.4976 (0.5008) loss_vfl_enc_0: 0.7653 (0.7747) loss_vfl_pre: 0.7575 (0.7848) time: 0.7655 data: 0.0298 max mem: 9097 Epoch: [16] [3100/3696] eta: 0:08:40 lr: 0.000013 loss: 33.1246 (33.1148) loss_bbox: 0.1788 (0.1941) loss_bbox_aux_0: 0.1913 (0.2093) loss_bbox_aux_1: 0.1823 (0.1970) loss_bbox_aux_2: 0.1798 (0.1946) loss_bbox_aux_3: 0.1788 (0.1941) loss_bbox_aux_4: 0.1787 (0.1941) loss_bbox_dn_0: 0.2651 (0.2746) loss_bbox_dn_1: 0.2017 (0.2086) loss_bbox_dn_2: 0.1929 (0.1979) loss_bbox_dn_3: 0.1863 (0.1948) loss_bbox_dn_4: 0.1852 (0.1943) loss_bbox_dn_5: 0.1850 (0.1943) loss_bbox_dn_pre: 0.2651 (0.2797) loss_bbox_enc_0: 0.2314 (0.2528) loss_bbox_pre: 0.1916 (0.2095) loss_dfl: 0.9598 (0.9658) loss_fgl_aux_0: 1.0025 (1.0054) loss_fgl_aux_1: 0.9620 (0.9693) loss_fgl_aux_2: 0.9610 (0.9660) loss_fgl_aux_3: 0.9604 (0.9658) loss_fgl_aux_4: 0.9599 (0.9658) loss_fgl_dn_0: 1.0991 (1.0987) loss_fgl_dn_1: 0.9959 (0.9955) loss_fgl_dn_2: 0.9849 (0.9864) loss_fgl_dn_3: 0.9843 (0.9871) loss_fgl_dn_4: 0.9847 (0.9874) loss_fgl_dn_5: 0.9848 (0.9875) loss_giou: 0.5850 (0.5908) loss_giou_aux_0: 0.6067 (0.6187) loss_giou_aux_1: 0.5860 (0.5963) loss_giou_aux_2: 0.5853 (0.5915) loss_giou_aux_3: 0.5861 (0.5909) loss_giou_aux_4: 0.5848 (0.5908) loss_giou_dn_0: 0.6103 (0.6170) loss_giou_dn_1: 0.4980 (0.5068) loss_giou_dn_2: 0.4814 (0.4894) loss_giou_dn_3: 0.4775 (0.4852) loss_giou_dn_4: 0.4775 (0.4845) loss_giou_dn_5: 0.4777 (0.4845) loss_giou_dn_pre: 0.6094 (0.6157) loss_giou_enc_0: 0.6927 (0.7010) loss_giou_pre: 0.6064 (0.6167) loss_ddf_aux_0: 0.0647 (0.0667) loss_ddf_aux_1: 0.0078 (0.0084) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2653 (0.2646) loss_ddf_dn_1: 0.0329 (0.0339) loss_ddf_dn_2: 0.0065 (0.0065) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6851 (0.7013) loss_vfl_aux_0: 0.7598 (0.7815) loss_vfl_aux_1: 0.7256 (0.7574) loss_vfl_aux_2: 0.7102 (0.7348) loss_vfl_aux_3: 0.6934 (0.7124) loss_vfl_aux_4: 0.6804 (0.7025) loss_vfl_dn_0: 0.4986 (0.5001) loss_vfl_dn_1: 0.4424 (0.4457) loss_vfl_dn_2: 0.4274 (0.4310) loss_vfl_dn_3: 0.4176 (0.4210) loss_vfl_dn_4: 0.4177 (0.4174) loss_vfl_dn_5: 0.4153 (0.4169) loss_vfl_dn_pre: 0.4989 (0.5008) loss_vfl_enc_0: 0.7561 (0.7746) loss_vfl_pre: 0.7700 (0.7846) time: 0.7614 data: 0.0285 max mem: 9097 Epoch: [16] [3200/3696] eta: 0:07:19 lr: 0.000013 loss: 33.0765 (33.1192) loss_bbox: 0.1942 (0.1942) loss_bbox_aux_0: 0.2131 (0.2094) loss_bbox_aux_1: 0.1963 (0.1972) loss_bbox_aux_2: 0.1942 (0.1948) loss_bbox_aux_3: 0.1945 (0.1943) loss_bbox_aux_4: 0.1942 (0.1942) loss_bbox_dn_0: 0.2545 (0.2745) loss_bbox_dn_1: 0.1875 (0.2085) loss_bbox_dn_2: 0.1807 (0.1978) loss_bbox_dn_3: 0.1778 (0.1947) loss_bbox_dn_4: 0.1782 (0.1942) loss_bbox_dn_5: 0.1784 (0.1942) loss_bbox_dn_pre: 0.2584 (0.2796) loss_bbox_enc_0: 0.2460 (0.2528) loss_bbox_pre: 0.2143 (0.2097) loss_dfl: 0.9911 (0.9658) loss_fgl_aux_0: 1.0228 (1.0053) loss_fgl_aux_1: 0.9977 (0.9693) loss_fgl_aux_2: 0.9922 (0.9660) loss_fgl_aux_3: 0.9911 (0.9658) loss_fgl_aux_4: 0.9911 (0.9658) loss_fgl_dn_0: 1.0944 (1.0986) loss_fgl_dn_1: 0.9946 (0.9955) loss_fgl_dn_2: 0.9895 (0.9865) loss_fgl_dn_3: 0.9894 (0.9872) loss_fgl_dn_4: 0.9899 (0.9875) loss_fgl_dn_5: 0.9900 (0.9875) loss_giou: 0.6135 (0.5913) loss_giou_aux_0: 0.6388 (0.6192) loss_giou_aux_1: 0.6211 (0.5968) loss_giou_aux_2: 0.6121 (0.5920) loss_giou_aux_3: 0.6136 (0.5914) loss_giou_aux_4: 0.6135 (0.5913) loss_giou_dn_0: 0.6177 (0.6172) loss_giou_dn_1: 0.5162 (0.5071) loss_giou_dn_2: 0.4987 (0.4897) loss_giou_dn_3: 0.4972 (0.4855) loss_giou_dn_4: 0.4971 (0.4848) loss_giou_dn_5: 0.4970 (0.4848) loss_giou_dn_pre: 0.6158 (0.6159) loss_giou_enc_0: 0.6990 (0.7015) loss_giou_pre: 0.6372 (0.6172) loss_ddf_aux_0: 0.0615 (0.0666) loss_ddf_aux_1: 0.0087 (0.0084) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2476 (0.2643) loss_ddf_dn_1: 0.0332 (0.0338) loss_ddf_dn_2: 0.0066 (0.0065) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7026 (0.7013) loss_vfl_aux_0: 0.7750 (0.7810) loss_vfl_aux_1: 0.7710 (0.7572) loss_vfl_aux_2: 0.7380 (0.7346) loss_vfl_aux_3: 0.7293 (0.7125) loss_vfl_aux_4: 0.7059 (0.7026) loss_vfl_dn_0: 0.5009 (0.5001) loss_vfl_dn_1: 0.4445 (0.4457) loss_vfl_dn_2: 0.4339 (0.4310) loss_vfl_dn_3: 0.4228 (0.4210) loss_vfl_dn_4: 0.4177 (0.4175) loss_vfl_dn_5: 0.4182 (0.4169) loss_vfl_dn_pre: 0.5018 (0.5008) loss_vfl_enc_0: 0.7769 (0.7741) loss_vfl_pre: 0.7778 (0.7841) time: 3.4893 data: 0.0260 max mem: 9097 Epoch: [16] [3300/3696] eta: 0:05:49 lr: 0.000013 loss: 32.8064 (33.1204) loss_bbox: 0.1912 (0.1943) loss_bbox_aux_0: 0.2060 (0.2095) loss_bbox_aux_1: 0.1950 (0.1973) loss_bbox_aux_2: 0.1919 (0.1948) loss_bbox_aux_3: 0.1915 (0.1944) loss_bbox_aux_4: 0.1911 (0.1943) loss_bbox_dn_0: 0.2744 (0.2747) loss_bbox_dn_1: 0.2034 (0.2087) loss_bbox_dn_2: 0.1887 (0.1980) loss_bbox_dn_3: 0.1835 (0.1949) loss_bbox_dn_4: 0.1825 (0.1944) loss_bbox_dn_5: 0.1825 (0.1944) loss_bbox_dn_pre: 0.2779 (0.2798) loss_bbox_enc_0: 0.2605 (0.2529) loss_bbox_pre: 0.2065 (0.2098) loss_dfl: 0.9456 (0.9659) loss_fgl_aux_0: 0.9786 (1.0053) loss_fgl_aux_1: 0.9495 (0.9694) loss_fgl_aux_2: 0.9460 (0.9661) loss_fgl_aux_3: 0.9454 (0.9659) loss_fgl_aux_4: 0.9455 (0.9659) loss_fgl_dn_0: 1.0972 (1.0985) loss_fgl_dn_1: 0.9981 (0.9954) loss_fgl_dn_2: 0.9866 (0.9864) loss_fgl_dn_3: 0.9868 (0.9871) loss_fgl_dn_4: 0.9872 (0.9874) loss_fgl_dn_5: 0.9871 (0.9874) loss_giou: 0.6068 (0.5911) loss_giou_aux_0: 0.6301 (0.6190) loss_giou_aux_1: 0.6075 (0.5966) loss_giou_aux_2: 0.6050 (0.5918) loss_giou_aux_3: 0.6065 (0.5912) loss_giou_aux_4: 0.6070 (0.5911) loss_giou_dn_0: 0.6148 (0.6172) loss_giou_dn_1: 0.5051 (0.5070) loss_giou_dn_2: 0.4888 (0.4896) loss_giou_dn_3: 0.4841 (0.4854) loss_giou_dn_4: 0.4841 (0.4847) loss_giou_dn_5: 0.4841 (0.4847) loss_giou_dn_pre: 0.6125 (0.6159) loss_giou_enc_0: 0.7031 (0.7014) loss_giou_pre: 0.6295 (0.6170) loss_ddf_aux_0: 0.0607 (0.0665) loss_ddf_aux_1: 0.0082 (0.0084) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2684 (0.2642) loss_ddf_dn_1: 0.0361 (0.0339) loss_ddf_dn_2: 0.0071 (0.0065) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6727 (0.7015) loss_vfl_aux_0: 0.7415 (0.7811) loss_vfl_aux_1: 0.7208 (0.7573) loss_vfl_aux_2: 0.7048 (0.7349) loss_vfl_aux_3: 0.6860 (0.7126) loss_vfl_aux_4: 0.6713 (0.7027) loss_vfl_dn_0: 0.4986 (0.5001) loss_vfl_dn_1: 0.4499 (0.4457) loss_vfl_dn_2: 0.4334 (0.4310) loss_vfl_dn_3: 0.4247 (0.4210) loss_vfl_dn_4: 0.4193 (0.4175) loss_vfl_dn_5: 0.4192 (0.4170) loss_vfl_dn_pre: 0.5006 (0.5008) loss_vfl_enc_0: 0.7574 (0.7742) loss_vfl_pre: 0.7416 (0.7842) time: 0.7616 data: 0.0284 max mem: 9097 Epoch: [16] [3400/3696] eta: 0:04:20 lr: 0.000013 loss: 32.7332 (33.1137) loss_bbox: 0.1853 (0.1942) loss_bbox_aux_0: 0.1962 (0.2094) loss_bbox_aux_1: 0.1860 (0.1972) loss_bbox_aux_2: 0.1846 (0.1948) loss_bbox_aux_3: 0.1864 (0.1943) loss_bbox_aux_4: 0.1852 (0.1942) loss_bbox_dn_0: 0.2698 (0.2746) loss_bbox_dn_1: 0.2091 (0.2085) loss_bbox_dn_2: 0.1930 (0.1978) loss_bbox_dn_3: 0.1871 (0.1947) loss_bbox_dn_4: 0.1851 (0.1942) loss_bbox_dn_5: 0.1849 (0.1942) loss_bbox_dn_pre: 0.2753 (0.2797) loss_bbox_enc_0: 0.2394 (0.2528) loss_bbox_pre: 0.1979 (0.2097) loss_dfl: 0.9845 (0.9659) loss_fgl_aux_0: 1.0291 (1.0053) loss_fgl_aux_1: 0.9895 (0.9694) loss_fgl_aux_2: 0.9848 (0.9662) loss_fgl_aux_3: 0.9837 (0.9660) loss_fgl_aux_4: 0.9845 (0.9659) loss_fgl_dn_0: 1.1064 (1.0986) loss_fgl_dn_1: 0.9935 (0.9955) loss_fgl_dn_2: 0.9850 (0.9864) loss_fgl_dn_3: 0.9858 (0.9871) loss_fgl_dn_4: 0.9860 (0.9874) loss_fgl_dn_5: 0.9858 (0.9874) loss_giou: 0.5516 (0.5909) loss_giou_aux_0: 0.5847 (0.6188) loss_giou_aux_1: 0.5562 (0.5964) loss_giou_aux_2: 0.5520 (0.5916) loss_giou_aux_3: 0.5519 (0.5910) loss_giou_aux_4: 0.5519 (0.5909) loss_giou_dn_0: 0.6091 (0.6170) loss_giou_dn_1: 0.4885 (0.5068) loss_giou_dn_2: 0.4708 (0.4894) loss_giou_dn_3: 0.4666 (0.4852) loss_giou_dn_4: 0.4663 (0.4845) loss_giou_dn_5: 0.4665 (0.4845) loss_giou_dn_pre: 0.6095 (0.6157) loss_giou_enc_0: 0.6908 (0.7012) loss_giou_pre: 0.5836 (0.6169) loss_ddf_aux_0: 0.0695 (0.0665) loss_ddf_aux_1: 0.0093 (0.0084) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2674 (0.2645) loss_ddf_dn_1: 0.0338 (0.0339) loss_ddf_dn_2: 0.0064 (0.0065) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7096 (0.7012) loss_vfl_aux_0: 0.7952 (0.7806) loss_vfl_aux_1: 0.7750 (0.7572) loss_vfl_aux_2: 0.7416 (0.7346) loss_vfl_aux_3: 0.7181 (0.7123) loss_vfl_aux_4: 0.7099 (0.7024) loss_vfl_dn_0: 0.4989 (0.5001) loss_vfl_dn_1: 0.4399 (0.4457) loss_vfl_dn_2: 0.4268 (0.4310) loss_vfl_dn_3: 0.4179 (0.4210) loss_vfl_dn_4: 0.4122 (0.4175) loss_vfl_dn_5: 0.4113 (0.4169) loss_vfl_dn_pre: 0.4987 (0.5008) loss_vfl_enc_0: 0.7677 (0.7740) loss_vfl_pre: 0.7943 (0.7838) time: 0.7467 data: 0.0265 max mem: 9097 Epoch: [16] [3500/3696] eta: 0:02:51 lr: 0.000013 loss: 33.0469 (33.1093) loss_bbox: 0.2068 (0.1942) loss_bbox_aux_0: 0.2235 (0.2095) loss_bbox_aux_1: 0.2076 (0.1972) loss_bbox_aux_2: 0.2080 (0.1948) loss_bbox_aux_3: 0.2071 (0.1943) loss_bbox_aux_4: 0.2068 (0.1942) loss_bbox_dn_0: 0.2809 (0.2747) loss_bbox_dn_1: 0.2083 (0.2085) loss_bbox_dn_2: 0.2007 (0.1978) loss_bbox_dn_3: 0.1978 (0.1947) loss_bbox_dn_4: 0.1978 (0.1942) loss_bbox_dn_5: 0.1978 (0.1942) loss_bbox_dn_pre: 0.2890 (0.2797) loss_bbox_enc_0: 0.2724 (0.2530) loss_bbox_pre: 0.2240 (0.2097) loss_dfl: 0.9598 (0.9659) loss_fgl_aux_0: 1.0027 (1.0054) loss_fgl_aux_1: 0.9636 (0.9694) loss_fgl_aux_2: 0.9602 (0.9662) loss_fgl_aux_3: 0.9594 (0.9660) loss_fgl_aux_4: 0.9599 (0.9659) loss_fgl_dn_0: 1.1011 (1.0987) loss_fgl_dn_1: 0.9868 (0.9954) loss_fgl_dn_2: 0.9757 (0.9863) loss_fgl_dn_3: 0.9749 (0.9871) loss_fgl_dn_4: 0.9752 (0.9874) loss_fgl_dn_5: 0.9752 (0.9874) loss_giou: 0.5508 (0.5904) loss_giou_aux_0: 0.5827 (0.6184) loss_giou_aux_1: 0.5572 (0.5959) loss_giou_aux_2: 0.5500 (0.5911) loss_giou_aux_3: 0.5493 (0.5905) loss_giou_aux_4: 0.5495 (0.5904) loss_giou_dn_0: 0.5834 (0.6167) loss_giou_dn_1: 0.4650 (0.5064) loss_giou_dn_2: 0.4475 (0.4890) loss_giou_dn_3: 0.4450 (0.4847) loss_giou_dn_4: 0.4450 (0.4841) loss_giou_dn_5: 0.4452 (0.4841) loss_giou_dn_pre: 0.5852 (0.6154) loss_giou_enc_0: 0.6568 (0.7008) loss_giou_pre: 0.5795 (0.6164) loss_ddf_aux_0: 0.0707 (0.0666) loss_ddf_aux_1: 0.0089 (0.0084) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2891 (0.2648) loss_ddf_dn_1: 0.0421 (0.0340) loss_ddf_dn_2: 0.0082 (0.0065) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6998 (0.7014) loss_vfl_aux_0: 0.7632 (0.7807) loss_vfl_aux_1: 0.7518 (0.7574) loss_vfl_aux_2: 0.7301 (0.7348) loss_vfl_aux_3: 0.7190 (0.7125) loss_vfl_aux_4: 0.6921 (0.7026) loss_vfl_dn_0: 0.4988 (0.5002) loss_vfl_dn_1: 0.4462 (0.4457) loss_vfl_dn_2: 0.4285 (0.4309) loss_vfl_dn_3: 0.4199 (0.4209) loss_vfl_dn_4: 0.4162 (0.4174) loss_vfl_dn_5: 0.4154 (0.4169) loss_vfl_dn_pre: 0.4991 (0.5008) loss_vfl_enc_0: 0.7581 (0.7741) loss_vfl_pre: 0.7755 (0.7839) time: 0.7602 data: 0.0257 max mem: 9097 Epoch: [16] [3600/3696] eta: 0:01:23 lr: 0.000013 loss: 33.1765 (33.1129) loss_bbox: 0.1940 (0.1943) loss_bbox_aux_0: 0.2103 (0.2095) loss_bbox_aux_1: 0.1978 (0.1973) loss_bbox_aux_2: 0.1930 (0.1948) loss_bbox_aux_3: 0.1935 (0.1944) loss_bbox_aux_4: 0.1937 (0.1943) loss_bbox_dn_0: 0.2614 (0.2746) loss_bbox_dn_1: 0.2008 (0.2085) loss_bbox_dn_2: 0.1905 (0.1978) loss_bbox_dn_3: 0.1904 (0.1946) loss_bbox_dn_4: 0.1899 (0.1942) loss_bbox_dn_5: 0.1898 (0.1941) loss_bbox_dn_pre: 0.2654 (0.2797) loss_bbox_enc_0: 0.2402 (0.2529) loss_bbox_pre: 0.2098 (0.2098) loss_dfl: 0.9850 (0.9659) loss_fgl_aux_0: 1.0217 (1.0053) loss_fgl_aux_1: 0.9891 (0.9694) loss_fgl_aux_2: 0.9860 (0.9661) loss_fgl_aux_3: 0.9858 (0.9659) loss_fgl_aux_4: 0.9849 (0.9659) loss_fgl_dn_0: 1.0979 (1.0987) loss_fgl_dn_1: 1.0061 (0.9955) loss_fgl_dn_2: 0.9994 (0.9864) loss_fgl_dn_3: 0.9993 (0.9871) loss_fgl_dn_4: 0.9996 (0.9874) loss_fgl_dn_5: 0.9997 (0.9874) loss_giou: 0.6070 (0.5907) loss_giou_aux_0: 0.6202 (0.6187) loss_giou_aux_1: 0.6096 (0.5962) loss_giou_aux_2: 0.6064 (0.5914) loss_giou_aux_3: 0.6075 (0.5908) loss_giou_aux_4: 0.6070 (0.5907) loss_giou_dn_0: 0.6029 (0.6167) loss_giou_dn_1: 0.4993 (0.5065) loss_giou_dn_2: 0.4828 (0.4891) loss_giou_dn_3: 0.4780 (0.4848) loss_giou_dn_4: 0.4776 (0.4842) loss_giou_dn_5: 0.4776 (0.4842) loss_giou_dn_pre: 0.6003 (0.6154) loss_giou_enc_0: 0.6928 (0.7009) loss_giou_pre: 0.6204 (0.6167) loss_ddf_aux_0: 0.0591 (0.0667) loss_ddf_aux_1: 0.0076 (0.0084) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2570 (0.2649) loss_ddf_dn_1: 0.0334 (0.0340) loss_ddf_dn_2: 0.0068 (0.0065) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6930 (0.7014) loss_vfl_aux_0: 0.7731 (0.7810) loss_vfl_aux_1: 0.7476 (0.7577) loss_vfl_aux_2: 0.7255 (0.7350) loss_vfl_aux_3: 0.7114 (0.7125) loss_vfl_aux_4: 0.6923 (0.7027) loss_vfl_dn_0: 0.5001 (0.5001) loss_vfl_dn_1: 0.4445 (0.4457) loss_vfl_dn_2: 0.4322 (0.4309) loss_vfl_dn_3: 0.4222 (0.4209) loss_vfl_dn_4: 0.4200 (0.4174) loss_vfl_dn_5: 0.4173 (0.4169) loss_vfl_dn_pre: 0.5005 (0.5008) loss_vfl_enc_0: 0.7413 (0.7741) loss_vfl_pre: 0.7786 (0.7841) time: 0.7605 data: 0.0391 max mem: 9097 Epoch: [16] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 33.1500 (33.1116) loss_bbox: 0.1941 (0.1943) loss_bbox_aux_0: 0.2096 (0.2096) loss_bbox_aux_1: 0.1986 (0.1973) loss_bbox_aux_2: 0.1946 (0.1949) loss_bbox_aux_3: 0.1942 (0.1944) loss_bbox_aux_4: 0.1941 (0.1943) loss_bbox_dn_0: 0.2562 (0.2745) loss_bbox_dn_1: 0.1895 (0.2085) loss_bbox_dn_2: 0.1802 (0.1978) loss_bbox_dn_3: 0.1766 (0.1946) loss_bbox_dn_4: 0.1756 (0.1941) loss_bbox_dn_5: 0.1755 (0.1941) loss_bbox_dn_pre: 0.2565 (0.2796) loss_bbox_enc_0: 0.2512 (0.2529) loss_bbox_pre: 0.2093 (0.2098) loss_dfl: 0.9597 (0.9659) loss_fgl_aux_0: 1.0068 (1.0053) loss_fgl_aux_1: 0.9676 (0.9694) loss_fgl_aux_2: 0.9584 (0.9661) loss_fgl_aux_3: 0.9587 (0.9659) loss_fgl_aux_4: 0.9591 (0.9659) loss_fgl_dn_0: 1.0949 (1.0986) loss_fgl_dn_1: 1.0005 (0.9955) loss_fgl_dn_2: 0.9935 (0.9864) loss_fgl_dn_3: 0.9942 (0.9871) loss_fgl_dn_4: 0.9942 (0.9874) loss_fgl_dn_5: 0.9942 (0.9874) loss_giou: 0.5839 (0.5908) loss_giou_aux_0: 0.6147 (0.6188) loss_giou_aux_1: 0.5897 (0.5963) loss_giou_aux_2: 0.5838 (0.5915) loss_giou_aux_3: 0.5833 (0.5909) loss_giou_aux_4: 0.5837 (0.5908) loss_giou_dn_0: 0.6252 (0.6167) loss_giou_dn_1: 0.5094 (0.5065) loss_giou_dn_2: 0.4949 (0.4891) loss_giou_dn_3: 0.4896 (0.4848) loss_giou_dn_4: 0.4882 (0.4842) loss_giou_dn_5: 0.4881 (0.4841) loss_giou_dn_pre: 0.6252 (0.6154) loss_giou_enc_0: 0.6975 (0.7010) loss_giou_pre: 0.6135 (0.6168) loss_ddf_aux_0: 0.0668 (0.0666) loss_ddf_aux_1: 0.0083 (0.0085) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2729 (0.2650) loss_ddf_dn_1: 0.0365 (0.0341) loss_ddf_dn_2: 0.0077 (0.0065) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6877 (0.7013) loss_vfl_aux_0: 0.7653 (0.7807) loss_vfl_aux_1: 0.7479 (0.7574) loss_vfl_aux_2: 0.7118 (0.7348) loss_vfl_aux_3: 0.6913 (0.7122) loss_vfl_aux_4: 0.6791 (0.7025) loss_vfl_dn_0: 0.4947 (0.5001) loss_vfl_dn_1: 0.4409 (0.4456) loss_vfl_dn_2: 0.4283 (0.4308) loss_vfl_dn_3: 0.4204 (0.4209) loss_vfl_dn_4: 0.4149 (0.4174) loss_vfl_dn_5: 0.4167 (0.4168) loss_vfl_dn_pre: 0.4965 (0.5008) loss_vfl_enc_0: 0.7611 (0.7739) loss_vfl_pre: 0.7684 (0.7839) time: 0.7285 data: 0.0260 max mem: 9097 Epoch: [16] Total time: 0:53:36 (0.8702 s / it) Averaged stats: lr: 0.000013 loss: 33.1500 (33.1116) loss_bbox: 0.1941 (0.1943) loss_bbox_aux_0: 0.2096 (0.2096) loss_bbox_aux_1: 0.1986 (0.1973) loss_bbox_aux_2: 0.1946 (0.1949) loss_bbox_aux_3: 0.1942 (0.1944) loss_bbox_aux_4: 0.1941 (0.1943) loss_bbox_dn_0: 0.2562 (0.2745) loss_bbox_dn_1: 0.1895 (0.2085) loss_bbox_dn_2: 0.1802 (0.1978) loss_bbox_dn_3: 0.1766 (0.1946) loss_bbox_dn_4: 0.1756 (0.1941) loss_bbox_dn_5: 0.1755 (0.1941) loss_bbox_dn_pre: 0.2565 (0.2796) loss_bbox_enc_0: 0.2512 (0.2529) loss_bbox_pre: 0.2093 (0.2098) loss_dfl: 0.9597 (0.9659) loss_fgl_aux_0: 1.0068 (1.0053) loss_fgl_aux_1: 0.9676 (0.9694) loss_fgl_aux_2: 0.9584 (0.9661) loss_fgl_aux_3: 0.9587 (0.9659) loss_fgl_aux_4: 0.9591 (0.9659) loss_fgl_dn_0: 1.0949 (1.0986) loss_fgl_dn_1: 1.0005 (0.9955) loss_fgl_dn_2: 0.9935 (0.9864) loss_fgl_dn_3: 0.9942 (0.9871) loss_fgl_dn_4: 0.9942 (0.9874) loss_fgl_dn_5: 0.9942 (0.9874) loss_giou: 0.5839 (0.5908) loss_giou_aux_0: 0.6147 (0.6188) loss_giou_aux_1: 0.5897 (0.5963) loss_giou_aux_2: 0.5838 (0.5915) loss_giou_aux_3: 0.5833 (0.5909) loss_giou_aux_4: 0.5837 (0.5908) loss_giou_dn_0: 0.6252 (0.6167) loss_giou_dn_1: 0.5094 (0.5065) loss_giou_dn_2: 0.4949 (0.4891) loss_giou_dn_3: 0.4896 (0.4848) loss_giou_dn_4: 0.4882 (0.4842) loss_giou_dn_5: 0.4881 (0.4841) loss_giou_dn_pre: 0.6252 (0.6154) loss_giou_enc_0: 0.6975 (0.7010) loss_giou_pre: 0.6135 (0.6168) loss_ddf_aux_0: 0.0668 (0.0666) loss_ddf_aux_1: 0.0083 (0.0085) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2729 (0.2650) loss_ddf_dn_1: 0.0365 (0.0341) loss_ddf_dn_2: 0.0077 (0.0065) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6877 (0.7013) loss_vfl_aux_0: 0.7653 (0.7807) loss_vfl_aux_1: 0.7479 (0.7574) loss_vfl_aux_2: 0.7118 (0.7348) loss_vfl_aux_3: 0.6913 (0.7122) loss_vfl_aux_4: 0.6791 (0.7025) loss_vfl_dn_0: 0.4947 (0.5001) loss_vfl_dn_1: 0.4409 (0.4456) loss_vfl_dn_2: 0.4283 (0.4308) loss_vfl_dn_3: 0.4204 (0.4209) loss_vfl_dn_4: 0.4149 (0.4174) loss_vfl_dn_5: 0.4167 (0.4168) loss_vfl_dn_pre: 0.4965 (0.5008) loss_vfl_enc_0: 0.7611 (0.7739) loss_vfl_pre: 0.7684 (0.7839) Test: [ 0/79] eta: 0:03:05 time: 2.3428 data: 1.8082 max mem: 9097 Test: [10/79] eta: 0:00:50 time: 0.7329 data: 0.2104 max mem: 9097 Test: [20/79] eta: 0:00:39 time: 0.5868 data: 0.0560 max mem: 9097 Test: [30/79] eta: 0:00:35 time: 0.7181 data: 0.0594 max mem: 9097 Test: [40/79] eta: 0:00:27 time: 0.7201 data: 0.0591 max mem: 9097 Test: [50/79] eta: 0:00:19 time: 0.6098 data: 0.0626 max mem: 9097 Test: [60/79] eta: 0:00:13 time: 0.7054 data: 0.0645 max mem: 9097 Test: [70/79] eta: 0:00:06 time: 0.6895 data: 0.0622 max mem: 9097 Test: [78/79] eta: 0:00:00 time: 0.6492 data: 0.0576 max mem: 9097 Test: Total time: 0:00:52 (0.6672 s / it) Averaged stats: Accumulating evaluation results... DONE (t=23.04s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.511 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.685 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.554 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.316 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.557 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.698 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.385 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.643 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.711 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.520 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.763 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 best_stat: {'epoch': 16, 'coco_eval_bbox': 0.5113244429203426} Epoch: [17] [ 0/3696] eta: 3:10:52 lr: 0.000013 loss: 33.5414 (33.5414) loss_bbox: 0.1508 (0.1508) loss_bbox_aux_0: 0.1590 (0.1590) loss_bbox_aux_1: 0.1540 (0.1540) loss_bbox_aux_2: 0.1517 (0.1517) loss_bbox_aux_3: 0.1509 (0.1509) loss_bbox_aux_4: 0.1507 (0.1507) loss_bbox_dn_0: 0.2110 (0.2110) loss_bbox_dn_1: 0.1556 (0.1556) loss_bbox_dn_2: 0.1479 (0.1479) loss_bbox_dn_3: 0.1436 (0.1436) loss_bbox_dn_4: 0.1439 (0.1439) loss_bbox_dn_5: 0.1440 (0.1440) loss_bbox_dn_pre: 0.2130 (0.2130) loss_bbox_enc_0: 0.1982 (0.1982) loss_bbox_pre: 0.1597 (0.1597) loss_dfl: 0.9503 (0.9503) loss_fgl_aux_0: 0.9746 (0.9746) loss_fgl_aux_1: 0.9519 (0.9519) loss_fgl_aux_2: 0.9503 (0.9503) loss_fgl_aux_3: 0.9504 (0.9504) loss_fgl_aux_4: 0.9506 (0.9506) loss_fgl_dn_0: 1.0955 (1.0955) loss_fgl_dn_1: 1.0067 (1.0067) loss_fgl_dn_2: 1.0021 (1.0021) loss_fgl_dn_3: 1.0045 (1.0045) loss_fgl_dn_4: 1.0050 (1.0050) loss_fgl_dn_5: 1.0050 (1.0050) loss_giou: 0.6965 (0.6965) loss_giou_aux_0: 0.7220 (0.7220) loss_giou_aux_1: 0.7048 (0.7048) loss_giou_aux_2: 0.6989 (0.6989) loss_giou_aux_3: 0.6976 (0.6976) loss_giou_aux_4: 0.6965 (0.6965) loss_giou_dn_0: 0.6769 (0.6769) loss_giou_dn_1: 0.5818 (0.5818) loss_giou_dn_2: 0.5620 (0.5620) loss_giou_dn_3: 0.5529 (0.5529) loss_giou_dn_4: 0.5519 (0.5519) loss_giou_dn_5: 0.5519 (0.5519) loss_giou_dn_pre: 0.6753 (0.6753) loss_giou_enc_0: 0.7986 (0.7986) loss_giou_pre: 0.7200 (0.7200) loss_ddf_aux_0: 0.0672 (0.0672) loss_ddf_aux_1: 0.0084 (0.0084) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0000 (0.0000) loss_ddf_dn_0: 0.2667 (0.2667) loss_ddf_dn_1: 0.0358 (0.0358) loss_ddf_dn_2: 0.0064 (0.0064) loss_ddf_dn_3: 0.0005 (0.0005) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6998 (0.6998) loss_vfl_aux_0: 0.7346 (0.7346) loss_vfl_aux_1: 0.7314 (0.7314) loss_vfl_aux_2: 0.7076 (0.7076) loss_vfl_aux_3: 0.7034 (0.7034) loss_vfl_aux_4: 0.7000 (0.7000) loss_vfl_dn_0: 0.5112 (0.5112) loss_vfl_dn_1: 0.4583 (0.4583) loss_vfl_dn_2: 0.4452 (0.4452) loss_vfl_dn_3: 0.4366 (0.4366) loss_vfl_dn_4: 0.4310 (0.4310) loss_vfl_dn_5: 0.4317 (0.4317) loss_vfl_dn_pre: 0.5124 (0.5124) loss_vfl_enc_0: 0.7445 (0.7445) loss_vfl_pre: 0.7383 (0.7383) time: 3.0985 data: 1.8293 max mem: 9097 Epoch: [17] [ 100/3696] eta: 0:47:05 lr: 0.000013 loss: 32.5226 (32.9124) loss_bbox: 0.1840 (0.1916) loss_bbox_aux_0: 0.1967 (0.2067) loss_bbox_aux_1: 0.1864 (0.1949) loss_bbox_aux_2: 0.1840 (0.1924) loss_bbox_aux_3: 0.1843 (0.1918) loss_bbox_aux_4: 0.1840 (0.1917) loss_bbox_dn_0: 0.2601 (0.2665) loss_bbox_dn_1: 0.1979 (0.2017) loss_bbox_dn_2: 0.1885 (0.1914) loss_bbox_dn_3: 0.1882 (0.1883) loss_bbox_dn_4: 0.1873 (0.1878) loss_bbox_dn_5: 0.1874 (0.1877) loss_bbox_dn_pre: 0.2672 (0.2718) loss_bbox_enc_0: 0.2471 (0.2528) loss_bbox_pre: 0.1982 (0.2071) loss_dfl: 0.9690 (0.9613) loss_fgl_aux_0: 1.0169 (1.0010) loss_fgl_aux_1: 0.9724 (0.9646) loss_fgl_aux_2: 0.9698 (0.9616) loss_fgl_aux_3: 0.9690 (0.9614) loss_fgl_aux_4: 0.9689 (0.9613) loss_fgl_dn_0: 1.0922 (1.0980) loss_fgl_dn_1: 0.9849 (0.9919) loss_fgl_dn_2: 0.9738 (0.9828) loss_fgl_dn_3: 0.9755 (0.9838) loss_fgl_dn_4: 0.9759 (0.9841) loss_fgl_dn_5: 0.9764 (0.9841) loss_giou: 0.5722 (0.5924) loss_giou_aux_0: 0.6069 (0.6211) loss_giou_aux_1: 0.5767 (0.5984) loss_giou_aux_2: 0.5726 (0.5932) loss_giou_aux_3: 0.5726 (0.5925) loss_giou_aux_4: 0.5721 (0.5924) loss_giou_dn_0: 0.5955 (0.6131) loss_giou_dn_1: 0.4799 (0.5034) loss_giou_dn_2: 0.4639 (0.4856) loss_giou_dn_3: 0.4590 (0.4808) loss_giou_dn_4: 0.4577 (0.4801) loss_giou_dn_5: 0.4579 (0.4801) loss_giou_dn_pre: 0.5943 (0.6119) loss_giou_enc_0: 0.6885 (0.7063) loss_giou_pre: 0.6030 (0.6190) loss_ddf_aux_0: 0.0606 (0.0670) loss_ddf_aux_1: 0.0075 (0.0085) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2517 (0.2615) loss_ddf_dn_1: 0.0326 (0.0351) loss_ddf_dn_2: 0.0070 (0.0071) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6880 (0.6929) loss_vfl_aux_0: 0.7826 (0.7730) loss_vfl_aux_1: 0.7590 (0.7455) loss_vfl_aux_2: 0.7371 (0.7282) loss_vfl_aux_3: 0.7101 (0.7063) loss_vfl_aux_4: 0.6957 (0.6950) loss_vfl_dn_0: 0.4958 (0.4979) loss_vfl_dn_1: 0.4396 (0.4426) loss_vfl_dn_2: 0.4243 (0.4279) loss_vfl_dn_3: 0.4167 (0.4187) loss_vfl_dn_4: 0.4128 (0.4151) loss_vfl_dn_5: 0.4131 (0.4146) loss_vfl_dn_pre: 0.4965 (0.4986) loss_vfl_enc_0: 0.7687 (0.7672) loss_vfl_pre: 0.7869 (0.7766) time: 0.7829 data: 0.0267 max mem: 9097 Epoch: [17] [ 200/3696] eta: 0:44:29 lr: 0.000013 loss: 33.2224 (33.0122) loss_bbox: 0.1967 (0.1932) loss_bbox_aux_0: 0.2117 (0.2083) loss_bbox_aux_1: 0.1991 (0.1964) loss_bbox_aux_2: 0.1969 (0.1938) loss_bbox_aux_3: 0.1969 (0.1933) loss_bbox_aux_4: 0.1968 (0.1932) loss_bbox_dn_0: 0.2691 (0.2711) loss_bbox_dn_1: 0.1989 (0.2056) loss_bbox_dn_2: 0.1895 (0.1949) loss_bbox_dn_3: 0.1850 (0.1917) loss_bbox_dn_4: 0.1852 (0.1911) loss_bbox_dn_5: 0.1852 (0.1911) loss_bbox_dn_pre: 0.2759 (0.2763) loss_bbox_enc_0: 0.2483 (0.2530) loss_bbox_pre: 0.2117 (0.2086) loss_dfl: 0.9681 (0.9640) loss_fgl_aux_0: 1.0136 (1.0035) loss_fgl_aux_1: 0.9709 (0.9675) loss_fgl_aux_2: 0.9670 (0.9643) loss_fgl_aux_3: 0.9671 (0.9641) loss_fgl_aux_4: 0.9680 (0.9640) loss_fgl_dn_0: 1.1005 (1.0986) loss_fgl_dn_1: 0.9971 (0.9941) loss_fgl_dn_2: 0.9924 (0.9849) loss_fgl_dn_3: 0.9940 (0.9860) loss_fgl_dn_4: 0.9945 (0.9863) loss_fgl_dn_5: 0.9947 (0.9863) loss_giou: 0.5858 (0.5896) loss_giou_aux_0: 0.6191 (0.6181) loss_giou_aux_1: 0.5892 (0.5954) loss_giou_aux_2: 0.5869 (0.5903) loss_giou_aux_3: 0.5855 (0.5896) loss_giou_aux_4: 0.5861 (0.5896) loss_giou_dn_0: 0.6187 (0.6147) loss_giou_dn_1: 0.5147 (0.5045) loss_giou_dn_2: 0.4974 (0.4866) loss_giou_dn_3: 0.4898 (0.4817) loss_giou_dn_4: 0.4892 (0.4809) loss_giou_dn_5: 0.4889 (0.4809) loss_giou_dn_pre: 0.6156 (0.6136) loss_giou_enc_0: 0.6920 (0.7000) loss_giou_pre: 0.6148 (0.6160) loss_ddf_aux_0: 0.0640 (0.0672) loss_ddf_aux_1: 0.0084 (0.0085) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2662 (0.2625) loss_ddf_dn_1: 0.0349 (0.0350) loss_ddf_dn_2: 0.0079 (0.0072) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6864 (0.6973) loss_vfl_aux_0: 0.7720 (0.7792) loss_vfl_aux_1: 0.7621 (0.7528) loss_vfl_aux_2: 0.7230 (0.7313) loss_vfl_aux_3: 0.7026 (0.7088) loss_vfl_aux_4: 0.6945 (0.6993) loss_vfl_dn_0: 0.4977 (0.4992) loss_vfl_dn_1: 0.4456 (0.4444) loss_vfl_dn_2: 0.4283 (0.4296) loss_vfl_dn_3: 0.4200 (0.4202) loss_vfl_dn_4: 0.4139 (0.4168) loss_vfl_dn_5: 0.4146 (0.4165) loss_vfl_dn_pre: 0.4983 (0.4999) loss_vfl_enc_0: 0.7769 (0.7746) loss_vfl_pre: 0.7814 (0.7823) time: 0.6912 data: 0.0205 max mem: 9097 Epoch: [17] [ 300/3696] eta: 0:42:48 lr: 0.000013 loss: 33.0372 (33.0002) loss_bbox: 0.1905 (0.1943) loss_bbox_aux_0: 0.2124 (0.2094) loss_bbox_aux_1: 0.1962 (0.1974) loss_bbox_aux_2: 0.1931 (0.1948) loss_bbox_aux_3: 0.1909 (0.1943) loss_bbox_aux_4: 0.1906 (0.1943) loss_bbox_dn_0: 0.2607 (0.2743) loss_bbox_dn_1: 0.1981 (0.2080) loss_bbox_dn_2: 0.1850 (0.1974) loss_bbox_dn_3: 0.1809 (0.1942) loss_bbox_dn_4: 0.1800 (0.1937) loss_bbox_dn_5: 0.1801 (0.1937) loss_bbox_dn_pre: 0.2638 (0.2795) loss_bbox_enc_0: 0.2489 (0.2540) loss_bbox_pre: 0.2119 (0.2097) loss_dfl: 0.9801 (0.9662) loss_fgl_aux_0: 1.0192 (1.0058) loss_fgl_aux_1: 0.9867 (0.9697) loss_fgl_aux_2: 0.9807 (0.9665) loss_fgl_aux_3: 0.9803 (0.9663) loss_fgl_aux_4: 0.9802 (0.9663) loss_fgl_dn_0: 1.0985 (1.0985) loss_fgl_dn_1: 0.9932 (0.9935) loss_fgl_dn_2: 0.9841 (0.9843) loss_fgl_dn_3: 0.9850 (0.9852) loss_fgl_dn_4: 0.9846 (0.9855) loss_fgl_dn_5: 0.9846 (0.9855) loss_giou: 0.5737 (0.5834) loss_giou_aux_0: 0.6051 (0.6118) loss_giou_aux_1: 0.5828 (0.5892) loss_giou_aux_2: 0.5756 (0.5841) loss_giou_aux_3: 0.5731 (0.5835) loss_giou_aux_4: 0.5733 (0.5834) loss_giou_dn_0: 0.6164 (0.6122) loss_giou_dn_1: 0.5033 (0.5020) loss_giou_dn_2: 0.4833 (0.4842) loss_giou_dn_3: 0.4754 (0.4794) loss_giou_dn_4: 0.4740 (0.4788) loss_giou_dn_5: 0.4740 (0.4787) loss_giou_dn_pre: 0.6167 (0.6110) loss_giou_enc_0: 0.6966 (0.6944) loss_giou_pre: 0.6032 (0.6097) loss_ddf_aux_0: 0.0668 (0.0665) loss_ddf_aux_1: 0.0080 (0.0084) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2567 (0.2625) loss_ddf_dn_1: 0.0330 (0.0343) loss_ddf_dn_2: 0.0066 (0.0071) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6719 (0.7007) loss_vfl_aux_0: 0.7631 (0.7823) loss_vfl_aux_1: 0.7366 (0.7551) loss_vfl_aux_2: 0.7054 (0.7329) loss_vfl_aux_3: 0.6941 (0.7120) loss_vfl_aux_4: 0.6712 (0.7028) loss_vfl_dn_0: 0.4963 (0.4995) loss_vfl_dn_1: 0.4378 (0.4436) loss_vfl_dn_2: 0.4243 (0.4286) loss_vfl_dn_3: 0.4158 (0.4191) loss_vfl_dn_4: 0.4120 (0.4156) loss_vfl_dn_5: 0.4132 (0.4152) loss_vfl_dn_pre: 0.4971 (0.5002) loss_vfl_enc_0: 0.7549 (0.7770) loss_vfl_pre: 0.7639 (0.7857) time: 0.7671 data: 0.0349 max mem: 9097 Epoch: [17] [ 400/3696] eta: 0:41:42 lr: 0.000013 loss: 33.0870 (32.9892) loss_bbox: 0.1952 (0.1922) loss_bbox_aux_0: 0.2103 (0.2071) loss_bbox_aux_1: 0.1984 (0.1953) loss_bbox_aux_2: 0.1961 (0.1928) loss_bbox_aux_3: 0.1954 (0.1923) loss_bbox_aux_4: 0.1953 (0.1922) loss_bbox_dn_0: 0.2555 (0.2713) loss_bbox_dn_1: 0.1939 (0.2054) loss_bbox_dn_2: 0.1817 (0.1947) loss_bbox_dn_3: 0.1748 (0.1915) loss_bbox_dn_4: 0.1725 (0.1911) loss_bbox_dn_5: 0.1725 (0.1910) loss_bbox_dn_pre: 0.2557 (0.2763) loss_bbox_enc_0: 0.2592 (0.2512) loss_bbox_pre: 0.2139 (0.2074) loss_dfl: 0.9660 (0.9648) loss_fgl_aux_0: 0.9955 (1.0038) loss_fgl_aux_1: 0.9687 (0.9681) loss_fgl_aux_2: 0.9666 (0.9650) loss_fgl_aux_3: 0.9656 (0.9648) loss_fgl_aux_4: 0.9658 (0.9648) loss_fgl_dn_0: 1.0959 (1.0982) loss_fgl_dn_1: 0.9965 (0.9938) loss_fgl_dn_2: 0.9916 (0.9848) loss_fgl_dn_3: 0.9933 (0.9856) loss_fgl_dn_4: 0.9933 (0.9860) loss_fgl_dn_5: 0.9933 (0.9860) loss_giou: 0.6106 (0.5884) loss_giou_aux_0: 0.6300 (0.6168) loss_giou_aux_1: 0.6158 (0.5941) loss_giou_aux_2: 0.6112 (0.5892) loss_giou_aux_3: 0.6109 (0.5885) loss_giou_aux_4: 0.6111 (0.5884) loss_giou_dn_0: 0.6265 (0.6149) loss_giou_dn_1: 0.5036 (0.5040) loss_giou_dn_2: 0.4840 (0.4863) loss_giou_dn_3: 0.4785 (0.4817) loss_giou_dn_4: 0.4774 (0.4810) loss_giou_dn_5: 0.4774 (0.4810) loss_giou_dn_pre: 0.6277 (0.6137) loss_giou_enc_0: 0.7123 (0.6991) loss_giou_pre: 0.6258 (0.6147) loss_ddf_aux_0: 0.0616 (0.0660) loss_ddf_aux_1: 0.0078 (0.0083) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2630 (0.2638) loss_ddf_dn_1: 0.0345 (0.0341) loss_ddf_dn_2: 0.0070 (0.0070) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6761 (0.6992) loss_vfl_aux_0: 0.7577 (0.7808) loss_vfl_aux_1: 0.7261 (0.7533) loss_vfl_aux_2: 0.7047 (0.7310) loss_vfl_aux_3: 0.6920 (0.7101) loss_vfl_aux_4: 0.6613 (0.7010) loss_vfl_dn_0: 0.4935 (0.4985) loss_vfl_dn_1: 0.4361 (0.4430) loss_vfl_dn_2: 0.4255 (0.4280) loss_vfl_dn_3: 0.4143 (0.4184) loss_vfl_dn_4: 0.4084 (0.4149) loss_vfl_dn_5: 0.4105 (0.4145) loss_vfl_dn_pre: 0.4941 (0.4991) loss_vfl_enc_0: 0.7476 (0.7725) loss_vfl_pre: 0.7615 (0.7839) time: 0.7634 data: 0.0244 max mem: 9097 Epoch: [17] [ 500/3696] eta: 0:40:36 lr: 0.000013 loss: 32.9068 (32.9930) loss_bbox: 0.1913 (0.1919) loss_bbox_aux_0: 0.2039 (0.2070) loss_bbox_aux_1: 0.1922 (0.1950) loss_bbox_aux_2: 0.1915 (0.1924) loss_bbox_aux_3: 0.1914 (0.1920) loss_bbox_aux_4: 0.1913 (0.1919) loss_bbox_dn_0: 0.2517 (0.2719) loss_bbox_dn_1: 0.1987 (0.2060) loss_bbox_dn_2: 0.1969 (0.1954) loss_bbox_dn_3: 0.1963 (0.1923) loss_bbox_dn_4: 0.1947 (0.1918) loss_bbox_dn_5: 0.1947 (0.1918) loss_bbox_dn_pre: 0.2620 (0.2770) loss_bbox_enc_0: 0.2494 (0.2508) loss_bbox_pre: 0.2063 (0.2073) loss_dfl: 0.9600 (0.9655) loss_fgl_aux_0: 0.9983 (1.0049) loss_fgl_aux_1: 0.9609 (0.9689) loss_fgl_aux_2: 0.9588 (0.9658) loss_fgl_aux_3: 0.9601 (0.9656) loss_fgl_aux_4: 0.9601 (0.9655) loss_fgl_dn_0: 1.0909 (1.0981) loss_fgl_dn_1: 0.9892 (0.9937) loss_fgl_dn_2: 0.9818 (0.9847) loss_fgl_dn_3: 0.9822 (0.9855) loss_fgl_dn_4: 0.9822 (0.9858) loss_fgl_dn_5: 0.9822 (0.9858) loss_giou: 0.6045 (0.5874) loss_giou_aux_0: 0.6274 (0.6160) loss_giou_aux_1: 0.6072 (0.5932) loss_giou_aux_2: 0.6030 (0.5882) loss_giou_aux_3: 0.6050 (0.5875) loss_giou_aux_4: 0.6046 (0.5874) loss_giou_dn_0: 0.6132 (0.6153) loss_giou_dn_1: 0.5096 (0.5044) loss_giou_dn_2: 0.4919 (0.4867) loss_giou_dn_3: 0.4842 (0.4822) loss_giou_dn_4: 0.4842 (0.4816) loss_giou_dn_5: 0.4841 (0.4816) loss_giou_dn_pre: 0.6163 (0.6141) loss_giou_enc_0: 0.7064 (0.6981) loss_giou_pre: 0.6250 (0.6138) loss_ddf_aux_0: 0.0645 (0.0670) loss_ddf_aux_1: 0.0082 (0.0083) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2586 (0.2629) loss_ddf_dn_1: 0.0321 (0.0338) loss_ddf_dn_2: 0.0066 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6902 (0.7001) loss_vfl_aux_0: 0.7671 (0.7803) loss_vfl_aux_1: 0.7458 (0.7536) loss_vfl_aux_2: 0.7217 (0.7312) loss_vfl_aux_3: 0.6920 (0.7108) loss_vfl_aux_4: 0.6897 (0.7015) loss_vfl_dn_0: 0.4861 (0.4983) loss_vfl_dn_1: 0.4360 (0.4429) loss_vfl_dn_2: 0.4268 (0.4281) loss_vfl_dn_3: 0.4137 (0.4185) loss_vfl_dn_4: 0.4102 (0.4150) loss_vfl_dn_5: 0.4088 (0.4145) loss_vfl_dn_pre: 0.4873 (0.4990) loss_vfl_enc_0: 0.7582 (0.7724) loss_vfl_pre: 0.7700 (0.7834) time: 0.7285 data: 0.0228 max mem: 9097 Epoch: [17] [ 600/3696] eta: 0:39:47 lr: 0.000013 loss: 32.8723 (32.9903) loss_bbox: 0.1809 (0.1922) loss_bbox_aux_0: 0.1980 (0.2073) loss_bbox_aux_1: 0.1821 (0.1953) loss_bbox_aux_2: 0.1813 (0.1927) loss_bbox_aux_3: 0.1807 (0.1922) loss_bbox_aux_4: 0.1809 (0.1922) loss_bbox_dn_0: 0.2595 (0.2727) loss_bbox_dn_1: 0.2028 (0.2067) loss_bbox_dn_2: 0.1920 (0.1961) loss_bbox_dn_3: 0.1875 (0.1928) loss_bbox_dn_4: 0.1868 (0.1924) loss_bbox_dn_5: 0.1869 (0.1923) loss_bbox_dn_pre: 0.2654 (0.2778) loss_bbox_enc_0: 0.2391 (0.2513) loss_bbox_pre: 0.1981 (0.2076) loss_dfl: 0.9599 (0.9657) loss_fgl_aux_0: 1.0092 (1.0053) loss_fgl_aux_1: 0.9628 (0.9692) loss_fgl_aux_2: 0.9605 (0.9660) loss_fgl_aux_3: 0.9604 (0.9657) loss_fgl_aux_4: 0.9600 (0.9657) loss_fgl_dn_0: 1.0967 (1.0983) loss_fgl_dn_1: 0.9901 (0.9937) loss_fgl_dn_2: 0.9793 (0.9846) loss_fgl_dn_3: 0.9787 (0.9855) loss_fgl_dn_4: 0.9792 (0.9858) loss_fgl_dn_5: 0.9794 (0.9858) loss_giou: 0.5710 (0.5857) loss_giou_aux_0: 0.6062 (0.6142) loss_giou_aux_1: 0.5829 (0.5914) loss_giou_aux_2: 0.5745 (0.5864) loss_giou_aux_3: 0.5705 (0.5858) loss_giou_aux_4: 0.5707 (0.5857) loss_giou_dn_0: 0.6110 (0.6139) loss_giou_dn_1: 0.4923 (0.5031) loss_giou_dn_2: 0.4754 (0.4855) loss_giou_dn_3: 0.4683 (0.4810) loss_giou_dn_4: 0.4668 (0.4804) loss_giou_dn_5: 0.4670 (0.4804) loss_giou_dn_pre: 0.6085 (0.6127) loss_giou_enc_0: 0.6863 (0.6963) loss_giou_pre: 0.6055 (0.6121) loss_ddf_aux_0: 0.0692 (0.0672) loss_ddf_aux_1: 0.0093 (0.0084) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2580 (0.2626) loss_ddf_dn_1: 0.0341 (0.0337) loss_ddf_dn_2: 0.0076 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6927 (0.7012) loss_vfl_aux_0: 0.7719 (0.7818) loss_vfl_aux_1: 0.7496 (0.7560) loss_vfl_aux_2: 0.7213 (0.7329) loss_vfl_aux_3: 0.7071 (0.7115) loss_vfl_aux_4: 0.6942 (0.7024) loss_vfl_dn_0: 0.4973 (0.4986) loss_vfl_dn_1: 0.4383 (0.4429) loss_vfl_dn_2: 0.4266 (0.4281) loss_vfl_dn_3: 0.4154 (0.4185) loss_vfl_dn_4: 0.4135 (0.4150) loss_vfl_dn_5: 0.4128 (0.4145) loss_vfl_dn_pre: 0.4985 (0.4993) loss_vfl_enc_0: 0.7658 (0.7738) loss_vfl_pre: 0.7749 (0.7848) time: 1.0876 data: 0.0213 max mem: 9097 Epoch: [17] [ 700/3696] eta: 0:38:20 lr: 0.000013 loss: 33.1019 (32.9777) loss_bbox: 0.1994 (0.1918) loss_bbox_aux_0: 0.2083 (0.2070) loss_bbox_aux_1: 0.2019 (0.1949) loss_bbox_aux_2: 0.2002 (0.1924) loss_bbox_aux_3: 0.1996 (0.1919) loss_bbox_aux_4: 0.1995 (0.1918) loss_bbox_dn_0: 0.2673 (0.2718) loss_bbox_dn_1: 0.2077 (0.2059) loss_bbox_dn_2: 0.1958 (0.1952) loss_bbox_dn_3: 0.1899 (0.1920) loss_bbox_dn_4: 0.1872 (0.1915) loss_bbox_dn_5: 0.1872 (0.1915) loss_bbox_dn_pre: 0.2813 (0.2770) loss_bbox_enc_0: 0.2537 (0.2511) loss_bbox_pre: 0.2085 (0.2072) loss_dfl: 0.9556 (0.9661) loss_fgl_aux_0: 0.9886 (1.0056) loss_fgl_aux_1: 0.9576 (0.9696) loss_fgl_aux_2: 0.9568 (0.9664) loss_fgl_aux_3: 0.9563 (0.9661) loss_fgl_aux_4: 0.9556 (0.9661) loss_fgl_dn_0: 1.0915 (1.0982) loss_fgl_dn_1: 0.9920 (0.9937) loss_fgl_dn_2: 0.9793 (0.9845) loss_fgl_dn_3: 0.9802 (0.9854) loss_fgl_dn_4: 0.9806 (0.9857) loss_fgl_dn_5: 0.9807 (0.9857) loss_giou: 0.6004 (0.5848) loss_giou_aux_0: 0.6216 (0.6134) loss_giou_aux_1: 0.6055 (0.5906) loss_giou_aux_2: 0.6003 (0.5856) loss_giou_aux_3: 0.6011 (0.5849) loss_giou_aux_4: 0.6008 (0.5849) loss_giou_dn_0: 0.6141 (0.6138) loss_giou_dn_1: 0.5009 (0.5031) loss_giou_dn_2: 0.4942 (0.4855) loss_giou_dn_3: 0.4914 (0.4811) loss_giou_dn_4: 0.4911 (0.4804) loss_giou_dn_5: 0.4913 (0.4804) loss_giou_dn_pre: 0.6110 (0.6126) loss_giou_enc_0: 0.7083 (0.6955) loss_giou_pre: 0.6196 (0.6113) loss_ddf_aux_0: 0.0673 (0.0673) loss_ddf_aux_1: 0.0081 (0.0084) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2612 (0.2629) loss_ddf_dn_1: 0.0345 (0.0338) loss_ddf_dn_2: 0.0060 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6800 (0.7007) loss_vfl_aux_0: 0.7807 (0.7819) loss_vfl_aux_1: 0.7581 (0.7567) loss_vfl_aux_2: 0.7347 (0.7332) loss_vfl_aux_3: 0.6949 (0.7112) loss_vfl_aux_4: 0.6837 (0.7018) loss_vfl_dn_0: 0.4982 (0.4987) loss_vfl_dn_1: 0.4445 (0.4432) loss_vfl_dn_2: 0.4305 (0.4283) loss_vfl_dn_3: 0.4224 (0.4186) loss_vfl_dn_4: 0.4165 (0.4152) loss_vfl_dn_5: 0.4158 (0.4147) loss_vfl_dn_pre: 0.4996 (0.4994) loss_vfl_enc_0: 0.7643 (0.7735) loss_vfl_pre: 0.7867 (0.7849) time: 0.7537 data: 0.0320 max mem: 9097 Epoch: [17] [ 800/3696] eta: 0:37:17 lr: 0.000013 loss: 32.9352 (32.9915) loss_bbox: 0.1776 (0.1925) loss_bbox_aux_0: 0.1997 (0.2076) loss_bbox_aux_1: 0.1798 (0.1956) loss_bbox_aux_2: 0.1776 (0.1931) loss_bbox_aux_3: 0.1776 (0.1926) loss_bbox_aux_4: 0.1775 (0.1925) loss_bbox_dn_0: 0.2681 (0.2714) loss_bbox_dn_1: 0.1929 (0.2056) loss_bbox_dn_2: 0.1860 (0.1950) loss_bbox_dn_3: 0.1816 (0.1918) loss_bbox_dn_4: 0.1813 (0.1913) loss_bbox_dn_5: 0.1814 (0.1913) loss_bbox_dn_pre: 0.2747 (0.2767) loss_bbox_enc_0: 0.2516 (0.2518) loss_bbox_pre: 0.2017 (0.2079) loss_dfl: 0.9635 (0.9656) loss_fgl_aux_0: 1.0021 (1.0049) loss_fgl_aux_1: 0.9620 (0.9691) loss_fgl_aux_2: 0.9627 (0.9659) loss_fgl_aux_3: 0.9630 (0.9656) loss_fgl_aux_4: 0.9632 (0.9656) loss_fgl_dn_0: 1.0988 (1.0980) loss_fgl_dn_1: 0.9943 (0.9939) loss_fgl_dn_2: 0.9844 (0.9848) loss_fgl_dn_3: 0.9848 (0.9856) loss_fgl_dn_4: 0.9850 (0.9859) loss_fgl_dn_5: 0.9850 (0.9859) loss_giou: 0.5672 (0.5871) loss_giou_aux_0: 0.6009 (0.6155) loss_giou_aux_1: 0.5763 (0.5928) loss_giou_aux_2: 0.5686 (0.5879) loss_giou_aux_3: 0.5678 (0.5872) loss_giou_aux_4: 0.5674 (0.5871) loss_giou_dn_0: 0.6109 (0.6149) loss_giou_dn_1: 0.5052 (0.5042) loss_giou_dn_2: 0.4915 (0.4866) loss_giou_dn_3: 0.4866 (0.4822) loss_giou_dn_4: 0.4857 (0.4816) loss_giou_dn_5: 0.4854 (0.4816) loss_giou_dn_pre: 0.6114 (0.6137) loss_giou_enc_0: 0.6913 (0.6977) loss_giou_pre: 0.5988 (0.6133) loss_ddf_aux_0: 0.0641 (0.0669) loss_ddf_aux_1: 0.0084 (0.0084) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2652 (0.2630) loss_ddf_dn_1: 0.0328 (0.0339) loss_ddf_dn_2: 0.0064 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6931 (0.6991) loss_vfl_aux_0: 0.7537 (0.7800) loss_vfl_aux_1: 0.7358 (0.7549) loss_vfl_aux_2: 0.7170 (0.7318) loss_vfl_aux_3: 0.6979 (0.7095) loss_vfl_aux_4: 0.6914 (0.7002) loss_vfl_dn_0: 0.4987 (0.4986) loss_vfl_dn_1: 0.4398 (0.4433) loss_vfl_dn_2: 0.4305 (0.4284) loss_vfl_dn_3: 0.4178 (0.4188) loss_vfl_dn_4: 0.4180 (0.4153) loss_vfl_dn_5: 0.4176 (0.4148) loss_vfl_dn_pre: 0.4979 (0.4993) loss_vfl_enc_0: 0.7562 (0.7716) loss_vfl_pre: 0.7559 (0.7831) time: 0.9843 data: 0.0253 max mem: 9097 Epoch: [17] [ 900/3696] eta: 0:36:21 lr: 0.000013 loss: 32.9094 (33.0041) loss_bbox: 0.1869 (0.1929) loss_bbox_aux_0: 0.2011 (0.2082) loss_bbox_aux_1: 0.1900 (0.1960) loss_bbox_aux_2: 0.1879 (0.1935) loss_bbox_aux_3: 0.1868 (0.1930) loss_bbox_aux_4: 0.1870 (0.1929) loss_bbox_dn_0: 0.2687 (0.2718) loss_bbox_dn_1: 0.2119 (0.2061) loss_bbox_dn_2: 0.2015 (0.1954) loss_bbox_dn_3: 0.1974 (0.1922) loss_bbox_dn_4: 0.1970 (0.1918) loss_bbox_dn_5: 0.1967 (0.1918) loss_bbox_dn_pre: 0.2762 (0.2770) loss_bbox_enc_0: 0.2438 (0.2523) loss_bbox_pre: 0.2013 (0.2085) loss_dfl: 0.9615 (0.9653) loss_fgl_aux_0: 0.9914 (1.0045) loss_fgl_aux_1: 0.9657 (0.9688) loss_fgl_aux_2: 0.9606 (0.9656) loss_fgl_aux_3: 0.9615 (0.9654) loss_fgl_aux_4: 0.9614 (0.9653) loss_fgl_dn_0: 1.0951 (1.0978) loss_fgl_dn_1: 0.9893 (0.9941) loss_fgl_dn_2: 0.9829 (0.9850) loss_fgl_dn_3: 0.9834 (0.9858) loss_fgl_dn_4: 0.9838 (0.9861) loss_fgl_dn_5: 0.9838 (0.9861) loss_giou: 0.5886 (0.5879) loss_giou_aux_0: 0.6192 (0.6163) loss_giou_aux_1: 0.5983 (0.5936) loss_giou_aux_2: 0.5895 (0.5887) loss_giou_aux_3: 0.5890 (0.5880) loss_giou_aux_4: 0.5884 (0.5879) loss_giou_dn_0: 0.6268 (0.6150) loss_giou_dn_1: 0.5144 (0.5045) loss_giou_dn_2: 0.4972 (0.4870) loss_giou_dn_3: 0.4927 (0.4827) loss_giou_dn_4: 0.4927 (0.4820) loss_giou_dn_5: 0.4926 (0.4820) loss_giou_dn_pre: 0.6216 (0.6138) loss_giou_enc_0: 0.6791 (0.6983) loss_giou_pre: 0.6166 (0.6141) loss_ddf_aux_0: 0.0583 (0.0669) loss_ddf_aux_1: 0.0072 (0.0084) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2356 (0.2630) loss_ddf_dn_1: 0.0292 (0.0338) loss_ddf_dn_2: 0.0055 (0.0068) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6752 (0.6991) loss_vfl_aux_0: 0.7473 (0.7794) loss_vfl_aux_1: 0.7223 (0.7550) loss_vfl_aux_2: 0.7008 (0.7321) loss_vfl_aux_3: 0.6833 (0.7096) loss_vfl_aux_4: 0.6753 (0.7003) loss_vfl_dn_0: 0.4976 (0.4986) loss_vfl_dn_1: 0.4364 (0.4433) loss_vfl_dn_2: 0.4234 (0.4284) loss_vfl_dn_3: 0.4117 (0.4187) loss_vfl_dn_4: 0.4083 (0.4153) loss_vfl_dn_5: 0.4062 (0.4147) loss_vfl_dn_pre: 0.4977 (0.4993) loss_vfl_enc_0: 0.7557 (0.7712) loss_vfl_pre: 0.7476 (0.7826) time: 0.7362 data: 0.0260 max mem: 9097 Epoch: [17] [1000/3696] eta: 0:36:53 lr: 0.000013 loss: 33.0659 (33.0018) loss_bbox: 0.1887 (0.1930) loss_bbox_aux_0: 0.2015 (0.2082) loss_bbox_aux_1: 0.1881 (0.1961) loss_bbox_aux_2: 0.1890 (0.1936) loss_bbox_aux_3: 0.1888 (0.1931) loss_bbox_aux_4: 0.1887 (0.1930) loss_bbox_dn_0: 0.2899 (0.2725) loss_bbox_dn_1: 0.2203 (0.2066) loss_bbox_dn_2: 0.2057 (0.1960) loss_bbox_dn_3: 0.2016 (0.1928) loss_bbox_dn_4: 0.2009 (0.1923) loss_bbox_dn_5: 0.2012 (0.1923) loss_bbox_dn_pre: 0.2889 (0.2777) loss_bbox_enc_0: 0.2500 (0.2524) loss_bbox_pre: 0.2027 (0.2085) loss_dfl: 0.9689 (0.9654) loss_fgl_aux_0: 1.0125 (1.0044) loss_fgl_aux_1: 0.9711 (0.9689) loss_fgl_aux_2: 0.9700 (0.9657) loss_fgl_aux_3: 0.9689 (0.9655) loss_fgl_aux_4: 0.9691 (0.9654) loss_fgl_dn_0: 1.0966 (1.0976) loss_fgl_dn_1: 0.9926 (0.9941) loss_fgl_dn_2: 0.9861 (0.9850) loss_fgl_dn_3: 0.9868 (0.9859) loss_fgl_dn_4: 0.9873 (0.9861) loss_fgl_dn_5: 0.9873 (0.9861) loss_giou: 0.5389 (0.5880) loss_giou_aux_0: 0.5659 (0.6162) loss_giou_aux_1: 0.5453 (0.5936) loss_giou_aux_2: 0.5385 (0.5888) loss_giou_aux_3: 0.5386 (0.5881) loss_giou_aux_4: 0.5387 (0.5880) loss_giou_dn_0: 0.5894 (0.6150) loss_giou_dn_1: 0.4820 (0.5045) loss_giou_dn_2: 0.4660 (0.4871) loss_giou_dn_3: 0.4616 (0.4827) loss_giou_dn_4: 0.4612 (0.4821) loss_giou_dn_5: 0.4613 (0.4821) loss_giou_dn_pre: 0.5882 (0.6138) loss_giou_enc_0: 0.6509 (0.6981) loss_giou_pre: 0.5645 (0.6141) loss_ddf_aux_0: 0.0603 (0.0665) loss_ddf_aux_1: 0.0068 (0.0083) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2447 (0.2633) loss_ddf_dn_1: 0.0324 (0.0339) loss_ddf_dn_2: 0.0060 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7120 (0.6980) loss_vfl_aux_0: 0.7797 (0.7784) loss_vfl_aux_1: 0.7570 (0.7543) loss_vfl_aux_2: 0.7369 (0.7314) loss_vfl_aux_3: 0.7160 (0.7086) loss_vfl_aux_4: 0.7198 (0.6993) loss_vfl_dn_0: 0.5009 (0.4985) loss_vfl_dn_1: 0.4379 (0.4431) loss_vfl_dn_2: 0.4248 (0.4283) loss_vfl_dn_3: 0.4174 (0.4186) loss_vfl_dn_4: 0.4123 (0.4151) loss_vfl_dn_5: 0.4145 (0.4146) loss_vfl_dn_pre: 0.5015 (0.4992) loss_vfl_enc_0: 0.7709 (0.7706) loss_vfl_pre: 0.7805 (0.7816) time: 0.7609 data: 0.0253 max mem: 9097 Epoch: [17] [1100/3696] eta: 0:35:17 lr: 0.000013 loss: 32.8911 (33.0041) loss_bbox: 0.1845 (0.1931) loss_bbox_aux_0: 0.2008 (0.2082) loss_bbox_aux_1: 0.1911 (0.1962) loss_bbox_aux_2: 0.1876 (0.1937) loss_bbox_aux_3: 0.1854 (0.1932) loss_bbox_aux_4: 0.1845 (0.1932) loss_bbox_dn_0: 0.2572 (0.2724) loss_bbox_dn_1: 0.1907 (0.2066) loss_bbox_dn_2: 0.1853 (0.1960) loss_bbox_dn_3: 0.1801 (0.1928) loss_bbox_dn_4: 0.1798 (0.1923) loss_bbox_dn_5: 0.1797 (0.1923) loss_bbox_dn_pre: 0.2610 (0.2776) loss_bbox_enc_0: 0.2464 (0.2524) loss_bbox_pre: 0.2007 (0.2086) loss_dfl: 0.9774 (0.9656) loss_fgl_aux_0: 1.0168 (1.0044) loss_fgl_aux_1: 0.9826 (0.9690) loss_fgl_aux_2: 0.9779 (0.9659) loss_fgl_aux_3: 0.9776 (0.9657) loss_fgl_aux_4: 0.9772 (0.9656) loss_fgl_dn_0: 1.0904 (1.0978) loss_fgl_dn_1: 0.9915 (0.9943) loss_fgl_dn_2: 0.9872 (0.9853) loss_fgl_dn_3: 0.9874 (0.9862) loss_fgl_dn_4: 0.9875 (0.9864) loss_fgl_dn_5: 0.9878 (0.9864) loss_giou: 0.5936 (0.5887) loss_giou_aux_0: 0.6218 (0.6167) loss_giou_aux_1: 0.6014 (0.5943) loss_giou_aux_2: 0.5936 (0.5895) loss_giou_aux_3: 0.5934 (0.5888) loss_giou_aux_4: 0.5933 (0.5887) loss_giou_dn_0: 0.6208 (0.6150) loss_giou_dn_1: 0.5042 (0.5046) loss_giou_dn_2: 0.4880 (0.4873) loss_giou_dn_3: 0.4838 (0.4829) loss_giou_dn_4: 0.4841 (0.4823) loss_giou_dn_5: 0.4842 (0.4823) loss_giou_dn_pre: 0.6192 (0.6139) loss_giou_enc_0: 0.7012 (0.6986) loss_giou_pre: 0.6185 (0.6146) loss_ddf_aux_0: 0.0608 (0.0658) loss_ddf_aux_1: 0.0080 (0.0082) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2513 (0.2631) loss_ddf_dn_1: 0.0319 (0.0340) loss_ddf_dn_2: 0.0063 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6790 (0.6973) loss_vfl_aux_0: 0.7666 (0.7776) loss_vfl_aux_1: 0.7394 (0.7533) loss_vfl_aux_2: 0.7096 (0.7303) loss_vfl_aux_3: 0.6874 (0.7080) loss_vfl_aux_4: 0.6796 (0.6986) loss_vfl_dn_0: 0.4907 (0.4985) loss_vfl_dn_1: 0.4409 (0.4432) loss_vfl_dn_2: 0.4262 (0.4285) loss_vfl_dn_3: 0.4150 (0.4187) loss_vfl_dn_4: 0.4119 (0.4153) loss_vfl_dn_5: 0.4124 (0.4148) loss_vfl_dn_pre: 0.4922 (0.4992) loss_vfl_enc_0: 0.7463 (0.7701) loss_vfl_pre: 0.7689 (0.7807) time: 0.7684 data: 0.0315 max mem: 9097 Epoch: [17] [1200/3696] eta: 0:33:44 lr: 0.000013 loss: 32.7770 (33.0028) loss_bbox: 0.1867 (0.1935) loss_bbox_aux_0: 0.2004 (0.2087) loss_bbox_aux_1: 0.1910 (0.1965) loss_bbox_aux_2: 0.1868 (0.1941) loss_bbox_aux_3: 0.1864 (0.1936) loss_bbox_aux_4: 0.1867 (0.1935) loss_bbox_dn_0: 0.2607 (0.2728) loss_bbox_dn_1: 0.1963 (0.2069) loss_bbox_dn_2: 0.1857 (0.1964) loss_bbox_dn_3: 0.1803 (0.1931) loss_bbox_dn_4: 0.1791 (0.1927) loss_bbox_dn_5: 0.1790 (0.1926) loss_bbox_dn_pre: 0.2666 (0.2781) loss_bbox_enc_0: 0.2412 (0.2529) loss_bbox_pre: 0.2012 (0.2090) loss_dfl: 0.9681 (0.9655) loss_fgl_aux_0: 1.0044 (1.0045) loss_fgl_aux_1: 0.9700 (0.9689) loss_fgl_aux_2: 0.9685 (0.9658) loss_fgl_aux_3: 0.9678 (0.9656) loss_fgl_aux_4: 0.9680 (0.9655) loss_fgl_dn_0: 1.0873 (1.0979) loss_fgl_dn_1: 0.9899 (0.9941) loss_fgl_dn_2: 0.9809 (0.9851) loss_fgl_dn_3: 0.9806 (0.9859) loss_fgl_dn_4: 0.9809 (0.9862) loss_fgl_dn_5: 0.9809 (0.9862) loss_giou: 0.5559 (0.5875) loss_giou_aux_0: 0.5765 (0.6155) loss_giou_aux_1: 0.5573 (0.5930) loss_giou_aux_2: 0.5548 (0.5882) loss_giou_aux_3: 0.5561 (0.5876) loss_giou_aux_4: 0.5556 (0.5875) loss_giou_dn_0: 0.6173 (0.6143) loss_giou_dn_1: 0.4948 (0.5040) loss_giou_dn_2: 0.4746 (0.4866) loss_giou_dn_3: 0.4704 (0.4823) loss_giou_dn_4: 0.4697 (0.4816) loss_giou_dn_5: 0.4697 (0.4816) loss_giou_dn_pre: 0.6163 (0.6131) loss_giou_enc_0: 0.6584 (0.6976) loss_giou_pre: 0.5758 (0.6134) loss_ddf_aux_0: 0.0649 (0.0661) loss_ddf_aux_1: 0.0076 (0.0083) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2591 (0.2637) loss_ddf_dn_1: 0.0322 (0.0340) loss_ddf_dn_2: 0.0058 (0.0068) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7036 (0.6983) loss_vfl_aux_0: 0.7753 (0.7781) loss_vfl_aux_1: 0.7520 (0.7541) loss_vfl_aux_2: 0.7311 (0.7310) loss_vfl_aux_3: 0.7177 (0.7088) loss_vfl_aux_4: 0.7041 (0.6996) loss_vfl_dn_0: 0.4988 (0.4989) loss_vfl_dn_1: 0.4464 (0.4434) loss_vfl_dn_2: 0.4279 (0.4287) loss_vfl_dn_3: 0.4181 (0.4189) loss_vfl_dn_4: 0.4143 (0.4154) loss_vfl_dn_5: 0.4140 (0.4149) loss_vfl_dn_pre: 0.5002 (0.4996) loss_vfl_enc_0: 0.7585 (0.7706) loss_vfl_pre: 0.7805 (0.7813) time: 0.7542 data: 0.0289 max mem: 9097 Epoch: [17] [1300/3696] eta: 0:32:10 lr: 0.000013 loss: 33.0918 (33.0049) loss_bbox: 0.1925 (0.1937) loss_bbox_aux_0: 0.2071 (0.2087) loss_bbox_aux_1: 0.1934 (0.1967) loss_bbox_aux_2: 0.1918 (0.1942) loss_bbox_aux_3: 0.1928 (0.1938) loss_bbox_aux_4: 0.1926 (0.1937) loss_bbox_dn_0: 0.2753 (0.2726) loss_bbox_dn_1: 0.2052 (0.2069) loss_bbox_dn_2: 0.2006 (0.1964) loss_bbox_dn_3: 0.1973 (0.1932) loss_bbox_dn_4: 0.1968 (0.1927) loss_bbox_dn_5: 0.1967 (0.1927) loss_bbox_dn_pre: 0.2776 (0.2778) loss_bbox_enc_0: 0.2535 (0.2527) loss_bbox_pre: 0.2103 (0.2091) loss_dfl: 0.9808 (0.9656) loss_fgl_aux_0: 1.0254 (1.0045) loss_fgl_aux_1: 0.9858 (0.9691) loss_fgl_aux_2: 0.9808 (0.9659) loss_fgl_aux_3: 0.9808 (0.9657) loss_fgl_aux_4: 0.9806 (0.9656) loss_fgl_dn_0: 1.1064 (1.0980) loss_fgl_dn_1: 0.9985 (0.9945) loss_fgl_dn_2: 0.9906 (0.9855) loss_fgl_dn_3: 0.9927 (0.9863) loss_fgl_dn_4: 0.9927 (0.9866) loss_fgl_dn_5: 0.9929 (0.9866) loss_giou: 0.5732 (0.5881) loss_giou_aux_0: 0.5979 (0.6160) loss_giou_aux_1: 0.5775 (0.5936) loss_giou_aux_2: 0.5728 (0.5888) loss_giou_aux_3: 0.5719 (0.5881) loss_giou_aux_4: 0.5729 (0.5881) loss_giou_dn_0: 0.6119 (0.6143) loss_giou_dn_1: 0.4963 (0.5041) loss_giou_dn_2: 0.4812 (0.4867) loss_giou_dn_3: 0.4758 (0.4823) loss_giou_dn_4: 0.4754 (0.4817) loss_giou_dn_5: 0.4752 (0.4817) loss_giou_dn_pre: 0.6115 (0.6131) loss_giou_enc_0: 0.6829 (0.6977) loss_giou_pre: 0.5965 (0.6139) loss_ddf_aux_0: 0.0642 (0.0658) loss_ddf_aux_1: 0.0083 (0.0082) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2537 (0.2632) loss_ddf_dn_1: 0.0333 (0.0339) loss_ddf_dn_2: 0.0064 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6761 (0.6982) loss_vfl_aux_0: 0.7706 (0.7773) loss_vfl_aux_1: 0.7170 (0.7532) loss_vfl_aux_2: 0.7100 (0.7305) loss_vfl_aux_3: 0.6857 (0.7085) loss_vfl_aux_4: 0.6788 (0.6994) loss_vfl_dn_0: 0.5046 (0.4989) loss_vfl_dn_1: 0.4429 (0.4434) loss_vfl_dn_2: 0.4288 (0.4286) loss_vfl_dn_3: 0.4197 (0.4190) loss_vfl_dn_4: 0.4167 (0.4155) loss_vfl_dn_5: 0.4141 (0.4150) loss_vfl_dn_pre: 0.5047 (0.4996) loss_vfl_enc_0: 0.7490 (0.7701) loss_vfl_pre: 0.7662 (0.7804) time: 0.7729 data: 0.0258 max mem: 9097 Epoch: [17] [1400/3696] eta: 0:30:42 lr: 0.000013 loss: 32.6620 (32.9997) loss_bbox: 0.1853 (0.1937) loss_bbox_aux_0: 0.1940 (0.2088) loss_bbox_aux_1: 0.1895 (0.1967) loss_bbox_aux_2: 0.1861 (0.1943) loss_bbox_aux_3: 0.1853 (0.1938) loss_bbox_aux_4: 0.1853 (0.1938) loss_bbox_dn_0: 0.2641 (0.2730) loss_bbox_dn_1: 0.1929 (0.2072) loss_bbox_dn_2: 0.1815 (0.1967) loss_bbox_dn_3: 0.1743 (0.1935) loss_bbox_dn_4: 0.1734 (0.1930) loss_bbox_dn_5: 0.1734 (0.1930) loss_bbox_dn_pre: 0.2649 (0.2782) loss_bbox_enc_0: 0.2473 (0.2528) loss_bbox_pre: 0.1944 (0.2091) loss_dfl: 0.9631 (0.9658) loss_fgl_aux_0: 1.0060 (1.0049) loss_fgl_aux_1: 0.9631 (0.9693) loss_fgl_aux_2: 0.9628 (0.9661) loss_fgl_aux_3: 0.9630 (0.9659) loss_fgl_aux_4: 0.9629 (0.9659) loss_fgl_dn_0: 1.1004 (1.0980) loss_fgl_dn_1: 0.9960 (0.9944) loss_fgl_dn_2: 0.9875 (0.9854) loss_fgl_dn_3: 0.9863 (0.9862) loss_fgl_dn_4: 0.9867 (0.9864) loss_fgl_dn_5: 0.9867 (0.9865) loss_giou: 0.5865 (0.5870) loss_giou_aux_0: 0.6133 (0.6150) loss_giou_aux_1: 0.5892 (0.5926) loss_giou_aux_2: 0.5899 (0.5878) loss_giou_aux_3: 0.5864 (0.5871) loss_giou_aux_4: 0.5864 (0.5870) loss_giou_dn_0: 0.5995 (0.6137) loss_giou_dn_1: 0.4945 (0.5034) loss_giou_dn_2: 0.4809 (0.4860) loss_giou_dn_3: 0.4743 (0.4817) loss_giou_dn_4: 0.4729 (0.4811) loss_giou_dn_5: 0.4726 (0.4810) loss_giou_dn_pre: 0.5976 (0.6125) loss_giou_enc_0: 0.7018 (0.6967) loss_giou_pre: 0.6108 (0.6129) loss_ddf_aux_0: 0.0618 (0.0659) loss_ddf_aux_1: 0.0077 (0.0082) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2443 (0.2633) loss_ddf_dn_1: 0.0308 (0.0340) loss_ddf_dn_2: 0.0058 (0.0068) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6929 (0.6986) loss_vfl_aux_0: 0.7736 (0.7778) loss_vfl_aux_1: 0.7609 (0.7535) loss_vfl_aux_2: 0.7268 (0.7310) loss_vfl_aux_3: 0.7044 (0.7089) loss_vfl_aux_4: 0.7003 (0.6998) loss_vfl_dn_0: 0.5027 (0.4989) loss_vfl_dn_1: 0.4428 (0.4434) loss_vfl_dn_2: 0.4284 (0.4286) loss_vfl_dn_3: 0.4174 (0.4189) loss_vfl_dn_4: 0.4132 (0.4154) loss_vfl_dn_5: 0.4125 (0.4149) loss_vfl_dn_pre: 0.5035 (0.4996) loss_vfl_enc_0: 0.7699 (0.7707) loss_vfl_pre: 0.7802 (0.7810) time: 0.7249 data: 0.0300 max mem: 9097 Epoch: [17] [1500/3696] eta: 0:29:16 lr: 0.000013 loss: 33.4671 (32.9984) loss_bbox: 0.1950 (0.1937) loss_bbox_aux_0: 0.2050 (0.2088) loss_bbox_aux_1: 0.2004 (0.1967) loss_bbox_aux_2: 0.1968 (0.1943) loss_bbox_aux_3: 0.1949 (0.1938) loss_bbox_aux_4: 0.1951 (0.1937) loss_bbox_dn_0: 0.2878 (0.2728) loss_bbox_dn_1: 0.2192 (0.2070) loss_bbox_dn_2: 0.2049 (0.1965) loss_bbox_dn_3: 0.2002 (0.1933) loss_bbox_dn_4: 0.1995 (0.1928) loss_bbox_dn_5: 0.1993 (0.1928) loss_bbox_dn_pre: 0.2944 (0.2780) loss_bbox_enc_0: 0.2586 (0.2528) loss_bbox_pre: 0.2063 (0.2091) loss_dfl: 0.9453 (0.9660) loss_fgl_aux_0: 0.9814 (1.0050) loss_fgl_aux_1: 0.9476 (0.9694) loss_fgl_aux_2: 0.9467 (0.9662) loss_fgl_aux_3: 0.9452 (0.9660) loss_fgl_aux_4: 0.9456 (0.9660) loss_fgl_dn_0: 1.1015 (1.0982) loss_fgl_dn_1: 0.9913 (0.9946) loss_fgl_dn_2: 0.9858 (0.9855) loss_fgl_dn_3: 0.9868 (0.9863) loss_fgl_dn_4: 0.9871 (0.9866) loss_fgl_dn_5: 0.9871 (0.9866) loss_giou: 0.5600 (0.5867) loss_giou_aux_0: 0.5907 (0.6147) loss_giou_aux_1: 0.5683 (0.5923) loss_giou_aux_2: 0.5610 (0.5874) loss_giou_aux_3: 0.5592 (0.5868) loss_giou_aux_4: 0.5597 (0.5867) loss_giou_dn_0: 0.5879 (0.6133) loss_giou_dn_1: 0.4880 (0.5030) loss_giou_dn_2: 0.4735 (0.4856) loss_giou_dn_3: 0.4685 (0.4813) loss_giou_dn_4: 0.4677 (0.4807) loss_giou_dn_5: 0.4677 (0.4807) loss_giou_dn_pre: 0.5865 (0.6121) loss_giou_enc_0: 0.6660 (0.6964) loss_giou_pre: 0.5887 (0.6125) loss_ddf_aux_0: 0.0655 (0.0657) loss_ddf_aux_1: 0.0084 (0.0082) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2628 (0.2635) loss_ddf_dn_1: 0.0344 (0.0340) loss_ddf_dn_2: 0.0065 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7025 (0.6990) loss_vfl_aux_0: 0.7598 (0.7783) loss_vfl_aux_1: 0.7510 (0.7539) loss_vfl_aux_2: 0.7267 (0.7315) loss_vfl_aux_3: 0.7135 (0.7093) loss_vfl_aux_4: 0.7030 (0.7002) loss_vfl_dn_0: 0.5044 (0.4990) loss_vfl_dn_1: 0.4490 (0.4434) loss_vfl_dn_2: 0.4343 (0.4286) loss_vfl_dn_3: 0.4225 (0.4189) loss_vfl_dn_4: 0.4202 (0.4155) loss_vfl_dn_5: 0.4199 (0.4149) loss_vfl_dn_pre: 0.5048 (0.4997) loss_vfl_enc_0: 0.7868 (0.7711) loss_vfl_pre: 0.7624 (0.7815) time: 0.7377 data: 0.0265 max mem: 9097 Epoch: [17] [1600/3696] eta: 0:28:44 lr: 0.000013 loss: 33.2495 (33.0029) loss_bbox: 0.1855 (0.1937) loss_bbox_aux_0: 0.2026 (0.2088) loss_bbox_aux_1: 0.1882 (0.1967) loss_bbox_aux_2: 0.1876 (0.1943) loss_bbox_aux_3: 0.1857 (0.1938) loss_bbox_aux_4: 0.1856 (0.1938) loss_bbox_dn_0: 0.2803 (0.2727) loss_bbox_dn_1: 0.2145 (0.2069) loss_bbox_dn_2: 0.2002 (0.1964) loss_bbox_dn_3: 0.1943 (0.1932) loss_bbox_dn_4: 0.1935 (0.1928) loss_bbox_dn_5: 0.1937 (0.1927) loss_bbox_dn_pre: 0.2800 (0.2779) loss_bbox_enc_0: 0.2426 (0.2528) loss_bbox_pre: 0.2010 (0.2091) loss_dfl: 0.9768 (0.9656) loss_fgl_aux_0: 1.0084 (1.0045) loss_fgl_aux_1: 0.9769 (0.9691) loss_fgl_aux_2: 0.9767 (0.9659) loss_fgl_aux_3: 0.9762 (0.9657) loss_fgl_aux_4: 0.9767 (0.9656) loss_fgl_dn_0: 1.0958 (1.0980) loss_fgl_dn_1: 1.0004 (0.9944) loss_fgl_dn_2: 0.9924 (0.9854) loss_fgl_dn_3: 0.9935 (0.9862) loss_fgl_dn_4: 0.9936 (0.9865) loss_fgl_dn_5: 0.9936 (0.9865) loss_giou: 0.5749 (0.5875) loss_giou_aux_0: 0.6138 (0.6154) loss_giou_aux_1: 0.5833 (0.5930) loss_giou_aux_2: 0.5762 (0.5882) loss_giou_aux_3: 0.5758 (0.5876) loss_giou_aux_4: 0.5749 (0.5875) loss_giou_dn_0: 0.6127 (0.6137) loss_giou_dn_1: 0.5074 (0.5035) loss_giou_dn_2: 0.4855 (0.4862) loss_giou_dn_3: 0.4796 (0.4819) loss_giou_dn_4: 0.4793 (0.4813) loss_giou_dn_5: 0.4794 (0.4813) loss_giou_dn_pre: 0.6129 (0.6125) loss_giou_enc_0: 0.6981 (0.6972) loss_giou_pre: 0.6123 (0.6133) loss_ddf_aux_0: 0.0659 (0.0657) loss_ddf_aux_1: 0.0083 (0.0082) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2850 (0.2638) loss_ddf_dn_1: 0.0349 (0.0340) loss_ddf_dn_2: 0.0066 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7261 (0.6988) loss_vfl_aux_0: 0.7965 (0.7777) loss_vfl_aux_1: 0.7740 (0.7534) loss_vfl_aux_2: 0.7544 (0.7312) loss_vfl_aux_3: 0.7480 (0.7091) loss_vfl_aux_4: 0.7312 (0.7001) loss_vfl_dn_0: 0.5002 (0.4989) loss_vfl_dn_1: 0.4508 (0.4435) loss_vfl_dn_2: 0.4371 (0.4287) loss_vfl_dn_3: 0.4261 (0.4190) loss_vfl_dn_4: 0.4217 (0.4155) loss_vfl_dn_5: 0.4238 (0.4150) loss_vfl_dn_pre: 0.4994 (0.4996) loss_vfl_enc_0: 0.8058 (0.7713) loss_vfl_pre: 0.7983 (0.7809) time: 2.7775 data: 0.0247 max mem: 9097 Epoch: [17] [1700/3696] eta: 0:27:12 lr: 0.000013 loss: 32.7603 (32.9988) loss_bbox: 0.1928 (0.1941) loss_bbox_aux_0: 0.2062 (0.2092) loss_bbox_aux_1: 0.1952 (0.1971) loss_bbox_aux_2: 0.1934 (0.1947) loss_bbox_aux_3: 0.1930 (0.1942) loss_bbox_aux_4: 0.1929 (0.1941) loss_bbox_dn_0: 0.2648 (0.2731) loss_bbox_dn_1: 0.2080 (0.2072) loss_bbox_dn_2: 0.1905 (0.1967) loss_bbox_dn_3: 0.1884 (0.1935) loss_bbox_dn_4: 0.1889 (0.1930) loss_bbox_dn_5: 0.1886 (0.1930) loss_bbox_dn_pre: 0.2729 (0.2782) loss_bbox_enc_0: 0.2449 (0.2531) loss_bbox_pre: 0.2062 (0.2095) loss_dfl: 0.9626 (0.9650) loss_fgl_aux_0: 1.0059 (1.0039) loss_fgl_aux_1: 0.9685 (0.9684) loss_fgl_aux_2: 0.9615 (0.9652) loss_fgl_aux_3: 0.9623 (0.9650) loss_fgl_aux_4: 0.9625 (0.9650) loss_fgl_dn_0: 1.0968 (1.0978) loss_fgl_dn_1: 0.9871 (0.9941) loss_fgl_dn_2: 0.9776 (0.9850) loss_fgl_dn_3: 0.9785 (0.9858) loss_fgl_dn_4: 0.9787 (0.9861) loss_fgl_dn_5: 0.9787 (0.9861) loss_giou: 0.5525 (0.5879) loss_giou_aux_0: 0.5820 (0.6157) loss_giou_aux_1: 0.5593 (0.5933) loss_giou_aux_2: 0.5529 (0.5886) loss_giou_aux_3: 0.5531 (0.5879) loss_giou_aux_4: 0.5524 (0.5879) loss_giou_dn_0: 0.6034 (0.6136) loss_giou_dn_1: 0.4837 (0.5034) loss_giou_dn_2: 0.4675 (0.4861) loss_giou_dn_3: 0.4617 (0.4818) loss_giou_dn_4: 0.4615 (0.4812) loss_giou_dn_5: 0.4615 (0.4812) loss_giou_dn_pre: 0.6010 (0.6124) loss_giou_enc_0: 0.6634 (0.6974) loss_giou_pre: 0.5796 (0.6136) loss_ddf_aux_0: 0.0635 (0.0657) loss_ddf_aux_1: 0.0077 (0.0082) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2568 (0.2636) loss_ddf_dn_1: 0.0306 (0.0340) loss_ddf_dn_2: 0.0062 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6853 (0.6984) loss_vfl_aux_0: 0.7639 (0.7771) loss_vfl_aux_1: 0.7366 (0.7527) loss_vfl_aux_2: 0.7206 (0.7307) loss_vfl_aux_3: 0.6988 (0.7086) loss_vfl_aux_4: 0.6975 (0.6998) loss_vfl_dn_0: 0.5016 (0.4988) loss_vfl_dn_1: 0.4441 (0.4433) loss_vfl_dn_2: 0.4269 (0.4285) loss_vfl_dn_3: 0.4155 (0.4188) loss_vfl_dn_4: 0.4113 (0.4154) loss_vfl_dn_5: 0.4105 (0.4148) loss_vfl_dn_pre: 0.5021 (0.4994) loss_vfl_enc_0: 0.7660 (0.7711) loss_vfl_pre: 0.7714 (0.7803) time: 0.7586 data: 0.0294 max mem: 9097 Epoch: [17] [1800/3696] eta: 0:25:44 lr: 0.000013 loss: 33.0148 (32.9921) loss_bbox: 0.1871 (0.1937) loss_bbox_aux_0: 0.2038 (0.2088) loss_bbox_aux_1: 0.1906 (0.1967) loss_bbox_aux_2: 0.1867 (0.1943) loss_bbox_aux_3: 0.1872 (0.1938) loss_bbox_aux_4: 0.1870 (0.1938) loss_bbox_dn_0: 0.2611 (0.2729) loss_bbox_dn_1: 0.2014 (0.2071) loss_bbox_dn_2: 0.1902 (0.1966) loss_bbox_dn_3: 0.1883 (0.1934) loss_bbox_dn_4: 0.1894 (0.1929) loss_bbox_dn_5: 0.1894 (0.1929) loss_bbox_dn_pre: 0.2639 (0.2780) loss_bbox_enc_0: 0.2374 (0.2527) loss_bbox_pre: 0.2037 (0.2091) loss_dfl: 0.9527 (0.9644) loss_fgl_aux_0: 0.9923 (1.0033) loss_fgl_aux_1: 0.9560 (0.9678) loss_fgl_aux_2: 0.9524 (0.9646) loss_fgl_aux_3: 0.9527 (0.9644) loss_fgl_aux_4: 0.9528 (0.9644) loss_fgl_dn_0: 1.0918 (1.0977) loss_fgl_dn_1: 0.9844 (0.9939) loss_fgl_dn_2: 0.9800 (0.9848) loss_fgl_dn_3: 0.9807 (0.9856) loss_fgl_dn_4: 0.9810 (0.9859) loss_fgl_dn_5: 0.9808 (0.9859) loss_giou: 0.5839 (0.5884) loss_giou_aux_0: 0.6164 (0.6163) loss_giou_aux_1: 0.5878 (0.5939) loss_giou_aux_2: 0.5836 (0.5892) loss_giou_aux_3: 0.5834 (0.5885) loss_giou_aux_4: 0.5839 (0.5884) loss_giou_dn_0: 0.6168 (0.6136) loss_giou_dn_1: 0.4963 (0.5035) loss_giou_dn_2: 0.4837 (0.4862) loss_giou_dn_3: 0.4782 (0.4819) loss_giou_dn_4: 0.4780 (0.4813) loss_giou_dn_5: 0.4780 (0.4813) loss_giou_dn_pre: 0.6188 (0.6124) loss_giou_enc_0: 0.6883 (0.6981) loss_giou_pre: 0.6156 (0.6142) loss_ddf_aux_0: 0.0598 (0.0655) loss_ddf_aux_1: 0.0076 (0.0082) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2561 (0.2634) loss_ddf_dn_1: 0.0347 (0.0339) loss_ddf_dn_2: 0.0065 (0.0067) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6865 (0.6981) loss_vfl_aux_0: 0.7640 (0.7770) loss_vfl_aux_1: 0.7374 (0.7524) loss_vfl_aux_2: 0.7189 (0.7305) loss_vfl_aux_3: 0.6951 (0.7081) loss_vfl_aux_4: 0.6983 (0.6995) loss_vfl_dn_0: 0.4958 (0.4987) loss_vfl_dn_1: 0.4399 (0.4432) loss_vfl_dn_2: 0.4222 (0.4284) loss_vfl_dn_3: 0.4115 (0.4187) loss_vfl_dn_4: 0.4106 (0.4152) loss_vfl_dn_5: 0.4092 (0.4147) loss_vfl_dn_pre: 0.4960 (0.4994) loss_vfl_enc_0: 0.7545 (0.7711) loss_vfl_pre: 0.7659 (0.7802) time: 0.7579 data: 0.0276 max mem: 9097 Epoch: [17] [1900/3696] eta: 0:24:23 lr: 0.000013 loss: 32.8829 (32.9965) loss_bbox: 0.1862 (0.1936) loss_bbox_aux_0: 0.2051 (0.2087) loss_bbox_aux_1: 0.1917 (0.1966) loss_bbox_aux_2: 0.1870 (0.1942) loss_bbox_aux_3: 0.1863 (0.1937) loss_bbox_aux_4: 0.1862 (0.1936) loss_bbox_dn_0: 0.2817 (0.2727) loss_bbox_dn_1: 0.2141 (0.2071) loss_bbox_dn_2: 0.1996 (0.1966) loss_bbox_dn_3: 0.1963 (0.1934) loss_bbox_dn_4: 0.1958 (0.1929) loss_bbox_dn_5: 0.1958 (0.1929) loss_bbox_dn_pre: 0.2818 (0.2779) loss_bbox_enc_0: 0.2456 (0.2525) loss_bbox_pre: 0.2047 (0.2090) loss_dfl: 0.9713 (0.9644) loss_fgl_aux_0: 1.0185 (1.0032) loss_fgl_aux_1: 0.9754 (0.9678) loss_fgl_aux_2: 0.9719 (0.9646) loss_fgl_aux_3: 0.9714 (0.9644) loss_fgl_aux_4: 0.9715 (0.9644) loss_fgl_dn_0: 1.0953 (1.0974) loss_fgl_dn_1: 0.9866 (0.9940) loss_fgl_dn_2: 0.9803 (0.9850) loss_fgl_dn_3: 0.9814 (0.9858) loss_fgl_dn_4: 0.9814 (0.9860) loss_fgl_dn_5: 0.9815 (0.9860) loss_giou: 0.5594 (0.5893) loss_giou_aux_0: 0.5834 (0.6171) loss_giou_aux_1: 0.5652 (0.5948) loss_giou_aux_2: 0.5613 (0.5900) loss_giou_aux_3: 0.5594 (0.5894) loss_giou_aux_4: 0.5596 (0.5893) loss_giou_dn_0: 0.5976 (0.6138) loss_giou_dn_1: 0.4934 (0.5038) loss_giou_dn_2: 0.4803 (0.4865) loss_giou_dn_3: 0.4755 (0.4823) loss_giou_dn_4: 0.4755 (0.4817) loss_giou_dn_5: 0.4755 (0.4816) loss_giou_dn_pre: 0.5960 (0.6126) loss_giou_enc_0: 0.6726 (0.6990) loss_giou_pre: 0.5820 (0.6150) loss_ddf_aux_0: 0.0614 (0.0653) loss_ddf_aux_1: 0.0071 (0.0082) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2423 (0.2626) loss_ddf_dn_1: 0.0308 (0.0338) loss_ddf_dn_2: 0.0056 (0.0067) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6751 (0.6978) loss_vfl_aux_0: 0.7761 (0.7767) loss_vfl_aux_1: 0.7277 (0.7521) loss_vfl_aux_2: 0.7002 (0.7303) loss_vfl_aux_3: 0.6760 (0.7079) loss_vfl_aux_4: 0.6741 (0.6993) loss_vfl_dn_0: 0.4922 (0.4987) loss_vfl_dn_1: 0.4379 (0.4431) loss_vfl_dn_2: 0.4236 (0.4284) loss_vfl_dn_3: 0.4173 (0.4187) loss_vfl_dn_4: 0.4136 (0.4152) loss_vfl_dn_5: 0.4124 (0.4147) loss_vfl_dn_pre: 0.4926 (0.4993) loss_vfl_enc_0: 0.7562 (0.7706) loss_vfl_pre: 0.7795 (0.7800) time: 0.9926 data: 0.0221 max mem: 9097 Epoch: [17] [2000/3696] eta: 0:22:58 lr: 0.000013 loss: 32.9470 (32.9892) loss_bbox: 0.1824 (0.1934) loss_bbox_aux_0: 0.1996 (0.2084) loss_bbox_aux_1: 0.1894 (0.1963) loss_bbox_aux_2: 0.1843 (0.1939) loss_bbox_aux_3: 0.1827 (0.1935) loss_bbox_aux_4: 0.1825 (0.1934) loss_bbox_dn_0: 0.2438 (0.2725) loss_bbox_dn_1: 0.1942 (0.2069) loss_bbox_dn_2: 0.1825 (0.1964) loss_bbox_dn_3: 0.1767 (0.1932) loss_bbox_dn_4: 0.1757 (0.1927) loss_bbox_dn_5: 0.1756 (0.1927) loss_bbox_dn_pre: 0.2528 (0.2776) loss_bbox_enc_0: 0.2437 (0.2522) loss_bbox_pre: 0.2043 (0.2087) loss_dfl: 0.9642 (0.9646) loss_fgl_aux_0: 1.0028 (1.0033) loss_fgl_aux_1: 0.9658 (0.9681) loss_fgl_aux_2: 0.9637 (0.9648) loss_fgl_aux_3: 0.9636 (0.9647) loss_fgl_aux_4: 0.9642 (0.9646) loss_fgl_dn_0: 1.0994 (1.0974) loss_fgl_dn_1: 0.9982 (0.9939) loss_fgl_dn_2: 0.9884 (0.9849) loss_fgl_dn_3: 0.9907 (0.9857) loss_fgl_dn_4: 0.9915 (0.9860) loss_fgl_dn_5: 0.9915 (0.9860) loss_giou: 0.5906 (0.5887) loss_giou_aux_0: 0.6191 (0.6165) loss_giou_aux_1: 0.6006 (0.5942) loss_giou_aux_2: 0.5940 (0.5894) loss_giou_aux_3: 0.5907 (0.5888) loss_giou_aux_4: 0.5906 (0.5887) loss_giou_dn_0: 0.6061 (0.6135) loss_giou_dn_1: 0.5009 (0.5035) loss_giou_dn_2: 0.4819 (0.4862) loss_giou_dn_3: 0.4769 (0.4820) loss_giou_dn_4: 0.4756 (0.4813) loss_giou_dn_5: 0.4756 (0.4813) loss_giou_dn_pre: 0.6069 (0.6123) loss_giou_enc_0: 0.6937 (0.6984) loss_giou_pre: 0.6151 (0.6145) loss_ddf_aux_0: 0.0585 (0.0651) loss_ddf_aux_1: 0.0074 (0.0082) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2538 (0.2623) loss_ddf_dn_1: 0.0307 (0.0337) loss_ddf_dn_2: 0.0057 (0.0067) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6755 (0.6981) loss_vfl_aux_0: 0.7532 (0.7770) loss_vfl_aux_1: 0.7232 (0.7524) loss_vfl_aux_2: 0.7062 (0.7305) loss_vfl_aux_3: 0.6830 (0.7083) loss_vfl_aux_4: 0.6709 (0.6995) loss_vfl_dn_0: 0.4955 (0.4988) loss_vfl_dn_1: 0.4432 (0.4432) loss_vfl_dn_2: 0.4289 (0.4284) loss_vfl_dn_3: 0.4197 (0.4187) loss_vfl_dn_4: 0.4171 (0.4152) loss_vfl_dn_5: 0.4178 (0.4147) loss_vfl_dn_pre: 0.4955 (0.4994) loss_vfl_enc_0: 0.7505 (0.7711) loss_vfl_pre: 0.7547 (0.7802) time: 0.7664 data: 0.0287 max mem: 9097 Epoch: [17] [2100/3696] eta: 0:21:33 lr: 0.000013 loss: 32.6709 (32.9891) loss_bbox: 0.1907 (0.1933) loss_bbox_aux_0: 0.2034 (0.2084) loss_bbox_aux_1: 0.1919 (0.1963) loss_bbox_aux_2: 0.1903 (0.1939) loss_bbox_aux_3: 0.1911 (0.1934) loss_bbox_aux_4: 0.1906 (0.1934) loss_bbox_dn_0: 0.2618 (0.2726) loss_bbox_dn_1: 0.1924 (0.2070) loss_bbox_dn_2: 0.1844 (0.1964) loss_bbox_dn_3: 0.1801 (0.1933) loss_bbox_dn_4: 0.1800 (0.1928) loss_bbox_dn_5: 0.1801 (0.1928) loss_bbox_dn_pre: 0.2610 (0.2777) loss_bbox_enc_0: 0.2381 (0.2522) loss_bbox_pre: 0.2047 (0.2087) loss_dfl: 0.9712 (0.9647) loss_fgl_aux_0: 1.0015 (1.0033) loss_fgl_aux_1: 0.9748 (0.9681) loss_fgl_aux_2: 0.9708 (0.9649) loss_fgl_aux_3: 0.9713 (0.9647) loss_fgl_aux_4: 0.9711 (0.9647) loss_fgl_dn_0: 1.1030 (1.0974) loss_fgl_dn_1: 0.9976 (0.9941) loss_fgl_dn_2: 0.9895 (0.9850) loss_fgl_dn_3: 0.9898 (0.9858) loss_fgl_dn_4: 0.9896 (0.9861) loss_fgl_dn_5: 0.9896 (0.9861) loss_giou: 0.5784 (0.5887) loss_giou_aux_0: 0.6052 (0.6166) loss_giou_aux_1: 0.5850 (0.5942) loss_giou_aux_2: 0.5773 (0.5894) loss_giou_aux_3: 0.5784 (0.5888) loss_giou_aux_4: 0.5784 (0.5887) loss_giou_dn_0: 0.6045 (0.6135) loss_giou_dn_1: 0.4982 (0.5035) loss_giou_dn_2: 0.4819 (0.4862) loss_giou_dn_3: 0.4753 (0.4819) loss_giou_dn_4: 0.4747 (0.4813) loss_giou_dn_5: 0.4747 (0.4813) loss_giou_dn_pre: 0.6045 (0.6123) loss_giou_enc_0: 0.6822 (0.6986) loss_giou_pre: 0.6040 (0.6145) loss_ddf_aux_0: 0.0625 (0.0651) loss_ddf_aux_1: 0.0081 (0.0082) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2629 (0.2622) loss_ddf_dn_1: 0.0322 (0.0337) loss_ddf_dn_2: 0.0066 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6810 (0.6979) loss_vfl_aux_0: 0.7545 (0.7768) loss_vfl_aux_1: 0.7241 (0.7523) loss_vfl_aux_2: 0.7030 (0.7301) loss_vfl_aux_3: 0.6902 (0.7081) loss_vfl_aux_4: 0.6882 (0.6993) loss_vfl_dn_0: 0.4987 (0.4988) loss_vfl_dn_1: 0.4445 (0.4433) loss_vfl_dn_2: 0.4310 (0.4285) loss_vfl_dn_3: 0.4189 (0.4187) loss_vfl_dn_4: 0.4130 (0.4153) loss_vfl_dn_5: 0.4144 (0.4148) loss_vfl_dn_pre: 0.4995 (0.4995) loss_vfl_enc_0: 0.7656 (0.7710) loss_vfl_pre: 0.7484 (0.7801) time: 0.7751 data: 0.0266 max mem: 9097 Epoch: [17] [2200/3696] eta: 0:20:09 lr: 0.000013 loss: 32.8909 (32.9910) loss_bbox: 0.1881 (0.1932) loss_bbox_aux_0: 0.2047 (0.2082) loss_bbox_aux_1: 0.1914 (0.1962) loss_bbox_aux_2: 0.1888 (0.1938) loss_bbox_aux_3: 0.1886 (0.1933) loss_bbox_aux_4: 0.1883 (0.1932) loss_bbox_dn_0: 0.2638 (0.2723) loss_bbox_dn_1: 0.1972 (0.2067) loss_bbox_dn_2: 0.1897 (0.1961) loss_bbox_dn_3: 0.1865 (0.1930) loss_bbox_dn_4: 0.1866 (0.1925) loss_bbox_dn_5: 0.1867 (0.1925) loss_bbox_dn_pre: 0.2693 (0.2774) loss_bbox_enc_0: 0.2487 (0.2518) loss_bbox_pre: 0.2023 (0.2085) loss_dfl: 0.9582 (0.9648) loss_fgl_aux_0: 0.9927 (1.0033) loss_fgl_aux_1: 0.9629 (0.9682) loss_fgl_aux_2: 0.9603 (0.9650) loss_fgl_aux_3: 0.9581 (0.9648) loss_fgl_aux_4: 0.9580 (0.9648) loss_fgl_dn_0: 1.1002 (1.0975) loss_fgl_dn_1: 0.9885 (0.9942) loss_fgl_dn_2: 0.9810 (0.9852) loss_fgl_dn_3: 0.9822 (0.9860) loss_fgl_dn_4: 0.9830 (0.9862) loss_fgl_dn_5: 0.9831 (0.9862) loss_giou: 0.5925 (0.5890) loss_giou_aux_0: 0.6331 (0.6168) loss_giou_aux_1: 0.6083 (0.5945) loss_giou_aux_2: 0.5967 (0.5898) loss_giou_aux_3: 0.5943 (0.5891) loss_giou_aux_4: 0.5927 (0.5890) loss_giou_dn_0: 0.6152 (0.6136) loss_giou_dn_1: 0.5105 (0.5036) loss_giou_dn_2: 0.4967 (0.4864) loss_giou_dn_3: 0.4923 (0.4821) loss_giou_dn_4: 0.4925 (0.4815) loss_giou_dn_5: 0.4926 (0.4815) loss_giou_dn_pre: 0.6163 (0.6124) loss_giou_enc_0: 0.7091 (0.6988) loss_giou_pre: 0.6321 (0.6148) loss_ddf_aux_0: 0.0595 (0.0649) loss_ddf_aux_1: 0.0078 (0.0082) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2451 (0.2618) loss_ddf_dn_1: 0.0298 (0.0336) loss_ddf_dn_2: 0.0068 (0.0067) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6865 (0.6980) loss_vfl_aux_0: 0.7754 (0.7770) loss_vfl_aux_1: 0.7416 (0.7524) loss_vfl_aux_2: 0.7115 (0.7300) loss_vfl_aux_3: 0.7045 (0.7082) loss_vfl_aux_4: 0.6838 (0.6994) loss_vfl_dn_0: 0.4946 (0.4988) loss_vfl_dn_1: 0.4399 (0.4434) loss_vfl_dn_2: 0.4270 (0.4286) loss_vfl_dn_3: 0.4184 (0.4188) loss_vfl_dn_4: 0.4155 (0.4154) loss_vfl_dn_5: 0.4152 (0.4149) loss_vfl_dn_pre: 0.4954 (0.4995) loss_vfl_enc_0: 0.7928 (0.7712) loss_vfl_pre: 0.7845 (0.7803) time: 0.7638 data: 0.0347 max mem: 9097 Epoch: [17] [2300/3696] eta: 0:18:48 lr: 0.000013 loss: 33.0209 (32.9946) loss_bbox: 0.1884 (0.1933) loss_bbox_aux_0: 0.1969 (0.2082) loss_bbox_aux_1: 0.1902 (0.1962) loss_bbox_aux_2: 0.1886 (0.1938) loss_bbox_aux_3: 0.1885 (0.1933) loss_bbox_aux_4: 0.1884 (0.1933) loss_bbox_dn_0: 0.2546 (0.2722) loss_bbox_dn_1: 0.1892 (0.2067) loss_bbox_dn_2: 0.1769 (0.1961) loss_bbox_dn_3: 0.1716 (0.1930) loss_bbox_dn_4: 0.1700 (0.1925) loss_bbox_dn_5: 0.1700 (0.1925) loss_bbox_dn_pre: 0.2607 (0.2774) loss_bbox_enc_0: 0.2451 (0.2518) loss_bbox_pre: 0.1990 (0.2085) loss_dfl: 0.9597 (0.9647) loss_fgl_aux_0: 0.9952 (1.0032) loss_fgl_aux_1: 0.9630 (0.9681) loss_fgl_aux_2: 0.9606 (0.9649) loss_fgl_aux_3: 0.9597 (0.9647) loss_fgl_aux_4: 0.9597 (0.9647) loss_fgl_dn_0: 1.0979 (1.0975) loss_fgl_dn_1: 0.9992 (0.9943) loss_fgl_dn_2: 0.9917 (0.9853) loss_fgl_dn_3: 0.9921 (0.9860) loss_fgl_dn_4: 0.9920 (0.9863) loss_fgl_dn_5: 0.9919 (0.9863) loss_giou: 0.5978 (0.5896) loss_giou_aux_0: 0.6206 (0.6175) loss_giou_aux_1: 0.6037 (0.5951) loss_giou_aux_2: 0.5989 (0.5904) loss_giou_aux_3: 0.5986 (0.5897) loss_giou_aux_4: 0.5991 (0.5897) loss_giou_dn_0: 0.6163 (0.6141) loss_giou_dn_1: 0.5095 (0.5039) loss_giou_dn_2: 0.4914 (0.4867) loss_giou_dn_3: 0.4915 (0.4824) loss_giou_dn_4: 0.4902 (0.4818) loss_giou_dn_5: 0.4902 (0.4818) loss_giou_dn_pre: 0.6138 (0.6129) loss_giou_enc_0: 0.6872 (0.6995) loss_giou_pre: 0.6166 (0.6154) loss_ddf_aux_0: 0.0602 (0.0648) loss_ddf_aux_1: 0.0079 (0.0081) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2533 (0.2619) loss_ddf_dn_1: 0.0354 (0.0337) loss_ddf_dn_2: 0.0074 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6940 (0.6975) loss_vfl_aux_0: 0.7449 (0.7766) loss_vfl_aux_1: 0.7336 (0.7520) loss_vfl_aux_2: 0.7209 (0.7296) loss_vfl_aux_3: 0.6927 (0.7077) loss_vfl_aux_4: 0.6877 (0.6989) loss_vfl_dn_0: 0.4896 (0.4987) loss_vfl_dn_1: 0.4398 (0.4433) loss_vfl_dn_2: 0.4276 (0.4286) loss_vfl_dn_3: 0.4163 (0.4188) loss_vfl_dn_4: 0.4138 (0.4154) loss_vfl_dn_5: 0.4149 (0.4149) loss_vfl_dn_pre: 0.4901 (0.4994) loss_vfl_enc_0: 0.7670 (0.7708) loss_vfl_pre: 0.7522 (0.7798) time: 0.7316 data: 0.0237 max mem: 9097 Epoch: [17] [2400/3696] eta: 0:17:25 lr: 0.000013 loss: 33.1955 (32.9883) loss_bbox: 0.1864 (0.1932) loss_bbox_aux_0: 0.2006 (0.2081) loss_bbox_aux_1: 0.1891 (0.1961) loss_bbox_aux_2: 0.1864 (0.1937) loss_bbox_aux_3: 0.1865 (0.1933) loss_bbox_aux_4: 0.1863 (0.1932) loss_bbox_dn_0: 0.2499 (0.2722) loss_bbox_dn_1: 0.1971 (0.2066) loss_bbox_dn_2: 0.1863 (0.1960) loss_bbox_dn_3: 0.1857 (0.1929) loss_bbox_dn_4: 0.1865 (0.1924) loss_bbox_dn_5: 0.1866 (0.1924) loss_bbox_dn_pre: 0.2542 (0.2773) loss_bbox_enc_0: 0.2340 (0.2516) loss_bbox_pre: 0.1995 (0.2084) loss_dfl: 0.9642 (0.9646) loss_fgl_aux_0: 1.0029 (1.0031) loss_fgl_aux_1: 0.9698 (0.9680) loss_fgl_aux_2: 0.9649 (0.9648) loss_fgl_aux_3: 0.9642 (0.9646) loss_fgl_aux_4: 0.9643 (0.9646) loss_fgl_dn_0: 1.0970 (1.0976) loss_fgl_dn_1: 1.0008 (0.9943) loss_fgl_dn_2: 0.9939 (0.9852) loss_fgl_dn_3: 0.9960 (0.9860) loss_fgl_dn_4: 0.9962 (0.9863) loss_fgl_dn_5: 0.9962 (0.9863) loss_giou: 0.6065 (0.5894) loss_giou_aux_0: 0.6362 (0.6172) loss_giou_aux_1: 0.6130 (0.5949) loss_giou_aux_2: 0.6074 (0.5902) loss_giou_aux_3: 0.6063 (0.5895) loss_giou_aux_4: 0.6061 (0.5894) loss_giou_dn_0: 0.6203 (0.6138) loss_giou_dn_1: 0.5157 (0.5036) loss_giou_dn_2: 0.5000 (0.4863) loss_giou_dn_3: 0.4950 (0.4821) loss_giou_dn_4: 0.4944 (0.4814) loss_giou_dn_5: 0.4943 (0.4814) loss_giou_dn_pre: 0.6190 (0.6126) loss_giou_enc_0: 0.7093 (0.6992) loss_giou_pre: 0.6322 (0.6151) loss_ddf_aux_0: 0.0609 (0.0647) loss_ddf_aux_1: 0.0081 (0.0081) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2543 (0.2620) loss_ddf_dn_1: 0.0310 (0.0337) loss_ddf_dn_2: 0.0062 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6774 (0.6975) loss_vfl_aux_0: 0.7585 (0.7765) loss_vfl_aux_1: 0.7239 (0.7521) loss_vfl_aux_2: 0.7039 (0.7297) loss_vfl_aux_3: 0.6805 (0.7078) loss_vfl_aux_4: 0.6830 (0.6990) loss_vfl_dn_0: 0.4939 (0.4987) loss_vfl_dn_1: 0.4391 (0.4432) loss_vfl_dn_2: 0.4207 (0.4285) loss_vfl_dn_3: 0.4171 (0.4188) loss_vfl_dn_4: 0.4138 (0.4153) loss_vfl_dn_5: 0.4132 (0.4148) loss_vfl_dn_pre: 0.4941 (0.4994) loss_vfl_enc_0: 0.7439 (0.7708) loss_vfl_pre: 0.7617 (0.7798) time: 0.7507 data: 0.0289 max mem: 9097 Epoch: [17] [2500/3696] eta: 0:16:03 lr: 0.000013 loss: 32.8531 (32.9883) loss_bbox: 0.1837 (0.1932) loss_bbox_aux_0: 0.1997 (0.2081) loss_bbox_aux_1: 0.1873 (0.1961) loss_bbox_aux_2: 0.1835 (0.1937) loss_bbox_aux_3: 0.1835 (0.1933) loss_bbox_aux_4: 0.1837 (0.1932) loss_bbox_dn_0: 0.2513 (0.2721) loss_bbox_dn_1: 0.1934 (0.2065) loss_bbox_dn_2: 0.1814 (0.1959) loss_bbox_dn_3: 0.1787 (0.1928) loss_bbox_dn_4: 0.1772 (0.1923) loss_bbox_dn_5: 0.1769 (0.1923) loss_bbox_dn_pre: 0.2574 (0.2773) loss_bbox_enc_0: 0.2411 (0.2516) loss_bbox_pre: 0.1983 (0.2084) loss_dfl: 0.9741 (0.9648) loss_fgl_aux_0: 1.0075 (1.0032) loss_fgl_aux_1: 0.9769 (0.9682) loss_fgl_aux_2: 0.9733 (0.9650) loss_fgl_aux_3: 0.9743 (0.9648) loss_fgl_aux_4: 0.9745 (0.9648) loss_fgl_dn_0: 1.1053 (1.0977) loss_fgl_dn_1: 0.9981 (0.9943) loss_fgl_dn_2: 0.9911 (0.9853) loss_fgl_dn_3: 0.9921 (0.9861) loss_fgl_dn_4: 0.9926 (0.9863) loss_fgl_dn_5: 0.9924 (0.9863) loss_giou: 0.5814 (0.5895) loss_giou_aux_0: 0.6041 (0.6172) loss_giou_aux_1: 0.5831 (0.5949) loss_giou_aux_2: 0.5812 (0.5902) loss_giou_aux_3: 0.5817 (0.5895) loss_giou_aux_4: 0.5813 (0.5895) loss_giou_dn_0: 0.6299 (0.6138) loss_giou_dn_1: 0.5200 (0.5035) loss_giou_dn_2: 0.5052 (0.4863) loss_giou_dn_3: 0.5028 (0.4820) loss_giou_dn_4: 0.5032 (0.4814) loss_giou_dn_5: 0.5031 (0.4814) loss_giou_dn_pre: 0.6265 (0.6126) loss_giou_enc_0: 0.6792 (0.6993) loss_giou_pre: 0.6026 (0.6152) loss_ddf_aux_0: 0.0604 (0.0645) loss_ddf_aux_1: 0.0083 (0.0081) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2511 (0.2621) loss_ddf_dn_1: 0.0333 (0.0337) loss_ddf_dn_2: 0.0067 (0.0067) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7036 (0.6975) loss_vfl_aux_0: 0.7629 (0.7765) loss_vfl_aux_1: 0.7399 (0.7519) loss_vfl_aux_2: 0.7262 (0.7295) loss_vfl_aux_3: 0.6998 (0.7078) loss_vfl_aux_4: 0.6857 (0.6989) loss_vfl_dn_0: 0.4965 (0.4987) loss_vfl_dn_1: 0.4459 (0.4432) loss_vfl_dn_2: 0.4337 (0.4284) loss_vfl_dn_3: 0.4266 (0.4187) loss_vfl_dn_4: 0.4235 (0.4153) loss_vfl_dn_5: 0.4229 (0.4148) loss_vfl_dn_pre: 0.4968 (0.4993) loss_vfl_enc_0: 0.7714 (0.7709) loss_vfl_pre: 0.7660 (0.7797) time: 0.7650 data: 0.0265 max mem: 9097 Epoch: [17] [2600/3696] eta: 0:14:42 lr: 0.000013 loss: 33.0050 (32.9834) loss_bbox: 0.1889 (0.1931) loss_bbox_aux_0: 0.2048 (0.2080) loss_bbox_aux_1: 0.1914 (0.1960) loss_bbox_aux_2: 0.1889 (0.1936) loss_bbox_aux_3: 0.1892 (0.1932) loss_bbox_aux_4: 0.1889 (0.1931) loss_bbox_dn_0: 0.2646 (0.2720) loss_bbox_dn_1: 0.1951 (0.2064) loss_bbox_dn_2: 0.1845 (0.1958) loss_bbox_dn_3: 0.1825 (0.1927) loss_bbox_dn_4: 0.1802 (0.1922) loss_bbox_dn_5: 0.1801 (0.1922) loss_bbox_dn_pre: 0.2714 (0.2772) loss_bbox_enc_0: 0.2489 (0.2515) loss_bbox_pre: 0.2050 (0.2083) loss_dfl: 0.9594 (0.9647) loss_fgl_aux_0: 0.9991 (1.0032) loss_fgl_aux_1: 0.9624 (0.9681) loss_fgl_aux_2: 0.9598 (0.9649) loss_fgl_aux_3: 0.9590 (0.9647) loss_fgl_aux_4: 0.9592 (0.9647) loss_fgl_dn_0: 1.0911 (1.0976) loss_fgl_dn_1: 0.9900 (0.9942) loss_fgl_dn_2: 0.9829 (0.9852) loss_fgl_dn_3: 0.9838 (0.9859) loss_fgl_dn_4: 0.9844 (0.9862) loss_fgl_dn_5: 0.9846 (0.9862) loss_giou: 0.5986 (0.5893) loss_giou_aux_0: 0.6296 (0.6170) loss_giou_aux_1: 0.6059 (0.5947) loss_giou_aux_2: 0.6007 (0.5901) loss_giou_aux_3: 0.5999 (0.5894) loss_giou_aux_4: 0.5989 (0.5893) loss_giou_dn_0: 0.6058 (0.6134) loss_giou_dn_1: 0.4965 (0.5032) loss_giou_dn_2: 0.4751 (0.4860) loss_giou_dn_3: 0.4714 (0.4817) loss_giou_dn_4: 0.4712 (0.4811) loss_giou_dn_5: 0.4711 (0.4811) loss_giou_dn_pre: 0.6063 (0.6122) loss_giou_enc_0: 0.7121 (0.6990) loss_giou_pre: 0.6276 (0.6149) loss_ddf_aux_0: 0.0673 (0.0646) loss_ddf_aux_1: 0.0082 (0.0081) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2547 (0.2621) loss_ddf_dn_1: 0.0327 (0.0336) loss_ddf_dn_2: 0.0061 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7194 (0.6978) loss_vfl_aux_0: 0.7739 (0.7766) loss_vfl_aux_1: 0.7341 (0.7520) loss_vfl_aux_2: 0.7386 (0.7297) loss_vfl_aux_3: 0.7076 (0.7081) loss_vfl_aux_4: 0.7134 (0.6992) loss_vfl_dn_0: 0.5024 (0.4987) loss_vfl_dn_1: 0.4422 (0.4431) loss_vfl_dn_2: 0.4310 (0.4284) loss_vfl_dn_3: 0.4181 (0.4187) loss_vfl_dn_4: 0.4149 (0.4152) loss_vfl_dn_5: 0.4147 (0.4147) loss_vfl_dn_pre: 0.5037 (0.4994) loss_vfl_enc_0: 0.7836 (0.7711) loss_vfl_pre: 0.7764 (0.7798) time: 0.7215 data: 0.0248 max mem: 9097 Epoch: [17] [2700/3696] eta: 0:13:20 lr: 0.000013 loss: 33.4794 (32.9883) loss_bbox: 0.2034 (0.1932) loss_bbox_aux_0: 0.2126 (0.2081) loss_bbox_aux_1: 0.2049 (0.1962) loss_bbox_aux_2: 0.2037 (0.1938) loss_bbox_aux_3: 0.2030 (0.1933) loss_bbox_aux_4: 0.2035 (0.1933) loss_bbox_dn_0: 0.2447 (0.2719) loss_bbox_dn_1: 0.1873 (0.2063) loss_bbox_dn_2: 0.1755 (0.1957) loss_bbox_dn_3: 0.1710 (0.1926) loss_bbox_dn_4: 0.1703 (0.1921) loss_bbox_dn_5: 0.1704 (0.1921) loss_bbox_dn_pre: 0.2489 (0.2771) loss_bbox_enc_0: 0.2430 (0.2516) loss_bbox_pre: 0.2147 (0.2084) loss_dfl: 0.9451 (0.9647) loss_fgl_aux_0: 0.9774 (1.0032) loss_fgl_aux_1: 0.9493 (0.9681) loss_fgl_aux_2: 0.9461 (0.9649) loss_fgl_aux_3: 0.9456 (0.9647) loss_fgl_aux_4: 0.9450 (0.9647) loss_fgl_dn_0: 1.0907 (1.0977) loss_fgl_dn_1: 1.0015 (0.9943) loss_fgl_dn_2: 0.9929 (0.9852) loss_fgl_dn_3: 0.9935 (0.9860) loss_fgl_dn_4: 0.9938 (0.9863) loss_fgl_dn_5: 0.9937 (0.9863) loss_giou: 0.6205 (0.5896) loss_giou_aux_0: 0.6501 (0.6173) loss_giou_aux_1: 0.6247 (0.5950) loss_giou_aux_2: 0.6187 (0.5903) loss_giou_aux_3: 0.6195 (0.5897) loss_giou_aux_4: 0.6198 (0.5896) loss_giou_dn_0: 0.6251 (0.6136) loss_giou_dn_1: 0.5144 (0.5034) loss_giou_dn_2: 0.5001 (0.4861) loss_giou_dn_3: 0.4905 (0.4818) loss_giou_dn_4: 0.4895 (0.4812) loss_giou_dn_5: 0.4897 (0.4812) loss_giou_dn_pre: 0.6273 (0.6124) loss_giou_enc_0: 0.7171 (0.6993) loss_giou_pre: 0.6464 (0.6152) loss_ddf_aux_0: 0.0574 (0.0646) loss_ddf_aux_1: 0.0073 (0.0081) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2460 (0.2621) loss_ddf_dn_1: 0.0309 (0.0336) loss_ddf_dn_2: 0.0063 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6843 (0.6977) loss_vfl_aux_0: 0.7756 (0.7769) loss_vfl_aux_1: 0.7581 (0.7521) loss_vfl_aux_2: 0.7249 (0.7297) loss_vfl_aux_3: 0.7043 (0.7080) loss_vfl_aux_4: 0.6891 (0.6990) loss_vfl_dn_0: 0.4973 (0.4987) loss_vfl_dn_1: 0.4430 (0.4431) loss_vfl_dn_2: 0.4302 (0.4284) loss_vfl_dn_3: 0.4243 (0.4187) loss_vfl_dn_4: 0.4173 (0.4153) loss_vfl_dn_5: 0.4156 (0.4148) loss_vfl_dn_pre: 0.4974 (0.4994) loss_vfl_enc_0: 0.7626 (0.7712) loss_vfl_pre: 0.7804 (0.7802) time: 0.7875 data: 0.0307 max mem: 9097 Epoch: [17] [2800/3696] eta: 0:11:58 lr: 0.000013 loss: 32.9864 (32.9863) loss_bbox: 0.1665 (0.1931) loss_bbox_aux_0: 0.1752 (0.2080) loss_bbox_aux_1: 0.1656 (0.1960) loss_bbox_aux_2: 0.1652 (0.1937) loss_bbox_aux_3: 0.1665 (0.1932) loss_bbox_aux_4: 0.1663 (0.1931) loss_bbox_dn_0: 0.2390 (0.2718) loss_bbox_dn_1: 0.1854 (0.2062) loss_bbox_dn_2: 0.1787 (0.1956) loss_bbox_dn_3: 0.1752 (0.1925) loss_bbox_dn_4: 0.1746 (0.1920) loss_bbox_dn_5: 0.1746 (0.1920) loss_bbox_dn_pre: 0.2415 (0.2770) loss_bbox_enc_0: 0.2181 (0.2514) loss_bbox_pre: 0.1759 (0.2083) loss_dfl: 0.9716 (0.9647) loss_fgl_aux_0: 1.0042 (1.0032) loss_fgl_aux_1: 0.9752 (0.9681) loss_fgl_aux_2: 0.9727 (0.9650) loss_fgl_aux_3: 0.9722 (0.9648) loss_fgl_aux_4: 0.9718 (0.9648) loss_fgl_dn_0: 1.0935 (1.0977) loss_fgl_dn_1: 0.9989 (0.9943) loss_fgl_dn_2: 0.9908 (0.9852) loss_fgl_dn_3: 0.9909 (0.9860) loss_fgl_dn_4: 0.9912 (0.9863) loss_fgl_dn_5: 0.9910 (0.9863) loss_giou: 0.6465 (0.5895) loss_giou_aux_0: 0.6709 (0.6172) loss_giou_aux_1: 0.6492 (0.5950) loss_giou_aux_2: 0.6488 (0.5903) loss_giou_aux_3: 0.6468 (0.5896) loss_giou_aux_4: 0.6467 (0.5895) loss_giou_dn_0: 0.6336 (0.6136) loss_giou_dn_1: 0.5282 (0.5033) loss_giou_dn_2: 0.5176 (0.4861) loss_giou_dn_3: 0.5148 (0.4818) loss_giou_dn_4: 0.5146 (0.4812) loss_giou_dn_5: 0.5144 (0.4812) loss_giou_dn_pre: 0.6317 (0.6124) loss_giou_enc_0: 0.7434 (0.6991) loss_giou_pre: 0.6710 (0.6151) loss_ddf_aux_0: 0.0562 (0.0644) loss_ddf_aux_1: 0.0076 (0.0081) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2520 (0.2621) loss_ddf_dn_1: 0.0338 (0.0336) loss_ddf_dn_2: 0.0069 (0.0066) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6705 (0.6977) loss_vfl_aux_0: 0.7576 (0.7771) loss_vfl_aux_1: 0.7202 (0.7520) loss_vfl_aux_2: 0.7015 (0.7297) loss_vfl_aux_3: 0.6854 (0.7080) loss_vfl_aux_4: 0.6776 (0.6991) loss_vfl_dn_0: 0.5027 (0.4987) loss_vfl_dn_1: 0.4436 (0.4432) loss_vfl_dn_2: 0.4305 (0.4284) loss_vfl_dn_3: 0.4197 (0.4187) loss_vfl_dn_4: 0.4180 (0.4153) loss_vfl_dn_5: 0.4164 (0.4148) loss_vfl_dn_pre: 0.5030 (0.4994) loss_vfl_enc_0: 0.7502 (0.7713) loss_vfl_pre: 0.7632 (0.7803) time: 0.7484 data: 0.0263 max mem: 9097 Epoch: [17] [2900/3696] eta: 0:10:37 lr: 0.000013 loss: 32.3106 (32.9932) loss_bbox: 0.1890 (0.1932) loss_bbox_aux_0: 0.2050 (0.2080) loss_bbox_aux_1: 0.1897 (0.1961) loss_bbox_aux_2: 0.1891 (0.1937) loss_bbox_aux_3: 0.1892 (0.1932) loss_bbox_aux_4: 0.1890 (0.1932) loss_bbox_dn_0: 0.2594 (0.2720) loss_bbox_dn_1: 0.1993 (0.2064) loss_bbox_dn_2: 0.1858 (0.1958) loss_bbox_dn_3: 0.1813 (0.1927) loss_bbox_dn_4: 0.1800 (0.1922) loss_bbox_dn_5: 0.1800 (0.1922) loss_bbox_dn_pre: 0.2593 (0.2771) loss_bbox_enc_0: 0.2505 (0.2515) loss_bbox_pre: 0.2028 (0.2084) loss_dfl: 0.9744 (0.9648) loss_fgl_aux_0: 1.0260 (1.0033) loss_fgl_aux_1: 0.9778 (0.9682) loss_fgl_aux_2: 0.9745 (0.9651) loss_fgl_aux_3: 0.9743 (0.9649) loss_fgl_aux_4: 0.9743 (0.9648) loss_fgl_dn_0: 1.1034 (1.0977) loss_fgl_dn_1: 0.9863 (0.9944) loss_fgl_dn_2: 0.9765 (0.9853) loss_fgl_dn_3: 0.9781 (0.9861) loss_fgl_dn_4: 0.9776 (0.9864) loss_fgl_dn_5: 0.9776 (0.9864) loss_giou: 0.5434 (0.5895) loss_giou_aux_0: 0.5744 (0.6172) loss_giou_aux_1: 0.5429 (0.5950) loss_giou_aux_2: 0.5401 (0.5903) loss_giou_aux_3: 0.5439 (0.5896) loss_giou_aux_4: 0.5434 (0.5895) loss_giou_dn_0: 0.5900 (0.6138) loss_giou_dn_1: 0.4833 (0.5035) loss_giou_dn_2: 0.4643 (0.4863) loss_giou_dn_3: 0.4573 (0.4820) loss_giou_dn_4: 0.4568 (0.4814) loss_giou_dn_5: 0.4566 (0.4814) loss_giou_dn_pre: 0.5881 (0.6125) loss_giou_enc_0: 0.6585 (0.6991) loss_giou_pre: 0.5700 (0.6151) loss_ddf_aux_0: 0.0633 (0.0644) loss_ddf_aux_1: 0.0084 (0.0081) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2550 (0.2622) loss_ddf_dn_1: 0.0322 (0.0336) loss_ddf_dn_2: 0.0074 (0.0066) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6866 (0.6980) loss_vfl_aux_0: 0.7551 (0.7776) loss_vfl_aux_1: 0.7416 (0.7523) loss_vfl_aux_2: 0.7097 (0.7300) loss_vfl_aux_3: 0.6902 (0.7083) loss_vfl_aux_4: 0.6940 (0.6993) loss_vfl_dn_0: 0.4989 (0.4987) loss_vfl_dn_1: 0.4401 (0.4432) loss_vfl_dn_2: 0.4251 (0.4285) loss_vfl_dn_3: 0.4141 (0.4188) loss_vfl_dn_4: 0.4131 (0.4154) loss_vfl_dn_5: 0.4111 (0.4149) loss_vfl_dn_pre: 0.4987 (0.4994) loss_vfl_enc_0: 0.7560 (0.7716) loss_vfl_pre: 0.7619 (0.7808) time: 0.7808 data: 0.0314 max mem: 9097 Epoch: [17] [3000/3696] eta: 0:09:16 lr: 0.000013 loss: 32.8732 (32.9923) loss_bbox: 0.1910 (0.1931) loss_bbox_aux_0: 0.2059 (0.2079) loss_bbox_aux_1: 0.1959 (0.1960) loss_bbox_aux_2: 0.1919 (0.1936) loss_bbox_aux_3: 0.1912 (0.1931) loss_bbox_aux_4: 0.1911 (0.1931) loss_bbox_dn_0: 0.2668 (0.2719) loss_bbox_dn_1: 0.2070 (0.2063) loss_bbox_dn_2: 0.1928 (0.1957) loss_bbox_dn_3: 0.1909 (0.1926) loss_bbox_dn_4: 0.1896 (0.1921) loss_bbox_dn_5: 0.1895 (0.1921) loss_bbox_dn_pre: 0.2697 (0.2771) loss_bbox_enc_0: 0.2357 (0.2513) loss_bbox_pre: 0.2079 (0.2082) loss_dfl: 0.9575 (0.9646) loss_fgl_aux_0: 0.9879 (1.0029) loss_fgl_aux_1: 0.9579 (0.9680) loss_fgl_aux_2: 0.9583 (0.9648) loss_fgl_aux_3: 0.9563 (0.9646) loss_fgl_aux_4: 0.9570 (0.9646) loss_fgl_dn_0: 1.0958 (1.0976) loss_fgl_dn_1: 0.9951 (0.9943) loss_fgl_dn_2: 0.9817 (0.9852) loss_fgl_dn_3: 0.9838 (0.9860) loss_fgl_dn_4: 0.9839 (0.9863) loss_fgl_dn_5: 0.9838 (0.9863) loss_giou: 0.6109 (0.5898) loss_giou_aux_0: 0.6410 (0.6175) loss_giou_aux_1: 0.6234 (0.5953) loss_giou_aux_2: 0.6123 (0.5906) loss_giou_aux_3: 0.6106 (0.5899) loss_giou_aux_4: 0.6112 (0.5899) loss_giou_dn_0: 0.6229 (0.6139) loss_giou_dn_1: 0.5081 (0.5037) loss_giou_dn_2: 0.4902 (0.4864) loss_giou_dn_3: 0.4842 (0.4822) loss_giou_dn_4: 0.4834 (0.4815) loss_giou_dn_5: 0.4833 (0.4815) loss_giou_dn_pre: 0.6210 (0.6127) loss_giou_enc_0: 0.7112 (0.6993) loss_giou_pre: 0.6403 (0.6154) loss_ddf_aux_0: 0.0608 (0.0644) loss_ddf_aux_1: 0.0077 (0.0081) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2556 (0.2622) loss_ddf_dn_1: 0.0334 (0.0336) loss_ddf_dn_2: 0.0065 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6806 (0.6978) loss_vfl_aux_0: 0.7451 (0.7774) loss_vfl_aux_1: 0.7350 (0.7522) loss_vfl_aux_2: 0.7064 (0.7298) loss_vfl_aux_3: 0.7005 (0.7083) loss_vfl_aux_4: 0.6836 (0.6992) loss_vfl_dn_0: 0.4939 (0.4986) loss_vfl_dn_1: 0.4435 (0.4432) loss_vfl_dn_2: 0.4306 (0.4284) loss_vfl_dn_3: 0.4211 (0.4188) loss_vfl_dn_4: 0.4186 (0.4154) loss_vfl_dn_5: 0.4174 (0.4149) loss_vfl_dn_pre: 0.4947 (0.4993) loss_vfl_enc_0: 0.7468 (0.7716) loss_vfl_pre: 0.7510 (0.7807) time: 0.7953 data: 0.0305 max mem: 9097 Epoch: [17] [3100/3696] eta: 0:07:56 lr: 0.000013 loss: 33.0388 (32.9910) loss_bbox: 0.2084 (0.1931) loss_bbox_aux_0: 0.2295 (0.2080) loss_bbox_aux_1: 0.2131 (0.1960) loss_bbox_aux_2: 0.2086 (0.1937) loss_bbox_aux_3: 0.2081 (0.1932) loss_bbox_aux_4: 0.2086 (0.1931) loss_bbox_dn_0: 0.2788 (0.2720) loss_bbox_dn_1: 0.2130 (0.2064) loss_bbox_dn_2: 0.2049 (0.1958) loss_bbox_dn_3: 0.2022 (0.1927) loss_bbox_dn_4: 0.2027 (0.1922) loss_bbox_dn_5: 0.2025 (0.1922) loss_bbox_dn_pre: 0.2838 (0.2771) loss_bbox_enc_0: 0.2788 (0.2514) loss_bbox_pre: 0.2282 (0.2083) loss_dfl: 0.9477 (0.9645) loss_fgl_aux_0: 0.9837 (1.0029) loss_fgl_aux_1: 0.9498 (0.9679) loss_fgl_aux_2: 0.9492 (0.9647) loss_fgl_aux_3: 0.9486 (0.9645) loss_fgl_aux_4: 0.9479 (0.9645) loss_fgl_dn_0: 1.0968 (1.0977) loss_fgl_dn_1: 0.9932 (0.9943) loss_fgl_dn_2: 0.9845 (0.9852) loss_fgl_dn_3: 0.9843 (0.9860) loss_fgl_dn_4: 0.9843 (0.9863) loss_fgl_dn_5: 0.9844 (0.9863) loss_giou: 0.6015 (0.5896) loss_giou_aux_0: 0.6300 (0.6172) loss_giou_aux_1: 0.6043 (0.5951) loss_giou_aux_2: 0.6020 (0.5904) loss_giou_aux_3: 0.6010 (0.5897) loss_giou_aux_4: 0.6016 (0.5896) loss_giou_dn_0: 0.5983 (0.6136) loss_giou_dn_1: 0.4910 (0.5034) loss_giou_dn_2: 0.4754 (0.4862) loss_giou_dn_3: 0.4718 (0.4819) loss_giou_dn_4: 0.4722 (0.4813) loss_giou_dn_5: 0.4722 (0.4812) loss_giou_dn_pre: 0.5979 (0.6124) loss_giou_enc_0: 0.7181 (0.6990) loss_giou_pre: 0.6285 (0.6152) loss_ddf_aux_0: 0.0683 (0.0644) loss_ddf_aux_1: 0.0085 (0.0081) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2752 (0.2624) loss_ddf_dn_1: 0.0337 (0.0337) loss_ddf_dn_2: 0.0064 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6694 (0.6980) loss_vfl_aux_0: 0.7476 (0.7777) loss_vfl_aux_1: 0.7419 (0.7523) loss_vfl_aux_2: 0.7067 (0.7298) loss_vfl_aux_3: 0.6926 (0.7085) loss_vfl_aux_4: 0.6738 (0.6993) loss_vfl_dn_0: 0.5015 (0.4987) loss_vfl_dn_1: 0.4405 (0.4432) loss_vfl_dn_2: 0.4225 (0.4285) loss_vfl_dn_3: 0.4113 (0.4188) loss_vfl_dn_4: 0.4075 (0.4154) loss_vfl_dn_5: 0.4078 (0.4149) loss_vfl_dn_pre: 0.5016 (0.4994) loss_vfl_enc_0: 0.7483 (0.7718) loss_vfl_pre: 0.7506 (0.7810) time: 0.7613 data: 0.0331 max mem: 9097 Epoch: [17] [3200/3696] eta: 0:06:35 lr: 0.000013 loss: 32.9727 (32.9875) loss_bbox: 0.1834 (0.1930) loss_bbox_aux_0: 0.1971 (0.2078) loss_bbox_aux_1: 0.1872 (0.1959) loss_bbox_aux_2: 0.1846 (0.1935) loss_bbox_aux_3: 0.1839 (0.1931) loss_bbox_aux_4: 0.1833 (0.1930) loss_bbox_dn_0: 0.2467 (0.2717) loss_bbox_dn_1: 0.1815 (0.2061) loss_bbox_dn_2: 0.1760 (0.1956) loss_bbox_dn_3: 0.1726 (0.1924) loss_bbox_dn_4: 0.1727 (0.1919) loss_bbox_dn_5: 0.1728 (0.1919) loss_bbox_dn_pre: 0.2480 (0.2769) loss_bbox_enc_0: 0.2384 (0.2512) loss_bbox_pre: 0.1968 (0.2081) loss_dfl: 0.9537 (0.9645) loss_fgl_aux_0: 0.9953 (1.0028) loss_fgl_aux_1: 0.9609 (0.9679) loss_fgl_aux_2: 0.9545 (0.9647) loss_fgl_aux_3: 0.9540 (0.9645) loss_fgl_aux_4: 0.9536 (0.9645) loss_fgl_dn_0: 1.0951 (1.0977) loss_fgl_dn_1: 0.9947 (0.9943) loss_fgl_dn_2: 0.9873 (0.9852) loss_fgl_dn_3: 0.9900 (0.9860) loss_fgl_dn_4: 0.9906 (0.9863) loss_fgl_dn_5: 0.9903 (0.9863) loss_giou: 0.5990 (0.5896) loss_giou_aux_0: 0.6231 (0.6171) loss_giou_aux_1: 0.6029 (0.5950) loss_giou_aux_2: 0.5993 (0.5903) loss_giou_aux_3: 0.5999 (0.5897) loss_giou_aux_4: 0.5991 (0.5896) loss_giou_dn_0: 0.6223 (0.6134) loss_giou_dn_1: 0.5163 (0.5033) loss_giou_dn_2: 0.4997 (0.4861) loss_giou_dn_3: 0.4942 (0.4818) loss_giou_dn_4: 0.4935 (0.4812) loss_giou_dn_5: 0.4939 (0.4811) loss_giou_dn_pre: 0.6211 (0.6122) loss_giou_enc_0: 0.7113 (0.6990) loss_giou_pre: 0.6227 (0.6151) loss_ddf_aux_0: 0.0593 (0.0643) loss_ddf_aux_1: 0.0079 (0.0081) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2490 (0.2624) loss_ddf_dn_1: 0.0307 (0.0337) loss_ddf_dn_2: 0.0053 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6830 (0.6981) loss_vfl_aux_0: 0.7665 (0.7779) loss_vfl_aux_1: 0.7316 (0.7524) loss_vfl_aux_2: 0.7080 (0.7300) loss_vfl_aux_3: 0.6897 (0.7086) loss_vfl_aux_4: 0.6857 (0.6995) loss_vfl_dn_0: 0.4932 (0.4987) loss_vfl_dn_1: 0.4437 (0.4432) loss_vfl_dn_2: 0.4292 (0.4284) loss_vfl_dn_3: 0.4191 (0.4188) loss_vfl_dn_4: 0.4138 (0.4153) loss_vfl_dn_5: 0.4138 (0.4148) loss_vfl_dn_pre: 0.4948 (0.4994) loss_vfl_enc_0: 0.7671 (0.7721) loss_vfl_pre: 0.7694 (0.7811) time: 0.7838 data: 0.0383 max mem: 9097 Epoch: [17] [3300/3696] eta: 0:05:15 lr: 0.000013 loss: 32.7043 (32.9857) loss_bbox: 0.1848 (0.1929) loss_bbox_aux_0: 0.1944 (0.2077) loss_bbox_aux_1: 0.1882 (0.1958) loss_bbox_aux_2: 0.1852 (0.1934) loss_bbox_aux_3: 0.1849 (0.1929) loss_bbox_aux_4: 0.1849 (0.1929) loss_bbox_dn_0: 0.2520 (0.2714) loss_bbox_dn_1: 0.1802 (0.2059) loss_bbox_dn_2: 0.1734 (0.1953) loss_bbox_dn_3: 0.1717 (0.1922) loss_bbox_dn_4: 0.1727 (0.1917) loss_bbox_dn_5: 0.1726 (0.1917) loss_bbox_dn_pre: 0.2539 (0.2765) loss_bbox_enc_0: 0.2253 (0.2509) loss_bbox_pre: 0.1942 (0.2079) loss_dfl: 0.9763 (0.9645) loss_fgl_aux_0: 1.0132 (1.0027) loss_fgl_aux_1: 0.9823 (0.9679) loss_fgl_aux_2: 0.9773 (0.9648) loss_fgl_aux_3: 0.9765 (0.9646) loss_fgl_aux_4: 0.9762 (0.9645) loss_fgl_dn_0: 1.0895 (1.0976) loss_fgl_dn_1: 0.9966 (0.9944) loss_fgl_dn_2: 0.9908 (0.9853) loss_fgl_dn_3: 0.9899 (0.9861) loss_fgl_dn_4: 0.9904 (0.9864) loss_fgl_dn_5: 0.9905 (0.9864) loss_giou: 0.6026 (0.5899) loss_giou_aux_0: 0.6262 (0.6175) loss_giou_aux_1: 0.6065 (0.5954) loss_giou_aux_2: 0.6016 (0.5907) loss_giou_aux_3: 0.6023 (0.5900) loss_giou_aux_4: 0.6028 (0.5900) loss_giou_dn_0: 0.6315 (0.6136) loss_giou_dn_1: 0.5308 (0.5035) loss_giou_dn_2: 0.5129 (0.4863) loss_giou_dn_3: 0.5017 (0.4820) loss_giou_dn_4: 0.4994 (0.4814) loss_giou_dn_5: 0.4994 (0.4813) loss_giou_dn_pre: 0.6275 (0.6124) loss_giou_enc_0: 0.6982 (0.6992) loss_giou_pre: 0.6255 (0.6154) loss_ddf_aux_0: 0.0584 (0.0643) loss_ddf_aux_1: 0.0075 (0.0081) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2575 (0.2622) loss_ddf_dn_1: 0.0345 (0.0336) loss_ddf_dn_2: 0.0069 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6689 (0.6977) loss_vfl_aux_0: 0.7545 (0.7775) loss_vfl_aux_1: 0.7220 (0.7520) loss_vfl_aux_2: 0.7056 (0.7296) loss_vfl_aux_3: 0.6801 (0.7083) loss_vfl_aux_4: 0.6707 (0.6991) loss_vfl_dn_0: 0.4928 (0.4987) loss_vfl_dn_1: 0.4419 (0.4432) loss_vfl_dn_2: 0.4276 (0.4285) loss_vfl_dn_3: 0.4201 (0.4188) loss_vfl_dn_4: 0.4150 (0.4154) loss_vfl_dn_5: 0.4142 (0.4149) loss_vfl_dn_pre: 0.4937 (0.4994) loss_vfl_enc_0: 0.7456 (0.7719) loss_vfl_pre: 0.7518 (0.7807) time: 0.7551 data: 0.0282 max mem: 9097 Epoch: [17] [3400/3696] eta: 0:03:55 lr: 0.000013 loss: 32.9397 (32.9908) loss_bbox: 0.1821 (0.1929) loss_bbox_aux_0: 0.2011 (0.2078) loss_bbox_aux_1: 0.1848 (0.1959) loss_bbox_aux_2: 0.1831 (0.1935) loss_bbox_aux_3: 0.1821 (0.1930) loss_bbox_aux_4: 0.1820 (0.1929) loss_bbox_dn_0: 0.2741 (0.2714) loss_bbox_dn_1: 0.2087 (0.2060) loss_bbox_dn_2: 0.1977 (0.1954) loss_bbox_dn_3: 0.1910 (0.1923) loss_bbox_dn_4: 0.1892 (0.1918) loss_bbox_dn_5: 0.1891 (0.1918) loss_bbox_dn_pre: 0.2799 (0.2766) loss_bbox_enc_0: 0.2389 (0.2509) loss_bbox_pre: 0.2013 (0.2080) loss_dfl: 0.9798 (0.9646) loss_fgl_aux_0: 1.0261 (1.0029) loss_fgl_aux_1: 0.9820 (0.9680) loss_fgl_aux_2: 0.9799 (0.9649) loss_fgl_aux_3: 0.9807 (0.9647) loss_fgl_aux_4: 0.9800 (0.9647) loss_fgl_dn_0: 1.1104 (1.0977) loss_fgl_dn_1: 1.0066 (0.9945) loss_fgl_dn_2: 0.9973 (0.9854) loss_fgl_dn_3: 0.9988 (0.9862) loss_fgl_dn_4: 0.9990 (0.9865) loss_fgl_dn_5: 0.9991 (0.9865) loss_giou: 0.5646 (0.5899) loss_giou_aux_0: 0.5934 (0.6174) loss_giou_aux_1: 0.5719 (0.5953) loss_giou_aux_2: 0.5664 (0.5906) loss_giou_aux_3: 0.5649 (0.5900) loss_giou_aux_4: 0.5645 (0.5899) loss_giou_dn_0: 0.6082 (0.6136) loss_giou_dn_1: 0.4892 (0.5034) loss_giou_dn_2: 0.4859 (0.4862) loss_giou_dn_3: 0.4829 (0.4820) loss_giou_dn_4: 0.4835 (0.4813) loss_giou_dn_5: 0.4833 (0.4813) loss_giou_dn_pre: 0.6050 (0.6124) loss_giou_enc_0: 0.6795 (0.6991) loss_giou_pre: 0.5930 (0.6153) loss_ddf_aux_0: 0.0653 (0.0642) loss_ddf_aux_1: 0.0083 (0.0081) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2651 (0.2622) loss_ddf_dn_1: 0.0348 (0.0336) loss_ddf_dn_2: 0.0065 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7264 (0.6980) loss_vfl_aux_0: 0.7962 (0.7780) loss_vfl_aux_1: 0.7714 (0.7522) loss_vfl_aux_2: 0.7458 (0.7298) loss_vfl_aux_3: 0.7367 (0.7087) loss_vfl_aux_4: 0.7214 (0.6994) loss_vfl_dn_0: 0.5001 (0.4988) loss_vfl_dn_1: 0.4433 (0.4433) loss_vfl_dn_2: 0.4383 (0.4286) loss_vfl_dn_3: 0.4245 (0.4189) loss_vfl_dn_4: 0.4216 (0.4155) loss_vfl_dn_5: 0.4216 (0.4149) loss_vfl_dn_pre: 0.5012 (0.4995) loss_vfl_enc_0: 0.7767 (0.7720) loss_vfl_pre: 0.7985 (0.7812) time: 0.7576 data: 0.0276 max mem: 9097 Epoch: [17] [3500/3696] eta: 0:02:35 lr: 0.000013 loss: 33.5321 (32.9961) loss_bbox: 0.1980 (0.1930) loss_bbox_aux_0: 0.2134 (0.2079) loss_bbox_aux_1: 0.2025 (0.1960) loss_bbox_aux_2: 0.1986 (0.1936) loss_bbox_aux_3: 0.1977 (0.1931) loss_bbox_aux_4: 0.1979 (0.1931) loss_bbox_dn_0: 0.2689 (0.2716) loss_bbox_dn_1: 0.2109 (0.2061) loss_bbox_dn_2: 0.1991 (0.1956) loss_bbox_dn_3: 0.1945 (0.1924) loss_bbox_dn_4: 0.1933 (0.1920) loss_bbox_dn_5: 0.1930 (0.1919) loss_bbox_dn_pre: 0.2747 (0.2767) loss_bbox_enc_0: 0.2500 (0.2510) loss_bbox_pre: 0.2133 (0.2081) loss_dfl: 0.9595 (0.9645) loss_fgl_aux_0: 1.0013 (1.0027) loss_fgl_aux_1: 0.9650 (0.9678) loss_fgl_aux_2: 0.9601 (0.9647) loss_fgl_aux_3: 0.9598 (0.9645) loss_fgl_aux_4: 0.9594 (0.9645) loss_fgl_dn_0: 1.0924 (1.0976) loss_fgl_dn_1: 0.9973 (0.9944) loss_fgl_dn_2: 0.9879 (0.9854) loss_fgl_dn_3: 0.9882 (0.9862) loss_fgl_dn_4: 0.9886 (0.9865) loss_fgl_dn_5: 0.9886 (0.9865) loss_giou: 0.5815 (0.5902) loss_giou_aux_0: 0.6046 (0.6177) loss_giou_aux_1: 0.5884 (0.5956) loss_giou_aux_2: 0.5818 (0.5909) loss_giou_aux_3: 0.5822 (0.5902) loss_giou_aux_4: 0.5815 (0.5902) loss_giou_dn_0: 0.6282 (0.6138) loss_giou_dn_1: 0.5145 (0.5036) loss_giou_dn_2: 0.4933 (0.4864) loss_giou_dn_3: 0.4894 (0.4821) loss_giou_dn_4: 0.4880 (0.4815) loss_giou_dn_5: 0.4877 (0.4815) loss_giou_dn_pre: 0.6279 (0.6126) loss_giou_enc_0: 0.6929 (0.6993) loss_giou_pre: 0.6008 (0.6156) loss_ddf_aux_0: 0.0678 (0.0643) loss_ddf_aux_1: 0.0081 (0.0081) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2644 (0.2622) loss_ddf_dn_1: 0.0353 (0.0336) loss_ddf_dn_2: 0.0065 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7184 (0.6981) loss_vfl_aux_0: 0.7874 (0.7781) loss_vfl_aux_1: 0.7716 (0.7525) loss_vfl_aux_2: 0.7412 (0.7300) loss_vfl_aux_3: 0.7149 (0.7087) loss_vfl_aux_4: 0.7101 (0.6995) loss_vfl_dn_0: 0.5063 (0.4988) loss_vfl_dn_1: 0.4503 (0.4434) loss_vfl_dn_2: 0.4429 (0.4286) loss_vfl_dn_3: 0.4328 (0.4189) loss_vfl_dn_4: 0.4298 (0.4155) loss_vfl_dn_5: 0.4311 (0.4150) loss_vfl_dn_pre: 0.5075 (0.4995) loss_vfl_enc_0: 0.7689 (0.7720) loss_vfl_pre: 0.7933 (0.7812) time: 0.7852 data: 0.0286 max mem: 9097 Epoch: [17] [3600/3696] eta: 0:01:16 lr: 0.000013 loss: 32.9399 (33.0020) loss_bbox: 0.1874 (0.1931) loss_bbox_aux_0: 0.1961 (0.2079) loss_bbox_aux_1: 0.1895 (0.1960) loss_bbox_aux_2: 0.1882 (0.1936) loss_bbox_aux_3: 0.1876 (0.1932) loss_bbox_aux_4: 0.1875 (0.1931) loss_bbox_dn_0: 0.2477 (0.2717) loss_bbox_dn_1: 0.1910 (0.2062) loss_bbox_dn_2: 0.1819 (0.1957) loss_bbox_dn_3: 0.1809 (0.1925) loss_bbox_dn_4: 0.1807 (0.1921) loss_bbox_dn_5: 0.1810 (0.1920) loss_bbox_dn_pre: 0.2528 (0.2768) loss_bbox_enc_0: 0.2362 (0.2510) loss_bbox_pre: 0.1944 (0.2082) loss_dfl: 0.9777 (0.9646) loss_fgl_aux_0: 1.0190 (1.0029) loss_fgl_aux_1: 0.9844 (0.9680) loss_fgl_aux_2: 0.9792 (0.9649) loss_fgl_aux_3: 0.9782 (0.9647) loss_fgl_aux_4: 0.9778 (0.9646) loss_fgl_dn_0: 1.0988 (1.0977) loss_fgl_dn_1: 1.0030 (0.9945) loss_fgl_dn_2: 0.9957 (0.9855) loss_fgl_dn_3: 0.9957 (0.9862) loss_fgl_dn_4: 0.9965 (0.9865) loss_fgl_dn_5: 0.9967 (0.9865) loss_giou: 0.6113 (0.5900) loss_giou_aux_0: 0.6282 (0.6175) loss_giou_aux_1: 0.6117 (0.5955) loss_giou_aux_2: 0.6100 (0.5908) loss_giou_aux_3: 0.6102 (0.5901) loss_giou_aux_4: 0.6116 (0.5901) loss_giou_dn_0: 0.6135 (0.6139) loss_giou_dn_1: 0.5095 (0.5037) loss_giou_dn_2: 0.4932 (0.4865) loss_giou_dn_3: 0.4888 (0.4822) loss_giou_dn_4: 0.4889 (0.4816) loss_giou_dn_5: 0.4891 (0.4816) loss_giou_dn_pre: 0.6114 (0.6126) loss_giou_enc_0: 0.7104 (0.6992) loss_giou_pre: 0.6251 (0.6155) loss_ddf_aux_0: 0.0646 (0.0643) loss_ddf_aux_1: 0.0083 (0.0081) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2647 (0.2622) loss_ddf_dn_1: 0.0338 (0.0336) loss_ddf_dn_2: 0.0065 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6945 (0.6986) loss_vfl_aux_0: 0.7695 (0.7786) loss_vfl_aux_1: 0.7389 (0.7529) loss_vfl_aux_2: 0.7302 (0.7305) loss_vfl_aux_3: 0.6945 (0.7091) loss_vfl_aux_4: 0.6921 (0.6999) loss_vfl_dn_0: 0.4966 (0.4989) loss_vfl_dn_1: 0.4451 (0.4434) loss_vfl_dn_2: 0.4303 (0.4287) loss_vfl_dn_3: 0.4194 (0.4190) loss_vfl_dn_4: 0.4163 (0.4156) loss_vfl_dn_5: 0.4168 (0.4151) loss_vfl_dn_pre: 0.4970 (0.4995) loss_vfl_enc_0: 0.7709 (0.7723) loss_vfl_pre: 0.7728 (0.7817) time: 0.7317 data: 0.0241 max mem: 9097 Epoch: [17] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 33.1163 (33.0043) loss_bbox: 0.1859 (0.1932) loss_bbox_aux_0: 0.1994 (0.2080) loss_bbox_aux_1: 0.1890 (0.1961) loss_bbox_aux_2: 0.1860 (0.1937) loss_bbox_aux_3: 0.1858 (0.1932) loss_bbox_aux_4: 0.1859 (0.1932) loss_bbox_dn_0: 0.2714 (0.2718) loss_bbox_dn_1: 0.2058 (0.2064) loss_bbox_dn_2: 0.1977 (0.1958) loss_bbox_dn_3: 0.1952 (0.1927) loss_bbox_dn_4: 0.1947 (0.1922) loss_bbox_dn_5: 0.1947 (0.1922) loss_bbox_dn_pre: 0.2762 (0.2770) loss_bbox_enc_0: 0.2499 (0.2511) loss_bbox_pre: 0.1997 (0.2083) loss_dfl: 0.9509 (0.9648) loss_fgl_aux_0: 0.9956 (1.0031) loss_fgl_aux_1: 0.9559 (0.9682) loss_fgl_aux_2: 0.9512 (0.9650) loss_fgl_aux_3: 0.9513 (0.9649) loss_fgl_aux_4: 0.9510 (0.9648) loss_fgl_dn_0: 1.0968 (1.0977) loss_fgl_dn_1: 0.9927 (0.9945) loss_fgl_dn_2: 0.9835 (0.9855) loss_fgl_dn_3: 0.9843 (0.9863) loss_fgl_dn_4: 0.9845 (0.9866) loss_fgl_dn_5: 0.9846 (0.9866) loss_giou: 0.5726 (0.5898) loss_giou_aux_0: 0.6033 (0.6172) loss_giou_aux_1: 0.5779 (0.5952) loss_giou_aux_2: 0.5733 (0.5905) loss_giou_aux_3: 0.5716 (0.5899) loss_giou_aux_4: 0.5726 (0.5898) loss_giou_dn_0: 0.6107 (0.6138) loss_giou_dn_1: 0.4974 (0.5037) loss_giou_dn_2: 0.4772 (0.4864) loss_giou_dn_3: 0.4758 (0.4821) loss_giou_dn_4: 0.4754 (0.4815) loss_giou_dn_5: 0.4753 (0.4815) loss_giou_dn_pre: 0.6090 (0.6126) loss_giou_enc_0: 0.6775 (0.6990) loss_giou_pre: 0.6007 (0.6152) loss_ddf_aux_0: 0.0692 (0.0644) loss_ddf_aux_1: 0.0081 (0.0081) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2743 (0.2624) loss_ddf_dn_1: 0.0344 (0.0337) loss_ddf_dn_2: 0.0063 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6969 (0.6988) loss_vfl_aux_0: 0.7727 (0.7786) loss_vfl_aux_1: 0.7440 (0.7531) loss_vfl_aux_2: 0.7247 (0.7306) loss_vfl_aux_3: 0.7077 (0.7094) loss_vfl_aux_4: 0.6970 (0.7001) loss_vfl_dn_0: 0.5005 (0.4989) loss_vfl_dn_1: 0.4386 (0.4435) loss_vfl_dn_2: 0.4217 (0.4288) loss_vfl_dn_3: 0.4166 (0.4191) loss_vfl_dn_4: 0.4120 (0.4157) loss_vfl_dn_5: 0.4115 (0.4151) loss_vfl_dn_pre: 0.5008 (0.4996) loss_vfl_enc_0: 0.7745 (0.7725) loss_vfl_pre: 0.7719 (0.7817) time: 0.7799 data: 0.0363 max mem: 9097 Epoch: [17] Total time: 0:48:54 (0.7941 s / it) Averaged stats: lr: 0.000013 loss: 33.1163 (33.0043) loss_bbox: 0.1859 (0.1932) loss_bbox_aux_0: 0.1994 (0.2080) loss_bbox_aux_1: 0.1890 (0.1961) loss_bbox_aux_2: 0.1860 (0.1937) loss_bbox_aux_3: 0.1858 (0.1932) loss_bbox_aux_4: 0.1859 (0.1932) loss_bbox_dn_0: 0.2714 (0.2718) loss_bbox_dn_1: 0.2058 (0.2064) loss_bbox_dn_2: 0.1977 (0.1958) loss_bbox_dn_3: 0.1952 (0.1927) loss_bbox_dn_4: 0.1947 (0.1922) loss_bbox_dn_5: 0.1947 (0.1922) loss_bbox_dn_pre: 0.2762 (0.2770) loss_bbox_enc_0: 0.2499 (0.2511) loss_bbox_pre: 0.1997 (0.2083) loss_dfl: 0.9509 (0.9648) loss_fgl_aux_0: 0.9956 (1.0031) loss_fgl_aux_1: 0.9559 (0.9682) loss_fgl_aux_2: 0.9512 (0.9650) loss_fgl_aux_3: 0.9513 (0.9649) loss_fgl_aux_4: 0.9510 (0.9648) loss_fgl_dn_0: 1.0968 (1.0977) loss_fgl_dn_1: 0.9927 (0.9945) loss_fgl_dn_2: 0.9835 (0.9855) loss_fgl_dn_3: 0.9843 (0.9863) loss_fgl_dn_4: 0.9845 (0.9866) loss_fgl_dn_5: 0.9846 (0.9866) loss_giou: 0.5726 (0.5898) loss_giou_aux_0: 0.6033 (0.6172) loss_giou_aux_1: 0.5779 (0.5952) loss_giou_aux_2: 0.5733 (0.5905) loss_giou_aux_3: 0.5716 (0.5899) loss_giou_aux_4: 0.5726 (0.5898) loss_giou_dn_0: 0.6107 (0.6138) loss_giou_dn_1: 0.4974 (0.5037) loss_giou_dn_2: 0.4772 (0.4864) loss_giou_dn_3: 0.4758 (0.4821) loss_giou_dn_4: 0.4754 (0.4815) loss_giou_dn_5: 0.4753 (0.4815) loss_giou_dn_pre: 0.6090 (0.6126) loss_giou_enc_0: 0.6775 (0.6990) loss_giou_pre: 0.6007 (0.6152) loss_ddf_aux_0: 0.0692 (0.0644) loss_ddf_aux_1: 0.0081 (0.0081) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2743 (0.2624) loss_ddf_dn_1: 0.0344 (0.0337) loss_ddf_dn_2: 0.0063 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6969 (0.6988) loss_vfl_aux_0: 0.7727 (0.7786) loss_vfl_aux_1: 0.7440 (0.7531) loss_vfl_aux_2: 0.7247 (0.7306) loss_vfl_aux_3: 0.7077 (0.7094) loss_vfl_aux_4: 0.6970 (0.7001) loss_vfl_dn_0: 0.5005 (0.4989) loss_vfl_dn_1: 0.4386 (0.4435) loss_vfl_dn_2: 0.4217 (0.4288) loss_vfl_dn_3: 0.4166 (0.4191) loss_vfl_dn_4: 0.4120 (0.4157) loss_vfl_dn_5: 0.4115 (0.4151) loss_vfl_dn_pre: 0.5008 (0.4996) loss_vfl_enc_0: 0.7745 (0.7725) loss_vfl_pre: 0.7719 (0.7817) Test: [ 0/79] eta: 0:03:23 time: 2.5728 data: 2.0265 max mem: 9097 Test: [10/79] eta: 0:01:06 time: 0.9593 data: 0.2287 max mem: 9097 Test: [20/79] eta: 0:00:46 time: 0.6971 data: 0.0573 max mem: 9097 Test: [30/79] eta: 0:00:35 time: 0.6052 data: 0.0634 max mem: 9097 Test: [40/79] eta: 0:00:29 time: 0.7098 data: 0.0635 max mem: 9097 Test: [50/79] eta: 0:00:20 time: 0.6949 data: 0.0624 max mem: 9097 Test: [60/79] eta: 0:00:13 time: 0.6024 data: 0.0652 max mem: 9097 Test: [70/79] eta: 0:00:06 time: 0.7333 data: 0.0756 max mem: 9097 Test: [78/79] eta: 0:00:00 time: 0.6966 data: 0.0713 max mem: 9097 Test: Total time: 0:00:55 (0.7061 s / it) Averaged stats: Accumulating evaluation results... DONE (t=27.52s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.513 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.688 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.555 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.318 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.559 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.698 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.386 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.645 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.713 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.527 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.764 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.888 best_stat: {'epoch': 17, 'coco_eval_bbox': 0.5128996278379491} Epoch: [18] [ 0/3696] eta: 2:40:38 lr: 0.000013 loss: 30.7828 (30.7828) loss_bbox: 0.1306 (0.1306) loss_bbox_aux_0: 0.1518 (0.1518) loss_bbox_aux_1: 0.1344 (0.1344) loss_bbox_aux_2: 0.1313 (0.1313) loss_bbox_aux_3: 0.1309 (0.1309) loss_bbox_aux_4: 0.1307 (0.1307) loss_bbox_dn_0: 0.2627 (0.2627) loss_bbox_dn_1: 0.1851 (0.1851) loss_bbox_dn_2: 0.1699 (0.1699) loss_bbox_dn_3: 0.1687 (0.1687) loss_bbox_dn_4: 0.1684 (0.1684) loss_bbox_dn_5: 0.1685 (0.1685) loss_bbox_dn_pre: 0.2671 (0.2671) loss_bbox_enc_0: 0.2037 (0.2037) loss_bbox_pre: 0.1503 (0.1503) loss_dfl: 0.9803 (0.9803) loss_fgl_aux_0: 1.0203 (1.0203) loss_fgl_aux_1: 0.9819 (0.9819) loss_fgl_aux_2: 0.9803 (0.9803) loss_fgl_aux_3: 0.9799 (0.9799) loss_fgl_aux_4: 0.9803 (0.9803) loss_fgl_dn_0: 1.1188 (1.1188) loss_fgl_dn_1: 0.9868 (0.9868) loss_fgl_dn_2: 0.9808 (0.9808) loss_fgl_dn_3: 0.9814 (0.9814) loss_fgl_dn_4: 0.9816 (0.9816) loss_fgl_dn_5: 0.9817 (0.9817) loss_giou: 0.4880 (0.4880) loss_giou_aux_0: 0.5148 (0.5148) loss_giou_aux_1: 0.4946 (0.4946) loss_giou_aux_2: 0.4923 (0.4923) loss_giou_aux_3: 0.4901 (0.4901) loss_giou_aux_4: 0.4891 (0.4891) loss_giou_dn_0: 0.5740 (0.5740) loss_giou_dn_1: 0.4710 (0.4710) loss_giou_dn_2: 0.4523 (0.4523) loss_giou_dn_3: 0.4497 (0.4497) loss_giou_dn_4: 0.4488 (0.4488) loss_giou_dn_5: 0.4487 (0.4487) loss_giou_dn_pre: 0.5728 (0.5728) loss_giou_enc_0: 0.6294 (0.6294) loss_giou_pre: 0.5122 (0.5122) loss_ddf_aux_0: 0.0634 (0.0634) loss_ddf_aux_1: 0.0076 (0.0076) loss_ddf_aux_2: 0.0013 (0.0013) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2645 (0.2645) loss_ddf_dn_1: 0.0331 (0.0331) loss_ddf_dn_2: 0.0059 (0.0059) loss_ddf_dn_3: 0.0004 (0.0004) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6198 (0.6198) loss_vfl_aux_0: 0.7300 (0.7300) loss_vfl_aux_1: 0.7003 (0.7003) loss_vfl_aux_2: 0.6539 (0.6539) loss_vfl_aux_3: 0.6350 (0.6350) loss_vfl_aux_4: 0.6237 (0.6237) loss_vfl_dn_0: 0.4907 (0.4907) loss_vfl_dn_1: 0.4156 (0.4156) loss_vfl_dn_2: 0.4010 (0.4010) loss_vfl_dn_3: 0.3900 (0.3900) loss_vfl_dn_4: 0.3852 (0.3852) loss_vfl_dn_5: 0.3846 (0.3846) loss_vfl_dn_pre: 0.4908 (0.4908) loss_vfl_enc_0: 0.7148 (0.7148) loss_vfl_pre: 0.7350 (0.7350) time: 2.6079 data: 1.9831 max mem: 9097 Epoch: [18] [ 100/3696] eta: 0:48:52 lr: 0.000013 loss: 32.5267 (32.6448) loss_bbox: 0.1785 (0.1880) loss_bbox_aux_0: 0.1917 (0.2032) loss_bbox_aux_1: 0.1799 (0.1907) loss_bbox_aux_2: 0.1784 (0.1884) loss_bbox_aux_3: 0.1787 (0.1881) loss_bbox_aux_4: 0.1785 (0.1880) loss_bbox_dn_0: 0.2488 (0.2662) loss_bbox_dn_1: 0.1804 (0.2005) loss_bbox_dn_2: 0.1699 (0.1889) loss_bbox_dn_3: 0.1682 (0.1862) loss_bbox_dn_4: 0.1686 (0.1856) loss_bbox_dn_5: 0.1687 (0.1857) loss_bbox_dn_pre: 0.2553 (0.2711) loss_bbox_enc_0: 0.2359 (0.2470) loss_bbox_pre: 0.1925 (0.2033) loss_dfl: 0.9628 (0.9648) loss_fgl_aux_0: 1.0003 (1.0055) loss_fgl_aux_1: 0.9628 (0.9685) loss_fgl_aux_2: 0.9620 (0.9651) loss_fgl_aux_3: 0.9625 (0.9648) loss_fgl_aux_4: 0.9629 (0.9648) loss_fgl_dn_0: 1.1059 (1.0995) loss_fgl_dn_1: 0.9987 (0.9937) loss_fgl_dn_2: 0.9884 (0.9844) loss_fgl_dn_3: 0.9891 (0.9852) loss_fgl_dn_4: 0.9896 (0.9856) loss_fgl_dn_5: 0.9897 (0.9856) loss_giou: 0.5876 (0.5779) loss_giou_aux_0: 0.6145 (0.6065) loss_giou_aux_1: 0.5947 (0.5832) loss_giou_aux_2: 0.5887 (0.5787) loss_giou_aux_3: 0.5880 (0.5782) loss_giou_aux_4: 0.5881 (0.5780) loss_giou_dn_0: 0.5934 (0.6058) loss_giou_dn_1: 0.4987 (0.4952) loss_giou_dn_2: 0.4818 (0.4777) loss_giou_dn_3: 0.4781 (0.4733) loss_giou_dn_4: 0.4781 (0.4726) loss_giou_dn_5: 0.4784 (0.4726) loss_giou_dn_pre: 0.5898 (0.6043) loss_giou_enc_0: 0.7185 (0.6906) loss_giou_pre: 0.6165 (0.6045) loss_ddf_aux_0: 0.0638 (0.0694) loss_ddf_aux_1: 0.0075 (0.0081) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2494 (0.2669) loss_ddf_dn_1: 0.0314 (0.0338) loss_ddf_dn_2: 0.0060 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6863 (0.6835) loss_vfl_aux_0: 0.7481 (0.7642) loss_vfl_aux_1: 0.7266 (0.7398) loss_vfl_aux_2: 0.7251 (0.7160) loss_vfl_aux_3: 0.6980 (0.6942) loss_vfl_aux_4: 0.6843 (0.6842) loss_vfl_dn_0: 0.4924 (0.4982) loss_vfl_dn_1: 0.4294 (0.4406) loss_vfl_dn_2: 0.4193 (0.4249) loss_vfl_dn_3: 0.4125 (0.4159) loss_vfl_dn_4: 0.4092 (0.4125) loss_vfl_dn_5: 0.4084 (0.4118) loss_vfl_dn_pre: 0.4935 (0.4989) loss_vfl_enc_0: 0.7491 (0.7584) loss_vfl_pre: 0.7509 (0.7669) time: 0.7700 data: 0.0271 max mem: 9097 Epoch: [18] [ 200/3696] eta: 0:46:31 lr: 0.000013 loss: 33.0319 (32.8830) loss_bbox: 0.1947 (0.1912) loss_bbox_aux_0: 0.2102 (0.2062) loss_bbox_aux_1: 0.1996 (0.1941) loss_bbox_aux_2: 0.1960 (0.1916) loss_bbox_aux_3: 0.1949 (0.1912) loss_bbox_aux_4: 0.1948 (0.1912) loss_bbox_dn_0: 0.2644 (0.2676) loss_bbox_dn_1: 0.2073 (0.2024) loss_bbox_dn_2: 0.1978 (0.1913) loss_bbox_dn_3: 0.1964 (0.1884) loss_bbox_dn_4: 0.1951 (0.1880) loss_bbox_dn_5: 0.1952 (0.1880) loss_bbox_dn_pre: 0.2687 (0.2725) loss_bbox_enc_0: 0.2493 (0.2496) loss_bbox_pre: 0.2099 (0.2064) loss_dfl: 0.9803 (0.9641) loss_fgl_aux_0: 1.0178 (1.0023) loss_fgl_aux_1: 0.9796 (0.9675) loss_fgl_aux_2: 0.9796 (0.9644) loss_fgl_aux_3: 0.9800 (0.9641) loss_fgl_aux_4: 0.9799 (0.9641) loss_fgl_dn_0: 1.1030 (1.0974) loss_fgl_dn_1: 1.0015 (0.9937) loss_fgl_dn_2: 0.9907 (0.9849) loss_fgl_dn_3: 0.9923 (0.9858) loss_fgl_dn_4: 0.9929 (0.9861) loss_fgl_dn_5: 0.9930 (0.9861) loss_giou: 0.5827 (0.5901) loss_giou_aux_0: 0.6100 (0.6181) loss_giou_aux_1: 0.5908 (0.5957) loss_giou_aux_2: 0.5824 (0.5910) loss_giou_aux_3: 0.5828 (0.5903) loss_giou_aux_4: 0.5829 (0.5902) loss_giou_dn_0: 0.5988 (0.6130) loss_giou_dn_1: 0.4923 (0.5022) loss_giou_dn_2: 0.4680 (0.4848) loss_giou_dn_3: 0.4633 (0.4803) loss_giou_dn_4: 0.4634 (0.4797) loss_giou_dn_5: 0.4635 (0.4796) loss_giou_dn_pre: 0.5969 (0.6117) loss_giou_enc_0: 0.6896 (0.7015) loss_giou_pre: 0.6091 (0.6161) loss_ddf_aux_0: 0.0628 (0.0663) loss_ddf_aux_1: 0.0083 (0.0080) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2633 (0.2619) loss_ddf_dn_1: 0.0321 (0.0330) loss_ddf_dn_2: 0.0061 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6898 (0.6919) loss_vfl_aux_0: 0.7880 (0.7698) loss_vfl_aux_1: 0.7776 (0.7485) loss_vfl_aux_2: 0.7377 (0.7253) loss_vfl_aux_3: 0.7183 (0.7025) loss_vfl_aux_4: 0.7001 (0.6936) loss_vfl_dn_0: 0.4977 (0.4982) loss_vfl_dn_1: 0.4456 (0.4424) loss_vfl_dn_2: 0.4355 (0.4279) loss_vfl_dn_3: 0.4225 (0.4181) loss_vfl_dn_4: 0.4204 (0.4149) loss_vfl_dn_5: 0.4196 (0.4141) loss_vfl_dn_pre: 0.4989 (0.4988) loss_vfl_enc_0: 0.7656 (0.7621) loss_vfl_pre: 0.7919 (0.7724) time: 0.7714 data: 0.0288 max mem: 9097 Epoch: [18] [ 300/3696] eta: 0:44:38 lr: 0.000013 loss: 32.8412 (32.8830) loss_bbox: 0.1940 (0.1907) loss_bbox_aux_0: 0.2119 (0.2052) loss_bbox_aux_1: 0.1990 (0.1935) loss_bbox_aux_2: 0.1970 (0.1912) loss_bbox_aux_3: 0.1962 (0.1908) loss_bbox_aux_4: 0.1943 (0.1907) loss_bbox_dn_0: 0.2784 (0.2680) loss_bbox_dn_1: 0.2069 (0.2024) loss_bbox_dn_2: 0.1985 (0.1917) loss_bbox_dn_3: 0.1947 (0.1889) loss_bbox_dn_4: 0.1945 (0.1884) loss_bbox_dn_5: 0.1945 (0.1884) loss_bbox_dn_pre: 0.2794 (0.2731) loss_bbox_enc_0: 0.2571 (0.2486) loss_bbox_pre: 0.2136 (0.2055) loss_dfl: 0.9872 (0.9651) loss_fgl_aux_0: 1.0242 (1.0028) loss_fgl_aux_1: 0.9902 (0.9684) loss_fgl_aux_2: 0.9882 (0.9653) loss_fgl_aux_3: 0.9870 (0.9651) loss_fgl_aux_4: 0.9869 (0.9651) loss_fgl_dn_0: 1.0975 (1.0973) loss_fgl_dn_1: 0.9960 (0.9936) loss_fgl_dn_2: 0.9873 (0.9849) loss_fgl_dn_3: 0.9876 (0.9858) loss_fgl_dn_4: 0.9890 (0.9861) loss_fgl_dn_5: 0.9891 (0.9861) loss_giou: 0.5644 (0.5890) loss_giou_aux_0: 0.5959 (0.6168) loss_giou_aux_1: 0.5636 (0.5946) loss_giou_aux_2: 0.5628 (0.5899) loss_giou_aux_3: 0.5633 (0.5892) loss_giou_aux_4: 0.5647 (0.5891) loss_giou_dn_0: 0.6024 (0.6131) loss_giou_dn_1: 0.4885 (0.5023) loss_giou_dn_2: 0.4736 (0.4849) loss_giou_dn_3: 0.4664 (0.4806) loss_giou_dn_4: 0.4658 (0.4799) loss_giou_dn_5: 0.4656 (0.4799) loss_giou_dn_pre: 0.6003 (0.6119) loss_giou_enc_0: 0.6863 (0.6999) loss_giou_pre: 0.5942 (0.6148) loss_ddf_aux_0: 0.0677 (0.0654) loss_ddf_aux_1: 0.0091 (0.0081) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2609 (0.2604) loss_ddf_dn_1: 0.0351 (0.0326) loss_ddf_dn_2: 0.0072 (0.0064) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7059 (0.6934) loss_vfl_aux_0: 0.7900 (0.7703) loss_vfl_aux_1: 0.7572 (0.7482) loss_vfl_aux_2: 0.7428 (0.7261) loss_vfl_aux_3: 0.7123 (0.7042) loss_vfl_aux_4: 0.6991 (0.6949) loss_vfl_dn_0: 0.4930 (0.4982) loss_vfl_dn_1: 0.4370 (0.4429) loss_vfl_dn_2: 0.4221 (0.4280) loss_vfl_dn_3: 0.4110 (0.4182) loss_vfl_dn_4: 0.4077 (0.4149) loss_vfl_dn_5: 0.4076 (0.4143) loss_vfl_dn_pre: 0.4938 (0.4989) loss_vfl_enc_0: 0.7755 (0.7634) loss_vfl_pre: 0.7960 (0.7730) time: 0.7777 data: 0.0273 max mem: 9097 Epoch: [18] [ 400/3696] eta: 0:43:06 lr: 0.000013 loss: 32.6527 (32.8585) loss_bbox: 0.1860 (0.1892) loss_bbox_aux_0: 0.2018 (0.2039) loss_bbox_aux_1: 0.1902 (0.1922) loss_bbox_aux_2: 0.1861 (0.1898) loss_bbox_aux_3: 0.1858 (0.1894) loss_bbox_aux_4: 0.1859 (0.1893) loss_bbox_dn_0: 0.2621 (0.2657) loss_bbox_dn_1: 0.1993 (0.2008) loss_bbox_dn_2: 0.1900 (0.1903) loss_bbox_dn_3: 0.1878 (0.1875) loss_bbox_dn_4: 0.1877 (0.1870) loss_bbox_dn_5: 0.1879 (0.1870) loss_bbox_dn_pre: 0.2659 (0.2708) loss_bbox_enc_0: 0.2389 (0.2466) loss_bbox_pre: 0.2031 (0.2042) loss_dfl: 0.9779 (0.9646) loss_fgl_aux_0: 1.0124 (1.0018) loss_fgl_aux_1: 0.9789 (0.9678) loss_fgl_aux_2: 0.9778 (0.9648) loss_fgl_aux_3: 0.9774 (0.9646) loss_fgl_aux_4: 0.9778 (0.9646) loss_fgl_dn_0: 1.1099 (1.0976) loss_fgl_dn_1: 0.9960 (0.9941) loss_fgl_dn_2: 0.9897 (0.9854) loss_fgl_dn_3: 0.9897 (0.9863) loss_fgl_dn_4: 0.9896 (0.9866) loss_fgl_dn_5: 0.9897 (0.9866) loss_giou: 0.5868 (0.5914) loss_giou_aux_0: 0.6204 (0.6191) loss_giou_aux_1: 0.5980 (0.5971) loss_giou_aux_2: 0.5873 (0.5923) loss_giou_aux_3: 0.5853 (0.5915) loss_giou_aux_4: 0.5856 (0.5914) loss_giou_dn_0: 0.5810 (0.6135) loss_giou_dn_1: 0.4759 (0.5031) loss_giou_dn_2: 0.4602 (0.4858) loss_giou_dn_3: 0.4593 (0.4815) loss_giou_dn_4: 0.4595 (0.4808) loss_giou_dn_5: 0.4596 (0.4808) loss_giou_dn_pre: 0.5799 (0.6123) loss_giou_enc_0: 0.7023 (0.7026) loss_giou_pre: 0.6217 (0.6171) loss_ddf_aux_0: 0.0638 (0.0651) loss_ddf_aux_1: 0.0089 (0.0083) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2725 (0.2600) loss_ddf_dn_1: 0.0343 (0.0327) loss_ddf_dn_2: 0.0069 (0.0065) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6742 (0.6908) loss_vfl_aux_0: 0.7403 (0.7676) loss_vfl_aux_1: 0.7198 (0.7454) loss_vfl_aux_2: 0.6992 (0.7238) loss_vfl_aux_3: 0.6763 (0.7017) loss_vfl_aux_4: 0.6721 (0.6920) loss_vfl_dn_0: 0.4923 (0.4977) loss_vfl_dn_1: 0.4395 (0.4426) loss_vfl_dn_2: 0.4172 (0.4274) loss_vfl_dn_3: 0.4117 (0.4178) loss_vfl_dn_4: 0.4066 (0.4144) loss_vfl_dn_5: 0.4072 (0.4137) loss_vfl_dn_pre: 0.4918 (0.4984) loss_vfl_enc_0: 0.7427 (0.7609) loss_vfl_pre: 0.7418 (0.7703) time: 0.7658 data: 0.0355 max mem: 9097 Epoch: [18] [ 500/3696] eta: 0:41:40 lr: 0.000013 loss: 32.9432 (32.8706) loss_bbox: 0.1934 (0.1898) loss_bbox_aux_0: 0.2096 (0.2044) loss_bbox_aux_1: 0.2000 (0.1927) loss_bbox_aux_2: 0.1942 (0.1903) loss_bbox_aux_3: 0.1932 (0.1899) loss_bbox_aux_4: 0.1934 (0.1898) loss_bbox_dn_0: 0.2607 (0.2663) loss_bbox_dn_1: 0.2016 (0.2015) loss_bbox_dn_2: 0.1915 (0.1909) loss_bbox_dn_3: 0.1867 (0.1881) loss_bbox_dn_4: 0.1859 (0.1876) loss_bbox_dn_5: 0.1859 (0.1876) loss_bbox_dn_pre: 0.2677 (0.2714) loss_bbox_enc_0: 0.2448 (0.2472) loss_bbox_pre: 0.2091 (0.2047) loss_dfl: 0.9611 (0.9664) loss_fgl_aux_0: 1.0024 (1.0036) loss_fgl_aux_1: 0.9674 (0.9696) loss_fgl_aux_2: 0.9611 (0.9666) loss_fgl_aux_3: 0.9614 (0.9664) loss_fgl_aux_4: 0.9614 (0.9664) loss_fgl_dn_0: 1.0991 (1.0983) loss_fgl_dn_1: 0.9965 (0.9947) loss_fgl_dn_2: 0.9888 (0.9858) loss_fgl_dn_3: 0.9896 (0.9867) loss_fgl_dn_4: 0.9902 (0.9871) loss_fgl_dn_5: 0.9904 (0.9871) loss_giou: 0.5654 (0.5885) loss_giou_aux_0: 0.5940 (0.6161) loss_giou_aux_1: 0.5693 (0.5941) loss_giou_aux_2: 0.5638 (0.5894) loss_giou_aux_3: 0.5645 (0.5886) loss_giou_aux_4: 0.5648 (0.5885) loss_giou_dn_0: 0.6008 (0.6116) loss_giou_dn_1: 0.4947 (0.5015) loss_giou_dn_2: 0.4714 (0.4843) loss_giou_dn_3: 0.4684 (0.4799) loss_giou_dn_4: 0.4681 (0.4792) loss_giou_dn_5: 0.4682 (0.4792) loss_giou_dn_pre: 0.5987 (0.6104) loss_giou_enc_0: 0.6791 (0.6994) loss_giou_pre: 0.5919 (0.6141) loss_ddf_aux_0: 0.0605 (0.0646) loss_ddf_aux_1: 0.0083 (0.0083) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2581 (0.2608) loss_ddf_dn_1: 0.0347 (0.0331) loss_ddf_dn_2: 0.0074 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6852 (0.6924) loss_vfl_aux_0: 0.7804 (0.7706) loss_vfl_aux_1: 0.7385 (0.7477) loss_vfl_aux_2: 0.7196 (0.7259) loss_vfl_aux_3: 0.6907 (0.7033) loss_vfl_aux_4: 0.6908 (0.6938) loss_vfl_dn_0: 0.5060 (0.4984) loss_vfl_dn_1: 0.4547 (0.4432) loss_vfl_dn_2: 0.4419 (0.4282) loss_vfl_dn_3: 0.4320 (0.4187) loss_vfl_dn_4: 0.4286 (0.4151) loss_vfl_dn_5: 0.4274 (0.4145) loss_vfl_dn_pre: 0.5074 (0.4991) loss_vfl_enc_0: 0.7780 (0.7645) loss_vfl_pre: 0.7850 (0.7735) time: 0.7576 data: 0.0247 max mem: 9097 Epoch: [18] [ 600/3696] eta: 0:40:27 lr: 0.000013 loss: 33.3685 (32.8804) loss_bbox: 0.1965 (0.1902) loss_bbox_aux_0: 0.2080 (0.2047) loss_bbox_aux_1: 0.1996 (0.1931) loss_bbox_aux_2: 0.1963 (0.1907) loss_bbox_aux_3: 0.1962 (0.1903) loss_bbox_aux_4: 0.1965 (0.1902) loss_bbox_dn_0: 0.2802 (0.2666) loss_bbox_dn_1: 0.2145 (0.2019) loss_bbox_dn_2: 0.2020 (0.1913) loss_bbox_dn_3: 0.1992 (0.1883) loss_bbox_dn_4: 0.1997 (0.1879) loss_bbox_dn_5: 0.1996 (0.1879) loss_bbox_dn_pre: 0.2839 (0.2717) loss_bbox_enc_0: 0.2582 (0.2470) loss_bbox_pre: 0.2073 (0.2049) loss_dfl: 0.9597 (0.9657) loss_fgl_aux_0: 0.9828 (1.0029) loss_fgl_aux_1: 0.9619 (0.9689) loss_fgl_aux_2: 0.9621 (0.9659) loss_fgl_aux_3: 0.9602 (0.9657) loss_fgl_aux_4: 0.9603 (0.9657) loss_fgl_dn_0: 1.0960 (1.0981) loss_fgl_dn_1: 0.9943 (0.9945) loss_fgl_dn_2: 0.9911 (0.9857) loss_fgl_dn_3: 0.9912 (0.9866) loss_fgl_dn_4: 0.9914 (0.9869) loss_fgl_dn_5: 0.9916 (0.9869) loss_giou: 0.6110 (0.5896) loss_giou_aux_0: 0.6350 (0.6169) loss_giou_aux_1: 0.6114 (0.5951) loss_giou_aux_2: 0.6085 (0.5904) loss_giou_aux_3: 0.6100 (0.5897) loss_giou_aux_4: 0.6111 (0.5896) loss_giou_dn_0: 0.6281 (0.6121) loss_giou_dn_1: 0.5180 (0.5020) loss_giou_dn_2: 0.4971 (0.4847) loss_giou_dn_3: 0.4907 (0.4803) loss_giou_dn_4: 0.4891 (0.4796) loss_giou_dn_5: 0.4893 (0.4796) loss_giou_dn_pre: 0.6276 (0.6109) loss_giou_enc_0: 0.7187 (0.6998) loss_giou_pre: 0.6332 (0.6149) loss_ddf_aux_0: 0.0621 (0.0643) loss_ddf_aux_1: 0.0077 (0.0083) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2548 (0.2608) loss_ddf_dn_1: 0.0329 (0.0332) loss_ddf_dn_2: 0.0072 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7143 (0.6926) loss_vfl_aux_0: 0.8002 (0.7710) loss_vfl_aux_1: 0.7737 (0.7471) loss_vfl_aux_2: 0.7489 (0.7258) loss_vfl_aux_3: 0.7259 (0.7037) loss_vfl_aux_4: 0.7182 (0.6941) loss_vfl_dn_0: 0.4984 (0.4982) loss_vfl_dn_1: 0.4411 (0.4429) loss_vfl_dn_2: 0.4283 (0.4280) loss_vfl_dn_3: 0.4193 (0.4185) loss_vfl_dn_4: 0.4169 (0.4150) loss_vfl_dn_5: 0.4149 (0.4144) loss_vfl_dn_pre: 0.5003 (0.4989) loss_vfl_enc_0: 0.7786 (0.7650) loss_vfl_pre: 0.7988 (0.7738) time: 0.7381 data: 0.0300 max mem: 9097 Epoch: [18] [ 700/3696] eta: 0:38:57 lr: 0.000013 loss: 32.7033 (32.8990) loss_bbox: 0.1943 (0.1902) loss_bbox_aux_0: 0.2107 (0.2044) loss_bbox_aux_1: 0.2002 (0.1931) loss_bbox_aux_2: 0.1959 (0.1907) loss_bbox_aux_3: 0.1945 (0.1903) loss_bbox_aux_4: 0.1944 (0.1902) loss_bbox_dn_0: 0.2719 (0.2665) loss_bbox_dn_1: 0.2081 (0.2019) loss_bbox_dn_2: 0.1992 (0.1914) loss_bbox_dn_3: 0.1958 (0.1885) loss_bbox_dn_4: 0.1937 (0.1880) loss_bbox_dn_5: 0.1936 (0.1880) loss_bbox_dn_pre: 0.2780 (0.2716) loss_bbox_enc_0: 0.2364 (0.2465) loss_bbox_pre: 0.2105 (0.2047) loss_dfl: 0.9623 (0.9648) loss_fgl_aux_0: 1.0066 (1.0021) loss_fgl_aux_1: 0.9639 (0.9680) loss_fgl_aux_2: 0.9631 (0.9650) loss_fgl_aux_3: 0.9625 (0.9648) loss_fgl_aux_4: 0.9623 (0.9648) loss_fgl_dn_0: 1.0954 (1.0979) loss_fgl_dn_1: 0.9864 (0.9944) loss_fgl_dn_2: 0.9782 (0.9856) loss_fgl_dn_3: 0.9787 (0.9865) loss_fgl_dn_4: 0.9789 (0.9868) loss_fgl_dn_5: 0.9788 (0.9869) loss_giou: 0.5607 (0.5909) loss_giou_aux_0: 0.5840 (0.6183) loss_giou_aux_1: 0.5647 (0.5967) loss_giou_aux_2: 0.5597 (0.5919) loss_giou_aux_3: 0.5604 (0.5911) loss_giou_aux_4: 0.5605 (0.5910) loss_giou_dn_0: 0.5887 (0.6127) loss_giou_dn_1: 0.4789 (0.5025) loss_giou_dn_2: 0.4604 (0.4852) loss_giou_dn_3: 0.4587 (0.4808) loss_giou_dn_4: 0.4582 (0.4802) loss_giou_dn_5: 0.4582 (0.4801) loss_giou_dn_pre: 0.5885 (0.6115) loss_giou_enc_0: 0.6789 (0.7011) loss_giou_pre: 0.5812 (0.6163) loss_ddf_aux_0: 0.0649 (0.0642) loss_ddf_aux_1: 0.0083 (0.0083) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2429 (0.2607) loss_ddf_dn_1: 0.0288 (0.0332) loss_ddf_dn_2: 0.0052 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7108 (0.6942) loss_vfl_aux_0: 0.7883 (0.7718) loss_vfl_aux_1: 0.7510 (0.7478) loss_vfl_aux_2: 0.7327 (0.7274) loss_vfl_aux_3: 0.7168 (0.7053) loss_vfl_aux_4: 0.7159 (0.6954) loss_vfl_dn_0: 0.4982 (0.4982) loss_vfl_dn_1: 0.4401 (0.4429) loss_vfl_dn_2: 0.4254 (0.4282) loss_vfl_dn_3: 0.4170 (0.4187) loss_vfl_dn_4: 0.4154 (0.4152) loss_vfl_dn_5: 0.4125 (0.4146) loss_vfl_dn_pre: 0.4977 (0.4989) loss_vfl_enc_0: 0.7963 (0.7660) loss_vfl_pre: 0.7935 (0.7745) time: 0.7563 data: 0.0210 max mem: 9097 Epoch: [18] [ 800/3696] eta: 0:37:33 lr: 0.000013 loss: 32.5180 (32.9004) loss_bbox: 0.1780 (0.1906) loss_bbox_aux_0: 0.1866 (0.2050) loss_bbox_aux_1: 0.1802 (0.1935) loss_bbox_aux_2: 0.1785 (0.1911) loss_bbox_aux_3: 0.1784 (0.1907) loss_bbox_aux_4: 0.1781 (0.1906) loss_bbox_dn_0: 0.2339 (0.2672) loss_bbox_dn_1: 0.1730 (0.2024) loss_bbox_dn_2: 0.1676 (0.1919) loss_bbox_dn_3: 0.1664 (0.1889) loss_bbox_dn_4: 0.1661 (0.1884) loss_bbox_dn_5: 0.1662 (0.1884) loss_bbox_dn_pre: 0.2411 (0.2724) loss_bbox_enc_0: 0.2233 (0.2469) loss_bbox_pre: 0.1849 (0.2052) loss_dfl: 0.9636 (0.9643) loss_fgl_aux_0: 1.0111 (1.0015) loss_fgl_aux_1: 0.9631 (0.9675) loss_fgl_aux_2: 0.9634 (0.9645) loss_fgl_aux_3: 0.9635 (0.9643) loss_fgl_aux_4: 0.9636 (0.9643) loss_fgl_dn_0: 1.0971 (1.0975) loss_fgl_dn_1: 0.9953 (0.9940) loss_fgl_dn_2: 0.9865 (0.9852) loss_fgl_dn_3: 0.9859 (0.9861) loss_fgl_dn_4: 0.9857 (0.9864) loss_fgl_dn_5: 0.9858 (0.9864) loss_giou: 0.5374 (0.5909) loss_giou_aux_0: 0.5553 (0.6183) loss_giou_aux_1: 0.5425 (0.5966) loss_giou_aux_2: 0.5382 (0.5918) loss_giou_aux_3: 0.5381 (0.5910) loss_giou_aux_4: 0.5376 (0.5909) loss_giou_dn_0: 0.5834 (0.6125) loss_giou_dn_1: 0.4816 (0.5023) loss_giou_dn_2: 0.4679 (0.4849) loss_giou_dn_3: 0.4620 (0.4805) loss_giou_dn_4: 0.4611 (0.4799) loss_giou_dn_5: 0.4610 (0.4799) loss_giou_dn_pre: 0.5789 (0.6113) loss_giou_enc_0: 0.6375 (0.7006) loss_giou_pre: 0.5516 (0.6163) loss_ddf_aux_0: 0.0631 (0.0644) loss_ddf_aux_1: 0.0086 (0.0084) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2686 (0.2610) loss_ddf_dn_1: 0.0334 (0.0332) loss_ddf_dn_2: 0.0063 (0.0067) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6884 (0.6945) loss_vfl_aux_0: 0.7612 (0.7721) loss_vfl_aux_1: 0.7349 (0.7477) loss_vfl_aux_2: 0.7241 (0.7278) loss_vfl_aux_3: 0.7046 (0.7060) loss_vfl_aux_4: 0.6923 (0.6959) loss_vfl_dn_0: 0.5001 (0.4982) loss_vfl_dn_1: 0.4404 (0.4427) loss_vfl_dn_2: 0.4271 (0.4279) loss_vfl_dn_3: 0.4174 (0.4184) loss_vfl_dn_4: 0.4142 (0.4148) loss_vfl_dn_5: 0.4151 (0.4143) loss_vfl_dn_pre: 0.5015 (0.4989) loss_vfl_enc_0: 0.7684 (0.7667) loss_vfl_pre: 0.7657 (0.7749) time: 0.7960 data: 0.0270 max mem: 9097 Epoch: [18] [ 900/3696] eta: 0:35:57 lr: 0.000013 loss: 32.9513 (32.8905) loss_bbox: 0.1949 (0.1907) loss_bbox_aux_0: 0.2049 (0.2051) loss_bbox_aux_1: 0.1982 (0.1936) loss_bbox_aux_2: 0.1953 (0.1912) loss_bbox_aux_3: 0.1955 (0.1908) loss_bbox_aux_4: 0.1951 (0.1907) loss_bbox_dn_0: 0.2502 (0.2673) loss_bbox_dn_1: 0.1874 (0.2025) loss_bbox_dn_2: 0.1772 (0.1921) loss_bbox_dn_3: 0.1771 (0.1891) loss_bbox_dn_4: 0.1774 (0.1886) loss_bbox_dn_5: 0.1773 (0.1886) loss_bbox_dn_pre: 0.2525 (0.2724) loss_bbox_enc_0: 0.2375 (0.2469) loss_bbox_pre: 0.2060 (0.2053) loss_dfl: 0.9642 (0.9645) loss_fgl_aux_0: 0.9977 (1.0015) loss_fgl_aux_1: 0.9671 (0.9677) loss_fgl_aux_2: 0.9643 (0.9648) loss_fgl_aux_3: 0.9641 (0.9646) loss_fgl_aux_4: 0.9639 (0.9646) loss_fgl_dn_0: 1.0889 (1.0973) loss_fgl_dn_1: 0.9962 (0.9941) loss_fgl_dn_2: 0.9875 (0.9853) loss_fgl_dn_3: 0.9864 (0.9861) loss_fgl_dn_4: 0.9867 (0.9864) loss_fgl_dn_5: 0.9866 (0.9865) loss_giou: 0.6281 (0.5904) loss_giou_aux_0: 0.6548 (0.6177) loss_giou_aux_1: 0.6316 (0.5961) loss_giou_aux_2: 0.6285 (0.5913) loss_giou_aux_3: 0.6273 (0.5905) loss_giou_aux_4: 0.6273 (0.5904) loss_giou_dn_0: 0.6145 (0.6116) loss_giou_dn_1: 0.5075 (0.5015) loss_giou_dn_2: 0.4895 (0.4843) loss_giou_dn_3: 0.4860 (0.4799) loss_giou_dn_4: 0.4844 (0.4793) loss_giou_dn_5: 0.4845 (0.4792) loss_giou_dn_pre: 0.6117 (0.6103) loss_giou_enc_0: 0.7196 (0.6998) loss_giou_pre: 0.6505 (0.6157) loss_ddf_aux_0: 0.0545 (0.0640) loss_ddf_aux_1: 0.0074 (0.0083) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2377 (0.2604) loss_ddf_dn_1: 0.0316 (0.0331) loss_ddf_dn_2: 0.0071 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6685 (0.6940) loss_vfl_aux_0: 0.7450 (0.7720) loss_vfl_aux_1: 0.7241 (0.7478) loss_vfl_aux_2: 0.6987 (0.7275) loss_vfl_aux_3: 0.6761 (0.7055) loss_vfl_aux_4: 0.6729 (0.6955) loss_vfl_dn_0: 0.4926 (0.4983) loss_vfl_dn_1: 0.4404 (0.4427) loss_vfl_dn_2: 0.4291 (0.4279) loss_vfl_dn_3: 0.4215 (0.4183) loss_vfl_dn_4: 0.4166 (0.4147) loss_vfl_dn_5: 0.4163 (0.4142) loss_vfl_dn_pre: 0.4947 (0.4990) loss_vfl_enc_0: 0.7472 (0.7668) loss_vfl_pre: 0.7391 (0.7749) time: 0.6833 data: 0.0206 max mem: 9097 Epoch: [18] [1000/3696] eta: 0:35:37 lr: 0.000013 loss: 33.3711 (32.8962) loss_bbox: 0.2062 (0.1910) loss_bbox_aux_0: 0.2231 (0.2054) loss_bbox_aux_1: 0.2089 (0.1939) loss_bbox_aux_2: 0.2071 (0.1915) loss_bbox_aux_3: 0.2063 (0.1911) loss_bbox_aux_4: 0.2063 (0.1911) loss_bbox_dn_0: 0.2778 (0.2670) loss_bbox_dn_1: 0.2179 (0.2024) loss_bbox_dn_2: 0.2021 (0.1920) loss_bbox_dn_3: 0.1999 (0.1890) loss_bbox_dn_4: 0.1985 (0.1885) loss_bbox_dn_5: 0.1982 (0.1885) loss_bbox_dn_pre: 0.2864 (0.2722) loss_bbox_enc_0: 0.2680 (0.2471) loss_bbox_pre: 0.2236 (0.2056) loss_dfl: 0.9685 (0.9640) loss_fgl_aux_0: 1.0034 (1.0008) loss_fgl_aux_1: 0.9740 (0.9672) loss_fgl_aux_2: 0.9692 (0.9642) loss_fgl_aux_3: 0.9687 (0.9640) loss_fgl_aux_4: 0.9690 (0.9640) loss_fgl_dn_0: 1.0987 (1.0969) loss_fgl_dn_1: 0.9991 (0.9940) loss_fgl_dn_2: 0.9846 (0.9851) loss_fgl_dn_3: 0.9845 (0.9860) loss_fgl_dn_4: 0.9846 (0.9863) loss_fgl_dn_5: 0.9847 (0.9863) loss_giou: 0.5867 (0.5919) loss_giou_aux_0: 0.6117 (0.6192) loss_giou_aux_1: 0.5928 (0.5976) loss_giou_aux_2: 0.5862 (0.5928) loss_giou_aux_3: 0.5861 (0.5920) loss_giou_aux_4: 0.5863 (0.5919) loss_giou_dn_0: 0.6220 (0.6119) loss_giou_dn_1: 0.5081 (0.5021) loss_giou_dn_2: 0.4883 (0.4849) loss_giou_dn_3: 0.4818 (0.4806) loss_giou_dn_4: 0.4813 (0.4800) loss_giou_dn_5: 0.4813 (0.4799) loss_giou_dn_pre: 0.6222 (0.6107) loss_giou_enc_0: 0.6911 (0.7008) loss_giou_pre: 0.6106 (0.6172) loss_ddf_aux_0: 0.0686 (0.0640) loss_ddf_aux_1: 0.0088 (0.0083) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2554 (0.2598) loss_ddf_dn_1: 0.0337 (0.0330) loss_ddf_dn_2: 0.0066 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7038 (0.6937) loss_vfl_aux_0: 0.7874 (0.7710) loss_vfl_aux_1: 0.7637 (0.7471) loss_vfl_aux_2: 0.7395 (0.7269) loss_vfl_aux_3: 0.7168 (0.7051) loss_vfl_aux_4: 0.7081 (0.6951) loss_vfl_dn_0: 0.4994 (0.4981) loss_vfl_dn_1: 0.4451 (0.4426) loss_vfl_dn_2: 0.4316 (0.4278) loss_vfl_dn_3: 0.4236 (0.4182) loss_vfl_dn_4: 0.4169 (0.4147) loss_vfl_dn_5: 0.4153 (0.4141) loss_vfl_dn_pre: 0.4996 (0.4989) loss_vfl_enc_0: 0.7778 (0.7658) loss_vfl_pre: 0.7979 (0.7740) time: 0.7464 data: 0.0282 max mem: 9097 Epoch: [18] [1100/3696] eta: 0:35:44 lr: 0.000013 loss: 32.6964 (32.8946) loss_bbox: 0.1920 (0.1910) loss_bbox_aux_0: 0.2049 (0.2053) loss_bbox_aux_1: 0.1971 (0.1939) loss_bbox_aux_2: 0.1932 (0.1915) loss_bbox_aux_3: 0.1923 (0.1911) loss_bbox_aux_4: 0.1918 (0.1910) loss_bbox_dn_0: 0.2605 (0.2667) loss_bbox_dn_1: 0.2025 (0.2021) loss_bbox_dn_2: 0.1973 (0.1917) loss_bbox_dn_3: 0.1935 (0.1886) loss_bbox_dn_4: 0.1932 (0.1882) loss_bbox_dn_5: 0.1930 (0.1882) loss_bbox_dn_pre: 0.2645 (0.2719) loss_bbox_enc_0: 0.2425 (0.2470) loss_bbox_pre: 0.2053 (0.2056) loss_dfl: 0.9751 (0.9638) loss_fgl_aux_0: 1.0082 (1.0006) loss_fgl_aux_1: 0.9774 (0.9670) loss_fgl_aux_2: 0.9757 (0.9640) loss_fgl_aux_3: 0.9758 (0.9638) loss_fgl_aux_4: 0.9754 (0.9638) loss_fgl_dn_0: 1.0999 (1.0968) loss_fgl_dn_1: 0.9904 (0.9939) loss_fgl_dn_2: 0.9834 (0.9851) loss_fgl_dn_3: 0.9838 (0.9859) loss_fgl_dn_4: 0.9846 (0.9862) loss_fgl_dn_5: 0.9847 (0.9862) loss_giou: 0.5380 (0.5919) loss_giou_aux_0: 0.5734 (0.6192) loss_giou_aux_1: 0.5473 (0.5977) loss_giou_aux_2: 0.5391 (0.5928) loss_giou_aux_3: 0.5381 (0.5920) loss_giou_aux_4: 0.5378 (0.5919) loss_giou_dn_0: 0.5910 (0.6117) loss_giou_dn_1: 0.4842 (0.5020) loss_giou_dn_2: 0.4680 (0.4848) loss_giou_dn_3: 0.4654 (0.4805) loss_giou_dn_4: 0.4650 (0.4798) loss_giou_dn_5: 0.4650 (0.4798) loss_giou_dn_pre: 0.5882 (0.6105) loss_giou_enc_0: 0.6635 (0.7004) loss_giou_pre: 0.5708 (0.6172) loss_ddf_aux_0: 0.0667 (0.0641) loss_ddf_aux_1: 0.0096 (0.0084) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2501 (0.2597) loss_ddf_dn_1: 0.0342 (0.0332) loss_ddf_dn_2: 0.0067 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7043 (0.6939) loss_vfl_aux_0: 0.7590 (0.7711) loss_vfl_aux_1: 0.7440 (0.7474) loss_vfl_aux_2: 0.7286 (0.7274) loss_vfl_aux_3: 0.7054 (0.7055) loss_vfl_aux_4: 0.6941 (0.6952) loss_vfl_dn_0: 0.5044 (0.4984) loss_vfl_dn_1: 0.4372 (0.4427) loss_vfl_dn_2: 0.4245 (0.4279) loss_vfl_dn_3: 0.4165 (0.4183) loss_vfl_dn_4: 0.4112 (0.4147) loss_vfl_dn_5: 0.4109 (0.4142) loss_vfl_dn_pre: 0.5053 (0.4991) loss_vfl_enc_0: 0.7694 (0.7663) loss_vfl_pre: 0.7614 (0.7741) time: 2.0540 data: 0.0303 max mem: 9097 Epoch: [18] [1200/3696] eta: 0:34:14 lr: 0.000013 loss: 33.4517 (32.9055) loss_bbox: 0.1947 (0.1914) loss_bbox_aux_0: 0.2100 (0.2058) loss_bbox_aux_1: 0.2012 (0.1944) loss_bbox_aux_2: 0.1981 (0.1919) loss_bbox_aux_3: 0.1950 (0.1915) loss_bbox_aux_4: 0.1948 (0.1914) loss_bbox_dn_0: 0.2718 (0.2674) loss_bbox_dn_1: 0.2219 (0.2028) loss_bbox_dn_2: 0.2105 (0.1924) loss_bbox_dn_3: 0.2070 (0.1893) loss_bbox_dn_4: 0.2061 (0.1889) loss_bbox_dn_5: 0.2062 (0.1888) loss_bbox_dn_pre: 0.2771 (0.2726) loss_bbox_enc_0: 0.2574 (0.2476) loss_bbox_pre: 0.2089 (0.2061) loss_dfl: 0.9862 (0.9642) loss_fgl_aux_0: 1.0174 (1.0011) loss_fgl_aux_1: 0.9897 (0.9673) loss_fgl_aux_2: 0.9853 (0.9643) loss_fgl_aux_3: 0.9861 (0.9642) loss_fgl_aux_4: 0.9863 (0.9642) loss_fgl_dn_0: 1.0906 (1.0966) loss_fgl_dn_1: 0.9933 (0.9939) loss_fgl_dn_2: 0.9867 (0.9851) loss_fgl_dn_3: 0.9872 (0.9859) loss_fgl_dn_4: 0.9874 (0.9862) loss_fgl_dn_5: 0.9875 (0.9862) loss_giou: 0.5787 (0.5911) loss_giou_aux_0: 0.6106 (0.6183) loss_giou_aux_1: 0.5863 (0.5968) loss_giou_aux_2: 0.5834 (0.5920) loss_giou_aux_3: 0.5807 (0.5912) loss_giou_aux_4: 0.5795 (0.5911) loss_giou_dn_0: 0.6349 (0.6116) loss_giou_dn_1: 0.5210 (0.5020) loss_giou_dn_2: 0.5003 (0.4848) loss_giou_dn_3: 0.4980 (0.4805) loss_giou_dn_4: 0.4976 (0.4798) loss_giou_dn_5: 0.4977 (0.4798) loss_giou_dn_pre: 0.6318 (0.6103) loss_giou_enc_0: 0.6802 (0.6994) loss_giou_pre: 0.6077 (0.6164) loss_ddf_aux_0: 0.0630 (0.0642) loss_ddf_aux_1: 0.0086 (0.0085) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2555 (0.2592) loss_ddf_dn_1: 0.0323 (0.0332) loss_ddf_dn_2: 0.0068 (0.0068) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6975 (0.6946) loss_vfl_aux_0: 0.7957 (0.7724) loss_vfl_aux_1: 0.7635 (0.7482) loss_vfl_aux_2: 0.7318 (0.7278) loss_vfl_aux_3: 0.7067 (0.7058) loss_vfl_aux_4: 0.6935 (0.6959) loss_vfl_dn_0: 0.5029 (0.4985) loss_vfl_dn_1: 0.4540 (0.4428) loss_vfl_dn_2: 0.4355 (0.4280) loss_vfl_dn_3: 0.4232 (0.4184) loss_vfl_dn_4: 0.4211 (0.4149) loss_vfl_dn_5: 0.4221 (0.4144) loss_vfl_dn_pre: 0.5038 (0.4992) loss_vfl_enc_0: 0.7706 (0.7676) loss_vfl_pre: 0.7922 (0.7753) time: 0.7047 data: 0.0240 max mem: 9097 Epoch: [18] [1300/3696] eta: 0:34:15 lr: 0.000013 loss: 32.9009 (32.9139) loss_bbox: 0.1954 (0.1916) loss_bbox_aux_0: 0.2102 (0.2060) loss_bbox_aux_1: 0.2036 (0.1945) loss_bbox_aux_2: 0.1967 (0.1921) loss_bbox_aux_3: 0.1960 (0.1917) loss_bbox_aux_4: 0.1954 (0.1916) loss_bbox_dn_0: 0.2788 (0.2681) loss_bbox_dn_1: 0.2101 (0.2032) loss_bbox_dn_2: 0.1964 (0.1928) loss_bbox_dn_3: 0.1964 (0.1898) loss_bbox_dn_4: 0.1943 (0.1893) loss_bbox_dn_5: 0.1944 (0.1893) loss_bbox_dn_pre: 0.2830 (0.2732) loss_bbox_enc_0: 0.2536 (0.2479) loss_bbox_pre: 0.2085 (0.2063) loss_dfl: 0.9894 (0.9643) loss_fgl_aux_0: 1.0218 (1.0013) loss_fgl_aux_1: 0.9916 (0.9675) loss_fgl_aux_2: 0.9914 (0.9645) loss_fgl_aux_3: 0.9892 (0.9643) loss_fgl_aux_4: 0.9893 (0.9643) loss_fgl_dn_0: 1.0939 (1.0968) loss_fgl_dn_1: 0.9937 (0.9941) loss_fgl_dn_2: 0.9831 (0.9852) loss_fgl_dn_3: 0.9846 (0.9860) loss_fgl_dn_4: 0.9849 (0.9863) loss_fgl_dn_5: 0.9848 (0.9864) loss_giou: 0.5586 (0.5913) loss_giou_aux_0: 0.5967 (0.6185) loss_giou_aux_1: 0.5632 (0.5970) loss_giou_aux_2: 0.5595 (0.5922) loss_giou_aux_3: 0.5585 (0.5915) loss_giou_aux_4: 0.5584 (0.5914) loss_giou_dn_0: 0.6164 (0.6122) loss_giou_dn_1: 0.5045 (0.5024) loss_giou_dn_2: 0.4826 (0.4852) loss_giou_dn_3: 0.4797 (0.4809) loss_giou_dn_4: 0.4790 (0.4802) loss_giou_dn_5: 0.4789 (0.4802) loss_giou_dn_pre: 0.6162 (0.6110) loss_giou_enc_0: 0.6623 (0.6994) loss_giou_pre: 0.5952 (0.6166) loss_ddf_aux_0: 0.0618 (0.0645) loss_ddf_aux_1: 0.0077 (0.0085) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2486 (0.2592) loss_ddf_dn_1: 0.0310 (0.0332) loss_ddf_dn_2: 0.0059 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6928 (0.6943) loss_vfl_aux_0: 0.7765 (0.7721) loss_vfl_aux_1: 0.7338 (0.7476) loss_vfl_aux_2: 0.7154 (0.7271) loss_vfl_aux_3: 0.7001 (0.7054) loss_vfl_aux_4: 0.7056 (0.6955) loss_vfl_dn_0: 0.5000 (0.4984) loss_vfl_dn_1: 0.4435 (0.4427) loss_vfl_dn_2: 0.4327 (0.4280) loss_vfl_dn_3: 0.4232 (0.4184) loss_vfl_dn_4: 0.4185 (0.4149) loss_vfl_dn_5: 0.4173 (0.4144) loss_vfl_dn_pre: 0.5002 (0.4991) loss_vfl_enc_0: 0.7888 (0.7677) loss_vfl_pre: 0.7784 (0.7750) time: 0.7707 data: 0.0322 max mem: 9097 Epoch: [18] [1400/3696] eta: 0:32:35 lr: 0.000013 loss: 32.4844 (32.9152) loss_bbox: 0.1721 (0.1917) loss_bbox_aux_0: 0.1898 (0.2062) loss_bbox_aux_1: 0.1730 (0.1947) loss_bbox_aux_2: 0.1711 (0.1922) loss_bbox_aux_3: 0.1721 (0.1918) loss_bbox_aux_4: 0.1721 (0.1917) loss_bbox_dn_0: 0.2595 (0.2686) loss_bbox_dn_1: 0.1898 (0.2035) loss_bbox_dn_2: 0.1788 (0.1931) loss_bbox_dn_3: 0.1767 (0.1900) loss_bbox_dn_4: 0.1762 (0.1895) loss_bbox_dn_5: 0.1761 (0.1895) loss_bbox_dn_pre: 0.2649 (0.2738) loss_bbox_enc_0: 0.2339 (0.2484) loss_bbox_pre: 0.1907 (0.2066) loss_dfl: 0.9648 (0.9641) loss_fgl_aux_0: 1.0053 (1.0013) loss_fgl_aux_1: 0.9722 (0.9673) loss_fgl_aux_2: 0.9657 (0.9643) loss_fgl_aux_3: 0.9654 (0.9642) loss_fgl_aux_4: 0.9651 (0.9641) loss_fgl_dn_0: 1.1040 (1.0969) loss_fgl_dn_1: 1.0090 (0.9940) loss_fgl_dn_2: 1.0004 (0.9851) loss_fgl_dn_3: 1.0000 (0.9859) loss_fgl_dn_4: 1.0001 (0.9862) loss_fgl_dn_5: 1.0002 (0.9862) loss_giou: 0.5349 (0.5901) loss_giou_aux_0: 0.5717 (0.6175) loss_giou_aux_1: 0.5436 (0.5958) loss_giou_aux_2: 0.5328 (0.5910) loss_giou_aux_3: 0.5338 (0.5902) loss_giou_aux_4: 0.5347 (0.5901) loss_giou_dn_0: 0.5892 (0.6119) loss_giou_dn_1: 0.4736 (0.5018) loss_giou_dn_2: 0.4527 (0.4846) loss_giou_dn_3: 0.4491 (0.4803) loss_giou_dn_4: 0.4484 (0.4796) loss_giou_dn_5: 0.4484 (0.4796) loss_giou_dn_pre: 0.5881 (0.6106) loss_giou_enc_0: 0.6556 (0.6985) loss_giou_pre: 0.5723 (0.6155) loss_ddf_aux_0: 0.0659 (0.0648) loss_ddf_aux_1: 0.0093 (0.0085) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2529 (0.2597) loss_ddf_dn_1: 0.0315 (0.0333) loss_ddf_dn_2: 0.0058 (0.0068) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6841 (0.6955) loss_vfl_aux_0: 0.7518 (0.7733) loss_vfl_aux_1: 0.7103 (0.7488) loss_vfl_aux_2: 0.7166 (0.7283) loss_vfl_aux_3: 0.7058 (0.7066) loss_vfl_aux_4: 0.6921 (0.6969) loss_vfl_dn_0: 0.4999 (0.4986) loss_vfl_dn_1: 0.4453 (0.4429) loss_vfl_dn_2: 0.4266 (0.4281) loss_vfl_dn_3: 0.4160 (0.4185) loss_vfl_dn_4: 0.4145 (0.4150) loss_vfl_dn_5: 0.4143 (0.4144) loss_vfl_dn_pre: 0.4997 (0.4993) loss_vfl_enc_0: 0.7533 (0.7689) loss_vfl_pre: 0.7608 (0.7762) time: 0.8035 data: 0.0313 max mem: 9097 Epoch: [18] [1500/3696] eta: 0:30:57 lr: 0.000013 loss: 32.9758 (32.9115) loss_bbox: 0.1783 (0.1917) loss_bbox_aux_0: 0.1847 (0.2062) loss_bbox_aux_1: 0.1827 (0.1947) loss_bbox_aux_2: 0.1787 (0.1922) loss_bbox_aux_3: 0.1782 (0.1918) loss_bbox_aux_4: 0.1784 (0.1917) loss_bbox_dn_0: 0.2501 (0.2683) loss_bbox_dn_1: 0.1978 (0.2033) loss_bbox_dn_2: 0.1845 (0.1928) loss_bbox_dn_3: 0.1801 (0.1898) loss_bbox_dn_4: 0.1801 (0.1893) loss_bbox_dn_5: 0.1803 (0.1893) loss_bbox_dn_pre: 0.2538 (0.2735) loss_bbox_enc_0: 0.2295 (0.2484) loss_bbox_pre: 0.1843 (0.2065) loss_dfl: 0.9697 (0.9640) loss_fgl_aux_0: 1.0097 (1.0012) loss_fgl_aux_1: 0.9732 (0.9672) loss_fgl_aux_2: 0.9699 (0.9641) loss_fgl_aux_3: 0.9698 (0.9640) loss_fgl_aux_4: 0.9697 (0.9640) loss_fgl_dn_0: 1.1004 (1.0970) loss_fgl_dn_1: 0.9962 (0.9941) loss_fgl_dn_2: 0.9899 (0.9852) loss_fgl_dn_3: 0.9909 (0.9860) loss_fgl_dn_4: 0.9915 (0.9862) loss_fgl_dn_5: 0.9916 (0.9863) loss_giou: 0.5876 (0.5899) loss_giou_aux_0: 0.6145 (0.6173) loss_giou_aux_1: 0.5942 (0.5956) loss_giou_aux_2: 0.5891 (0.5908) loss_giou_aux_3: 0.5885 (0.5900) loss_giou_aux_4: 0.5877 (0.5899) loss_giou_dn_0: 0.6243 (0.6112) loss_giou_dn_1: 0.5094 (0.5012) loss_giou_dn_2: 0.4886 (0.4840) loss_giou_dn_3: 0.4837 (0.4796) loss_giou_dn_4: 0.4820 (0.4790) loss_giou_dn_5: 0.4820 (0.4790) loss_giou_dn_pre: 0.6191 (0.6100) loss_giou_enc_0: 0.7060 (0.6985) loss_giou_pre: 0.6125 (0.6153) loss_ddf_aux_0: 0.0653 (0.0648) loss_ddf_aux_1: 0.0086 (0.0085) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2675 (0.2594) loss_ddf_dn_1: 0.0335 (0.0332) loss_ddf_dn_2: 0.0071 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7019 (0.6960) loss_vfl_aux_0: 0.7850 (0.7740) loss_vfl_aux_1: 0.7555 (0.7495) loss_vfl_aux_2: 0.7192 (0.7286) loss_vfl_aux_3: 0.7142 (0.7072) loss_vfl_aux_4: 0.7034 (0.6973) loss_vfl_dn_0: 0.4994 (0.4987) loss_vfl_dn_1: 0.4420 (0.4430) loss_vfl_dn_2: 0.4297 (0.4282) loss_vfl_dn_3: 0.4167 (0.4186) loss_vfl_dn_4: 0.4114 (0.4150) loss_vfl_dn_5: 0.4120 (0.4145) loss_vfl_dn_pre: 0.4995 (0.4994) loss_vfl_enc_0: 0.7684 (0.7694) loss_vfl_pre: 0.7904 (0.7769) time: 0.7719 data: 0.0276 max mem: 9097 Epoch: [18] [1600/3696] eta: 0:30:28 lr: 0.000013 loss: 32.7202 (32.9108) loss_bbox: 0.1747 (0.1918) loss_bbox_aux_0: 0.1924 (0.2063) loss_bbox_aux_1: 0.1781 (0.1948) loss_bbox_aux_2: 0.1748 (0.1923) loss_bbox_aux_3: 0.1749 (0.1919) loss_bbox_aux_4: 0.1748 (0.1918) loss_bbox_dn_0: 0.2530 (0.2686) loss_bbox_dn_1: 0.1945 (0.2035) loss_bbox_dn_2: 0.1826 (0.1930) loss_bbox_dn_3: 0.1823 (0.1899) loss_bbox_dn_4: 0.1821 (0.1895) loss_bbox_dn_5: 0.1819 (0.1894) loss_bbox_dn_pre: 0.2580 (0.2739) loss_bbox_enc_0: 0.2408 (0.2486) loss_bbox_pre: 0.1924 (0.2066) loss_dfl: 0.9565 (0.9640) loss_fgl_aux_0: 0.9930 (1.0013) loss_fgl_aux_1: 0.9612 (0.9672) loss_fgl_aux_2: 0.9579 (0.9641) loss_fgl_aux_3: 0.9565 (0.9640) loss_fgl_aux_4: 0.9565 (0.9640) loss_fgl_dn_0: 1.0907 (1.0970) loss_fgl_dn_1: 0.9916 (0.9941) loss_fgl_dn_2: 0.9864 (0.9852) loss_fgl_dn_3: 0.9875 (0.9860) loss_fgl_dn_4: 0.9878 (0.9863) loss_fgl_dn_5: 0.9878 (0.9863) loss_giou: 0.5642 (0.5893) loss_giou_aux_0: 0.5919 (0.6167) loss_giou_aux_1: 0.5722 (0.5950) loss_giou_aux_2: 0.5650 (0.5901) loss_giou_aux_3: 0.5642 (0.5894) loss_giou_aux_4: 0.5639 (0.5893) loss_giou_dn_0: 0.6049 (0.6110) loss_giou_dn_1: 0.4923 (0.5010) loss_giou_dn_2: 0.4773 (0.4837) loss_giou_dn_3: 0.4785 (0.4794) loss_giou_dn_4: 0.4781 (0.4787) loss_giou_dn_5: 0.4781 (0.4787) loss_giou_dn_pre: 0.6034 (0.6098) loss_giou_enc_0: 0.6787 (0.6982) loss_giou_pre: 0.5932 (0.6148) loss_ddf_aux_0: 0.0622 (0.0647) loss_ddf_aux_1: 0.0075 (0.0085) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2460 (0.2592) loss_ddf_dn_1: 0.0293 (0.0331) loss_ddf_dn_2: 0.0057 (0.0067) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6799 (0.6963) loss_vfl_aux_0: 0.7645 (0.7744) loss_vfl_aux_1: 0.7555 (0.7500) loss_vfl_aux_2: 0.7188 (0.7291) loss_vfl_aux_3: 0.6943 (0.7075) loss_vfl_aux_4: 0.6868 (0.6976) loss_vfl_dn_0: 0.4910 (0.4987) loss_vfl_dn_1: 0.4344 (0.4430) loss_vfl_dn_2: 0.4247 (0.4281) loss_vfl_dn_3: 0.4163 (0.4186) loss_vfl_dn_4: 0.4142 (0.4150) loss_vfl_dn_5: 0.4106 (0.4144) loss_vfl_dn_pre: 0.4918 (0.4994) loss_vfl_enc_0: 0.7499 (0.7699) loss_vfl_pre: 0.7670 (0.7774) time: 0.9606 data: 0.0259 max mem: 9097 Epoch: [18] [1700/3696] eta: 0:28:49 lr: 0.000013 loss: 32.7632 (32.9030) loss_bbox: 0.1736 (0.1917) loss_bbox_aux_0: 0.1864 (0.2062) loss_bbox_aux_1: 0.1735 (0.1946) loss_bbox_aux_2: 0.1738 (0.1922) loss_bbox_aux_3: 0.1734 (0.1918) loss_bbox_aux_4: 0.1736 (0.1917) loss_bbox_dn_0: 0.2523 (0.2688) loss_bbox_dn_1: 0.1837 (0.2035) loss_bbox_dn_2: 0.1718 (0.1930) loss_bbox_dn_3: 0.1681 (0.1899) loss_bbox_dn_4: 0.1681 (0.1895) loss_bbox_dn_5: 0.1679 (0.1894) loss_bbox_dn_pre: 0.2579 (0.2741) loss_bbox_enc_0: 0.2301 (0.2487) loss_bbox_pre: 0.1874 (0.2065) loss_dfl: 0.9546 (0.9642) loss_fgl_aux_0: 0.9960 (1.0016) loss_fgl_aux_1: 0.9585 (0.9675) loss_fgl_aux_2: 0.9557 (0.9644) loss_fgl_aux_3: 0.9550 (0.9643) loss_fgl_aux_4: 0.9549 (0.9643) loss_fgl_dn_0: 1.0933 (1.0970) loss_fgl_dn_1: 0.9820 (0.9939) loss_fgl_dn_2: 0.9743 (0.9850) loss_fgl_dn_3: 0.9752 (0.9857) loss_fgl_dn_4: 0.9754 (0.9860) loss_fgl_dn_5: 0.9756 (0.9860) loss_giou: 0.5704 (0.5884) loss_giou_aux_0: 0.5923 (0.6159) loss_giou_aux_1: 0.5751 (0.5941) loss_giou_aux_2: 0.5699 (0.5893) loss_giou_aux_3: 0.5699 (0.5885) loss_giou_aux_4: 0.5705 (0.5884) loss_giou_dn_0: 0.5994 (0.6106) loss_giou_dn_1: 0.4857 (0.5005) loss_giou_dn_2: 0.4648 (0.4832) loss_giou_dn_3: 0.4613 (0.4789) loss_giou_dn_4: 0.4606 (0.4783) loss_giou_dn_5: 0.4607 (0.4783) loss_giou_dn_pre: 0.5978 (0.6094) loss_giou_enc_0: 0.6764 (0.6975) loss_giou_pre: 0.5890 (0.6139) loss_ddf_aux_0: 0.0597 (0.0647) loss_ddf_aux_1: 0.0077 (0.0085) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2471 (0.2592) loss_ddf_dn_1: 0.0307 (0.0331) loss_ddf_dn_2: 0.0059 (0.0067) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6963 (0.6967) loss_vfl_aux_0: 0.7591 (0.7746) loss_vfl_aux_1: 0.7432 (0.7502) loss_vfl_aux_2: 0.7261 (0.7295) loss_vfl_aux_3: 0.7051 (0.7081) loss_vfl_aux_4: 0.6957 (0.6979) loss_vfl_dn_0: 0.4957 (0.4987) loss_vfl_dn_1: 0.4341 (0.4427) loss_vfl_dn_2: 0.4231 (0.4279) loss_vfl_dn_3: 0.4142 (0.4184) loss_vfl_dn_4: 0.4097 (0.4148) loss_vfl_dn_5: 0.4086 (0.4142) loss_vfl_dn_pre: 0.4964 (0.4994) loss_vfl_enc_0: 0.7941 (0.7704) loss_vfl_pre: 0.7668 (0.7776) time: 0.7518 data: 0.0299 max mem: 9097 Epoch: [18] [1800/3696] eta: 0:27:13 lr: 0.000013 loss: 32.7245 (32.8972) loss_bbox: 0.1723 (0.1916) loss_bbox_aux_0: 0.1814 (0.2061) loss_bbox_aux_1: 0.1756 (0.1945) loss_bbox_aux_2: 0.1738 (0.1921) loss_bbox_aux_3: 0.1730 (0.1917) loss_bbox_aux_4: 0.1724 (0.1916) loss_bbox_dn_0: 0.2528 (0.2687) loss_bbox_dn_1: 0.1962 (0.2034) loss_bbox_dn_2: 0.1871 (0.1929) loss_bbox_dn_3: 0.1862 (0.1898) loss_bbox_dn_4: 0.1853 (0.1893) loss_bbox_dn_5: 0.1852 (0.1893) loss_bbox_dn_pre: 0.2578 (0.2740) loss_bbox_enc_0: 0.2335 (0.2486) loss_bbox_pre: 0.1815 (0.2064) loss_dfl: 0.9512 (0.9641) loss_fgl_aux_0: 0.9938 (1.0015) loss_fgl_aux_1: 0.9515 (0.9673) loss_fgl_aux_2: 0.9517 (0.9643) loss_fgl_aux_3: 0.9516 (0.9641) loss_fgl_aux_4: 0.9513 (0.9641) loss_fgl_dn_0: 1.0905 (1.0969) loss_fgl_dn_1: 0.9990 (0.9939) loss_fgl_dn_2: 0.9917 (0.9849) loss_fgl_dn_3: 0.9909 (0.9857) loss_fgl_dn_4: 0.9913 (0.9860) loss_fgl_dn_5: 0.9913 (0.9860) loss_giou: 0.5772 (0.5884) loss_giou_aux_0: 0.6060 (0.6158) loss_giou_aux_1: 0.5817 (0.5941) loss_giou_aux_2: 0.5771 (0.5893) loss_giou_aux_3: 0.5769 (0.5886) loss_giou_aux_4: 0.5777 (0.5884) loss_giou_dn_0: 0.5982 (0.6107) loss_giou_dn_1: 0.4891 (0.5005) loss_giou_dn_2: 0.4741 (0.4832) loss_giou_dn_3: 0.4696 (0.4788) loss_giou_dn_4: 0.4682 (0.4782) loss_giou_dn_5: 0.4682 (0.4782) loss_giou_dn_pre: 0.5971 (0.6094) loss_giou_enc_0: 0.6809 (0.6974) loss_giou_pre: 0.6018 (0.6139) loss_ddf_aux_0: 0.0603 (0.0645) loss_ddf_aux_1: 0.0077 (0.0085) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2721 (0.2593) loss_ddf_dn_1: 0.0358 (0.0331) loss_ddf_dn_2: 0.0069 (0.0067) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6997 (0.6965) loss_vfl_aux_0: 0.7656 (0.7744) loss_vfl_aux_1: 0.7567 (0.7499) loss_vfl_aux_2: 0.7276 (0.7293) loss_vfl_aux_3: 0.7134 (0.7078) loss_vfl_aux_4: 0.6996 (0.6978) loss_vfl_dn_0: 0.4993 (0.4987) loss_vfl_dn_1: 0.4324 (0.4426) loss_vfl_dn_2: 0.4178 (0.4278) loss_vfl_dn_3: 0.4113 (0.4183) loss_vfl_dn_4: 0.4081 (0.4147) loss_vfl_dn_5: 0.4072 (0.4142) loss_vfl_dn_pre: 0.4993 (0.4994) loss_vfl_enc_0: 0.7649 (0.7702) loss_vfl_pre: 0.7715 (0.7773) time: 0.7133 data: 0.0260 max mem: 9097 Epoch: [18] [1900/3696] eta: 0:25:41 lr: 0.000013 loss: 32.9998 (32.8956) loss_bbox: 0.1866 (0.1915) loss_bbox_aux_0: 0.2021 (0.2060) loss_bbox_aux_1: 0.1895 (0.1944) loss_bbox_aux_2: 0.1856 (0.1920) loss_bbox_aux_3: 0.1865 (0.1916) loss_bbox_aux_4: 0.1867 (0.1915) loss_bbox_dn_0: 0.2736 (0.2686) loss_bbox_dn_1: 0.1979 (0.2033) loss_bbox_dn_2: 0.1894 (0.1928) loss_bbox_dn_3: 0.1855 (0.1897) loss_bbox_dn_4: 0.1852 (0.1892) loss_bbox_dn_5: 0.1854 (0.1892) loss_bbox_dn_pre: 0.2777 (0.2739) loss_bbox_enc_0: 0.2413 (0.2485) loss_bbox_pre: 0.2005 (0.2063) loss_dfl: 0.9692 (0.9641) loss_fgl_aux_0: 1.0106 (1.0015) loss_fgl_aux_1: 0.9748 (0.9674) loss_fgl_aux_2: 0.9695 (0.9643) loss_fgl_aux_3: 0.9694 (0.9641) loss_fgl_aux_4: 0.9693 (0.9641) loss_fgl_dn_0: 1.0931 (1.0969) loss_fgl_dn_1: 0.9892 (0.9939) loss_fgl_dn_2: 0.9797 (0.9849) loss_fgl_dn_3: 0.9809 (0.9857) loss_fgl_dn_4: 0.9814 (0.9860) loss_fgl_dn_5: 0.9814 (0.9860) loss_giou: 0.6062 (0.5883) loss_giou_aux_0: 0.6279 (0.6158) loss_giou_aux_1: 0.6095 (0.5940) loss_giou_aux_2: 0.6054 (0.5891) loss_giou_aux_3: 0.6054 (0.5884) loss_giou_aux_4: 0.6064 (0.5883) loss_giou_dn_0: 0.6211 (0.6108) loss_giou_dn_1: 0.5157 (0.5006) loss_giou_dn_2: 0.4987 (0.4832) loss_giou_dn_3: 0.4970 (0.4789) loss_giou_dn_4: 0.4962 (0.4783) loss_giou_dn_5: 0.4960 (0.4783) loss_giou_dn_pre: 0.6216 (0.6096) loss_giou_enc_0: 0.7059 (0.6973) loss_giou_pre: 0.6269 (0.6138) loss_ddf_aux_0: 0.0638 (0.0644) loss_ddf_aux_1: 0.0087 (0.0085) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2609 (0.2594) loss_ddf_dn_1: 0.0363 (0.0332) loss_ddf_dn_2: 0.0066 (0.0067) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6918 (0.6964) loss_vfl_aux_0: 0.7830 (0.7745) loss_vfl_aux_1: 0.7529 (0.7498) loss_vfl_aux_2: 0.7217 (0.7292) loss_vfl_aux_3: 0.7125 (0.7077) loss_vfl_aux_4: 0.7012 (0.6977) loss_vfl_dn_0: 0.4969 (0.4986) loss_vfl_dn_1: 0.4419 (0.4427) loss_vfl_dn_2: 0.4279 (0.4279) loss_vfl_dn_3: 0.4164 (0.4184) loss_vfl_dn_4: 0.4122 (0.4148) loss_vfl_dn_5: 0.4106 (0.4142) loss_vfl_dn_pre: 0.4971 (0.4993) loss_vfl_enc_0: 0.7643 (0.7699) loss_vfl_pre: 0.7941 (0.7774) time: 0.7703 data: 0.0308 max mem: 9097 Epoch: [18] [2000/3696] eta: 0:24:54 lr: 0.000013 loss: 32.9530 (32.8975) loss_bbox: 0.1982 (0.1916) loss_bbox_aux_0: 0.2170 (0.2061) loss_bbox_aux_1: 0.2044 (0.1945) loss_bbox_aux_2: 0.1999 (0.1921) loss_bbox_aux_3: 0.1982 (0.1917) loss_bbox_aux_4: 0.1982 (0.1916) loss_bbox_dn_0: 0.2583 (0.2687) loss_bbox_dn_1: 0.2019 (0.2034) loss_bbox_dn_2: 0.1968 (0.1928) loss_bbox_dn_3: 0.1953 (0.1897) loss_bbox_dn_4: 0.1946 (0.1893) loss_bbox_dn_5: 0.1945 (0.1893) loss_bbox_dn_pre: 0.2666 (0.2740) loss_bbox_enc_0: 0.2592 (0.2486) loss_bbox_pre: 0.2198 (0.2064) loss_dfl: 0.9613 (0.9641) loss_fgl_aux_0: 0.9880 (1.0015) loss_fgl_aux_1: 0.9649 (0.9674) loss_fgl_aux_2: 0.9621 (0.9643) loss_fgl_aux_3: 0.9618 (0.9641) loss_fgl_aux_4: 0.9617 (0.9641) loss_fgl_dn_0: 1.0925 (1.0969) loss_fgl_dn_1: 0.9841 (0.9940) loss_fgl_dn_2: 0.9763 (0.9850) loss_fgl_dn_3: 0.9789 (0.9858) loss_fgl_dn_4: 0.9790 (0.9860) loss_fgl_dn_5: 0.9791 (0.9861) loss_giou: 0.6245 (0.5883) loss_giou_aux_0: 0.6461 (0.6158) loss_giou_aux_1: 0.6293 (0.5940) loss_giou_aux_2: 0.6241 (0.5891) loss_giou_aux_3: 0.6236 (0.5884) loss_giou_aux_4: 0.6246 (0.5883) loss_giou_dn_0: 0.5915 (0.6109) loss_giou_dn_1: 0.4902 (0.5005) loss_giou_dn_2: 0.4723 (0.4832) loss_giou_dn_3: 0.4693 (0.4789) loss_giou_dn_4: 0.4695 (0.4782) loss_giou_dn_5: 0.4695 (0.4782) loss_giou_dn_pre: 0.5929 (0.6096) loss_giou_enc_0: 0.7141 (0.6973) loss_giou_pre: 0.6418 (0.6138) loss_ddf_aux_0: 0.0641 (0.0643) loss_ddf_aux_1: 0.0084 (0.0085) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2597 (0.2593) loss_ddf_dn_1: 0.0353 (0.0332) loss_ddf_dn_2: 0.0069 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6906 (0.6965) loss_vfl_aux_0: 0.7573 (0.7745) loss_vfl_aux_1: 0.7400 (0.7500) loss_vfl_aux_2: 0.7292 (0.7294) loss_vfl_aux_3: 0.7043 (0.7078) loss_vfl_aux_4: 0.6911 (0.6978) loss_vfl_dn_0: 0.4926 (0.4987) loss_vfl_dn_1: 0.4371 (0.4427) loss_vfl_dn_2: 0.4267 (0.4279) loss_vfl_dn_3: 0.4196 (0.4184) loss_vfl_dn_4: 0.4149 (0.4148) loss_vfl_dn_5: 0.4144 (0.4143) loss_vfl_dn_pre: 0.4928 (0.4993) loss_vfl_enc_0: 0.7608 (0.7700) loss_vfl_pre: 0.7704 (0.7774) time: 0.7288 data: 0.0258 max mem: 9097 Epoch: [18] [2100/3696] eta: 0:23:16 lr: 0.000013 loss: 32.2914 (32.8924) loss_bbox: 0.1882 (0.1914) loss_bbox_aux_0: 0.2040 (0.2059) loss_bbox_aux_1: 0.1908 (0.1944) loss_bbox_aux_2: 0.1890 (0.1920) loss_bbox_aux_3: 0.1877 (0.1915) loss_bbox_aux_4: 0.1881 (0.1914) loss_bbox_dn_0: 0.2866 (0.2689) loss_bbox_dn_1: 0.2149 (0.2034) loss_bbox_dn_2: 0.2051 (0.1929) loss_bbox_dn_3: 0.1972 (0.1898) loss_bbox_dn_4: 0.1968 (0.1893) loss_bbox_dn_5: 0.1970 (0.1893) loss_bbox_dn_pre: 0.2876 (0.2742) loss_bbox_enc_0: 0.2540 (0.2485) loss_bbox_pre: 0.2031 (0.2062) loss_dfl: 0.9794 (0.9640) loss_fgl_aux_0: 1.0166 (1.0014) loss_fgl_aux_1: 0.9807 (0.9673) loss_fgl_aux_2: 0.9794 (0.9642) loss_fgl_aux_3: 0.9794 (0.9640) loss_fgl_aux_4: 0.9794 (0.9640) loss_fgl_dn_0: 1.0938 (1.0969) loss_fgl_dn_1: 0.9866 (0.9938) loss_fgl_dn_2: 0.9762 (0.9848) loss_fgl_dn_3: 0.9784 (0.9856) loss_fgl_dn_4: 0.9789 (0.9858) loss_fgl_dn_5: 0.9788 (0.9858) loss_giou: 0.5092 (0.5881) loss_giou_aux_0: 0.5369 (0.6156) loss_giou_aux_1: 0.5134 (0.5938) loss_giou_aux_2: 0.5104 (0.5889) loss_giou_aux_3: 0.5088 (0.5883) loss_giou_aux_4: 0.5089 (0.5881) loss_giou_dn_0: 0.5685 (0.6110) loss_giou_dn_1: 0.4520 (0.5006) loss_giou_dn_2: 0.4400 (0.4832) loss_giou_dn_3: 0.4350 (0.4789) loss_giou_dn_4: 0.4342 (0.4782) loss_giou_dn_5: 0.4342 (0.4782) loss_giou_dn_pre: 0.5684 (0.6097) loss_giou_enc_0: 0.6182 (0.6970) loss_giou_pre: 0.5301 (0.6136) loss_ddf_aux_0: 0.0619 (0.0643) loss_ddf_aux_1: 0.0084 (0.0084) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2764 (0.2595) loss_ddf_dn_1: 0.0348 (0.0332) loss_ddf_dn_2: 0.0065 (0.0067) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7150 (0.6964) loss_vfl_aux_0: 0.7803 (0.7744) loss_vfl_aux_1: 0.7474 (0.7498) loss_vfl_aux_2: 0.7413 (0.7292) loss_vfl_aux_3: 0.7222 (0.7077) loss_vfl_aux_4: 0.7112 (0.6976) loss_vfl_dn_0: 0.4990 (0.4986) loss_vfl_dn_1: 0.4395 (0.4426) loss_vfl_dn_2: 0.4189 (0.4278) loss_vfl_dn_3: 0.4080 (0.4183) loss_vfl_dn_4: 0.4065 (0.4147) loss_vfl_dn_5: 0.4067 (0.4142) loss_vfl_dn_pre: 0.4998 (0.4993) loss_vfl_enc_0: 0.7862 (0.7698) loss_vfl_pre: 0.7863 (0.7773) time: 0.7660 data: 0.0364 max mem: 9097 Epoch: [18] [2200/3696] eta: 0:21:42 lr: 0.000013 loss: 32.6731 (32.8864) loss_bbox: 0.1980 (0.1917) loss_bbox_aux_0: 0.2093 (0.2062) loss_bbox_aux_1: 0.2003 (0.1946) loss_bbox_aux_2: 0.1995 (0.1922) loss_bbox_aux_3: 0.1982 (0.1917) loss_bbox_aux_4: 0.1980 (0.1917) loss_bbox_dn_0: 0.2784 (0.2690) loss_bbox_dn_1: 0.1991 (0.2035) loss_bbox_dn_2: 0.1883 (0.1929) loss_bbox_dn_3: 0.1863 (0.1898) loss_bbox_dn_4: 0.1849 (0.1894) loss_bbox_dn_5: 0.1848 (0.1893) loss_bbox_dn_pre: 0.2818 (0.2744) loss_bbox_enc_0: 0.2534 (0.2488) loss_bbox_pre: 0.2127 (0.2065) loss_dfl: 0.9586 (0.9639) loss_fgl_aux_0: 0.9969 (1.0014) loss_fgl_aux_1: 0.9712 (0.9672) loss_fgl_aux_2: 0.9608 (0.9641) loss_fgl_aux_3: 0.9583 (0.9639) loss_fgl_aux_4: 0.9582 (0.9639) loss_fgl_dn_0: 1.0982 (1.0969) loss_fgl_dn_1: 0.9882 (0.9936) loss_fgl_dn_2: 0.9770 (0.9846) loss_fgl_dn_3: 0.9780 (0.9853) loss_fgl_dn_4: 0.9781 (0.9856) loss_fgl_dn_5: 0.9780 (0.9856) loss_giou: 0.5573 (0.5877) loss_giou_aux_0: 0.6005 (0.6152) loss_giou_aux_1: 0.5642 (0.5934) loss_giou_aux_2: 0.5560 (0.5886) loss_giou_aux_3: 0.5577 (0.5879) loss_giou_aux_4: 0.5575 (0.5878) loss_giou_dn_0: 0.5699 (0.6106) loss_giou_dn_1: 0.4654 (0.5003) loss_giou_dn_2: 0.4468 (0.4829) loss_giou_dn_3: 0.4438 (0.4786) loss_giou_dn_4: 0.4434 (0.4779) loss_giou_dn_5: 0.4434 (0.4779) loss_giou_dn_pre: 0.5723 (0.6094) loss_giou_enc_0: 0.6623 (0.6965) loss_giou_pre: 0.5956 (0.6132) loss_ddf_aux_0: 0.0666 (0.0643) loss_ddf_aux_1: 0.0084 (0.0084) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2707 (0.2598) loss_ddf_dn_1: 0.0348 (0.0333) loss_ddf_dn_2: 0.0068 (0.0067) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7086 (0.6963) loss_vfl_aux_0: 0.7680 (0.7741) loss_vfl_aux_1: 0.7258 (0.7496) loss_vfl_aux_2: 0.7252 (0.7292) loss_vfl_aux_3: 0.7002 (0.7076) loss_vfl_aux_4: 0.7012 (0.6975) loss_vfl_dn_0: 0.5016 (0.4986) loss_vfl_dn_1: 0.4417 (0.4425) loss_vfl_dn_2: 0.4208 (0.4277) loss_vfl_dn_3: 0.4125 (0.4182) loss_vfl_dn_4: 0.4115 (0.4146) loss_vfl_dn_5: 0.4106 (0.4140) loss_vfl_dn_pre: 0.5006 (0.4993) loss_vfl_enc_0: 0.7896 (0.7696) loss_vfl_pre: 0.7676 (0.7771) time: 0.7715 data: 0.0295 max mem: 9097 Epoch: [18] [2300/3696] eta: 0:20:09 lr: 0.000013 loss: 33.0027 (32.8876) loss_bbox: 0.1928 (0.1916) loss_bbox_aux_0: 0.2042 (0.2061) loss_bbox_aux_1: 0.1955 (0.1945) loss_bbox_aux_2: 0.1918 (0.1921) loss_bbox_aux_3: 0.1929 (0.1917) loss_bbox_aux_4: 0.1928 (0.1916) loss_bbox_dn_0: 0.2553 (0.2688) loss_bbox_dn_1: 0.1902 (0.2033) loss_bbox_dn_2: 0.1791 (0.1928) loss_bbox_dn_3: 0.1764 (0.1896) loss_bbox_dn_4: 0.1761 (0.1892) loss_bbox_dn_5: 0.1761 (0.1892) loss_bbox_dn_pre: 0.2636 (0.2741) loss_bbox_enc_0: 0.2499 (0.2486) loss_bbox_pre: 0.2047 (0.2064) loss_dfl: 0.9550 (0.9639) loss_fgl_aux_0: 0.9960 (1.0015) loss_fgl_aux_1: 0.9616 (0.9673) loss_fgl_aux_2: 0.9548 (0.9641) loss_fgl_aux_3: 0.9553 (0.9639) loss_fgl_aux_4: 0.9548 (0.9639) loss_fgl_dn_0: 1.0964 (1.0968) loss_fgl_dn_1: 0.9798 (0.9936) loss_fgl_dn_2: 0.9685 (0.9846) loss_fgl_dn_3: 0.9708 (0.9853) loss_fgl_dn_4: 0.9706 (0.9856) loss_fgl_dn_5: 0.9705 (0.9856) loss_giou: 0.5787 (0.5878) loss_giou_aux_0: 0.6007 (0.6154) loss_giou_aux_1: 0.5801 (0.5935) loss_giou_aux_2: 0.5761 (0.5887) loss_giou_aux_3: 0.5777 (0.5880) loss_giou_aux_4: 0.5785 (0.5879) loss_giou_dn_0: 0.6070 (0.6107) loss_giou_dn_1: 0.4773 (0.5003) loss_giou_dn_2: 0.4611 (0.4829) loss_giou_dn_3: 0.4570 (0.4787) loss_giou_dn_4: 0.4562 (0.4780) loss_giou_dn_5: 0.4562 (0.4780) loss_giou_dn_pre: 0.6039 (0.6094) loss_giou_enc_0: 0.6795 (0.6966) loss_giou_pre: 0.5972 (0.6134) loss_ddf_aux_0: 0.0654 (0.0643) loss_ddf_aux_1: 0.0087 (0.0084) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2813 (0.2598) loss_ddf_dn_1: 0.0376 (0.0333) loss_ddf_dn_2: 0.0077 (0.0067) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6948 (0.6965) loss_vfl_aux_0: 0.7947 (0.7744) loss_vfl_aux_1: 0.7529 (0.7499) loss_vfl_aux_2: 0.7332 (0.7294) loss_vfl_aux_3: 0.7112 (0.7077) loss_vfl_aux_4: 0.7005 (0.6978) loss_vfl_dn_0: 0.4991 (0.4986) loss_vfl_dn_1: 0.4432 (0.4425) loss_vfl_dn_2: 0.4287 (0.4277) loss_vfl_dn_3: 0.4180 (0.4182) loss_vfl_dn_4: 0.4128 (0.4146) loss_vfl_dn_5: 0.4142 (0.4141) loss_vfl_dn_pre: 0.5007 (0.4993) loss_vfl_enc_0: 0.7791 (0.7697) loss_vfl_pre: 0.7916 (0.7773) time: 0.7825 data: 0.0296 max mem: 9097 Epoch: [18] [2400/3696] eta: 0:18:38 lr: 0.000013 loss: 32.5578 (32.8861) loss_bbox: 0.1802 (0.1917) loss_bbox_aux_0: 0.1932 (0.2062) loss_bbox_aux_1: 0.1849 (0.1946) loss_bbox_aux_2: 0.1826 (0.1922) loss_bbox_aux_3: 0.1800 (0.1917) loss_bbox_aux_4: 0.1802 (0.1917) loss_bbox_dn_0: 0.2599 (0.2688) loss_bbox_dn_1: 0.1921 (0.2033) loss_bbox_dn_2: 0.1823 (0.1927) loss_bbox_dn_3: 0.1786 (0.1896) loss_bbox_dn_4: 0.1782 (0.1891) loss_bbox_dn_5: 0.1781 (0.1891) loss_bbox_dn_pre: 0.2683 (0.2741) loss_bbox_enc_0: 0.2306 (0.2487) loss_bbox_pre: 0.1935 (0.2065) loss_dfl: 0.9646 (0.9637) loss_fgl_aux_0: 1.0031 (1.0012) loss_fgl_aux_1: 0.9686 (0.9671) loss_fgl_aux_2: 0.9666 (0.9639) loss_fgl_aux_3: 0.9650 (0.9637) loss_fgl_aux_4: 0.9649 (0.9637) loss_fgl_dn_0: 1.0985 (1.0967) loss_fgl_dn_1: 0.9864 (0.9935) loss_fgl_dn_2: 0.9761 (0.9845) loss_fgl_dn_3: 0.9778 (0.9853) loss_fgl_dn_4: 0.9781 (0.9856) loss_fgl_dn_5: 0.9783 (0.9856) loss_giou: 0.5887 (0.5880) loss_giou_aux_0: 0.6147 (0.6155) loss_giou_aux_1: 0.5931 (0.5937) loss_giou_aux_2: 0.5881 (0.5888) loss_giou_aux_3: 0.5878 (0.5881) loss_giou_aux_4: 0.5885 (0.5880) loss_giou_dn_0: 0.5970 (0.6106) loss_giou_dn_1: 0.4887 (0.5003) loss_giou_dn_2: 0.4692 (0.4829) loss_giou_dn_3: 0.4653 (0.4786) loss_giou_dn_4: 0.4647 (0.4780) loss_giou_dn_5: 0.4647 (0.4780) loss_giou_dn_pre: 0.5993 (0.6094) loss_giou_enc_0: 0.6778 (0.6967) loss_giou_pre: 0.6138 (0.6135) loss_ddf_aux_0: 0.0638 (0.0643) loss_ddf_aux_1: 0.0089 (0.0084) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2777 (0.2599) loss_ddf_dn_1: 0.0342 (0.0333) loss_ddf_dn_2: 0.0059 (0.0067) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6838 (0.6962) loss_vfl_aux_0: 0.7726 (0.7744) loss_vfl_aux_1: 0.7427 (0.7497) loss_vfl_aux_2: 0.7128 (0.7293) loss_vfl_aux_3: 0.6958 (0.7075) loss_vfl_aux_4: 0.6896 (0.6976) loss_vfl_dn_0: 0.5034 (0.4986) loss_vfl_dn_1: 0.4462 (0.4425) loss_vfl_dn_2: 0.4307 (0.4277) loss_vfl_dn_3: 0.4186 (0.4182) loss_vfl_dn_4: 0.4184 (0.4146) loss_vfl_dn_5: 0.4177 (0.4140) loss_vfl_dn_pre: 0.5035 (0.4993) loss_vfl_enc_0: 0.7590 (0.7695) loss_vfl_pre: 0.7704 (0.7773) time: 0.7620 data: 0.0335 max mem: 9097 Epoch: [18] [2500/3696] eta: 0:17:08 lr: 0.000013 loss: 32.6631 (32.8824) loss_bbox: 0.1849 (0.1914) loss_bbox_aux_0: 0.1943 (0.2060) loss_bbox_aux_1: 0.1853 (0.1944) loss_bbox_aux_2: 0.1840 (0.1920) loss_bbox_aux_3: 0.1851 (0.1915) loss_bbox_aux_4: 0.1849 (0.1915) loss_bbox_dn_0: 0.2588 (0.2686) loss_bbox_dn_1: 0.1921 (0.2031) loss_bbox_dn_2: 0.1798 (0.1926) loss_bbox_dn_3: 0.1787 (0.1895) loss_bbox_dn_4: 0.1772 (0.1890) loss_bbox_dn_5: 0.1771 (0.1890) loss_bbox_dn_pre: 0.2628 (0.2739) loss_bbox_enc_0: 0.2330 (0.2484) loss_bbox_pre: 0.1944 (0.2063) loss_dfl: 0.9640 (0.9638) loss_fgl_aux_0: 1.0013 (1.0013) loss_fgl_aux_1: 0.9675 (0.9671) loss_fgl_aux_2: 0.9647 (0.9640) loss_fgl_aux_3: 0.9643 (0.9638) loss_fgl_aux_4: 0.9639 (0.9638) loss_fgl_dn_0: 1.0917 (1.0968) loss_fgl_dn_1: 0.9922 (0.9936) loss_fgl_dn_2: 0.9841 (0.9846) loss_fgl_dn_3: 0.9837 (0.9853) loss_fgl_dn_4: 0.9846 (0.9856) loss_fgl_dn_5: 0.9845 (0.9856) loss_giou: 0.5825 (0.5879) loss_giou_aux_0: 0.6093 (0.6154) loss_giou_aux_1: 0.5899 (0.5936) loss_giou_aux_2: 0.5825 (0.5887) loss_giou_aux_3: 0.5823 (0.5880) loss_giou_aux_4: 0.5819 (0.5879) loss_giou_dn_0: 0.6052 (0.6105) loss_giou_dn_1: 0.4924 (0.5002) loss_giou_dn_2: 0.4653 (0.4828) loss_giou_dn_3: 0.4629 (0.4785) loss_giou_dn_4: 0.4628 (0.4779) loss_giou_dn_5: 0.4630 (0.4779) loss_giou_dn_pre: 0.6039 (0.6093) loss_giou_enc_0: 0.6931 (0.6967) loss_giou_pre: 0.6083 (0.6134) loss_ddf_aux_0: 0.0601 (0.0643) loss_ddf_aux_1: 0.0081 (0.0085) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2447 (0.2600) loss_ddf_dn_1: 0.0312 (0.0333) loss_ddf_dn_2: 0.0058 (0.0067) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6732 (0.6962) loss_vfl_aux_0: 0.7706 (0.7744) loss_vfl_aux_1: 0.7172 (0.7495) loss_vfl_aux_2: 0.7129 (0.7290) loss_vfl_aux_3: 0.6859 (0.7074) loss_vfl_aux_4: 0.6757 (0.6976) loss_vfl_dn_0: 0.4952 (0.4986) loss_vfl_dn_1: 0.4394 (0.4425) loss_vfl_dn_2: 0.4238 (0.4277) loss_vfl_dn_3: 0.4132 (0.4181) loss_vfl_dn_4: 0.4088 (0.4146) loss_vfl_dn_5: 0.4097 (0.4140) loss_vfl_dn_pre: 0.4965 (0.4993) loss_vfl_enc_0: 0.7452 (0.7695) loss_vfl_pre: 0.7742 (0.7772) time: 0.7684 data: 0.0329 max mem: 9097 Epoch: [18] [2600/3696] eta: 0:15:46 lr: 0.000013 loss: 32.8776 (32.8868) loss_bbox: 0.1722 (0.1914) loss_bbox_aux_0: 0.1892 (0.2060) loss_bbox_aux_1: 0.1731 (0.1944) loss_bbox_aux_2: 0.1714 (0.1920) loss_bbox_aux_3: 0.1721 (0.1915) loss_bbox_aux_4: 0.1722 (0.1914) loss_bbox_dn_0: 0.2743 (0.2687) loss_bbox_dn_1: 0.2002 (0.2032) loss_bbox_dn_2: 0.1895 (0.1927) loss_bbox_dn_3: 0.1934 (0.1895) loss_bbox_dn_4: 0.1946 (0.1891) loss_bbox_dn_5: 0.1947 (0.1891) loss_bbox_dn_pre: 0.2861 (0.2740) loss_bbox_enc_0: 0.2341 (0.2483) loss_bbox_pre: 0.1888 (0.2063) loss_dfl: 0.9799 (0.9640) loss_fgl_aux_0: 1.0212 (1.0014) loss_fgl_aux_1: 0.9846 (0.9673) loss_fgl_aux_2: 0.9807 (0.9642) loss_fgl_aux_3: 0.9802 (0.9640) loss_fgl_aux_4: 0.9803 (0.9640) loss_fgl_dn_0: 1.0970 (1.0968) loss_fgl_dn_1: 0.9996 (0.9937) loss_fgl_dn_2: 0.9880 (0.9847) loss_fgl_dn_3: 0.9882 (0.9855) loss_fgl_dn_4: 0.9881 (0.9857) loss_fgl_dn_5: 0.9880 (0.9857) loss_giou: 0.5481 (0.5879) loss_giou_aux_0: 0.5795 (0.6154) loss_giou_aux_1: 0.5568 (0.5936) loss_giou_aux_2: 0.5497 (0.5887) loss_giou_aux_3: 0.5488 (0.5880) loss_giou_aux_4: 0.5477 (0.5879) loss_giou_dn_0: 0.6150 (0.6107) loss_giou_dn_1: 0.5001 (0.5002) loss_giou_dn_2: 0.4798 (0.4829) loss_giou_dn_3: 0.4758 (0.4786) loss_giou_dn_4: 0.4764 (0.4780) loss_giou_dn_5: 0.4764 (0.4780) loss_giou_dn_pre: 0.6150 (0.6094) loss_giou_enc_0: 0.6869 (0.6967) loss_giou_pre: 0.5791 (0.6134) loss_ddf_aux_0: 0.0573 (0.0643) loss_ddf_aux_1: 0.0077 (0.0085) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2423 (0.2599) loss_ddf_dn_1: 0.0308 (0.0333) loss_ddf_dn_2: 0.0065 (0.0067) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7056 (0.6963) loss_vfl_aux_0: 0.7697 (0.7745) loss_vfl_aux_1: 0.7585 (0.7497) loss_vfl_aux_2: 0.7438 (0.7292) loss_vfl_aux_3: 0.7217 (0.7075) loss_vfl_aux_4: 0.7145 (0.6977) loss_vfl_dn_0: 0.4927 (0.4986) loss_vfl_dn_1: 0.4428 (0.4426) loss_vfl_dn_2: 0.4274 (0.4278) loss_vfl_dn_3: 0.4190 (0.4182) loss_vfl_dn_4: 0.4163 (0.4146) loss_vfl_dn_5: 0.4155 (0.4141) loss_vfl_dn_pre: 0.4938 (0.4993) loss_vfl_enc_0: 0.7711 (0.7696) loss_vfl_pre: 0.7704 (0.7774) time: 0.7650 data: 0.0317 max mem: 9097 Epoch: [18] [2700/3696] eta: 0:14:19 lr: 0.000013 loss: 32.7021 (32.8905) loss_bbox: 0.1860 (0.1914) loss_bbox_aux_0: 0.2008 (0.2059) loss_bbox_aux_1: 0.1898 (0.1943) loss_bbox_aux_2: 0.1872 (0.1919) loss_bbox_aux_3: 0.1862 (0.1915) loss_bbox_aux_4: 0.1859 (0.1914) loss_bbox_dn_0: 0.2626 (0.2687) loss_bbox_dn_1: 0.1971 (0.2032) loss_bbox_dn_2: 0.1822 (0.1927) loss_bbox_dn_3: 0.1792 (0.1895) loss_bbox_dn_4: 0.1791 (0.1891) loss_bbox_dn_5: 0.1791 (0.1891) loss_bbox_dn_pre: 0.2676 (0.2741) loss_bbox_enc_0: 0.2456 (0.2482) loss_bbox_pre: 0.1998 (0.2062) loss_dfl: 0.9781 (0.9641) loss_fgl_aux_0: 1.0099 (1.0015) loss_fgl_aux_1: 0.9801 (0.9674) loss_fgl_aux_2: 0.9772 (0.9643) loss_fgl_aux_3: 0.9785 (0.9642) loss_fgl_aux_4: 0.9782 (0.9641) loss_fgl_dn_0: 1.1021 (1.0969) loss_fgl_dn_1: 0.9925 (0.9938) loss_fgl_dn_2: 0.9841 (0.9848) loss_fgl_dn_3: 0.9849 (0.9856) loss_fgl_dn_4: 0.9850 (0.9859) loss_fgl_dn_5: 0.9849 (0.9859) loss_giou: 0.5813 (0.5882) loss_giou_aux_0: 0.6121 (0.6157) loss_giou_aux_1: 0.5780 (0.5939) loss_giou_aux_2: 0.5791 (0.5890) loss_giou_aux_3: 0.5810 (0.5883) loss_giou_aux_4: 0.5813 (0.5882) loss_giou_dn_0: 0.6120 (0.6110) loss_giou_dn_1: 0.4973 (0.5004) loss_giou_dn_2: 0.4764 (0.4831) loss_giou_dn_3: 0.4724 (0.4788) loss_giou_dn_4: 0.4723 (0.4782) loss_giou_dn_5: 0.4726 (0.4781) loss_giou_dn_pre: 0.6102 (0.6097) loss_giou_enc_0: 0.6953 (0.6969) loss_giou_pre: 0.6096 (0.6137) loss_ddf_aux_0: 0.0666 (0.0642) loss_ddf_aux_1: 0.0082 (0.0085) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2587 (0.2600) loss_ddf_dn_1: 0.0327 (0.0333) loss_ddf_dn_2: 0.0056 (0.0067) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7114 (0.6963) loss_vfl_aux_0: 0.7718 (0.7744) loss_vfl_aux_1: 0.7448 (0.7497) loss_vfl_aux_2: 0.7273 (0.7292) loss_vfl_aux_3: 0.7042 (0.7074) loss_vfl_aux_4: 0.7059 (0.6976) loss_vfl_dn_0: 0.4926 (0.4986) loss_vfl_dn_1: 0.4357 (0.4426) loss_vfl_dn_2: 0.4243 (0.4278) loss_vfl_dn_3: 0.4110 (0.4182) loss_vfl_dn_4: 0.4084 (0.4146) loss_vfl_dn_5: 0.4081 (0.4140) loss_vfl_dn_pre: 0.4927 (0.4993) loss_vfl_enc_0: 0.7557 (0.7695) loss_vfl_pre: 0.7751 (0.7773) time: 1.0661 data: 0.0229 max mem: 9097 Epoch: [18] [2800/3696] eta: 0:12:50 lr: 0.000013 loss: 33.0248 (32.8901) loss_bbox: 0.1703 (0.1911) loss_bbox_aux_0: 0.1908 (0.2056) loss_bbox_aux_1: 0.1761 (0.1940) loss_bbox_aux_2: 0.1711 (0.1916) loss_bbox_aux_3: 0.1702 (0.1911) loss_bbox_aux_4: 0.1703 (0.1911) loss_bbox_dn_0: 0.2326 (0.2684) loss_bbox_dn_1: 0.1783 (0.2029) loss_bbox_dn_2: 0.1686 (0.1924) loss_bbox_dn_3: 0.1641 (0.1893) loss_bbox_dn_4: 0.1640 (0.1888) loss_bbox_dn_5: 0.1641 (0.1888) loss_bbox_dn_pre: 0.2381 (0.2737) loss_bbox_enc_0: 0.2239 (0.2478) loss_bbox_pre: 0.1898 (0.2059) loss_dfl: 0.9536 (0.9641) loss_fgl_aux_0: 0.9959 (1.0015) loss_fgl_aux_1: 0.9590 (0.9674) loss_fgl_aux_2: 0.9558 (0.9643) loss_fgl_aux_3: 0.9541 (0.9641) loss_fgl_aux_4: 0.9537 (0.9641) loss_fgl_dn_0: 1.0940 (1.0969) loss_fgl_dn_1: 0.9909 (0.9938) loss_fgl_dn_2: 0.9799 (0.9848) loss_fgl_dn_3: 0.9810 (0.9856) loss_fgl_dn_4: 0.9810 (0.9859) loss_fgl_dn_5: 0.9810 (0.9859) loss_giou: 0.6309 (0.5887) loss_giou_aux_0: 0.6634 (0.6162) loss_giou_aux_1: 0.6379 (0.5943) loss_giou_aux_2: 0.6323 (0.5895) loss_giou_aux_3: 0.6311 (0.5888) loss_giou_aux_4: 0.6306 (0.5887) loss_giou_dn_0: 0.6301 (0.6111) loss_giou_dn_1: 0.5229 (0.5006) loss_giou_dn_2: 0.5058 (0.4832) loss_giou_dn_3: 0.5016 (0.4789) loss_giou_dn_4: 0.5002 (0.4782) loss_giou_dn_5: 0.5002 (0.4782) loss_giou_dn_pre: 0.6283 (0.6099) loss_giou_enc_0: 0.7434 (0.6975) loss_giou_pre: 0.6600 (0.6142) loss_ddf_aux_0: 0.0621 (0.0643) loss_ddf_aux_1: 0.0079 (0.0084) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2631 (0.2601) loss_ddf_dn_1: 0.0329 (0.0333) loss_ddf_dn_2: 0.0065 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6811 (0.6963) loss_vfl_aux_0: 0.7624 (0.7745) loss_vfl_aux_1: 0.7373 (0.7497) loss_vfl_aux_2: 0.7080 (0.7291) loss_vfl_aux_3: 0.6914 (0.7074) loss_vfl_aux_4: 0.6838 (0.6976) loss_vfl_dn_0: 0.4939 (0.4985) loss_vfl_dn_1: 0.4447 (0.4425) loss_vfl_dn_2: 0.4341 (0.4277) loss_vfl_dn_3: 0.4187 (0.4181) loss_vfl_dn_4: 0.4183 (0.4146) loss_vfl_dn_5: 0.4191 (0.4140) loss_vfl_dn_pre: 0.4946 (0.4992) loss_vfl_enc_0: 0.7483 (0.7693) loss_vfl_pre: 0.7654 (0.7774) time: 0.7817 data: 0.0258 max mem: 9097 Epoch: [18] [2900/3696] eta: 0:11:21 lr: 0.000013 loss: 32.8573 (32.8971) loss_bbox: 0.1802 (0.1912) loss_bbox_aux_0: 0.1909 (0.2057) loss_bbox_aux_1: 0.1838 (0.1941) loss_bbox_aux_2: 0.1799 (0.1917) loss_bbox_aux_3: 0.1799 (0.1913) loss_bbox_aux_4: 0.1800 (0.1912) loss_bbox_dn_0: 0.2664 (0.2685) loss_bbox_dn_1: 0.2023 (0.2031) loss_bbox_dn_2: 0.1956 (0.1926) loss_bbox_dn_3: 0.1927 (0.1894) loss_bbox_dn_4: 0.1930 (0.1890) loss_bbox_dn_5: 0.1929 (0.1890) loss_bbox_dn_pre: 0.2706 (0.2739) loss_bbox_enc_0: 0.2303 (0.2479) loss_bbox_pre: 0.1906 (0.2060) loss_dfl: 0.9715 (0.9642) loss_fgl_aux_0: 1.0077 (1.0015) loss_fgl_aux_1: 0.9728 (0.9675) loss_fgl_aux_2: 0.9691 (0.9644) loss_fgl_aux_3: 0.9708 (0.9642) loss_fgl_aux_4: 0.9711 (0.9642) loss_fgl_dn_0: 1.0971 (1.0969) loss_fgl_dn_1: 0.9929 (0.9939) loss_fgl_dn_2: 0.9810 (0.9849) loss_fgl_dn_3: 0.9823 (0.9856) loss_fgl_dn_4: 0.9824 (0.9859) loss_fgl_dn_5: 0.9822 (0.9859) loss_giou: 0.5718 (0.5889) loss_giou_aux_0: 0.6002 (0.6164) loss_giou_aux_1: 0.5781 (0.5946) loss_giou_aux_2: 0.5754 (0.5897) loss_giou_aux_3: 0.5721 (0.5890) loss_giou_aux_4: 0.5715 (0.5889) loss_giou_dn_0: 0.5915 (0.6113) loss_giou_dn_1: 0.4810 (0.5008) loss_giou_dn_2: 0.4629 (0.4834) loss_giou_dn_3: 0.4579 (0.4791) loss_giou_dn_4: 0.4578 (0.4784) loss_giou_dn_5: 0.4577 (0.4784) loss_giou_dn_pre: 0.5917 (0.6100) loss_giou_enc_0: 0.6763 (0.6976) loss_giou_pre: 0.5987 (0.6144) loss_ddf_aux_0: 0.0600 (0.0642) loss_ddf_aux_1: 0.0078 (0.0084) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2617 (0.2602) loss_ddf_dn_1: 0.0341 (0.0333) loss_ddf_dn_2: 0.0067 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7072 (0.6965) loss_vfl_aux_0: 0.7845 (0.7747) loss_vfl_aux_1: 0.7499 (0.7499) loss_vfl_aux_2: 0.7198 (0.7293) loss_vfl_aux_3: 0.6978 (0.7075) loss_vfl_aux_4: 0.6940 (0.6978) loss_vfl_dn_0: 0.4998 (0.4985) loss_vfl_dn_1: 0.4427 (0.4425) loss_vfl_dn_2: 0.4273 (0.4277) loss_vfl_dn_3: 0.4173 (0.4181) loss_vfl_dn_4: 0.4128 (0.4146) loss_vfl_dn_5: 0.4116 (0.4140) loss_vfl_dn_pre: 0.4998 (0.4992) loss_vfl_enc_0: 0.7668 (0.7694) loss_vfl_pre: 0.7843 (0.7776) time: 0.7727 data: 0.0287 max mem: 9097 Epoch: [18] [3000/3696] eta: 0:09:53 lr: 0.000013 loss: 32.6786 (32.8958) loss_bbox: 0.1865 (0.1910) loss_bbox_aux_0: 0.1990 (0.2055) loss_bbox_aux_1: 0.1896 (0.1940) loss_bbox_aux_2: 0.1889 (0.1916) loss_bbox_aux_3: 0.1871 (0.1911) loss_bbox_aux_4: 0.1864 (0.1911) loss_bbox_dn_0: 0.2404 (0.2684) loss_bbox_dn_1: 0.1840 (0.2030) loss_bbox_dn_2: 0.1715 (0.1925) loss_bbox_dn_3: 0.1686 (0.1893) loss_bbox_dn_4: 0.1678 (0.1889) loss_bbox_dn_5: 0.1677 (0.1889) loss_bbox_dn_pre: 0.2428 (0.2737) loss_bbox_enc_0: 0.2265 (0.2477) loss_bbox_pre: 0.1988 (0.2058) loss_dfl: 0.9681 (0.9641) loss_fgl_aux_0: 1.0017 (1.0014) loss_fgl_aux_1: 0.9721 (0.9674) loss_fgl_aux_2: 0.9690 (0.9643) loss_fgl_aux_3: 0.9683 (0.9641) loss_fgl_aux_4: 0.9683 (0.9641) loss_fgl_dn_0: 1.0940 (1.0969) loss_fgl_dn_1: 0.9938 (0.9939) loss_fgl_dn_2: 0.9864 (0.9849) loss_fgl_dn_3: 0.9881 (0.9856) loss_fgl_dn_4: 0.9882 (0.9859) loss_fgl_dn_5: 0.9881 (0.9859) loss_giou: 0.5864 (0.5891) loss_giou_aux_0: 0.6088 (0.6166) loss_giou_aux_1: 0.5897 (0.5947) loss_giou_aux_2: 0.5862 (0.5899) loss_giou_aux_3: 0.5861 (0.5892) loss_giou_aux_4: 0.5864 (0.5891) loss_giou_dn_0: 0.5973 (0.6113) loss_giou_dn_1: 0.4895 (0.5008) loss_giou_dn_2: 0.4688 (0.4834) loss_giou_dn_3: 0.4645 (0.4791) loss_giou_dn_4: 0.4640 (0.4785) loss_giou_dn_5: 0.4640 (0.4785) loss_giou_dn_pre: 0.5971 (0.6101) loss_giou_enc_0: 0.6917 (0.6978) loss_giou_pre: 0.6060 (0.6146) loss_ddf_aux_0: 0.0636 (0.0642) loss_ddf_aux_1: 0.0082 (0.0084) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2621 (0.2602) loss_ddf_dn_1: 0.0331 (0.0333) loss_ddf_dn_2: 0.0066 (0.0066) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6868 (0.6966) loss_vfl_aux_0: 0.7528 (0.7746) loss_vfl_aux_1: 0.7455 (0.7499) loss_vfl_aux_2: 0.7162 (0.7292) loss_vfl_aux_3: 0.7073 (0.7076) loss_vfl_aux_4: 0.6902 (0.6978) loss_vfl_dn_0: 0.4938 (0.4984) loss_vfl_dn_1: 0.4367 (0.4425) loss_vfl_dn_2: 0.4250 (0.4277) loss_vfl_dn_3: 0.4146 (0.4181) loss_vfl_dn_4: 0.4089 (0.4145) loss_vfl_dn_5: 0.4065 (0.4140) loss_vfl_dn_pre: 0.4940 (0.4991) loss_vfl_enc_0: 0.7502 (0.7693) loss_vfl_pre: 0.7540 (0.7775) time: 0.7178 data: 0.0237 max mem: 9097 Epoch: [18] [3100/3696] eta: 0:08:26 lr: 0.000013 loss: 32.5864 (32.8965) loss_bbox: 0.1825 (0.1912) loss_bbox_aux_0: 0.1961 (0.2056) loss_bbox_aux_1: 0.1853 (0.1941) loss_bbox_aux_2: 0.1828 (0.1917) loss_bbox_aux_3: 0.1826 (0.1912) loss_bbox_aux_4: 0.1826 (0.1912) loss_bbox_dn_0: 0.2651 (0.2686) loss_bbox_dn_1: 0.1991 (0.2032) loss_bbox_dn_2: 0.1851 (0.1927) loss_bbox_dn_3: 0.1813 (0.1895) loss_bbox_dn_4: 0.1811 (0.1891) loss_bbox_dn_5: 0.1813 (0.1891) loss_bbox_dn_pre: 0.2717 (0.2739) loss_bbox_enc_0: 0.2450 (0.2478) loss_bbox_pre: 0.1961 (0.2059) loss_dfl: 0.9777 (0.9641) loss_fgl_aux_0: 1.0016 (1.0014) loss_fgl_aux_1: 0.9796 (0.9674) loss_fgl_aux_2: 0.9784 (0.9643) loss_fgl_aux_3: 0.9783 (0.9642) loss_fgl_aux_4: 0.9779 (0.9641) loss_fgl_dn_0: 1.0950 (1.0969) loss_fgl_dn_1: 0.9888 (0.9938) loss_fgl_dn_2: 0.9780 (0.9849) loss_fgl_dn_3: 0.9778 (0.9856) loss_fgl_dn_4: 0.9776 (0.9859) loss_fgl_dn_5: 0.9774 (0.9859) loss_giou: 0.5626 (0.5888) loss_giou_aux_0: 0.5935 (0.6163) loss_giou_aux_1: 0.5719 (0.5944) loss_giou_aux_2: 0.5633 (0.5896) loss_giou_aux_3: 0.5622 (0.5889) loss_giou_aux_4: 0.5623 (0.5888) loss_giou_dn_0: 0.6038 (0.6111) loss_giou_dn_1: 0.4911 (0.5006) loss_giou_dn_2: 0.4756 (0.4833) loss_giou_dn_3: 0.4695 (0.4789) loss_giou_dn_4: 0.4692 (0.4783) loss_giou_dn_5: 0.4694 (0.4783) loss_giou_dn_pre: 0.6037 (0.6099) loss_giou_enc_0: 0.6610 (0.6975) loss_giou_pre: 0.5904 (0.6143) loss_ddf_aux_0: 0.0585 (0.0642) loss_ddf_aux_1: 0.0078 (0.0084) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2559 (0.2603) loss_ddf_dn_1: 0.0312 (0.0333) loss_ddf_dn_2: 0.0060 (0.0066) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6936 (0.6969) loss_vfl_aux_0: 0.7593 (0.7748) loss_vfl_aux_1: 0.7429 (0.7501) loss_vfl_aux_2: 0.7347 (0.7294) loss_vfl_aux_3: 0.7036 (0.7079) loss_vfl_aux_4: 0.6914 (0.6981) loss_vfl_dn_0: 0.4970 (0.4985) loss_vfl_dn_1: 0.4404 (0.4425) loss_vfl_dn_2: 0.4254 (0.4277) loss_vfl_dn_3: 0.4162 (0.4181) loss_vfl_dn_4: 0.4134 (0.4146) loss_vfl_dn_5: 0.4115 (0.4140) loss_vfl_dn_pre: 0.4978 (0.4991) loss_vfl_enc_0: 0.7546 (0.7695) loss_vfl_pre: 0.7651 (0.7777) time: 0.7833 data: 0.0470 max mem: 9097 Epoch: [18] [3200/3696] eta: 0:07:00 lr: 0.000013 loss: 32.9555 (32.8956) loss_bbox: 0.1820 (0.1912) loss_bbox_aux_0: 0.1957 (0.2056) loss_bbox_aux_1: 0.1850 (0.1941) loss_bbox_aux_2: 0.1830 (0.1917) loss_bbox_aux_3: 0.1823 (0.1913) loss_bbox_aux_4: 0.1819 (0.1912) loss_bbox_dn_0: 0.2553 (0.2685) loss_bbox_dn_1: 0.1901 (0.2031) loss_bbox_dn_2: 0.1797 (0.1926) loss_bbox_dn_3: 0.1780 (0.1894) loss_bbox_dn_4: 0.1754 (0.1890) loss_bbox_dn_5: 0.1748 (0.1889) loss_bbox_dn_pre: 0.2614 (0.2738) loss_bbox_enc_0: 0.2318 (0.2478) loss_bbox_pre: 0.1959 (0.2059) loss_dfl: 0.9633 (0.9641) loss_fgl_aux_0: 0.9955 (1.0014) loss_fgl_aux_1: 0.9644 (0.9674) loss_fgl_aux_2: 0.9641 (0.9643) loss_fgl_aux_3: 0.9625 (0.9641) loss_fgl_aux_4: 0.9625 (0.9641) loss_fgl_dn_0: 1.1005 (1.0969) loss_fgl_dn_1: 0.9961 (0.9939) loss_fgl_dn_2: 0.9875 (0.9849) loss_fgl_dn_3: 0.9891 (0.9857) loss_fgl_dn_4: 0.9890 (0.9860) loss_fgl_dn_5: 0.9889 (0.9860) loss_giou: 0.5904 (0.5891) loss_giou_aux_0: 0.6169 (0.6165) loss_giou_aux_1: 0.5967 (0.5947) loss_giou_aux_2: 0.5928 (0.5899) loss_giou_aux_3: 0.5913 (0.5892) loss_giou_aux_4: 0.5909 (0.5891) loss_giou_dn_0: 0.6147 (0.6111) loss_giou_dn_1: 0.5156 (0.5006) loss_giou_dn_2: 0.4970 (0.4833) loss_giou_dn_3: 0.4926 (0.4790) loss_giou_dn_4: 0.4922 (0.4783) loss_giou_dn_5: 0.4921 (0.4783) loss_giou_dn_pre: 0.6130 (0.6099) loss_giou_enc_0: 0.6995 (0.6977) loss_giou_pre: 0.6183 (0.6145) loss_ddf_aux_0: 0.0561 (0.0641) loss_ddf_aux_1: 0.0069 (0.0084) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2370 (0.2601) loss_ddf_dn_1: 0.0297 (0.0332) loss_ddf_dn_2: 0.0053 (0.0066) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6839 (0.6967) loss_vfl_aux_0: 0.7498 (0.7745) loss_vfl_aux_1: 0.7286 (0.7498) loss_vfl_aux_2: 0.7140 (0.7292) loss_vfl_aux_3: 0.6895 (0.7077) loss_vfl_aux_4: 0.6844 (0.6979) loss_vfl_dn_0: 0.4924 (0.4984) loss_vfl_dn_1: 0.4400 (0.4424) loss_vfl_dn_2: 0.4226 (0.4276) loss_vfl_dn_3: 0.4136 (0.4180) loss_vfl_dn_4: 0.4083 (0.4145) loss_vfl_dn_5: 0.4086 (0.4139) loss_vfl_dn_pre: 0.4932 (0.4991) loss_vfl_enc_0: 0.7443 (0.7693) loss_vfl_pre: 0.7531 (0.7775) time: 0.7729 data: 0.0320 max mem: 9097 Epoch: [18] [3300/3696] eta: 0:05:35 lr: 0.000013 loss: 32.9784 (32.8978) loss_bbox: 0.1989 (0.1913) loss_bbox_aux_0: 0.2119 (0.2057) loss_bbox_aux_1: 0.2012 (0.1942) loss_bbox_aux_2: 0.1981 (0.1918) loss_bbox_aux_3: 0.1985 (0.1914) loss_bbox_aux_4: 0.1988 (0.1913) loss_bbox_dn_0: 0.2663 (0.2687) loss_bbox_dn_1: 0.2030 (0.2032) loss_bbox_dn_2: 0.1932 (0.1927) loss_bbox_dn_3: 0.1907 (0.1896) loss_bbox_dn_4: 0.1909 (0.1891) loss_bbox_dn_5: 0.1911 (0.1891) loss_bbox_dn_pre: 0.2687 (0.2740) loss_bbox_enc_0: 0.2508 (0.2479) loss_bbox_pre: 0.2132 (0.2060) loss_dfl: 0.9590 (0.9642) loss_fgl_aux_0: 0.9985 (1.0015) loss_fgl_aux_1: 0.9645 (0.9675) loss_fgl_aux_2: 0.9585 (0.9644) loss_fgl_aux_3: 0.9593 (0.9642) loss_fgl_aux_4: 0.9591 (0.9642) loss_fgl_dn_0: 1.0960 (1.0969) loss_fgl_dn_1: 0.9972 (0.9939) loss_fgl_dn_2: 0.9849 (0.9849) loss_fgl_dn_3: 0.9868 (0.9856) loss_fgl_dn_4: 0.9866 (0.9859) loss_fgl_dn_5: 0.9865 (0.9859) loss_giou: 0.5543 (0.5889) loss_giou_aux_0: 0.5945 (0.6162) loss_giou_aux_1: 0.5662 (0.5945) loss_giou_aux_2: 0.5584 (0.5897) loss_giou_aux_3: 0.5546 (0.5890) loss_giou_aux_4: 0.5542 (0.5889) loss_giou_dn_0: 0.5873 (0.6111) loss_giou_dn_1: 0.4839 (0.5005) loss_giou_dn_2: 0.4714 (0.4832) loss_giou_dn_3: 0.4705 (0.4789) loss_giou_dn_4: 0.4692 (0.4783) loss_giou_dn_5: 0.4693 (0.4783) loss_giou_dn_pre: 0.5862 (0.6099) loss_giou_enc_0: 0.6696 (0.6974) loss_giou_pre: 0.5926 (0.6142) loss_ddf_aux_0: 0.0599 (0.0641) loss_ddf_aux_1: 0.0083 (0.0084) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2552 (0.2604) loss_ddf_dn_1: 0.0323 (0.0333) loss_ddf_dn_2: 0.0059 (0.0066) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6976 (0.6967) loss_vfl_aux_0: 0.7880 (0.7749) loss_vfl_aux_1: 0.7753 (0.7500) loss_vfl_aux_2: 0.7546 (0.7293) loss_vfl_aux_3: 0.7308 (0.7078) loss_vfl_aux_4: 0.7008 (0.6980) loss_vfl_dn_0: 0.5007 (0.4984) loss_vfl_dn_1: 0.4449 (0.4425) loss_vfl_dn_2: 0.4288 (0.4277) loss_vfl_dn_3: 0.4194 (0.4180) loss_vfl_dn_4: 0.4175 (0.4145) loss_vfl_dn_5: 0.4174 (0.4140) loss_vfl_dn_pre: 0.5001 (0.4991) loss_vfl_enc_0: 0.7727 (0.7695) loss_vfl_pre: 0.7894 (0.7779) time: 0.7797 data: 0.0316 max mem: 9097 Epoch: [18] [3400/3696] eta: 0:04:13 lr: 0.000013 loss: 32.8433 (32.8973) loss_bbox: 0.1781 (0.1912) loss_bbox_aux_0: 0.1899 (0.2056) loss_bbox_aux_1: 0.1786 (0.1941) loss_bbox_aux_2: 0.1786 (0.1917) loss_bbox_aux_3: 0.1785 (0.1913) loss_bbox_aux_4: 0.1782 (0.1912) loss_bbox_dn_0: 0.2743 (0.2687) loss_bbox_dn_1: 0.2066 (0.2032) loss_bbox_dn_2: 0.1992 (0.1927) loss_bbox_dn_3: 0.1995 (0.1896) loss_bbox_dn_4: 0.1986 (0.1891) loss_bbox_dn_5: 0.1988 (0.1891) loss_bbox_dn_pre: 0.2789 (0.2740) loss_bbox_enc_0: 0.2383 (0.2478) loss_bbox_pre: 0.1895 (0.2059) loss_dfl: 0.9797 (0.9643) loss_fgl_aux_0: 1.0177 (1.0017) loss_fgl_aux_1: 0.9806 (0.9676) loss_fgl_aux_2: 0.9814 (0.9645) loss_fgl_aux_3: 0.9801 (0.9644) loss_fgl_aux_4: 0.9795 (0.9644) loss_fgl_dn_0: 1.0986 (1.0970) loss_fgl_dn_1: 0.9962 (0.9939) loss_fgl_dn_2: 0.9854 (0.9849) loss_fgl_dn_3: 0.9863 (0.9856) loss_fgl_dn_4: 0.9868 (0.9859) loss_fgl_dn_5: 0.9868 (0.9859) loss_giou: 0.5624 (0.5886) loss_giou_aux_0: 0.5905 (0.6160) loss_giou_aux_1: 0.5690 (0.5942) loss_giou_aux_2: 0.5637 (0.5894) loss_giou_aux_3: 0.5629 (0.5887) loss_giou_aux_4: 0.5629 (0.5886) loss_giou_dn_0: 0.6042 (0.6111) loss_giou_dn_1: 0.4910 (0.5005) loss_giou_dn_2: 0.4721 (0.4831) loss_giou_dn_3: 0.4697 (0.4788) loss_giou_dn_4: 0.4695 (0.4782) loss_giou_dn_5: 0.4698 (0.4782) loss_giou_dn_pre: 0.6003 (0.6099) loss_giou_enc_0: 0.6612 (0.6971) loss_giou_pre: 0.5859 (0.6140) loss_ddf_aux_0: 0.0636 (0.0641) loss_ddf_aux_1: 0.0086 (0.0084) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2654 (0.2603) loss_ddf_dn_1: 0.0330 (0.0332) loss_ddf_dn_2: 0.0061 (0.0066) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6805 (0.6970) loss_vfl_aux_0: 0.7587 (0.7751) loss_vfl_aux_1: 0.7496 (0.7504) loss_vfl_aux_2: 0.7167 (0.7295) loss_vfl_aux_3: 0.6877 (0.7081) loss_vfl_aux_4: 0.6741 (0.6983) loss_vfl_dn_0: 0.4902 (0.4984) loss_vfl_dn_1: 0.4364 (0.4425) loss_vfl_dn_2: 0.4232 (0.4277) loss_vfl_dn_3: 0.4122 (0.4180) loss_vfl_dn_4: 0.4129 (0.4145) loss_vfl_dn_5: 0.4125 (0.4139) loss_vfl_dn_pre: 0.4888 (0.4991) loss_vfl_enc_0: 0.7661 (0.7697) loss_vfl_pre: 0.7618 (0.7781) time: 0.7475 data: 0.0234 max mem: 9097 Epoch: [18] [3500/3696] eta: 0:02:47 lr: 0.000013 loss: 32.5894 (32.8988) loss_bbox: 0.1889 (0.1913) loss_bbox_aux_0: 0.2088 (0.2057) loss_bbox_aux_1: 0.1922 (0.1942) loss_bbox_aux_2: 0.1890 (0.1918) loss_bbox_aux_3: 0.1890 (0.1913) loss_bbox_aux_4: 0.1889 (0.1913) loss_bbox_dn_0: 0.2826 (0.2687) loss_bbox_dn_1: 0.2127 (0.2032) loss_bbox_dn_2: 0.2039 (0.1927) loss_bbox_dn_3: 0.1949 (0.1896) loss_bbox_dn_4: 0.1960 (0.1892) loss_bbox_dn_5: 0.1961 (0.1891) loss_bbox_dn_pre: 0.2900 (0.2740) loss_bbox_enc_0: 0.2590 (0.2479) loss_bbox_pre: 0.2089 (0.2060) loss_dfl: 0.9642 (0.9643) loss_fgl_aux_0: 1.0006 (1.0017) loss_fgl_aux_1: 0.9659 (0.9676) loss_fgl_aux_2: 0.9652 (0.9645) loss_fgl_aux_3: 0.9641 (0.9644) loss_fgl_aux_4: 0.9643 (0.9644) loss_fgl_dn_0: 1.0959 (1.0970) loss_fgl_dn_1: 0.9888 (0.9939) loss_fgl_dn_2: 0.9752 (0.9849) loss_fgl_dn_3: 0.9750 (0.9857) loss_fgl_dn_4: 0.9761 (0.9860) loss_fgl_dn_5: 0.9760 (0.9860) loss_giou: 0.5160 (0.5887) loss_giou_aux_0: 0.5379 (0.6161) loss_giou_aux_1: 0.5220 (0.5943) loss_giou_aux_2: 0.5169 (0.5895) loss_giou_aux_3: 0.5166 (0.5888) loss_giou_aux_4: 0.5163 (0.5887) loss_giou_dn_0: 0.5951 (0.6111) loss_giou_dn_1: 0.4756 (0.5005) loss_giou_dn_2: 0.4577 (0.4832) loss_giou_dn_3: 0.4557 (0.4789) loss_giou_dn_4: 0.4561 (0.4783) loss_giou_dn_5: 0.4563 (0.4782) loss_giou_dn_pre: 0.5916 (0.6099) loss_giou_enc_0: 0.6294 (0.6973) loss_giou_pre: 0.5374 (0.6141) loss_ddf_aux_0: 0.0663 (0.0641) loss_ddf_aux_1: 0.0087 (0.0084) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2674 (0.2603) loss_ddf_dn_1: 0.0349 (0.0332) loss_ddf_dn_2: 0.0066 (0.0066) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7126 (0.6970) loss_vfl_aux_0: 0.7820 (0.7749) loss_vfl_aux_1: 0.7515 (0.7503) loss_vfl_aux_2: 0.7384 (0.7294) loss_vfl_aux_3: 0.7171 (0.7080) loss_vfl_aux_4: 0.7188 (0.6982) loss_vfl_dn_0: 0.5040 (0.4984) loss_vfl_dn_1: 0.4422 (0.4424) loss_vfl_dn_2: 0.4278 (0.4277) loss_vfl_dn_3: 0.4153 (0.4180) loss_vfl_dn_4: 0.4141 (0.4145) loss_vfl_dn_5: 0.4144 (0.4140) loss_vfl_dn_pre: 0.5038 (0.4991) loss_vfl_enc_0: 0.7889 (0.7696) loss_vfl_pre: 0.7841 (0.7779) time: 0.7811 data: 0.0402 max mem: 9097 Epoch: [18] [3600/3696] eta: 0:01:21 lr: 0.000013 loss: 32.7956 (32.8964) loss_bbox: 0.1842 (0.1912) loss_bbox_aux_0: 0.1993 (0.2057) loss_bbox_aux_1: 0.1842 (0.1941) loss_bbox_aux_2: 0.1847 (0.1918) loss_bbox_aux_3: 0.1843 (0.1913) loss_bbox_aux_4: 0.1841 (0.1913) loss_bbox_dn_0: 0.2482 (0.2687) loss_bbox_dn_1: 0.1905 (0.2032) loss_bbox_dn_2: 0.1781 (0.1927) loss_bbox_dn_3: 0.1736 (0.1896) loss_bbox_dn_4: 0.1742 (0.1891) loss_bbox_dn_5: 0.1741 (0.1891) loss_bbox_dn_pre: 0.2516 (0.2740) loss_bbox_enc_0: 0.2297 (0.2479) loss_bbox_pre: 0.1984 (0.2060) loss_dfl: 0.9650 (0.9645) loss_fgl_aux_0: 1.0030 (1.0018) loss_fgl_aux_1: 0.9692 (0.9677) loss_fgl_aux_2: 0.9648 (0.9647) loss_fgl_aux_3: 0.9650 (0.9645) loss_fgl_aux_4: 0.9649 (0.9645) loss_fgl_dn_0: 1.0930 (1.0970) loss_fgl_dn_1: 0.9987 (0.9940) loss_fgl_dn_2: 0.9873 (0.9849) loss_fgl_dn_3: 0.9901 (0.9857) loss_fgl_dn_4: 0.9906 (0.9860) loss_fgl_dn_5: 0.9908 (0.9860) loss_giou: 0.5651 (0.5885) loss_giou_aux_0: 0.5936 (0.6159) loss_giou_aux_1: 0.5698 (0.5942) loss_giou_aux_2: 0.5664 (0.5894) loss_giou_aux_3: 0.5668 (0.5887) loss_giou_aux_4: 0.5662 (0.5886) loss_giou_dn_0: 0.6137 (0.6111) loss_giou_dn_1: 0.4983 (0.5005) loss_giou_dn_2: 0.4836 (0.4831) loss_giou_dn_3: 0.4771 (0.4788) loss_giou_dn_4: 0.4768 (0.4782) loss_giou_dn_5: 0.4766 (0.4782) loss_giou_dn_pre: 0.6099 (0.6099) loss_giou_enc_0: 0.6773 (0.6971) loss_giou_pre: 0.5927 (0.6140) loss_ddf_aux_0: 0.0586 (0.0640) loss_ddf_aux_1: 0.0074 (0.0084) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2555 (0.2603) loss_ddf_dn_1: 0.0353 (0.0333) loss_ddf_dn_2: 0.0068 (0.0066) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6966 (0.6968) loss_vfl_aux_0: 0.7805 (0.7748) loss_vfl_aux_1: 0.7455 (0.7501) loss_vfl_aux_2: 0.7230 (0.7291) loss_vfl_aux_3: 0.7173 (0.7079) loss_vfl_aux_4: 0.7011 (0.6980) loss_vfl_dn_0: 0.4957 (0.4984) loss_vfl_dn_1: 0.4389 (0.4424) loss_vfl_dn_2: 0.4221 (0.4276) loss_vfl_dn_3: 0.4150 (0.4180) loss_vfl_dn_4: 0.4111 (0.4145) loss_vfl_dn_5: 0.4108 (0.4139) loss_vfl_dn_pre: 0.4960 (0.4991) loss_vfl_enc_0: 0.7919 (0.7696) loss_vfl_pre: 0.7889 (0.7779) time: 0.7299 data: 0.0229 max mem: 9097 Epoch: [18] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 32.6384 (32.8968) loss_bbox: 0.1800 (0.1913) loss_bbox_aux_0: 0.1933 (0.2058) loss_bbox_aux_1: 0.1822 (0.1942) loss_bbox_aux_2: 0.1801 (0.1918) loss_bbox_aux_3: 0.1799 (0.1914) loss_bbox_aux_4: 0.1799 (0.1913) loss_bbox_dn_0: 0.2510 (0.2686) loss_bbox_dn_1: 0.1904 (0.2031) loss_bbox_dn_2: 0.1762 (0.1926) loss_bbox_dn_3: 0.1749 (0.1895) loss_bbox_dn_4: 0.1746 (0.1890) loss_bbox_dn_5: 0.1746 (0.1890) loss_bbox_dn_pre: 0.2544 (0.2739) loss_bbox_enc_0: 0.2367 (0.2480) loss_bbox_pre: 0.1963 (0.2060) loss_dfl: 0.9701 (0.9644) loss_fgl_aux_0: 1.0126 (1.0017) loss_fgl_aux_1: 0.9735 (0.9677) loss_fgl_aux_2: 0.9711 (0.9646) loss_fgl_aux_3: 0.9701 (0.9644) loss_fgl_aux_4: 0.9701 (0.9644) loss_fgl_dn_0: 1.0991 (1.0970) loss_fgl_dn_1: 0.9920 (0.9939) loss_fgl_dn_2: 0.9853 (0.9849) loss_fgl_dn_3: 0.9866 (0.9857) loss_fgl_dn_4: 0.9867 (0.9860) loss_fgl_dn_5: 0.9868 (0.9860) loss_giou: 0.5620 (0.5888) loss_giou_aux_0: 0.5808 (0.6162) loss_giou_aux_1: 0.5678 (0.5944) loss_giou_aux_2: 0.5613 (0.5896) loss_giou_aux_3: 0.5619 (0.5889) loss_giou_aux_4: 0.5619 (0.5888) loss_giou_dn_0: 0.6065 (0.6113) loss_giou_dn_1: 0.4857 (0.5007) loss_giou_dn_2: 0.4675 (0.4833) loss_giou_dn_3: 0.4658 (0.4790) loss_giou_dn_4: 0.4640 (0.4784) loss_giou_dn_5: 0.4639 (0.4784) loss_giou_dn_pre: 0.6057 (0.6101) loss_giou_enc_0: 0.6728 (0.6973) loss_giou_pre: 0.5750 (0.6142) loss_ddf_aux_0: 0.0676 (0.0641) loss_ddf_aux_1: 0.0084 (0.0084) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2587 (0.2604) loss_ddf_dn_1: 0.0328 (0.0333) loss_ddf_dn_2: 0.0066 (0.0066) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7018 (0.6966) loss_vfl_aux_0: 0.7905 (0.7746) loss_vfl_aux_1: 0.7599 (0.7498) loss_vfl_aux_2: 0.7371 (0.7288) loss_vfl_aux_3: 0.7118 (0.7076) loss_vfl_aux_4: 0.6989 (0.6978) loss_vfl_dn_0: 0.4958 (0.4984) loss_vfl_dn_1: 0.4420 (0.4423) loss_vfl_dn_2: 0.4282 (0.4276) loss_vfl_dn_3: 0.4187 (0.4180) loss_vfl_dn_4: 0.4164 (0.4145) loss_vfl_dn_5: 0.4149 (0.4139) loss_vfl_dn_pre: 0.4970 (0.4990) loss_vfl_enc_0: 0.7829 (0.7693) loss_vfl_pre: 0.7905 (0.7777) time: 0.7225 data: 0.0232 max mem: 9097 Epoch: [18] Total time: 0:53:12 (0.8637 s / it) Averaged stats: lr: 0.000013 loss: 32.6384 (32.8968) loss_bbox: 0.1800 (0.1913) loss_bbox_aux_0: 0.1933 (0.2058) loss_bbox_aux_1: 0.1822 (0.1942) loss_bbox_aux_2: 0.1801 (0.1918) loss_bbox_aux_3: 0.1799 (0.1914) loss_bbox_aux_4: 0.1799 (0.1913) loss_bbox_dn_0: 0.2510 (0.2686) loss_bbox_dn_1: 0.1904 (0.2031) loss_bbox_dn_2: 0.1762 (0.1926) loss_bbox_dn_3: 0.1749 (0.1895) loss_bbox_dn_4: 0.1746 (0.1890) loss_bbox_dn_5: 0.1746 (0.1890) loss_bbox_dn_pre: 0.2544 (0.2739) loss_bbox_enc_0: 0.2367 (0.2480) loss_bbox_pre: 0.1963 (0.2060) loss_dfl: 0.9701 (0.9644) loss_fgl_aux_0: 1.0126 (1.0017) loss_fgl_aux_1: 0.9735 (0.9677) loss_fgl_aux_2: 0.9711 (0.9646) loss_fgl_aux_3: 0.9701 (0.9644) loss_fgl_aux_4: 0.9701 (0.9644) loss_fgl_dn_0: 1.0991 (1.0970) loss_fgl_dn_1: 0.9920 (0.9939) loss_fgl_dn_2: 0.9853 (0.9849) loss_fgl_dn_3: 0.9866 (0.9857) loss_fgl_dn_4: 0.9867 (0.9860) loss_fgl_dn_5: 0.9868 (0.9860) loss_giou: 0.5620 (0.5888) loss_giou_aux_0: 0.5808 (0.6162) loss_giou_aux_1: 0.5678 (0.5944) loss_giou_aux_2: 0.5613 (0.5896) loss_giou_aux_3: 0.5619 (0.5889) loss_giou_aux_4: 0.5619 (0.5888) loss_giou_dn_0: 0.6065 (0.6113) loss_giou_dn_1: 0.4857 (0.5007) loss_giou_dn_2: 0.4675 (0.4833) loss_giou_dn_3: 0.4658 (0.4790) loss_giou_dn_4: 0.4640 (0.4784) loss_giou_dn_5: 0.4639 (0.4784) loss_giou_dn_pre: 0.6057 (0.6101) loss_giou_enc_0: 0.6728 (0.6973) loss_giou_pre: 0.5750 (0.6142) loss_ddf_aux_0: 0.0676 (0.0641) loss_ddf_aux_1: 0.0084 (0.0084) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2587 (0.2604) loss_ddf_dn_1: 0.0328 (0.0333) loss_ddf_dn_2: 0.0066 (0.0066) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7018 (0.6966) loss_vfl_aux_0: 0.7905 (0.7746) loss_vfl_aux_1: 0.7599 (0.7498) loss_vfl_aux_2: 0.7371 (0.7288) loss_vfl_aux_3: 0.7118 (0.7076) loss_vfl_aux_4: 0.6989 (0.6978) loss_vfl_dn_0: 0.4958 (0.4984) loss_vfl_dn_1: 0.4420 (0.4423) loss_vfl_dn_2: 0.4282 (0.4276) loss_vfl_dn_3: 0.4187 (0.4180) loss_vfl_dn_4: 0.4164 (0.4145) loss_vfl_dn_5: 0.4149 (0.4139) loss_vfl_dn_pre: 0.4970 (0.4990) loss_vfl_enc_0: 0.7829 (0.7693) loss_vfl_pre: 0.7905 (0.7777) Test: [ 0/79] eta: 0:03:31 time: 2.6778 data: 2.1286 max mem: 9097 Test: [10/79] eta: 0:01:09 time: 1.0022 data: 0.2361 max mem: 9097 Test: [20/79] eta: 0:00:47 time: 0.7176 data: 0.0561 max mem: 9097 Test: [30/79] eta: 0:00:36 time: 0.6100 data: 0.0645 max mem: 9097 Test: [40/79] eta: 0:00:29 time: 0.7104 data: 0.1631 max mem: 9097 Test: [50/79] eta: 0:00:21 time: 0.7036 data: 0.1646 max mem: 9097 Test: [60/79] eta: 0:00:13 time: 0.6065 data: 0.0682 max mem: 9097 Test: [70/79] eta: 0:00:06 time: 0.6953 data: 0.0646 max mem: 9097 Test: [78/79] eta: 0:00:00 time: 0.6328 data: 0.0585 max mem: 9097 Test: Total time: 0:00:55 (0.6988 s / it) Averaged stats: Accumulating evaluation results... DONE (t=25.39s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.515 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.690 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.557 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.322 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.561 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.700 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.385 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.647 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.714 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.518 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.767 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 best_stat: {'epoch': 18, 'coco_eval_bbox': 0.5151611007931035} Epoch: [19] [ 0/3696] eta: 2:33:06 lr: 0.000013 loss: 32.3097 (32.3097) loss_bbox: 0.1672 (0.1672) loss_bbox_aux_0: 0.1826 (0.1826) loss_bbox_aux_1: 0.1702 (0.1702) loss_bbox_aux_2: 0.1677 (0.1677) loss_bbox_aux_3: 0.1673 (0.1673) loss_bbox_aux_4: 0.1673 (0.1673) loss_bbox_dn_0: 0.2099 (0.2099) loss_bbox_dn_1: 0.1574 (0.1574) loss_bbox_dn_2: 0.1517 (0.1517) loss_bbox_dn_3: 0.1489 (0.1489) loss_bbox_dn_4: 0.1488 (0.1488) loss_bbox_dn_5: 0.1490 (0.1490) loss_bbox_dn_pre: 0.2138 (0.2138) loss_bbox_enc_0: 0.2097 (0.2097) loss_bbox_pre: 0.1829 (0.1829) loss_dfl: 1.0460 (1.0460) loss_fgl_aux_0: 1.0671 (1.0671) loss_fgl_aux_1: 1.0430 (1.0430) loss_fgl_aux_2: 1.0444 (1.0444) loss_fgl_aux_3: 1.0453 (1.0453) loss_fgl_aux_4: 1.0452 (1.0452) loss_fgl_dn_0: 1.1313 (1.1313) loss_fgl_dn_1: 1.0442 (1.0442) loss_fgl_dn_2: 1.0375 (1.0375) loss_fgl_dn_3: 1.0385 (1.0385) loss_fgl_dn_4: 1.0386 (1.0386) loss_fgl_dn_5: 1.0385 (1.0385) loss_giou: 0.5666 (0.5666) loss_giou_aux_0: 0.5857 (0.5857) loss_giou_aux_1: 0.5738 (0.5738) loss_giou_aux_2: 0.5678 (0.5678) loss_giou_aux_3: 0.5671 (0.5671) loss_giou_aux_4: 0.5675 (0.5675) loss_giou_dn_0: 0.5632 (0.5632) loss_giou_dn_1: 0.4645 (0.4645) loss_giou_dn_2: 0.4521 (0.4521) loss_giou_dn_3: 0.4489 (0.4489) loss_giou_dn_4: 0.4489 (0.4489) loss_giou_dn_5: 0.4491 (0.4491) loss_giou_dn_pre: 0.5616 (0.5616) loss_giou_enc_0: 0.6824 (0.6824) loss_giou_pre: 0.5820 (0.5820) loss_ddf_aux_0: 0.0541 (0.0541) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0004 (0.0004) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2525 (0.2525) loss_ddf_dn_1: 0.0325 (0.0325) loss_ddf_dn_2: 0.0067 (0.0067) loss_ddf_dn_3: 0.0005 (0.0005) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.6350 (0.6350) loss_vfl_aux_0: 0.7152 (0.7152) loss_vfl_aux_1: 0.6859 (0.6859) loss_vfl_aux_2: 0.6816 (0.6816) loss_vfl_aux_3: 0.6588 (0.6588) loss_vfl_aux_4: 0.6443 (0.6443) loss_vfl_dn_0: 0.5111 (0.5111) loss_vfl_dn_1: 0.4466 (0.4466) loss_vfl_dn_2: 0.4388 (0.4388) loss_vfl_dn_3: 0.4256 (0.4256) loss_vfl_dn_4: 0.4214 (0.4214) loss_vfl_dn_5: 0.4213 (0.4213) loss_vfl_dn_pre: 0.5110 (0.5110) loss_vfl_enc_0: 0.7419 (0.7419) loss_vfl_pre: 0.7200 (0.7200) time: 2.4856 data: 1.7833 max mem: 9097 Epoch: [19] [ 100/3696] eta: 0:46:29 lr: 0.000013 loss: 32.6724 (32.7778) loss_bbox: 0.1920 (0.1904) loss_bbox_aux_0: 0.2041 (0.2047) loss_bbox_aux_1: 0.1980 (0.1932) loss_bbox_aux_2: 0.1957 (0.1909) loss_bbox_aux_3: 0.1928 (0.1905) loss_bbox_aux_4: 0.1922 (0.1904) loss_bbox_dn_0: 0.2567 (0.2638) loss_bbox_dn_1: 0.1932 (0.1997) loss_bbox_dn_2: 0.1868 (0.1895) loss_bbox_dn_3: 0.1811 (0.1862) loss_bbox_dn_4: 0.1806 (0.1857) loss_bbox_dn_5: 0.1805 (0.1857) loss_bbox_dn_pre: 0.2625 (0.2695) loss_bbox_enc_0: 0.2407 (0.2468) loss_bbox_pre: 0.2045 (0.2051) loss_dfl: 0.9584 (0.9649) loss_fgl_aux_0: 0.9986 (1.0024) loss_fgl_aux_1: 0.9622 (0.9679) loss_fgl_aux_2: 0.9569 (0.9652) loss_fgl_aux_3: 0.9577 (0.9650) loss_fgl_aux_4: 0.9581 (0.9649) loss_fgl_dn_0: 1.0978 (1.0979) loss_fgl_dn_1: 0.9916 (0.9927) loss_fgl_dn_2: 0.9846 (0.9837) loss_fgl_dn_3: 0.9863 (0.9846) loss_fgl_dn_4: 0.9875 (0.9848) loss_fgl_dn_5: 0.9875 (0.9848) loss_giou: 0.5827 (0.5850) loss_giou_aux_0: 0.6101 (0.6124) loss_giou_aux_1: 0.5896 (0.5906) loss_giou_aux_2: 0.5821 (0.5853) loss_giou_aux_3: 0.5823 (0.5850) loss_giou_aux_4: 0.5823 (0.5850) loss_giou_dn_0: 0.5922 (0.6081) loss_giou_dn_1: 0.4837 (0.4979) loss_giou_dn_2: 0.4675 (0.4809) loss_giou_dn_3: 0.4626 (0.4764) loss_giou_dn_4: 0.4621 (0.4758) loss_giou_dn_5: 0.4620 (0.4758) loss_giou_dn_pre: 0.5903 (0.6072) loss_giou_enc_0: 0.6802 (0.6911) loss_giou_pre: 0.6073 (0.6102) loss_ddf_aux_0: 0.0618 (0.0643) loss_ddf_aux_1: 0.0078 (0.0078) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2532 (0.2714) loss_ddf_dn_1: 0.0320 (0.0347) loss_ddf_dn_2: 0.0061 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6752 (0.6919) loss_vfl_aux_0: 0.7462 (0.7679) loss_vfl_aux_1: 0.7252 (0.7436) loss_vfl_aux_2: 0.6909 (0.7238) loss_vfl_aux_3: 0.6719 (0.7036) loss_vfl_aux_4: 0.6753 (0.6951) loss_vfl_dn_0: 0.4923 (0.4976) loss_vfl_dn_1: 0.4399 (0.4415) loss_vfl_dn_2: 0.4258 (0.4274) loss_vfl_dn_3: 0.4154 (0.4180) loss_vfl_dn_4: 0.4151 (0.4142) loss_vfl_dn_5: 0.4135 (0.4136) loss_vfl_dn_pre: 0.4933 (0.4985) loss_vfl_enc_0: 0.7448 (0.7645) loss_vfl_pre: 0.7564 (0.7717) time: 0.7756 data: 0.0341 max mem: 9097 Epoch: [19] [ 200/3696] eta: 0:44:34 lr: 0.000013 loss: 32.7824 (32.6883) loss_bbox: 0.1870 (0.1895) loss_bbox_aux_0: 0.2020 (0.2039) loss_bbox_aux_1: 0.1893 (0.1923) loss_bbox_aux_2: 0.1873 (0.1900) loss_bbox_aux_3: 0.1866 (0.1896) loss_bbox_aux_4: 0.1869 (0.1895) loss_bbox_dn_0: 0.2767 (0.2663) loss_bbox_dn_1: 0.2010 (0.2008) loss_bbox_dn_2: 0.1911 (0.1901) loss_bbox_dn_3: 0.1888 (0.1870) loss_bbox_dn_4: 0.1885 (0.1866) loss_bbox_dn_5: 0.1887 (0.1866) loss_bbox_dn_pre: 0.2773 (0.2716) loss_bbox_enc_0: 0.2442 (0.2466) loss_bbox_pre: 0.2051 (0.2040) loss_dfl: 0.9772 (0.9686) loss_fgl_aux_0: 1.0076 (1.0057) loss_fgl_aux_1: 0.9764 (0.9716) loss_fgl_aux_2: 0.9772 (0.9689) loss_fgl_aux_3: 0.9770 (0.9687) loss_fgl_aux_4: 0.9772 (0.9686) loss_fgl_dn_0: 1.0937 (1.0978) loss_fgl_dn_1: 0.9943 (0.9933) loss_fgl_dn_2: 0.9846 (0.9844) loss_fgl_dn_3: 0.9849 (0.9851) loss_fgl_dn_4: 0.9860 (0.9854) loss_fgl_dn_5: 0.9859 (0.9855) loss_giou: 0.5209 (0.5756) loss_giou_aux_0: 0.5498 (0.6029) loss_giou_aux_1: 0.5262 (0.5811) loss_giou_aux_2: 0.5208 (0.5760) loss_giou_aux_3: 0.5200 (0.5756) loss_giou_aux_4: 0.5211 (0.5756) loss_giou_dn_0: 0.5739 (0.6009) loss_giou_dn_1: 0.4616 (0.4909) loss_giou_dn_2: 0.4458 (0.4737) loss_giou_dn_3: 0.4396 (0.4694) loss_giou_dn_4: 0.4379 (0.4688) loss_giou_dn_5: 0.4379 (0.4688) loss_giou_dn_pre: 0.5712 (0.5998) loss_giou_enc_0: 0.6359 (0.6842) loss_giou_pre: 0.5496 (0.6009) loss_ddf_aux_0: 0.0618 (0.0638) loss_ddf_aux_1: 0.0078 (0.0079) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2414 (0.2642) loss_ddf_dn_1: 0.0307 (0.0340) loss_ddf_dn_2: 0.0063 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6752 (0.6921) loss_vfl_aux_0: 0.7710 (0.7727) loss_vfl_aux_1: 0.7531 (0.7472) loss_vfl_aux_2: 0.7194 (0.7255) loss_vfl_aux_3: 0.6974 (0.7039) loss_vfl_aux_4: 0.6721 (0.6945) loss_vfl_dn_0: 0.4982 (0.4982) loss_vfl_dn_1: 0.4338 (0.4406) loss_vfl_dn_2: 0.4223 (0.4264) loss_vfl_dn_3: 0.4100 (0.4163) loss_vfl_dn_4: 0.4067 (0.4126) loss_vfl_dn_5: 0.4077 (0.4121) loss_vfl_dn_pre: 0.4991 (0.4990) loss_vfl_enc_0: 0.7648 (0.7690) loss_vfl_pre: 0.7742 (0.7765) time: 0.7293 data: 0.0274 max mem: 9097 Epoch: [19] [ 300/3696] eta: 0:42:27 lr: 0.000013 loss: 32.6332 (32.7403) loss_bbox: 0.1743 (0.1899) loss_bbox_aux_0: 0.1918 (0.2046) loss_bbox_aux_1: 0.1801 (0.1927) loss_bbox_aux_2: 0.1740 (0.1904) loss_bbox_aux_3: 0.1742 (0.1899) loss_bbox_aux_4: 0.1743 (0.1899) loss_bbox_dn_0: 0.2396 (0.2668) loss_bbox_dn_1: 0.1864 (0.2010) loss_bbox_dn_2: 0.1773 (0.1904) loss_bbox_dn_3: 0.1743 (0.1873) loss_bbox_dn_4: 0.1734 (0.1869) loss_bbox_dn_5: 0.1735 (0.1869) loss_bbox_dn_pre: 0.2425 (0.2721) loss_bbox_enc_0: 0.2435 (0.2477) loss_bbox_pre: 0.1932 (0.2048) loss_dfl: 0.9596 (0.9672) loss_fgl_aux_0: 1.0068 (1.0045) loss_fgl_aux_1: 0.9664 (0.9703) loss_fgl_aux_2: 0.9605 (0.9674) loss_fgl_aux_3: 0.9594 (0.9672) loss_fgl_aux_4: 0.9594 (0.9672) loss_fgl_dn_0: 1.0906 (1.0975) loss_fgl_dn_1: 0.9868 (0.9933) loss_fgl_dn_2: 0.9800 (0.9843) loss_fgl_dn_3: 0.9808 (0.9850) loss_fgl_dn_4: 0.9804 (0.9853) loss_fgl_dn_5: 0.9804 (0.9853) loss_giou: 0.5976 (0.5801) loss_giou_aux_0: 0.6318 (0.6077) loss_giou_aux_1: 0.6034 (0.5858) loss_giou_aux_2: 0.5969 (0.5807) loss_giou_aux_3: 0.5965 (0.5802) loss_giou_aux_4: 0.5973 (0.5801) loss_giou_dn_0: 0.6248 (0.6044) loss_giou_dn_1: 0.5172 (0.4940) loss_giou_dn_2: 0.4966 (0.4767) loss_giou_dn_3: 0.4939 (0.4726) loss_giou_dn_4: 0.4934 (0.4720) loss_giou_dn_5: 0.4932 (0.4720) loss_giou_dn_pre: 0.6250 (0.6034) loss_giou_enc_0: 0.7147 (0.6893) loss_giou_pre: 0.6280 (0.6056) loss_ddf_aux_0: 0.0631 (0.0645) loss_ddf_aux_1: 0.0084 (0.0081) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2643 (0.2630) loss_ddf_dn_1: 0.0349 (0.0336) loss_ddf_dn_2: 0.0061 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6771 (0.6917) loss_vfl_aux_0: 0.7631 (0.7718) loss_vfl_aux_1: 0.7452 (0.7457) loss_vfl_aux_2: 0.7112 (0.7256) loss_vfl_aux_3: 0.6862 (0.7047) loss_vfl_aux_4: 0.6782 (0.6939) loss_vfl_dn_0: 0.5010 (0.4979) loss_vfl_dn_1: 0.4386 (0.4409) loss_vfl_dn_2: 0.4244 (0.4264) loss_vfl_dn_3: 0.4183 (0.4166) loss_vfl_dn_4: 0.4151 (0.4130) loss_vfl_dn_5: 0.4150 (0.4125) loss_vfl_dn_pre: 0.5002 (0.4986) loss_vfl_enc_0: 0.7675 (0.7669) loss_vfl_pre: 0.7699 (0.7755) time: 0.7566 data: 0.0306 max mem: 9097 Epoch: [19] [ 400/3696] eta: 0:41:23 lr: 0.000013 loss: 32.3654 (32.7471) loss_bbox: 0.1780 (0.1908) loss_bbox_aux_0: 0.1930 (0.2054) loss_bbox_aux_1: 0.1834 (0.1937) loss_bbox_aux_2: 0.1809 (0.1914) loss_bbox_aux_3: 0.1790 (0.1909) loss_bbox_aux_4: 0.1778 (0.1908) loss_bbox_dn_0: 0.2502 (0.2675) loss_bbox_dn_1: 0.1938 (0.2017) loss_bbox_dn_2: 0.1829 (0.1911) loss_bbox_dn_3: 0.1834 (0.1880) loss_bbox_dn_4: 0.1828 (0.1876) loss_bbox_dn_5: 0.1828 (0.1876) loss_bbox_dn_pre: 0.2552 (0.2726) loss_bbox_enc_0: 0.2368 (0.2482) loss_bbox_pre: 0.1937 (0.2056) loss_dfl: 0.9580 (0.9674) loss_fgl_aux_0: 1.0001 (1.0044) loss_fgl_aux_1: 0.9628 (0.9704) loss_fgl_aux_2: 0.9590 (0.9677) loss_fgl_aux_3: 0.9585 (0.9675) loss_fgl_aux_4: 0.9582 (0.9674) loss_fgl_dn_0: 1.0855 (1.0972) loss_fgl_dn_1: 0.9872 (0.9933) loss_fgl_dn_2: 0.9826 (0.9844) loss_fgl_dn_3: 0.9848 (0.9852) loss_fgl_dn_4: 0.9839 (0.9855) loss_fgl_dn_5: 0.9841 (0.9855) loss_giou: 0.5547 (0.5795) loss_giou_aux_0: 0.5792 (0.6070) loss_giou_aux_1: 0.5570 (0.5851) loss_giou_aux_2: 0.5543 (0.5801) loss_giou_aux_3: 0.5551 (0.5795) loss_giou_aux_4: 0.5548 (0.5795) loss_giou_dn_0: 0.5840 (0.6039) loss_giou_dn_1: 0.4743 (0.4932) loss_giou_dn_2: 0.4564 (0.4761) loss_giou_dn_3: 0.4494 (0.4719) loss_giou_dn_4: 0.4474 (0.4712) loss_giou_dn_5: 0.4473 (0.4712) loss_giou_dn_pre: 0.5829 (0.6027) loss_giou_enc_0: 0.6763 (0.6883) loss_giou_pre: 0.5800 (0.6050) loss_ddf_aux_0: 0.0601 (0.0640) loss_ddf_aux_1: 0.0083 (0.0081) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2421 (0.2614) loss_ddf_dn_1: 0.0322 (0.0333) loss_ddf_dn_2: 0.0073 (0.0066) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6922 (0.6938) loss_vfl_aux_0: 0.7688 (0.7725) loss_vfl_aux_1: 0.7338 (0.7463) loss_vfl_aux_2: 0.7180 (0.7257) loss_vfl_aux_3: 0.7000 (0.7063) loss_vfl_aux_4: 0.6974 (0.6958) loss_vfl_dn_0: 0.4969 (0.4981) loss_vfl_dn_1: 0.4395 (0.4408) loss_vfl_dn_2: 0.4220 (0.4260) loss_vfl_dn_3: 0.4133 (0.4161) loss_vfl_dn_4: 0.4077 (0.4125) loss_vfl_dn_5: 0.4075 (0.4119) loss_vfl_dn_pre: 0.4980 (0.4988) loss_vfl_enc_0: 0.7534 (0.7680) loss_vfl_pre: 0.7668 (0.7759) time: 0.7658 data: 0.0393 max mem: 9097 Epoch: [19] [ 500/3696] eta: 0:40:35 lr: 0.000013 loss: 32.4495 (32.7537) loss_bbox: 0.1814 (0.1909) loss_bbox_aux_0: 0.1953 (0.2055) loss_bbox_aux_1: 0.1846 (0.1938) loss_bbox_aux_2: 0.1811 (0.1915) loss_bbox_aux_3: 0.1811 (0.1910) loss_bbox_aux_4: 0.1812 (0.1909) loss_bbox_dn_0: 0.2459 (0.2672) loss_bbox_dn_1: 0.1856 (0.2017) loss_bbox_dn_2: 0.1757 (0.1911) loss_bbox_dn_3: 0.1707 (0.1880) loss_bbox_dn_4: 0.1701 (0.1876) loss_bbox_dn_5: 0.1702 (0.1876) loss_bbox_dn_pre: 0.2527 (0.2724) loss_bbox_enc_0: 0.2384 (0.2479) loss_bbox_pre: 0.1962 (0.2057) loss_dfl: 0.9673 (0.9680) loss_fgl_aux_0: 1.0007 (1.0048) loss_fgl_aux_1: 0.9695 (0.9711) loss_fgl_aux_2: 0.9682 (0.9683) loss_fgl_aux_3: 0.9676 (0.9681) loss_fgl_aux_4: 0.9675 (0.9680) loss_fgl_dn_0: 1.0837 (1.0972) loss_fgl_dn_1: 0.9860 (0.9934) loss_fgl_dn_2: 0.9804 (0.9845) loss_fgl_dn_3: 0.9814 (0.9852) loss_fgl_dn_4: 0.9820 (0.9855) loss_fgl_dn_5: 0.9822 (0.9855) loss_giou: 0.5699 (0.5801) loss_giou_aux_0: 0.6033 (0.6078) loss_giou_aux_1: 0.5780 (0.5858) loss_giou_aux_2: 0.5706 (0.5807) loss_giou_aux_3: 0.5708 (0.5801) loss_giou_aux_4: 0.5697 (0.5801) loss_giou_dn_0: 0.6022 (0.6046) loss_giou_dn_1: 0.4879 (0.4941) loss_giou_dn_2: 0.4708 (0.4769) loss_giou_dn_3: 0.4684 (0.4727) loss_giou_dn_4: 0.4667 (0.4720) loss_giou_dn_5: 0.4668 (0.4720) loss_giou_dn_pre: 0.6014 (0.6034) loss_giou_enc_0: 0.6870 (0.6892) loss_giou_pre: 0.5992 (0.6058) loss_ddf_aux_0: 0.0660 (0.0634) loss_ddf_aux_1: 0.0089 (0.0081) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2665 (0.2609) loss_ddf_dn_1: 0.0341 (0.0333) loss_ddf_dn_2: 0.0073 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6915 (0.6927) loss_vfl_aux_0: 0.7607 (0.7712) loss_vfl_aux_1: 0.7283 (0.7458) loss_vfl_aux_2: 0.7185 (0.7247) loss_vfl_aux_3: 0.6868 (0.7050) loss_vfl_aux_4: 0.6894 (0.6948) loss_vfl_dn_0: 0.4963 (0.4983) loss_vfl_dn_1: 0.4375 (0.4408) loss_vfl_dn_2: 0.4221 (0.4261) loss_vfl_dn_3: 0.4069 (0.4160) loss_vfl_dn_4: 0.4034 (0.4125) loss_vfl_dn_5: 0.4033 (0.4119) loss_vfl_dn_pre: 0.4968 (0.4990) loss_vfl_enc_0: 0.7390 (0.7677) loss_vfl_pre: 0.7589 (0.7743) time: 0.7685 data: 0.0318 max mem: 9097 Epoch: [19] [ 600/3696] eta: 0:39:21 lr: 0.000013 loss: 32.7661 (32.7463) loss_bbox: 0.1814 (0.1907) loss_bbox_aux_0: 0.1966 (0.2054) loss_bbox_aux_1: 0.1845 (0.1937) loss_bbox_aux_2: 0.1813 (0.1913) loss_bbox_aux_3: 0.1816 (0.1908) loss_bbox_aux_4: 0.1815 (0.1907) loss_bbox_dn_0: 0.2546 (0.2672) loss_bbox_dn_1: 0.1912 (0.2016) loss_bbox_dn_2: 0.1763 (0.1909) loss_bbox_dn_3: 0.1741 (0.1878) loss_bbox_dn_4: 0.1747 (0.1874) loss_bbox_dn_5: 0.1745 (0.1874) loss_bbox_dn_pre: 0.2593 (0.2724) loss_bbox_enc_0: 0.2299 (0.2479) loss_bbox_pre: 0.1981 (0.2056) loss_dfl: 0.9552 (0.9663) loss_fgl_aux_0: 1.0008 (1.0031) loss_fgl_aux_1: 0.9580 (0.9693) loss_fgl_aux_2: 0.9556 (0.9666) loss_fgl_aux_3: 0.9551 (0.9664) loss_fgl_aux_4: 0.9552 (0.9663) loss_fgl_dn_0: 1.0957 (1.0965) loss_fgl_dn_1: 0.9871 (0.9926) loss_fgl_dn_2: 0.9804 (0.9837) loss_fgl_dn_3: 0.9808 (0.9844) loss_fgl_dn_4: 0.9817 (0.9848) loss_fgl_dn_5: 0.9818 (0.9848) loss_giou: 0.5631 (0.5816) loss_giou_aux_0: 0.5934 (0.6093) loss_giou_aux_1: 0.5751 (0.5872) loss_giou_aux_2: 0.5665 (0.5822) loss_giou_aux_3: 0.5635 (0.5816) loss_giou_aux_4: 0.5627 (0.5816) loss_giou_dn_0: 0.6070 (0.6053) loss_giou_dn_1: 0.4942 (0.4949) loss_giou_dn_2: 0.4761 (0.4776) loss_giou_dn_3: 0.4720 (0.4734) loss_giou_dn_4: 0.4721 (0.4727) loss_giou_dn_5: 0.4718 (0.4727) loss_giou_dn_pre: 0.6032 (0.6042) loss_giou_enc_0: 0.6758 (0.6905) loss_giou_pre: 0.5953 (0.6072) loss_ddf_aux_0: 0.0602 (0.0634) loss_ddf_aux_1: 0.0088 (0.0082) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2603 (0.2603) loss_ddf_dn_1: 0.0340 (0.0331) loss_ddf_dn_2: 0.0062 (0.0065) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6734 (0.6922) loss_vfl_aux_0: 0.7669 (0.7706) loss_vfl_aux_1: 0.7369 (0.7458) loss_vfl_aux_2: 0.7177 (0.7244) loss_vfl_aux_3: 0.6978 (0.7045) loss_vfl_aux_4: 0.6755 (0.6941) loss_vfl_dn_0: 0.4965 (0.4981) loss_vfl_dn_1: 0.4472 (0.4405) loss_vfl_dn_2: 0.4302 (0.4257) loss_vfl_dn_3: 0.4182 (0.4158) loss_vfl_dn_4: 0.4131 (0.4123) loss_vfl_dn_5: 0.4127 (0.4117) loss_vfl_dn_pre: 0.4980 (0.4988) loss_vfl_enc_0: 0.7578 (0.7668) loss_vfl_pre: 0.7677 (0.7735) time: 0.7585 data: 0.0333 max mem: 9097 Epoch: [19] [ 700/3696] eta: 0:38:07 lr: 0.000013 loss: 33.1910 (32.7398) loss_bbox: 0.1940 (0.1906) loss_bbox_aux_0: 0.2086 (0.2052) loss_bbox_aux_1: 0.1957 (0.1935) loss_bbox_aux_2: 0.1945 (0.1912) loss_bbox_aux_3: 0.1940 (0.1907) loss_bbox_aux_4: 0.1940 (0.1906) loss_bbox_dn_0: 0.2520 (0.2664) loss_bbox_dn_1: 0.1863 (0.2011) loss_bbox_dn_2: 0.1799 (0.1905) loss_bbox_dn_3: 0.1756 (0.1875) loss_bbox_dn_4: 0.1754 (0.1870) loss_bbox_dn_5: 0.1755 (0.1870) loss_bbox_dn_pre: 0.2618 (0.2715) loss_bbox_enc_0: 0.2386 (0.2474) loss_bbox_pre: 0.2076 (0.2054) loss_dfl: 0.9337 (0.9663) loss_fgl_aux_0: 0.9680 (1.0032) loss_fgl_aux_1: 0.9299 (0.9694) loss_fgl_aux_2: 0.9326 (0.9666) loss_fgl_aux_3: 0.9337 (0.9664) loss_fgl_aux_4: 0.9338 (0.9663) loss_fgl_dn_0: 1.0922 (1.0965) loss_fgl_dn_1: 0.9932 (0.9930) loss_fgl_dn_2: 0.9844 (0.9841) loss_fgl_dn_3: 0.9861 (0.9848) loss_fgl_dn_4: 0.9865 (0.9851) loss_fgl_dn_5: 0.9865 (0.9852) loss_giou: 0.6695 (0.5825) loss_giou_aux_0: 0.6965 (0.6100) loss_giou_aux_1: 0.6757 (0.5881) loss_giou_aux_2: 0.6693 (0.5830) loss_giou_aux_3: 0.6706 (0.5825) loss_giou_aux_4: 0.6697 (0.5824) loss_giou_dn_0: 0.6172 (0.6056) loss_giou_dn_1: 0.5000 (0.4951) loss_giou_dn_2: 0.4864 (0.4779) loss_giou_dn_3: 0.4836 (0.4737) loss_giou_dn_4: 0.4830 (0.4730) loss_giou_dn_5: 0.4830 (0.4730) loss_giou_dn_pre: 0.6179 (0.6044) loss_giou_enc_0: 0.7705 (0.6911) loss_giou_pre: 0.6949 (0.6080) loss_ddf_aux_0: 0.0609 (0.0631) loss_ddf_aux_1: 0.0084 (0.0082) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2471 (0.2600) loss_ddf_dn_1: 0.0308 (0.0331) loss_ddf_dn_2: 0.0055 (0.0065) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6692 (0.6912) loss_vfl_aux_0: 0.7521 (0.7693) loss_vfl_aux_1: 0.7311 (0.7444) loss_vfl_aux_2: 0.7103 (0.7233) loss_vfl_aux_3: 0.6840 (0.7031) loss_vfl_aux_4: 0.6731 (0.6930) loss_vfl_dn_0: 0.4933 (0.4976) loss_vfl_dn_1: 0.4342 (0.4401) loss_vfl_dn_2: 0.4228 (0.4254) loss_vfl_dn_3: 0.4123 (0.4156) loss_vfl_dn_4: 0.4101 (0.4121) loss_vfl_dn_5: 0.4084 (0.4115) loss_vfl_dn_pre: 0.4935 (0.4983) loss_vfl_enc_0: 0.7528 (0.7660) loss_vfl_pre: 0.7532 (0.7722) time: 0.7857 data: 0.0356 max mem: 9097 Epoch: [19] [ 800/3696] eta: 0:36:50 lr: 0.000013 loss: 32.5210 (32.7643) loss_bbox: 0.2042 (0.1914) loss_bbox_aux_0: 0.2156 (0.2062) loss_bbox_aux_1: 0.2062 (0.1944) loss_bbox_aux_2: 0.2054 (0.1920) loss_bbox_aux_3: 0.2044 (0.1915) loss_bbox_aux_4: 0.2042 (0.1914) loss_bbox_dn_0: 0.3029 (0.2679) loss_bbox_dn_1: 0.2259 (0.2026) loss_bbox_dn_2: 0.2165 (0.1920) loss_bbox_dn_3: 0.2109 (0.1890) loss_bbox_dn_4: 0.2099 (0.1885) loss_bbox_dn_5: 0.2103 (0.1885) loss_bbox_dn_pre: 0.3057 (0.2731) loss_bbox_enc_0: 0.2625 (0.2486) loss_bbox_pre: 0.2124 (0.2064) loss_dfl: 0.9778 (0.9664) loss_fgl_aux_0: 1.0188 (1.0035) loss_fgl_aux_1: 0.9779 (0.9695) loss_fgl_aux_2: 0.9776 (0.9667) loss_fgl_aux_3: 0.9775 (0.9664) loss_fgl_aux_4: 0.9778 (0.9664) loss_fgl_dn_0: 1.0956 (1.0965) loss_fgl_dn_1: 0.9885 (0.9932) loss_fgl_dn_2: 0.9793 (0.9843) loss_fgl_dn_3: 0.9800 (0.9850) loss_fgl_dn_4: 0.9802 (0.9853) loss_fgl_dn_5: 0.9802 (0.9853) loss_giou: 0.5225 (0.5817) loss_giou_aux_0: 0.5517 (0.6093) loss_giou_aux_1: 0.5287 (0.5873) loss_giou_aux_2: 0.5225 (0.5823) loss_giou_aux_3: 0.5235 (0.5818) loss_giou_aux_4: 0.5228 (0.5817) loss_giou_dn_0: 0.5833 (0.6055) loss_giou_dn_1: 0.4792 (0.4952) loss_giou_dn_2: 0.4622 (0.4780) loss_giou_dn_3: 0.4588 (0.4737) loss_giou_dn_4: 0.4565 (0.4730) loss_giou_dn_5: 0.4567 (0.4730) loss_giou_dn_pre: 0.5840 (0.6043) loss_giou_enc_0: 0.6232 (0.6907) loss_giou_pre: 0.5492 (0.6073) loss_ddf_aux_0: 0.0631 (0.0630) loss_ddf_aux_1: 0.0076 (0.0082) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2554 (0.2600) loss_ddf_dn_1: 0.0308 (0.0329) loss_ddf_dn_2: 0.0065 (0.0064) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6974 (0.6924) loss_vfl_aux_0: 0.7894 (0.7706) loss_vfl_aux_1: 0.7488 (0.7459) loss_vfl_aux_2: 0.7250 (0.7245) loss_vfl_aux_3: 0.7104 (0.7039) loss_vfl_aux_4: 0.7010 (0.6942) loss_vfl_dn_0: 0.4973 (0.4977) loss_vfl_dn_1: 0.4390 (0.4404) loss_vfl_dn_2: 0.4164 (0.4256) loss_vfl_dn_3: 0.4090 (0.4159) loss_vfl_dn_4: 0.4081 (0.4124) loss_vfl_dn_5: 0.4070 (0.4119) loss_vfl_dn_pre: 0.4971 (0.4984) loss_vfl_enc_0: 0.7761 (0.7671) loss_vfl_pre: 0.7881 (0.7735) time: 0.7566 data: 0.0304 max mem: 9097 Epoch: [19] [ 900/3696] eta: 0:35:37 lr: 0.000013 loss: 32.5668 (32.7600) loss_bbox: 0.1863 (0.1912) loss_bbox_aux_0: 0.2002 (0.2060) loss_bbox_aux_1: 0.1908 (0.1942) loss_bbox_aux_2: 0.1871 (0.1918) loss_bbox_aux_3: 0.1865 (0.1913) loss_bbox_aux_4: 0.1862 (0.1912) loss_bbox_dn_0: 0.2523 (0.2686) loss_bbox_dn_1: 0.1903 (0.2031) loss_bbox_dn_2: 0.1812 (0.1925) loss_bbox_dn_3: 0.1782 (0.1894) loss_bbox_dn_4: 0.1786 (0.1889) loss_bbox_dn_5: 0.1786 (0.1889) loss_bbox_dn_pre: 0.2553 (0.2739) loss_bbox_enc_0: 0.2415 (0.2485) loss_bbox_pre: 0.2007 (0.2063) loss_dfl: 0.9528 (0.9655) loss_fgl_aux_0: 0.9923 (1.0029) loss_fgl_aux_1: 0.9552 (0.9687) loss_fgl_aux_2: 0.9542 (0.9659) loss_fgl_aux_3: 0.9531 (0.9656) loss_fgl_aux_4: 0.9531 (0.9656) loss_fgl_dn_0: 1.0961 (1.0967) loss_fgl_dn_1: 0.9974 (0.9930) loss_fgl_dn_2: 0.9893 (0.9841) loss_fgl_dn_3: 0.9917 (0.9848) loss_fgl_dn_4: 0.9920 (0.9852) loss_fgl_dn_5: 0.9921 (0.9852) loss_giou: 0.5755 (0.5817) loss_giou_aux_0: 0.5999 (0.6093) loss_giou_aux_1: 0.5774 (0.5873) loss_giou_aux_2: 0.5784 (0.5823) loss_giou_aux_3: 0.5775 (0.5817) loss_giou_aux_4: 0.5762 (0.5817) loss_giou_dn_0: 0.5844 (0.6052) loss_giou_dn_1: 0.4664 (0.4950) loss_giou_dn_2: 0.4511 (0.4778) loss_giou_dn_3: 0.4454 (0.4735) loss_giou_dn_4: 0.4453 (0.4728) loss_giou_dn_5: 0.4453 (0.4728) loss_giou_dn_pre: 0.5815 (0.6041) loss_giou_enc_0: 0.6860 (0.6906) loss_giou_pre: 0.5999 (0.6073) loss_ddf_aux_0: 0.0629 (0.0632) loss_ddf_aux_1: 0.0084 (0.0082) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2622 (0.2605) loss_ddf_dn_1: 0.0347 (0.0330) loss_ddf_dn_2: 0.0065 (0.0064) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6783 (0.6922) loss_vfl_aux_0: 0.7655 (0.7706) loss_vfl_aux_1: 0.7224 (0.7459) loss_vfl_aux_2: 0.6993 (0.7243) loss_vfl_aux_3: 0.6886 (0.7040) loss_vfl_aux_4: 0.6714 (0.6942) loss_vfl_dn_0: 0.5003 (0.4977) loss_vfl_dn_1: 0.4356 (0.4404) loss_vfl_dn_2: 0.4228 (0.4257) loss_vfl_dn_3: 0.4143 (0.4159) loss_vfl_dn_4: 0.4084 (0.4124) loss_vfl_dn_5: 0.4089 (0.4119) loss_vfl_dn_pre: 0.4990 (0.4983) loss_vfl_enc_0: 0.7494 (0.7677) loss_vfl_pre: 0.7679 (0.7735) time: 0.7660 data: 0.0269 max mem: 9097 Epoch: [19] [1000/3696] eta: 0:34:31 lr: 0.000013 loss: 32.6897 (32.7554) loss_bbox: 0.1720 (0.1909) loss_bbox_aux_0: 0.1860 (0.2058) loss_bbox_aux_1: 0.1761 (0.1940) loss_bbox_aux_2: 0.1727 (0.1915) loss_bbox_aux_3: 0.1721 (0.1910) loss_bbox_aux_4: 0.1721 (0.1910) loss_bbox_dn_0: 0.2285 (0.2679) loss_bbox_dn_1: 0.1664 (0.2027) loss_bbox_dn_2: 0.1563 (0.1921) loss_bbox_dn_3: 0.1544 (0.1890) loss_bbox_dn_4: 0.1548 (0.1885) loss_bbox_dn_5: 0.1548 (0.1885) loss_bbox_dn_pre: 0.2316 (0.2732) loss_bbox_enc_0: 0.2185 (0.2484) loss_bbox_pre: 0.1864 (0.2061) loss_dfl: 0.9619 (0.9654) loss_fgl_aux_0: 1.0005 (1.0029) loss_fgl_aux_1: 0.9655 (0.9685) loss_fgl_aux_2: 0.9621 (0.9657) loss_fgl_aux_3: 0.9617 (0.9655) loss_fgl_aux_4: 0.9616 (0.9654) loss_fgl_dn_0: 1.0966 (1.0967) loss_fgl_dn_1: 0.9995 (0.9929) loss_fgl_dn_2: 0.9905 (0.9840) loss_fgl_dn_3: 0.9925 (0.9847) loss_fgl_dn_4: 0.9922 (0.9851) loss_fgl_dn_5: 0.9923 (0.9851) loss_giou: 0.5945 (0.5813) loss_giou_aux_0: 0.6204 (0.6089) loss_giou_aux_1: 0.6025 (0.5870) loss_giou_aux_2: 0.5950 (0.5819) loss_giou_aux_3: 0.5959 (0.5813) loss_giou_aux_4: 0.5951 (0.5813) loss_giou_dn_0: 0.6150 (0.6048) loss_giou_dn_1: 0.5058 (0.4948) loss_giou_dn_2: 0.4812 (0.4776) loss_giou_dn_3: 0.4771 (0.4734) loss_giou_dn_4: 0.4762 (0.4727) loss_giou_dn_5: 0.4759 (0.4727) loss_giou_dn_pre: 0.6115 (0.6037) loss_giou_enc_0: 0.7131 (0.6904) loss_giou_pre: 0.6186 (0.6069) loss_ddf_aux_0: 0.0662 (0.0636) loss_ddf_aux_1: 0.0083 (0.0083) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2543 (0.2607) loss_ddf_dn_1: 0.0319 (0.0331) loss_ddf_dn_2: 0.0053 (0.0064) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6818 (0.6933) loss_vfl_aux_0: 0.7661 (0.7714) loss_vfl_aux_1: 0.7321 (0.7464) loss_vfl_aux_2: 0.7074 (0.7249) loss_vfl_aux_3: 0.6837 (0.7048) loss_vfl_aux_4: 0.6841 (0.6951) loss_vfl_dn_0: 0.4883 (0.4977) loss_vfl_dn_1: 0.4323 (0.4402) loss_vfl_dn_2: 0.4238 (0.4255) loss_vfl_dn_3: 0.4151 (0.4158) loss_vfl_dn_4: 0.4116 (0.4122) loss_vfl_dn_5: 0.4111 (0.4117) loss_vfl_dn_pre: 0.4892 (0.4983) loss_vfl_enc_0: 0.7539 (0.7678) loss_vfl_pre: 0.7688 (0.7743) time: 0.7066 data: 0.0206 max mem: 9097 Epoch: [19] [1100/3696] eta: 0:33:16 lr: 0.000013 loss: 32.6904 (32.7635) loss_bbox: 0.1809 (0.1906) loss_bbox_aux_0: 0.1984 (0.2055) loss_bbox_aux_1: 0.1840 (0.1936) loss_bbox_aux_2: 0.1813 (0.1912) loss_bbox_aux_3: 0.1813 (0.1907) loss_bbox_aux_4: 0.1811 (0.1906) loss_bbox_dn_0: 0.2626 (0.2681) loss_bbox_dn_1: 0.2015 (0.2027) loss_bbox_dn_2: 0.1955 (0.1922) loss_bbox_dn_3: 0.1942 (0.1890) loss_bbox_dn_4: 0.1935 (0.1886) loss_bbox_dn_5: 0.1934 (0.1885) loss_bbox_dn_pre: 0.2701 (0.2734) loss_bbox_enc_0: 0.2351 (0.2482) loss_bbox_pre: 0.1957 (0.2058) loss_dfl: 0.9778 (0.9657) loss_fgl_aux_0: 1.0151 (1.0033) loss_fgl_aux_1: 0.9781 (0.9688) loss_fgl_aux_2: 0.9774 (0.9660) loss_fgl_aux_3: 0.9773 (0.9658) loss_fgl_aux_4: 0.9780 (0.9657) loss_fgl_dn_0: 1.0992 (1.0970) loss_fgl_dn_1: 0.9953 (0.9929) loss_fgl_dn_2: 0.9878 (0.9840) loss_fgl_dn_3: 0.9884 (0.9847) loss_fgl_dn_4: 0.9891 (0.9850) loss_fgl_dn_5: 0.9888 (0.9851) loss_giou: 0.5604 (0.5808) loss_giou_aux_0: 0.5864 (0.6085) loss_giou_aux_1: 0.5665 (0.5865) loss_giou_aux_2: 0.5585 (0.5815) loss_giou_aux_3: 0.5587 (0.5809) loss_giou_aux_4: 0.5592 (0.5808) loss_giou_dn_0: 0.6049 (0.6051) loss_giou_dn_1: 0.4880 (0.4949) loss_giou_dn_2: 0.4695 (0.4777) loss_giou_dn_3: 0.4691 (0.4734) loss_giou_dn_4: 0.4685 (0.4727) loss_giou_dn_5: 0.4689 (0.4727) loss_giou_dn_pre: 0.6008 (0.6039) loss_giou_enc_0: 0.6620 (0.6902) loss_giou_pre: 0.5847 (0.6065) loss_ddf_aux_0: 0.0627 (0.0640) loss_ddf_aux_1: 0.0084 (0.0083) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2523 (0.2614) loss_ddf_dn_1: 0.0344 (0.0332) loss_ddf_dn_2: 0.0068 (0.0064) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6700 (0.6942) loss_vfl_aux_0: 0.7545 (0.7724) loss_vfl_aux_1: 0.7316 (0.7475) loss_vfl_aux_2: 0.7169 (0.7263) loss_vfl_aux_3: 0.6913 (0.7059) loss_vfl_aux_4: 0.6771 (0.6960) loss_vfl_dn_0: 0.5003 (0.4980) loss_vfl_dn_1: 0.4430 (0.4404) loss_vfl_dn_2: 0.4253 (0.4257) loss_vfl_dn_3: 0.4214 (0.4160) loss_vfl_dn_4: 0.4167 (0.4125) loss_vfl_dn_5: 0.4156 (0.4119) loss_vfl_dn_pre: 0.5010 (0.4986) loss_vfl_enc_0: 0.7557 (0.7684) loss_vfl_pre: 0.7585 (0.7752) time: 0.7472 data: 0.0260 max mem: 9097 Epoch: [19] [1200/3696] eta: 0:31:59 lr: 0.000013 loss: 32.5807 (32.7850) loss_bbox: 0.1793 (0.1907) loss_bbox_aux_0: 0.1848 (0.2057) loss_bbox_aux_1: 0.1782 (0.1938) loss_bbox_aux_2: 0.1789 (0.1913) loss_bbox_aux_3: 0.1796 (0.1908) loss_bbox_aux_4: 0.1793 (0.1908) loss_bbox_dn_0: 0.2427 (0.2680) loss_bbox_dn_1: 0.1857 (0.2027) loss_bbox_dn_2: 0.1743 (0.1921) loss_bbox_dn_3: 0.1713 (0.1890) loss_bbox_dn_4: 0.1709 (0.1885) loss_bbox_dn_5: 0.1708 (0.1885) loss_bbox_dn_pre: 0.2524 (0.2733) loss_bbox_enc_0: 0.2291 (0.2482) loss_bbox_pre: 0.1833 (0.2059) loss_dfl: 0.9777 (0.9659) loss_fgl_aux_0: 1.0150 (1.0034) loss_fgl_aux_1: 0.9780 (0.9690) loss_fgl_aux_2: 0.9771 (0.9662) loss_fgl_aux_3: 0.9772 (0.9659) loss_fgl_aux_4: 0.9779 (0.9659) loss_fgl_dn_0: 1.0983 (1.0968) loss_fgl_dn_1: 1.0016 (0.9931) loss_fgl_dn_2: 0.9910 (0.9842) loss_fgl_dn_3: 0.9909 (0.9849) loss_fgl_dn_4: 0.9913 (0.9853) loss_fgl_dn_5: 0.9914 (0.9853) loss_giou: 0.5763 (0.5819) loss_giou_aux_0: 0.6049 (0.6095) loss_giou_aux_1: 0.5802 (0.5876) loss_giou_aux_2: 0.5782 (0.5826) loss_giou_aux_3: 0.5770 (0.5820) loss_giou_aux_4: 0.5766 (0.5819) loss_giou_dn_0: 0.5851 (0.6059) loss_giou_dn_1: 0.4713 (0.4957) loss_giou_dn_2: 0.4552 (0.4785) loss_giou_dn_3: 0.4539 (0.4743) loss_giou_dn_4: 0.4529 (0.4735) loss_giou_dn_5: 0.4530 (0.4735) loss_giou_dn_pre: 0.5848 (0.6047) loss_giou_enc_0: 0.6700 (0.6912) loss_giou_pre: 0.6038 (0.6076) loss_ddf_aux_0: 0.0597 (0.0640) loss_ddf_aux_1: 0.0073 (0.0083) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2535 (0.2616) loss_ddf_dn_1: 0.0299 (0.0332) loss_ddf_dn_2: 0.0061 (0.0064) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7053 (0.6947) loss_vfl_aux_0: 0.7697 (0.7725) loss_vfl_aux_1: 0.7472 (0.7480) loss_vfl_aux_2: 0.7268 (0.7267) loss_vfl_aux_3: 0.7165 (0.7064) loss_vfl_aux_4: 0.7079 (0.6964) loss_vfl_dn_0: 0.4960 (0.4981) loss_vfl_dn_1: 0.4363 (0.4407) loss_vfl_dn_2: 0.4205 (0.4260) loss_vfl_dn_3: 0.4125 (0.4162) loss_vfl_dn_4: 0.4083 (0.4127) loss_vfl_dn_5: 0.4066 (0.4122) loss_vfl_dn_pre: 0.4963 (0.4987) loss_vfl_enc_0: 0.7898 (0.7686) loss_vfl_pre: 0.7780 (0.7754) time: 0.7696 data: 0.0330 max mem: 9097 Epoch: [19] [1300/3696] eta: 0:30:38 lr: 0.000013 loss: 32.3242 (32.7758) loss_bbox: 0.1657 (0.1906) loss_bbox_aux_0: 0.1770 (0.2055) loss_bbox_aux_1: 0.1684 (0.1935) loss_bbox_aux_2: 0.1654 (0.1912) loss_bbox_aux_3: 0.1653 (0.1907) loss_bbox_aux_4: 0.1657 (0.1906) loss_bbox_dn_0: 0.2420 (0.2679) loss_bbox_dn_1: 0.1761 (0.2026) loss_bbox_dn_2: 0.1621 (0.1920) loss_bbox_dn_3: 0.1644 (0.1888) loss_bbox_dn_4: 0.1650 (0.1883) loss_bbox_dn_5: 0.1651 (0.1883) loss_bbox_dn_pre: 0.2511 (0.2733) loss_bbox_enc_0: 0.2192 (0.2480) loss_bbox_pre: 0.1787 (0.2058) loss_dfl: 0.9551 (0.9660) loss_fgl_aux_0: 0.9991 (1.0038) loss_fgl_aux_1: 0.9631 (0.9692) loss_fgl_aux_2: 0.9551 (0.9663) loss_fgl_aux_3: 0.9555 (0.9661) loss_fgl_aux_4: 0.9552 (0.9660) loss_fgl_dn_0: 1.1027 (1.0970) loss_fgl_dn_1: 1.0008 (0.9931) loss_fgl_dn_2: 0.9914 (0.9842) loss_fgl_dn_3: 0.9920 (0.9849) loss_fgl_dn_4: 0.9924 (0.9853) loss_fgl_dn_5: 0.9926 (0.9853) loss_giou: 0.5643 (0.5815) loss_giou_aux_0: 0.5861 (0.6091) loss_giou_aux_1: 0.5682 (0.5870) loss_giou_aux_2: 0.5651 (0.5821) loss_giou_aux_3: 0.5643 (0.5815) loss_giou_aux_4: 0.5645 (0.5815) loss_giou_dn_0: 0.6031 (0.6056) loss_giou_dn_1: 0.4824 (0.4953) loss_giou_dn_2: 0.4669 (0.4781) loss_giou_dn_3: 0.4600 (0.4738) loss_giou_dn_4: 0.4603 (0.4731) loss_giou_dn_5: 0.4601 (0.4731) loss_giou_dn_pre: 0.6040 (0.6044) loss_giou_enc_0: 0.6640 (0.6906) loss_giou_pre: 0.5858 (0.6071) loss_ddf_aux_0: 0.0606 (0.0640) loss_ddf_aux_1: 0.0069 (0.0083) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2672 (0.2614) loss_ddf_dn_1: 0.0308 (0.0331) loss_ddf_dn_2: 0.0051 (0.0064) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6701 (0.6941) loss_vfl_aux_0: 0.7612 (0.7727) loss_vfl_aux_1: 0.7246 (0.7481) loss_vfl_aux_2: 0.6837 (0.7264) loss_vfl_aux_3: 0.6757 (0.7058) loss_vfl_aux_4: 0.6646 (0.6958) loss_vfl_dn_0: 0.5004 (0.4982) loss_vfl_dn_1: 0.4399 (0.4406) loss_vfl_dn_2: 0.4221 (0.4259) loss_vfl_dn_3: 0.4132 (0.4162) loss_vfl_dn_4: 0.4122 (0.4127) loss_vfl_dn_5: 0.4121 (0.4122) loss_vfl_dn_pre: 0.4999 (0.4988) loss_vfl_enc_0: 0.7443 (0.7689) loss_vfl_pre: 0.7657 (0.7755) time: 0.7441 data: 0.0264 max mem: 9097 Epoch: [19] [1400/3696] eta: 0:29:20 lr: 0.000013 loss: 32.5496 (32.7653) loss_bbox: 0.1810 (0.1905) loss_bbox_aux_0: 0.1935 (0.2054) loss_bbox_aux_1: 0.1808 (0.1935) loss_bbox_aux_2: 0.1808 (0.1911) loss_bbox_aux_3: 0.1814 (0.1906) loss_bbox_aux_4: 0.1811 (0.1906) loss_bbox_dn_0: 0.2621 (0.2680) loss_bbox_dn_1: 0.1986 (0.2026) loss_bbox_dn_2: 0.1855 (0.1920) loss_bbox_dn_3: 0.1834 (0.1888) loss_bbox_dn_4: 0.1821 (0.1883) loss_bbox_dn_5: 0.1820 (0.1883) loss_bbox_dn_pre: 0.2666 (0.2733) loss_bbox_enc_0: 0.2333 (0.2480) loss_bbox_pre: 0.1958 (0.2057) loss_dfl: 0.9705 (0.9657) loss_fgl_aux_0: 1.0099 (1.0036) loss_fgl_aux_1: 0.9728 (0.9689) loss_fgl_aux_2: 0.9694 (0.9660) loss_fgl_aux_3: 0.9702 (0.9658) loss_fgl_aux_4: 0.9702 (0.9657) loss_fgl_dn_0: 1.0927 (1.0968) loss_fgl_dn_1: 0.9878 (0.9930) loss_fgl_dn_2: 0.9774 (0.9841) loss_fgl_dn_3: 0.9786 (0.9848) loss_fgl_dn_4: 0.9790 (0.9851) loss_fgl_dn_5: 0.9791 (0.9852) loss_giou: 0.5640 (0.5813) loss_giou_aux_0: 0.5779 (0.6088) loss_giou_aux_1: 0.5718 (0.5868) loss_giou_aux_2: 0.5660 (0.5819) loss_giou_aux_3: 0.5646 (0.5813) loss_giou_aux_4: 0.5645 (0.5813) loss_giou_dn_0: 0.5789 (0.6051) loss_giou_dn_1: 0.4799 (0.4949) loss_giou_dn_2: 0.4664 (0.4778) loss_giou_dn_3: 0.4626 (0.4735) loss_giou_dn_4: 0.4617 (0.4728) loss_giou_dn_5: 0.4614 (0.4727) loss_giou_dn_pre: 0.5785 (0.6040) loss_giou_enc_0: 0.6625 (0.6902) loss_giou_pre: 0.5787 (0.6068) loss_ddf_aux_0: 0.0600 (0.0638) loss_ddf_aux_1: 0.0074 (0.0082) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2534 (0.2612) loss_ddf_dn_1: 0.0293 (0.0330) loss_ddf_dn_2: 0.0056 (0.0063) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6686 (0.6938) loss_vfl_aux_0: 0.7459 (0.7722) loss_vfl_aux_1: 0.7391 (0.7478) loss_vfl_aux_2: 0.6985 (0.7262) loss_vfl_aux_3: 0.6764 (0.7056) loss_vfl_aux_4: 0.6632 (0.6956) loss_vfl_dn_0: 0.4990 (0.4982) loss_vfl_dn_1: 0.4382 (0.4406) loss_vfl_dn_2: 0.4209 (0.4259) loss_vfl_dn_3: 0.4116 (0.4161) loss_vfl_dn_4: 0.4092 (0.4127) loss_vfl_dn_5: 0.4089 (0.4121) loss_vfl_dn_pre: 0.4992 (0.4988) loss_vfl_enc_0: 0.7690 (0.7684) loss_vfl_pre: 0.7535 (0.7751) time: 0.7959 data: 0.0326 max mem: 9097 Epoch: [19] [1500/3696] eta: 0:28:12 lr: 0.000013 loss: 32.7641 (32.7792) loss_bbox: 0.1921 (0.1912) loss_bbox_aux_0: 0.2095 (0.2061) loss_bbox_aux_1: 0.1968 (0.1942) loss_bbox_aux_2: 0.1960 (0.1918) loss_bbox_aux_3: 0.1928 (0.1913) loss_bbox_aux_4: 0.1922 (0.1912) loss_bbox_dn_0: 0.2859 (0.2691) loss_bbox_dn_1: 0.2198 (0.2036) loss_bbox_dn_2: 0.2061 (0.1930) loss_bbox_dn_3: 0.2039 (0.1898) loss_bbox_dn_4: 0.2029 (0.1893) loss_bbox_dn_5: 0.2027 (0.1893) loss_bbox_dn_pre: 0.2875 (0.2745) loss_bbox_enc_0: 0.2584 (0.2487) loss_bbox_pre: 0.2117 (0.2064) loss_dfl: 0.9682 (0.9660) loss_fgl_aux_0: 1.0082 (1.0040) loss_fgl_aux_1: 0.9729 (0.9692) loss_fgl_aux_2: 0.9684 (0.9663) loss_fgl_aux_3: 0.9683 (0.9661) loss_fgl_aux_4: 0.9683 (0.9660) loss_fgl_dn_0: 1.0957 (1.0971) loss_fgl_dn_1: 0.9983 (0.9931) loss_fgl_dn_2: 0.9881 (0.9842) loss_fgl_dn_3: 0.9884 (0.9849) loss_fgl_dn_4: 0.9893 (0.9853) loss_fgl_dn_5: 0.9893 (0.9853) loss_giou: 0.5561 (0.5809) loss_giou_aux_0: 0.5786 (0.6084) loss_giou_aux_1: 0.5618 (0.5865) loss_giou_aux_2: 0.5572 (0.5816) loss_giou_aux_3: 0.5564 (0.5810) loss_giou_aux_4: 0.5561 (0.5809) loss_giou_dn_0: 0.5993 (0.6052) loss_giou_dn_1: 0.4942 (0.4949) loss_giou_dn_2: 0.4751 (0.4777) loss_giou_dn_3: 0.4731 (0.4734) loss_giou_dn_4: 0.4733 (0.4727) loss_giou_dn_5: 0.4734 (0.4727) loss_giou_dn_pre: 0.5971 (0.6040) loss_giou_enc_0: 0.6510 (0.6898) loss_giou_pre: 0.5788 (0.6065) loss_ddf_aux_0: 0.0634 (0.0637) loss_ddf_aux_1: 0.0085 (0.0082) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2659 (0.2610) loss_ddf_dn_1: 0.0333 (0.0329) loss_ddf_dn_2: 0.0054 (0.0063) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6858 (0.6939) loss_vfl_aux_0: 0.7662 (0.7725) loss_vfl_aux_1: 0.7419 (0.7480) loss_vfl_aux_2: 0.7263 (0.7266) loss_vfl_aux_3: 0.7031 (0.7056) loss_vfl_aux_4: 0.6915 (0.6957) loss_vfl_dn_0: 0.5019 (0.4982) loss_vfl_dn_1: 0.4413 (0.4407) loss_vfl_dn_2: 0.4279 (0.4260) loss_vfl_dn_3: 0.4190 (0.4162) loss_vfl_dn_4: 0.4148 (0.4127) loss_vfl_dn_5: 0.4140 (0.4122) loss_vfl_dn_pre: 0.5015 (0.4989) loss_vfl_enc_0: 0.7650 (0.7685) loss_vfl_pre: 0.7637 (0.7754) time: 0.7686 data: 0.0327 max mem: 9097 Epoch: [19] [1600/3696] eta: 0:26:47 lr: 0.000013 loss: 32.8600 (32.7819) loss_bbox: 0.1841 (0.1911) loss_bbox_aux_0: 0.2029 (0.2061) loss_bbox_aux_1: 0.1882 (0.1941) loss_bbox_aux_2: 0.1855 (0.1917) loss_bbox_aux_3: 0.1848 (0.1912) loss_bbox_aux_4: 0.1843 (0.1912) loss_bbox_dn_0: 0.2795 (0.2690) loss_bbox_dn_1: 0.2133 (0.2034) loss_bbox_dn_2: 0.1986 (0.1928) loss_bbox_dn_3: 0.1953 (0.1896) loss_bbox_dn_4: 0.1948 (0.1891) loss_bbox_dn_5: 0.1949 (0.1890) loss_bbox_dn_pre: 0.2821 (0.2743) loss_bbox_enc_0: 0.2440 (0.2486) loss_bbox_pre: 0.2021 (0.2064) loss_dfl: 0.9643 (0.9656) loss_fgl_aux_0: 1.0023 (1.0035) loss_fgl_aux_1: 0.9657 (0.9688) loss_fgl_aux_2: 0.9647 (0.9659) loss_fgl_aux_3: 0.9644 (0.9657) loss_fgl_aux_4: 0.9646 (0.9656) loss_fgl_dn_0: 1.0965 (1.0970) loss_fgl_dn_1: 0.9863 (0.9930) loss_fgl_dn_2: 0.9808 (0.9841) loss_fgl_dn_3: 0.9814 (0.9848) loss_fgl_dn_4: 0.9815 (0.9851) loss_fgl_dn_5: 0.9816 (0.9851) loss_giou: 0.5691 (0.5819) loss_giou_aux_0: 0.6022 (0.6095) loss_giou_aux_1: 0.5741 (0.5875) loss_giou_aux_2: 0.5685 (0.5826) loss_giou_aux_3: 0.5672 (0.5819) loss_giou_aux_4: 0.5690 (0.5819) loss_giou_dn_0: 0.6111 (0.6055) loss_giou_dn_1: 0.5018 (0.4951) loss_giou_dn_2: 0.4888 (0.4780) loss_giou_dn_3: 0.4844 (0.4737) loss_giou_dn_4: 0.4835 (0.4729) loss_giou_dn_5: 0.4834 (0.4729) loss_giou_dn_pre: 0.6114 (0.6043) loss_giou_enc_0: 0.6763 (0.6909) loss_giou_pre: 0.5960 (0.6075) loss_ddf_aux_0: 0.0652 (0.0637) loss_ddf_aux_1: 0.0085 (0.0082) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2665 (0.2611) loss_ddf_dn_1: 0.0326 (0.0329) loss_ddf_dn_2: 0.0057 (0.0063) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6885 (0.6937) loss_vfl_aux_0: 0.7672 (0.7723) loss_vfl_aux_1: 0.7444 (0.7477) loss_vfl_aux_2: 0.7122 (0.7263) loss_vfl_aux_3: 0.6907 (0.7054) loss_vfl_aux_4: 0.6852 (0.6954) loss_vfl_dn_0: 0.5021 (0.4982) loss_vfl_dn_1: 0.4488 (0.4408) loss_vfl_dn_2: 0.4321 (0.4260) loss_vfl_dn_3: 0.4212 (0.4163) loss_vfl_dn_4: 0.4207 (0.4128) loss_vfl_dn_5: 0.4200 (0.4122) loss_vfl_dn_pre: 0.5031 (0.4988) loss_vfl_enc_0: 0.7546 (0.7681) loss_vfl_pre: 0.7760 (0.7753) time: 0.7039 data: 0.0218 max mem: 9097 Epoch: [19] [1700/3696] eta: 0:25:31 lr: 0.000013 loss: 32.8189 (32.7772) loss_bbox: 0.1753 (0.1910) loss_bbox_aux_0: 0.1895 (0.2059) loss_bbox_aux_1: 0.1783 (0.1940) loss_bbox_aux_2: 0.1768 (0.1915) loss_bbox_aux_3: 0.1751 (0.1910) loss_bbox_aux_4: 0.1753 (0.1910) loss_bbox_dn_0: 0.2456 (0.2687) loss_bbox_dn_1: 0.1879 (0.2032) loss_bbox_dn_2: 0.1763 (0.1926) loss_bbox_dn_3: 0.1734 (0.1894) loss_bbox_dn_4: 0.1727 (0.1889) loss_bbox_dn_5: 0.1728 (0.1889) loss_bbox_dn_pre: 0.2535 (0.2741) loss_bbox_enc_0: 0.2262 (0.2485) loss_bbox_pre: 0.1914 (0.2063) loss_dfl: 0.9594 (0.9652) loss_fgl_aux_0: 1.0014 (1.0030) loss_fgl_aux_1: 0.9632 (0.9683) loss_fgl_aux_2: 0.9610 (0.9654) loss_fgl_aux_3: 0.9598 (0.9652) loss_fgl_aux_4: 0.9593 (0.9652) loss_fgl_dn_0: 1.0955 (1.0968) loss_fgl_dn_1: 0.9904 (0.9929) loss_fgl_dn_2: 0.9838 (0.9840) loss_fgl_dn_3: 0.9846 (0.9847) loss_fgl_dn_4: 0.9847 (0.9851) loss_fgl_dn_5: 0.9847 (0.9851) loss_giou: 0.5657 (0.5825) loss_giou_aux_0: 0.5988 (0.6101) loss_giou_aux_1: 0.5733 (0.5882) loss_giou_aux_2: 0.5689 (0.5832) loss_giou_aux_3: 0.5663 (0.5826) loss_giou_aux_4: 0.5657 (0.5825) loss_giou_dn_0: 0.5969 (0.6055) loss_giou_dn_1: 0.4976 (0.4952) loss_giou_dn_2: 0.4768 (0.4780) loss_giou_dn_3: 0.4706 (0.4737) loss_giou_dn_4: 0.4708 (0.4730) loss_giou_dn_5: 0.4713 (0.4730) loss_giou_dn_pre: 0.5952 (0.6043) loss_giou_enc_0: 0.6887 (0.6915) loss_giou_pre: 0.5986 (0.6082) loss_ddf_aux_0: 0.0610 (0.0636) loss_ddf_aux_1: 0.0075 (0.0082) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2490 (0.2607) loss_ddf_dn_1: 0.0297 (0.0328) loss_ddf_dn_2: 0.0057 (0.0063) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6844 (0.6934) loss_vfl_aux_0: 0.7518 (0.7718) loss_vfl_aux_1: 0.7331 (0.7472) loss_vfl_aux_2: 0.7257 (0.7261) loss_vfl_aux_3: 0.6936 (0.7051) loss_vfl_aux_4: 0.6834 (0.6951) loss_vfl_dn_0: 0.4951 (0.4981) loss_vfl_dn_1: 0.4381 (0.4407) loss_vfl_dn_2: 0.4236 (0.4259) loss_vfl_dn_3: 0.4132 (0.4162) loss_vfl_dn_4: 0.4102 (0.4127) loss_vfl_dn_5: 0.4117 (0.4122) loss_vfl_dn_pre: 0.4949 (0.4987) loss_vfl_enc_0: 0.7480 (0.7676) loss_vfl_pre: 0.7542 (0.7748) time: 0.7314 data: 0.0230 max mem: 9097 Epoch: [19] [1800/3696] eta: 0:24:14 lr: 0.000013 loss: 32.6766 (32.7700) loss_bbox: 0.1879 (0.1908) loss_bbox_aux_0: 0.2014 (0.2058) loss_bbox_aux_1: 0.1912 (0.1938) loss_bbox_aux_2: 0.1878 (0.1914) loss_bbox_aux_3: 0.1881 (0.1909) loss_bbox_aux_4: 0.1879 (0.1908) loss_bbox_dn_0: 0.2664 (0.2686) loss_bbox_dn_1: 0.2065 (0.2031) loss_bbox_dn_2: 0.1937 (0.1925) loss_bbox_dn_3: 0.1850 (0.1894) loss_bbox_dn_4: 0.1842 (0.1889) loss_bbox_dn_5: 0.1842 (0.1889) loss_bbox_dn_pre: 0.2710 (0.2739) loss_bbox_enc_0: 0.2428 (0.2482) loss_bbox_pre: 0.2013 (0.2061) loss_dfl: 0.9656 (0.9653) loss_fgl_aux_0: 1.0056 (1.0032) loss_fgl_aux_1: 0.9692 (0.9685) loss_fgl_aux_2: 0.9655 (0.9656) loss_fgl_aux_3: 0.9659 (0.9654) loss_fgl_aux_4: 0.9656 (0.9653) loss_fgl_dn_0: 1.1058 (1.0970) loss_fgl_dn_1: 0.9910 (0.9929) loss_fgl_dn_2: 0.9816 (0.9840) loss_fgl_dn_3: 0.9821 (0.9847) loss_fgl_dn_4: 0.9835 (0.9850) loss_fgl_dn_5: 0.9835 (0.9850) loss_giou: 0.5689 (0.5819) loss_giou_aux_0: 0.5983 (0.6094) loss_giou_aux_1: 0.5748 (0.5875) loss_giou_aux_2: 0.5699 (0.5826) loss_giou_aux_3: 0.5686 (0.5819) loss_giou_aux_4: 0.5683 (0.5819) loss_giou_dn_0: 0.6004 (0.6051) loss_giou_dn_1: 0.4941 (0.4947) loss_giou_dn_2: 0.4765 (0.4776) loss_giou_dn_3: 0.4714 (0.4733) loss_giou_dn_4: 0.4705 (0.4726) loss_giou_dn_5: 0.4706 (0.4726) loss_giou_dn_pre: 0.5977 (0.6039) loss_giou_enc_0: 0.6769 (0.6908) loss_giou_pre: 0.5977 (0.6075) loss_ddf_aux_0: 0.0630 (0.0636) loss_ddf_aux_1: 0.0087 (0.0082) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2568 (0.2607) loss_ddf_dn_1: 0.0331 (0.0327) loss_ddf_dn_2: 0.0062 (0.0063) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7213 (0.6937) loss_vfl_aux_0: 0.7849 (0.7721) loss_vfl_aux_1: 0.7778 (0.7475) loss_vfl_aux_2: 0.7501 (0.7262) loss_vfl_aux_3: 0.7302 (0.7053) loss_vfl_aux_4: 0.7249 (0.6954) loss_vfl_dn_0: 0.4995 (0.4982) loss_vfl_dn_1: 0.4395 (0.4406) loss_vfl_dn_2: 0.4258 (0.4258) loss_vfl_dn_3: 0.4148 (0.4161) loss_vfl_dn_4: 0.4107 (0.4126) loss_vfl_dn_5: 0.4123 (0.4121) loss_vfl_dn_pre: 0.5002 (0.4988) loss_vfl_enc_0: 0.7805 (0.7681) loss_vfl_pre: 0.7832 (0.7751) time: 0.7556 data: 0.0281 max mem: 9097 Epoch: [19] [1900/3696] eta: 0:22:56 lr: 0.000013 loss: 32.9449 (32.7646) loss_bbox: 0.1718 (0.1907) loss_bbox_aux_0: 0.1953 (0.2058) loss_bbox_aux_1: 0.1754 (0.1938) loss_bbox_aux_2: 0.1727 (0.1913) loss_bbox_aux_3: 0.1718 (0.1908) loss_bbox_aux_4: 0.1718 (0.1908) loss_bbox_dn_0: 0.2788 (0.2684) loss_bbox_dn_1: 0.2052 (0.2029) loss_bbox_dn_2: 0.1954 (0.1923) loss_bbox_dn_3: 0.1891 (0.1891) loss_bbox_dn_4: 0.1878 (0.1887) loss_bbox_dn_5: 0.1877 (0.1886) loss_bbox_dn_pre: 0.2839 (0.2738) loss_bbox_enc_0: 0.2519 (0.2483) loss_bbox_pre: 0.1931 (0.2061) loss_dfl: 0.9466 (0.9649) loss_fgl_aux_0: 0.9950 (1.0029) loss_fgl_aux_1: 0.9543 (0.9681) loss_fgl_aux_2: 0.9468 (0.9652) loss_fgl_aux_3: 0.9468 (0.9650) loss_fgl_aux_4: 0.9465 (0.9649) loss_fgl_dn_0: 1.0873 (1.0969) loss_fgl_dn_1: 0.9816 (0.9927) loss_fgl_dn_2: 0.9766 (0.9838) loss_fgl_dn_3: 0.9777 (0.9845) loss_fgl_dn_4: 0.9777 (0.9849) loss_fgl_dn_5: 0.9776 (0.9849) loss_giou: 0.6053 (0.5823) loss_giou_aux_0: 0.6366 (0.6099) loss_giou_aux_1: 0.6144 (0.5880) loss_giou_aux_2: 0.6060 (0.5830) loss_giou_aux_3: 0.6042 (0.5824) loss_giou_aux_4: 0.6059 (0.5823) loss_giou_dn_0: 0.6325 (0.6052) loss_giou_dn_1: 0.5148 (0.4948) loss_giou_dn_2: 0.4952 (0.4776) loss_giou_dn_3: 0.4881 (0.4733) loss_giou_dn_4: 0.4872 (0.4726) loss_giou_dn_5: 0.4875 (0.4726) loss_giou_dn_pre: 0.6292 (0.6041) loss_giou_enc_0: 0.7011 (0.6913) loss_giou_pre: 0.6314 (0.6080) loss_ddf_aux_0: 0.0614 (0.0637) loss_ddf_aux_1: 0.0081 (0.0082) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2597 (0.2611) loss_ddf_dn_1: 0.0320 (0.0328) loss_ddf_dn_2: 0.0070 (0.0063) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6915 (0.6932) loss_vfl_aux_0: 0.7754 (0.7714) loss_vfl_aux_1: 0.7428 (0.7471) loss_vfl_aux_2: 0.7227 (0.7257) loss_vfl_aux_3: 0.7018 (0.7049) loss_vfl_aux_4: 0.6914 (0.6950) loss_vfl_dn_0: 0.4979 (0.4980) loss_vfl_dn_1: 0.4380 (0.4405) loss_vfl_dn_2: 0.4248 (0.4257) loss_vfl_dn_3: 0.4135 (0.4160) loss_vfl_dn_4: 0.4112 (0.4125) loss_vfl_dn_5: 0.4107 (0.4120) loss_vfl_dn_pre: 0.4988 (0.4986) loss_vfl_enc_0: 0.7521 (0.7674) loss_vfl_pre: 0.7684 (0.7743) time: 0.7632 data: 0.0280 max mem: 9097 Epoch: [19] [2000/3696] eta: 0:21:38 lr: 0.000013 loss: 32.2726 (32.7534) loss_bbox: 0.2018 (0.1907) loss_bbox_aux_0: 0.2120 (0.2056) loss_bbox_aux_1: 0.2029 (0.1937) loss_bbox_aux_2: 0.2017 (0.1912) loss_bbox_aux_3: 0.2020 (0.1908) loss_bbox_aux_4: 0.2018 (0.1907) loss_bbox_dn_0: 0.2658 (0.2683) loss_bbox_dn_1: 0.1951 (0.2028) loss_bbox_dn_2: 0.1849 (0.1923) loss_bbox_dn_3: 0.1822 (0.1891) loss_bbox_dn_4: 0.1817 (0.1886) loss_bbox_dn_5: 0.1818 (0.1886) loss_bbox_dn_pre: 0.2665 (0.2737) loss_bbox_enc_0: 0.2532 (0.2482) loss_bbox_pre: 0.2122 (0.2059) loss_dfl: 0.9750 (0.9650) loss_fgl_aux_0: 1.0189 (1.0029) loss_fgl_aux_1: 0.9779 (0.9681) loss_fgl_aux_2: 0.9743 (0.9653) loss_fgl_aux_3: 0.9751 (0.9651) loss_fgl_aux_4: 0.9750 (0.9650) loss_fgl_dn_0: 1.0937 (1.0969) loss_fgl_dn_1: 0.9902 (0.9927) loss_fgl_dn_2: 0.9767 (0.9838) loss_fgl_dn_3: 0.9787 (0.9845) loss_fgl_dn_4: 0.9786 (0.9848) loss_fgl_dn_5: 0.9787 (0.9848) loss_giou: 0.5663 (0.5818) loss_giou_aux_0: 0.5942 (0.6093) loss_giou_aux_1: 0.5749 (0.5874) loss_giou_aux_2: 0.5673 (0.5825) loss_giou_aux_3: 0.5654 (0.5818) loss_giou_aux_4: 0.5656 (0.5818) loss_giou_dn_0: 0.5896 (0.6048) loss_giou_dn_1: 0.4821 (0.4945) loss_giou_dn_2: 0.4591 (0.4773) loss_giou_dn_3: 0.4537 (0.4729) loss_giou_dn_4: 0.4523 (0.4722) loss_giou_dn_5: 0.4524 (0.4722) loss_giou_dn_pre: 0.5897 (0.6036) loss_giou_enc_0: 0.6578 (0.6908) loss_giou_pre: 0.5923 (0.6074) loss_ddf_aux_0: 0.0604 (0.0636) loss_ddf_aux_1: 0.0077 (0.0082) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2522 (0.2609) loss_ddf_dn_1: 0.0337 (0.0328) loss_ddf_dn_2: 0.0056 (0.0063) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6687 (0.6930) loss_vfl_aux_0: 0.7672 (0.7713) loss_vfl_aux_1: 0.7253 (0.7468) loss_vfl_aux_2: 0.6985 (0.7252) loss_vfl_aux_3: 0.6744 (0.7045) loss_vfl_aux_4: 0.6710 (0.6947) loss_vfl_dn_0: 0.4956 (0.4979) loss_vfl_dn_1: 0.4399 (0.4404) loss_vfl_dn_2: 0.4229 (0.4256) loss_vfl_dn_3: 0.4111 (0.4159) loss_vfl_dn_4: 0.4067 (0.4124) loss_vfl_dn_5: 0.4059 (0.4119) loss_vfl_dn_pre: 0.4968 (0.4986) loss_vfl_enc_0: 0.7705 (0.7674) loss_vfl_pre: 0.7673 (0.7742) time: 0.7556 data: 0.0321 max mem: 9097 Epoch: [19] [2100/3696] eta: 0:20:21 lr: 0.000013 loss: 33.1071 (32.7597) loss_bbox: 0.1918 (0.1907) loss_bbox_aux_0: 0.2030 (0.2056) loss_bbox_aux_1: 0.1981 (0.1937) loss_bbox_aux_2: 0.1936 (0.1912) loss_bbox_aux_3: 0.1922 (0.1908) loss_bbox_aux_4: 0.1919 (0.1907) loss_bbox_dn_0: 0.2505 (0.2685) loss_bbox_dn_1: 0.1828 (0.2030) loss_bbox_dn_2: 0.1744 (0.1924) loss_bbox_dn_3: 0.1714 (0.1892) loss_bbox_dn_4: 0.1722 (0.1887) loss_bbox_dn_5: 0.1721 (0.1887) loss_bbox_dn_pre: 0.2531 (0.2739) loss_bbox_enc_0: 0.2485 (0.2483) loss_bbox_pre: 0.2037 (0.2059) loss_dfl: 0.9299 (0.9649) loss_fgl_aux_0: 0.9759 (1.0029) loss_fgl_aux_1: 0.9365 (0.9681) loss_fgl_aux_2: 0.9295 (0.9652) loss_fgl_aux_3: 0.9299 (0.9650) loss_fgl_aux_4: 0.9299 (0.9650) loss_fgl_dn_0: 1.0933 (1.0968) loss_fgl_dn_1: 0.9907 (0.9926) loss_fgl_dn_2: 0.9816 (0.9837) loss_fgl_dn_3: 0.9825 (0.9844) loss_fgl_dn_4: 0.9825 (0.9847) loss_fgl_dn_5: 0.9825 (0.9848) loss_giou: 0.6346 (0.5818) loss_giou_aux_0: 0.6596 (0.6094) loss_giou_aux_1: 0.6396 (0.5874) loss_giou_aux_2: 0.6366 (0.5825) loss_giou_aux_3: 0.6356 (0.5818) loss_giou_aux_4: 0.6346 (0.5818) loss_giou_dn_0: 0.6256 (0.6050) loss_giou_dn_1: 0.5020 (0.4947) loss_giou_dn_2: 0.4790 (0.4775) loss_giou_dn_3: 0.4768 (0.4731) loss_giou_dn_4: 0.4768 (0.4725) loss_giou_dn_5: 0.4768 (0.4724) loss_giou_dn_pre: 0.6247 (0.6039) loss_giou_enc_0: 0.7272 (0.6910) loss_giou_pre: 0.6573 (0.6075) loss_ddf_aux_0: 0.0671 (0.0637) loss_ddf_aux_1: 0.0083 (0.0082) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2662 (0.2608) loss_ddf_dn_1: 0.0336 (0.0328) loss_ddf_dn_2: 0.0066 (0.0062) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6844 (0.6937) loss_vfl_aux_0: 0.7393 (0.7715) loss_vfl_aux_1: 0.7152 (0.7473) loss_vfl_aux_2: 0.7048 (0.7258) loss_vfl_aux_3: 0.6785 (0.7051) loss_vfl_aux_4: 0.6814 (0.6954) loss_vfl_dn_0: 0.4909 (0.4979) loss_vfl_dn_1: 0.4365 (0.4404) loss_vfl_dn_2: 0.4239 (0.4256) loss_vfl_dn_3: 0.4109 (0.4159) loss_vfl_dn_4: 0.4096 (0.4125) loss_vfl_dn_5: 0.4089 (0.4119) loss_vfl_dn_pre: 0.4923 (0.4986) loss_vfl_enc_0: 0.7430 (0.7677) loss_vfl_pre: 0.7415 (0.7744) time: 0.7493 data: 0.0293 max mem: 9097 Epoch: [19] [2200/3696] eta: 0:19:31 lr: 0.000013 loss: 32.4212 (32.7586) loss_bbox: 0.1675 (0.1904) loss_bbox_aux_0: 0.1920 (0.2054) loss_bbox_aux_1: 0.1748 (0.1934) loss_bbox_aux_2: 0.1695 (0.1910) loss_bbox_aux_3: 0.1676 (0.1905) loss_bbox_aux_4: 0.1675 (0.1904) loss_bbox_dn_0: 0.2471 (0.2679) loss_bbox_dn_1: 0.1858 (0.2026) loss_bbox_dn_2: 0.1767 (0.1920) loss_bbox_dn_3: 0.1768 (0.1888) loss_bbox_dn_4: 0.1765 (0.1884) loss_bbox_dn_5: 0.1763 (0.1883) loss_bbox_dn_pre: 0.2538 (0.2733) loss_bbox_enc_0: 0.2261 (0.2480) loss_bbox_pre: 0.1905 (0.2057) loss_dfl: 0.9741 (0.9646) loss_fgl_aux_0: 1.0066 (1.0026) loss_fgl_aux_1: 0.9829 (0.9678) loss_fgl_aux_2: 0.9748 (0.9649) loss_fgl_aux_3: 0.9741 (0.9647) loss_fgl_aux_4: 0.9738 (0.9647) loss_fgl_dn_0: 1.0924 (1.0967) loss_fgl_dn_1: 0.9992 (0.9927) loss_fgl_dn_2: 0.9907 (0.9838) loss_fgl_dn_3: 0.9916 (0.9846) loss_fgl_dn_4: 0.9932 (0.9849) loss_fgl_dn_5: 0.9933 (0.9849) loss_giou: 0.5415 (0.5826) loss_giou_aux_0: 0.5698 (0.6102) loss_giou_aux_1: 0.5511 (0.5882) loss_giou_aux_2: 0.5423 (0.5833) loss_giou_aux_3: 0.5409 (0.5826) loss_giou_aux_4: 0.5417 (0.5826) loss_giou_dn_0: 0.5899 (0.6054) loss_giou_dn_1: 0.4849 (0.4951) loss_giou_dn_2: 0.4709 (0.4780) loss_giou_dn_3: 0.4707 (0.4736) loss_giou_dn_4: 0.4697 (0.4729) loss_giou_dn_5: 0.4696 (0.4729) loss_giou_dn_pre: 0.5870 (0.6042) loss_giou_enc_0: 0.6626 (0.6917) loss_giou_pre: 0.5675 (0.6083) loss_ddf_aux_0: 0.0677 (0.0638) loss_ddf_aux_1: 0.0081 (0.0082) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2461 (0.2606) loss_ddf_dn_1: 0.0307 (0.0328) loss_ddf_dn_2: 0.0057 (0.0063) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7115 (0.6931) loss_vfl_aux_0: 0.7754 (0.7711) loss_vfl_aux_1: 0.7578 (0.7469) loss_vfl_aux_2: 0.7375 (0.7253) loss_vfl_aux_3: 0.7165 (0.7046) loss_vfl_aux_4: 0.7125 (0.6948) loss_vfl_dn_0: 0.4993 (0.4978) loss_vfl_dn_1: 0.4418 (0.4404) loss_vfl_dn_2: 0.4251 (0.4256) loss_vfl_dn_3: 0.4162 (0.4159) loss_vfl_dn_4: 0.4138 (0.4125) loss_vfl_dn_5: 0.4106 (0.4120) loss_vfl_dn_pre: 0.5002 (0.4985) loss_vfl_enc_0: 0.7567 (0.7672) loss_vfl_pre: 0.7753 (0.7739) time: 0.7076 data: 0.0257 max mem: 9097 Epoch: [19] [2300/3696] eta: 0:18:39 lr: 0.000013 loss: 32.7978 (32.7576) loss_bbox: 0.1961 (0.1905) loss_bbox_aux_0: 0.2085 (0.2055) loss_bbox_aux_1: 0.1972 (0.1935) loss_bbox_aux_2: 0.1959 (0.1911) loss_bbox_aux_3: 0.1960 (0.1906) loss_bbox_aux_4: 0.1962 (0.1905) loss_bbox_dn_0: 0.2727 (0.2683) loss_bbox_dn_1: 0.2044 (0.2029) loss_bbox_dn_2: 0.1934 (0.1923) loss_bbox_dn_3: 0.1908 (0.1891) loss_bbox_dn_4: 0.1915 (0.1886) loss_bbox_dn_5: 0.1916 (0.1886) loss_bbox_dn_pre: 0.2736 (0.2737) loss_bbox_enc_0: 0.2520 (0.2482) loss_bbox_pre: 0.2080 (0.2058) loss_dfl: 0.9714 (0.9645) loss_fgl_aux_0: 1.0121 (1.0025) loss_fgl_aux_1: 0.9742 (0.9676) loss_fgl_aux_2: 0.9716 (0.9647) loss_fgl_aux_3: 0.9704 (0.9645) loss_fgl_aux_4: 0.9710 (0.9645) loss_fgl_dn_0: 1.1012 (1.0967) loss_fgl_dn_1: 0.9948 (0.9926) loss_fgl_dn_2: 0.9848 (0.9837) loss_fgl_dn_3: 0.9850 (0.9845) loss_fgl_dn_4: 0.9853 (0.9848) loss_fgl_dn_5: 0.9852 (0.9848) loss_giou: 0.5530 (0.5822) loss_giou_aux_0: 0.5824 (0.6099) loss_giou_aux_1: 0.5592 (0.5878) loss_giou_aux_2: 0.5526 (0.5829) loss_giou_aux_3: 0.5527 (0.5823) loss_giou_aux_4: 0.5527 (0.5822) loss_giou_dn_0: 0.5919 (0.6052) loss_giou_dn_1: 0.4906 (0.4949) loss_giou_dn_2: 0.4709 (0.4777) loss_giou_dn_3: 0.4688 (0.4734) loss_giou_dn_4: 0.4666 (0.4727) loss_giou_dn_5: 0.4666 (0.4727) loss_giou_dn_pre: 0.5927 (0.6040) loss_giou_enc_0: 0.6652 (0.6914) loss_giou_pre: 0.5765 (0.6080) loss_ddf_aux_0: 0.0598 (0.0638) loss_ddf_aux_1: 0.0078 (0.0082) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2388 (0.2604) loss_ddf_dn_1: 0.0318 (0.0328) loss_ddf_dn_2: 0.0062 (0.0063) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7028 (0.6934) loss_vfl_aux_0: 0.7938 (0.7713) loss_vfl_aux_1: 0.7661 (0.7471) loss_vfl_aux_2: 0.7358 (0.7256) loss_vfl_aux_3: 0.7268 (0.7050) loss_vfl_aux_4: 0.7074 (0.6951) loss_vfl_dn_0: 0.5002 (0.4979) loss_vfl_dn_1: 0.4368 (0.4403) loss_vfl_dn_2: 0.4273 (0.4256) loss_vfl_dn_3: 0.4188 (0.4159) loss_vfl_dn_4: 0.4137 (0.4125) loss_vfl_dn_5: 0.4123 (0.4120) loss_vfl_dn_pre: 0.5004 (0.4985) loss_vfl_enc_0: 0.7988 (0.7674) loss_vfl_pre: 0.7959 (0.7741) time: 0.8831 data: 0.0244 max mem: 9097 Epoch: [19] [2400/3696] eta: 0:17:25 lr: 0.000013 loss: 32.6225 (32.7597) loss_bbox: 0.1773 (0.1905) loss_bbox_aux_0: 0.2001 (0.2055) loss_bbox_aux_1: 0.1826 (0.1935) loss_bbox_aux_2: 0.1780 (0.1911) loss_bbox_aux_3: 0.1772 (0.1906) loss_bbox_aux_4: 0.1772 (0.1905) loss_bbox_dn_0: 0.2701 (0.2682) loss_bbox_dn_1: 0.1933 (0.2028) loss_bbox_dn_2: 0.1809 (0.1923) loss_bbox_dn_3: 0.1797 (0.1891) loss_bbox_dn_4: 0.1795 (0.1886) loss_bbox_dn_5: 0.1796 (0.1886) loss_bbox_dn_pre: 0.2749 (0.2736) loss_bbox_enc_0: 0.2419 (0.2481) loss_bbox_pre: 0.1999 (0.2058) loss_dfl: 0.9596 (0.9644) loss_fgl_aux_0: 0.9996 (1.0023) loss_fgl_aux_1: 0.9652 (0.9676) loss_fgl_aux_2: 0.9604 (0.9647) loss_fgl_aux_3: 0.9600 (0.9645) loss_fgl_aux_4: 0.9599 (0.9644) loss_fgl_dn_0: 1.1004 (1.0967) loss_fgl_dn_1: 0.9866 (0.9926) loss_fgl_dn_2: 0.9770 (0.9837) loss_fgl_dn_3: 0.9786 (0.9845) loss_fgl_dn_4: 0.9791 (0.9848) loss_fgl_dn_5: 0.9792 (0.9848) loss_giou: 0.5875 (0.5827) loss_giou_aux_0: 0.6149 (0.6103) loss_giou_aux_1: 0.5957 (0.5883) loss_giou_aux_2: 0.5878 (0.5834) loss_giou_aux_3: 0.5867 (0.5828) loss_giou_aux_4: 0.5869 (0.5827) loss_giou_dn_0: 0.5969 (0.6054) loss_giou_dn_1: 0.4931 (0.4951) loss_giou_dn_2: 0.4696 (0.4779) loss_giou_dn_3: 0.4663 (0.4736) loss_giou_dn_4: 0.4647 (0.4729) loss_giou_dn_5: 0.4645 (0.4729) loss_giou_dn_pre: 0.5931 (0.6042) loss_giou_enc_0: 0.6976 (0.6918) loss_giou_pre: 0.6137 (0.6084) loss_ddf_aux_0: 0.0601 (0.0638) loss_ddf_aux_1: 0.0078 (0.0082) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2657 (0.2604) loss_ddf_dn_1: 0.0329 (0.0328) loss_ddf_dn_2: 0.0066 (0.0063) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6980 (0.6933) loss_vfl_aux_0: 0.7755 (0.7708) loss_vfl_aux_1: 0.7437 (0.7466) loss_vfl_aux_2: 0.7322 (0.7254) loss_vfl_aux_3: 0.7099 (0.7048) loss_vfl_aux_4: 0.7042 (0.6950) loss_vfl_dn_0: 0.4980 (0.4978) loss_vfl_dn_1: 0.4372 (0.4403) loss_vfl_dn_2: 0.4264 (0.4256) loss_vfl_dn_3: 0.4117 (0.4160) loss_vfl_dn_4: 0.4117 (0.4125) loss_vfl_dn_5: 0.4135 (0.4120) loss_vfl_dn_pre: 0.4986 (0.4985) loss_vfl_enc_0: 0.7542 (0.7671) loss_vfl_pre: 0.7806 (0.7736) time: 0.7619 data: 0.0269 max mem: 9097 Epoch: [19] [2500/3696] eta: 0:16:02 lr: 0.000013 loss: 32.5428 (32.7663) loss_bbox: 0.1970 (0.1906) loss_bbox_aux_0: 0.2092 (0.2056) loss_bbox_aux_1: 0.2015 (0.1936) loss_bbox_aux_2: 0.1973 (0.1912) loss_bbox_aux_3: 0.1973 (0.1907) loss_bbox_aux_4: 0.1970 (0.1907) loss_bbox_dn_0: 0.2505 (0.2684) loss_bbox_dn_1: 0.2012 (0.2030) loss_bbox_dn_2: 0.1900 (0.1924) loss_bbox_dn_3: 0.1860 (0.1892) loss_bbox_dn_4: 0.1849 (0.1887) loss_bbox_dn_5: 0.1848 (0.1887) loss_bbox_dn_pre: 0.2626 (0.2738) loss_bbox_enc_0: 0.2470 (0.2482) loss_bbox_pre: 0.2102 (0.2059) loss_dfl: 0.9498 (0.9644) loss_fgl_aux_0: 0.9890 (1.0023) loss_fgl_aux_1: 0.9535 (0.9675) loss_fgl_aux_2: 0.9510 (0.9646) loss_fgl_aux_3: 0.9498 (0.9644) loss_fgl_aux_4: 0.9496 (0.9644) loss_fgl_dn_0: 1.0940 (1.0966) loss_fgl_dn_1: 0.9917 (0.9927) loss_fgl_dn_2: 0.9818 (0.9838) loss_fgl_dn_3: 0.9842 (0.9846) loss_fgl_dn_4: 0.9843 (0.9849) loss_fgl_dn_5: 0.9843 (0.9849) loss_giou: 0.5758 (0.5831) loss_giou_aux_0: 0.6053 (0.6107) loss_giou_aux_1: 0.5818 (0.5886) loss_giou_aux_2: 0.5745 (0.5838) loss_giou_aux_3: 0.5760 (0.5831) loss_giou_aux_4: 0.5760 (0.5831) loss_giou_dn_0: 0.5832 (0.6056) loss_giou_dn_1: 0.4784 (0.4953) loss_giou_dn_2: 0.4615 (0.4781) loss_giou_dn_3: 0.4597 (0.4738) loss_giou_dn_4: 0.4596 (0.4731) loss_giou_dn_5: 0.4595 (0.4731) loss_giou_dn_pre: 0.5805 (0.6044) loss_giou_enc_0: 0.6886 (0.6921) loss_giou_pre: 0.6032 (0.6088) loss_ddf_aux_0: 0.0610 (0.0638) loss_ddf_aux_1: 0.0084 (0.0082) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2470 (0.2599) loss_ddf_dn_1: 0.0345 (0.0328) loss_ddf_dn_2: 0.0070 (0.0063) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6809 (0.6935) loss_vfl_aux_0: 0.7572 (0.7708) loss_vfl_aux_1: 0.7289 (0.7467) loss_vfl_aux_2: 0.7138 (0.7255) loss_vfl_aux_3: 0.7007 (0.7050) loss_vfl_aux_4: 0.6810 (0.6952) loss_vfl_dn_0: 0.4902 (0.4977) loss_vfl_dn_1: 0.4282 (0.4403) loss_vfl_dn_2: 0.4153 (0.4256) loss_vfl_dn_3: 0.4058 (0.4160) loss_vfl_dn_4: 0.4009 (0.4126) loss_vfl_dn_5: 0.4003 (0.4121) loss_vfl_dn_pre: 0.4910 (0.4984) loss_vfl_enc_0: 0.7675 (0.7670) loss_vfl_pre: 0.7563 (0.7736) time: 0.7771 data: 0.0322 max mem: 9097 Epoch: [19] [2600/3696] eta: 0:14:40 lr: 0.000013 loss: 32.2063 (32.7717) loss_bbox: 0.1835 (0.1907) loss_bbox_aux_0: 0.2079 (0.2056) loss_bbox_aux_1: 0.1889 (0.1937) loss_bbox_aux_2: 0.1814 (0.1912) loss_bbox_aux_3: 0.1832 (0.1908) loss_bbox_aux_4: 0.1833 (0.1907) loss_bbox_dn_0: 0.2983 (0.2683) loss_bbox_dn_1: 0.2151 (0.2029) loss_bbox_dn_2: 0.1989 (0.1923) loss_bbox_dn_3: 0.1958 (0.1891) loss_bbox_dn_4: 0.1941 (0.1886) loss_bbox_dn_5: 0.1940 (0.1886) loss_bbox_dn_pre: 0.3031 (0.2736) loss_bbox_enc_0: 0.2418 (0.2482) loss_bbox_pre: 0.2075 (0.2059) loss_dfl: 0.9626 (0.9643) loss_fgl_aux_0: 1.0081 (1.0022) loss_fgl_aux_1: 0.9672 (0.9675) loss_fgl_aux_2: 0.9624 (0.9646) loss_fgl_aux_3: 0.9625 (0.9644) loss_fgl_aux_4: 0.9629 (0.9643) loss_fgl_dn_0: 1.0977 (1.0965) loss_fgl_dn_1: 0.9900 (0.9927) loss_fgl_dn_2: 0.9808 (0.9838) loss_fgl_dn_3: 0.9824 (0.9846) loss_fgl_dn_4: 0.9824 (0.9849) loss_fgl_dn_5: 0.9825 (0.9849) loss_giou: 0.5413 (0.5836) loss_giou_aux_0: 0.5804 (0.6112) loss_giou_aux_1: 0.5541 (0.5892) loss_giou_aux_2: 0.5417 (0.5843) loss_giou_aux_3: 0.5409 (0.5836) loss_giou_aux_4: 0.5407 (0.5836) loss_giou_dn_0: 0.5898 (0.6059) loss_giou_dn_1: 0.4716 (0.4956) loss_giou_dn_2: 0.4502 (0.4784) loss_giou_dn_3: 0.4453 (0.4740) loss_giou_dn_4: 0.4457 (0.4733) loss_giou_dn_5: 0.4457 (0.4733) loss_giou_dn_pre: 0.5872 (0.6047) loss_giou_enc_0: 0.6624 (0.6925) loss_giou_pre: 0.5765 (0.6093) loss_ddf_aux_0: 0.0630 (0.0638) loss_ddf_aux_1: 0.0080 (0.0082) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2613 (0.2599) loss_ddf_dn_1: 0.0325 (0.0328) loss_ddf_dn_2: 0.0066 (0.0063) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6912 (0.6936) loss_vfl_aux_0: 0.7734 (0.7708) loss_vfl_aux_1: 0.7665 (0.7467) loss_vfl_aux_2: 0.7386 (0.7256) loss_vfl_aux_3: 0.6978 (0.7051) loss_vfl_aux_4: 0.6877 (0.6953) loss_vfl_dn_0: 0.5021 (0.4977) loss_vfl_dn_1: 0.4356 (0.4403) loss_vfl_dn_2: 0.4243 (0.4257) loss_vfl_dn_3: 0.4108 (0.4161) loss_vfl_dn_4: 0.4088 (0.4126) loss_vfl_dn_5: 0.4081 (0.4121) loss_vfl_dn_pre: 0.5011 (0.4984) loss_vfl_enc_0: 0.7673 (0.7669) loss_vfl_pre: 0.7799 (0.7737) time: 0.7680 data: 0.0306 max mem: 9097 Epoch: [19] [2700/3696] eta: 0:13:18 lr: 0.000013 loss: 32.6549 (32.7787) loss_bbox: 0.1825 (0.1909) loss_bbox_aux_0: 0.2035 (0.2057) loss_bbox_aux_1: 0.1867 (0.1938) loss_bbox_aux_2: 0.1844 (0.1914) loss_bbox_aux_3: 0.1826 (0.1910) loss_bbox_aux_4: 0.1826 (0.1909) loss_bbox_dn_0: 0.2693 (0.2685) loss_bbox_dn_1: 0.2056 (0.2030) loss_bbox_dn_2: 0.1933 (0.1925) loss_bbox_dn_3: 0.1886 (0.1893) loss_bbox_dn_4: 0.1877 (0.1888) loss_bbox_dn_5: 0.1879 (0.1888) loss_bbox_dn_pre: 0.2724 (0.2739) loss_bbox_enc_0: 0.2410 (0.2483) loss_bbox_pre: 0.2007 (0.2061) loss_dfl: 0.9726 (0.9644) loss_fgl_aux_0: 1.0118 (1.0022) loss_fgl_aux_1: 0.9783 (0.9675) loss_fgl_aux_2: 0.9742 (0.9646) loss_fgl_aux_3: 0.9728 (0.9644) loss_fgl_aux_4: 0.9728 (0.9644) loss_fgl_dn_0: 1.1018 (1.0966) loss_fgl_dn_1: 0.9893 (0.9929) loss_fgl_dn_2: 0.9740 (0.9840) loss_fgl_dn_3: 0.9745 (0.9847) loss_fgl_dn_4: 0.9744 (0.9851) loss_fgl_dn_5: 0.9745 (0.9851) loss_giou: 0.5646 (0.5839) loss_giou_aux_0: 0.5987 (0.6114) loss_giou_aux_1: 0.5693 (0.5894) loss_giou_aux_2: 0.5649 (0.5846) loss_giou_aux_3: 0.5650 (0.5839) loss_giou_aux_4: 0.5647 (0.5839) loss_giou_dn_0: 0.6058 (0.6061) loss_giou_dn_1: 0.4998 (0.4957) loss_giou_dn_2: 0.4840 (0.4785) loss_giou_dn_3: 0.4766 (0.4742) loss_giou_dn_4: 0.4757 (0.4735) loss_giou_dn_5: 0.4755 (0.4735) loss_giou_dn_pre: 0.6054 (0.6049) loss_giou_enc_0: 0.6760 (0.6928) loss_giou_pre: 0.5969 (0.6095) loss_ddf_aux_0: 0.0633 (0.0637) loss_ddf_aux_1: 0.0082 (0.0082) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2545 (0.2597) loss_ddf_dn_1: 0.0333 (0.0328) loss_ddf_dn_2: 0.0073 (0.0063) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6895 (0.6937) loss_vfl_aux_0: 0.7620 (0.7706) loss_vfl_aux_1: 0.7538 (0.7469) loss_vfl_aux_2: 0.7247 (0.7257) loss_vfl_aux_3: 0.7005 (0.7052) loss_vfl_aux_4: 0.6887 (0.6954) loss_vfl_dn_0: 0.4964 (0.4978) loss_vfl_dn_1: 0.4467 (0.4404) loss_vfl_dn_2: 0.4262 (0.4257) loss_vfl_dn_3: 0.4158 (0.4161) loss_vfl_dn_4: 0.4102 (0.4127) loss_vfl_dn_5: 0.4093 (0.4122) loss_vfl_dn_pre: 0.4976 (0.4984) loss_vfl_enc_0: 0.7684 (0.7667) loss_vfl_pre: 0.7621 (0.7735) time: 0.8758 data: 0.0209 max mem: 9097 Epoch: [19] [2800/3696] eta: 0:11:56 lr: 0.000013 loss: 32.5282 (32.7763) loss_bbox: 0.1745 (0.1910) loss_bbox_aux_0: 0.1971 (0.2060) loss_bbox_aux_1: 0.1789 (0.1940) loss_bbox_aux_2: 0.1755 (0.1916) loss_bbox_aux_3: 0.1747 (0.1911) loss_bbox_aux_4: 0.1746 (0.1910) loss_bbox_dn_0: 0.2527 (0.2690) loss_bbox_dn_1: 0.1939 (0.2034) loss_bbox_dn_2: 0.1858 (0.1928) loss_bbox_dn_3: 0.1821 (0.1896) loss_bbox_dn_4: 0.1810 (0.1891) loss_bbox_dn_5: 0.1810 (0.1891) loss_bbox_dn_pre: 0.2588 (0.2744) loss_bbox_enc_0: 0.2317 (0.2485) loss_bbox_pre: 0.1955 (0.2063) loss_dfl: 0.9642 (0.9644) loss_fgl_aux_0: 1.0064 (1.0023) loss_fgl_aux_1: 0.9673 (0.9676) loss_fgl_aux_2: 0.9647 (0.9647) loss_fgl_aux_3: 0.9642 (0.9645) loss_fgl_aux_4: 0.9642 (0.9644) loss_fgl_dn_0: 1.1034 (1.0966) loss_fgl_dn_1: 0.9905 (0.9927) loss_fgl_dn_2: 0.9806 (0.9838) loss_fgl_dn_3: 0.9810 (0.9846) loss_fgl_dn_4: 0.9813 (0.9849) loss_fgl_dn_5: 0.9812 (0.9849) loss_giou: 0.5741 (0.5831) loss_giou_aux_0: 0.6016 (0.6107) loss_giou_aux_1: 0.5812 (0.5886) loss_giou_aux_2: 0.5753 (0.5838) loss_giou_aux_3: 0.5747 (0.5831) loss_giou_aux_4: 0.5749 (0.5831) loss_giou_dn_0: 0.6076 (0.6057) loss_giou_dn_1: 0.4967 (0.4953) loss_giou_dn_2: 0.4770 (0.4781) loss_giou_dn_3: 0.4739 (0.4738) loss_giou_dn_4: 0.4735 (0.4731) loss_giou_dn_5: 0.4735 (0.4731) loss_giou_dn_pre: 0.6045 (0.6045) loss_giou_enc_0: 0.6803 (0.6920) loss_giou_pre: 0.5998 (0.6088) loss_ddf_aux_0: 0.0632 (0.0637) loss_ddf_aux_1: 0.0081 (0.0082) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2436 (0.2599) loss_ddf_dn_1: 0.0292 (0.0328) loss_ddf_dn_2: 0.0054 (0.0063) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6906 (0.6939) loss_vfl_aux_0: 0.7939 (0.7711) loss_vfl_aux_1: 0.7603 (0.7473) loss_vfl_aux_2: 0.7445 (0.7259) loss_vfl_aux_3: 0.7164 (0.7055) loss_vfl_aux_4: 0.6901 (0.6956) loss_vfl_dn_0: 0.4999 (0.4978) loss_vfl_dn_1: 0.4427 (0.4404) loss_vfl_dn_2: 0.4232 (0.4257) loss_vfl_dn_3: 0.4140 (0.4161) loss_vfl_dn_4: 0.4116 (0.4127) loss_vfl_dn_5: 0.4118 (0.4122) loss_vfl_dn_pre: 0.5007 (0.4984) loss_vfl_enc_0: 0.7842 (0.7671) loss_vfl_pre: 0.7942 (0.7740) time: 0.7624 data: 0.0289 max mem: 9097 Epoch: [19] [2900/3696] eta: 0:10:35 lr: 0.000013 loss: 32.1789 (32.7712) loss_bbox: 0.1714 (0.1908) loss_bbox_aux_0: 0.1832 (0.2057) loss_bbox_aux_1: 0.1739 (0.1938) loss_bbox_aux_2: 0.1721 (0.1913) loss_bbox_aux_3: 0.1712 (0.1909) loss_bbox_aux_4: 0.1715 (0.1908) loss_bbox_dn_0: 0.2432 (0.2689) loss_bbox_dn_1: 0.1811 (0.2033) loss_bbox_dn_2: 0.1692 (0.1927) loss_bbox_dn_3: 0.1666 (0.1895) loss_bbox_dn_4: 0.1658 (0.1891) loss_bbox_dn_5: 0.1659 (0.1890) loss_bbox_dn_pre: 0.2517 (0.2743) loss_bbox_enc_0: 0.2252 (0.2482) loss_bbox_pre: 0.1840 (0.2060) loss_dfl: 0.9698 (0.9645) loss_fgl_aux_0: 1.0052 (1.0024) loss_fgl_aux_1: 0.9708 (0.9676) loss_fgl_aux_2: 0.9708 (0.9647) loss_fgl_aux_3: 0.9699 (0.9645) loss_fgl_aux_4: 0.9702 (0.9645) loss_fgl_dn_0: 1.0985 (1.0966) loss_fgl_dn_1: 0.9808 (0.9927) loss_fgl_dn_2: 0.9717 (0.9838) loss_fgl_dn_3: 0.9745 (0.9846) loss_fgl_dn_4: 0.9746 (0.9849) loss_fgl_dn_5: 0.9746 (0.9849) loss_giou: 0.5530 (0.5830) loss_giou_aux_0: 0.5924 (0.6105) loss_giou_aux_1: 0.5610 (0.5885) loss_giou_aux_2: 0.5567 (0.5837) loss_giou_aux_3: 0.5551 (0.5830) loss_giou_aux_4: 0.5528 (0.5830) loss_giou_dn_0: 0.5941 (0.6057) loss_giou_dn_1: 0.4820 (0.4953) loss_giou_dn_2: 0.4664 (0.4781) loss_giou_dn_3: 0.4622 (0.4738) loss_giou_dn_4: 0.4609 (0.4731) loss_giou_dn_5: 0.4609 (0.4731) loss_giou_dn_pre: 0.5895 (0.6045) loss_giou_enc_0: 0.6644 (0.6919) loss_giou_pre: 0.5896 (0.6086) loss_ddf_aux_0: 0.0608 (0.0636) loss_ddf_aux_1: 0.0079 (0.0082) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2710 (0.2600) loss_ddf_dn_1: 0.0350 (0.0328) loss_ddf_dn_2: 0.0071 (0.0063) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6792 (0.6937) loss_vfl_aux_0: 0.7601 (0.7710) loss_vfl_aux_1: 0.7243 (0.7470) loss_vfl_aux_2: 0.7175 (0.7257) loss_vfl_aux_3: 0.6832 (0.7052) loss_vfl_aux_4: 0.6780 (0.6953) loss_vfl_dn_0: 0.4940 (0.4978) loss_vfl_dn_1: 0.4377 (0.4404) loss_vfl_dn_2: 0.4238 (0.4257) loss_vfl_dn_3: 0.4154 (0.4161) loss_vfl_dn_4: 0.4099 (0.4127) loss_vfl_dn_5: 0.4109 (0.4121) loss_vfl_dn_pre: 0.4940 (0.4985) loss_vfl_enc_0: 0.7749 (0.7670) loss_vfl_pre: 0.7599 (0.7739) time: 0.7125 data: 0.0286 max mem: 9097 Epoch: [19] [3000/3696] eta: 0:09:15 lr: 0.000013 loss: 32.8471 (32.7721) loss_bbox: 0.1960 (0.1907) loss_bbox_aux_0: 0.2120 (0.2057) loss_bbox_aux_1: 0.1974 (0.1937) loss_bbox_aux_2: 0.1963 (0.1913) loss_bbox_aux_3: 0.1965 (0.1908) loss_bbox_aux_4: 0.1961 (0.1908) loss_bbox_dn_0: 0.2562 (0.2689) loss_bbox_dn_1: 0.1973 (0.2033) loss_bbox_dn_2: 0.1875 (0.1927) loss_bbox_dn_3: 0.1875 (0.1895) loss_bbox_dn_4: 0.1880 (0.1890) loss_bbox_dn_5: 0.1882 (0.1890) loss_bbox_dn_pre: 0.2563 (0.2743) loss_bbox_enc_0: 0.2382 (0.2482) loss_bbox_pre: 0.2096 (0.2060) loss_dfl: 0.9616 (0.9643) loss_fgl_aux_0: 1.0052 (1.0023) loss_fgl_aux_1: 0.9668 (0.9675) loss_fgl_aux_2: 0.9620 (0.9645) loss_fgl_aux_3: 0.9617 (0.9644) loss_fgl_aux_4: 0.9619 (0.9643) loss_fgl_dn_0: 1.0951 (1.0967) loss_fgl_dn_1: 0.9995 (0.9927) loss_fgl_dn_2: 0.9874 (0.9838) loss_fgl_dn_3: 0.9875 (0.9845) loss_fgl_dn_4: 0.9878 (0.9848) loss_fgl_dn_5: 0.9878 (0.9849) loss_giou: 0.5984 (0.5831) loss_giou_aux_0: 0.6299 (0.6107) loss_giou_aux_1: 0.6037 (0.5887) loss_giou_aux_2: 0.6002 (0.5839) loss_giou_aux_3: 0.5989 (0.5832) loss_giou_aux_4: 0.5985 (0.5832) loss_giou_dn_0: 0.6194 (0.6059) loss_giou_dn_1: 0.5139 (0.4954) loss_giou_dn_2: 0.4964 (0.4782) loss_giou_dn_3: 0.4910 (0.4739) loss_giou_dn_4: 0.4902 (0.4732) loss_giou_dn_5: 0.4901 (0.4732) loss_giou_dn_pre: 0.6186 (0.6047) loss_giou_enc_0: 0.7099 (0.6920) loss_giou_pre: 0.6293 (0.6088) loss_ddf_aux_0: 0.0648 (0.0636) loss_ddf_aux_1: 0.0079 (0.0082) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2523 (0.2603) loss_ddf_dn_1: 0.0291 (0.0329) loss_ddf_dn_2: 0.0050 (0.0063) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7072 (0.6936) loss_vfl_aux_0: 0.7666 (0.7709) loss_vfl_aux_1: 0.7595 (0.7469) loss_vfl_aux_2: 0.7268 (0.7256) loss_vfl_aux_3: 0.7089 (0.7051) loss_vfl_aux_4: 0.7015 (0.6953) loss_vfl_dn_0: 0.4971 (0.4979) loss_vfl_dn_1: 0.4389 (0.4405) loss_vfl_dn_2: 0.4283 (0.4258) loss_vfl_dn_3: 0.4194 (0.4162) loss_vfl_dn_4: 0.4192 (0.4127) loss_vfl_dn_5: 0.4164 (0.4122) loss_vfl_dn_pre: 0.4978 (0.4985) loss_vfl_enc_0: 0.7627 (0.7670) loss_vfl_pre: 0.7681 (0.7738) time: 0.7121 data: 0.0247 max mem: 9097 Epoch: [19] [3100/3696] eta: 0:07:54 lr: 0.000013 loss: 32.9775 (32.7701) loss_bbox: 0.1965 (0.1907) loss_bbox_aux_0: 0.2090 (0.2056) loss_bbox_aux_1: 0.2001 (0.1936) loss_bbox_aux_2: 0.1977 (0.1912) loss_bbox_aux_3: 0.1963 (0.1908) loss_bbox_aux_4: 0.1962 (0.1907) loss_bbox_dn_0: 0.2648 (0.2688) loss_bbox_dn_1: 0.1914 (0.2032) loss_bbox_dn_2: 0.1806 (0.1926) loss_bbox_dn_3: 0.1797 (0.1894) loss_bbox_dn_4: 0.1785 (0.1889) loss_bbox_dn_5: 0.1786 (0.1889) loss_bbox_dn_pre: 0.2676 (0.2742) loss_bbox_enc_0: 0.2422 (0.2480) loss_bbox_pre: 0.2067 (0.2059) loss_dfl: 0.9417 (0.9644) loss_fgl_aux_0: 0.9801 (1.0023) loss_fgl_aux_1: 0.9471 (0.9675) loss_fgl_aux_2: 0.9427 (0.9646) loss_fgl_aux_3: 0.9419 (0.9644) loss_fgl_aux_4: 0.9416 (0.9644) loss_fgl_dn_0: 1.0993 (1.0967) loss_fgl_dn_1: 0.9991 (0.9927) loss_fgl_dn_2: 0.9947 (0.9838) loss_fgl_dn_3: 0.9929 (0.9846) loss_fgl_dn_4: 0.9933 (0.9849) loss_fgl_dn_5: 0.9934 (0.9849) loss_giou: 0.6196 (0.5831) loss_giou_aux_0: 0.6459 (0.6106) loss_giou_aux_1: 0.6241 (0.5887) loss_giou_aux_2: 0.6217 (0.5838) loss_giou_aux_3: 0.6207 (0.5832) loss_giou_aux_4: 0.6198 (0.5831) loss_giou_dn_0: 0.6088 (0.6058) loss_giou_dn_1: 0.4917 (0.4952) loss_giou_dn_2: 0.4771 (0.4780) loss_giou_dn_3: 0.4739 (0.4737) loss_giou_dn_4: 0.4740 (0.4730) loss_giou_dn_5: 0.4741 (0.4730) loss_giou_dn_pre: 0.6076 (0.6046) loss_giou_enc_0: 0.7270 (0.6919) loss_giou_pre: 0.6448 (0.6088) loss_ddf_aux_0: 0.0615 (0.0636) loss_ddf_aux_1: 0.0078 (0.0082) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2663 (0.2602) loss_ddf_dn_1: 0.0335 (0.0329) loss_ddf_dn_2: 0.0065 (0.0063) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6967 (0.6937) loss_vfl_aux_0: 0.7810 (0.7712) loss_vfl_aux_1: 0.7537 (0.7471) loss_vfl_aux_2: 0.7173 (0.7255) loss_vfl_aux_3: 0.7156 (0.7051) loss_vfl_aux_4: 0.6995 (0.6953) loss_vfl_dn_0: 0.5024 (0.4978) loss_vfl_dn_1: 0.4453 (0.4404) loss_vfl_dn_2: 0.4282 (0.4257) loss_vfl_dn_3: 0.4219 (0.4161) loss_vfl_dn_4: 0.4188 (0.4127) loss_vfl_dn_5: 0.4200 (0.4121) loss_vfl_dn_pre: 0.5026 (0.4985) loss_vfl_enc_0: 0.7695 (0.7671) loss_vfl_pre: 0.7808 (0.7741) time: 0.7617 data: 0.0352 max mem: 9097 Epoch: [19] [3200/3696] eta: 0:06:34 lr: 0.000013 loss: 32.9825 (32.7661) loss_bbox: 0.1701 (0.1906) loss_bbox_aux_0: 0.1879 (0.2055) loss_bbox_aux_1: 0.1748 (0.1936) loss_bbox_aux_2: 0.1700 (0.1912) loss_bbox_aux_3: 0.1700 (0.1907) loss_bbox_aux_4: 0.1699 (0.1906) loss_bbox_dn_0: 0.2378 (0.2689) loss_bbox_dn_1: 0.1842 (0.2032) loss_bbox_dn_2: 0.1754 (0.1926) loss_bbox_dn_3: 0.1705 (0.1894) loss_bbox_dn_4: 0.1691 (0.1889) loss_bbox_dn_5: 0.1691 (0.1889) loss_bbox_dn_pre: 0.2463 (0.2743) loss_bbox_enc_0: 0.2334 (0.2480) loss_bbox_pre: 0.1894 (0.2058) loss_dfl: 0.9782 (0.9645) loss_fgl_aux_0: 1.0161 (1.0024) loss_fgl_aux_1: 0.9826 (0.9676) loss_fgl_aux_2: 0.9780 (0.9647) loss_fgl_aux_3: 0.9789 (0.9645) loss_fgl_aux_4: 0.9784 (0.9645) loss_fgl_dn_0: 1.1008 (1.0967) loss_fgl_dn_1: 0.9938 (0.9927) loss_fgl_dn_2: 0.9862 (0.9838) loss_fgl_dn_3: 0.9875 (0.9846) loss_fgl_dn_4: 0.9877 (0.9849) loss_fgl_dn_5: 0.9878 (0.9849) loss_giou: 0.6037 (0.5828) loss_giou_aux_0: 0.6278 (0.6102) loss_giou_aux_1: 0.6088 (0.5883) loss_giou_aux_2: 0.6045 (0.5835) loss_giou_aux_3: 0.6050 (0.5828) loss_giou_aux_4: 0.6042 (0.5828) loss_giou_dn_0: 0.5985 (0.6056) loss_giou_dn_1: 0.4949 (0.4950) loss_giou_dn_2: 0.4829 (0.4778) loss_giou_dn_3: 0.4781 (0.4734) loss_giou_dn_4: 0.4775 (0.4727) loss_giou_dn_5: 0.4768 (0.4727) loss_giou_dn_pre: 0.5970 (0.6044) loss_giou_enc_0: 0.7195 (0.6916) loss_giou_pre: 0.6245 (0.6084) loss_ddf_aux_0: 0.0583 (0.0635) loss_ddf_aux_1: 0.0076 (0.0082) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2616 (0.2602) loss_ddf_dn_1: 0.0329 (0.0329) loss_ddf_dn_2: 0.0060 (0.0064) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6929 (0.6937) loss_vfl_aux_0: 0.7574 (0.7713) loss_vfl_aux_1: 0.7441 (0.7471) loss_vfl_aux_2: 0.7198 (0.7256) loss_vfl_aux_3: 0.7016 (0.7051) loss_vfl_aux_4: 0.6943 (0.6954) loss_vfl_dn_0: 0.4946 (0.4978) loss_vfl_dn_1: 0.4394 (0.4403) loss_vfl_dn_2: 0.4238 (0.4256) loss_vfl_dn_3: 0.4160 (0.4160) loss_vfl_dn_4: 0.4116 (0.4126) loss_vfl_dn_5: 0.4118 (0.4120) loss_vfl_dn_pre: 0.4958 (0.4985) loss_vfl_enc_0: 0.7513 (0.7671) loss_vfl_pre: 0.7613 (0.7742) time: 0.7685 data: 0.0294 max mem: 9097 Epoch: [19] [3300/3696] eta: 0:05:14 lr: 0.000013 loss: 32.8639 (32.7648) loss_bbox: 0.1992 (0.1907) loss_bbox_aux_0: 0.2096 (0.2055) loss_bbox_aux_1: 0.1971 (0.1936) loss_bbox_aux_2: 0.1937 (0.1912) loss_bbox_aux_3: 0.1965 (0.1908) loss_bbox_aux_4: 0.1989 (0.1907) loss_bbox_dn_0: 0.2685 (0.2687) loss_bbox_dn_1: 0.1988 (0.2031) loss_bbox_dn_2: 0.1890 (0.1925) loss_bbox_dn_3: 0.1835 (0.1893) loss_bbox_dn_4: 0.1835 (0.1888) loss_bbox_dn_5: 0.1834 (0.1888) loss_bbox_dn_pre: 0.2762 (0.2741) loss_bbox_enc_0: 0.2409 (0.2480) loss_bbox_pre: 0.2106 (0.2058) loss_dfl: 0.9726 (0.9645) loss_fgl_aux_0: 1.0104 (1.0024) loss_fgl_aux_1: 0.9770 (0.9677) loss_fgl_aux_2: 0.9719 (0.9647) loss_fgl_aux_3: 0.9727 (0.9645) loss_fgl_aux_4: 0.9726 (0.9645) loss_fgl_dn_0: 1.0969 (1.0968) loss_fgl_dn_1: 0.9985 (0.9928) loss_fgl_dn_2: 0.9896 (0.9838) loss_fgl_dn_3: 0.9900 (0.9846) loss_fgl_dn_4: 0.9900 (0.9849) loss_fgl_dn_5: 0.9899 (0.9849) loss_giou: 0.6058 (0.5829) loss_giou_aux_0: 0.6296 (0.6104) loss_giou_aux_1: 0.6107 (0.5884) loss_giou_aux_2: 0.6051 (0.5836) loss_giou_aux_3: 0.6054 (0.5830) loss_giou_aux_4: 0.6053 (0.5829) loss_giou_dn_0: 0.6099 (0.6055) loss_giou_dn_1: 0.4953 (0.4949) loss_giou_dn_2: 0.4734 (0.4777) loss_giou_dn_3: 0.4707 (0.4734) loss_giou_dn_4: 0.4704 (0.4727) loss_giou_dn_5: 0.4700 (0.4726) loss_giou_dn_pre: 0.6082 (0.6043) loss_giou_enc_0: 0.7338 (0.6917) loss_giou_pre: 0.6259 (0.6085) loss_ddf_aux_0: 0.0560 (0.0634) loss_ddf_aux_1: 0.0070 (0.0081) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2411 (0.2601) loss_ddf_dn_1: 0.0313 (0.0329) loss_ddf_dn_2: 0.0062 (0.0064) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6874 (0.6936) loss_vfl_aux_0: 0.7550 (0.7712) loss_vfl_aux_1: 0.7449 (0.7470) loss_vfl_aux_2: 0.7059 (0.7253) loss_vfl_aux_3: 0.7058 (0.7050) loss_vfl_aux_4: 0.6934 (0.6953) loss_vfl_dn_0: 0.4982 (0.4979) loss_vfl_dn_1: 0.4375 (0.4403) loss_vfl_dn_2: 0.4276 (0.4256) loss_vfl_dn_3: 0.4176 (0.4160) loss_vfl_dn_4: 0.4124 (0.4125) loss_vfl_dn_5: 0.4115 (0.4120) loss_vfl_dn_pre: 0.4987 (0.4985) loss_vfl_enc_0: 0.7490 (0.7669) loss_vfl_pre: 0.7570 (0.7741) time: 0.7628 data: 0.0319 max mem: 9097 Epoch: [19] [3400/3696] eta: 0:03:54 lr: 0.000013 loss: 32.1530 (32.7631) loss_bbox: 0.1687 (0.1906) loss_bbox_aux_0: 0.1915 (0.2055) loss_bbox_aux_1: 0.1714 (0.1935) loss_bbox_aux_2: 0.1701 (0.1911) loss_bbox_aux_3: 0.1693 (0.1907) loss_bbox_aux_4: 0.1688 (0.1906) loss_bbox_dn_0: 0.2424 (0.2685) loss_bbox_dn_1: 0.1780 (0.2030) loss_bbox_dn_2: 0.1671 (0.1924) loss_bbox_dn_3: 0.1657 (0.1892) loss_bbox_dn_4: 0.1666 (0.1887) loss_bbox_dn_5: 0.1667 (0.1887) loss_bbox_dn_pre: 0.2469 (0.2739) loss_bbox_enc_0: 0.2317 (0.2479) loss_bbox_pre: 0.1898 (0.2058) loss_dfl: 0.9639 (0.9648) loss_fgl_aux_0: 1.0103 (1.0027) loss_fgl_aux_1: 0.9698 (0.9680) loss_fgl_aux_2: 0.9663 (0.9650) loss_fgl_aux_3: 0.9643 (0.9648) loss_fgl_aux_4: 0.9638 (0.9648) loss_fgl_dn_0: 1.0938 (1.0968) loss_fgl_dn_1: 0.9924 (0.9929) loss_fgl_dn_2: 0.9862 (0.9840) loss_fgl_dn_3: 0.9867 (0.9848) loss_fgl_dn_4: 0.9876 (0.9851) loss_fgl_dn_5: 0.9876 (0.9851) loss_giou: 0.5706 (0.5826) loss_giou_aux_0: 0.6075 (0.6100) loss_giou_aux_1: 0.5789 (0.5881) loss_giou_aux_2: 0.5735 (0.5833) loss_giou_aux_3: 0.5719 (0.5826) loss_giou_aux_4: 0.5717 (0.5826) loss_giou_dn_0: 0.6066 (0.6052) loss_giou_dn_1: 0.5042 (0.4947) loss_giou_dn_2: 0.4820 (0.4775) loss_giou_dn_3: 0.4761 (0.4731) loss_giou_dn_4: 0.4762 (0.4724) loss_giou_dn_5: 0.4765 (0.4724) loss_giou_dn_pre: 0.6071 (0.6040) loss_giou_enc_0: 0.6927 (0.6914) loss_giou_pre: 0.6040 (0.6081) loss_ddf_aux_0: 0.0655 (0.0633) loss_ddf_aux_1: 0.0082 (0.0081) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2487 (0.2599) loss_ddf_dn_1: 0.0313 (0.0330) loss_ddf_dn_2: 0.0067 (0.0064) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6783 (0.6938) loss_vfl_aux_0: 0.7532 (0.7714) loss_vfl_aux_1: 0.7382 (0.7472) loss_vfl_aux_2: 0.7208 (0.7255) loss_vfl_aux_3: 0.6848 (0.7053) loss_vfl_aux_4: 0.6773 (0.6955) loss_vfl_dn_0: 0.4910 (0.4978) loss_vfl_dn_1: 0.4337 (0.4403) loss_vfl_dn_2: 0.4210 (0.4256) loss_vfl_dn_3: 0.4102 (0.4160) loss_vfl_dn_4: 0.4059 (0.4125) loss_vfl_dn_5: 0.4048 (0.4120) loss_vfl_dn_pre: 0.4913 (0.4985) loss_vfl_enc_0: 0.7537 (0.7671) loss_vfl_pre: 0.7548 (0.7744) time: 0.7695 data: 0.0326 max mem: 9097 Epoch: [19] [3500/3696] eta: 0:02:35 lr: 0.000013 loss: 32.9257 (32.7674) loss_bbox: 0.1939 (0.1908) loss_bbox_aux_0: 0.2117 (0.2056) loss_bbox_aux_1: 0.1951 (0.1937) loss_bbox_aux_2: 0.1938 (0.1913) loss_bbox_aux_3: 0.1936 (0.1909) loss_bbox_aux_4: 0.1939 (0.1908) loss_bbox_dn_0: 0.2600 (0.2685) loss_bbox_dn_1: 0.1891 (0.2030) loss_bbox_dn_2: 0.1809 (0.1924) loss_bbox_dn_3: 0.1762 (0.1892) loss_bbox_dn_4: 0.1765 (0.1887) loss_bbox_dn_5: 0.1769 (0.1887) loss_bbox_dn_pre: 0.2643 (0.2739) loss_bbox_enc_0: 0.2437 (0.2481) loss_bbox_pre: 0.2135 (0.2060) loss_dfl: 0.9525 (0.9646) loss_fgl_aux_0: 0.9803 (1.0025) loss_fgl_aux_1: 0.9546 (0.9678) loss_fgl_aux_2: 0.9518 (0.9649) loss_fgl_aux_3: 0.9521 (0.9647) loss_fgl_aux_4: 0.9523 (0.9647) loss_fgl_dn_0: 1.0896 (1.0967) loss_fgl_dn_1: 0.9986 (0.9929) loss_fgl_dn_2: 0.9906 (0.9840) loss_fgl_dn_3: 0.9899 (0.9848) loss_fgl_dn_4: 0.9904 (0.9851) loss_fgl_dn_5: 0.9904 (0.9851) loss_giou: 0.5835 (0.5829) loss_giou_aux_0: 0.6102 (0.6104) loss_giou_aux_1: 0.5876 (0.5885) loss_giou_aux_2: 0.5840 (0.5837) loss_giou_aux_3: 0.5830 (0.5830) loss_giou_aux_4: 0.5834 (0.5829) loss_giou_dn_0: 0.6041 (0.6053) loss_giou_dn_1: 0.4844 (0.4948) loss_giou_dn_2: 0.4656 (0.4776) loss_giou_dn_3: 0.4644 (0.4733) loss_giou_dn_4: 0.4636 (0.4726) loss_giou_dn_5: 0.4637 (0.4725) loss_giou_dn_pre: 0.6026 (0.6041) loss_giou_enc_0: 0.6813 (0.6918) loss_giou_pre: 0.6069 (0.6085) loss_ddf_aux_0: 0.0633 (0.0634) loss_ddf_aux_1: 0.0077 (0.0081) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2541 (0.2598) loss_ddf_dn_1: 0.0320 (0.0329) loss_ddf_dn_2: 0.0061 (0.0064) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6707 (0.6938) loss_vfl_aux_0: 0.7502 (0.7714) loss_vfl_aux_1: 0.7267 (0.7472) loss_vfl_aux_2: 0.6993 (0.7256) loss_vfl_aux_3: 0.6768 (0.7053) loss_vfl_aux_4: 0.6703 (0.6955) loss_vfl_dn_0: 0.4906 (0.4978) loss_vfl_dn_1: 0.4416 (0.4403) loss_vfl_dn_2: 0.4259 (0.4256) loss_vfl_dn_3: 0.4192 (0.4160) loss_vfl_dn_4: 0.4152 (0.4126) loss_vfl_dn_5: 0.4160 (0.4120) loss_vfl_dn_pre: 0.4904 (0.4985) loss_vfl_enc_0: 0.7491 (0.7671) loss_vfl_pre: 0.7552 (0.7744) time: 0.7776 data: 0.0397 max mem: 9097 Epoch: [19] [3600/3696] eta: 0:01:16 lr: 0.000013 loss: 33.2036 (32.7661) loss_bbox: 0.1884 (0.1908) loss_bbox_aux_0: 0.2080 (0.2056) loss_bbox_aux_1: 0.1935 (0.1937) loss_bbox_aux_2: 0.1891 (0.1913) loss_bbox_aux_3: 0.1882 (0.1909) loss_bbox_aux_4: 0.1883 (0.1908) loss_bbox_dn_0: 0.2868 (0.2685) loss_bbox_dn_1: 0.2121 (0.2030) loss_bbox_dn_2: 0.1999 (0.1924) loss_bbox_dn_3: 0.1948 (0.1893) loss_bbox_dn_4: 0.1936 (0.1888) loss_bbox_dn_5: 0.1932 (0.1887) loss_bbox_dn_pre: 0.2890 (0.2739) loss_bbox_enc_0: 0.2505 (0.2480) loss_bbox_pre: 0.2078 (0.2059) loss_dfl: 0.9839 (0.9647) loss_fgl_aux_0: 1.0234 (1.0027) loss_fgl_aux_1: 0.9881 (0.9679) loss_fgl_aux_2: 0.9837 (0.9650) loss_fgl_aux_3: 0.9834 (0.9648) loss_fgl_aux_4: 0.9839 (0.9647) loss_fgl_dn_0: 1.0981 (1.0967) loss_fgl_dn_1: 0.9973 (0.9929) loss_fgl_dn_2: 0.9896 (0.9840) loss_fgl_dn_3: 0.9883 (0.9848) loss_fgl_dn_4: 0.9887 (0.9851) loss_fgl_dn_5: 0.9888 (0.9851) loss_giou: 0.5405 (0.5828) loss_giou_aux_0: 0.5696 (0.6103) loss_giou_aux_1: 0.5490 (0.5883) loss_giou_aux_2: 0.5427 (0.5836) loss_giou_aux_3: 0.5411 (0.5829) loss_giou_aux_4: 0.5405 (0.5828) loss_giou_dn_0: 0.6095 (0.6053) loss_giou_dn_1: 0.4992 (0.4948) loss_giou_dn_2: 0.4823 (0.4776) loss_giou_dn_3: 0.4761 (0.4732) loss_giou_dn_4: 0.4732 (0.4725) loss_giou_dn_5: 0.4731 (0.4725) loss_giou_dn_pre: 0.6089 (0.6040) loss_giou_enc_0: 0.6642 (0.6916) loss_giou_pre: 0.5683 (0.6084) loss_ddf_aux_0: 0.0598 (0.0633) loss_ddf_aux_1: 0.0077 (0.0081) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2628 (0.2597) loss_ddf_dn_1: 0.0322 (0.0329) loss_ddf_dn_2: 0.0063 (0.0064) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7210 (0.6937) loss_vfl_aux_0: 0.7899 (0.7714) loss_vfl_aux_1: 0.7665 (0.7471) loss_vfl_aux_2: 0.7483 (0.7256) loss_vfl_aux_3: 0.7344 (0.7052) loss_vfl_aux_4: 0.7188 (0.6954) loss_vfl_dn_0: 0.4978 (0.4978) loss_vfl_dn_1: 0.4469 (0.4403) loss_vfl_dn_2: 0.4284 (0.4256) loss_vfl_dn_3: 0.4199 (0.4159) loss_vfl_dn_4: 0.4162 (0.4125) loss_vfl_dn_5: 0.4157 (0.4120) loss_vfl_dn_pre: 0.4973 (0.4985) loss_vfl_enc_0: 0.7887 (0.7671) loss_vfl_pre: 0.7955 (0.7744) time: 0.7301 data: 0.0299 max mem: 9097 Epoch: [19] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 32.6940 (32.7685) loss_bbox: 0.1902 (0.1908) loss_bbox_aux_0: 0.2015 (0.2056) loss_bbox_aux_1: 0.1939 (0.1937) loss_bbox_aux_2: 0.1910 (0.1913) loss_bbox_aux_3: 0.1904 (0.1909) loss_bbox_aux_4: 0.1902 (0.1908) loss_bbox_dn_0: 0.2671 (0.2684) loss_bbox_dn_1: 0.2111 (0.2030) loss_bbox_dn_2: 0.2005 (0.1924) loss_bbox_dn_3: 0.1945 (0.1893) loss_bbox_dn_4: 0.1944 (0.1888) loss_bbox_dn_5: 0.1939 (0.1888) loss_bbox_dn_pre: 0.2744 (0.2739) loss_bbox_enc_0: 0.2422 (0.2479) loss_bbox_pre: 0.2009 (0.2059) loss_dfl: 0.9645 (0.9649) loss_fgl_aux_0: 1.0028 (1.0028) loss_fgl_aux_1: 0.9688 (0.9681) loss_fgl_aux_2: 0.9644 (0.9651) loss_fgl_aux_3: 0.9643 (0.9650) loss_fgl_aux_4: 0.9649 (0.9649) loss_fgl_dn_0: 1.0931 (1.0968) loss_fgl_dn_1: 0.9901 (0.9930) loss_fgl_dn_2: 0.9850 (0.9841) loss_fgl_dn_3: 0.9855 (0.9849) loss_fgl_dn_4: 0.9861 (0.9852) loss_fgl_dn_5: 0.9861 (0.9852) loss_giou: 0.5488 (0.5828) loss_giou_aux_0: 0.5692 (0.6102) loss_giou_aux_1: 0.5549 (0.5884) loss_giou_aux_2: 0.5518 (0.5836) loss_giou_aux_3: 0.5491 (0.5829) loss_giou_aux_4: 0.5490 (0.5829) loss_giou_dn_0: 0.5876 (0.6053) loss_giou_dn_1: 0.4746 (0.4949) loss_giou_dn_2: 0.4529 (0.4777) loss_giou_dn_3: 0.4502 (0.4733) loss_giou_dn_4: 0.4505 (0.4726) loss_giou_dn_5: 0.4503 (0.4726) loss_giou_dn_pre: 0.5868 (0.6041) loss_giou_enc_0: 0.6545 (0.6916) loss_giou_pre: 0.5647 (0.6083) loss_ddf_aux_0: 0.0629 (0.0632) loss_ddf_aux_1: 0.0081 (0.0081) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2699 (0.2596) loss_ddf_dn_1: 0.0337 (0.0329) loss_ddf_dn_2: 0.0066 (0.0064) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6877 (0.6937) loss_vfl_aux_0: 0.7789 (0.7716) loss_vfl_aux_1: 0.7628 (0.7472) loss_vfl_aux_2: 0.7255 (0.7255) loss_vfl_aux_3: 0.7026 (0.7053) loss_vfl_aux_4: 0.6858 (0.6954) loss_vfl_dn_0: 0.5022 (0.4979) loss_vfl_dn_1: 0.4376 (0.4403) loss_vfl_dn_2: 0.4226 (0.4256) loss_vfl_dn_3: 0.4104 (0.4160) loss_vfl_dn_4: 0.4097 (0.4126) loss_vfl_dn_5: 0.4085 (0.4121) loss_vfl_dn_pre: 0.5020 (0.4985) loss_vfl_enc_0: 0.7722 (0.7670) loss_vfl_pre: 0.7755 (0.7746) time: 0.7649 data: 0.0318 max mem: 9097 Epoch: [19] Total time: 0:49:03 (0.7963 s / it) Averaged stats: lr: 0.000013 loss: 32.6940 (32.7685) loss_bbox: 0.1902 (0.1908) loss_bbox_aux_0: 0.2015 (0.2056) loss_bbox_aux_1: 0.1939 (0.1937) loss_bbox_aux_2: 0.1910 (0.1913) loss_bbox_aux_3: 0.1904 (0.1909) loss_bbox_aux_4: 0.1902 (0.1908) loss_bbox_dn_0: 0.2671 (0.2684) loss_bbox_dn_1: 0.2111 (0.2030) loss_bbox_dn_2: 0.2005 (0.1924) loss_bbox_dn_3: 0.1945 (0.1893) loss_bbox_dn_4: 0.1944 (0.1888) loss_bbox_dn_5: 0.1939 (0.1888) loss_bbox_dn_pre: 0.2744 (0.2739) loss_bbox_enc_0: 0.2422 (0.2479) loss_bbox_pre: 0.2009 (0.2059) loss_dfl: 0.9645 (0.9649) loss_fgl_aux_0: 1.0028 (1.0028) loss_fgl_aux_1: 0.9688 (0.9681) loss_fgl_aux_2: 0.9644 (0.9651) loss_fgl_aux_3: 0.9643 (0.9650) loss_fgl_aux_4: 0.9649 (0.9649) loss_fgl_dn_0: 1.0931 (1.0968) loss_fgl_dn_1: 0.9901 (0.9930) loss_fgl_dn_2: 0.9850 (0.9841) loss_fgl_dn_3: 0.9855 (0.9849) loss_fgl_dn_4: 0.9861 (0.9852) loss_fgl_dn_5: 0.9861 (0.9852) loss_giou: 0.5488 (0.5828) loss_giou_aux_0: 0.5692 (0.6102) loss_giou_aux_1: 0.5549 (0.5884) loss_giou_aux_2: 0.5518 (0.5836) loss_giou_aux_3: 0.5491 (0.5829) loss_giou_aux_4: 0.5490 (0.5829) loss_giou_dn_0: 0.5876 (0.6053) loss_giou_dn_1: 0.4746 (0.4949) loss_giou_dn_2: 0.4529 (0.4777) loss_giou_dn_3: 0.4502 (0.4733) loss_giou_dn_4: 0.4505 (0.4726) loss_giou_dn_5: 0.4503 (0.4726) loss_giou_dn_pre: 0.5868 (0.6041) loss_giou_enc_0: 0.6545 (0.6916) loss_giou_pre: 0.5647 (0.6083) loss_ddf_aux_0: 0.0629 (0.0632) loss_ddf_aux_1: 0.0081 (0.0081) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2699 (0.2596) loss_ddf_dn_1: 0.0337 (0.0329) loss_ddf_dn_2: 0.0066 (0.0064) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6877 (0.6937) loss_vfl_aux_0: 0.7789 (0.7716) loss_vfl_aux_1: 0.7628 (0.7472) loss_vfl_aux_2: 0.7255 (0.7255) loss_vfl_aux_3: 0.7026 (0.7053) loss_vfl_aux_4: 0.6858 (0.6954) loss_vfl_dn_0: 0.5022 (0.4979) loss_vfl_dn_1: 0.4376 (0.4403) loss_vfl_dn_2: 0.4226 (0.4256) loss_vfl_dn_3: 0.4104 (0.4160) loss_vfl_dn_4: 0.4097 (0.4126) loss_vfl_dn_5: 0.4085 (0.4121) loss_vfl_dn_pre: 0.5020 (0.4985) loss_vfl_enc_0: 0.7722 (0.7670) loss_vfl_pre: 0.7755 (0.7746) Test: [ 0/79] eta: 0:03:05 time: 2.3451 data: 1.8099 max mem: 9097 Test: [10/79] eta: 0:00:51 time: 0.7440 data: 0.2194 max mem: 9097 Test: [20/79] eta: 0:00:45 time: 0.6999 data: 0.0584 max mem: 9097 Test: [30/79] eta: 0:00:35 time: 0.7139 data: 0.0597 max mem: 9097 Test: [40/79] eta: 0:00:27 time: 0.6022 data: 0.0592 max mem: 9097 Test: [50/79] eta: 0:00:20 time: 0.7149 data: 0.0596 max mem: 9097 Test: [60/79] eta: 0:00:13 time: 0.7229 data: 0.0638 max mem: 9097 Test: [70/79] eta: 0:00:06 time: 0.6018 data: 0.0649 max mem: 9097 Test: [78/79] eta: 0:00:00 time: 0.5658 data: 0.0625 max mem: 9097 Test: Total time: 0:00:53 (0.6744 s / it) Averaged stats: Accumulating evaluation results... DONE (t=23.97s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.517 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.692 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.560 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.326 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.563 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.702 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.387 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.648 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.715 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.520 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.766 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 best_stat: {'epoch': 19, 'coco_eval_bbox': 0.5166718910260861} Epoch: [20] [ 0/3696] eta: 4:08:21 lr: 0.000013 loss: 31.7145 (31.7145) loss_bbox: 0.1601 (0.1601) loss_bbox_aux_0: 0.1839 (0.1839) loss_bbox_aux_1: 0.1659 (0.1659) loss_bbox_aux_2: 0.1615 (0.1615) loss_bbox_aux_3: 0.1606 (0.1606) loss_bbox_aux_4: 0.1602 (0.1602) loss_bbox_dn_0: 0.2446 (0.2446) loss_bbox_dn_1: 0.1749 (0.1749) loss_bbox_dn_2: 0.1677 (0.1677) loss_bbox_dn_3: 0.1658 (0.1658) loss_bbox_dn_4: 0.1662 (0.1662) loss_bbox_dn_5: 0.1664 (0.1664) loss_bbox_dn_pre: 0.2492 (0.2492) loss_bbox_enc_0: 0.2189 (0.2189) loss_bbox_pre: 0.1830 (0.1830) loss_dfl: 1.0535 (1.0535) loss_fgl_aux_0: 1.0873 (1.0873) loss_fgl_aux_1: 1.0599 (1.0599) loss_fgl_aux_2: 1.0543 (1.0543) loss_fgl_aux_3: 1.0539 (1.0539) loss_fgl_aux_4: 1.0535 (1.0535) loss_fgl_dn_0: 1.1222 (1.1222) loss_fgl_dn_1: 1.0142 (1.0142) loss_fgl_dn_2: 1.0078 (1.0078) loss_fgl_dn_3: 1.0074 (1.0074) loss_fgl_dn_4: 1.0074 (1.0074) loss_fgl_dn_5: 1.0073 (1.0073) loss_giou: 0.4717 (0.4717) loss_giou_aux_0: 0.5039 (0.5039) loss_giou_aux_1: 0.4769 (0.4769) loss_giou_aux_2: 0.4727 (0.4727) loss_giou_aux_3: 0.4719 (0.4719) loss_giou_aux_4: 0.4718 (0.4718) loss_giou_dn_0: 0.5765 (0.5765) loss_giou_dn_1: 0.4431 (0.4431) loss_giou_dn_2: 0.4298 (0.4298) loss_giou_dn_3: 0.4272 (0.4272) loss_giou_dn_4: 0.4270 (0.4270) loss_giou_dn_5: 0.4272 (0.4272) loss_giou_dn_pre: 0.5745 (0.5745) loss_giou_enc_0: 0.5890 (0.5890) loss_giou_pre: 0.5024 (0.5024) loss_ddf_aux_0: 0.0568 (0.0568) loss_ddf_aux_1: 0.0079 (0.0079) loss_ddf_aux_2: 0.0011 (0.0011) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0000 (0.0000) loss_ddf_dn_0: 0.2593 (0.2593) loss_ddf_dn_1: 0.0318 (0.0318) loss_ddf_dn_2: 0.0052 (0.0052) loss_ddf_dn_3: 0.0004 (0.0004) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.6524 (0.6524) loss_vfl_aux_0: 0.7335 (0.7335) loss_vfl_aux_1: 0.7252 (0.7252) loss_vfl_aux_2: 0.6901 (0.6901) loss_vfl_aux_3: 0.6749 (0.6749) loss_vfl_aux_4: 0.6550 (0.6550) loss_vfl_dn_0: 0.5140 (0.5140) loss_vfl_dn_1: 0.4530 (0.4530) loss_vfl_dn_2: 0.4338 (0.4338) loss_vfl_dn_3: 0.4250 (0.4250) loss_vfl_dn_4: 0.4242 (0.4242) loss_vfl_dn_5: 0.4238 (0.4238) loss_vfl_dn_pre: 0.5141 (0.5141) loss_vfl_enc_0: 0.7689 (0.7689) loss_vfl_pre: 0.7410 (0.7410) time: 4.0317 data: 2.8133 max mem: 9097 Epoch: [20] [ 100/3696] eta: 0:48:55 lr: 0.000013 loss: 32.1814 (32.5070) loss_bbox: 0.1666 (0.1824) loss_bbox_aux_0: 0.1779 (0.1960) loss_bbox_aux_1: 0.1688 (0.1847) loss_bbox_aux_2: 0.1663 (0.1827) loss_bbox_aux_3: 0.1664 (0.1825) loss_bbox_aux_4: 0.1666 (0.1824) loss_bbox_dn_0: 0.2243 (0.2562) loss_bbox_dn_1: 0.1681 (0.1912) loss_bbox_dn_2: 0.1558 (0.1809) loss_bbox_dn_3: 0.1551 (0.1775) loss_bbox_dn_4: 0.1551 (0.1769) loss_bbox_dn_5: 0.1552 (0.1769) loss_bbox_dn_pre: 0.2281 (0.2612) loss_bbox_enc_0: 0.2125 (0.2364) loss_bbox_pre: 0.1756 (0.1960) loss_dfl: 0.9600 (0.9641) loss_fgl_aux_0: 0.9978 (1.0000) loss_fgl_aux_1: 0.9587 (0.9672) loss_fgl_aux_2: 0.9594 (0.9643) loss_fgl_aux_3: 0.9600 (0.9642) loss_fgl_aux_4: 0.9599 (0.9641) loss_fgl_dn_0: 1.1001 (1.0963) loss_fgl_dn_1: 1.0017 (0.9933) loss_fgl_dn_2: 0.9908 (0.9846) loss_fgl_dn_3: 0.9909 (0.9854) loss_fgl_dn_4: 0.9911 (0.9857) loss_fgl_dn_5: 0.9911 (0.9857) loss_giou: 0.5942 (0.5875) loss_giou_aux_0: 0.6205 (0.6140) loss_giou_aux_1: 0.5972 (0.5926) loss_giou_aux_2: 0.5942 (0.5882) loss_giou_aux_3: 0.5938 (0.5875) loss_giou_aux_4: 0.5941 (0.5875) loss_giou_dn_0: 0.5948 (0.6041) loss_giou_dn_1: 0.4831 (0.4929) loss_giou_dn_2: 0.4638 (0.4754) loss_giou_dn_3: 0.4604 (0.4708) loss_giou_dn_4: 0.4585 (0.4700) loss_giou_dn_5: 0.4586 (0.4700) loss_giou_dn_pre: 0.5914 (0.6028) loss_giou_enc_0: 0.7099 (0.6962) loss_giou_pre: 0.6168 (0.6121) loss_ddf_aux_0: 0.0590 (0.0598) loss_ddf_aux_1: 0.0075 (0.0078) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2712 (0.2622) loss_ddf_dn_1: 0.0331 (0.0321) loss_ddf_dn_2: 0.0077 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6602 (0.6823) loss_vfl_aux_0: 0.7322 (0.7564) loss_vfl_aux_1: 0.6980 (0.7336) loss_vfl_aux_2: 0.6732 (0.7138) loss_vfl_aux_3: 0.6615 (0.6917) loss_vfl_aux_4: 0.6532 (0.6828) loss_vfl_dn_0: 0.5004 (0.4966) loss_vfl_dn_1: 0.4388 (0.4388) loss_vfl_dn_2: 0.4240 (0.4232) loss_vfl_dn_3: 0.4142 (0.4134) loss_vfl_dn_4: 0.4105 (0.4103) loss_vfl_dn_5: 0.4094 (0.4097) loss_vfl_dn_pre: 0.5009 (0.4971) loss_vfl_enc_0: 0.7277 (0.7570) loss_vfl_pre: 0.7318 (0.7587) time: 0.7654 data: 0.0310 max mem: 9097 Epoch: [20] [ 200/3696] eta: 1:02:57 lr: 0.000013 loss: 32.8479 (32.6600) loss_bbox: 0.1820 (0.1877) loss_bbox_aux_0: 0.1972 (0.2016) loss_bbox_aux_1: 0.1844 (0.1906) loss_bbox_aux_2: 0.1804 (0.1883) loss_bbox_aux_3: 0.1816 (0.1878) loss_bbox_aux_4: 0.1821 (0.1877) loss_bbox_dn_0: 0.2405 (0.2582) loss_bbox_dn_1: 0.1773 (0.1943) loss_bbox_dn_2: 0.1661 (0.1842) loss_bbox_dn_3: 0.1630 (0.1810) loss_bbox_dn_4: 0.1628 (0.1804) loss_bbox_dn_5: 0.1628 (0.1804) loss_bbox_dn_pre: 0.2482 (0.2636) loss_bbox_enc_0: 0.2297 (0.2409) loss_bbox_pre: 0.1947 (0.2016) loss_dfl: 0.9602 (0.9649) loss_fgl_aux_0: 0.9946 (1.0003) loss_fgl_aux_1: 0.9614 (0.9679) loss_fgl_aux_2: 0.9601 (0.9651) loss_fgl_aux_3: 0.9602 (0.9650) loss_fgl_aux_4: 0.9603 (0.9649) loss_fgl_dn_0: 1.0911 (1.0953) loss_fgl_dn_1: 0.9965 (0.9934) loss_fgl_dn_2: 0.9882 (0.9850) loss_fgl_dn_3: 0.9902 (0.9860) loss_fgl_dn_4: 0.9900 (0.9862) loss_fgl_dn_5: 0.9898 (0.9863) loss_giou: 0.6456 (0.5908) loss_giou_aux_0: 0.6676 (0.6174) loss_giou_aux_1: 0.6509 (0.5964) loss_giou_aux_2: 0.6473 (0.5917) loss_giou_aux_3: 0.6466 (0.5908) loss_giou_aux_4: 0.6461 (0.5908) loss_giou_dn_0: 0.6159 (0.6070) loss_giou_dn_1: 0.5138 (0.4974) loss_giou_dn_2: 0.4972 (0.4798) loss_giou_dn_3: 0.4910 (0.4751) loss_giou_dn_4: 0.4904 (0.4744) loss_giou_dn_5: 0.4905 (0.4744) loss_giou_dn_pre: 0.6188 (0.6058) loss_giou_enc_0: 0.7322 (0.6994) loss_giou_pre: 0.6687 (0.6157) loss_ddf_aux_0: 0.0583 (0.0601) loss_ddf_aux_1: 0.0077 (0.0078) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2429 (0.2585) loss_ddf_dn_1: 0.0309 (0.0328) loss_ddf_dn_2: 0.0068 (0.0070) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6635 (0.6860) loss_vfl_aux_0: 0.7374 (0.7582) loss_vfl_aux_1: 0.6991 (0.7333) loss_vfl_aux_2: 0.6898 (0.7169) loss_vfl_aux_3: 0.6760 (0.6963) loss_vfl_aux_4: 0.6699 (0.6871) loss_vfl_dn_0: 0.5028 (0.4976) loss_vfl_dn_1: 0.4421 (0.4401) loss_vfl_dn_2: 0.4309 (0.4247) loss_vfl_dn_3: 0.4226 (0.4151) loss_vfl_dn_4: 0.4185 (0.4121) loss_vfl_dn_5: 0.4177 (0.4116) loss_vfl_dn_pre: 0.5016 (0.4981) loss_vfl_enc_0: 0.7389 (0.7579) loss_vfl_pre: 0.7419 (0.7603) time: 0.7576 data: 0.0352 max mem: 9097 Epoch: [20] [ 300/3696] eta: 0:55:04 lr: 0.000013 loss: 32.5333 (32.6636) loss_bbox: 0.1829 (0.1886) loss_bbox_aux_0: 0.2005 (0.2025) loss_bbox_aux_1: 0.1863 (0.1915) loss_bbox_aux_2: 0.1826 (0.1891) loss_bbox_aux_3: 0.1831 (0.1887) loss_bbox_aux_4: 0.1831 (0.1886) loss_bbox_dn_0: 0.2429 (0.2581) loss_bbox_dn_1: 0.1791 (0.1943) loss_bbox_dn_2: 0.1679 (0.1843) loss_bbox_dn_3: 0.1660 (0.1812) loss_bbox_dn_4: 0.1653 (0.1807) loss_bbox_dn_5: 0.1650 (0.1807) loss_bbox_dn_pre: 0.2478 (0.2633) loss_bbox_enc_0: 0.2306 (0.2418) loss_bbox_pre: 0.1990 (0.2026) loss_dfl: 0.9575 (0.9645) loss_fgl_aux_0: 0.9928 (0.9997) loss_fgl_aux_1: 0.9613 (0.9674) loss_fgl_aux_2: 0.9572 (0.9646) loss_fgl_aux_3: 0.9574 (0.9645) loss_fgl_aux_4: 0.9570 (0.9645) loss_fgl_dn_0: 1.0893 (1.0955) loss_fgl_dn_1: 0.9827 (0.9937) loss_fgl_dn_2: 0.9733 (0.9850) loss_fgl_dn_3: 0.9742 (0.9860) loss_fgl_dn_4: 0.9744 (0.9862) loss_fgl_dn_5: 0.9744 (0.9862) loss_giou: 0.5792 (0.5913) loss_giou_aux_0: 0.6101 (0.6182) loss_giou_aux_1: 0.5874 (0.5969) loss_giou_aux_2: 0.5838 (0.5921) loss_giou_aux_3: 0.5820 (0.5914) loss_giou_aux_4: 0.5822 (0.5913) loss_giou_dn_0: 0.5891 (0.6064) loss_giou_dn_1: 0.4836 (0.4968) loss_giou_dn_2: 0.4691 (0.4794) loss_giou_dn_3: 0.4672 (0.4748) loss_giou_dn_4: 0.4673 (0.4742) loss_giou_dn_5: 0.4672 (0.4742) loss_giou_dn_pre: 0.5880 (0.6050) loss_giou_enc_0: 0.6969 (0.6989) loss_giou_pre: 0.6069 (0.6163) loss_ddf_aux_0: 0.0588 (0.0601) loss_ddf_aux_1: 0.0079 (0.0079) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2656 (0.2588) loss_ddf_dn_1: 0.0320 (0.0326) loss_ddf_dn_2: 0.0056 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6619 (0.6844) loss_vfl_aux_0: 0.7477 (0.7586) loss_vfl_aux_1: 0.7138 (0.7347) loss_vfl_aux_2: 0.7046 (0.7161) loss_vfl_aux_3: 0.6761 (0.6959) loss_vfl_aux_4: 0.6679 (0.6858) loss_vfl_dn_0: 0.4938 (0.4975) loss_vfl_dn_1: 0.4412 (0.4402) loss_vfl_dn_2: 0.4270 (0.4252) loss_vfl_dn_3: 0.4156 (0.4156) loss_vfl_dn_4: 0.4126 (0.4126) loss_vfl_dn_5: 0.4125 (0.4120) loss_vfl_dn_pre: 0.4955 (0.4980) loss_vfl_enc_0: 0.7496 (0.7565) loss_vfl_pre: 0.7484 (0.7609) time: 0.7561 data: 0.0281 max mem: 9097 Epoch: [20] [ 400/3696] eta: 0:50:30 lr: 0.000013 loss: 33.1846 (32.7292) loss_bbox: 0.1887 (0.1892) loss_bbox_aux_0: 0.2052 (0.2032) loss_bbox_aux_1: 0.1873 (0.1921) loss_bbox_aux_2: 0.1874 (0.1897) loss_bbox_aux_3: 0.1886 (0.1892) loss_bbox_aux_4: 0.1887 (0.1892) loss_bbox_dn_0: 0.2571 (0.2611) loss_bbox_dn_1: 0.2013 (0.1967) loss_bbox_dn_2: 0.1940 (0.1867) loss_bbox_dn_3: 0.1903 (0.1835) loss_bbox_dn_4: 0.1897 (0.1830) loss_bbox_dn_5: 0.1897 (0.1830) loss_bbox_dn_pre: 0.2626 (0.2663) loss_bbox_enc_0: 0.2451 (0.2429) loss_bbox_pre: 0.2037 (0.2034) loss_dfl: 0.9883 (0.9669) loss_fgl_aux_0: 1.0227 (1.0025) loss_fgl_aux_1: 0.9914 (0.9700) loss_fgl_aux_2: 0.9897 (0.9671) loss_fgl_aux_3: 0.9894 (0.9670) loss_fgl_aux_4: 0.9889 (0.9670) loss_fgl_dn_0: 1.1000 (1.0963) loss_fgl_dn_1: 0.9998 (0.9942) loss_fgl_dn_2: 0.9888 (0.9855) loss_fgl_dn_3: 0.9900 (0.9864) loss_fgl_dn_4: 0.9908 (0.9867) loss_fgl_dn_5: 0.9909 (0.9867) loss_giou: 0.5757 (0.5876) loss_giou_aux_0: 0.6006 (0.6147) loss_giou_aux_1: 0.5807 (0.5933) loss_giou_aux_2: 0.5753 (0.5884) loss_giou_aux_3: 0.5762 (0.5877) loss_giou_aux_4: 0.5757 (0.5876) loss_giou_dn_0: 0.6163 (0.6060) loss_giou_dn_1: 0.5039 (0.4964) loss_giou_dn_2: 0.4891 (0.4792) loss_giou_dn_3: 0.4830 (0.4746) loss_giou_dn_4: 0.4829 (0.4739) loss_giou_dn_5: 0.4833 (0.4739) loss_giou_dn_pre: 0.6126 (0.6048) loss_giou_enc_0: 0.6879 (0.6956) loss_giou_pre: 0.5996 (0.6128) loss_ddf_aux_0: 0.0585 (0.0602) loss_ddf_aux_1: 0.0080 (0.0080) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2603 (0.2582) loss_ddf_dn_1: 0.0298 (0.0322) loss_ddf_dn_2: 0.0058 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7060 (0.6909) loss_vfl_aux_0: 0.7992 (0.7670) loss_vfl_aux_1: 0.7596 (0.7418) loss_vfl_aux_2: 0.7303 (0.7216) loss_vfl_aux_3: 0.7089 (0.7016) loss_vfl_aux_4: 0.7106 (0.6919) loss_vfl_dn_0: 0.5021 (0.4981) loss_vfl_dn_1: 0.4458 (0.4404) loss_vfl_dn_2: 0.4288 (0.4252) loss_vfl_dn_3: 0.4189 (0.4159) loss_vfl_dn_4: 0.4159 (0.4127) loss_vfl_dn_5: 0.4148 (0.4121) loss_vfl_dn_pre: 0.5019 (0.4986) loss_vfl_enc_0: 0.7717 (0.7619) loss_vfl_pre: 0.7999 (0.7694) time: 0.7405 data: 0.0255 max mem: 9097 Epoch: [20] [ 500/3696] eta: 0:47:12 lr: 0.000013 loss: 32.5534 (32.7392) loss_bbox: 0.1898 (0.1889) loss_bbox_aux_0: 0.1980 (0.2027) loss_bbox_aux_1: 0.1926 (0.1917) loss_bbox_aux_2: 0.1907 (0.1894) loss_bbox_aux_3: 0.1897 (0.1889) loss_bbox_aux_4: 0.1898 (0.1889) loss_bbox_dn_0: 0.2570 (0.2605) loss_bbox_dn_1: 0.1966 (0.1964) loss_bbox_dn_2: 0.1848 (0.1863) loss_bbox_dn_3: 0.1818 (0.1832) loss_bbox_dn_4: 0.1810 (0.1827) loss_bbox_dn_5: 0.1810 (0.1827) loss_bbox_dn_pre: 0.2580 (0.2657) loss_bbox_enc_0: 0.2358 (0.2422) loss_bbox_pre: 0.1997 (0.2028) loss_dfl: 0.9853 (0.9686) loss_fgl_aux_0: 1.0227 (1.0042) loss_fgl_aux_1: 0.9844 (0.9716) loss_fgl_aux_2: 0.9859 (0.9688) loss_fgl_aux_3: 0.9857 (0.9686) loss_fgl_aux_4: 0.9856 (0.9686) loss_fgl_dn_0: 1.1093 (1.0970) loss_fgl_dn_1: 1.0032 (0.9950) loss_fgl_dn_2: 0.9949 (0.9862) loss_fgl_dn_3: 0.9959 (0.9871) loss_fgl_dn_4: 0.9963 (0.9874) loss_fgl_dn_5: 0.9963 (0.9874) loss_giou: 0.5477 (0.5870) loss_giou_aux_0: 0.5737 (0.6141) loss_giou_aux_1: 0.5497 (0.5927) loss_giou_aux_2: 0.5481 (0.5878) loss_giou_aux_3: 0.5479 (0.5871) loss_giou_aux_4: 0.5475 (0.5871) loss_giou_dn_0: 0.5834 (0.6063) loss_giou_dn_1: 0.4811 (0.4965) loss_giou_dn_2: 0.4644 (0.4791) loss_giou_dn_3: 0.4600 (0.4746) loss_giou_dn_4: 0.4591 (0.4739) loss_giou_dn_5: 0.4591 (0.4739) loss_giou_dn_pre: 0.5830 (0.6050) loss_giou_enc_0: 0.6583 (0.6945) loss_giou_pre: 0.5673 (0.6122) loss_ddf_aux_0: 0.0582 (0.0602) loss_ddf_aux_1: 0.0080 (0.0080) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2566 (0.2583) loss_ddf_dn_1: 0.0340 (0.0324) loss_ddf_dn_2: 0.0067 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6845 (0.6920) loss_vfl_aux_0: 0.7643 (0.7672) loss_vfl_aux_1: 0.7289 (0.7430) loss_vfl_aux_2: 0.7124 (0.7222) loss_vfl_aux_3: 0.6732 (0.7023) loss_vfl_aux_4: 0.6880 (0.6928) loss_vfl_dn_0: 0.4946 (0.4981) loss_vfl_dn_1: 0.4441 (0.4405) loss_vfl_dn_2: 0.4286 (0.4254) loss_vfl_dn_3: 0.4198 (0.4162) loss_vfl_dn_4: 0.4168 (0.4130) loss_vfl_dn_5: 0.4173 (0.4124) loss_vfl_dn_pre: 0.4960 (0.4987) loss_vfl_enc_0: 0.7637 (0.7623) loss_vfl_pre: 0.7610 (0.7699) time: 0.7490 data: 0.0315 max mem: 9097 Epoch: [20] [ 600/3696] eta: 0:44:39 lr: 0.000013 loss: 32.4557 (32.7601) loss_bbox: 0.1920 (0.1895) loss_bbox_aux_0: 0.2031 (0.2037) loss_bbox_aux_1: 0.1943 (0.1924) loss_bbox_aux_2: 0.1924 (0.1901) loss_bbox_aux_3: 0.1919 (0.1896) loss_bbox_aux_4: 0.1918 (0.1895) loss_bbox_dn_0: 0.2586 (0.2623) loss_bbox_dn_1: 0.1812 (0.1977) loss_bbox_dn_2: 0.1673 (0.1874) loss_bbox_dn_3: 0.1651 (0.1843) loss_bbox_dn_4: 0.1658 (0.1838) loss_bbox_dn_5: 0.1658 (0.1838) loss_bbox_dn_pre: 0.2645 (0.2675) loss_bbox_enc_0: 0.2378 (0.2437) loss_bbox_pre: 0.2010 (0.2038) loss_dfl: 0.9721 (0.9686) loss_fgl_aux_0: 1.0182 (1.0049) loss_fgl_aux_1: 0.9740 (0.9717) loss_fgl_aux_2: 0.9721 (0.9688) loss_fgl_aux_3: 0.9725 (0.9686) loss_fgl_aux_4: 0.9722 (0.9686) loss_fgl_dn_0: 1.0929 (1.0971) loss_fgl_dn_1: 0.9928 (0.9948) loss_fgl_dn_2: 0.9801 (0.9858) loss_fgl_dn_3: 0.9806 (0.9867) loss_fgl_dn_4: 0.9813 (0.9870) loss_fgl_dn_5: 0.9813 (0.9870) loss_giou: 0.5474 (0.5863) loss_giou_aux_0: 0.5749 (0.6136) loss_giou_aux_1: 0.5478 (0.5920) loss_giou_aux_2: 0.5468 (0.5871) loss_giou_aux_3: 0.5470 (0.5864) loss_giou_aux_4: 0.5471 (0.5863) loss_giou_dn_0: 0.5930 (0.6067) loss_giou_dn_1: 0.4864 (0.4963) loss_giou_dn_2: 0.4681 (0.4789) loss_giou_dn_3: 0.4602 (0.4744) loss_giou_dn_4: 0.4592 (0.4737) loss_giou_dn_5: 0.4594 (0.4737) loss_giou_dn_pre: 0.5905 (0.6055) loss_giou_enc_0: 0.6697 (0.6942) loss_giou_pre: 0.5740 (0.6117) loss_ddf_aux_0: 0.0660 (0.0609) loss_ddf_aux_1: 0.0087 (0.0081) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2530 (0.2597) loss_ddf_dn_1: 0.0357 (0.0327) loss_ddf_dn_2: 0.0080 (0.0066) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7040 (0.6932) loss_vfl_aux_0: 0.7625 (0.7678) loss_vfl_aux_1: 0.7529 (0.7449) loss_vfl_aux_2: 0.7141 (0.7235) loss_vfl_aux_3: 0.7148 (0.7035) loss_vfl_aux_4: 0.6992 (0.6941) loss_vfl_dn_0: 0.4968 (0.4979) loss_vfl_dn_1: 0.4431 (0.4407) loss_vfl_dn_2: 0.4257 (0.4255) loss_vfl_dn_3: 0.4191 (0.4163) loss_vfl_dn_4: 0.4136 (0.4130) loss_vfl_dn_5: 0.4130 (0.4124) loss_vfl_dn_pre: 0.4970 (0.4985) loss_vfl_enc_0: 0.7485 (0.7623) loss_vfl_pre: 0.7609 (0.7705) time: 0.7726 data: 0.0309 max mem: 9097 Epoch: [20] [ 700/3696] eta: 0:45:59 lr: 0.000013 loss: 32.9007 (32.7611) loss_bbox: 0.1920 (0.1897) loss_bbox_aux_0: 0.2066 (0.2040) loss_bbox_aux_1: 0.1966 (0.1927) loss_bbox_aux_2: 0.1932 (0.1902) loss_bbox_aux_3: 0.1925 (0.1898) loss_bbox_aux_4: 0.1920 (0.1897) loss_bbox_dn_0: 0.2653 (0.2628) loss_bbox_dn_1: 0.1963 (0.1983) loss_bbox_dn_2: 0.1857 (0.1880) loss_bbox_dn_3: 0.1862 (0.1849) loss_bbox_dn_4: 0.1860 (0.1844) loss_bbox_dn_5: 0.1860 (0.1844) loss_bbox_dn_pre: 0.2656 (0.2680) loss_bbox_enc_0: 0.2497 (0.2441) loss_bbox_pre: 0.2070 (0.2041) loss_dfl: 0.9655 (0.9687) loss_fgl_aux_0: 1.0011 (1.0053) loss_fgl_aux_1: 0.9701 (0.9719) loss_fgl_aux_2: 0.9659 (0.9689) loss_fgl_aux_3: 0.9651 (0.9687) loss_fgl_aux_4: 0.9653 (0.9687) loss_fgl_dn_0: 1.0865 (1.0972) loss_fgl_dn_1: 0.9941 (0.9948) loss_fgl_dn_2: 0.9831 (0.9859) loss_fgl_dn_3: 0.9843 (0.9868) loss_fgl_dn_4: 0.9851 (0.9871) loss_fgl_dn_5: 0.9851 (0.9871) loss_giou: 0.5996 (0.5859) loss_giou_aux_0: 0.6253 (0.6132) loss_giou_aux_1: 0.6070 (0.5915) loss_giou_aux_2: 0.6001 (0.5866) loss_giou_aux_3: 0.5993 (0.5860) loss_giou_aux_4: 0.5997 (0.5859) loss_giou_dn_0: 0.5970 (0.6063) loss_giou_dn_1: 0.4814 (0.4961) loss_giou_dn_2: 0.4628 (0.4788) loss_giou_dn_3: 0.4562 (0.4742) loss_giou_dn_4: 0.4558 (0.4735) loss_giou_dn_5: 0.4558 (0.4735) loss_giou_dn_pre: 0.5947 (0.6051) loss_giou_enc_0: 0.7016 (0.6938) loss_giou_pre: 0.6237 (0.6114) loss_ddf_aux_0: 0.0675 (0.0613) loss_ddf_aux_1: 0.0084 (0.0081) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2530 (0.2593) loss_ddf_dn_1: 0.0298 (0.0325) loss_ddf_dn_2: 0.0058 (0.0065) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6849 (0.6928) loss_vfl_aux_0: 0.7460 (0.7681) loss_vfl_aux_1: 0.7256 (0.7453) loss_vfl_aux_2: 0.7115 (0.7238) loss_vfl_aux_3: 0.6907 (0.7034) loss_vfl_aux_4: 0.6785 (0.6939) loss_vfl_dn_0: 0.4924 (0.4978) loss_vfl_dn_1: 0.4381 (0.4404) loss_vfl_dn_2: 0.4232 (0.4253) loss_vfl_dn_3: 0.4150 (0.4160) loss_vfl_dn_4: 0.4109 (0.4127) loss_vfl_dn_5: 0.4113 (0.4121) loss_vfl_dn_pre: 0.4926 (0.4984) loss_vfl_enc_0: 0.7379 (0.7621) loss_vfl_pre: 0.7494 (0.7707) time: 1.6476 data: 0.0229 max mem: 9097 Epoch: [20] [ 800/3696] eta: 0:43:28 lr: 0.000013 loss: 32.6431 (32.7542) loss_bbox: 0.1891 (0.1898) loss_bbox_aux_0: 0.2024 (0.2043) loss_bbox_aux_1: 0.1911 (0.1928) loss_bbox_aux_2: 0.1889 (0.1904) loss_bbox_aux_3: 0.1892 (0.1899) loss_bbox_aux_4: 0.1892 (0.1898) loss_bbox_dn_0: 0.2616 (0.2639) loss_bbox_dn_1: 0.1898 (0.1992) loss_bbox_dn_2: 0.1773 (0.1888) loss_bbox_dn_3: 0.1756 (0.1857) loss_bbox_dn_4: 0.1753 (0.1852) loss_bbox_dn_5: 0.1755 (0.1852) loss_bbox_dn_pre: 0.2674 (0.2692) loss_bbox_enc_0: 0.2509 (0.2448) loss_bbox_pre: 0.2063 (0.2045) loss_dfl: 0.9633 (0.9689) loss_fgl_aux_0: 0.9971 (1.0057) loss_fgl_aux_1: 0.9653 (0.9721) loss_fgl_aux_2: 0.9631 (0.9691) loss_fgl_aux_3: 0.9637 (0.9689) loss_fgl_aux_4: 0.9634 (0.9689) loss_fgl_dn_0: 1.0984 (1.0976) loss_fgl_dn_1: 0.9951 (0.9949) loss_fgl_dn_2: 0.9865 (0.9859) loss_fgl_dn_3: 0.9865 (0.9868) loss_fgl_dn_4: 0.9870 (0.9871) loss_fgl_dn_5: 0.9870 (0.9871) loss_giou: 0.5884 (0.5844) loss_giou_aux_0: 0.6159 (0.6119) loss_giou_aux_1: 0.5908 (0.5901) loss_giou_aux_2: 0.5893 (0.5852) loss_giou_aux_3: 0.5889 (0.5845) loss_giou_aux_4: 0.5887 (0.5845) loss_giou_dn_0: 0.5909 (0.6056) loss_giou_dn_1: 0.4927 (0.4952) loss_giou_dn_2: 0.4763 (0.4778) loss_giou_dn_3: 0.4716 (0.4733) loss_giou_dn_4: 0.4707 (0.4726) loss_giou_dn_5: 0.4707 (0.4726) loss_giou_dn_pre: 0.5877 (0.6043) loss_giou_enc_0: 0.6999 (0.6926) loss_giou_pre: 0.6141 (0.6100) loss_ddf_aux_0: 0.0598 (0.0617) loss_ddf_aux_1: 0.0082 (0.0081) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2503 (0.2598) loss_ddf_dn_1: 0.0304 (0.0325) loss_ddf_dn_2: 0.0065 (0.0065) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6771 (0.6927) loss_vfl_aux_0: 0.7587 (0.7679) loss_vfl_aux_1: 0.7244 (0.7448) loss_vfl_aux_2: 0.7150 (0.7234) loss_vfl_aux_3: 0.6844 (0.7030) loss_vfl_aux_4: 0.6935 (0.6936) loss_vfl_dn_0: 0.4947 (0.4978) loss_vfl_dn_1: 0.4354 (0.4405) loss_vfl_dn_2: 0.4204 (0.4254) loss_vfl_dn_3: 0.4109 (0.4161) loss_vfl_dn_4: 0.4100 (0.4128) loss_vfl_dn_5: 0.4105 (0.4123) loss_vfl_dn_pre: 0.4959 (0.4985) loss_vfl_enc_0: 0.7470 (0.7620) loss_vfl_pre: 0.7627 (0.7705) time: 0.7761 data: 0.0360 max mem: 9097 Epoch: [20] [ 900/3696] eta: 0:41:10 lr: 0.000013 loss: 32.7922 (32.7441) loss_bbox: 0.1852 (0.1905) loss_bbox_aux_0: 0.2006 (0.2049) loss_bbox_aux_1: 0.1887 (0.1934) loss_bbox_aux_2: 0.1872 (0.1910) loss_bbox_aux_3: 0.1863 (0.1906) loss_bbox_aux_4: 0.1855 (0.1905) loss_bbox_dn_0: 0.2440 (0.2640) loss_bbox_dn_1: 0.1832 (0.1993) loss_bbox_dn_2: 0.1753 (0.1889) loss_bbox_dn_3: 0.1696 (0.1857) loss_bbox_dn_4: 0.1693 (0.1852) loss_bbox_dn_5: 0.1692 (0.1852) loss_bbox_dn_pre: 0.2536 (0.2693) loss_bbox_enc_0: 0.2406 (0.2455) loss_bbox_pre: 0.2018 (0.2051) loss_dfl: 0.9621 (0.9683) loss_fgl_aux_0: 0.9995 (1.0050) loss_fgl_aux_1: 0.9650 (0.9714) loss_fgl_aux_2: 0.9624 (0.9685) loss_fgl_aux_3: 0.9618 (0.9683) loss_fgl_aux_4: 0.9618 (0.9683) loss_fgl_dn_0: 1.0994 (1.0977) loss_fgl_dn_1: 0.9870 (0.9948) loss_fgl_dn_2: 0.9778 (0.9858) loss_fgl_dn_3: 0.9792 (0.9866) loss_fgl_dn_4: 0.9798 (0.9869) loss_fgl_dn_5: 0.9797 (0.9869) loss_giou: 0.5882 (0.5843) loss_giou_aux_0: 0.6048 (0.6118) loss_giou_aux_1: 0.5873 (0.5900) loss_giou_aux_2: 0.5877 (0.5851) loss_giou_aux_3: 0.5870 (0.5844) loss_giou_aux_4: 0.5875 (0.5843) loss_giou_dn_0: 0.5834 (0.6049) loss_giou_dn_1: 0.4819 (0.4945) loss_giou_dn_2: 0.4638 (0.4772) loss_giou_dn_3: 0.4535 (0.4726) loss_giou_dn_4: 0.4516 (0.4720) loss_giou_dn_5: 0.4515 (0.4720) loss_giou_dn_pre: 0.5831 (0.6037) loss_giou_enc_0: 0.6805 (0.6923) loss_giou_pre: 0.6041 (0.6099) loss_ddf_aux_0: 0.0632 (0.0618) loss_ddf_aux_1: 0.0083 (0.0081) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2640 (0.2600) loss_ddf_dn_1: 0.0317 (0.0326) loss_ddf_dn_2: 0.0063 (0.0065) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6831 (0.6924) loss_vfl_aux_0: 0.7466 (0.7671) loss_vfl_aux_1: 0.7175 (0.7443) loss_vfl_aux_2: 0.7032 (0.7229) loss_vfl_aux_3: 0.6833 (0.7025) loss_vfl_aux_4: 0.6848 (0.6933) loss_vfl_dn_0: 0.4980 (0.4977) loss_vfl_dn_1: 0.4398 (0.4403) loss_vfl_dn_2: 0.4232 (0.4251) loss_vfl_dn_3: 0.4178 (0.4158) loss_vfl_dn_4: 0.4141 (0.4125) loss_vfl_dn_5: 0.4124 (0.4120) loss_vfl_dn_pre: 0.4998 (0.4983) loss_vfl_enc_0: 0.7462 (0.7622) loss_vfl_pre: 0.7493 (0.7698) time: 0.7549 data: 0.0321 max mem: 9097 Epoch: [20] [1000/3696] eta: 0:39:17 lr: 0.000013 loss: 32.2538 (32.7417) loss_bbox: 0.1777 (0.1898) loss_bbox_aux_0: 0.1897 (0.2042) loss_bbox_aux_1: 0.1810 (0.1927) loss_bbox_aux_2: 0.1770 (0.1903) loss_bbox_aux_3: 0.1776 (0.1899) loss_bbox_aux_4: 0.1777 (0.1898) loss_bbox_dn_0: 0.2740 (0.2646) loss_bbox_dn_1: 0.2102 (0.1998) loss_bbox_dn_2: 0.1984 (0.1893) loss_bbox_dn_3: 0.1975 (0.1861) loss_bbox_dn_4: 0.1962 (0.1856) loss_bbox_dn_5: 0.1961 (0.1856) loss_bbox_dn_pre: 0.2776 (0.2699) loss_bbox_enc_0: 0.2375 (0.2447) loss_bbox_pre: 0.1903 (0.2044) loss_dfl: 0.9624 (0.9678) loss_fgl_aux_0: 1.0019 (1.0048) loss_fgl_aux_1: 0.9706 (0.9710) loss_fgl_aux_2: 0.9627 (0.9681) loss_fgl_aux_3: 0.9626 (0.9679) loss_fgl_aux_4: 0.9624 (0.9679) loss_fgl_dn_0: 1.1031 (1.0976) loss_fgl_dn_1: 0.9948 (0.9945) loss_fgl_dn_2: 0.9855 (0.9855) loss_fgl_dn_3: 0.9866 (0.9864) loss_fgl_dn_4: 0.9868 (0.9866) loss_fgl_dn_5: 0.9867 (0.9867) loss_giou: 0.5713 (0.5841) loss_giou_aux_0: 0.5945 (0.6115) loss_giou_aux_1: 0.5758 (0.5898) loss_giou_aux_2: 0.5717 (0.5849) loss_giou_aux_3: 0.5718 (0.5842) loss_giou_aux_4: 0.5713 (0.5841) loss_giou_dn_0: 0.5984 (0.6051) loss_giou_dn_1: 0.4849 (0.4948) loss_giou_dn_2: 0.4643 (0.4774) loss_giou_dn_3: 0.4613 (0.4728) loss_giou_dn_4: 0.4612 (0.4722) loss_giou_dn_5: 0.4613 (0.4722) loss_giou_dn_pre: 0.5966 (0.6039) loss_giou_enc_0: 0.6815 (0.6920) loss_giou_pre: 0.5944 (0.6097) loss_ddf_aux_0: 0.0611 (0.0620) loss_ddf_aux_1: 0.0080 (0.0081) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2649 (0.2609) loss_ddf_dn_1: 0.0346 (0.0328) loss_ddf_dn_2: 0.0070 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6810 (0.6923) loss_vfl_aux_0: 0.7491 (0.7678) loss_vfl_aux_1: 0.7384 (0.7449) loss_vfl_aux_2: 0.7211 (0.7232) loss_vfl_aux_3: 0.6957 (0.7027) loss_vfl_aux_4: 0.6829 (0.6933) loss_vfl_dn_0: 0.4956 (0.4977) loss_vfl_dn_1: 0.4411 (0.4402) loss_vfl_dn_2: 0.4240 (0.4251) loss_vfl_dn_3: 0.4131 (0.4157) loss_vfl_dn_4: 0.4109 (0.4124) loss_vfl_dn_5: 0.4091 (0.4118) loss_vfl_dn_pre: 0.4975 (0.4983) loss_vfl_enc_0: 0.7631 (0.7626) loss_vfl_pre: 0.7513 (0.7705) time: 0.7691 data: 0.0333 max mem: 9097 Epoch: [20] [1100/3696] eta: 0:37:18 lr: 0.000013 loss: 33.1180 (32.7367) loss_bbox: 0.2054 (0.1900) loss_bbox_aux_0: 0.2228 (0.2044) loss_bbox_aux_1: 0.2092 (0.1929) loss_bbox_aux_2: 0.2051 (0.1905) loss_bbox_aux_3: 0.2056 (0.1901) loss_bbox_aux_4: 0.2055 (0.1900) loss_bbox_dn_0: 0.2770 (0.2650) loss_bbox_dn_1: 0.2192 (0.2001) loss_bbox_dn_2: 0.2080 (0.1897) loss_bbox_dn_3: 0.2034 (0.1865) loss_bbox_dn_4: 0.2032 (0.1860) loss_bbox_dn_5: 0.2032 (0.1860) loss_bbox_dn_pre: 0.2814 (0.2703) loss_bbox_enc_0: 0.2655 (0.2450) loss_bbox_pre: 0.2206 (0.2046) loss_dfl: 0.9662 (0.9678) loss_fgl_aux_0: 1.0109 (1.0049) loss_fgl_aux_1: 0.9732 (0.9710) loss_fgl_aux_2: 0.9659 (0.9681) loss_fgl_aux_3: 0.9662 (0.9679) loss_fgl_aux_4: 0.9661 (0.9678) loss_fgl_dn_0: 1.0971 (1.0975) loss_fgl_dn_1: 0.9898 (0.9944) loss_fgl_dn_2: 0.9810 (0.9853) loss_fgl_dn_3: 0.9838 (0.9862) loss_fgl_dn_4: 0.9840 (0.9865) loss_fgl_dn_5: 0.9840 (0.9865) loss_giou: 0.5683 (0.5833) loss_giou_aux_0: 0.5935 (0.6108) loss_giou_aux_1: 0.5756 (0.5890) loss_giou_aux_2: 0.5675 (0.5841) loss_giou_aux_3: 0.5678 (0.5834) loss_giou_aux_4: 0.5684 (0.5834) loss_giou_dn_0: 0.5997 (0.6048) loss_giou_dn_1: 0.4872 (0.4945) loss_giou_dn_2: 0.4718 (0.4771) loss_giou_dn_3: 0.4645 (0.4726) loss_giou_dn_4: 0.4630 (0.4719) loss_giou_dn_5: 0.4630 (0.4719) loss_giou_dn_pre: 0.5998 (0.6036) loss_giou_enc_0: 0.6753 (0.6913) loss_giou_pre: 0.5901 (0.6089) loss_ddf_aux_0: 0.0608 (0.0619) loss_ddf_aux_1: 0.0077 (0.0081) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2541 (0.2604) loss_ddf_dn_1: 0.0313 (0.0328) loss_ddf_dn_2: 0.0070 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6837 (0.6924) loss_vfl_aux_0: 0.7650 (0.7681) loss_vfl_aux_1: 0.7236 (0.7449) loss_vfl_aux_2: 0.7216 (0.7232) loss_vfl_aux_3: 0.6913 (0.7028) loss_vfl_aux_4: 0.6838 (0.6934) loss_vfl_dn_0: 0.4963 (0.4976) loss_vfl_dn_1: 0.4421 (0.4400) loss_vfl_dn_2: 0.4301 (0.4249) loss_vfl_dn_3: 0.4178 (0.4156) loss_vfl_dn_4: 0.4161 (0.4122) loss_vfl_dn_5: 0.4158 (0.4116) loss_vfl_dn_pre: 0.4974 (0.4982) loss_vfl_enc_0: 0.7701 (0.7631) loss_vfl_pre: 0.7722 (0.7708) time: 0.7582 data: 0.0264 max mem: 9097 Epoch: [20] [1200/3696] eta: 0:35:27 lr: 0.000013 loss: 32.5887 (32.7274) loss_bbox: 0.1883 (0.1898) loss_bbox_aux_0: 0.2038 (0.2043) loss_bbox_aux_1: 0.1932 (0.1927) loss_bbox_aux_2: 0.1871 (0.1903) loss_bbox_aux_3: 0.1879 (0.1898) loss_bbox_aux_4: 0.1883 (0.1898) loss_bbox_dn_0: 0.2669 (0.2650) loss_bbox_dn_1: 0.1975 (0.2002) loss_bbox_dn_2: 0.1844 (0.1896) loss_bbox_dn_3: 0.1814 (0.1864) loss_bbox_dn_4: 0.1804 (0.1859) loss_bbox_dn_5: 0.1804 (0.1859) loss_bbox_dn_pre: 0.2737 (0.2703) loss_bbox_enc_0: 0.2444 (0.2451) loss_bbox_pre: 0.2039 (0.2045) loss_dfl: 0.9616 (0.9678) loss_fgl_aux_0: 0.9987 (1.0049) loss_fgl_aux_1: 0.9661 (0.9710) loss_fgl_aux_2: 0.9630 (0.9680) loss_fgl_aux_3: 0.9622 (0.9678) loss_fgl_aux_4: 0.9614 (0.9678) loss_fgl_dn_0: 1.0975 (1.0975) loss_fgl_dn_1: 0.9946 (0.9944) loss_fgl_dn_2: 0.9883 (0.9853) loss_fgl_dn_3: 0.9889 (0.9862) loss_fgl_dn_4: 0.9894 (0.9865) loss_fgl_dn_5: 0.9896 (0.9865) loss_giou: 0.5885 (0.5826) loss_giou_aux_0: 0.6177 (0.6100) loss_giou_aux_1: 0.5940 (0.5883) loss_giou_aux_2: 0.5893 (0.5834) loss_giou_aux_3: 0.5888 (0.5827) loss_giou_aux_4: 0.5880 (0.5826) loss_giou_dn_0: 0.5958 (0.6043) loss_giou_dn_1: 0.4984 (0.4941) loss_giou_dn_2: 0.4819 (0.4767) loss_giou_dn_3: 0.4778 (0.4722) loss_giou_dn_4: 0.4785 (0.4715) loss_giou_dn_5: 0.4785 (0.4715) loss_giou_dn_pre: 0.5966 (0.6030) loss_giou_enc_0: 0.7138 (0.6909) loss_giou_pre: 0.6174 (0.6082) loss_ddf_aux_0: 0.0622 (0.0621) loss_ddf_aux_1: 0.0079 (0.0081) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2566 (0.2598) loss_ddf_dn_1: 0.0347 (0.0328) loss_ddf_dn_2: 0.0078 (0.0067) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6869 (0.6925) loss_vfl_aux_0: 0.7473 (0.7683) loss_vfl_aux_1: 0.7417 (0.7451) loss_vfl_aux_2: 0.7168 (0.7236) loss_vfl_aux_3: 0.6961 (0.7032) loss_vfl_aux_4: 0.6841 (0.6936) loss_vfl_dn_0: 0.5010 (0.4976) loss_vfl_dn_1: 0.4398 (0.4401) loss_vfl_dn_2: 0.4285 (0.4249) loss_vfl_dn_3: 0.4183 (0.4155) loss_vfl_dn_4: 0.4151 (0.4121) loss_vfl_dn_5: 0.4150 (0.4115) loss_vfl_dn_pre: 0.5010 (0.4983) loss_vfl_enc_0: 0.7523 (0.7633) loss_vfl_pre: 0.7457 (0.7710) time: 0.7504 data: 0.0272 max mem: 9097 Epoch: [20] [1300/3696] eta: 0:33:44 lr: 0.000013 loss: 32.9274 (32.7291) loss_bbox: 0.1842 (0.1897) loss_bbox_aux_0: 0.1960 (0.2043) loss_bbox_aux_1: 0.1880 (0.1927) loss_bbox_aux_2: 0.1851 (0.1903) loss_bbox_aux_3: 0.1845 (0.1898) loss_bbox_aux_4: 0.1843 (0.1897) loss_bbox_dn_0: 0.2720 (0.2656) loss_bbox_dn_1: 0.2086 (0.2007) loss_bbox_dn_2: 0.1959 (0.1901) loss_bbox_dn_3: 0.1969 (0.1869) loss_bbox_dn_4: 0.1958 (0.1864) loss_bbox_dn_5: 0.1958 (0.1864) loss_bbox_dn_pre: 0.2747 (0.2709) loss_bbox_enc_0: 0.2454 (0.2452) loss_bbox_pre: 0.1966 (0.2045) loss_dfl: 0.9531 (0.9678) loss_fgl_aux_0: 0.9867 (1.0051) loss_fgl_aux_1: 0.9540 (0.9709) loss_fgl_aux_2: 0.9536 (0.9680) loss_fgl_aux_3: 0.9529 (0.9678) loss_fgl_aux_4: 0.9532 (0.9678) loss_fgl_dn_0: 1.0848 (1.0973) loss_fgl_dn_1: 0.9847 (0.9941) loss_fgl_dn_2: 0.9776 (0.9851) loss_fgl_dn_3: 0.9788 (0.9860) loss_fgl_dn_4: 0.9789 (0.9863) loss_fgl_dn_5: 0.9791 (0.9863) loss_giou: 0.6253 (0.5820) loss_giou_aux_0: 0.6492 (0.6095) loss_giou_aux_1: 0.6301 (0.5877) loss_giou_aux_2: 0.6231 (0.5828) loss_giou_aux_3: 0.6254 (0.5821) loss_giou_aux_4: 0.6254 (0.5820) loss_giou_dn_0: 0.6165 (0.6042) loss_giou_dn_1: 0.5035 (0.4939) loss_giou_dn_2: 0.4921 (0.4766) loss_giou_dn_3: 0.4883 (0.4721) loss_giou_dn_4: 0.4871 (0.4714) loss_giou_dn_5: 0.4867 (0.4714) loss_giou_dn_pre: 0.6155 (0.6029) loss_giou_enc_0: 0.7224 (0.6904) loss_giou_pre: 0.6466 (0.6076) loss_ddf_aux_0: 0.0603 (0.0622) loss_ddf_aux_1: 0.0078 (0.0081) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2416 (0.2598) loss_ddf_dn_1: 0.0301 (0.0329) loss_ddf_dn_2: 0.0062 (0.0067) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6810 (0.6928) loss_vfl_aux_0: 0.7711 (0.7689) loss_vfl_aux_1: 0.7302 (0.7455) loss_vfl_aux_2: 0.6904 (0.7241) loss_vfl_aux_3: 0.6870 (0.7034) loss_vfl_aux_4: 0.6814 (0.6939) loss_vfl_dn_0: 0.4908 (0.4977) loss_vfl_dn_1: 0.4391 (0.4401) loss_vfl_dn_2: 0.4262 (0.4249) loss_vfl_dn_3: 0.4172 (0.4156) loss_vfl_dn_4: 0.4120 (0.4122) loss_vfl_dn_5: 0.4122 (0.4117) loss_vfl_dn_pre: 0.4925 (0.4983) loss_vfl_enc_0: 0.7476 (0.7638) loss_vfl_pre: 0.7777 (0.7716) time: 0.7546 data: 0.0357 max mem: 9097 Epoch: [20] [1400/3696] eta: 0:32:09 lr: 0.000013 loss: 32.5529 (32.7246) loss_bbox: 0.1855 (0.1897) loss_bbox_aux_0: 0.1961 (0.2043) loss_bbox_aux_1: 0.1850 (0.1927) loss_bbox_aux_2: 0.1843 (0.1903) loss_bbox_aux_3: 0.1851 (0.1898) loss_bbox_aux_4: 0.1855 (0.1897) loss_bbox_dn_0: 0.2575 (0.2657) loss_bbox_dn_1: 0.1896 (0.2007) loss_bbox_dn_2: 0.1793 (0.1902) loss_bbox_dn_3: 0.1757 (0.1870) loss_bbox_dn_4: 0.1754 (0.1865) loss_bbox_dn_5: 0.1753 (0.1865) loss_bbox_dn_pre: 0.2697 (0.2710) loss_bbox_enc_0: 0.2470 (0.2454) loss_bbox_pre: 0.1953 (0.2045) loss_dfl: 0.9689 (0.9675) loss_fgl_aux_0: 1.0019 (1.0049) loss_fgl_aux_1: 0.9715 (0.9707) loss_fgl_aux_2: 0.9701 (0.9677) loss_fgl_aux_3: 0.9690 (0.9675) loss_fgl_aux_4: 0.9691 (0.9675) loss_fgl_dn_0: 1.0979 (1.0973) loss_fgl_dn_1: 0.9934 (0.9940) loss_fgl_dn_2: 0.9839 (0.9850) loss_fgl_dn_3: 0.9863 (0.9859) loss_fgl_dn_4: 0.9865 (0.9862) loss_fgl_dn_5: 0.9868 (0.9862) loss_giou: 0.5676 (0.5818) loss_giou_aux_0: 0.5939 (0.6093) loss_giou_aux_1: 0.5706 (0.5875) loss_giou_aux_2: 0.5672 (0.5827) loss_giou_aux_3: 0.5680 (0.5819) loss_giou_aux_4: 0.5676 (0.5819) loss_giou_dn_0: 0.5798 (0.6038) loss_giou_dn_1: 0.4804 (0.4936) loss_giou_dn_2: 0.4590 (0.4763) loss_giou_dn_3: 0.4512 (0.4718) loss_giou_dn_4: 0.4492 (0.4711) loss_giou_dn_5: 0.4488 (0.4711) loss_giou_dn_pre: 0.5791 (0.6025) loss_giou_enc_0: 0.6775 (0.6902) loss_giou_pre: 0.5936 (0.6075) loss_ddf_aux_0: 0.0626 (0.0622) loss_ddf_aux_1: 0.0079 (0.0081) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2600 (0.2596) loss_ddf_dn_1: 0.0305 (0.0328) loss_ddf_dn_2: 0.0065 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6844 (0.6929) loss_vfl_aux_0: 0.7689 (0.7692) loss_vfl_aux_1: 0.7411 (0.7456) loss_vfl_aux_2: 0.7213 (0.7243) loss_vfl_aux_3: 0.6889 (0.7036) loss_vfl_aux_4: 0.6793 (0.6940) loss_vfl_dn_0: 0.4959 (0.4976) loss_vfl_dn_1: 0.4437 (0.4399) loss_vfl_dn_2: 0.4251 (0.4248) loss_vfl_dn_3: 0.4141 (0.4154) loss_vfl_dn_4: 0.4106 (0.4120) loss_vfl_dn_5: 0.4097 (0.4115) loss_vfl_dn_pre: 0.4960 (0.4983) loss_vfl_enc_0: 0.7764 (0.7641) loss_vfl_pre: 0.7679 (0.7719) time: 0.7628 data: 0.0329 max mem: 9097 Epoch: [20] [1500/3696] eta: 0:30:39 lr: 0.000013 loss: 32.5642 (32.7214) loss_bbox: 0.1768 (0.1894) loss_bbox_aux_0: 0.1956 (0.2040) loss_bbox_aux_1: 0.1822 (0.1923) loss_bbox_aux_2: 0.1777 (0.1899) loss_bbox_aux_3: 0.1771 (0.1895) loss_bbox_aux_4: 0.1768 (0.1894) loss_bbox_dn_0: 0.2556 (0.2653) loss_bbox_dn_1: 0.1927 (0.2005) loss_bbox_dn_2: 0.1852 (0.1899) loss_bbox_dn_3: 0.1846 (0.1867) loss_bbox_dn_4: 0.1841 (0.1862) loss_bbox_dn_5: 0.1839 (0.1862) loss_bbox_dn_pre: 0.2564 (0.2706) loss_bbox_enc_0: 0.2341 (0.2450) loss_bbox_pre: 0.1952 (0.2042) loss_dfl: 0.9601 (0.9675) loss_fgl_aux_0: 1.0064 (1.0050) loss_fgl_aux_1: 0.9638 (0.9708) loss_fgl_aux_2: 0.9601 (0.9678) loss_fgl_aux_3: 0.9601 (0.9676) loss_fgl_aux_4: 0.9600 (0.9675) loss_fgl_dn_0: 1.0978 (1.0974) loss_fgl_dn_1: 0.9995 (0.9941) loss_fgl_dn_2: 0.9886 (0.9851) loss_fgl_dn_3: 0.9899 (0.9859) loss_fgl_dn_4: 0.9901 (0.9862) loss_fgl_dn_5: 0.9900 (0.9862) loss_giou: 0.5597 (0.5820) loss_giou_aux_0: 0.5927 (0.6095) loss_giou_aux_1: 0.5674 (0.5877) loss_giou_aux_2: 0.5607 (0.5829) loss_giou_aux_3: 0.5588 (0.5822) loss_giou_aux_4: 0.5593 (0.5821) loss_giou_dn_0: 0.5938 (0.6038) loss_giou_dn_1: 0.4845 (0.4936) loss_giou_dn_2: 0.4649 (0.4763) loss_giou_dn_3: 0.4564 (0.4719) loss_giou_dn_4: 0.4553 (0.4712) loss_giou_dn_5: 0.4552 (0.4712) loss_giou_dn_pre: 0.5929 (0.6026) loss_giou_enc_0: 0.6769 (0.6902) loss_giou_pre: 0.5899 (0.6077) loss_ddf_aux_0: 0.0628 (0.0623) loss_ddf_aux_1: 0.0079 (0.0081) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2503 (0.2595) loss_ddf_dn_1: 0.0339 (0.0329) loss_ddf_dn_2: 0.0069 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6807 (0.6932) loss_vfl_aux_0: 0.7436 (0.7688) loss_vfl_aux_1: 0.7173 (0.7452) loss_vfl_aux_2: 0.6952 (0.7242) loss_vfl_aux_3: 0.6873 (0.7037) loss_vfl_aux_4: 0.6763 (0.6942) loss_vfl_dn_0: 0.4989 (0.4976) loss_vfl_dn_1: 0.4368 (0.4399) loss_vfl_dn_2: 0.4225 (0.4247) loss_vfl_dn_3: 0.4124 (0.4154) loss_vfl_dn_4: 0.4094 (0.4120) loss_vfl_dn_5: 0.4076 (0.4115) loss_vfl_dn_pre: 0.4996 (0.4983) loss_vfl_enc_0: 0.7539 (0.7642) loss_vfl_pre: 0.7458 (0.7715) time: 0.7468 data: 0.0286 max mem: 9097 Epoch: [20] [1600/3696] eta: 0:29:06 lr: 0.000013 loss: 32.5982 (32.7168) loss_bbox: 0.1869 (0.1895) loss_bbox_aux_0: 0.2025 (0.2041) loss_bbox_aux_1: 0.1904 (0.1924) loss_bbox_aux_2: 0.1873 (0.1900) loss_bbox_aux_3: 0.1866 (0.1896) loss_bbox_aux_4: 0.1867 (0.1895) loss_bbox_dn_0: 0.2568 (0.2656) loss_bbox_dn_1: 0.1937 (0.2006) loss_bbox_dn_2: 0.1831 (0.1900) loss_bbox_dn_3: 0.1798 (0.1868) loss_bbox_dn_4: 0.1784 (0.1863) loss_bbox_dn_5: 0.1783 (0.1863) loss_bbox_dn_pre: 0.2599 (0.2709) loss_bbox_enc_0: 0.2491 (0.2451) loss_bbox_pre: 0.2043 (0.2043) loss_dfl: 0.9687 (0.9671) loss_fgl_aux_0: 1.0024 (1.0046) loss_fgl_aux_1: 0.9691 (0.9703) loss_fgl_aux_2: 0.9679 (0.9673) loss_fgl_aux_3: 0.9687 (0.9671) loss_fgl_aux_4: 0.9688 (0.9671) loss_fgl_dn_0: 1.1050 (1.0973) loss_fgl_dn_1: 0.9944 (0.9939) loss_fgl_dn_2: 0.9844 (0.9849) loss_fgl_dn_3: 0.9839 (0.9858) loss_fgl_dn_4: 0.9839 (0.9861) loss_fgl_dn_5: 0.9838 (0.9861) loss_giou: 0.5539 (0.5821) loss_giou_aux_0: 0.5743 (0.6096) loss_giou_aux_1: 0.5573 (0.5877) loss_giou_aux_2: 0.5537 (0.5829) loss_giou_aux_3: 0.5543 (0.5822) loss_giou_aux_4: 0.5544 (0.5821) loss_giou_dn_0: 0.5761 (0.6035) loss_giou_dn_1: 0.4755 (0.4934) loss_giou_dn_2: 0.4601 (0.4761) loss_giou_dn_3: 0.4564 (0.4716) loss_giou_dn_4: 0.4566 (0.4709) loss_giou_dn_5: 0.4567 (0.4709) loss_giou_dn_pre: 0.5759 (0.6023) loss_giou_enc_0: 0.6631 (0.6901) loss_giou_pre: 0.5735 (0.6077) loss_ddf_aux_0: 0.0607 (0.0624) loss_ddf_aux_1: 0.0074 (0.0081) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2517 (0.2597) loss_ddf_dn_1: 0.0308 (0.0329) loss_ddf_dn_2: 0.0056 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6793 (0.6930) loss_vfl_aux_0: 0.7681 (0.7685) loss_vfl_aux_1: 0.7313 (0.7452) loss_vfl_aux_2: 0.7059 (0.7241) loss_vfl_aux_3: 0.7035 (0.7034) loss_vfl_aux_4: 0.6863 (0.6939) loss_vfl_dn_0: 0.5010 (0.4976) loss_vfl_dn_1: 0.4406 (0.4398) loss_vfl_dn_2: 0.4288 (0.4246) loss_vfl_dn_3: 0.4194 (0.4153) loss_vfl_dn_4: 0.4142 (0.4119) loss_vfl_dn_5: 0.4136 (0.4114) loss_vfl_dn_pre: 0.5008 (0.4983) loss_vfl_enc_0: 0.7709 (0.7644) loss_vfl_pre: 0.7695 (0.7713) time: 0.7497 data: 0.0291 max mem: 9097 Epoch: [20] [1700/3696] eta: 0:27:35 lr: 0.000013 loss: 33.1724 (32.7153) loss_bbox: 0.1882 (0.1896) loss_bbox_aux_0: 0.1963 (0.2042) loss_bbox_aux_1: 0.1866 (0.1926) loss_bbox_aux_2: 0.1877 (0.1901) loss_bbox_aux_3: 0.1884 (0.1897) loss_bbox_aux_4: 0.1881 (0.1896) loss_bbox_dn_0: 0.2559 (0.2659) loss_bbox_dn_1: 0.1992 (0.2009) loss_bbox_dn_2: 0.1876 (0.1903) loss_bbox_dn_3: 0.1850 (0.1871) loss_bbox_dn_4: 0.1843 (0.1866) loss_bbox_dn_5: 0.1842 (0.1866) loss_bbox_dn_pre: 0.2649 (0.2713) loss_bbox_enc_0: 0.2373 (0.2452) loss_bbox_pre: 0.1988 (0.2044) loss_dfl: 0.9595 (0.9669) loss_fgl_aux_0: 0.9903 (1.0044) loss_fgl_aux_1: 0.9636 (0.9701) loss_fgl_aux_2: 0.9601 (0.9671) loss_fgl_aux_3: 0.9586 (0.9669) loss_fgl_aux_4: 0.9593 (0.9669) loss_fgl_dn_0: 1.0850 (1.0972) loss_fgl_dn_1: 0.9850 (0.9937) loss_fgl_dn_2: 0.9744 (0.9847) loss_fgl_dn_3: 0.9746 (0.9856) loss_fgl_dn_4: 0.9750 (0.9859) loss_fgl_dn_5: 0.9750 (0.9859) loss_giou: 0.5802 (0.5820) loss_giou_aux_0: 0.6035 (0.6095) loss_giou_aux_1: 0.5876 (0.5876) loss_giou_aux_2: 0.5817 (0.5828) loss_giou_aux_3: 0.5800 (0.5821) loss_giou_aux_4: 0.5799 (0.5820) loss_giou_dn_0: 0.6053 (0.6034) loss_giou_dn_1: 0.4980 (0.4932) loss_giou_dn_2: 0.4817 (0.4759) loss_giou_dn_3: 0.4762 (0.4714) loss_giou_dn_4: 0.4750 (0.4707) loss_giou_dn_5: 0.4748 (0.4707) loss_giou_dn_pre: 0.6046 (0.6022) loss_giou_enc_0: 0.6816 (0.6900) loss_giou_pre: 0.6026 (0.6076) loss_ddf_aux_0: 0.0587 (0.0623) loss_ddf_aux_1: 0.0071 (0.0081) loss_ddf_aux_2: 0.0011 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2642 (0.2598) loss_ddf_dn_1: 0.0320 (0.0330) loss_ddf_dn_2: 0.0057 (0.0067) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7079 (0.6929) loss_vfl_aux_0: 0.7726 (0.7681) loss_vfl_aux_1: 0.7550 (0.7452) loss_vfl_aux_2: 0.7405 (0.7241) loss_vfl_aux_3: 0.7319 (0.7036) loss_vfl_aux_4: 0.7117 (0.6941) loss_vfl_dn_0: 0.4950 (0.4976) loss_vfl_dn_1: 0.4395 (0.4398) loss_vfl_dn_2: 0.4256 (0.4246) loss_vfl_dn_3: 0.4189 (0.4153) loss_vfl_dn_4: 0.4113 (0.4119) loss_vfl_dn_5: 0.4111 (0.4114) loss_vfl_dn_pre: 0.4952 (0.4983) loss_vfl_enc_0: 0.7573 (0.7644) loss_vfl_pre: 0.7755 (0.7709) time: 0.7705 data: 0.0327 max mem: 9097 Epoch: [20] [1800/3696] eta: 0:26:05 lr: 0.000013 loss: 32.2383 (32.7182) loss_bbox: 0.1919 (0.1898) loss_bbox_aux_0: 0.2014 (0.2044) loss_bbox_aux_1: 0.1969 (0.1927) loss_bbox_aux_2: 0.1925 (0.1903) loss_bbox_aux_3: 0.1920 (0.1899) loss_bbox_aux_4: 0.1920 (0.1898) loss_bbox_dn_0: 0.2508 (0.2664) loss_bbox_dn_1: 0.1909 (0.2013) loss_bbox_dn_2: 0.1804 (0.1907) loss_bbox_dn_3: 0.1770 (0.1875) loss_bbox_dn_4: 0.1761 (0.1870) loss_bbox_dn_5: 0.1763 (0.1870) loss_bbox_dn_pre: 0.2558 (0.2717) loss_bbox_enc_0: 0.2317 (0.2453) loss_bbox_pre: 0.2009 (0.2046) loss_dfl: 0.9770 (0.9668) loss_fgl_aux_0: 1.0174 (1.0043) loss_fgl_aux_1: 0.9791 (0.9700) loss_fgl_aux_2: 0.9765 (0.9670) loss_fgl_aux_3: 0.9766 (0.9668) loss_fgl_aux_4: 0.9770 (0.9668) loss_fgl_dn_0: 1.0943 (1.0971) loss_fgl_dn_1: 0.9901 (0.9935) loss_fgl_dn_2: 0.9818 (0.9845) loss_fgl_dn_3: 0.9821 (0.9854) loss_fgl_dn_4: 0.9820 (0.9857) loss_fgl_dn_5: 0.9821 (0.9857) loss_giou: 0.5448 (0.5817) loss_giou_aux_0: 0.5690 (0.6093) loss_giou_aux_1: 0.5486 (0.5873) loss_giou_aux_2: 0.5458 (0.5825) loss_giou_aux_3: 0.5450 (0.5818) loss_giou_aux_4: 0.5455 (0.5817) loss_giou_dn_0: 0.5914 (0.6035) loss_giou_dn_1: 0.4827 (0.4932) loss_giou_dn_2: 0.4655 (0.4759) loss_giou_dn_3: 0.4565 (0.4715) loss_giou_dn_4: 0.4563 (0.4707) loss_giou_dn_5: 0.4563 (0.4707) loss_giou_dn_pre: 0.5898 (0.6023) loss_giou_enc_0: 0.6531 (0.6898) loss_giou_pre: 0.5681 (0.6075) loss_ddf_aux_0: 0.0586 (0.0624) loss_ddf_aux_1: 0.0077 (0.0081) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2654 (0.2600) loss_ddf_dn_1: 0.0335 (0.0330) loss_ddf_dn_2: 0.0066 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6882 (0.6934) loss_vfl_aux_0: 0.7609 (0.7681) loss_vfl_aux_1: 0.7318 (0.7454) loss_vfl_aux_2: 0.7167 (0.7245) loss_vfl_aux_3: 0.6962 (0.7041) loss_vfl_aux_4: 0.6807 (0.6945) loss_vfl_dn_0: 0.4930 (0.4976) loss_vfl_dn_1: 0.4365 (0.4397) loss_vfl_dn_2: 0.4208 (0.4245) loss_vfl_dn_3: 0.4147 (0.4153) loss_vfl_dn_4: 0.4094 (0.4119) loss_vfl_dn_5: 0.4075 (0.4114) loss_vfl_dn_pre: 0.4944 (0.4983) loss_vfl_enc_0: 0.7700 (0.7647) loss_vfl_pre: 0.7706 (0.7709) time: 0.7511 data: 0.0285 max mem: 9097 Epoch: [20] [1900/3696] eta: 0:24:37 lr: 0.000013 loss: 32.3333 (32.7146) loss_bbox: 0.1777 (0.1894) loss_bbox_aux_0: 0.1913 (0.2040) loss_bbox_aux_1: 0.1803 (0.1924) loss_bbox_aux_2: 0.1814 (0.1900) loss_bbox_aux_3: 0.1777 (0.1895) loss_bbox_aux_4: 0.1778 (0.1894) loss_bbox_dn_0: 0.2567 (0.2658) loss_bbox_dn_1: 0.1940 (0.2008) loss_bbox_dn_2: 0.1833 (0.1902) loss_bbox_dn_3: 0.1797 (0.1870) loss_bbox_dn_4: 0.1794 (0.1865) loss_bbox_dn_5: 0.1791 (0.1865) loss_bbox_dn_pre: 0.2581 (0.2711) loss_bbox_enc_0: 0.2235 (0.2448) loss_bbox_pre: 0.1905 (0.2042) loss_dfl: 0.9491 (0.9663) loss_fgl_aux_0: 0.9792 (1.0037) loss_fgl_aux_1: 0.9497 (0.9695) loss_fgl_aux_2: 0.9484 (0.9665) loss_fgl_aux_3: 0.9499 (0.9663) loss_fgl_aux_4: 0.9499 (0.9663) loss_fgl_dn_0: 1.0878 (1.0969) loss_fgl_dn_1: 0.9908 (0.9934) loss_fgl_dn_2: 0.9796 (0.9844) loss_fgl_dn_3: 0.9810 (0.9853) loss_fgl_dn_4: 0.9812 (0.9856) loss_fgl_dn_5: 0.9813 (0.9856) loss_giou: 0.5916 (0.5828) loss_giou_aux_0: 0.6211 (0.6104) loss_giou_aux_1: 0.5974 (0.5884) loss_giou_aux_2: 0.5902 (0.5836) loss_giou_aux_3: 0.5903 (0.5829) loss_giou_aux_4: 0.5909 (0.5828) loss_giou_dn_0: 0.5914 (0.6040) loss_giou_dn_1: 0.4810 (0.4937) loss_giou_dn_2: 0.4689 (0.4764) loss_giou_dn_3: 0.4631 (0.4719) loss_giou_dn_4: 0.4628 (0.4712) loss_giou_dn_5: 0.4629 (0.4712) loss_giou_dn_pre: 0.5908 (0.6028) loss_giou_enc_0: 0.6914 (0.6908) loss_giou_pre: 0.6188 (0.6086) loss_ddf_aux_0: 0.0581 (0.0623) loss_ddf_aux_1: 0.0077 (0.0081) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2563 (0.2597) loss_ddf_dn_1: 0.0313 (0.0329) loss_ddf_dn_2: 0.0063 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6759 (0.6928) loss_vfl_aux_0: 0.7376 (0.7674) loss_vfl_aux_1: 0.7204 (0.7446) loss_vfl_aux_2: 0.7031 (0.7238) loss_vfl_aux_3: 0.6924 (0.7036) loss_vfl_aux_4: 0.6765 (0.6939) loss_vfl_dn_0: 0.4904 (0.4976) loss_vfl_dn_1: 0.4318 (0.4397) loss_vfl_dn_2: 0.4171 (0.4246) loss_vfl_dn_3: 0.4103 (0.4154) loss_vfl_dn_4: 0.4045 (0.4119) loss_vfl_dn_5: 0.4065 (0.4114) loss_vfl_dn_pre: 0.4914 (0.4982) loss_vfl_enc_0: 0.7499 (0.7642) loss_vfl_pre: 0.7413 (0.7702) time: 0.8778 data: 0.0199 max mem: 9097 Epoch: [20] [2000/3696] eta: 0:23:09 lr: 0.000013 loss: 31.5959 (32.7067) loss_bbox: 0.1811 (0.1894) loss_bbox_aux_0: 0.1951 (0.2039) loss_bbox_aux_1: 0.1844 (0.1923) loss_bbox_aux_2: 0.1830 (0.1899) loss_bbox_aux_3: 0.1810 (0.1895) loss_bbox_aux_4: 0.1809 (0.1894) loss_bbox_dn_0: 0.2603 (0.2659) loss_bbox_dn_1: 0.1896 (0.2007) loss_bbox_dn_2: 0.1841 (0.1902) loss_bbox_dn_3: 0.1804 (0.1870) loss_bbox_dn_4: 0.1783 (0.1865) loss_bbox_dn_5: 0.1783 (0.1865) loss_bbox_dn_pre: 0.2658 (0.2712) loss_bbox_enc_0: 0.2455 (0.2448) loss_bbox_pre: 0.1940 (0.2042) loss_dfl: 0.9549 (0.9662) loss_fgl_aux_0: 0.9908 (1.0036) loss_fgl_aux_1: 0.9596 (0.9694) loss_fgl_aux_2: 0.9558 (0.9664) loss_fgl_aux_3: 0.9555 (0.9662) loss_fgl_aux_4: 0.9551 (0.9662) loss_fgl_dn_0: 1.0886 (1.0970) loss_fgl_dn_1: 0.9811 (0.9933) loss_fgl_dn_2: 0.9702 (0.9843) loss_fgl_dn_3: 0.9724 (0.9851) loss_fgl_dn_4: 0.9728 (0.9854) loss_fgl_dn_5: 0.9729 (0.9855) loss_giou: 0.5308 (0.5821) loss_giou_aux_0: 0.5670 (0.6096) loss_giou_aux_1: 0.5384 (0.5877) loss_giou_aux_2: 0.5328 (0.5829) loss_giou_aux_3: 0.5310 (0.5822) loss_giou_aux_4: 0.5308 (0.5821) loss_giou_dn_0: 0.5729 (0.6036) loss_giou_dn_1: 0.4662 (0.4932) loss_giou_dn_2: 0.4473 (0.4759) loss_giou_dn_3: 0.4440 (0.4715) loss_giou_dn_4: 0.4425 (0.4707) loss_giou_dn_5: 0.4426 (0.4707) loss_giou_dn_pre: 0.5729 (0.6024) loss_giou_enc_0: 0.6426 (0.6901) loss_giou_pre: 0.5652 (0.6078) loss_ddf_aux_0: 0.0598 (0.0623) loss_ddf_aux_1: 0.0078 (0.0081) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2638 (0.2600) loss_ddf_dn_1: 0.0344 (0.0330) loss_ddf_dn_2: 0.0069 (0.0068) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6816 (0.6930) loss_vfl_aux_0: 0.7765 (0.7679) loss_vfl_aux_1: 0.7297 (0.7447) loss_vfl_aux_2: 0.7142 (0.7238) loss_vfl_aux_3: 0.7009 (0.7038) loss_vfl_aux_4: 0.6832 (0.6941) loss_vfl_dn_0: 0.4897 (0.4975) loss_vfl_dn_1: 0.4310 (0.4397) loss_vfl_dn_2: 0.4128 (0.4245) loss_vfl_dn_3: 0.4063 (0.4153) loss_vfl_dn_4: 0.3983 (0.4119) loss_vfl_dn_5: 0.3992 (0.4113) loss_vfl_dn_pre: 0.4904 (0.4982) loss_vfl_enc_0: 0.7694 (0.7647) loss_vfl_pre: 0.7812 (0.7707) time: 0.7546 data: 0.0304 max mem: 9097 Epoch: [20] [2100/3696] eta: 0:21:41 lr: 0.000013 loss: 32.3286 (32.7077) loss_bbox: 0.1764 (0.1895) loss_bbox_aux_0: 0.1904 (0.2041) loss_bbox_aux_1: 0.1780 (0.1925) loss_bbox_aux_2: 0.1766 (0.1900) loss_bbox_aux_3: 0.1766 (0.1896) loss_bbox_aux_4: 0.1764 (0.1895) loss_bbox_dn_0: 0.2694 (0.2661) loss_bbox_dn_1: 0.1907 (0.2009) loss_bbox_dn_2: 0.1799 (0.1903) loss_bbox_dn_3: 0.1761 (0.1871) loss_bbox_dn_4: 0.1766 (0.1866) loss_bbox_dn_5: 0.1767 (0.1866) loss_bbox_dn_pre: 0.2723 (0.2715) loss_bbox_enc_0: 0.2379 (0.2451) loss_bbox_pre: 0.1893 (0.2043) loss_dfl: 0.9700 (0.9661) loss_fgl_aux_0: 1.0116 (1.0036) loss_fgl_aux_1: 0.9718 (0.9694) loss_fgl_aux_2: 0.9695 (0.9663) loss_fgl_aux_3: 0.9694 (0.9662) loss_fgl_aux_4: 0.9696 (0.9661) loss_fgl_dn_0: 1.0995 (1.0970) loss_fgl_dn_1: 0.9947 (0.9933) loss_fgl_dn_2: 0.9892 (0.9843) loss_fgl_dn_3: 0.9910 (0.9851) loss_fgl_dn_4: 0.9911 (0.9855) loss_fgl_dn_5: 0.9911 (0.9855) loss_giou: 0.5489 (0.5820) loss_giou_aux_0: 0.5628 (0.6096) loss_giou_aux_1: 0.5535 (0.5876) loss_giou_aux_2: 0.5485 (0.5829) loss_giou_aux_3: 0.5483 (0.5821) loss_giou_aux_4: 0.5490 (0.5821) loss_giou_dn_0: 0.5948 (0.6037) loss_giou_dn_1: 0.4931 (0.4932) loss_giou_dn_2: 0.4744 (0.4759) loss_giou_dn_3: 0.4698 (0.4714) loss_giou_dn_4: 0.4687 (0.4707) loss_giou_dn_5: 0.4687 (0.4707) loss_giou_dn_pre: 0.5975 (0.6025) loss_giou_enc_0: 0.6590 (0.6902) loss_giou_pre: 0.5624 (0.6077) loss_ddf_aux_0: 0.0581 (0.0622) loss_ddf_aux_1: 0.0075 (0.0081) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2691 (0.2599) loss_ddf_dn_1: 0.0319 (0.0330) loss_ddf_dn_2: 0.0067 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6863 (0.6929) loss_vfl_aux_0: 0.7725 (0.7679) loss_vfl_aux_1: 0.7462 (0.7447) loss_vfl_aux_2: 0.7086 (0.7238) loss_vfl_aux_3: 0.7051 (0.7037) loss_vfl_aux_4: 0.6870 (0.6941) loss_vfl_dn_0: 0.4936 (0.4975) loss_vfl_dn_1: 0.4391 (0.4396) loss_vfl_dn_2: 0.4167 (0.4244) loss_vfl_dn_3: 0.4110 (0.4152) loss_vfl_dn_4: 0.4084 (0.4118) loss_vfl_dn_5: 0.4075 (0.4113) loss_vfl_dn_pre: 0.4947 (0.4981) loss_vfl_enc_0: 0.7749 (0.7647) loss_vfl_pre: 0.7794 (0.7708) time: 0.7728 data: 0.0301 max mem: 9097 Epoch: [20] [2200/3696] eta: 0:20:17 lr: 0.000013 loss: 32.8063 (32.7080) loss_bbox: 0.1631 (0.1893) loss_bbox_aux_0: 0.1829 (0.2038) loss_bbox_aux_1: 0.1676 (0.1922) loss_bbox_aux_2: 0.1643 (0.1898) loss_bbox_aux_3: 0.1631 (0.1893) loss_bbox_aux_4: 0.1629 (0.1893) loss_bbox_dn_0: 0.2439 (0.2661) loss_bbox_dn_1: 0.1847 (0.2009) loss_bbox_dn_2: 0.1757 (0.1903) loss_bbox_dn_3: 0.1737 (0.1871) loss_bbox_dn_4: 0.1745 (0.1866) loss_bbox_dn_5: 0.1745 (0.1866) loss_bbox_dn_pre: 0.2433 (0.2714) loss_bbox_enc_0: 0.2244 (0.2449) loss_bbox_pre: 0.1842 (0.2041) loss_dfl: 0.9914 (0.9665) loss_fgl_aux_0: 1.0221 (1.0039) loss_fgl_aux_1: 0.9936 (0.9697) loss_fgl_aux_2: 0.9914 (0.9667) loss_fgl_aux_3: 0.9917 (0.9665) loss_fgl_aux_4: 0.9912 (0.9665) loss_fgl_dn_0: 1.0927 (1.0971) loss_fgl_dn_1: 0.9971 (0.9934) loss_fgl_dn_2: 0.9877 (0.9844) loss_fgl_dn_3: 0.9873 (0.9852) loss_fgl_dn_4: 0.9879 (0.9856) loss_fgl_dn_5: 0.9879 (0.9856) loss_giou: 0.5476 (0.5818) loss_giou_aux_0: 0.5761 (0.6093) loss_giou_aux_1: 0.5555 (0.5873) loss_giou_aux_2: 0.5517 (0.5826) loss_giou_aux_3: 0.5482 (0.5818) loss_giou_aux_4: 0.5482 (0.5818) loss_giou_dn_0: 0.5991 (0.6036) loss_giou_dn_1: 0.4885 (0.4931) loss_giou_dn_2: 0.4661 (0.4758) loss_giou_dn_3: 0.4640 (0.4713) loss_giou_dn_4: 0.4634 (0.4706) loss_giou_dn_5: 0.4633 (0.4706) loss_giou_dn_pre: 0.5977 (0.6025) loss_giou_enc_0: 0.6683 (0.6898) loss_giou_pre: 0.5746 (0.6074) loss_ddf_aux_0: 0.0608 (0.0623) loss_ddf_aux_1: 0.0080 (0.0081) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2502 (0.2601) loss_ddf_dn_1: 0.0332 (0.0331) loss_ddf_dn_2: 0.0069 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6880 (0.6933) loss_vfl_aux_0: 0.7581 (0.7680) loss_vfl_aux_1: 0.7261 (0.7450) loss_vfl_aux_2: 0.7153 (0.7242) loss_vfl_aux_3: 0.6897 (0.7041) loss_vfl_aux_4: 0.6830 (0.6945) loss_vfl_dn_0: 0.4918 (0.4975) loss_vfl_dn_1: 0.4332 (0.4396) loss_vfl_dn_2: 0.4223 (0.4245) loss_vfl_dn_3: 0.4136 (0.4153) loss_vfl_dn_4: 0.4100 (0.4119) loss_vfl_dn_5: 0.4079 (0.4113) loss_vfl_dn_pre: 0.4920 (0.4982) loss_vfl_enc_0: 0.7540 (0.7649) loss_vfl_pre: 0.7600 (0.7708) time: 0.7907 data: 0.0335 max mem: 9097 Epoch: [20] [2300/3696] eta: 0:19:05 lr: 0.000013 loss: 31.9127 (32.7050) loss_bbox: 0.1850 (0.1891) loss_bbox_aux_0: 0.2049 (0.2036) loss_bbox_aux_1: 0.1899 (0.1920) loss_bbox_aux_2: 0.1859 (0.1896) loss_bbox_aux_3: 0.1849 (0.1891) loss_bbox_aux_4: 0.1850 (0.1891) loss_bbox_dn_0: 0.2624 (0.2657) loss_bbox_dn_1: 0.2035 (0.2006) loss_bbox_dn_2: 0.1917 (0.1900) loss_bbox_dn_3: 0.1920 (0.1868) loss_bbox_dn_4: 0.1928 (0.1864) loss_bbox_dn_5: 0.1925 (0.1864) loss_bbox_dn_pre: 0.2689 (0.2710) loss_bbox_enc_0: 0.2548 (0.2446) loss_bbox_pre: 0.2051 (0.2039) loss_dfl: 0.9650 (0.9662) loss_fgl_aux_0: 1.0049 (1.0035) loss_fgl_aux_1: 0.9679 (0.9694) loss_fgl_aux_2: 0.9664 (0.9664) loss_fgl_aux_3: 0.9654 (0.9662) loss_fgl_aux_4: 0.9652 (0.9662) loss_fgl_dn_0: 1.0936 (1.0969) loss_fgl_dn_1: 0.9788 (0.9933) loss_fgl_dn_2: 0.9654 (0.9843) loss_fgl_dn_3: 0.9654 (0.9852) loss_fgl_dn_4: 0.9650 (0.9855) loss_fgl_dn_5: 0.9651 (0.9855) loss_giou: 0.5094 (0.5824) loss_giou_aux_0: 0.5394 (0.6099) loss_giou_aux_1: 0.5165 (0.5880) loss_giou_aux_2: 0.5094 (0.5833) loss_giou_aux_3: 0.5100 (0.5825) loss_giou_aux_4: 0.5094 (0.5825) loss_giou_dn_0: 0.5596 (0.6039) loss_giou_dn_1: 0.4590 (0.4935) loss_giou_dn_2: 0.4358 (0.4762) loss_giou_dn_3: 0.4325 (0.4718) loss_giou_dn_4: 0.4330 (0.4711) loss_giou_dn_5: 0.4330 (0.4711) loss_giou_dn_pre: 0.5584 (0.6027) loss_giou_enc_0: 0.6151 (0.6903) loss_giou_pre: 0.5382 (0.6081) loss_ddf_aux_0: 0.0644 (0.0622) loss_ddf_aux_1: 0.0085 (0.0081) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2622 (0.2597) loss_ddf_dn_1: 0.0324 (0.0330) loss_ddf_dn_2: 0.0061 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6744 (0.6929) loss_vfl_aux_0: 0.7614 (0.7674) loss_vfl_aux_1: 0.7368 (0.7447) loss_vfl_aux_2: 0.7115 (0.7240) loss_vfl_aux_3: 0.6873 (0.7038) loss_vfl_aux_4: 0.6801 (0.6942) loss_vfl_dn_0: 0.4926 (0.4974) loss_vfl_dn_1: 0.4271 (0.4395) loss_vfl_dn_2: 0.4101 (0.4244) loss_vfl_dn_3: 0.3955 (0.4152) loss_vfl_dn_4: 0.3923 (0.4118) loss_vfl_dn_5: 0.3934 (0.4112) loss_vfl_dn_pre: 0.4933 (0.4981) loss_vfl_enc_0: 0.7557 (0.7641) loss_vfl_pre: 0.7646 (0.7703) time: 0.6810 data: 0.0208 max mem: 9097 Epoch: [20] [2400/3696] eta: 0:17:38 lr: 0.000013 loss: 31.9955 (32.7023) loss_bbox: 0.1782 (0.1891) loss_bbox_aux_0: 0.1923 (0.2037) loss_bbox_aux_1: 0.1782 (0.1921) loss_bbox_aux_2: 0.1775 (0.1896) loss_bbox_aux_3: 0.1779 (0.1892) loss_bbox_aux_4: 0.1780 (0.1891) loss_bbox_dn_0: 0.2532 (0.2660) loss_bbox_dn_1: 0.1837 (0.2008) loss_bbox_dn_2: 0.1701 (0.1903) loss_bbox_dn_3: 0.1673 (0.1871) loss_bbox_dn_4: 0.1674 (0.1866) loss_bbox_dn_5: 0.1674 (0.1866) loss_bbox_dn_pre: 0.2628 (0.2713) loss_bbox_enc_0: 0.2302 (0.2447) loss_bbox_pre: 0.1932 (0.2039) loss_dfl: 0.9519 (0.9661) loss_fgl_aux_0: 0.9894 (1.0034) loss_fgl_aux_1: 0.9584 (0.9694) loss_fgl_aux_2: 0.9530 (0.9663) loss_fgl_aux_3: 0.9522 (0.9661) loss_fgl_aux_4: 0.9518 (0.9661) loss_fgl_dn_0: 1.0976 (1.0969) loss_fgl_dn_1: 0.9828 (0.9932) loss_fgl_dn_2: 0.9716 (0.9842) loss_fgl_dn_3: 0.9716 (0.9850) loss_fgl_dn_4: 0.9718 (0.9854) loss_fgl_dn_5: 0.9720 (0.9854) loss_giou: 0.5495 (0.5820) loss_giou_aux_0: 0.5841 (0.6095) loss_giou_aux_1: 0.5593 (0.5876) loss_giou_aux_2: 0.5525 (0.5828) loss_giou_aux_3: 0.5500 (0.5821) loss_giou_aux_4: 0.5496 (0.5820) loss_giou_dn_0: 0.6033 (0.6037) loss_giou_dn_1: 0.4911 (0.4933) loss_giou_dn_2: 0.4714 (0.4761) loss_giou_dn_3: 0.4683 (0.4716) loss_giou_dn_4: 0.4676 (0.4709) loss_giou_dn_5: 0.4678 (0.4709) loss_giou_dn_pre: 0.5983 (0.6025) loss_giou_enc_0: 0.6625 (0.6898) loss_giou_pre: 0.5832 (0.6077) loss_ddf_aux_0: 0.0629 (0.0623) loss_ddf_aux_1: 0.0082 (0.0081) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2468 (0.2597) loss_ddf_dn_1: 0.0307 (0.0331) loss_ddf_dn_2: 0.0059 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6689 (0.6929) loss_vfl_aux_0: 0.7662 (0.7679) loss_vfl_aux_1: 0.7303 (0.7449) loss_vfl_aux_2: 0.6980 (0.7239) loss_vfl_aux_3: 0.6943 (0.7038) loss_vfl_aux_4: 0.6814 (0.6942) loss_vfl_dn_0: 0.4930 (0.4974) loss_vfl_dn_1: 0.4329 (0.4394) loss_vfl_dn_2: 0.4149 (0.4243) loss_vfl_dn_3: 0.4086 (0.4151) loss_vfl_dn_4: 0.4031 (0.4117) loss_vfl_dn_5: 0.4037 (0.4111) loss_vfl_dn_pre: 0.4935 (0.4981) loss_vfl_enc_0: 0.7731 (0.7646) loss_vfl_pre: 0.7689 (0.7708) time: 0.7606 data: 0.0323 max mem: 9097 Epoch: [20] [2500/3696] eta: 0:16:13 lr: 0.000013 loss: 32.7586 (32.6972) loss_bbox: 0.1814 (0.1891) loss_bbox_aux_0: 0.1914 (0.2037) loss_bbox_aux_1: 0.1844 (0.1921) loss_bbox_aux_2: 0.1810 (0.1897) loss_bbox_aux_3: 0.1816 (0.1892) loss_bbox_aux_4: 0.1814 (0.1891) loss_bbox_dn_0: 0.2681 (0.2659) loss_bbox_dn_1: 0.1982 (0.2008) loss_bbox_dn_2: 0.1863 (0.1903) loss_bbox_dn_3: 0.1833 (0.1871) loss_bbox_dn_4: 0.1803 (0.1866) loss_bbox_dn_5: 0.1803 (0.1866) loss_bbox_dn_pre: 0.2726 (0.2712) loss_bbox_enc_0: 0.2242 (0.2446) loss_bbox_pre: 0.1917 (0.2039) loss_dfl: 0.9625 (0.9661) loss_fgl_aux_0: 1.0009 (1.0034) loss_fgl_aux_1: 0.9632 (0.9694) loss_fgl_aux_2: 0.9634 (0.9664) loss_fgl_aux_3: 0.9624 (0.9662) loss_fgl_aux_4: 0.9627 (0.9661) loss_fgl_dn_0: 1.0900 (1.0968) loss_fgl_dn_1: 0.9846 (0.9931) loss_fgl_dn_2: 0.9777 (0.9841) loss_fgl_dn_3: 0.9786 (0.9849) loss_fgl_dn_4: 0.9788 (0.9853) loss_fgl_dn_5: 0.9788 (0.9853) loss_giou: 0.5745 (0.5815) loss_giou_aux_0: 0.6037 (0.6090) loss_giou_aux_1: 0.5800 (0.5871) loss_giou_aux_2: 0.5763 (0.5824) loss_giou_aux_3: 0.5764 (0.5816) loss_giou_aux_4: 0.5746 (0.5816) loss_giou_dn_0: 0.5992 (0.6033) loss_giou_dn_1: 0.4870 (0.4930) loss_giou_dn_2: 0.4703 (0.4758) loss_giou_dn_3: 0.4677 (0.4714) loss_giou_dn_4: 0.4669 (0.4706) loss_giou_dn_5: 0.4670 (0.4706) loss_giou_dn_pre: 0.5975 (0.6022) loss_giou_enc_0: 0.6703 (0.6892) loss_giou_pre: 0.6025 (0.6072) loss_ddf_aux_0: 0.0576 (0.0622) loss_ddf_aux_1: 0.0076 (0.0081) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2550 (0.2594) loss_ddf_dn_1: 0.0306 (0.0330) loss_ddf_dn_2: 0.0058 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6909 (0.6931) loss_vfl_aux_0: 0.7523 (0.7681) loss_vfl_aux_1: 0.7354 (0.7452) loss_vfl_aux_2: 0.7078 (0.7241) loss_vfl_aux_3: 0.6912 (0.7040) loss_vfl_aux_4: 0.6895 (0.6945) loss_vfl_dn_0: 0.4905 (0.4974) loss_vfl_dn_1: 0.4388 (0.4394) loss_vfl_dn_2: 0.4263 (0.4242) loss_vfl_dn_3: 0.4169 (0.4150) loss_vfl_dn_4: 0.4120 (0.4116) loss_vfl_dn_5: 0.4106 (0.4111) loss_vfl_dn_pre: 0.4918 (0.4981) loss_vfl_enc_0: 0.7580 (0.7648) loss_vfl_pre: 0.7590 (0.7710) time: 0.7184 data: 0.0258 max mem: 9097 Epoch: [20] [2600/3696] eta: 0:14:49 lr: 0.000013 loss: 32.5025 (32.6995) loss_bbox: 0.1708 (0.1891) loss_bbox_aux_0: 0.1871 (0.2036) loss_bbox_aux_1: 0.1733 (0.1920) loss_bbox_aux_2: 0.1704 (0.1896) loss_bbox_aux_3: 0.1712 (0.1892) loss_bbox_aux_4: 0.1709 (0.1891) loss_bbox_dn_0: 0.2528 (0.2659) loss_bbox_dn_1: 0.1896 (0.2008) loss_bbox_dn_2: 0.1821 (0.1903) loss_bbox_dn_3: 0.1802 (0.1871) loss_bbox_dn_4: 0.1804 (0.1866) loss_bbox_dn_5: 0.1805 (0.1866) loss_bbox_dn_pre: 0.2557 (0.2713) loss_bbox_enc_0: 0.2277 (0.2445) loss_bbox_pre: 0.1874 (0.2039) loss_dfl: 0.9758 (0.9663) loss_fgl_aux_0: 1.0056 (1.0036) loss_fgl_aux_1: 0.9779 (0.9696) loss_fgl_aux_2: 0.9767 (0.9665) loss_fgl_aux_3: 0.9758 (0.9663) loss_fgl_aux_4: 0.9765 (0.9663) loss_fgl_dn_0: 1.0965 (1.0967) loss_fgl_dn_1: 0.9915 (0.9931) loss_fgl_dn_2: 0.9792 (0.9841) loss_fgl_dn_3: 0.9792 (0.9849) loss_fgl_dn_4: 0.9798 (0.9852) loss_fgl_dn_5: 0.9798 (0.9852) loss_giou: 0.5678 (0.5813) loss_giou_aux_0: 0.6073 (0.6089) loss_giou_aux_1: 0.5734 (0.5869) loss_giou_aux_2: 0.5670 (0.5821) loss_giou_aux_3: 0.5690 (0.5814) loss_giou_aux_4: 0.5679 (0.5813) loss_giou_dn_0: 0.5956 (0.6033) loss_giou_dn_1: 0.4788 (0.4929) loss_giou_dn_2: 0.4617 (0.4757) loss_giou_dn_3: 0.4637 (0.4713) loss_giou_dn_4: 0.4630 (0.4705) loss_giou_dn_5: 0.4630 (0.4705) loss_giou_dn_pre: 0.5935 (0.6022) loss_giou_enc_0: 0.6736 (0.6891) loss_giou_pre: 0.6068 (0.6070) loss_ddf_aux_0: 0.0654 (0.0622) loss_ddf_aux_1: 0.0084 (0.0081) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2564 (0.2594) loss_ddf_dn_1: 0.0307 (0.0330) loss_ddf_dn_2: 0.0057 (0.0067) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6999 (0.6937) loss_vfl_aux_0: 0.7586 (0.7684) loss_vfl_aux_1: 0.7378 (0.7459) loss_vfl_aux_2: 0.7202 (0.7248) loss_vfl_aux_3: 0.7160 (0.7046) loss_vfl_aux_4: 0.6944 (0.6950) loss_vfl_dn_0: 0.4955 (0.4974) loss_vfl_dn_1: 0.4341 (0.4393) loss_vfl_dn_2: 0.4191 (0.4242) loss_vfl_dn_3: 0.4083 (0.4150) loss_vfl_dn_4: 0.4066 (0.4116) loss_vfl_dn_5: 0.4058 (0.4110) loss_vfl_dn_pre: 0.4961 (0.4981) loss_vfl_enc_0: 0.7808 (0.7650) loss_vfl_pre: 0.7670 (0.7713) time: 0.7650 data: 0.0368 max mem: 9097 Epoch: [20] [2700/3696] eta: 0:13:26 lr: 0.000013 loss: 32.2306 (32.6973) loss_bbox: 0.1753 (0.1891) loss_bbox_aux_0: 0.1908 (0.2035) loss_bbox_aux_1: 0.1763 (0.1920) loss_bbox_aux_2: 0.1752 (0.1896) loss_bbox_aux_3: 0.1749 (0.1891) loss_bbox_aux_4: 0.1754 (0.1891) loss_bbox_dn_0: 0.2436 (0.2657) loss_bbox_dn_1: 0.1774 (0.2007) loss_bbox_dn_2: 0.1694 (0.1902) loss_bbox_dn_3: 0.1659 (0.1870) loss_bbox_dn_4: 0.1662 (0.1865) loss_bbox_dn_5: 0.1661 (0.1865) loss_bbox_dn_pre: 0.2481 (0.2710) loss_bbox_enc_0: 0.2359 (0.2444) loss_bbox_pre: 0.1913 (0.2038) loss_dfl: 0.9734 (0.9663) loss_fgl_aux_0: 0.9975 (1.0034) loss_fgl_aux_1: 0.9715 (0.9695) loss_fgl_aux_2: 0.9726 (0.9665) loss_fgl_aux_3: 0.9727 (0.9663) loss_fgl_aux_4: 0.9732 (0.9663) loss_fgl_dn_0: 1.0975 (1.0967) loss_fgl_dn_1: 0.9937 (0.9931) loss_fgl_dn_2: 0.9835 (0.9840) loss_fgl_dn_3: 0.9852 (0.9849) loss_fgl_dn_4: 0.9857 (0.9852) loss_fgl_dn_5: 0.9856 (0.9852) loss_giou: 0.5577 (0.5815) loss_giou_aux_0: 0.5856 (0.6090) loss_giou_aux_1: 0.5635 (0.5871) loss_giou_aux_2: 0.5583 (0.5823) loss_giou_aux_3: 0.5575 (0.5816) loss_giou_aux_4: 0.5577 (0.5815) loss_giou_dn_0: 0.5884 (0.6032) loss_giou_dn_1: 0.4733 (0.4928) loss_giou_dn_2: 0.4537 (0.4756) loss_giou_dn_3: 0.4444 (0.4712) loss_giou_dn_4: 0.4430 (0.4705) loss_giou_dn_5: 0.4431 (0.4705) loss_giou_dn_pre: 0.5871 (0.6020) loss_giou_enc_0: 0.6621 (0.6891) loss_giou_pre: 0.5815 (0.6071) loss_ddf_aux_0: 0.0606 (0.0621) loss_ddf_aux_1: 0.0082 (0.0081) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2544 (0.2591) loss_ddf_dn_1: 0.0335 (0.0330) loss_ddf_dn_2: 0.0067 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6683 (0.6937) loss_vfl_aux_0: 0.7395 (0.7683) loss_vfl_aux_1: 0.7169 (0.7457) loss_vfl_aux_2: 0.6873 (0.7248) loss_vfl_aux_3: 0.6860 (0.7046) loss_vfl_aux_4: 0.6719 (0.6951) loss_vfl_dn_0: 0.4952 (0.4974) loss_vfl_dn_1: 0.4395 (0.4393) loss_vfl_dn_2: 0.4226 (0.4242) loss_vfl_dn_3: 0.4108 (0.4150) loss_vfl_dn_4: 0.4082 (0.4116) loss_vfl_dn_5: 0.4096 (0.4110) loss_vfl_dn_pre: 0.4956 (0.4981) loss_vfl_enc_0: 0.7552 (0.7649) loss_vfl_pre: 0.7406 (0.7711) time: 0.7639 data: 0.0310 max mem: 9097 Epoch: [20] [2800/3696] eta: 0:12:03 lr: 0.000013 loss: 32.9678 (32.7024) loss_bbox: 0.1963 (0.1893) loss_bbox_aux_0: 0.2136 (0.2038) loss_bbox_aux_1: 0.1990 (0.1922) loss_bbox_aux_2: 0.1967 (0.1898) loss_bbox_aux_3: 0.1964 (0.1894) loss_bbox_aux_4: 0.1963 (0.1893) loss_bbox_dn_0: 0.2563 (0.2657) loss_bbox_dn_1: 0.1961 (0.2007) loss_bbox_dn_2: 0.1858 (0.1902) loss_bbox_dn_3: 0.1797 (0.1870) loss_bbox_dn_4: 0.1795 (0.1865) loss_bbox_dn_5: 0.1798 (0.1865) loss_bbox_dn_pre: 0.2669 (0.2710) loss_bbox_enc_0: 0.2505 (0.2445) loss_bbox_pre: 0.2136 (0.2040) loss_dfl: 0.9530 (0.9661) loss_fgl_aux_0: 0.9883 (1.0032) loss_fgl_aux_1: 0.9556 (0.9693) loss_fgl_aux_2: 0.9540 (0.9663) loss_fgl_aux_3: 0.9536 (0.9661) loss_fgl_aux_4: 0.9533 (0.9661) loss_fgl_dn_0: 1.0912 (1.0966) loss_fgl_dn_1: 0.9967 (0.9930) loss_fgl_dn_2: 0.9891 (0.9840) loss_fgl_dn_3: 0.9890 (0.9848) loss_fgl_dn_4: 0.9891 (0.9852) loss_fgl_dn_5: 0.9890 (0.9852) loss_giou: 0.6084 (0.5822) loss_giou_aux_0: 0.6419 (0.6097) loss_giou_aux_1: 0.6207 (0.5877) loss_giou_aux_2: 0.6117 (0.5830) loss_giou_aux_3: 0.6091 (0.5822) loss_giou_aux_4: 0.6090 (0.5822) loss_giou_dn_0: 0.6311 (0.6036) loss_giou_dn_1: 0.5216 (0.4932) loss_giou_dn_2: 0.5006 (0.4760) loss_giou_dn_3: 0.4953 (0.4716) loss_giou_dn_4: 0.4946 (0.4709) loss_giou_dn_5: 0.4950 (0.4708) loss_giou_dn_pre: 0.6310 (0.6025) loss_giou_enc_0: 0.7282 (0.6898) loss_giou_pre: 0.6438 (0.6078) loss_ddf_aux_0: 0.0611 (0.0621) loss_ddf_aux_1: 0.0082 (0.0081) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2538 (0.2591) loss_ddf_dn_1: 0.0307 (0.0330) loss_ddf_dn_2: 0.0063 (0.0067) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6740 (0.6933) loss_vfl_aux_0: 0.7551 (0.7680) loss_vfl_aux_1: 0.7269 (0.7454) loss_vfl_aux_2: 0.7141 (0.7245) loss_vfl_aux_3: 0.6871 (0.7042) loss_vfl_aux_4: 0.6708 (0.6946) loss_vfl_dn_0: 0.4983 (0.4973) loss_vfl_dn_1: 0.4473 (0.4393) loss_vfl_dn_2: 0.4267 (0.4242) loss_vfl_dn_3: 0.4178 (0.4149) loss_vfl_dn_4: 0.4117 (0.4116) loss_vfl_dn_5: 0.4099 (0.4110) loss_vfl_dn_pre: 0.4980 (0.4980) loss_vfl_enc_0: 0.7538 (0.7646) loss_vfl_pre: 0.7614 (0.7709) time: 0.7580 data: 0.0307 max mem: 9097 Epoch: [20] [2900/3696] eta: 0:10:41 lr: 0.000013 loss: 32.9385 (32.7050) loss_bbox: 0.1915 (0.1893) loss_bbox_aux_0: 0.2070 (0.2037) loss_bbox_aux_1: 0.1950 (0.1922) loss_bbox_aux_2: 0.1932 (0.1898) loss_bbox_aux_3: 0.1918 (0.1894) loss_bbox_aux_4: 0.1916 (0.1893) loss_bbox_dn_0: 0.2444 (0.2657) loss_bbox_dn_1: 0.1875 (0.2007) loss_bbox_dn_2: 0.1799 (0.1902) loss_bbox_dn_3: 0.1755 (0.1870) loss_bbox_dn_4: 0.1747 (0.1865) loss_bbox_dn_5: 0.1747 (0.1865) loss_bbox_dn_pre: 0.2526 (0.2710) loss_bbox_enc_0: 0.2422 (0.2445) loss_bbox_pre: 0.2068 (0.2040) loss_dfl: 0.9688 (0.9661) loss_fgl_aux_0: 0.9947 (1.0032) loss_fgl_aux_1: 0.9673 (0.9693) loss_fgl_aux_2: 0.9684 (0.9663) loss_fgl_aux_3: 0.9688 (0.9661) loss_fgl_aux_4: 0.9691 (0.9661) loss_fgl_dn_0: 1.0883 (1.0965) loss_fgl_dn_1: 0.9907 (0.9930) loss_fgl_dn_2: 0.9830 (0.9840) loss_fgl_dn_3: 0.9833 (0.9848) loss_fgl_dn_4: 0.9839 (0.9851) loss_fgl_dn_5: 0.9840 (0.9851) loss_giou: 0.6324 (0.5825) loss_giou_aux_0: 0.6594 (0.6100) loss_giou_aux_1: 0.6403 (0.5881) loss_giou_aux_2: 0.6323 (0.5833) loss_giou_aux_3: 0.6328 (0.5826) loss_giou_aux_4: 0.6324 (0.5825) loss_giou_dn_0: 0.6241 (0.6040) loss_giou_dn_1: 0.5152 (0.4934) loss_giou_dn_2: 0.4959 (0.4762) loss_giou_dn_3: 0.4910 (0.4718) loss_giou_dn_4: 0.4894 (0.4711) loss_giou_dn_5: 0.4894 (0.4711) loss_giou_dn_pre: 0.6238 (0.6028) loss_giou_enc_0: 0.7339 (0.6902) loss_giou_pre: 0.6567 (0.6081) loss_ddf_aux_0: 0.0592 (0.0621) loss_ddf_aux_1: 0.0080 (0.0081) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2435 (0.2590) loss_ddf_dn_1: 0.0323 (0.0330) loss_ddf_dn_2: 0.0059 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6740 (0.6931) loss_vfl_aux_0: 0.7509 (0.7680) loss_vfl_aux_1: 0.7207 (0.7452) loss_vfl_aux_2: 0.7142 (0.7244) loss_vfl_aux_3: 0.6612 (0.7040) loss_vfl_aux_4: 0.6696 (0.6945) loss_vfl_dn_0: 0.4872 (0.4972) loss_vfl_dn_1: 0.4363 (0.4393) loss_vfl_dn_2: 0.4210 (0.4242) loss_vfl_dn_3: 0.4139 (0.4150) loss_vfl_dn_4: 0.4090 (0.4116) loss_vfl_dn_5: 0.4072 (0.4110) loss_vfl_dn_pre: 0.4873 (0.4979) loss_vfl_enc_0: 0.7220 (0.7643) loss_vfl_pre: 0.7517 (0.7708) time: 0.7463 data: 0.0265 max mem: 9097 Epoch: [20] [3000/3696] eta: 0:09:37 lr: 0.000013 loss: 32.7228 (32.7048) loss_bbox: 0.1761 (0.1892) loss_bbox_aux_0: 0.1868 (0.2036) loss_bbox_aux_1: 0.1813 (0.1921) loss_bbox_aux_2: 0.1765 (0.1897) loss_bbox_aux_3: 0.1762 (0.1892) loss_bbox_aux_4: 0.1761 (0.1892) loss_bbox_dn_0: 0.2574 (0.2656) loss_bbox_dn_1: 0.1960 (0.2006) loss_bbox_dn_2: 0.1883 (0.1902) loss_bbox_dn_3: 0.1835 (0.1870) loss_bbox_dn_4: 0.1840 (0.1865) loss_bbox_dn_5: 0.1840 (0.1865) loss_bbox_dn_pre: 0.2565 (0.2709) loss_bbox_enc_0: 0.2303 (0.2444) loss_bbox_pre: 0.1887 (0.2039) loss_dfl: 0.9553 (0.9659) loss_fgl_aux_0: 0.9887 (1.0030) loss_fgl_aux_1: 0.9581 (0.9691) loss_fgl_aux_2: 0.9567 (0.9661) loss_fgl_aux_3: 0.9559 (0.9660) loss_fgl_aux_4: 0.9552 (0.9659) loss_fgl_dn_0: 1.0854 (1.0964) loss_fgl_dn_1: 0.9900 (0.9929) loss_fgl_dn_2: 0.9783 (0.9839) loss_fgl_dn_3: 0.9794 (0.9847) loss_fgl_dn_4: 0.9800 (0.9851) loss_fgl_dn_5: 0.9800 (0.9851) loss_giou: 0.5882 (0.5828) loss_giou_aux_0: 0.6198 (0.6103) loss_giou_aux_1: 0.5923 (0.5883) loss_giou_aux_2: 0.5872 (0.5836) loss_giou_aux_3: 0.5880 (0.5829) loss_giou_aux_4: 0.5880 (0.5828) loss_giou_dn_0: 0.6203 (0.6040) loss_giou_dn_1: 0.5017 (0.4935) loss_giou_dn_2: 0.4857 (0.4764) loss_giou_dn_3: 0.4816 (0.4720) loss_giou_dn_4: 0.4813 (0.4713) loss_giou_dn_5: 0.4811 (0.4712) loss_giou_dn_pre: 0.6158 (0.6029) loss_giou_enc_0: 0.7012 (0.6905) loss_giou_pre: 0.6190 (0.6084) loss_ddf_aux_0: 0.0714 (0.0622) loss_ddf_aux_1: 0.0089 (0.0081) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2753 (0.2590) loss_ddf_dn_1: 0.0364 (0.0330) loss_ddf_dn_2: 0.0069 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7171 (0.6931) loss_vfl_aux_0: 0.7565 (0.7678) loss_vfl_aux_1: 0.7561 (0.7451) loss_vfl_aux_2: 0.7413 (0.7244) loss_vfl_aux_3: 0.7036 (0.7039) loss_vfl_aux_4: 0.7149 (0.6944) loss_vfl_dn_0: 0.4957 (0.4972) loss_vfl_dn_1: 0.4421 (0.4393) loss_vfl_dn_2: 0.4260 (0.4242) loss_vfl_dn_3: 0.4165 (0.4150) loss_vfl_dn_4: 0.4127 (0.4116) loss_vfl_dn_5: 0.4120 (0.4111) loss_vfl_dn_pre: 0.4961 (0.4979) loss_vfl_enc_0: 0.7515 (0.7641) loss_vfl_pre: 0.7705 (0.7706) time: 0.7340 data: 0.0331 max mem: 9097 Epoch: [20] [3100/3696] eta: 0:08:13 lr: 0.000013 loss: 32.6245 (32.7033) loss_bbox: 0.1798 (0.1891) loss_bbox_aux_0: 0.1885 (0.2035) loss_bbox_aux_1: 0.1825 (0.1920) loss_bbox_aux_2: 0.1812 (0.1896) loss_bbox_aux_3: 0.1803 (0.1892) loss_bbox_aux_4: 0.1799 (0.1891) loss_bbox_dn_0: 0.2797 (0.2656) loss_bbox_dn_1: 0.2084 (0.2006) loss_bbox_dn_2: 0.1993 (0.1901) loss_bbox_dn_3: 0.1962 (0.1869) loss_bbox_dn_4: 0.1955 (0.1864) loss_bbox_dn_5: 0.1954 (0.1864) loss_bbox_dn_pre: 0.2860 (0.2709) loss_bbox_enc_0: 0.2289 (0.2443) loss_bbox_pre: 0.1880 (0.2038) loss_dfl: 0.9655 (0.9659) loss_fgl_aux_0: 0.9986 (1.0029) loss_fgl_aux_1: 0.9716 (0.9691) loss_fgl_aux_2: 0.9661 (0.9661) loss_fgl_aux_3: 0.9662 (0.9659) loss_fgl_aux_4: 0.9659 (0.9659) loss_fgl_dn_0: 1.0908 (1.0963) loss_fgl_dn_1: 0.9851 (0.9928) loss_fgl_dn_2: 0.9765 (0.9838) loss_fgl_dn_3: 0.9763 (0.9846) loss_fgl_dn_4: 0.9763 (0.9850) loss_fgl_dn_5: 0.9765 (0.9850) loss_giou: 0.5635 (0.5827) loss_giou_aux_0: 0.5867 (0.6102) loss_giou_aux_1: 0.5689 (0.5883) loss_giou_aux_2: 0.5641 (0.5835) loss_giou_aux_3: 0.5630 (0.5828) loss_giou_aux_4: 0.5635 (0.5827) loss_giou_dn_0: 0.5961 (0.6041) loss_giou_dn_1: 0.4825 (0.4936) loss_giou_dn_2: 0.4681 (0.4764) loss_giou_dn_3: 0.4650 (0.4720) loss_giou_dn_4: 0.4644 (0.4713) loss_giou_dn_5: 0.4646 (0.4713) loss_giou_dn_pre: 0.5950 (0.6029) loss_giou_enc_0: 0.6649 (0.6905) loss_giou_pre: 0.5843 (0.6084) loss_ddf_aux_0: 0.0596 (0.0623) loss_ddf_aux_1: 0.0079 (0.0081) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2596 (0.2590) loss_ddf_dn_1: 0.0350 (0.0330) loss_ddf_dn_2: 0.0078 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7154 (0.6931) loss_vfl_aux_0: 0.7571 (0.7678) loss_vfl_aux_1: 0.7414 (0.7452) loss_vfl_aux_2: 0.7285 (0.7243) loss_vfl_aux_3: 0.7217 (0.7039) loss_vfl_aux_4: 0.7162 (0.6945) loss_vfl_dn_0: 0.4924 (0.4972) loss_vfl_dn_1: 0.4367 (0.4393) loss_vfl_dn_2: 0.4228 (0.4242) loss_vfl_dn_3: 0.4148 (0.4150) loss_vfl_dn_4: 0.4095 (0.4116) loss_vfl_dn_5: 0.4102 (0.4110) loss_vfl_dn_pre: 0.4937 (0.4979) loss_vfl_enc_0: 0.7680 (0.7640) loss_vfl_pre: 0.7595 (0.7706) time: 0.7605 data: 0.0308 max mem: 9097 Epoch: [20] [3200/3696] eta: 0:06:49 lr: 0.000013 loss: 32.6100 (32.7010) loss_bbox: 0.1851 (0.1891) loss_bbox_aux_0: 0.1951 (0.2035) loss_bbox_aux_1: 0.1867 (0.1920) loss_bbox_aux_2: 0.1860 (0.1897) loss_bbox_aux_3: 0.1851 (0.1892) loss_bbox_aux_4: 0.1850 (0.1891) loss_bbox_dn_0: 0.2302 (0.2656) loss_bbox_dn_1: 0.1717 (0.2006) loss_bbox_dn_2: 0.1599 (0.1901) loss_bbox_dn_3: 0.1621 (0.1869) loss_bbox_dn_4: 0.1631 (0.1864) loss_bbox_dn_5: 0.1631 (0.1864) loss_bbox_dn_pre: 0.2343 (0.2709) loss_bbox_enc_0: 0.2263 (0.2443) loss_bbox_pre: 0.1957 (0.2038) loss_dfl: 0.9582 (0.9659) loss_fgl_aux_0: 1.0004 (1.0030) loss_fgl_aux_1: 0.9648 (0.9692) loss_fgl_aux_2: 0.9585 (0.9661) loss_fgl_aux_3: 0.9582 (0.9660) loss_fgl_aux_4: 0.9578 (0.9659) loss_fgl_dn_0: 1.1010 (1.0963) loss_fgl_dn_1: 0.9992 (0.9929) loss_fgl_dn_2: 0.9896 (0.9839) loss_fgl_dn_3: 0.9893 (0.9847) loss_fgl_dn_4: 0.9897 (0.9850) loss_fgl_dn_5: 0.9897 (0.9850) loss_giou: 0.5923 (0.5827) loss_giou_aux_0: 0.6272 (0.6102) loss_giou_aux_1: 0.6027 (0.5883) loss_giou_aux_2: 0.5938 (0.5835) loss_giou_aux_3: 0.5932 (0.5828) loss_giou_aux_4: 0.5925 (0.5827) loss_giou_dn_0: 0.6023 (0.6040) loss_giou_dn_1: 0.4915 (0.4936) loss_giou_dn_2: 0.4736 (0.4764) loss_giou_dn_3: 0.4718 (0.4720) loss_giou_dn_4: 0.4715 (0.4713) loss_giou_dn_5: 0.4714 (0.4713) loss_giou_dn_pre: 0.6002 (0.6028) loss_giou_enc_0: 0.7055 (0.6905) loss_giou_pre: 0.6247 (0.6084) loss_ddf_aux_0: 0.0604 (0.0623) loss_ddf_aux_1: 0.0077 (0.0081) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2624 (0.2589) loss_ddf_dn_1: 0.0325 (0.0330) loss_ddf_dn_2: 0.0066 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6760 (0.6930) loss_vfl_aux_0: 0.7390 (0.7676) loss_vfl_aux_1: 0.7177 (0.7449) loss_vfl_aux_2: 0.7158 (0.7241) loss_vfl_aux_3: 0.6847 (0.7037) loss_vfl_aux_4: 0.6774 (0.6943) loss_vfl_dn_0: 0.4933 (0.4972) loss_vfl_dn_1: 0.4330 (0.4393) loss_vfl_dn_2: 0.4212 (0.4242) loss_vfl_dn_3: 0.4128 (0.4149) loss_vfl_dn_4: 0.4070 (0.4115) loss_vfl_dn_5: 0.4066 (0.4110) loss_vfl_dn_pre: 0.4937 (0.4979) loss_vfl_enc_0: 0.7455 (0.7636) loss_vfl_pre: 0.7438 (0.7704) time: 0.7246 data: 0.0311 max mem: 9097 Epoch: [20] [3300/3696] eta: 0:05:26 lr: 0.000013 loss: 32.2157 (32.6974) loss_bbox: 0.1840 (0.1890) loss_bbox_aux_0: 0.1975 (0.2034) loss_bbox_aux_1: 0.1863 (0.1919) loss_bbox_aux_2: 0.1840 (0.1895) loss_bbox_aux_3: 0.1840 (0.1891) loss_bbox_aux_4: 0.1841 (0.1890) loss_bbox_dn_0: 0.2604 (0.2655) loss_bbox_dn_1: 0.1897 (0.2004) loss_bbox_dn_2: 0.1813 (0.1899) loss_bbox_dn_3: 0.1790 (0.1867) loss_bbox_dn_4: 0.1787 (0.1862) loss_bbox_dn_5: 0.1787 (0.1862) loss_bbox_dn_pre: 0.2674 (0.2708) loss_bbox_enc_0: 0.2357 (0.2442) loss_bbox_pre: 0.1950 (0.2037) loss_dfl: 0.9783 (0.9661) loss_fgl_aux_0: 1.0261 (1.0031) loss_fgl_aux_1: 0.9792 (0.9693) loss_fgl_aux_2: 0.9803 (0.9663) loss_fgl_aux_3: 0.9788 (0.9661) loss_fgl_aux_4: 0.9783 (0.9661) loss_fgl_dn_0: 1.1004 (1.0963) loss_fgl_dn_1: 0.9900 (0.9929) loss_fgl_dn_2: 0.9823 (0.9839) loss_fgl_dn_3: 0.9842 (0.9847) loss_fgl_dn_4: 0.9841 (0.9850) loss_fgl_dn_5: 0.9841 (0.9850) loss_giou: 0.5131 (0.5825) loss_giou_aux_0: 0.5443 (0.6100) loss_giou_aux_1: 0.5155 (0.5880) loss_giou_aux_2: 0.5145 (0.5833) loss_giou_aux_3: 0.5149 (0.5825) loss_giou_aux_4: 0.5145 (0.5825) loss_giou_dn_0: 0.5832 (0.6039) loss_giou_dn_1: 0.4604 (0.4934) loss_giou_dn_2: 0.4399 (0.4763) loss_giou_dn_3: 0.4353 (0.4719) loss_giou_dn_4: 0.4348 (0.4712) loss_giou_dn_5: 0.4349 (0.4711) loss_giou_dn_pre: 0.5860 (0.6027) loss_giou_enc_0: 0.6450 (0.6903) loss_giou_pre: 0.5447 (0.6081) loss_ddf_aux_0: 0.0669 (0.0623) loss_ddf_aux_1: 0.0082 (0.0081) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2537 (0.2587) loss_ddf_dn_1: 0.0329 (0.0330) loss_ddf_dn_2: 0.0065 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6924 (0.6930) loss_vfl_aux_0: 0.7532 (0.7677) loss_vfl_aux_1: 0.7507 (0.7450) loss_vfl_aux_2: 0.7148 (0.7241) loss_vfl_aux_3: 0.6863 (0.7038) loss_vfl_aux_4: 0.6849 (0.6943) loss_vfl_dn_0: 0.4999 (0.4972) loss_vfl_dn_1: 0.4370 (0.4393) loss_vfl_dn_2: 0.4188 (0.4242) loss_vfl_dn_3: 0.4096 (0.4149) loss_vfl_dn_4: 0.4059 (0.4115) loss_vfl_dn_5: 0.4054 (0.4110) loss_vfl_dn_pre: 0.4996 (0.4979) loss_vfl_enc_0: 0.7556 (0.7636) loss_vfl_pre: 0.7612 (0.7705) time: 0.7638 data: 0.0353 max mem: 9097 Epoch: [20] [3400/3696] eta: 0:04:07 lr: 0.000013 loss: 32.3298 (32.7039) loss_bbox: 0.1897 (0.1890) loss_bbox_aux_0: 0.2012 (0.2035) loss_bbox_aux_1: 0.1936 (0.1919) loss_bbox_aux_2: 0.1914 (0.1896) loss_bbox_aux_3: 0.1903 (0.1891) loss_bbox_aux_4: 0.1900 (0.1891) loss_bbox_dn_0: 0.2518 (0.2655) loss_bbox_dn_1: 0.1905 (0.2004) loss_bbox_dn_2: 0.1802 (0.1899) loss_bbox_dn_3: 0.1778 (0.1867) loss_bbox_dn_4: 0.1767 (0.1862) loss_bbox_dn_5: 0.1768 (0.1862) loss_bbox_dn_pre: 0.2528 (0.2708) loss_bbox_enc_0: 0.2414 (0.2442) loss_bbox_pre: 0.2032 (0.2037) loss_dfl: 0.9807 (0.9661) loss_fgl_aux_0: 1.0020 (1.0032) loss_fgl_aux_1: 0.9849 (0.9694) loss_fgl_aux_2: 0.9804 (0.9664) loss_fgl_aux_3: 0.9811 (0.9662) loss_fgl_aux_4: 0.9809 (0.9662) loss_fgl_dn_0: 1.0965 (1.0965) loss_fgl_dn_1: 0.9895 (0.9930) loss_fgl_dn_2: 0.9825 (0.9840) loss_fgl_dn_3: 0.9832 (0.9848) loss_fgl_dn_4: 0.9833 (0.9851) loss_fgl_dn_5: 0.9834 (0.9851) loss_giou: 0.5565 (0.5825) loss_giou_aux_0: 0.5794 (0.6100) loss_giou_aux_1: 0.5612 (0.5881) loss_giou_aux_2: 0.5562 (0.5833) loss_giou_aux_3: 0.5576 (0.5826) loss_giou_aux_4: 0.5564 (0.5825) loss_giou_dn_0: 0.5852 (0.6039) loss_giou_dn_1: 0.4739 (0.4934) loss_giou_dn_2: 0.4549 (0.4763) loss_giou_dn_3: 0.4510 (0.4718) loss_giou_dn_4: 0.4501 (0.4711) loss_giou_dn_5: 0.4501 (0.4711) loss_giou_dn_pre: 0.5858 (0.6028) loss_giou_enc_0: 0.6543 (0.6903) loss_giou_pre: 0.5774 (0.6082) loss_ddf_aux_0: 0.0564 (0.0624) loss_ddf_aux_1: 0.0078 (0.0081) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2585 (0.2589) loss_ddf_dn_1: 0.0351 (0.0330) loss_ddf_dn_2: 0.0072 (0.0067) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6846 (0.6934) loss_vfl_aux_0: 0.7841 (0.7683) loss_vfl_aux_1: 0.7512 (0.7454) loss_vfl_aux_2: 0.7092 (0.7245) loss_vfl_aux_3: 0.6951 (0.7041) loss_vfl_aux_4: 0.6849 (0.6947) loss_vfl_dn_0: 0.4979 (0.4974) loss_vfl_dn_1: 0.4331 (0.4394) loss_vfl_dn_2: 0.4205 (0.4243) loss_vfl_dn_3: 0.4115 (0.4150) loss_vfl_dn_4: 0.4093 (0.4116) loss_vfl_dn_5: 0.4091 (0.4111) loss_vfl_dn_pre: 0.4978 (0.4980) loss_vfl_enc_0: 0.7562 (0.7639) loss_vfl_pre: 0.7914 (0.7710) time: 0.7462 data: 0.0252 max mem: 9097 Epoch: [20] [3500/3696] eta: 0:02:43 lr: 0.000013 loss: 32.6608 (32.7060) loss_bbox: 0.1781 (0.1891) loss_bbox_aux_0: 0.1978 (0.2035) loss_bbox_aux_1: 0.1833 (0.1920) loss_bbox_aux_2: 0.1798 (0.1896) loss_bbox_aux_3: 0.1781 (0.1891) loss_bbox_aux_4: 0.1781 (0.1891) loss_bbox_dn_0: 0.2687 (0.2656) loss_bbox_dn_1: 0.2045 (0.2005) loss_bbox_dn_2: 0.1892 (0.1899) loss_bbox_dn_3: 0.1864 (0.1868) loss_bbox_dn_4: 0.1862 (0.1863) loss_bbox_dn_5: 0.1862 (0.1862) loss_bbox_dn_pre: 0.2743 (0.2709) loss_bbox_enc_0: 0.2403 (0.2443) loss_bbox_pre: 0.1982 (0.2038) loss_dfl: 0.9584 (0.9659) loss_fgl_aux_0: 0.9988 (1.0028) loss_fgl_aux_1: 0.9642 (0.9691) loss_fgl_aux_2: 0.9588 (0.9661) loss_fgl_aux_3: 0.9583 (0.9659) loss_fgl_aux_4: 0.9584 (0.9659) loss_fgl_dn_0: 1.0877 (1.0963) loss_fgl_dn_1: 0.9822 (0.9929) loss_fgl_dn_2: 0.9742 (0.9839) loss_fgl_dn_3: 0.9750 (0.9847) loss_fgl_dn_4: 0.9748 (0.9850) loss_fgl_dn_5: 0.9751 (0.9850) loss_giou: 0.5527 (0.5830) loss_giou_aux_0: 0.5883 (0.6105) loss_giou_aux_1: 0.5584 (0.5886) loss_giou_aux_2: 0.5512 (0.5838) loss_giou_aux_3: 0.5519 (0.5831) loss_giou_aux_4: 0.5524 (0.5830) loss_giou_dn_0: 0.5980 (0.6041) loss_giou_dn_1: 0.4928 (0.4936) loss_giou_dn_2: 0.4706 (0.4764) loss_giou_dn_3: 0.4684 (0.4720) loss_giou_dn_4: 0.4675 (0.4713) loss_giou_dn_5: 0.4673 (0.4713) loss_giou_dn_pre: 0.5963 (0.6029) loss_giou_enc_0: 0.6741 (0.6907) loss_giou_pre: 0.5852 (0.6086) loss_ddf_aux_0: 0.0670 (0.0624) loss_ddf_aux_1: 0.0087 (0.0081) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2625 (0.2592) loss_ddf_dn_1: 0.0348 (0.0331) loss_ddf_dn_2: 0.0071 (0.0067) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6967 (0.6932) loss_vfl_aux_0: 0.7731 (0.7682) loss_vfl_aux_1: 0.7480 (0.7452) loss_vfl_aux_2: 0.7222 (0.7242) loss_vfl_aux_3: 0.7054 (0.7040) loss_vfl_aux_4: 0.6957 (0.6945) loss_vfl_dn_0: 0.5043 (0.4973) loss_vfl_dn_1: 0.4434 (0.4394) loss_vfl_dn_2: 0.4257 (0.4243) loss_vfl_dn_3: 0.4196 (0.4150) loss_vfl_dn_4: 0.4164 (0.4116) loss_vfl_dn_5: 0.4163 (0.4111) loss_vfl_dn_pre: 0.5044 (0.4980) loss_vfl_enc_0: 0.7593 (0.7637) loss_vfl_pre: 0.7741 (0.7709) time: 0.7636 data: 0.0320 max mem: 9097 Epoch: [20] [3600/3696] eta: 0:01:21 lr: 0.000013 loss: 32.9070 (32.7050) loss_bbox: 0.1836 (0.1889) loss_bbox_aux_0: 0.1945 (0.2033) loss_bbox_aux_1: 0.1858 (0.1918) loss_bbox_aux_2: 0.1842 (0.1894) loss_bbox_aux_3: 0.1841 (0.1890) loss_bbox_aux_4: 0.1838 (0.1889) loss_bbox_dn_0: 0.2490 (0.2656) loss_bbox_dn_1: 0.1950 (0.2005) loss_bbox_dn_2: 0.1843 (0.1900) loss_bbox_dn_3: 0.1842 (0.1868) loss_bbox_dn_4: 0.1839 (0.1863) loss_bbox_dn_5: 0.1840 (0.1863) loss_bbox_dn_pre: 0.2567 (0.2709) loss_bbox_enc_0: 0.2288 (0.2441) loss_bbox_pre: 0.1951 (0.2036) loss_dfl: 0.9682 (0.9659) loss_fgl_aux_0: 1.0106 (1.0029) loss_fgl_aux_1: 0.9722 (0.9691) loss_fgl_aux_2: 0.9699 (0.9661) loss_fgl_aux_3: 0.9688 (0.9659) loss_fgl_aux_4: 0.9683 (0.9659) loss_fgl_dn_0: 1.0921 (1.0963) loss_fgl_dn_1: 1.0007 (0.9929) loss_fgl_dn_2: 0.9931 (0.9839) loss_fgl_dn_3: 0.9935 (0.9847) loss_fgl_dn_4: 0.9934 (0.9851) loss_fgl_dn_5: 0.9934 (0.9851) loss_giou: 0.5988 (0.5830) loss_giou_aux_0: 0.6211 (0.6105) loss_giou_aux_1: 0.6049 (0.5885) loss_giou_aux_2: 0.6022 (0.5838) loss_giou_aux_3: 0.5999 (0.5831) loss_giou_aux_4: 0.5994 (0.5830) loss_giou_dn_0: 0.5953 (0.6041) loss_giou_dn_1: 0.4837 (0.4936) loss_giou_dn_2: 0.4666 (0.4764) loss_giou_dn_3: 0.4629 (0.4720) loss_giou_dn_4: 0.4623 (0.4713) loss_giou_dn_5: 0.4622 (0.4713) loss_giou_dn_pre: 0.5938 (0.6030) loss_giou_enc_0: 0.6721 (0.6907) loss_giou_pre: 0.6194 (0.6086) loss_ddf_aux_0: 0.0564 (0.0624) loss_ddf_aux_1: 0.0080 (0.0081) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2543 (0.2593) loss_ddf_dn_1: 0.0367 (0.0331) loss_ddf_dn_2: 0.0076 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6951 (0.6933) loss_vfl_aux_0: 0.7570 (0.7683) loss_vfl_aux_1: 0.7227 (0.7452) loss_vfl_aux_2: 0.7079 (0.7242) loss_vfl_aux_3: 0.6916 (0.7040) loss_vfl_aux_4: 0.6965 (0.6945) loss_vfl_dn_0: 0.4943 (0.4973) loss_vfl_dn_1: 0.4415 (0.4393) loss_vfl_dn_2: 0.4262 (0.4243) loss_vfl_dn_3: 0.4177 (0.4150) loss_vfl_dn_4: 0.4146 (0.4116) loss_vfl_dn_5: 0.4156 (0.4110) loss_vfl_dn_pre: 0.4944 (0.4979) loss_vfl_enc_0: 0.7487 (0.7637) loss_vfl_pre: 0.7589 (0.7711) time: 3.4158 data: 0.0311 max mem: 9097 Epoch: [20] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 32.9423 (32.7022) loss_bbox: 0.1797 (0.1890) loss_bbox_aux_0: 0.1962 (0.2034) loss_bbox_aux_1: 0.1832 (0.1919) loss_bbox_aux_2: 0.1805 (0.1895) loss_bbox_aux_3: 0.1797 (0.1891) loss_bbox_aux_4: 0.1798 (0.1890) loss_bbox_dn_0: 0.2633 (0.2659) loss_bbox_dn_1: 0.1926 (0.2006) loss_bbox_dn_2: 0.1890 (0.1901) loss_bbox_dn_3: 0.1838 (0.1870) loss_bbox_dn_4: 0.1836 (0.1864) loss_bbox_dn_5: 0.1835 (0.1864) loss_bbox_dn_pre: 0.2714 (0.2712) loss_bbox_enc_0: 0.2476 (0.2443) loss_bbox_pre: 0.1942 (0.2037) loss_dfl: 0.9776 (0.9658) loss_fgl_aux_0: 1.0080 (1.0027) loss_fgl_aux_1: 0.9784 (0.9690) loss_fgl_aux_2: 0.9782 (0.9660) loss_fgl_aux_3: 0.9784 (0.9658) loss_fgl_aux_4: 0.9776 (0.9658) loss_fgl_dn_0: 1.0916 (1.0962) loss_fgl_dn_1: 0.9897 (0.9928) loss_fgl_dn_2: 0.9850 (0.9838) loss_fgl_dn_3: 0.9869 (0.9846) loss_fgl_dn_4: 0.9872 (0.9849) loss_fgl_dn_5: 0.9871 (0.9850) loss_giou: 0.5753 (0.5827) loss_giou_aux_0: 0.6057 (0.6102) loss_giou_aux_1: 0.5832 (0.5883) loss_giou_aux_2: 0.5765 (0.5835) loss_giou_aux_3: 0.5746 (0.5828) loss_giou_aux_4: 0.5752 (0.5827) loss_giou_dn_0: 0.6000 (0.6039) loss_giou_dn_1: 0.5001 (0.4934) loss_giou_dn_2: 0.4773 (0.4762) loss_giou_dn_3: 0.4712 (0.4718) loss_giou_dn_4: 0.4706 (0.4711) loss_giou_dn_5: 0.4705 (0.4711) loss_giou_dn_pre: 0.6002 (0.6027) loss_giou_enc_0: 0.6883 (0.6904) loss_giou_pre: 0.6021 (0.6083) loss_ddf_aux_0: 0.0598 (0.0624) loss_ddf_aux_1: 0.0088 (0.0081) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2627 (0.2594) loss_ddf_dn_1: 0.0368 (0.0332) loss_ddf_dn_2: 0.0081 (0.0068) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6906 (0.6933) loss_vfl_aux_0: 0.7683 (0.7684) loss_vfl_aux_1: 0.7616 (0.7451) loss_vfl_aux_2: 0.7166 (0.7240) loss_vfl_aux_3: 0.6948 (0.7039) loss_vfl_aux_4: 0.6821 (0.6945) loss_vfl_dn_0: 0.5029 (0.4973) loss_vfl_dn_1: 0.4464 (0.4393) loss_vfl_dn_2: 0.4318 (0.4242) loss_vfl_dn_3: 0.4208 (0.4149) loss_vfl_dn_4: 0.4189 (0.4115) loss_vfl_dn_5: 0.4175 (0.4110) loss_vfl_dn_pre: 0.5043 (0.4979) loss_vfl_enc_0: 0.7705 (0.7638) loss_vfl_pre: 0.7727 (0.7712) time: 0.7387 data: 0.0284 max mem: 9097 Epoch: [20] Total time: 0:52:00 (0.8443 s / it) Averaged stats: lr: 0.000013 loss: 32.9423 (32.7022) loss_bbox: 0.1797 (0.1890) loss_bbox_aux_0: 0.1962 (0.2034) loss_bbox_aux_1: 0.1832 (0.1919) loss_bbox_aux_2: 0.1805 (0.1895) loss_bbox_aux_3: 0.1797 (0.1891) loss_bbox_aux_4: 0.1798 (0.1890) loss_bbox_dn_0: 0.2633 (0.2659) loss_bbox_dn_1: 0.1926 (0.2006) loss_bbox_dn_2: 0.1890 (0.1901) loss_bbox_dn_3: 0.1838 (0.1870) loss_bbox_dn_4: 0.1836 (0.1864) loss_bbox_dn_5: 0.1835 (0.1864) loss_bbox_dn_pre: 0.2714 (0.2712) loss_bbox_enc_0: 0.2476 (0.2443) loss_bbox_pre: 0.1942 (0.2037) loss_dfl: 0.9776 (0.9658) loss_fgl_aux_0: 1.0080 (1.0027) loss_fgl_aux_1: 0.9784 (0.9690) loss_fgl_aux_2: 0.9782 (0.9660) loss_fgl_aux_3: 0.9784 (0.9658) loss_fgl_aux_4: 0.9776 (0.9658) loss_fgl_dn_0: 1.0916 (1.0962) loss_fgl_dn_1: 0.9897 (0.9928) loss_fgl_dn_2: 0.9850 (0.9838) loss_fgl_dn_3: 0.9869 (0.9846) loss_fgl_dn_4: 0.9872 (0.9849) loss_fgl_dn_5: 0.9871 (0.9850) loss_giou: 0.5753 (0.5827) loss_giou_aux_0: 0.6057 (0.6102) loss_giou_aux_1: 0.5832 (0.5883) loss_giou_aux_2: 0.5765 (0.5835) loss_giou_aux_3: 0.5746 (0.5828) loss_giou_aux_4: 0.5752 (0.5827) loss_giou_dn_0: 0.6000 (0.6039) loss_giou_dn_1: 0.5001 (0.4934) loss_giou_dn_2: 0.4773 (0.4762) loss_giou_dn_3: 0.4712 (0.4718) loss_giou_dn_4: 0.4706 (0.4711) loss_giou_dn_5: 0.4705 (0.4711) loss_giou_dn_pre: 0.6002 (0.6027) loss_giou_enc_0: 0.6883 (0.6904) loss_giou_pre: 0.6021 (0.6083) loss_ddf_aux_0: 0.0598 (0.0624) loss_ddf_aux_1: 0.0088 (0.0081) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2627 (0.2594) loss_ddf_dn_1: 0.0368 (0.0332) loss_ddf_dn_2: 0.0081 (0.0068) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6906 (0.6933) loss_vfl_aux_0: 0.7683 (0.7684) loss_vfl_aux_1: 0.7616 (0.7451) loss_vfl_aux_2: 0.7166 (0.7240) loss_vfl_aux_3: 0.6948 (0.7039) loss_vfl_aux_4: 0.6821 (0.6945) loss_vfl_dn_0: 0.5029 (0.4973) loss_vfl_dn_1: 0.4464 (0.4393) loss_vfl_dn_2: 0.4318 (0.4242) loss_vfl_dn_3: 0.4208 (0.4149) loss_vfl_dn_4: 0.4189 (0.4115) loss_vfl_dn_5: 0.4175 (0.4110) loss_vfl_dn_pre: 0.5043 (0.4979) loss_vfl_enc_0: 0.7705 (0.7638) loss_vfl_pre: 0.7727 (0.7712) Test: [ 0/79] eta: 0:03:23 time: 2.5717 data: 2.0313 max mem: 9097 Test: [10/79] eta: 0:00:52 time: 0.7591 data: 0.2315 max mem: 9097 Test: [20/79] eta: 0:00:40 time: 0.5835 data: 0.0567 max mem: 9097 Test: [30/79] eta: 0:00:36 time: 0.7389 data: 0.0630 max mem: 9097 Test: [40/79] eta: 0:00:27 time: 0.7489 data: 0.0642 max mem: 9097 Test: [50/79] eta: 0:00:20 time: 0.6104 data: 0.0673 max mem: 9097 Test: [60/79] eta: 0:00:12 time: 0.6091 data: 0.0681 max mem: 9097 Test: [70/79] eta: 0:00:06 time: 0.6995 data: 0.0620 max mem: 9097 Test: [78/79] eta: 0:00:00 time: 0.6409 data: 0.0578 max mem: 9097 Test: Total time: 0:00:53 (0.6753 s / it) Averaged stats: Accumulating evaluation results... DONE (t=23.92s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.519 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.694 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.562 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.328 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.565 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.702 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.388 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.650 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.717 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.526 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.766 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 best_stat: {'epoch': 20, 'coco_eval_bbox': 0.5188891925829533} Epoch: [21] [ 0/3696] eta: 2:29:01 lr: 0.000013 loss: 33.1646 (33.1646) loss_bbox: 0.1978 (0.1978) loss_bbox_aux_0: 0.2192 (0.2192) loss_bbox_aux_1: 0.2042 (0.2042) loss_bbox_aux_2: 0.1994 (0.1994) loss_bbox_aux_3: 0.1981 (0.1981) loss_bbox_aux_4: 0.1978 (0.1978) loss_bbox_dn_0: 0.3225 (0.3225) loss_bbox_dn_1: 0.2404 (0.2404) loss_bbox_dn_2: 0.2257 (0.2257) loss_bbox_dn_3: 0.2246 (0.2246) loss_bbox_dn_4: 0.2233 (0.2233) loss_bbox_dn_5: 0.2233 (0.2233) loss_bbox_dn_pre: 0.3310 (0.3310) loss_bbox_enc_0: 0.2863 (0.2863) loss_bbox_pre: 0.2190 (0.2190) loss_dfl: 0.9810 (0.9810) loss_fgl_aux_0: 1.0362 (1.0362) loss_fgl_aux_1: 0.9868 (0.9868) loss_fgl_aux_2: 0.9813 (0.9813) loss_fgl_aux_3: 0.9813 (0.9813) loss_fgl_aux_4: 0.9809 (0.9809) loss_fgl_dn_0: 1.0979 (1.0979) loss_fgl_dn_1: 0.9796 (0.9796) loss_fgl_dn_2: 0.9687 (0.9687) loss_fgl_dn_3: 0.9700 (0.9700) loss_fgl_dn_4: 0.9701 (0.9701) loss_fgl_dn_5: 0.9701 (0.9701) loss_giou: 0.4651 (0.4651) loss_giou_aux_0: 0.5074 (0.5074) loss_giou_aux_1: 0.4740 (0.4740) loss_giou_aux_2: 0.4681 (0.4681) loss_giou_aux_3: 0.4651 (0.4651) loss_giou_aux_4: 0.4651 (0.4651) loss_giou_dn_0: 0.5779 (0.5779) loss_giou_dn_1: 0.4671 (0.4671) loss_giou_dn_2: 0.4482 (0.4482) loss_giou_dn_3: 0.4477 (0.4477) loss_giou_dn_4: 0.4472 (0.4472) loss_giou_dn_5: 0.4473 (0.4473) loss_giou_dn_pre: 0.5758 (0.5758) loss_giou_enc_0: 0.5900 (0.5900) loss_giou_pre: 0.5041 (0.5041) loss_ddf_aux_0: 0.0667 (0.0667) loss_ddf_aux_1: 0.0089 (0.0089) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2915 (0.2915) loss_ddf_dn_1: 0.0459 (0.0459) loss_ddf_dn_2: 0.0106 (0.0106) loss_ddf_dn_3: 0.0011 (0.0011) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7711 (0.7711) loss_vfl_aux_0: 0.8906 (0.8906) loss_vfl_aux_1: 0.8652 (0.8652) loss_vfl_aux_2: 0.8374 (0.8374) loss_vfl_aux_3: 0.8353 (0.8353) loss_vfl_aux_4: 0.7837 (0.7837) loss_vfl_dn_0: 0.5051 (0.5051) loss_vfl_dn_1: 0.4497 (0.4497) loss_vfl_dn_2: 0.4327 (0.4327) loss_vfl_dn_3: 0.4271 (0.4271) loss_vfl_dn_4: 0.4207 (0.4207) loss_vfl_dn_5: 0.4178 (0.4178) loss_vfl_dn_pre: 0.5056 (0.5056) loss_vfl_enc_0: 0.9160 (0.9160) loss_vfl_pre: 0.9135 (0.9135) time: 2.4192 data: 1.7297 max mem: 9097 Epoch: [21] [ 100/3696] eta: 1:18:16 lr: 0.000013 loss: 32.9289 (32.3728) loss_bbox: 0.1733 (0.1836) loss_bbox_aux_0: 0.1956 (0.1985) loss_bbox_aux_1: 0.1794 (0.1866) loss_bbox_aux_2: 0.1753 (0.1841) loss_bbox_aux_3: 0.1735 (0.1837) loss_bbox_aux_4: 0.1733 (0.1836) loss_bbox_dn_0: 0.2505 (0.2623) loss_bbox_dn_1: 0.1880 (0.1956) loss_bbox_dn_2: 0.1796 (0.1845) loss_bbox_dn_3: 0.1756 (0.1811) loss_bbox_dn_4: 0.1750 (0.1805) loss_bbox_dn_5: 0.1750 (0.1805) loss_bbox_dn_pre: 0.2570 (0.2675) loss_bbox_enc_0: 0.2343 (0.2400) loss_bbox_pre: 0.1976 (0.1990) loss_dfl: 0.9758 (0.9686) loss_fgl_aux_0: 1.0161 (1.0071) loss_fgl_aux_1: 0.9801 (0.9719) loss_fgl_aux_2: 0.9773 (0.9690) loss_fgl_aux_3: 0.9762 (0.9687) loss_fgl_aux_4: 0.9761 (0.9686) loss_fgl_dn_0: 1.1104 (1.1000) loss_fgl_dn_1: 1.0042 (0.9940) loss_fgl_dn_2: 0.9924 (0.9849) loss_fgl_dn_3: 0.9928 (0.9855) loss_fgl_dn_4: 0.9935 (0.9859) loss_fgl_dn_5: 0.9936 (0.9859) loss_giou: 0.5797 (0.5657) loss_giou_aux_0: 0.6038 (0.5932) loss_giou_aux_1: 0.5830 (0.5709) loss_giou_aux_2: 0.5788 (0.5665) loss_giou_aux_3: 0.5800 (0.5658) loss_giou_aux_4: 0.5802 (0.5657) loss_giou_dn_0: 0.6003 (0.5920) loss_giou_dn_1: 0.4930 (0.4812) loss_giou_dn_2: 0.4721 (0.4641) loss_giou_dn_3: 0.4702 (0.4600) loss_giou_dn_4: 0.4701 (0.4593) loss_giou_dn_5: 0.4701 (0.4593) loss_giou_dn_pre: 0.5991 (0.5908) loss_giou_enc_0: 0.6725 (0.6741) loss_giou_pre: 0.6010 (0.5914) loss_ddf_aux_0: 0.0568 (0.0612) loss_ddf_aux_1: 0.0085 (0.0084) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2473 (0.2573) loss_ddf_dn_1: 0.0328 (0.0346) loss_ddf_dn_2: 0.0057 (0.0070) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6835 (0.6830) loss_vfl_aux_0: 0.7560 (0.7629) loss_vfl_aux_1: 0.7443 (0.7401) loss_vfl_aux_2: 0.7261 (0.7183) loss_vfl_aux_3: 0.7030 (0.6977) loss_vfl_aux_4: 0.6891 (0.6857) loss_vfl_dn_0: 0.4955 (0.4956) loss_vfl_dn_1: 0.4363 (0.4361) loss_vfl_dn_2: 0.4239 (0.4219) loss_vfl_dn_3: 0.4119 (0.4130) loss_vfl_dn_4: 0.4073 (0.4094) loss_vfl_dn_5: 0.4066 (0.4087) loss_vfl_dn_pre: 0.4962 (0.4963) loss_vfl_enc_0: 0.7518 (0.7650) loss_vfl_pre: 0.7549 (0.7668) time: 0.6839 data: 0.0306 max mem: 9097 Epoch: [21] [ 200/3696] eta: 1:00:11 lr: 0.000013 loss: 32.6906 (32.4828) loss_bbox: 0.1846 (0.1864) loss_bbox_aux_0: 0.1975 (0.2013) loss_bbox_aux_1: 0.1882 (0.1896) loss_bbox_aux_2: 0.1856 (0.1870) loss_bbox_aux_3: 0.1844 (0.1865) loss_bbox_aux_4: 0.1846 (0.1864) loss_bbox_dn_0: 0.2565 (0.2621) loss_bbox_dn_1: 0.1957 (0.1967) loss_bbox_dn_2: 0.1868 (0.1861) loss_bbox_dn_3: 0.1828 (0.1829) loss_bbox_dn_4: 0.1838 (0.1823) loss_bbox_dn_5: 0.1840 (0.1822) loss_bbox_dn_pre: 0.2655 (0.2671) loss_bbox_enc_0: 0.2351 (0.2419) loss_bbox_pre: 0.1958 (0.2016) loss_dfl: 0.9468 (0.9620) loss_fgl_aux_0: 0.9779 (1.0004) loss_fgl_aux_1: 0.9492 (0.9656) loss_fgl_aux_2: 0.9471 (0.9623) loss_fgl_aux_3: 0.9473 (0.9621) loss_fgl_aux_4: 0.9468 (0.9620) loss_fgl_dn_0: 1.0917 (1.0982) loss_fgl_dn_1: 0.9994 (0.9927) loss_fgl_dn_2: 0.9891 (0.9837) loss_fgl_dn_3: 0.9897 (0.9845) loss_fgl_dn_4: 0.9901 (0.9848) loss_fgl_dn_5: 0.9901 (0.9849) loss_giou: 0.6014 (0.5786) loss_giou_aux_0: 0.6272 (0.6063) loss_giou_aux_1: 0.6059 (0.5841) loss_giou_aux_2: 0.6022 (0.5793) loss_giou_aux_3: 0.6016 (0.5786) loss_giou_aux_4: 0.6007 (0.5786) loss_giou_dn_0: 0.6153 (0.5960) loss_giou_dn_1: 0.4999 (0.4854) loss_giou_dn_2: 0.4810 (0.4684) loss_giou_dn_3: 0.4756 (0.4640) loss_giou_dn_4: 0.4752 (0.4632) loss_giou_dn_5: 0.4752 (0.4632) loss_giou_dn_pre: 0.6128 (0.5948) loss_giou_enc_0: 0.7071 (0.6868) loss_giou_pre: 0.6219 (0.6043) loss_ddf_aux_0: 0.0648 (0.0629) loss_ddf_aux_1: 0.0090 (0.0087) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2627 (0.2576) loss_ddf_dn_1: 0.0337 (0.0342) loss_ddf_dn_2: 0.0071 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6785 (0.6832) loss_vfl_aux_0: 0.7434 (0.7603) loss_vfl_aux_1: 0.7238 (0.7384) loss_vfl_aux_2: 0.6954 (0.7170) loss_vfl_aux_3: 0.6813 (0.6962) loss_vfl_aux_4: 0.6825 (0.6849) loss_vfl_dn_0: 0.4945 (0.4963) loss_vfl_dn_1: 0.4442 (0.4373) loss_vfl_dn_2: 0.4269 (0.4227) loss_vfl_dn_3: 0.4193 (0.4137) loss_vfl_dn_4: 0.4149 (0.4102) loss_vfl_dn_5: 0.4153 (0.4095) loss_vfl_dn_pre: 0.4948 (0.4970) loss_vfl_enc_0: 0.7507 (0.7637) loss_vfl_pre: 0.7437 (0.7641) time: 0.7442 data: 0.0241 max mem: 9097 Epoch: [21] [ 300/3696] eta: 0:53:17 lr: 0.000013 loss: 32.0904 (32.5624) loss_bbox: 0.1820 (0.1871) loss_bbox_aux_0: 0.1944 (0.2020) loss_bbox_aux_1: 0.1842 (0.1902) loss_bbox_aux_2: 0.1821 (0.1877) loss_bbox_aux_3: 0.1819 (0.1872) loss_bbox_aux_4: 0.1821 (0.1871) loss_bbox_dn_0: 0.2521 (0.2625) loss_bbox_dn_1: 0.1855 (0.1974) loss_bbox_dn_2: 0.1767 (0.1867) loss_bbox_dn_3: 0.1742 (0.1835) loss_bbox_dn_4: 0.1754 (0.1829) loss_bbox_dn_5: 0.1755 (0.1829) loss_bbox_dn_pre: 0.2597 (0.2677) loss_bbox_enc_0: 0.2321 (0.2421) loss_bbox_pre: 0.1949 (0.2023) loss_dfl: 0.9463 (0.9612) loss_fgl_aux_0: 0.9773 (0.9990) loss_fgl_aux_1: 0.9470 (0.9647) loss_fgl_aux_2: 0.9459 (0.9615) loss_fgl_aux_3: 0.9464 (0.9613) loss_fgl_aux_4: 0.9461 (0.9612) loss_fgl_dn_0: 1.1039 (1.0980) loss_fgl_dn_1: 0.9946 (0.9936) loss_fgl_dn_2: 0.9823 (0.9846) loss_fgl_dn_3: 0.9827 (0.9854) loss_fgl_dn_4: 0.9830 (0.9858) loss_fgl_dn_5: 0.9830 (0.9858) loss_giou: 0.5613 (0.5847) loss_giou_aux_0: 0.5919 (0.6123) loss_giou_aux_1: 0.5642 (0.5904) loss_giou_aux_2: 0.5623 (0.5854) loss_giou_aux_3: 0.5610 (0.5848) loss_giou_aux_4: 0.5611 (0.5847) loss_giou_dn_0: 0.5841 (0.6010) loss_giou_dn_1: 0.4737 (0.4899) loss_giou_dn_2: 0.4558 (0.4726) loss_giou_dn_3: 0.4563 (0.4681) loss_giou_dn_4: 0.4563 (0.4674) loss_giou_dn_5: 0.4559 (0.4673) loss_giou_dn_pre: 0.5856 (0.5998) loss_giou_enc_0: 0.6725 (0.6922) loss_giou_pre: 0.5906 (0.6105) loss_ddf_aux_0: 0.0634 (0.0632) loss_ddf_aux_1: 0.0088 (0.0088) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2618 (0.2587) loss_ddf_dn_1: 0.0352 (0.0346) loss_ddf_dn_2: 0.0075 (0.0070) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6923 (0.6826) loss_vfl_aux_0: 0.7546 (0.7587) loss_vfl_aux_1: 0.7180 (0.7350) loss_vfl_aux_2: 0.7142 (0.7147) loss_vfl_aux_3: 0.7010 (0.6953) loss_vfl_aux_4: 0.6915 (0.6847) loss_vfl_dn_0: 0.4972 (0.4961) loss_vfl_dn_1: 0.4333 (0.4376) loss_vfl_dn_2: 0.4235 (0.4235) loss_vfl_dn_3: 0.4136 (0.4144) loss_vfl_dn_4: 0.4117 (0.4108) loss_vfl_dn_5: 0.4113 (0.4102) loss_vfl_dn_pre: 0.4972 (0.4967) loss_vfl_enc_0: 0.7546 (0.7629) loss_vfl_pre: 0.7525 (0.7619) time: 0.7593 data: 0.0354 max mem: 9097 Epoch: [21] [ 400/3696] eta: 0:49:03 lr: 0.000013 loss: 32.6231 (32.5898) loss_bbox: 0.1940 (0.1866) loss_bbox_aux_0: 0.2022 (0.2014) loss_bbox_aux_1: 0.1913 (0.1897) loss_bbox_aux_2: 0.1924 (0.1872) loss_bbox_aux_3: 0.1936 (0.1867) loss_bbox_aux_4: 0.1942 (0.1867) loss_bbox_dn_0: 0.2516 (0.2613) loss_bbox_dn_1: 0.1895 (0.1971) loss_bbox_dn_2: 0.1762 (0.1866) loss_bbox_dn_3: 0.1740 (0.1833) loss_bbox_dn_4: 0.1757 (0.1828) loss_bbox_dn_5: 0.1756 (0.1827) loss_bbox_dn_pre: 0.2559 (0.2663) loss_bbox_enc_0: 0.2349 (0.2415) loss_bbox_pre: 0.2015 (0.2018) loss_dfl: 0.9746 (0.9626) loss_fgl_aux_0: 1.0172 (1.0003) loss_fgl_aux_1: 0.9775 (0.9660) loss_fgl_aux_2: 0.9761 (0.9629) loss_fgl_aux_3: 0.9742 (0.9626) loss_fgl_aux_4: 0.9742 (0.9626) loss_fgl_dn_0: 1.1008 (1.0984) loss_fgl_dn_1: 0.9906 (0.9944) loss_fgl_dn_2: 0.9792 (0.9856) loss_fgl_dn_3: 0.9801 (0.9864) loss_fgl_dn_4: 0.9806 (0.9868) loss_fgl_dn_5: 0.9807 (0.9868) loss_giou: 0.5559 (0.5843) loss_giou_aux_0: 0.5957 (0.6119) loss_giou_aux_1: 0.5637 (0.5899) loss_giou_aux_2: 0.5575 (0.5851) loss_giou_aux_3: 0.5567 (0.5844) loss_giou_aux_4: 0.5564 (0.5843) loss_giou_dn_0: 0.6031 (0.6013) loss_giou_dn_1: 0.4921 (0.4910) loss_giou_dn_2: 0.4735 (0.4736) loss_giou_dn_3: 0.4705 (0.4691) loss_giou_dn_4: 0.4702 (0.4684) loss_giou_dn_5: 0.4702 (0.4684) loss_giou_dn_pre: 0.6008 (0.6000) loss_giou_enc_0: 0.6686 (0.6914) loss_giou_pre: 0.5917 (0.6099) loss_ddf_aux_0: 0.0649 (0.0637) loss_ddf_aux_1: 0.0085 (0.0087) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2662 (0.2585) loss_ddf_dn_1: 0.0348 (0.0344) loss_ddf_dn_2: 0.0070 (0.0070) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6791 (0.6854) loss_vfl_aux_0: 0.7565 (0.7598) loss_vfl_aux_1: 0.7288 (0.7373) loss_vfl_aux_2: 0.7131 (0.7175) loss_vfl_aux_3: 0.6991 (0.6982) loss_vfl_aux_4: 0.6810 (0.6874) loss_vfl_dn_0: 0.4990 (0.4969) loss_vfl_dn_1: 0.4347 (0.4381) loss_vfl_dn_2: 0.4229 (0.4240) loss_vfl_dn_3: 0.4120 (0.4148) loss_vfl_dn_4: 0.4110 (0.4113) loss_vfl_dn_5: 0.4117 (0.4107) loss_vfl_dn_pre: 0.5002 (0.4976) loss_vfl_enc_0: 0.7569 (0.7630) loss_vfl_pre: 0.7590 (0.7629) time: 0.7260 data: 0.0257 max mem: 9097 Epoch: [21] [ 500/3696] eta: 0:45:53 lr: 0.000013 loss: 32.7967 (32.5864) loss_bbox: 0.1769 (0.1871) loss_bbox_aux_0: 0.1888 (0.2018) loss_bbox_aux_1: 0.1803 (0.1902) loss_bbox_aux_2: 0.1782 (0.1877) loss_bbox_aux_3: 0.1768 (0.1872) loss_bbox_aux_4: 0.1769 (0.1872) loss_bbox_dn_0: 0.2414 (0.2613) loss_bbox_dn_1: 0.1895 (0.1973) loss_bbox_dn_2: 0.1820 (0.1869) loss_bbox_dn_3: 0.1805 (0.1835) loss_bbox_dn_4: 0.1797 (0.1830) loss_bbox_dn_5: 0.1797 (0.1830) loss_bbox_dn_pre: 0.2514 (0.2665) loss_bbox_enc_0: 0.2248 (0.2418) loss_bbox_pre: 0.1894 (0.2022) loss_dfl: 0.9551 (0.9627) loss_fgl_aux_0: 0.9888 (1.0002) loss_fgl_aux_1: 0.9569 (0.9660) loss_fgl_aux_2: 0.9554 (0.9630) loss_fgl_aux_3: 0.9554 (0.9627) loss_fgl_aux_4: 0.9551 (0.9627) loss_fgl_dn_0: 1.0947 (1.0974) loss_fgl_dn_1: 0.9933 (0.9937) loss_fgl_dn_2: 0.9872 (0.9849) loss_fgl_dn_3: 0.9880 (0.9858) loss_fgl_dn_4: 0.9879 (0.9861) loss_fgl_dn_5: 0.9880 (0.9861) loss_giou: 0.6061 (0.5856) loss_giou_aux_0: 0.6347 (0.6130) loss_giou_aux_1: 0.6137 (0.5911) loss_giou_aux_2: 0.6085 (0.5863) loss_giou_aux_3: 0.6071 (0.5857) loss_giou_aux_4: 0.6060 (0.5856) loss_giou_dn_0: 0.6162 (0.6014) loss_giou_dn_1: 0.5027 (0.4910) loss_giou_dn_2: 0.4846 (0.4737) loss_giou_dn_3: 0.4824 (0.4692) loss_giou_dn_4: 0.4821 (0.4684) loss_giou_dn_5: 0.4822 (0.4684) loss_giou_dn_pre: 0.6123 (0.6002) loss_giou_enc_0: 0.7065 (0.6928) loss_giou_pre: 0.6346 (0.6111) loss_ddf_aux_0: 0.0569 (0.0631) loss_ddf_aux_1: 0.0077 (0.0086) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2488 (0.2575) loss_ddf_dn_1: 0.0304 (0.0342) loss_ddf_dn_2: 0.0067 (0.0070) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6626 (0.6840) loss_vfl_aux_0: 0.7499 (0.7597) loss_vfl_aux_1: 0.7130 (0.7363) loss_vfl_aux_2: 0.6985 (0.7168) loss_vfl_aux_3: 0.6807 (0.6963) loss_vfl_aux_4: 0.6671 (0.6861) loss_vfl_dn_0: 0.4880 (0.4962) loss_vfl_dn_1: 0.4342 (0.4376) loss_vfl_dn_2: 0.4255 (0.4233) loss_vfl_dn_3: 0.4169 (0.4142) loss_vfl_dn_4: 0.4134 (0.4108) loss_vfl_dn_5: 0.4123 (0.4102) loss_vfl_dn_pre: 0.4884 (0.4969) loss_vfl_enc_0: 0.7408 (0.7608) loss_vfl_pre: 0.7509 (0.7630) time: 0.7639 data: 0.0319 max mem: 9097 Epoch: [21] [ 600/3696] eta: 0:43:31 lr: 0.000013 loss: 32.6914 (32.6018) loss_bbox: 0.1947 (0.1876) loss_bbox_aux_0: 0.2129 (0.2023) loss_bbox_aux_1: 0.1958 (0.1907) loss_bbox_aux_2: 0.1932 (0.1882) loss_bbox_aux_3: 0.1947 (0.1877) loss_bbox_aux_4: 0.1949 (0.1877) loss_bbox_dn_0: 0.2840 (0.2614) loss_bbox_dn_1: 0.2149 (0.1971) loss_bbox_dn_2: 0.2039 (0.1867) loss_bbox_dn_3: 0.1993 (0.1834) loss_bbox_dn_4: 0.1990 (0.1829) loss_bbox_dn_5: 0.1989 (0.1829) loss_bbox_dn_pre: 0.2932 (0.2666) loss_bbox_enc_0: 0.2621 (0.2424) loss_bbox_pre: 0.2131 (0.2027) loss_dfl: 0.9826 (0.9625) loss_fgl_aux_0: 1.0142 (0.9997) loss_fgl_aux_1: 0.9869 (0.9658) loss_fgl_aux_2: 0.9835 (0.9628) loss_fgl_aux_3: 0.9831 (0.9625) loss_fgl_aux_4: 0.9830 (0.9625) loss_fgl_dn_0: 1.0981 (1.0969) loss_fgl_dn_1: 0.9896 (0.9934) loss_fgl_dn_2: 0.9818 (0.9846) loss_fgl_dn_3: 0.9815 (0.9855) loss_fgl_dn_4: 0.9819 (0.9858) loss_fgl_dn_5: 0.9819 (0.9859) loss_giou: 0.5949 (0.5873) loss_giou_aux_0: 0.6114 (0.6149) loss_giou_aux_1: 0.5984 (0.5929) loss_giou_aux_2: 0.5941 (0.5881) loss_giou_aux_3: 0.5951 (0.5874) loss_giou_aux_4: 0.5948 (0.5873) loss_giou_dn_0: 0.6036 (0.6024) loss_giou_dn_1: 0.4816 (0.4919) loss_giou_dn_2: 0.4691 (0.4745) loss_giou_dn_3: 0.4638 (0.4700) loss_giou_dn_4: 0.4627 (0.4693) loss_giou_dn_5: 0.4626 (0.4692) loss_giou_dn_pre: 0.6057 (0.6012) loss_giou_enc_0: 0.6907 (0.6947) loss_giou_pre: 0.6114 (0.6129) loss_ddf_aux_0: 0.0648 (0.0628) loss_ddf_aux_1: 0.0088 (0.0086) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2642 (0.2570) loss_ddf_dn_1: 0.0355 (0.0341) loss_ddf_dn_2: 0.0065 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6841 (0.6838) loss_vfl_aux_0: 0.7629 (0.7586) loss_vfl_aux_1: 0.7294 (0.7362) loss_vfl_aux_2: 0.7064 (0.7164) loss_vfl_aux_3: 0.6906 (0.6962) loss_vfl_aux_4: 0.6857 (0.6859) loss_vfl_dn_0: 0.4963 (0.4960) loss_vfl_dn_1: 0.4316 (0.4375) loss_vfl_dn_2: 0.4225 (0.4233) loss_vfl_dn_3: 0.4099 (0.4140) loss_vfl_dn_4: 0.4072 (0.4107) loss_vfl_dn_5: 0.4058 (0.4101) loss_vfl_dn_pre: 0.4964 (0.4968) loss_vfl_enc_0: 0.7543 (0.7597) loss_vfl_pre: 0.7629 (0.7620) time: 0.7425 data: 0.0269 max mem: 9097 Epoch: [21] [ 700/3696] eta: 0:41:39 lr: 0.000013 loss: 32.4920 (32.5762) loss_bbox: 0.1872 (0.1881) loss_bbox_aux_0: 0.1972 (0.2029) loss_bbox_aux_1: 0.1870 (0.1912) loss_bbox_aux_2: 0.1862 (0.1886) loss_bbox_aux_3: 0.1873 (0.1882) loss_bbox_aux_4: 0.1873 (0.1881) loss_bbox_dn_0: 0.2574 (0.2635) loss_bbox_dn_1: 0.2024 (0.1987) loss_bbox_dn_2: 0.1895 (0.1882) loss_bbox_dn_3: 0.1860 (0.1849) loss_bbox_dn_4: 0.1849 (0.1844) loss_bbox_dn_5: 0.1849 (0.1844) loss_bbox_dn_pre: 0.2643 (0.2687) loss_bbox_enc_0: 0.2435 (0.2434) loss_bbox_pre: 0.1977 (0.2032) loss_dfl: 0.9739 (0.9623) loss_fgl_aux_0: 1.0121 (0.9999) loss_fgl_aux_1: 0.9777 (0.9657) loss_fgl_aux_2: 0.9734 (0.9626) loss_fgl_aux_3: 0.9744 (0.9623) loss_fgl_aux_4: 0.9744 (0.9623) loss_fgl_dn_0: 1.0957 (1.0963) loss_fgl_dn_1: 0.9884 (0.9922) loss_fgl_dn_2: 0.9780 (0.9833) loss_fgl_dn_3: 0.9786 (0.9841) loss_fgl_dn_4: 0.9787 (0.9845) loss_fgl_dn_5: 0.9787 (0.9845) loss_giou: 0.5604 (0.5838) loss_giou_aux_0: 0.5872 (0.6114) loss_giou_aux_1: 0.5651 (0.5894) loss_giou_aux_2: 0.5607 (0.5845) loss_giou_aux_3: 0.5612 (0.5839) loss_giou_aux_4: 0.5614 (0.5838) loss_giou_dn_0: 0.5964 (0.6009) loss_giou_dn_1: 0.4912 (0.4902) loss_giou_dn_2: 0.4729 (0.4728) loss_giou_dn_3: 0.4670 (0.4683) loss_giou_dn_4: 0.4666 (0.4675) loss_giou_dn_5: 0.4666 (0.4675) loss_giou_dn_pre: 0.5981 (0.5997) loss_giou_enc_0: 0.6705 (0.6911) loss_giou_pre: 0.5859 (0.6094) loss_ddf_aux_0: 0.0621 (0.0632) loss_ddf_aux_1: 0.0085 (0.0086) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2567 (0.2585) loss_ddf_dn_1: 0.0352 (0.0343) loss_ddf_dn_2: 0.0065 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6914 (0.6850) loss_vfl_aux_0: 0.7705 (0.7592) loss_vfl_aux_1: 0.7417 (0.7369) loss_vfl_aux_2: 0.7390 (0.7176) loss_vfl_aux_3: 0.7065 (0.6975) loss_vfl_aux_4: 0.6908 (0.6870) loss_vfl_dn_0: 0.4905 (0.4960) loss_vfl_dn_1: 0.4318 (0.4371) loss_vfl_dn_2: 0.4153 (0.4227) loss_vfl_dn_3: 0.4092 (0.4136) loss_vfl_dn_4: 0.4026 (0.4101) loss_vfl_dn_5: 0.4019 (0.4096) loss_vfl_dn_pre: 0.4899 (0.4968) loss_vfl_enc_0: 0.7518 (0.7605) loss_vfl_pre: 0.7766 (0.7623) time: 0.7364 data: 0.0306 max mem: 9097 Epoch: [21] [ 800/3696] eta: 0:39:48 lr: 0.000013 loss: 32.4048 (32.5590) loss_bbox: 0.2007 (0.1881) loss_bbox_aux_0: 0.2159 (0.2029) loss_bbox_aux_1: 0.2045 (0.1912) loss_bbox_aux_2: 0.2011 (0.1887) loss_bbox_aux_3: 0.2011 (0.1882) loss_bbox_aux_4: 0.2009 (0.1882) loss_bbox_dn_0: 0.2836 (0.2633) loss_bbox_dn_1: 0.2147 (0.1987) loss_bbox_dn_2: 0.1969 (0.1881) loss_bbox_dn_3: 0.1932 (0.1848) loss_bbox_dn_4: 0.1924 (0.1843) loss_bbox_dn_5: 0.1925 (0.1843) loss_bbox_dn_pre: 0.2901 (0.2685) loss_bbox_enc_0: 0.2598 (0.2434) loss_bbox_pre: 0.2159 (0.2033) loss_dfl: 0.9658 (0.9637) loss_fgl_aux_0: 1.0122 (1.0011) loss_fgl_aux_1: 0.9699 (0.9670) loss_fgl_aux_2: 0.9677 (0.9640) loss_fgl_aux_3: 0.9656 (0.9637) loss_fgl_aux_4: 0.9657 (0.9637) loss_fgl_dn_0: 1.0922 (1.0965) loss_fgl_dn_1: 0.9873 (0.9923) loss_fgl_dn_2: 0.9795 (0.9833) loss_fgl_dn_3: 0.9789 (0.9842) loss_fgl_dn_4: 0.9793 (0.9845) loss_fgl_dn_5: 0.9793 (0.9845) loss_giou: 0.5322 (0.5810) loss_giou_aux_0: 0.5581 (0.6086) loss_giou_aux_1: 0.5406 (0.5865) loss_giou_aux_2: 0.5324 (0.5816) loss_giou_aux_3: 0.5329 (0.5810) loss_giou_aux_4: 0.5323 (0.5809) loss_giou_dn_0: 0.5703 (0.5996) loss_giou_dn_1: 0.4636 (0.4889) loss_giou_dn_2: 0.4463 (0.4715) loss_giou_dn_3: 0.4388 (0.4670) loss_giou_dn_4: 0.4381 (0.4662) loss_giou_dn_5: 0.4383 (0.4662) loss_giou_dn_pre: 0.5679 (0.5984) loss_giou_enc_0: 0.6195 (0.6884) loss_giou_pre: 0.5571 (0.6066) loss_ddf_aux_0: 0.0660 (0.0635) loss_ddf_aux_1: 0.0086 (0.0086) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2476 (0.2587) loss_ddf_dn_1: 0.0368 (0.0343) loss_ddf_dn_2: 0.0067 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6918 (0.6857) loss_vfl_aux_0: 0.7760 (0.7599) loss_vfl_aux_1: 0.7485 (0.7374) loss_vfl_aux_2: 0.7238 (0.7184) loss_vfl_aux_3: 0.6925 (0.6979) loss_vfl_aux_4: 0.6918 (0.6876) loss_vfl_dn_0: 0.5027 (0.4962) loss_vfl_dn_1: 0.4380 (0.4371) loss_vfl_dn_2: 0.4195 (0.4227) loss_vfl_dn_3: 0.4081 (0.4135) loss_vfl_dn_4: 0.4070 (0.4101) loss_vfl_dn_5: 0.4061 (0.4096) loss_vfl_dn_pre: 0.5023 (0.4969) loss_vfl_enc_0: 0.7865 (0.7614) loss_vfl_pre: 0.7780 (0.7630) time: 0.7242 data: 0.0247 max mem: 9097 Epoch: [21] [ 900/3696] eta: 0:38:02 lr: 0.000013 loss: 32.1927 (32.5534) loss_bbox: 0.1723 (0.1879) loss_bbox_aux_0: 0.1863 (0.2026) loss_bbox_aux_1: 0.1734 (0.1909) loss_bbox_aux_2: 0.1747 (0.1884) loss_bbox_aux_3: 0.1729 (0.1880) loss_bbox_aux_4: 0.1726 (0.1879) loss_bbox_dn_0: 0.2300 (0.2631) loss_bbox_dn_1: 0.1696 (0.1984) loss_bbox_dn_2: 0.1664 (0.1878) loss_bbox_dn_3: 0.1638 (0.1845) loss_bbox_dn_4: 0.1635 (0.1840) loss_bbox_dn_5: 0.1632 (0.1839) loss_bbox_dn_pre: 0.2414 (0.2683) loss_bbox_enc_0: 0.2304 (0.2434) loss_bbox_pre: 0.1881 (0.2030) loss_dfl: 0.9443 (0.9643) loss_fgl_aux_0: 0.9835 (1.0018) loss_fgl_aux_1: 0.9466 (0.9677) loss_fgl_aux_2: 0.9446 (0.9646) loss_fgl_aux_3: 0.9440 (0.9643) loss_fgl_aux_4: 0.9441 (0.9643) loss_fgl_dn_0: 1.0941 (1.0968) loss_fgl_dn_1: 0.9927 (0.9925) loss_fgl_dn_2: 0.9846 (0.9835) loss_fgl_dn_3: 0.9853 (0.9843) loss_fgl_dn_4: 0.9858 (0.9846) loss_fgl_dn_5: 0.9859 (0.9846) loss_giou: 0.5985 (0.5797) loss_giou_aux_0: 0.6181 (0.6074) loss_giou_aux_1: 0.6020 (0.5852) loss_giou_aux_2: 0.5991 (0.5804) loss_giou_aux_3: 0.5966 (0.5798) loss_giou_aux_4: 0.5978 (0.5797) loss_giou_dn_0: 0.6049 (0.5990) loss_giou_dn_1: 0.4926 (0.4881) loss_giou_dn_2: 0.4748 (0.4708) loss_giou_dn_3: 0.4688 (0.4663) loss_giou_dn_4: 0.4691 (0.4655) loss_giou_dn_5: 0.4688 (0.4655) loss_giou_dn_pre: 0.6030 (0.5978) loss_giou_enc_0: 0.6964 (0.6874) loss_giou_pre: 0.6148 (0.6054) loss_ddf_aux_0: 0.0583 (0.0634) loss_ddf_aux_1: 0.0073 (0.0085) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2459 (0.2593) loss_ddf_dn_1: 0.0323 (0.0344) loss_ddf_dn_2: 0.0073 (0.0069) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6866 (0.6865) loss_vfl_aux_0: 0.7638 (0.7615) loss_vfl_aux_1: 0.7354 (0.7381) loss_vfl_aux_2: 0.7114 (0.7191) loss_vfl_aux_3: 0.7003 (0.6984) loss_vfl_aux_4: 0.6909 (0.6884) loss_vfl_dn_0: 0.4877 (0.4964) loss_vfl_dn_1: 0.4338 (0.4372) loss_vfl_dn_2: 0.4171 (0.4226) loss_vfl_dn_3: 0.4124 (0.4134) loss_vfl_dn_4: 0.4093 (0.4101) loss_vfl_dn_5: 0.4085 (0.4096) loss_vfl_dn_pre: 0.4883 (0.4971) loss_vfl_enc_0: 0.7505 (0.7617) loss_vfl_pre: 0.7723 (0.7645) time: 0.7702 data: 0.0283 max mem: 9097 Epoch: [21] [1000/3696] eta: 0:36:34 lr: 0.000013 loss: 32.7152 (32.5709) loss_bbox: 0.1807 (0.1882) loss_bbox_aux_0: 0.1994 (0.2030) loss_bbox_aux_1: 0.1830 (0.1912) loss_bbox_aux_2: 0.1803 (0.1887) loss_bbox_aux_3: 0.1820 (0.1882) loss_bbox_aux_4: 0.1808 (0.1882) loss_bbox_dn_0: 0.2627 (0.2638) loss_bbox_dn_1: 0.2070 (0.1989) loss_bbox_dn_2: 0.1925 (0.1883) loss_bbox_dn_3: 0.1894 (0.1849) loss_bbox_dn_4: 0.1873 (0.1844) loss_bbox_dn_5: 0.1872 (0.1844) loss_bbox_dn_pre: 0.2675 (0.2690) loss_bbox_enc_0: 0.2465 (0.2441) loss_bbox_pre: 0.2004 (0.2034) loss_dfl: 0.9574 (0.9638) loss_fgl_aux_0: 0.9914 (1.0015) loss_fgl_aux_1: 0.9604 (0.9672) loss_fgl_aux_2: 0.9585 (0.9641) loss_fgl_aux_3: 0.9589 (0.9639) loss_fgl_aux_4: 0.9583 (0.9638) loss_fgl_dn_0: 1.0812 (1.0968) loss_fgl_dn_1: 0.9829 (0.9923) loss_fgl_dn_2: 0.9718 (0.9832) loss_fgl_dn_3: 0.9729 (0.9840) loss_fgl_dn_4: 0.9731 (0.9843) loss_fgl_dn_5: 0.9730 (0.9843) loss_giou: 0.5864 (0.5802) loss_giou_aux_0: 0.6179 (0.6078) loss_giou_aux_1: 0.5926 (0.5856) loss_giou_aux_2: 0.5892 (0.5808) loss_giou_aux_3: 0.5887 (0.5803) loss_giou_aux_4: 0.5873 (0.5802) loss_giou_dn_0: 0.6055 (0.5992) loss_giou_dn_1: 0.4914 (0.4883) loss_giou_dn_2: 0.4779 (0.4710) loss_giou_dn_3: 0.4717 (0.4665) loss_giou_dn_4: 0.4730 (0.4657) loss_giou_dn_5: 0.4733 (0.4657) loss_giou_dn_pre: 0.6037 (0.5980) loss_giou_enc_0: 0.7064 (0.6879) loss_giou_pre: 0.6157 (0.6058) loss_ddf_aux_0: 0.0649 (0.0637) loss_ddf_aux_1: 0.0080 (0.0085) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2571 (0.2605) loss_ddf_dn_1: 0.0341 (0.0346) loss_ddf_dn_2: 0.0069 (0.0070) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6469 (0.6877) loss_vfl_aux_0: 0.7300 (0.7626) loss_vfl_aux_1: 0.6962 (0.7393) loss_vfl_aux_2: 0.6994 (0.7198) loss_vfl_aux_3: 0.6561 (0.6990) loss_vfl_aux_4: 0.6556 (0.6896) loss_vfl_dn_0: 0.4921 (0.4964) loss_vfl_dn_1: 0.4359 (0.4373) loss_vfl_dn_2: 0.4204 (0.4227) loss_vfl_dn_3: 0.4138 (0.4136) loss_vfl_dn_4: 0.4116 (0.4102) loss_vfl_dn_5: 0.4113 (0.4097) loss_vfl_dn_pre: 0.4922 (0.4971) loss_vfl_enc_0: 0.7344 (0.7626) loss_vfl_pre: 0.7318 (0.7656) time: 0.7092 data: 0.0224 max mem: 9097 Epoch: [21] [1100/3696] eta: 0:35:01 lr: 0.000013 loss: 31.8243 (32.5531) loss_bbox: 0.1653 (0.1882) loss_bbox_aux_0: 0.1782 (0.2032) loss_bbox_aux_1: 0.1675 (0.1913) loss_bbox_aux_2: 0.1645 (0.1888) loss_bbox_aux_3: 0.1650 (0.1883) loss_bbox_aux_4: 0.1652 (0.1883) loss_bbox_dn_0: 0.2467 (0.2647) loss_bbox_dn_1: 0.1781 (0.1995) loss_bbox_dn_2: 0.1669 (0.1889) loss_bbox_dn_3: 0.1632 (0.1856) loss_bbox_dn_4: 0.1619 (0.1850) loss_bbox_dn_5: 0.1619 (0.1850) loss_bbox_dn_pre: 0.2525 (0.2699) loss_bbox_enc_0: 0.2261 (0.2447) loss_bbox_pre: 0.1785 (0.2035) loss_dfl: 0.9723 (0.9643) loss_fgl_aux_0: 1.0199 (1.0022) loss_fgl_aux_1: 0.9777 (0.9677) loss_fgl_aux_2: 0.9731 (0.9646) loss_fgl_aux_3: 0.9724 (0.9644) loss_fgl_aux_4: 0.9726 (0.9643) loss_fgl_dn_0: 1.0959 (1.0973) loss_fgl_dn_1: 0.9969 (0.9920) loss_fgl_dn_2: 0.9856 (0.9829) loss_fgl_dn_3: 0.9856 (0.9837) loss_fgl_dn_4: 0.9860 (0.9840) loss_fgl_dn_5: 0.9861 (0.9840) loss_giou: 0.5607 (0.5777) loss_giou_aux_0: 0.5932 (0.6055) loss_giou_aux_1: 0.5647 (0.5833) loss_giou_aux_2: 0.5628 (0.5784) loss_giou_aux_3: 0.5605 (0.5778) loss_giou_aux_4: 0.5608 (0.5777) loss_giou_dn_0: 0.5770 (0.5979) loss_giou_dn_1: 0.4682 (0.4870) loss_giou_dn_2: 0.4461 (0.4696) loss_giou_dn_3: 0.4347 (0.4652) loss_giou_dn_4: 0.4322 (0.4644) loss_giou_dn_5: 0.4323 (0.4644) loss_giou_dn_pre: 0.5760 (0.5967) loss_giou_enc_0: 0.6797 (0.6859) loss_giou_pre: 0.5903 (0.6035) loss_ddf_aux_0: 0.0612 (0.0638) loss_ddf_aux_1: 0.0085 (0.0085) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2612 (0.2610) loss_ddf_dn_1: 0.0348 (0.0346) loss_ddf_dn_2: 0.0066 (0.0070) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6729 (0.6880) loss_vfl_aux_0: 0.7627 (0.7630) loss_vfl_aux_1: 0.7347 (0.7394) loss_vfl_aux_2: 0.7086 (0.7196) loss_vfl_aux_3: 0.6880 (0.6992) loss_vfl_aux_4: 0.6749 (0.6899) loss_vfl_dn_0: 0.4958 (0.4966) loss_vfl_dn_1: 0.4284 (0.4371) loss_vfl_dn_2: 0.4119 (0.4225) loss_vfl_dn_3: 0.4023 (0.4133) loss_vfl_dn_4: 0.3981 (0.4099) loss_vfl_dn_5: 0.3984 (0.4094) loss_vfl_dn_pre: 0.4968 (0.4973) loss_vfl_enc_0: 0.7486 (0.7631) loss_vfl_pre: 0.7664 (0.7661) time: 0.7723 data: 0.0346 max mem: 9097 Epoch: [21] [1200/3696] eta: 0:34:31 lr: 0.000013 loss: 32.9243 (32.5684) loss_bbox: 0.1836 (0.1889) loss_bbox_aux_0: 0.1965 (0.2038) loss_bbox_aux_1: 0.1865 (0.1920) loss_bbox_aux_2: 0.1835 (0.1895) loss_bbox_aux_3: 0.1840 (0.1890) loss_bbox_aux_4: 0.1837 (0.1889) loss_bbox_dn_0: 0.2517 (0.2652) loss_bbox_dn_1: 0.1855 (0.1999) loss_bbox_dn_2: 0.1770 (0.1893) loss_bbox_dn_3: 0.1753 (0.1860) loss_bbox_dn_4: 0.1760 (0.1855) loss_bbox_dn_5: 0.1759 (0.1854) loss_bbox_dn_pre: 0.2535 (0.2705) loss_bbox_enc_0: 0.2315 (0.2453) loss_bbox_pre: 0.1956 (0.2042) loss_dfl: 0.9788 (0.9644) loss_fgl_aux_0: 1.0158 (1.0023) loss_fgl_aux_1: 0.9823 (0.9678) loss_fgl_aux_2: 0.9807 (0.9647) loss_fgl_aux_3: 0.9791 (0.9645) loss_fgl_aux_4: 0.9789 (0.9645) loss_fgl_dn_0: 1.0981 (1.0973) loss_fgl_dn_1: 0.9941 (0.9921) loss_fgl_dn_2: 0.9828 (0.9830) loss_fgl_dn_3: 0.9831 (0.9837) loss_fgl_dn_4: 0.9837 (0.9841) loss_fgl_dn_5: 0.9835 (0.9841) loss_giou: 0.5805 (0.5784) loss_giou_aux_0: 0.6201 (0.6061) loss_giou_aux_1: 0.5893 (0.5839) loss_giou_aux_2: 0.5822 (0.5791) loss_giou_aux_3: 0.5812 (0.5785) loss_giou_aux_4: 0.5810 (0.5784) loss_giou_dn_0: 0.5967 (0.5984) loss_giou_dn_1: 0.4809 (0.4873) loss_giou_dn_2: 0.4645 (0.4700) loss_giou_dn_3: 0.4616 (0.4656) loss_giou_dn_4: 0.4601 (0.4649) loss_giou_dn_5: 0.4602 (0.4648) loss_giou_dn_pre: 0.5937 (0.5972) loss_giou_enc_0: 0.6959 (0.6864) loss_giou_pre: 0.6174 (0.6042) loss_ddf_aux_0: 0.0568 (0.0636) loss_ddf_aux_1: 0.0080 (0.0085) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2482 (0.2608) loss_ddf_dn_1: 0.0303 (0.0345) loss_ddf_dn_2: 0.0059 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7051 (0.6881) loss_vfl_aux_0: 0.7671 (0.7627) loss_vfl_aux_1: 0.7375 (0.7395) loss_vfl_aux_2: 0.7214 (0.7194) loss_vfl_aux_3: 0.7120 (0.6991) loss_vfl_aux_4: 0.7087 (0.6900) loss_vfl_dn_0: 0.4979 (0.4964) loss_vfl_dn_1: 0.4374 (0.4371) loss_vfl_dn_2: 0.4263 (0.4224) loss_vfl_dn_3: 0.4124 (0.4132) loss_vfl_dn_4: 0.4060 (0.4098) loss_vfl_dn_5: 0.4078 (0.4093) loss_vfl_dn_pre: 0.4987 (0.4971) loss_vfl_enc_0: 0.7525 (0.7626) loss_vfl_pre: 0.7706 (0.7659) time: 0.7265 data: 0.0235 max mem: 9097 Epoch: [21] [1300/3696] eta: 0:34:13 lr: 0.000013 loss: 32.2554 (32.5668) loss_bbox: 0.1698 (0.1885) loss_bbox_aux_0: 0.1854 (0.2035) loss_bbox_aux_1: 0.1719 (0.1916) loss_bbox_aux_2: 0.1696 (0.1891) loss_bbox_aux_3: 0.1691 (0.1886) loss_bbox_aux_4: 0.1697 (0.1885) loss_bbox_dn_0: 0.2590 (0.2648) loss_bbox_dn_1: 0.2028 (0.1995) loss_bbox_dn_2: 0.1929 (0.1889) loss_bbox_dn_3: 0.1913 (0.1856) loss_bbox_dn_4: 0.1917 (0.1851) loss_bbox_dn_5: 0.1916 (0.1851) loss_bbox_dn_pre: 0.2624 (0.2701) loss_bbox_enc_0: 0.2311 (0.2449) loss_bbox_pre: 0.1851 (0.2038) loss_dfl: 0.9819 (0.9642) loss_fgl_aux_0: 1.0193 (1.0022) loss_fgl_aux_1: 0.9839 (0.9676) loss_fgl_aux_2: 0.9807 (0.9645) loss_fgl_aux_3: 0.9820 (0.9642) loss_fgl_aux_4: 0.9820 (0.9642) loss_fgl_dn_0: 1.0980 (1.0972) loss_fgl_dn_1: 0.9896 (0.9921) loss_fgl_dn_2: 0.9817 (0.9830) loss_fgl_dn_3: 0.9822 (0.9837) loss_fgl_dn_4: 0.9830 (0.9841) loss_fgl_dn_5: 0.9830 (0.9841) loss_giou: 0.5611 (0.5791) loss_giou_aux_0: 0.5858 (0.6069) loss_giou_aux_1: 0.5687 (0.5847) loss_giou_aux_2: 0.5628 (0.5798) loss_giou_aux_3: 0.5615 (0.5792) loss_giou_aux_4: 0.5613 (0.5791) loss_giou_dn_0: 0.6024 (0.5992) loss_giou_dn_1: 0.4933 (0.4881) loss_giou_dn_2: 0.4792 (0.4707) loss_giou_dn_3: 0.4766 (0.4664) loss_giou_dn_4: 0.4756 (0.4656) loss_giou_dn_5: 0.4758 (0.4656) loss_giou_dn_pre: 0.5996 (0.5980) loss_giou_enc_0: 0.6688 (0.6870) loss_giou_pre: 0.5842 (0.6049) loss_ddf_aux_0: 0.0642 (0.0635) loss_ddf_aux_1: 0.0092 (0.0085) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2511 (0.2607) loss_ddf_dn_1: 0.0353 (0.0344) loss_ddf_dn_2: 0.0072 (0.0070) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6699 (0.6876) loss_vfl_aux_0: 0.7599 (0.7620) loss_vfl_aux_1: 0.7173 (0.7387) loss_vfl_aux_2: 0.7023 (0.7184) loss_vfl_aux_3: 0.6805 (0.6985) loss_vfl_aux_4: 0.6758 (0.6894) loss_vfl_dn_0: 0.4940 (0.4964) loss_vfl_dn_1: 0.4347 (0.4372) loss_vfl_dn_2: 0.4257 (0.4225) loss_vfl_dn_3: 0.4136 (0.4133) loss_vfl_dn_4: 0.4092 (0.4099) loss_vfl_dn_5: 0.4112 (0.4094) loss_vfl_dn_pre: 0.4942 (0.4971) loss_vfl_enc_0: 0.7548 (0.7618) loss_vfl_pre: 0.7646 (0.7653) time: 0.7224 data: 0.0275 max mem: 9097 Epoch: [21] [1400/3696] eta: 0:35:18 lr: 0.000013 loss: 32.4184 (32.5703) loss_bbox: 0.1961 (0.1885) loss_bbox_aux_0: 0.2147 (0.2036) loss_bbox_aux_1: 0.2003 (0.1916) loss_bbox_aux_2: 0.1971 (0.1891) loss_bbox_aux_3: 0.1965 (0.1886) loss_bbox_aux_4: 0.1962 (0.1886) loss_bbox_dn_0: 0.2738 (0.2650) loss_bbox_dn_1: 0.2012 (0.1997) loss_bbox_dn_2: 0.1933 (0.1891) loss_bbox_dn_3: 0.1918 (0.1859) loss_bbox_dn_4: 0.1917 (0.1853) loss_bbox_dn_5: 0.1916 (0.1853) loss_bbox_dn_pre: 0.2816 (0.2703) loss_bbox_enc_0: 0.2623 (0.2449) loss_bbox_pre: 0.2153 (0.2039) loss_dfl: 0.9645 (0.9639) loss_fgl_aux_0: 0.9989 (1.0019) loss_fgl_aux_1: 0.9660 (0.9673) loss_fgl_aux_2: 0.9634 (0.9642) loss_fgl_aux_3: 0.9641 (0.9640) loss_fgl_aux_4: 0.9642 (0.9639) loss_fgl_dn_0: 1.1023 (1.0970) loss_fgl_dn_1: 0.9905 (0.9920) loss_fgl_dn_2: 0.9815 (0.9829) loss_fgl_dn_3: 0.9820 (0.9836) loss_fgl_dn_4: 0.9826 (0.9840) loss_fgl_dn_5: 0.9828 (0.9840) loss_giou: 0.5260 (0.5791) loss_giou_aux_0: 0.5556 (0.6068) loss_giou_aux_1: 0.5304 (0.5846) loss_giou_aux_2: 0.5272 (0.5798) loss_giou_aux_3: 0.5255 (0.5792) loss_giou_aux_4: 0.5259 (0.5791) loss_giou_dn_0: 0.5596 (0.5992) loss_giou_dn_1: 0.4622 (0.4881) loss_giou_dn_2: 0.4463 (0.4708) loss_giou_dn_3: 0.4416 (0.4664) loss_giou_dn_4: 0.4412 (0.4657) loss_giou_dn_5: 0.4410 (0.4657) loss_giou_dn_pre: 0.5639 (0.5980) loss_giou_enc_0: 0.6228 (0.6868) loss_giou_pre: 0.5509 (0.6048) loss_ddf_aux_0: 0.0628 (0.0635) loss_ddf_aux_1: 0.0080 (0.0085) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2465 (0.2608) loss_ddf_dn_1: 0.0317 (0.0344) loss_ddf_dn_2: 0.0064 (0.0070) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6783 (0.6878) loss_vfl_aux_0: 0.7554 (0.7622) loss_vfl_aux_1: 0.7346 (0.7390) loss_vfl_aux_2: 0.7115 (0.7188) loss_vfl_aux_3: 0.6863 (0.6989) loss_vfl_aux_4: 0.6781 (0.6896) loss_vfl_dn_0: 0.4979 (0.4966) loss_vfl_dn_1: 0.4304 (0.4374) loss_vfl_dn_2: 0.4148 (0.4227) loss_vfl_dn_3: 0.4066 (0.4135) loss_vfl_dn_4: 0.4003 (0.4101) loss_vfl_dn_5: 0.3983 (0.4095) loss_vfl_dn_pre: 0.4987 (0.4973) loss_vfl_enc_0: 0.7539 (0.7626) loss_vfl_pre: 0.7590 (0.7655) time: 3.5257 data: 0.0211 max mem: 9097 Epoch: [21] [1500/3696] eta: 0:33:19 lr: 0.000013 loss: 32.3937 (32.5805) loss_bbox: 0.1843 (0.1890) loss_bbox_aux_0: 0.1959 (0.2040) loss_bbox_aux_1: 0.1885 (0.1921) loss_bbox_aux_2: 0.1854 (0.1895) loss_bbox_aux_3: 0.1844 (0.1891) loss_bbox_aux_4: 0.1843 (0.1890) loss_bbox_dn_0: 0.2632 (0.2653) loss_bbox_dn_1: 0.1953 (0.1999) loss_bbox_dn_2: 0.1818 (0.1893) loss_bbox_dn_3: 0.1787 (0.1860) loss_bbox_dn_4: 0.1777 (0.1855) loss_bbox_dn_5: 0.1778 (0.1855) loss_bbox_dn_pre: 0.2661 (0.2706) loss_bbox_enc_0: 0.2352 (0.2453) loss_bbox_pre: 0.1974 (0.2043) loss_dfl: 0.9544 (0.9637) loss_fgl_aux_0: 0.9884 (1.0016) loss_fgl_aux_1: 0.9589 (0.9670) loss_fgl_aux_2: 0.9539 (0.9640) loss_fgl_aux_3: 0.9546 (0.9637) loss_fgl_aux_4: 0.9547 (0.9637) loss_fgl_dn_0: 1.0982 (1.0970) loss_fgl_dn_1: 0.9997 (0.9921) loss_fgl_dn_2: 0.9907 (0.9830) loss_fgl_dn_3: 0.9905 (0.9838) loss_fgl_dn_4: 0.9916 (0.9841) loss_fgl_dn_5: 0.9917 (0.9841) loss_giou: 0.5930 (0.5793) loss_giou_aux_0: 0.6185 (0.6071) loss_giou_aux_1: 0.5976 (0.5849) loss_giou_aux_2: 0.5941 (0.5800) loss_giou_aux_3: 0.5934 (0.5794) loss_giou_aux_4: 0.5930 (0.5793) loss_giou_dn_0: 0.6066 (0.5991) loss_giou_dn_1: 0.4973 (0.4880) loss_giou_dn_2: 0.4812 (0.4707) loss_giou_dn_3: 0.4761 (0.4663) loss_giou_dn_4: 0.4745 (0.4656) loss_giou_dn_5: 0.4744 (0.4656) loss_giou_dn_pre: 0.6044 (0.5978) loss_giou_enc_0: 0.6944 (0.6870) loss_giou_pre: 0.6158 (0.6052) loss_ddf_aux_0: 0.0594 (0.0635) loss_ddf_aux_1: 0.0074 (0.0085) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2521 (0.2603) loss_ddf_dn_1: 0.0322 (0.0343) loss_ddf_dn_2: 0.0065 (0.0070) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7097 (0.6886) loss_vfl_aux_0: 0.7758 (0.7627) loss_vfl_aux_1: 0.7574 (0.7398) loss_vfl_aux_2: 0.7312 (0.7195) loss_vfl_aux_3: 0.7175 (0.6998) loss_vfl_aux_4: 0.7158 (0.6903) loss_vfl_dn_0: 0.4953 (0.4966) loss_vfl_dn_1: 0.4405 (0.4374) loss_vfl_dn_2: 0.4249 (0.4227) loss_vfl_dn_3: 0.4153 (0.4135) loss_vfl_dn_4: 0.4131 (0.4100) loss_vfl_dn_5: 0.4140 (0.4095) loss_vfl_dn_pre: 0.4971 (0.4973) loss_vfl_enc_0: 0.7657 (0.7629) loss_vfl_pre: 0.7823 (0.7659) time: 0.7276 data: 0.0286 max mem: 9097 Epoch: [21] [1600/3696] eta: 0:32:27 lr: 0.000013 loss: 32.7042 (32.5827) loss_bbox: 0.1849 (0.1888) loss_bbox_aux_0: 0.1991 (0.2038) loss_bbox_aux_1: 0.1875 (0.1919) loss_bbox_aux_2: 0.1845 (0.1894) loss_bbox_aux_3: 0.1848 (0.1889) loss_bbox_aux_4: 0.1851 (0.1888) loss_bbox_dn_0: 0.2610 (0.2655) loss_bbox_dn_1: 0.1890 (0.2000) loss_bbox_dn_2: 0.1785 (0.1894) loss_bbox_dn_3: 0.1763 (0.1861) loss_bbox_dn_4: 0.1772 (0.1856) loss_bbox_dn_5: 0.1772 (0.1856) loss_bbox_dn_pre: 0.2695 (0.2708) loss_bbox_enc_0: 0.2339 (0.2450) loss_bbox_pre: 0.1996 (0.2041) loss_dfl: 0.9455 (0.9632) loss_fgl_aux_0: 0.9809 (1.0011) loss_fgl_aux_1: 0.9514 (0.9665) loss_fgl_aux_2: 0.9482 (0.9635) loss_fgl_aux_3: 0.9465 (0.9633) loss_fgl_aux_4: 0.9456 (0.9632) loss_fgl_dn_0: 1.0891 (1.0967) loss_fgl_dn_1: 0.9771 (0.9918) loss_fgl_dn_2: 0.9708 (0.9827) loss_fgl_dn_3: 0.9735 (0.9835) loss_fgl_dn_4: 0.9739 (0.9838) loss_fgl_dn_5: 0.9741 (0.9838) loss_giou: 0.5833 (0.5797) loss_giou_aux_0: 0.6224 (0.6076) loss_giou_aux_1: 0.5946 (0.5853) loss_giou_aux_2: 0.5849 (0.5804) loss_giou_aux_3: 0.5830 (0.5798) loss_giou_aux_4: 0.5832 (0.5797) loss_giou_dn_0: 0.6219 (0.5995) loss_giou_dn_1: 0.4993 (0.4885) loss_giou_dn_2: 0.4789 (0.4712) loss_giou_dn_3: 0.4751 (0.4668) loss_giou_dn_4: 0.4752 (0.4661) loss_giou_dn_5: 0.4752 (0.4660) loss_giou_dn_pre: 0.6205 (0.5983) loss_giou_enc_0: 0.7068 (0.6874) loss_giou_pre: 0.6199 (0.6056) loss_ddf_aux_0: 0.0581 (0.0635) loss_ddf_aux_1: 0.0080 (0.0084) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2568 (0.2602) loss_ddf_dn_1: 0.0324 (0.0342) loss_ddf_dn_2: 0.0064 (0.0070) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6800 (0.6887) loss_vfl_aux_0: 0.7581 (0.7630) loss_vfl_aux_1: 0.7425 (0.7404) loss_vfl_aux_2: 0.7130 (0.7199) loss_vfl_aux_3: 0.6888 (0.6999) loss_vfl_aux_4: 0.6942 (0.6903) loss_vfl_dn_0: 0.4930 (0.4966) loss_vfl_dn_1: 0.4339 (0.4374) loss_vfl_dn_2: 0.4182 (0.4227) loss_vfl_dn_3: 0.4087 (0.4134) loss_vfl_dn_4: 0.4049 (0.4100) loss_vfl_dn_5: 0.4050 (0.4094) loss_vfl_dn_pre: 0.4934 (0.4972) loss_vfl_enc_0: 0.7640 (0.7629) loss_vfl_pre: 0.7590 (0.7662) time: 3.0553 data: 0.0252 max mem: 9097 Epoch: [21] [1700/3696] eta: 0:30:37 lr: 0.000013 loss: 32.9446 (32.5893) loss_bbox: 0.1925 (0.1887) loss_bbox_aux_0: 0.2056 (0.2037) loss_bbox_aux_1: 0.1945 (0.1918) loss_bbox_aux_2: 0.1924 (0.1893) loss_bbox_aux_3: 0.1926 (0.1888) loss_bbox_aux_4: 0.1925 (0.1888) loss_bbox_dn_0: 0.2554 (0.2654) loss_bbox_dn_1: 0.1868 (0.2000) loss_bbox_dn_2: 0.1792 (0.1894) loss_bbox_dn_3: 0.1765 (0.1861) loss_bbox_dn_4: 0.1761 (0.1856) loss_bbox_dn_5: 0.1761 (0.1856) loss_bbox_dn_pre: 0.2637 (0.2707) loss_bbox_enc_0: 0.2506 (0.2448) loss_bbox_pre: 0.2080 (0.2041) loss_dfl: 0.9612 (0.9634) loss_fgl_aux_0: 1.0037 (1.0012) loss_fgl_aux_1: 0.9668 (0.9667) loss_fgl_aux_2: 0.9625 (0.9636) loss_fgl_aux_3: 0.9615 (0.9634) loss_fgl_aux_4: 0.9611 (0.9634) loss_fgl_dn_0: 1.0819 (1.0965) loss_fgl_dn_1: 0.9855 (0.9918) loss_fgl_dn_2: 0.9752 (0.9827) loss_fgl_dn_3: 0.9743 (0.9835) loss_fgl_dn_4: 0.9743 (0.9838) loss_fgl_dn_5: 0.9745 (0.9838) loss_giou: 0.5930 (0.5801) loss_giou_aux_0: 0.6295 (0.6080) loss_giou_aux_1: 0.6019 (0.5857) loss_giou_aux_2: 0.5936 (0.5809) loss_giou_aux_3: 0.5921 (0.5802) loss_giou_aux_4: 0.5927 (0.5801) loss_giou_dn_0: 0.6156 (0.5999) loss_giou_dn_1: 0.5086 (0.4889) loss_giou_dn_2: 0.4922 (0.4717) loss_giou_dn_3: 0.4880 (0.4673) loss_giou_dn_4: 0.4863 (0.4665) loss_giou_dn_5: 0.4863 (0.4665) loss_giou_dn_pre: 0.6141 (0.5987) loss_giou_enc_0: 0.7120 (0.6877) loss_giou_pre: 0.6275 (0.6060) loss_ddf_aux_0: 0.0613 (0.0634) loss_ddf_aux_1: 0.0082 (0.0084) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2567 (0.2600) loss_ddf_dn_1: 0.0306 (0.0341) loss_ddf_dn_2: 0.0054 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6898 (0.6883) loss_vfl_aux_0: 0.7991 (0.7637) loss_vfl_aux_1: 0.7497 (0.7409) loss_vfl_aux_2: 0.7150 (0.7198) loss_vfl_aux_3: 0.7023 (0.6997) loss_vfl_aux_4: 0.6854 (0.6900) loss_vfl_dn_0: 0.4973 (0.4966) loss_vfl_dn_1: 0.4323 (0.4374) loss_vfl_dn_2: 0.4219 (0.4227) loss_vfl_dn_3: 0.4132 (0.4135) loss_vfl_dn_4: 0.4085 (0.4100) loss_vfl_dn_5: 0.4079 (0.4095) loss_vfl_dn_pre: 0.4967 (0.4973) loss_vfl_enc_0: 0.7674 (0.7628) loss_vfl_pre: 0.8051 (0.7669) time: 0.7493 data: 0.0278 max mem: 9097 Epoch: [21] [1800/3696] eta: 0:29:35 lr: 0.000013 loss: 32.6567 (32.5890) loss_bbox: 0.1870 (0.1887) loss_bbox_aux_0: 0.2014 (0.2036) loss_bbox_aux_1: 0.1907 (0.1917) loss_bbox_aux_2: 0.1869 (0.1892) loss_bbox_aux_3: 0.1868 (0.1888) loss_bbox_aux_4: 0.1869 (0.1887) loss_bbox_dn_0: 0.2651 (0.2651) loss_bbox_dn_1: 0.1964 (0.1998) loss_bbox_dn_2: 0.1874 (0.1892) loss_bbox_dn_3: 0.1851 (0.1859) loss_bbox_dn_4: 0.1847 (0.1854) loss_bbox_dn_5: 0.1846 (0.1854) loss_bbox_dn_pre: 0.2714 (0.2704) loss_bbox_enc_0: 0.2387 (0.2444) loss_bbox_pre: 0.2023 (0.2039) loss_dfl: 0.9720 (0.9633) loss_fgl_aux_0: 1.0072 (1.0011) loss_fgl_aux_1: 0.9750 (0.9666) loss_fgl_aux_2: 0.9710 (0.9635) loss_fgl_aux_3: 0.9721 (0.9633) loss_fgl_aux_4: 0.9719 (0.9633) loss_fgl_dn_0: 1.0965 (1.0963) loss_fgl_dn_1: 0.9893 (0.9917) loss_fgl_dn_2: 0.9794 (0.9827) loss_fgl_dn_3: 0.9809 (0.9834) loss_fgl_dn_4: 0.9816 (0.9838) loss_fgl_dn_5: 0.9817 (0.9838) loss_giou: 0.5672 (0.5806) loss_giou_aux_0: 0.5976 (0.6084) loss_giou_aux_1: 0.5734 (0.5862) loss_giou_aux_2: 0.5716 (0.5813) loss_giou_aux_3: 0.5673 (0.5807) loss_giou_aux_4: 0.5670 (0.5806) loss_giou_dn_0: 0.6051 (0.6001) loss_giou_dn_1: 0.4905 (0.4892) loss_giou_dn_2: 0.4759 (0.4720) loss_giou_dn_3: 0.4719 (0.4676) loss_giou_dn_4: 0.4714 (0.4669) loss_giou_dn_5: 0.4714 (0.4668) loss_giou_dn_pre: 0.6026 (0.5989) loss_giou_enc_0: 0.6752 (0.6879) loss_giou_pre: 0.5918 (0.6065) loss_ddf_aux_0: 0.0596 (0.0633) loss_ddf_aux_1: 0.0076 (0.0084) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2563 (0.2597) loss_ddf_dn_1: 0.0335 (0.0340) loss_ddf_dn_2: 0.0071 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6775 (0.6879) loss_vfl_aux_0: 0.7517 (0.7640) loss_vfl_aux_1: 0.7365 (0.7406) loss_vfl_aux_2: 0.7245 (0.7194) loss_vfl_aux_3: 0.6890 (0.6992) loss_vfl_aux_4: 0.6696 (0.6896) loss_vfl_dn_0: 0.4919 (0.4965) loss_vfl_dn_1: 0.4324 (0.4374) loss_vfl_dn_2: 0.4177 (0.4227) loss_vfl_dn_3: 0.4108 (0.4134) loss_vfl_dn_4: 0.4065 (0.4100) loss_vfl_dn_5: 0.4076 (0.4095) loss_vfl_dn_pre: 0.4922 (0.4971) loss_vfl_enc_0: 0.7384 (0.7626) loss_vfl_pre: 0.7537 (0.7672) time: 0.6974 data: 0.0224 max mem: 9097 Epoch: [21] [1900/3696] eta: 0:27:47 lr: 0.000013 loss: 32.7364 (32.5925) loss_bbox: 0.1779 (0.1886) loss_bbox_aux_0: 0.1916 (0.2035) loss_bbox_aux_1: 0.1802 (0.1917) loss_bbox_aux_2: 0.1778 (0.1892) loss_bbox_aux_3: 0.1777 (0.1887) loss_bbox_aux_4: 0.1779 (0.1886) loss_bbox_dn_0: 0.2528 (0.2649) loss_bbox_dn_1: 0.1919 (0.1996) loss_bbox_dn_2: 0.1796 (0.1890) loss_bbox_dn_3: 0.1777 (0.1858) loss_bbox_dn_4: 0.1786 (0.1852) loss_bbox_dn_5: 0.1786 (0.1852) loss_bbox_dn_pre: 0.2587 (0.2702) loss_bbox_enc_0: 0.2362 (0.2442) loss_bbox_pre: 0.1908 (0.2038) loss_dfl: 0.9574 (0.9633) loss_fgl_aux_0: 1.0071 (1.0011) loss_fgl_aux_1: 0.9629 (0.9666) loss_fgl_aux_2: 0.9561 (0.9635) loss_fgl_aux_3: 0.9570 (0.9633) loss_fgl_aux_4: 0.9573 (0.9633) loss_fgl_dn_0: 1.0900 (1.0963) loss_fgl_dn_1: 0.9806 (0.9918) loss_fgl_dn_2: 0.9673 (0.9827) loss_fgl_dn_3: 0.9677 (0.9835) loss_fgl_dn_4: 0.9680 (0.9838) loss_fgl_dn_5: 0.9682 (0.9838) loss_giou: 0.5896 (0.5812) loss_giou_aux_0: 0.6209 (0.6091) loss_giou_aux_1: 0.6007 (0.5868) loss_giou_aux_2: 0.5925 (0.5820) loss_giou_aux_3: 0.5896 (0.5813) loss_giou_aux_4: 0.5896 (0.5812) loss_giou_dn_0: 0.6083 (0.6005) loss_giou_dn_1: 0.5034 (0.4896) loss_giou_dn_2: 0.4889 (0.4723) loss_giou_dn_3: 0.4877 (0.4679) loss_giou_dn_4: 0.4862 (0.4672) loss_giou_dn_5: 0.4862 (0.4672) loss_giou_dn_pre: 0.6092 (0.5993) loss_giou_enc_0: 0.7001 (0.6885) loss_giou_pre: 0.6220 (0.6071) loss_ddf_aux_0: 0.0635 (0.0633) loss_ddf_aux_1: 0.0082 (0.0084) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2689 (0.2600) loss_ddf_dn_1: 0.0363 (0.0341) loss_ddf_dn_2: 0.0060 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6851 (0.6876) loss_vfl_aux_0: 0.7616 (0.7637) loss_vfl_aux_1: 0.7380 (0.7402) loss_vfl_aux_2: 0.7147 (0.7191) loss_vfl_aux_3: 0.6840 (0.6990) loss_vfl_aux_4: 0.6827 (0.6893) loss_vfl_dn_0: 0.4937 (0.4964) loss_vfl_dn_1: 0.4420 (0.4375) loss_vfl_dn_2: 0.4258 (0.4227) loss_vfl_dn_3: 0.4178 (0.4135) loss_vfl_dn_4: 0.4128 (0.4100) loss_vfl_dn_5: 0.4112 (0.4095) loss_vfl_dn_pre: 0.4942 (0.4971) loss_vfl_enc_0: 0.7629 (0.7623) loss_vfl_pre: 0.7660 (0.7668) time: 0.7649 data: 0.0281 max mem: 9097 Epoch: [21] [2000/3696] eta: 0:26:00 lr: 0.000013 loss: 32.2406 (32.5882) loss_bbox: 0.1887 (0.1887) loss_bbox_aux_0: 0.2147 (0.2035) loss_bbox_aux_1: 0.1898 (0.1917) loss_bbox_aux_2: 0.1883 (0.1892) loss_bbox_aux_3: 0.1890 (0.1888) loss_bbox_aux_4: 0.1888 (0.1887) loss_bbox_dn_0: 0.2724 (0.2652) loss_bbox_dn_1: 0.1999 (0.1998) loss_bbox_dn_2: 0.1915 (0.1892) loss_bbox_dn_3: 0.1872 (0.1860) loss_bbox_dn_4: 0.1871 (0.1854) loss_bbox_dn_5: 0.1872 (0.1854) loss_bbox_dn_pre: 0.2764 (0.2705) loss_bbox_enc_0: 0.2476 (0.2443) loss_bbox_pre: 0.2165 (0.2038) loss_dfl: 0.9698 (0.9636) loss_fgl_aux_0: 1.0115 (1.0016) loss_fgl_aux_1: 0.9748 (0.9669) loss_fgl_aux_2: 0.9693 (0.9639) loss_fgl_aux_3: 0.9703 (0.9637) loss_fgl_aux_4: 0.9698 (0.9637) loss_fgl_dn_0: 1.0905 (1.0963) loss_fgl_dn_1: 0.9955 (0.9917) loss_fgl_dn_2: 0.9881 (0.9827) loss_fgl_dn_3: 0.9881 (0.9834) loss_fgl_dn_4: 0.9886 (0.9837) loss_fgl_dn_5: 0.9887 (0.9837) loss_giou: 0.5369 (0.5803) loss_giou_aux_0: 0.5763 (0.6081) loss_giou_aux_1: 0.5416 (0.5859) loss_giou_aux_2: 0.5391 (0.5811) loss_giou_aux_3: 0.5390 (0.5804) loss_giou_aux_4: 0.5380 (0.5803) loss_giou_dn_0: 0.5769 (0.6000) loss_giou_dn_1: 0.4668 (0.4890) loss_giou_dn_2: 0.4492 (0.4717) loss_giou_dn_3: 0.4478 (0.4673) loss_giou_dn_4: 0.4467 (0.4666) loss_giou_dn_5: 0.4467 (0.4666) loss_giou_dn_pre: 0.5770 (0.5988) loss_giou_enc_0: 0.6484 (0.6877) loss_giou_pre: 0.5745 (0.6062) loss_ddf_aux_0: 0.0623 (0.0632) loss_ddf_aux_1: 0.0079 (0.0084) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2614 (0.2602) loss_ddf_dn_1: 0.0337 (0.0341) loss_ddf_dn_2: 0.0069 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6711 (0.6881) loss_vfl_aux_0: 0.7563 (0.7641) loss_vfl_aux_1: 0.7260 (0.7408) loss_vfl_aux_2: 0.7089 (0.7194) loss_vfl_aux_3: 0.6936 (0.6993) loss_vfl_aux_4: 0.6826 (0.6897) loss_vfl_dn_0: 0.4958 (0.4965) loss_vfl_dn_1: 0.4371 (0.4374) loss_vfl_dn_2: 0.4203 (0.4226) loss_vfl_dn_3: 0.4115 (0.4133) loss_vfl_dn_4: 0.4069 (0.4099) loss_vfl_dn_5: 0.4075 (0.4093) loss_vfl_dn_pre: 0.4972 (0.4971) loss_vfl_enc_0: 0.7518 (0.7628) loss_vfl_pre: 0.7631 (0.7673) time: 0.7707 data: 0.0289 max mem: 9097 Epoch: [21] [2100/3696] eta: 0:24:16 lr: 0.000013 loss: 32.9587 (32.5923) loss_bbox: 0.1721 (0.1885) loss_bbox_aux_0: 0.1897 (0.2034) loss_bbox_aux_1: 0.1759 (0.1916) loss_bbox_aux_2: 0.1718 (0.1891) loss_bbox_aux_3: 0.1721 (0.1886) loss_bbox_aux_4: 0.1720 (0.1885) loss_bbox_dn_0: 0.2483 (0.2650) loss_bbox_dn_1: 0.1846 (0.1996) loss_bbox_dn_2: 0.1680 (0.1890) loss_bbox_dn_3: 0.1654 (0.1858) loss_bbox_dn_4: 0.1671 (0.1853) loss_bbox_dn_5: 0.1671 (0.1853) loss_bbox_dn_pre: 0.2537 (0.2703) loss_bbox_enc_0: 0.2247 (0.2440) loss_bbox_pre: 0.1895 (0.2037) loss_dfl: 0.9539 (0.9638) loss_fgl_aux_0: 0.9876 (1.0017) loss_fgl_aux_1: 0.9540 (0.9671) loss_fgl_aux_2: 0.9536 (0.9640) loss_fgl_aux_3: 0.9539 (0.9638) loss_fgl_aux_4: 0.9538 (0.9638) loss_fgl_dn_0: 1.0892 (1.0964) loss_fgl_dn_1: 0.9970 (0.9920) loss_fgl_dn_2: 0.9858 (0.9829) loss_fgl_dn_3: 0.9867 (0.9837) loss_fgl_dn_4: 0.9869 (0.9840) loss_fgl_dn_5: 0.9871 (0.9840) loss_giou: 0.6170 (0.5805) loss_giou_aux_0: 0.6465 (0.6084) loss_giou_aux_1: 0.6222 (0.5861) loss_giou_aux_2: 0.6182 (0.5813) loss_giou_aux_3: 0.6163 (0.5806) loss_giou_aux_4: 0.6171 (0.5805) loss_giou_dn_0: 0.6371 (0.6002) loss_giou_dn_1: 0.5239 (0.4892) loss_giou_dn_2: 0.5034 (0.4720) loss_giou_dn_3: 0.4970 (0.4676) loss_giou_dn_4: 0.4962 (0.4668) loss_giou_dn_5: 0.4961 (0.4668) loss_giou_dn_pre: 0.6342 (0.5990) loss_giou_enc_0: 0.7178 (0.6878) loss_giou_pre: 0.6444 (0.6064) loss_ddf_aux_0: 0.0625 (0.0631) loss_ddf_aux_1: 0.0082 (0.0084) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2442 (0.2599) loss_ddf_dn_1: 0.0313 (0.0341) loss_ddf_dn_2: 0.0060 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6676 (0.6882) loss_vfl_aux_0: 0.7433 (0.7643) loss_vfl_aux_1: 0.7278 (0.7408) loss_vfl_aux_2: 0.6995 (0.7195) loss_vfl_aux_3: 0.6759 (0.6995) loss_vfl_aux_4: 0.6738 (0.6899) loss_vfl_dn_0: 0.4872 (0.4964) loss_vfl_dn_1: 0.4384 (0.4374) loss_vfl_dn_2: 0.4224 (0.4227) loss_vfl_dn_3: 0.4155 (0.4134) loss_vfl_dn_4: 0.4119 (0.4100) loss_vfl_dn_5: 0.4114 (0.4094) loss_vfl_dn_pre: 0.4897 (0.4971) loss_vfl_enc_0: 0.7308 (0.7626) loss_vfl_pre: 0.7482 (0.7675) time: 0.7511 data: 0.0267 max mem: 9097 Epoch: [21] [2200/3696] eta: 0:22:34 lr: 0.000013 loss: 32.3564 (32.5800) loss_bbox: 0.1978 (0.1884) loss_bbox_aux_0: 0.2128 (0.2033) loss_bbox_aux_1: 0.1995 (0.1915) loss_bbox_aux_2: 0.1989 (0.1890) loss_bbox_aux_3: 0.1984 (0.1885) loss_bbox_aux_4: 0.1980 (0.1884) loss_bbox_dn_0: 0.2768 (0.2650) loss_bbox_dn_1: 0.2016 (0.1996) loss_bbox_dn_2: 0.1858 (0.1890) loss_bbox_dn_3: 0.1842 (0.1858) loss_bbox_dn_4: 0.1842 (0.1853) loss_bbox_dn_5: 0.1842 (0.1852) loss_bbox_dn_pre: 0.2841 (0.2703) loss_bbox_enc_0: 0.2578 (0.2439) loss_bbox_pre: 0.2122 (0.2036) loss_dfl: 0.9814 (0.9640) loss_fgl_aux_0: 1.0209 (1.0019) loss_fgl_aux_1: 0.9828 (0.9673) loss_fgl_aux_2: 0.9804 (0.9642) loss_fgl_aux_3: 0.9813 (0.9640) loss_fgl_aux_4: 0.9814 (0.9640) loss_fgl_dn_0: 1.1032 (1.0964) loss_fgl_dn_1: 0.9929 (0.9919) loss_fgl_dn_2: 0.9805 (0.9828) loss_fgl_dn_3: 0.9821 (0.9835) loss_fgl_dn_4: 0.9825 (0.9839) loss_fgl_dn_5: 0.9825 (0.9839) loss_giou: 0.5455 (0.5797) loss_giou_aux_0: 0.5738 (0.6075) loss_giou_aux_1: 0.5563 (0.5853) loss_giou_aux_2: 0.5463 (0.5804) loss_giou_aux_3: 0.5451 (0.5798) loss_giou_aux_4: 0.5454 (0.5797) loss_giou_dn_0: 0.5690 (0.5996) loss_giou_dn_1: 0.4613 (0.4886) loss_giou_dn_2: 0.4437 (0.4714) loss_giou_dn_3: 0.4391 (0.4670) loss_giou_dn_4: 0.4384 (0.4662) loss_giou_dn_5: 0.4384 (0.4662) loss_giou_dn_pre: 0.5704 (0.5983) loss_giou_enc_0: 0.6601 (0.6869) loss_giou_pre: 0.5767 (0.6056) loss_ddf_aux_0: 0.0628 (0.0631) loss_ddf_aux_1: 0.0084 (0.0084) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2702 (0.2599) loss_ddf_dn_1: 0.0348 (0.0340) loss_ddf_dn_2: 0.0062 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6936 (0.6882) loss_vfl_aux_0: 0.7935 (0.7645) loss_vfl_aux_1: 0.7502 (0.7409) loss_vfl_aux_2: 0.7235 (0.7195) loss_vfl_aux_3: 0.7010 (0.6995) loss_vfl_aux_4: 0.6912 (0.6900) loss_vfl_dn_0: 0.4932 (0.4964) loss_vfl_dn_1: 0.4284 (0.4373) loss_vfl_dn_2: 0.4151 (0.4225) loss_vfl_dn_3: 0.4072 (0.4132) loss_vfl_dn_4: 0.4039 (0.4098) loss_vfl_dn_5: 0.4036 (0.4093) loss_vfl_dn_pre: 0.4938 (0.4970) loss_vfl_enc_0: 0.7654 (0.7629) loss_vfl_pre: 0.7960 (0.7677) time: 0.7501 data: 0.0297 max mem: 9097 Epoch: [21] [2300/3696] eta: 0:20:55 lr: 0.000013 loss: 32.8401 (32.5935) loss_bbox: 0.1752 (0.1885) loss_bbox_aux_0: 0.1872 (0.2034) loss_bbox_aux_1: 0.1767 (0.1916) loss_bbox_aux_2: 0.1754 (0.1891) loss_bbox_aux_3: 0.1757 (0.1886) loss_bbox_aux_4: 0.1754 (0.1885) loss_bbox_dn_0: 0.2412 (0.2649) loss_bbox_dn_1: 0.1819 (0.1995) loss_bbox_dn_2: 0.1712 (0.1889) loss_bbox_dn_3: 0.1699 (0.1857) loss_bbox_dn_4: 0.1692 (0.1852) loss_bbox_dn_5: 0.1692 (0.1852) loss_bbox_dn_pre: 0.2460 (0.2702) loss_bbox_enc_0: 0.2226 (0.2439) loss_bbox_pre: 0.1873 (0.2037) loss_dfl: 0.9332 (0.9635) loss_fgl_aux_0: 0.9711 (1.0013) loss_fgl_aux_1: 0.9363 (0.9668) loss_fgl_aux_2: 0.9333 (0.9638) loss_fgl_aux_3: 0.9330 (0.9636) loss_fgl_aux_4: 0.9335 (0.9636) loss_fgl_dn_0: 1.0903 (1.0962) loss_fgl_dn_1: 0.9838 (0.9919) loss_fgl_dn_2: 0.9748 (0.9829) loss_fgl_dn_3: 0.9753 (0.9836) loss_fgl_dn_4: 0.9754 (0.9839) loss_fgl_dn_5: 0.9753 (0.9840) loss_giou: 0.6473 (0.5812) loss_giou_aux_0: 0.6659 (0.6089) loss_giou_aux_1: 0.6487 (0.5868) loss_giou_aux_2: 0.6483 (0.5820) loss_giou_aux_3: 0.6467 (0.5813) loss_giou_aux_4: 0.6472 (0.5812) loss_giou_dn_0: 0.6437 (0.6003) loss_giou_dn_1: 0.5216 (0.4894) loss_giou_dn_2: 0.5082 (0.4722) loss_giou_dn_3: 0.5042 (0.4678) loss_giou_dn_4: 0.5042 (0.4671) loss_giou_dn_5: 0.5042 (0.4671) loss_giou_dn_pre: 0.6414 (0.5991) loss_giou_enc_0: 0.7500 (0.6883) loss_giou_pre: 0.6644 (0.6070) loss_ddf_aux_0: 0.0642 (0.0630) loss_ddf_aux_1: 0.0077 (0.0084) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2559 (0.2598) loss_ddf_dn_1: 0.0321 (0.0340) loss_ddf_dn_2: 0.0059 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6780 (0.6879) loss_vfl_aux_0: 0.7250 (0.7644) loss_vfl_aux_1: 0.7079 (0.7406) loss_vfl_aux_2: 0.6875 (0.7193) loss_vfl_aux_3: 0.6884 (0.6991) loss_vfl_aux_4: 0.6772 (0.6896) loss_vfl_dn_0: 0.4902 (0.4964) loss_vfl_dn_1: 0.4421 (0.4374) loss_vfl_dn_2: 0.4241 (0.4226) loss_vfl_dn_3: 0.4164 (0.4134) loss_vfl_dn_4: 0.4123 (0.4100) loss_vfl_dn_5: 0.4112 (0.4094) loss_vfl_dn_pre: 0.4908 (0.4971) loss_vfl_enc_0: 0.7274 (0.7624) loss_vfl_pre: 0.7288 (0.7676) time: 0.7764 data: 0.0343 max mem: 9097 Epoch: [21] [2400/3696] eta: 0:19:48 lr: 0.000013 loss: 32.7965 (32.6039) loss_bbox: 0.1897 (0.1887) loss_bbox_aux_0: 0.1992 (0.2035) loss_bbox_aux_1: 0.1908 (0.1917) loss_bbox_aux_2: 0.1887 (0.1892) loss_bbox_aux_3: 0.1885 (0.1888) loss_bbox_aux_4: 0.1897 (0.1887) loss_bbox_dn_0: 0.2692 (0.2650) loss_bbox_dn_1: 0.2024 (0.1997) loss_bbox_dn_2: 0.1969 (0.1891) loss_bbox_dn_3: 0.1947 (0.1859) loss_bbox_dn_4: 0.1938 (0.1853) loss_bbox_dn_5: 0.1937 (0.1853) loss_bbox_dn_pre: 0.2747 (0.2704) loss_bbox_enc_0: 0.2433 (0.2440) loss_bbox_pre: 0.2003 (0.2038) loss_dfl: 0.9677 (0.9634) loss_fgl_aux_0: 0.9958 (1.0011) loss_fgl_aux_1: 0.9694 (0.9666) loss_fgl_aux_2: 0.9686 (0.9636) loss_fgl_aux_3: 0.9685 (0.9634) loss_fgl_aux_4: 0.9678 (0.9634) loss_fgl_dn_0: 1.1010 (1.0961) loss_fgl_dn_1: 0.9904 (0.9920) loss_fgl_dn_2: 0.9820 (0.9830) loss_fgl_dn_3: 0.9822 (0.9837) loss_fgl_dn_4: 0.9827 (0.9841) loss_fgl_dn_5: 0.9827 (0.9841) loss_giou: 0.5509 (0.5820) loss_giou_aux_0: 0.5767 (0.6097) loss_giou_aux_1: 0.5547 (0.5876) loss_giou_aux_2: 0.5477 (0.5827) loss_giou_aux_3: 0.5505 (0.5820) loss_giou_aux_4: 0.5505 (0.5819) loss_giou_dn_0: 0.5911 (0.6007) loss_giou_dn_1: 0.4816 (0.4899) loss_giou_dn_2: 0.4672 (0.4727) loss_giou_dn_3: 0.4631 (0.4683) loss_giou_dn_4: 0.4628 (0.4676) loss_giou_dn_5: 0.4626 (0.4676) loss_giou_dn_pre: 0.5885 (0.5995) loss_giou_enc_0: 0.6830 (0.6890) loss_giou_pre: 0.5748 (0.6077) loss_ddf_aux_0: 0.0636 (0.0629) loss_ddf_aux_1: 0.0081 (0.0083) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2427 (0.2594) loss_ddf_dn_1: 0.0317 (0.0340) loss_ddf_dn_2: 0.0063 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7056 (0.6879) loss_vfl_aux_0: 0.7783 (0.7643) loss_vfl_aux_1: 0.7699 (0.7405) loss_vfl_aux_2: 0.7456 (0.7192) loss_vfl_aux_3: 0.7124 (0.6992) loss_vfl_aux_4: 0.7012 (0.6896) loss_vfl_dn_0: 0.5024 (0.4964) loss_vfl_dn_1: 0.4453 (0.4375) loss_vfl_dn_2: 0.4285 (0.4228) loss_vfl_dn_3: 0.4164 (0.4135) loss_vfl_dn_4: 0.4131 (0.4101) loss_vfl_dn_5: 0.4143 (0.4096) loss_vfl_dn_pre: 0.5029 (0.4971) loss_vfl_enc_0: 0.7595 (0.7621) loss_vfl_pre: 0.7756 (0.7675) time: 0.8983 data: 0.0241 max mem: 9097 Epoch: [21] [2500/3696] eta: 0:18:30 lr: 0.000013 loss: 33.0487 (32.6034) loss_bbox: 0.1915 (0.1889) loss_bbox_aux_0: 0.2099 (0.2037) loss_bbox_aux_1: 0.1946 (0.1919) loss_bbox_aux_2: 0.1921 (0.1894) loss_bbox_aux_3: 0.1920 (0.1890) loss_bbox_aux_4: 0.1917 (0.1889) loss_bbox_dn_0: 0.2746 (0.2654) loss_bbox_dn_1: 0.2070 (0.1999) loss_bbox_dn_2: 0.1970 (0.1893) loss_bbox_dn_3: 0.1945 (0.1861) loss_bbox_dn_4: 0.1925 (0.1855) loss_bbox_dn_5: 0.1926 (0.1855) loss_bbox_dn_pre: 0.2812 (0.2708) loss_bbox_enc_0: 0.2507 (0.2443) loss_bbox_pre: 0.2097 (0.2040) loss_dfl: 0.9653 (0.9633) loss_fgl_aux_0: 1.0045 (1.0010) loss_fgl_aux_1: 0.9702 (0.9665) loss_fgl_aux_2: 0.9665 (0.9635) loss_fgl_aux_3: 0.9656 (0.9633) loss_fgl_aux_4: 0.9657 (0.9633) loss_fgl_dn_0: 1.0952 (1.0961) loss_fgl_dn_1: 0.9945 (0.9920) loss_fgl_dn_2: 0.9843 (0.9829) loss_fgl_dn_3: 0.9836 (0.9836) loss_fgl_dn_4: 0.9842 (0.9840) loss_fgl_dn_5: 0.9843 (0.9840) loss_giou: 0.5770 (0.5816) loss_giou_aux_0: 0.6135 (0.6093) loss_giou_aux_1: 0.5825 (0.5872) loss_giou_aux_2: 0.5777 (0.5824) loss_giou_aux_3: 0.5772 (0.5817) loss_giou_aux_4: 0.5766 (0.5816) loss_giou_dn_0: 0.5933 (0.6005) loss_giou_dn_1: 0.4809 (0.4897) loss_giou_dn_2: 0.4659 (0.4725) loss_giou_dn_3: 0.4625 (0.4681) loss_giou_dn_4: 0.4614 (0.4674) loss_giou_dn_5: 0.4613 (0.4674) loss_giou_dn_pre: 0.5907 (0.5993) loss_giou_enc_0: 0.6994 (0.6887) loss_giou_pre: 0.6116 (0.6074) loss_ddf_aux_0: 0.0666 (0.0630) loss_ddf_aux_1: 0.0092 (0.0084) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2529 (0.2594) loss_ddf_dn_1: 0.0330 (0.0340) loss_ddf_dn_2: 0.0065 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6841 (0.6880) loss_vfl_aux_0: 0.7531 (0.7642) loss_vfl_aux_1: 0.7230 (0.7405) loss_vfl_aux_2: 0.7081 (0.7193) loss_vfl_aux_3: 0.6837 (0.6993) loss_vfl_aux_4: 0.6838 (0.6898) loss_vfl_dn_0: 0.5027 (0.4965) loss_vfl_dn_1: 0.4391 (0.4376) loss_vfl_dn_2: 0.4277 (0.4228) loss_vfl_dn_3: 0.4130 (0.4136) loss_vfl_dn_4: 0.4138 (0.4101) loss_vfl_dn_5: 0.4123 (0.4096) loss_vfl_dn_pre: 0.5039 (0.4972) loss_vfl_enc_0: 0.7745 (0.7622) loss_vfl_pre: 0.7553 (0.7674) time: 2.9656 data: 0.0226 max mem: 9097 Epoch: [21] [2600/3696] eta: 0:16:50 lr: 0.000013 loss: 32.6587 (32.6048) loss_bbox: 0.1786 (0.1888) loss_bbox_aux_0: 0.1904 (0.2036) loss_bbox_aux_1: 0.1812 (0.1918) loss_bbox_aux_2: 0.1784 (0.1894) loss_bbox_aux_3: 0.1786 (0.1889) loss_bbox_aux_4: 0.1785 (0.1888) loss_bbox_dn_0: 0.2689 (0.2651) loss_bbox_dn_1: 0.1910 (0.1998) loss_bbox_dn_2: 0.1795 (0.1891) loss_bbox_dn_3: 0.1772 (0.1859) loss_bbox_dn_4: 0.1779 (0.1854) loss_bbox_dn_5: 0.1779 (0.1854) loss_bbox_dn_pre: 0.2764 (0.2705) loss_bbox_enc_0: 0.2334 (0.2442) loss_bbox_pre: 0.1904 (0.2039) loss_dfl: 0.9550 (0.9633) loss_fgl_aux_0: 0.9928 (1.0008) loss_fgl_aux_1: 0.9555 (0.9665) loss_fgl_aux_2: 0.9547 (0.9635) loss_fgl_aux_3: 0.9557 (0.9633) loss_fgl_aux_4: 0.9551 (0.9633) loss_fgl_dn_0: 1.0861 (1.0959) loss_fgl_dn_1: 0.9816 (0.9919) loss_fgl_dn_2: 0.9752 (0.9829) loss_fgl_dn_3: 0.9764 (0.9837) loss_fgl_dn_4: 0.9771 (0.9840) loss_fgl_dn_5: 0.9771 (0.9840) loss_giou: 0.5830 (0.5819) loss_giou_aux_0: 0.6112 (0.6096) loss_giou_aux_1: 0.5944 (0.5876) loss_giou_aux_2: 0.5854 (0.5827) loss_giou_aux_3: 0.5833 (0.5820) loss_giou_aux_4: 0.5833 (0.5819) loss_giou_dn_0: 0.6188 (0.6008) loss_giou_dn_1: 0.5050 (0.4901) loss_giou_dn_2: 0.4879 (0.4729) loss_giou_dn_3: 0.4809 (0.4685) loss_giou_dn_4: 0.4798 (0.4677) loss_giou_dn_5: 0.4795 (0.4677) loss_giou_dn_pre: 0.6187 (0.5996) loss_giou_enc_0: 0.6977 (0.6891) loss_giou_pre: 0.6100 (0.6077) loss_ddf_aux_0: 0.0658 (0.0629) loss_ddf_aux_1: 0.0086 (0.0083) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2557 (0.2591) loss_ddf_dn_1: 0.0341 (0.0339) loss_ddf_dn_2: 0.0065 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6796 (0.6879) loss_vfl_aux_0: 0.7623 (0.7642) loss_vfl_aux_1: 0.7299 (0.7403) loss_vfl_aux_2: 0.7097 (0.7193) loss_vfl_aux_3: 0.6967 (0.6993) loss_vfl_aux_4: 0.6882 (0.6897) loss_vfl_dn_0: 0.4902 (0.4965) loss_vfl_dn_1: 0.4358 (0.4376) loss_vfl_dn_2: 0.4222 (0.4228) loss_vfl_dn_3: 0.4126 (0.4135) loss_vfl_dn_4: 0.4108 (0.4101) loss_vfl_dn_5: 0.4097 (0.4096) loss_vfl_dn_pre: 0.4907 (0.4971) loss_vfl_enc_0: 0.7445 (0.7622) loss_vfl_pre: 0.7672 (0.7674) time: 0.6878 data: 0.0201 max mem: 9097 Epoch: [21] [2700/3696] eta: 0:15:24 lr: 0.000013 loss: 32.4748 (32.6094) loss_bbox: 0.1744 (0.1888) loss_bbox_aux_0: 0.1887 (0.2036) loss_bbox_aux_1: 0.1782 (0.1918) loss_bbox_aux_2: 0.1741 (0.1893) loss_bbox_aux_3: 0.1742 (0.1889) loss_bbox_aux_4: 0.1743 (0.1888) loss_bbox_dn_0: 0.2416 (0.2652) loss_bbox_dn_1: 0.1783 (0.1998) loss_bbox_dn_2: 0.1692 (0.1891) loss_bbox_dn_3: 0.1682 (0.1859) loss_bbox_dn_4: 0.1673 (0.1854) loss_bbox_dn_5: 0.1674 (0.1854) loss_bbox_dn_pre: 0.2461 (0.2706) loss_bbox_enc_0: 0.2200 (0.2442) loss_bbox_pre: 0.1875 (0.2039) loss_dfl: 0.9681 (0.9635) loss_fgl_aux_0: 1.0036 (1.0010) loss_fgl_aux_1: 0.9727 (0.9667) loss_fgl_aux_2: 0.9686 (0.9637) loss_fgl_aux_3: 0.9682 (0.9635) loss_fgl_aux_4: 0.9681 (0.9635) loss_fgl_dn_0: 1.0898 (1.0960) loss_fgl_dn_1: 0.9995 (0.9920) loss_fgl_dn_2: 0.9928 (0.9830) loss_fgl_dn_3: 0.9947 (0.9837) loss_fgl_dn_4: 0.9953 (0.9841) loss_fgl_dn_5: 0.9954 (0.9841) loss_giou: 0.6290 (0.5819) loss_giou_aux_0: 0.6508 (0.6095) loss_giou_aux_1: 0.6311 (0.5875) loss_giou_aux_2: 0.6275 (0.5827) loss_giou_aux_3: 0.6264 (0.5820) loss_giou_aux_4: 0.6282 (0.5819) loss_giou_dn_0: 0.6321 (0.6010) loss_giou_dn_1: 0.5248 (0.4902) loss_giou_dn_2: 0.5106 (0.4730) loss_giou_dn_3: 0.5046 (0.4687) loss_giou_dn_4: 0.5037 (0.4679) loss_giou_dn_5: 0.5036 (0.4679) loss_giou_dn_pre: 0.6301 (0.5998) loss_giou_enc_0: 0.7135 (0.6890) loss_giou_pre: 0.6477 (0.6076) loss_ddf_aux_0: 0.0553 (0.0628) loss_ddf_aux_1: 0.0074 (0.0083) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2439 (0.2592) loss_ddf_dn_1: 0.0308 (0.0339) loss_ddf_dn_2: 0.0066 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6835 (0.6882) loss_vfl_aux_0: 0.7568 (0.7645) loss_vfl_aux_1: 0.7333 (0.7404) loss_vfl_aux_2: 0.7057 (0.7195) loss_vfl_aux_3: 0.7111 (0.6996) loss_vfl_aux_4: 0.6938 (0.6900) loss_vfl_dn_0: 0.4918 (0.4965) loss_vfl_dn_1: 0.4385 (0.4376) loss_vfl_dn_2: 0.4242 (0.4228) loss_vfl_dn_3: 0.4150 (0.4136) loss_vfl_dn_4: 0.4098 (0.4101) loss_vfl_dn_5: 0.4094 (0.4096) loss_vfl_dn_pre: 0.4920 (0.4972) loss_vfl_enc_0: 0.7508 (0.7624) loss_vfl_pre: 0.7637 (0.7677) time: 0.7449 data: 0.0272 max mem: 9097 Epoch: [21] [2800/3696] eta: 0:13:46 lr: 0.000013 loss: 32.6411 (32.6120) loss_bbox: 0.1862 (0.1888) loss_bbox_aux_0: 0.1928 (0.2036) loss_bbox_aux_1: 0.1858 (0.1919) loss_bbox_aux_2: 0.1856 (0.1894) loss_bbox_aux_3: 0.1863 (0.1889) loss_bbox_aux_4: 0.1863 (0.1889) loss_bbox_dn_0: 0.2583 (0.2654) loss_bbox_dn_1: 0.1895 (0.2000) loss_bbox_dn_2: 0.1794 (0.1893) loss_bbox_dn_3: 0.1785 (0.1861) loss_bbox_dn_4: 0.1782 (0.1856) loss_bbox_dn_5: 0.1783 (0.1855) loss_bbox_dn_pre: 0.2613 (0.2707) loss_bbox_enc_0: 0.2378 (0.2442) loss_bbox_pre: 0.1918 (0.2039) loss_dfl: 0.9742 (0.9636) loss_fgl_aux_0: 1.0078 (1.0011) loss_fgl_aux_1: 0.9759 (0.9669) loss_fgl_aux_2: 0.9738 (0.9638) loss_fgl_aux_3: 0.9744 (0.9636) loss_fgl_aux_4: 0.9742 (0.9636) loss_fgl_dn_0: 1.0965 (1.0960) loss_fgl_dn_1: 0.9978 (0.9920) loss_fgl_dn_2: 0.9878 (0.9830) loss_fgl_dn_3: 0.9891 (0.9837) loss_fgl_dn_4: 0.9898 (0.9841) loss_fgl_dn_5: 0.9898 (0.9841) loss_giou: 0.5609 (0.5816) loss_giou_aux_0: 0.5976 (0.6093) loss_giou_aux_1: 0.5756 (0.5872) loss_giou_aux_2: 0.5657 (0.5824) loss_giou_aux_3: 0.5611 (0.5817) loss_giou_aux_4: 0.5605 (0.5816) loss_giou_dn_0: 0.6195 (0.6010) loss_giou_dn_1: 0.5054 (0.4903) loss_giou_dn_2: 0.4922 (0.4731) loss_giou_dn_3: 0.4878 (0.4688) loss_giou_dn_4: 0.4864 (0.4680) loss_giou_dn_5: 0.4864 (0.4680) loss_giou_dn_pre: 0.6191 (0.5998) loss_giou_enc_0: 0.6669 (0.6887) loss_giou_pre: 0.5954 (0.6073) loss_ddf_aux_0: 0.0630 (0.0629) loss_ddf_aux_1: 0.0087 (0.0083) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2617 (0.2591) loss_ddf_dn_1: 0.0351 (0.0339) loss_ddf_dn_2: 0.0067 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6718 (0.6885) loss_vfl_aux_0: 0.7675 (0.7647) loss_vfl_aux_1: 0.7313 (0.7407) loss_vfl_aux_2: 0.7078 (0.7199) loss_vfl_aux_3: 0.6858 (0.6999) loss_vfl_aux_4: 0.6693 (0.6902) loss_vfl_dn_0: 0.4986 (0.4965) loss_vfl_dn_1: 0.4323 (0.4376) loss_vfl_dn_2: 0.4211 (0.4228) loss_vfl_dn_3: 0.4131 (0.4136) loss_vfl_dn_4: 0.4087 (0.4101) loss_vfl_dn_5: 0.4088 (0.4096) loss_vfl_dn_pre: 0.4991 (0.4972) loss_vfl_enc_0: 0.7591 (0.7626) loss_vfl_pre: 0.7703 (0.7679) time: 0.7061 data: 0.0265 max mem: 9097 Epoch: [21] [2900/3696] eta: 0:12:10 lr: 0.000013 loss: 32.0534 (32.6085) loss_bbox: 0.1806 (0.1886) loss_bbox_aux_0: 0.1924 (0.2034) loss_bbox_aux_1: 0.1805 (0.1916) loss_bbox_aux_2: 0.1794 (0.1892) loss_bbox_aux_3: 0.1810 (0.1887) loss_bbox_aux_4: 0.1807 (0.1886) loss_bbox_dn_0: 0.2452 (0.2650) loss_bbox_dn_1: 0.1860 (0.1996) loss_bbox_dn_2: 0.1745 (0.1890) loss_bbox_dn_3: 0.1742 (0.1858) loss_bbox_dn_4: 0.1739 (0.1852) loss_bbox_dn_5: 0.1739 (0.1852) loss_bbox_dn_pre: 0.2511 (0.2703) loss_bbox_enc_0: 0.2325 (0.2439) loss_bbox_pre: 0.1916 (0.2037) loss_dfl: 0.9782 (0.9638) loss_fgl_aux_0: 1.0220 (1.0012) loss_fgl_aux_1: 0.9816 (0.9670) loss_fgl_aux_2: 0.9789 (0.9640) loss_fgl_aux_3: 0.9786 (0.9638) loss_fgl_aux_4: 0.9782 (0.9638) loss_fgl_dn_0: 1.1025 (1.0960) loss_fgl_dn_1: 0.9897 (0.9921) loss_fgl_dn_2: 0.9812 (0.9831) loss_fgl_dn_3: 0.9821 (0.9838) loss_fgl_dn_4: 0.9818 (0.9841) loss_fgl_dn_5: 0.9818 (0.9842) loss_giou: 0.5719 (0.5815) loss_giou_aux_0: 0.5937 (0.6092) loss_giou_aux_1: 0.5737 (0.5871) loss_giou_aux_2: 0.5715 (0.5823) loss_giou_aux_3: 0.5707 (0.5816) loss_giou_aux_4: 0.5711 (0.5815) loss_giou_dn_0: 0.5670 (0.6009) loss_giou_dn_1: 0.4625 (0.4902) loss_giou_dn_2: 0.4435 (0.4731) loss_giou_dn_3: 0.4413 (0.4687) loss_giou_dn_4: 0.4418 (0.4680) loss_giou_dn_5: 0.4418 (0.4680) loss_giou_dn_pre: 0.5656 (0.5997) loss_giou_enc_0: 0.6712 (0.6886) loss_giou_pre: 0.5920 (0.6072) loss_ddf_aux_0: 0.0622 (0.0629) loss_ddf_aux_1: 0.0083 (0.0084) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2609 (0.2591) loss_ddf_dn_1: 0.0329 (0.0339) loss_ddf_dn_2: 0.0065 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6918 (0.6886) loss_vfl_aux_0: 0.7688 (0.7647) loss_vfl_aux_1: 0.7395 (0.7406) loss_vfl_aux_2: 0.7161 (0.7200) loss_vfl_aux_3: 0.7002 (0.7001) loss_vfl_aux_4: 0.6876 (0.6903) loss_vfl_dn_0: 0.4946 (0.4965) loss_vfl_dn_1: 0.4335 (0.4377) loss_vfl_dn_2: 0.4186 (0.4229) loss_vfl_dn_3: 0.4088 (0.4136) loss_vfl_dn_4: 0.4055 (0.4101) loss_vfl_dn_5: 0.4039 (0.4096) loss_vfl_dn_pre: 0.4955 (0.4972) loss_vfl_enc_0: 0.7668 (0.7627) loss_vfl_pre: 0.7694 (0.7680) time: 0.7960 data: 0.0347 max mem: 9097 Epoch: [21] [3000/3696] eta: 0:10:35 lr: 0.000013 loss: 32.1049 (32.5942) loss_bbox: 0.1817 (0.1885) loss_bbox_aux_0: 0.1895 (0.2032) loss_bbox_aux_1: 0.1867 (0.1915) loss_bbox_aux_2: 0.1830 (0.1890) loss_bbox_aux_3: 0.1820 (0.1886) loss_bbox_aux_4: 0.1818 (0.1885) loss_bbox_dn_0: 0.2634 (0.2649) loss_bbox_dn_1: 0.1896 (0.1995) loss_bbox_dn_2: 0.1768 (0.1889) loss_bbox_dn_3: 0.1765 (0.1856) loss_bbox_dn_4: 0.1763 (0.1851) loss_bbox_dn_5: 0.1763 (0.1851) loss_bbox_dn_pre: 0.2702 (0.2702) loss_bbox_enc_0: 0.2354 (0.2437) loss_bbox_pre: 0.1899 (0.2035) loss_dfl: 0.9674 (0.9640) loss_fgl_aux_0: 0.9985 (1.0014) loss_fgl_aux_1: 0.9702 (0.9672) loss_fgl_aux_2: 0.9670 (0.9642) loss_fgl_aux_3: 0.9670 (0.9640) loss_fgl_aux_4: 0.9673 (0.9640) loss_fgl_dn_0: 1.0924 (1.0961) loss_fgl_dn_1: 0.9726 (0.9920) loss_fgl_dn_2: 0.9658 (0.9829) loss_fgl_dn_3: 0.9649 (0.9837) loss_fgl_dn_4: 0.9648 (0.9840) loss_fgl_dn_5: 0.9648 (0.9840) loss_giou: 0.5206 (0.5807) loss_giou_aux_0: 0.5526 (0.6083) loss_giou_aux_1: 0.5229 (0.5863) loss_giou_aux_2: 0.5221 (0.5815) loss_giou_aux_3: 0.5204 (0.5808) loss_giou_aux_4: 0.5197 (0.5807) loss_giou_dn_0: 0.5590 (0.6003) loss_giou_dn_1: 0.4495 (0.4897) loss_giou_dn_2: 0.4237 (0.4725) loss_giou_dn_3: 0.4197 (0.4682) loss_giou_dn_4: 0.4180 (0.4674) loss_giou_dn_5: 0.4180 (0.4674) loss_giou_dn_pre: 0.5587 (0.5991) loss_giou_enc_0: 0.6408 (0.6877) loss_giou_pre: 0.5491 (0.6063) loss_ddf_aux_0: 0.0584 (0.0628) loss_ddf_aux_1: 0.0077 (0.0083) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2453 (0.2587) loss_ddf_dn_1: 0.0290 (0.0338) loss_ddf_dn_2: 0.0053 (0.0067) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6985 (0.6886) loss_vfl_aux_0: 0.7590 (0.7646) loss_vfl_aux_1: 0.7297 (0.7405) loss_vfl_aux_2: 0.7142 (0.7199) loss_vfl_aux_3: 0.7023 (0.7000) loss_vfl_aux_4: 0.7056 (0.6903) loss_vfl_dn_0: 0.5025 (0.4965) loss_vfl_dn_1: 0.4328 (0.4375) loss_vfl_dn_2: 0.4171 (0.4227) loss_vfl_dn_3: 0.4061 (0.4134) loss_vfl_dn_4: 0.4025 (0.4100) loss_vfl_dn_5: 0.4024 (0.4095) loss_vfl_dn_pre: 0.5025 (0.4972) loss_vfl_enc_0: 0.7645 (0.7627) loss_vfl_pre: 0.7605 (0.7678) time: 0.7490 data: 0.0273 max mem: 9097 Epoch: [21] [3100/3696] eta: 0:09:10 lr: 0.000013 loss: 32.4947 (32.5918) loss_bbox: 0.1744 (0.1885) loss_bbox_aux_0: 0.1882 (0.2032) loss_bbox_aux_1: 0.1803 (0.1915) loss_bbox_aux_2: 0.1762 (0.1891) loss_bbox_aux_3: 0.1752 (0.1886) loss_bbox_aux_4: 0.1744 (0.1885) loss_bbox_dn_0: 0.2863 (0.2649) loss_bbox_dn_1: 0.2148 (0.1995) loss_bbox_dn_2: 0.1960 (0.1889) loss_bbox_dn_3: 0.1946 (0.1857) loss_bbox_dn_4: 0.1932 (0.1852) loss_bbox_dn_5: 0.1934 (0.1851) loss_bbox_dn_pre: 0.2929 (0.2702) loss_bbox_enc_0: 0.2401 (0.2437) loss_bbox_pre: 0.1905 (0.2035) loss_dfl: 0.9542 (0.9640) loss_fgl_aux_0: 0.9940 (1.0014) loss_fgl_aux_1: 0.9543 (0.9673) loss_fgl_aux_2: 0.9544 (0.9643) loss_fgl_aux_3: 0.9535 (0.9641) loss_fgl_aux_4: 0.9543 (0.9641) loss_fgl_dn_0: 1.0982 (1.0961) loss_fgl_dn_1: 0.9845 (0.9920) loss_fgl_dn_2: 0.9770 (0.9829) loss_fgl_dn_3: 0.9792 (0.9837) loss_fgl_dn_4: 0.9790 (0.9840) loss_fgl_dn_5: 0.9786 (0.9840) loss_giou: 0.5383 (0.5805) loss_giou_aux_0: 0.5628 (0.6080) loss_giou_aux_1: 0.5433 (0.5861) loss_giou_aux_2: 0.5397 (0.5813) loss_giou_aux_3: 0.5391 (0.5806) loss_giou_aux_4: 0.5380 (0.5805) loss_giou_dn_0: 0.5957 (0.6001) loss_giou_dn_1: 0.4790 (0.4895) loss_giou_dn_2: 0.4636 (0.4724) loss_giou_dn_3: 0.4613 (0.4680) loss_giou_dn_4: 0.4587 (0.4673) loss_giou_dn_5: 0.4588 (0.4673) loss_giou_dn_pre: 0.5961 (0.5989) loss_giou_enc_0: 0.6477 (0.6874) loss_giou_pre: 0.5621 (0.6061) loss_ddf_aux_0: 0.0586 (0.0627) loss_ddf_aux_1: 0.0080 (0.0083) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2708 (0.2588) loss_ddf_dn_1: 0.0355 (0.0338) loss_ddf_dn_2: 0.0061 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6895 (0.6885) loss_vfl_aux_0: 0.7758 (0.7645) loss_vfl_aux_1: 0.7302 (0.7405) loss_vfl_aux_2: 0.7131 (0.7200) loss_vfl_aux_3: 0.6979 (0.7000) loss_vfl_aux_4: 0.6926 (0.6902) loss_vfl_dn_0: 0.4948 (0.4965) loss_vfl_dn_1: 0.4355 (0.4374) loss_vfl_dn_2: 0.4203 (0.4226) loss_vfl_dn_3: 0.4133 (0.4134) loss_vfl_dn_4: 0.4075 (0.4099) loss_vfl_dn_5: 0.4073 (0.4094) loss_vfl_dn_pre: 0.4950 (0.4972) loss_vfl_enc_0: 0.7715 (0.7628) loss_vfl_pre: 0.7753 (0.7678) time: 0.9521 data: 0.0255 max mem: 9097 Epoch: [21] [3200/3696] eta: 0:07:35 lr: 0.000013 loss: 32.2163 (32.5997) loss_bbox: 0.1936 (0.1886) loss_bbox_aux_0: 0.2044 (0.2032) loss_bbox_aux_1: 0.1957 (0.1916) loss_bbox_aux_2: 0.1940 (0.1891) loss_bbox_aux_3: 0.1940 (0.1887) loss_bbox_aux_4: 0.1937 (0.1886) loss_bbox_dn_0: 0.2674 (0.2649) loss_bbox_dn_1: 0.1968 (0.1996) loss_bbox_dn_2: 0.1896 (0.1890) loss_bbox_dn_3: 0.1839 (0.1858) loss_bbox_dn_4: 0.1843 (0.1852) loss_bbox_dn_5: 0.1841 (0.1852) loss_bbox_dn_pre: 0.2744 (0.2703) loss_bbox_enc_0: 0.2483 (0.2437) loss_bbox_pre: 0.2033 (0.2035) loss_dfl: 0.9704 (0.9640) loss_fgl_aux_0: 1.0041 (1.0012) loss_fgl_aux_1: 0.9734 (0.9672) loss_fgl_aux_2: 0.9697 (0.9642) loss_fgl_aux_3: 0.9701 (0.9640) loss_fgl_aux_4: 0.9703 (0.9640) loss_fgl_dn_0: 1.0935 (1.0960) loss_fgl_dn_1: 0.9852 (0.9919) loss_fgl_dn_2: 0.9729 (0.9829) loss_fgl_dn_3: 0.9745 (0.9836) loss_fgl_dn_4: 0.9751 (0.9840) loss_fgl_dn_5: 0.9751 (0.9840) loss_giou: 0.5415 (0.5810) loss_giou_aux_0: 0.5761 (0.6085) loss_giou_aux_1: 0.5479 (0.5866) loss_giou_aux_2: 0.5426 (0.5817) loss_giou_aux_3: 0.5416 (0.5810) loss_giou_aux_4: 0.5413 (0.5809) loss_giou_dn_0: 0.5934 (0.6003) loss_giou_dn_1: 0.4839 (0.4897) loss_giou_dn_2: 0.4655 (0.4726) loss_giou_dn_3: 0.4593 (0.4682) loss_giou_dn_4: 0.4578 (0.4675) loss_giou_dn_5: 0.4578 (0.4675) loss_giou_dn_pre: 0.5922 (0.5992) loss_giou_enc_0: 0.6663 (0.6878) loss_giou_pre: 0.5752 (0.6065) loss_ddf_aux_0: 0.0613 (0.0626) loss_ddf_aux_1: 0.0085 (0.0083) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2506 (0.2589) loss_ddf_dn_1: 0.0352 (0.0338) loss_ddf_dn_2: 0.0077 (0.0067) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6873 (0.6889) loss_vfl_aux_0: 0.7736 (0.7649) loss_vfl_aux_1: 0.7390 (0.7409) loss_vfl_aux_2: 0.7244 (0.7204) loss_vfl_aux_3: 0.7020 (0.7003) loss_vfl_aux_4: 0.6967 (0.6906) loss_vfl_dn_0: 0.4915 (0.4965) loss_vfl_dn_1: 0.4288 (0.4374) loss_vfl_dn_2: 0.4171 (0.4226) loss_vfl_dn_3: 0.4071 (0.4134) loss_vfl_dn_4: 0.4006 (0.4100) loss_vfl_dn_5: 0.4012 (0.4095) loss_vfl_dn_pre: 0.4924 (0.4972) loss_vfl_enc_0: 0.7800 (0.7630) loss_vfl_pre: 0.7726 (0.7682) time: 0.7630 data: 0.0335 max mem: 9097 Epoch: [21] [3300/3696] eta: 0:06:01 lr: 0.000013 loss: 33.1313 (32.6024) loss_bbox: 0.1822 (0.1884) loss_bbox_aux_0: 0.1938 (0.2030) loss_bbox_aux_1: 0.1846 (0.1914) loss_bbox_aux_2: 0.1821 (0.1889) loss_bbox_aux_3: 0.1825 (0.1885) loss_bbox_aux_4: 0.1821 (0.1884) loss_bbox_dn_0: 0.2472 (0.2647) loss_bbox_dn_1: 0.1850 (0.1995) loss_bbox_dn_2: 0.1807 (0.1889) loss_bbox_dn_3: 0.1775 (0.1856) loss_bbox_dn_4: 0.1773 (0.1851) loss_bbox_dn_5: 0.1771 (0.1851) loss_bbox_dn_pre: 0.2564 (0.2701) loss_bbox_enc_0: 0.2303 (0.2434) loss_bbox_pre: 0.1933 (0.2033) loss_dfl: 0.9691 (0.9641) loss_fgl_aux_0: 0.9990 (1.0013) loss_fgl_aux_1: 0.9712 (0.9673) loss_fgl_aux_2: 0.9683 (0.9643) loss_fgl_aux_3: 0.9685 (0.9641) loss_fgl_aux_4: 0.9687 (0.9641) loss_fgl_dn_0: 1.0980 (1.0960) loss_fgl_dn_1: 0.9907 (0.9920) loss_fgl_dn_2: 0.9775 (0.9830) loss_fgl_dn_3: 0.9783 (0.9837) loss_fgl_dn_4: 0.9785 (0.9841) loss_fgl_dn_5: 0.9786 (0.9841) loss_giou: 0.6032 (0.5811) loss_giou_aux_0: 0.6287 (0.6086) loss_giou_aux_1: 0.6071 (0.5867) loss_giou_aux_2: 0.6042 (0.5819) loss_giou_aux_3: 0.6042 (0.5812) loss_giou_aux_4: 0.6033 (0.5811) loss_giou_dn_0: 0.6097 (0.6004) loss_giou_dn_1: 0.5001 (0.4899) loss_giou_dn_2: 0.4825 (0.4727) loss_giou_dn_3: 0.4799 (0.4684) loss_giou_dn_4: 0.4788 (0.4676) loss_giou_dn_5: 0.4788 (0.4676) loss_giou_dn_pre: 0.6066 (0.5993) loss_giou_enc_0: 0.7037 (0.6879) loss_giou_pre: 0.6275 (0.6066) loss_ddf_aux_0: 0.0594 (0.0625) loss_ddf_aux_1: 0.0079 (0.0083) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2455 (0.2587) loss_ddf_dn_1: 0.0317 (0.0338) loss_ddf_dn_2: 0.0060 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7119 (0.6893) loss_vfl_aux_0: 0.7578 (0.7653) loss_vfl_aux_1: 0.7663 (0.7413) loss_vfl_aux_2: 0.7371 (0.7206) loss_vfl_aux_3: 0.7111 (0.7006) loss_vfl_aux_4: 0.7090 (0.6909) loss_vfl_dn_0: 0.4964 (0.4965) loss_vfl_dn_1: 0.4462 (0.4375) loss_vfl_dn_2: 0.4291 (0.4227) loss_vfl_dn_3: 0.4193 (0.4135) loss_vfl_dn_4: 0.4156 (0.4100) loss_vfl_dn_5: 0.4151 (0.4095) loss_vfl_dn_pre: 0.4978 (0.4972) loss_vfl_enc_0: 0.7915 (0.7632) loss_vfl_pre: 0.7664 (0.7685) time: 0.7669 data: 0.0303 max mem: 9097 Epoch: [21] [3400/3696] eta: 0:04:28 lr: 0.000013 loss: 32.4718 (32.6023) loss_bbox: 0.1858 (0.1883) loss_bbox_aux_0: 0.1952 (0.2029) loss_bbox_aux_1: 0.1844 (0.1913) loss_bbox_aux_2: 0.1856 (0.1889) loss_bbox_aux_3: 0.1856 (0.1884) loss_bbox_aux_4: 0.1858 (0.1883) loss_bbox_dn_0: 0.2650 (0.2648) loss_bbox_dn_1: 0.2054 (0.1996) loss_bbox_dn_2: 0.1950 (0.1890) loss_bbox_dn_3: 0.1936 (0.1858) loss_bbox_dn_4: 0.1947 (0.1853) loss_bbox_dn_5: 0.1946 (0.1853) loss_bbox_dn_pre: 0.2739 (0.2702) loss_bbox_enc_0: 0.2389 (0.2433) loss_bbox_pre: 0.1974 (0.2032) loss_dfl: 0.9625 (0.9641) loss_fgl_aux_0: 1.0097 (1.0013) loss_fgl_aux_1: 0.9666 (0.9673) loss_fgl_aux_2: 0.9619 (0.9643) loss_fgl_aux_3: 0.9616 (0.9641) loss_fgl_aux_4: 0.9625 (0.9641) loss_fgl_dn_0: 1.0934 (1.0959) loss_fgl_dn_1: 0.9889 (0.9919) loss_fgl_dn_2: 0.9804 (0.9829) loss_fgl_dn_3: 0.9819 (0.9837) loss_fgl_dn_4: 0.9818 (0.9840) loss_fgl_dn_5: 0.9820 (0.9840) loss_giou: 0.5369 (0.5809) loss_giou_aux_0: 0.5651 (0.6084) loss_giou_aux_1: 0.5460 (0.5865) loss_giou_aux_2: 0.5395 (0.5817) loss_giou_aux_3: 0.5369 (0.5810) loss_giou_aux_4: 0.5370 (0.5809) loss_giou_dn_0: 0.5987 (0.6004) loss_giou_dn_1: 0.4759 (0.4898) loss_giou_dn_2: 0.4632 (0.4727) loss_giou_dn_3: 0.4581 (0.4683) loss_giou_dn_4: 0.4571 (0.4676) loss_giou_dn_5: 0.4570 (0.4676) loss_giou_dn_pre: 0.5960 (0.5992) loss_giou_enc_0: 0.6489 (0.6878) loss_giou_pre: 0.5629 (0.6064) loss_ddf_aux_0: 0.0596 (0.0625) loss_ddf_aux_1: 0.0085 (0.0083) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2631 (0.2587) loss_ddf_dn_1: 0.0353 (0.0338) loss_ddf_dn_2: 0.0068 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6955 (0.6895) loss_vfl_aux_0: 0.7732 (0.7655) loss_vfl_aux_1: 0.7535 (0.7414) loss_vfl_aux_2: 0.7273 (0.7208) loss_vfl_aux_3: 0.7055 (0.7008) loss_vfl_aux_4: 0.6893 (0.6910) loss_vfl_dn_0: 0.4961 (0.4965) loss_vfl_dn_1: 0.4432 (0.4375) loss_vfl_dn_2: 0.4266 (0.4226) loss_vfl_dn_3: 0.4181 (0.4134) loss_vfl_dn_4: 0.4108 (0.4100) loss_vfl_dn_5: 0.4108 (0.4095) loss_vfl_dn_pre: 0.4962 (0.4972) loss_vfl_enc_0: 0.7892 (0.7634) loss_vfl_pre: 0.7711 (0.7687) time: 0.7585 data: 0.0271 max mem: 9097 Epoch: [21] [3500/3696] eta: 0:02:57 lr: 0.000013 loss: 32.7184 (32.6045) loss_bbox: 0.1814 (0.1882) loss_bbox_aux_0: 0.1956 (0.2028) loss_bbox_aux_1: 0.1816 (0.1912) loss_bbox_aux_2: 0.1827 (0.1888) loss_bbox_aux_3: 0.1808 (0.1883) loss_bbox_aux_4: 0.1815 (0.1882) loss_bbox_dn_0: 0.2344 (0.2647) loss_bbox_dn_1: 0.1840 (0.1996) loss_bbox_dn_2: 0.1763 (0.1890) loss_bbox_dn_3: 0.1737 (0.1858) loss_bbox_dn_4: 0.1744 (0.1853) loss_bbox_dn_5: 0.1745 (0.1853) loss_bbox_dn_pre: 0.2363 (0.2701) loss_bbox_enc_0: 0.2291 (0.2431) loss_bbox_pre: 0.1959 (0.2031) loss_dfl: 0.9451 (0.9639) loss_fgl_aux_0: 0.9895 (1.0011) loss_fgl_aux_1: 0.9476 (0.9671) loss_fgl_aux_2: 0.9454 (0.9642) loss_fgl_aux_3: 0.9451 (0.9640) loss_fgl_aux_4: 0.9451 (0.9640) loss_fgl_dn_0: 1.0926 (1.0959) loss_fgl_dn_1: 0.9919 (0.9919) loss_fgl_dn_2: 0.9852 (0.9829) loss_fgl_dn_3: 0.9861 (0.9836) loss_fgl_dn_4: 0.9860 (0.9840) loss_fgl_dn_5: 0.9861 (0.9840) loss_giou: 0.6231 (0.5813) loss_giou_aux_0: 0.6545 (0.6087) loss_giou_aux_1: 0.6304 (0.5869) loss_giou_aux_2: 0.6218 (0.5821) loss_giou_aux_3: 0.6235 (0.5814) loss_giou_aux_4: 0.6231 (0.5813) loss_giou_dn_0: 0.6299 (0.6005) loss_giou_dn_1: 0.5151 (0.4900) loss_giou_dn_2: 0.4955 (0.4729) loss_giou_dn_3: 0.4888 (0.4685) loss_giou_dn_4: 0.4890 (0.4677) loss_giou_dn_5: 0.4888 (0.4677) loss_giou_dn_pre: 0.6272 (0.5994) loss_giou_enc_0: 0.7284 (0.6881) loss_giou_pre: 0.6532 (0.6068) loss_ddf_aux_0: 0.0568 (0.0624) loss_ddf_aux_1: 0.0079 (0.0083) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2582 (0.2586) loss_ddf_dn_1: 0.0335 (0.0338) loss_ddf_dn_2: 0.0061 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6616 (0.6895) loss_vfl_aux_0: 0.7195 (0.7657) loss_vfl_aux_1: 0.7111 (0.7415) loss_vfl_aux_2: 0.6944 (0.7209) loss_vfl_aux_3: 0.6710 (0.7009) loss_vfl_aux_4: 0.6564 (0.6911) loss_vfl_dn_0: 0.4935 (0.4965) loss_vfl_dn_1: 0.4349 (0.4375) loss_vfl_dn_2: 0.4230 (0.4227) loss_vfl_dn_3: 0.4117 (0.4134) loss_vfl_dn_4: 0.4089 (0.4100) loss_vfl_dn_5: 0.4082 (0.4095) loss_vfl_dn_pre: 0.4942 (0.4972) loss_vfl_enc_0: 0.7318 (0.7635) loss_vfl_pre: 0.7249 (0.7689) time: 0.7340 data: 0.0343 max mem: 9097 Epoch: [21] [3600/3696] eta: 0:01:26 lr: 0.000013 loss: 32.6940 (32.6097) loss_bbox: 0.1797 (0.1882) loss_bbox_aux_0: 0.1903 (0.2028) loss_bbox_aux_1: 0.1833 (0.1912) loss_bbox_aux_2: 0.1825 (0.1888) loss_bbox_aux_3: 0.1799 (0.1883) loss_bbox_aux_4: 0.1796 (0.1883) loss_bbox_dn_0: 0.2498 (0.2647) loss_bbox_dn_1: 0.1847 (0.1996) loss_bbox_dn_2: 0.1751 (0.1891) loss_bbox_dn_3: 0.1717 (0.1858) loss_bbox_dn_4: 0.1711 (0.1853) loss_bbox_dn_5: 0.1712 (0.1853) loss_bbox_dn_pre: 0.2576 (0.2701) loss_bbox_enc_0: 0.2211 (0.2431) loss_bbox_pre: 0.1903 (0.2031) loss_dfl: 0.9762 (0.9639) loss_fgl_aux_0: 1.0038 (1.0011) loss_fgl_aux_1: 0.9754 (0.9671) loss_fgl_aux_2: 0.9752 (0.9642) loss_fgl_aux_3: 0.9760 (0.9640) loss_fgl_aux_4: 0.9762 (0.9640) loss_fgl_dn_0: 1.0854 (1.0958) loss_fgl_dn_1: 0.9967 (0.9919) loss_fgl_dn_2: 0.9858 (0.9829) loss_fgl_dn_3: 0.9862 (0.9836) loss_fgl_dn_4: 0.9872 (0.9840) loss_fgl_dn_5: 0.9874 (0.9840) loss_giou: 0.5835 (0.5815) loss_giou_aux_0: 0.6057 (0.6089) loss_giou_aux_1: 0.5885 (0.5871) loss_giou_aux_2: 0.5835 (0.5823) loss_giou_aux_3: 0.5835 (0.5816) loss_giou_aux_4: 0.5835 (0.5815) loss_giou_dn_0: 0.5824 (0.6008) loss_giou_dn_1: 0.4692 (0.4902) loss_giou_dn_2: 0.4540 (0.4731) loss_giou_dn_3: 0.4520 (0.4687) loss_giou_dn_4: 0.4523 (0.4680) loss_giou_dn_5: 0.4522 (0.4680) loss_giou_dn_pre: 0.5780 (0.5996) loss_giou_enc_0: 0.6835 (0.6883) loss_giou_pre: 0.6045 (0.6070) loss_ddf_aux_0: 0.0621 (0.0624) loss_ddf_aux_1: 0.0087 (0.0083) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2303 (0.2586) loss_ddf_dn_1: 0.0298 (0.0338) loss_ddf_dn_2: 0.0064 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6786 (0.6896) loss_vfl_aux_0: 0.7535 (0.7658) loss_vfl_aux_1: 0.7275 (0.7416) loss_vfl_aux_2: 0.7101 (0.7211) loss_vfl_aux_3: 0.6979 (0.7010) loss_vfl_aux_4: 0.6825 (0.6912) loss_vfl_dn_0: 0.4950 (0.4965) loss_vfl_dn_1: 0.4411 (0.4375) loss_vfl_dn_2: 0.4304 (0.4227) loss_vfl_dn_3: 0.4195 (0.4135) loss_vfl_dn_4: 0.4162 (0.4101) loss_vfl_dn_5: 0.4160 (0.4096) loss_vfl_dn_pre: 0.4963 (0.4972) loss_vfl_enc_0: 0.7551 (0.7637) loss_vfl_pre: 0.7578 (0.7690) time: 0.7589 data: 0.0307 max mem: 9097 Epoch: [21] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 32.1291 (32.6066) loss_bbox: 0.1722 (0.1882) loss_bbox_aux_0: 0.1877 (0.2027) loss_bbox_aux_1: 0.1733 (0.1912) loss_bbox_aux_2: 0.1729 (0.1887) loss_bbox_aux_3: 0.1724 (0.1883) loss_bbox_aux_4: 0.1720 (0.1882) loss_bbox_dn_0: 0.2655 (0.2648) loss_bbox_dn_1: 0.1947 (0.1997) loss_bbox_dn_2: 0.1776 (0.1892) loss_bbox_dn_3: 0.1731 (0.1860) loss_bbox_dn_4: 0.1719 (0.1854) loss_bbox_dn_5: 0.1718 (0.1854) loss_bbox_dn_pre: 0.2693 (0.2702) loss_bbox_enc_0: 0.2213 (0.2430) loss_bbox_pre: 0.1866 (0.2030) loss_dfl: 0.9710 (0.9639) loss_fgl_aux_0: 1.0066 (1.0011) loss_fgl_aux_1: 0.9744 (0.9671) loss_fgl_aux_2: 0.9720 (0.9641) loss_fgl_aux_3: 0.9710 (0.9640) loss_fgl_aux_4: 0.9710 (0.9639) loss_fgl_dn_0: 1.1010 (1.0958) loss_fgl_dn_1: 0.9939 (0.9918) loss_fgl_dn_2: 0.9885 (0.9829) loss_fgl_dn_3: 0.9892 (0.9836) loss_fgl_dn_4: 0.9898 (0.9840) loss_fgl_dn_5: 0.9900 (0.9840) loss_giou: 0.5548 (0.5815) loss_giou_aux_0: 0.5803 (0.6089) loss_giou_aux_1: 0.5593 (0.5871) loss_giou_aux_2: 0.5549 (0.5823) loss_giou_aux_3: 0.5549 (0.5816) loss_giou_aux_4: 0.5548 (0.5815) loss_giou_dn_0: 0.5844 (0.6007) loss_giou_dn_1: 0.4778 (0.4902) loss_giou_dn_2: 0.4586 (0.4731) loss_giou_dn_3: 0.4574 (0.4687) loss_giou_dn_4: 0.4565 (0.4679) loss_giou_dn_5: 0.4560 (0.4679) loss_giou_dn_pre: 0.5844 (0.5995) loss_giou_enc_0: 0.6676 (0.6883) loss_giou_pre: 0.5771 (0.6070) loss_ddf_aux_0: 0.0592 (0.0624) loss_ddf_aux_1: 0.0074 (0.0083) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2523 (0.2585) loss_ddf_dn_1: 0.0337 (0.0338) loss_ddf_dn_2: 0.0066 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6616 (0.6893) loss_vfl_aux_0: 0.7538 (0.7656) loss_vfl_aux_1: 0.7068 (0.7415) loss_vfl_aux_2: 0.7011 (0.7208) loss_vfl_aux_3: 0.6655 (0.7008) loss_vfl_aux_4: 0.6554 (0.6909) loss_vfl_dn_0: 0.4932 (0.4965) loss_vfl_dn_1: 0.4303 (0.4375) loss_vfl_dn_2: 0.4184 (0.4227) loss_vfl_dn_3: 0.4084 (0.4135) loss_vfl_dn_4: 0.4041 (0.4101) loss_vfl_dn_5: 0.4035 (0.4095) loss_vfl_dn_pre: 0.4941 (0.4972) loss_vfl_enc_0: 0.7560 (0.7635) loss_vfl_pre: 0.7544 (0.7688) time: 0.7091 data: 0.0210 max mem: 9097 Epoch: [21] Total time: 0:55:55 (0.9078 s / it) Averaged stats: lr: 0.000013 loss: 32.1291 (32.6066) loss_bbox: 0.1722 (0.1882) loss_bbox_aux_0: 0.1877 (0.2027) loss_bbox_aux_1: 0.1733 (0.1912) loss_bbox_aux_2: 0.1729 (0.1887) loss_bbox_aux_3: 0.1724 (0.1883) loss_bbox_aux_4: 0.1720 (0.1882) loss_bbox_dn_0: 0.2655 (0.2648) loss_bbox_dn_1: 0.1947 (0.1997) loss_bbox_dn_2: 0.1776 (0.1892) loss_bbox_dn_3: 0.1731 (0.1860) loss_bbox_dn_4: 0.1719 (0.1854) loss_bbox_dn_5: 0.1718 (0.1854) loss_bbox_dn_pre: 0.2693 (0.2702) loss_bbox_enc_0: 0.2213 (0.2430) loss_bbox_pre: 0.1866 (0.2030) loss_dfl: 0.9710 (0.9639) loss_fgl_aux_0: 1.0066 (1.0011) loss_fgl_aux_1: 0.9744 (0.9671) loss_fgl_aux_2: 0.9720 (0.9641) loss_fgl_aux_3: 0.9710 (0.9640) loss_fgl_aux_4: 0.9710 (0.9639) loss_fgl_dn_0: 1.1010 (1.0958) loss_fgl_dn_1: 0.9939 (0.9918) loss_fgl_dn_2: 0.9885 (0.9829) loss_fgl_dn_3: 0.9892 (0.9836) loss_fgl_dn_4: 0.9898 (0.9840) loss_fgl_dn_5: 0.9900 (0.9840) loss_giou: 0.5548 (0.5815) loss_giou_aux_0: 0.5803 (0.6089) loss_giou_aux_1: 0.5593 (0.5871) loss_giou_aux_2: 0.5549 (0.5823) loss_giou_aux_3: 0.5549 (0.5816) loss_giou_aux_4: 0.5548 (0.5815) loss_giou_dn_0: 0.5844 (0.6007) loss_giou_dn_1: 0.4778 (0.4902) loss_giou_dn_2: 0.4586 (0.4731) loss_giou_dn_3: 0.4574 (0.4687) loss_giou_dn_4: 0.4565 (0.4679) loss_giou_dn_5: 0.4560 (0.4679) loss_giou_dn_pre: 0.5844 (0.5995) loss_giou_enc_0: 0.6676 (0.6883) loss_giou_pre: 0.5771 (0.6070) loss_ddf_aux_0: 0.0592 (0.0624) loss_ddf_aux_1: 0.0074 (0.0083) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2523 (0.2585) loss_ddf_dn_1: 0.0337 (0.0338) loss_ddf_dn_2: 0.0066 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6616 (0.6893) loss_vfl_aux_0: 0.7538 (0.7656) loss_vfl_aux_1: 0.7068 (0.7415) loss_vfl_aux_2: 0.7011 (0.7208) loss_vfl_aux_3: 0.6655 (0.7008) loss_vfl_aux_4: 0.6554 (0.6909) loss_vfl_dn_0: 0.4932 (0.4965) loss_vfl_dn_1: 0.4303 (0.4375) loss_vfl_dn_2: 0.4184 (0.4227) loss_vfl_dn_3: 0.4084 (0.4135) loss_vfl_dn_4: 0.4041 (0.4101) loss_vfl_dn_5: 0.4035 (0.4095) loss_vfl_dn_pre: 0.4941 (0.4972) loss_vfl_enc_0: 0.7560 (0.7635) loss_vfl_pre: 0.7544 (0.7688) Test: [ 0/79] eta: 0:03:09 time: 2.3925 data: 1.8592 max mem: 9097 Test: [10/79] eta: 0:00:52 time: 0.7649 data: 0.2310 max mem: 9097 Test: [20/79] eta: 0:00:46 time: 0.7072 data: 0.0632 max mem: 9097 Test: [30/79] eta: 0:00:36 time: 0.7192 data: 0.0623 max mem: 9097 Test: [40/79] eta: 0:00:27 time: 0.6237 data: 0.0707 max mem: 9097 Test: [50/79] eta: 0:00:21 time: 0.7294 data: 0.0727 max mem: 9097 Test: [60/79] eta: 0:00:13 time: 0.7249 data: 0.0686 max mem: 9097 Test: [70/79] eta: 0:00:06 time: 0.6053 data: 0.0659 max mem: 9097 Test: [78/79] eta: 0:00:00 time: 0.5671 data: 0.0630 max mem: 9097 Test: Total time: 0:00:54 (0.6837 s / it) Averaged stats: Accumulating evaluation results... DONE (t=23.88s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.519 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.695 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.563 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.329 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.566 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.702 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.387 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.650 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.717 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.527 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.767 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.889 best_stat: {'epoch': 21, 'coco_eval_bbox': 0.5193626281785247} Epoch: [22] [ 0/3696] eta: 4:57:55 lr: 0.000013 loss: 34.4917 (34.4917) loss_bbox: 0.1553 (0.1553) loss_bbox_aux_0: 0.1617 (0.1617) loss_bbox_aux_1: 0.1572 (0.1572) loss_bbox_aux_2: 0.1558 (0.1558) loss_bbox_aux_3: 0.1554 (0.1554) loss_bbox_aux_4: 0.1552 (0.1552) loss_bbox_dn_0: 0.1772 (0.1772) loss_bbox_dn_1: 0.1432 (0.1432) loss_bbox_dn_2: 0.1394 (0.1394) loss_bbox_dn_3: 0.1388 (0.1388) loss_bbox_dn_4: 0.1418 (0.1418) loss_bbox_dn_5: 0.1418 (0.1418) loss_bbox_dn_pre: 0.1803 (0.1803) loss_bbox_enc_0: 0.1935 (0.1935) loss_bbox_pre: 0.1619 (0.1619) loss_dfl: 0.9127 (0.9127) loss_fgl_aux_0: 0.9353 (0.9353) loss_fgl_aux_1: 0.9130 (0.9130) loss_fgl_aux_2: 0.9128 (0.9128) loss_fgl_aux_3: 0.9127 (0.9127) loss_fgl_aux_4: 0.9127 (0.9127) loss_fgl_dn_0: 1.0730 (1.0730) loss_fgl_dn_1: 1.0076 (1.0076) loss_fgl_dn_2: 1.0030 (1.0030) loss_fgl_dn_3: 1.0019 (1.0019) loss_fgl_dn_4: 1.0021 (1.0021) loss_fgl_dn_5: 1.0022 (1.0022) loss_giou: 0.8731 (0.8731) loss_giou_aux_0: 0.8877 (0.8877) loss_giou_aux_1: 0.8778 (0.8778) loss_giou_aux_2: 0.8749 (0.8749) loss_giou_aux_3: 0.8738 (0.8738) loss_giou_aux_4: 0.8732 (0.8732) loss_giou_dn_0: 0.7655 (0.7655) loss_giou_dn_1: 0.6600 (0.6600) loss_giou_dn_2: 0.6467 (0.6467) loss_giou_dn_3: 0.6466 (0.6466) loss_giou_dn_4: 0.6469 (0.6469) loss_giou_dn_5: 0.6467 (0.6467) loss_giou_dn_pre: 0.7646 (0.7646) loss_giou_enc_0: 0.9510 (0.9510) loss_giou_pre: 0.8874 (0.8874) loss_ddf_aux_0: 0.0511 (0.0511) loss_ddf_aux_1: 0.0064 (0.0064) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2359 (0.2359) loss_ddf_dn_1: 0.0323 (0.0323) loss_ddf_dn_2: 0.0058 (0.0058) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6341 (0.6341) loss_vfl_aux_0: 0.6707 (0.6707) loss_vfl_aux_1: 0.6640 (0.6640) loss_vfl_aux_2: 0.6694 (0.6694) loss_vfl_aux_3: 0.6360 (0.6360) loss_vfl_aux_4: 0.6384 (0.6384) loss_vfl_dn_0: 0.4780 (0.4780) loss_vfl_dn_1: 0.4391 (0.4391) loss_vfl_dn_2: 0.4295 (0.4295) loss_vfl_dn_3: 0.4206 (0.4206) loss_vfl_dn_4: 0.4191 (0.4191) loss_vfl_dn_5: 0.4177 (0.4177) loss_vfl_dn_pre: 0.4792 (0.4792) loss_vfl_enc_0: 0.6677 (0.6677) loss_vfl_pre: 0.6705 (0.6705) time: 4.8364 data: 1.8195 max mem: 9097 Epoch: [22] [ 100/3696] eta: 0:46:02 lr: 0.000013 loss: 32.0697 (32.3971) loss_bbox: 0.1960 (0.1868) loss_bbox_aux_0: 0.2145 (0.2008) loss_bbox_aux_1: 0.1950 (0.1891) loss_bbox_aux_2: 0.1969 (0.1874) loss_bbox_aux_3: 0.1961 (0.1870) loss_bbox_aux_4: 0.1961 (0.1869) loss_bbox_dn_0: 0.2654 (0.2635) loss_bbox_dn_1: 0.1915 (0.1984) loss_bbox_dn_2: 0.1803 (0.1878) loss_bbox_dn_3: 0.1778 (0.1844) loss_bbox_dn_4: 0.1771 (0.1839) loss_bbox_dn_5: 0.1772 (0.1839) loss_bbox_dn_pre: 0.2683 (0.2689) loss_bbox_enc_0: 0.2500 (0.2418) loss_bbox_pre: 0.2170 (0.2011) loss_dfl: 0.9486 (0.9609) loss_fgl_aux_0: 0.9933 (0.9985) loss_fgl_aux_1: 0.9536 (0.9639) loss_fgl_aux_2: 0.9487 (0.9611) loss_fgl_aux_3: 0.9485 (0.9609) loss_fgl_aux_4: 0.9484 (0.9609) loss_fgl_dn_0: 1.0987 (1.0940) loss_fgl_dn_1: 0.9885 (0.9886) loss_fgl_dn_2: 0.9755 (0.9799) loss_fgl_dn_3: 0.9767 (0.9807) loss_fgl_dn_4: 0.9771 (0.9811) loss_fgl_dn_5: 0.9774 (0.9811) loss_giou: 0.5317 (0.5753) loss_giou_aux_0: 0.5586 (0.6022) loss_giou_aux_1: 0.5355 (0.5807) loss_giou_aux_2: 0.5344 (0.5763) loss_giou_aux_3: 0.5338 (0.5755) loss_giou_aux_4: 0.5317 (0.5753) loss_giou_dn_0: 0.5673 (0.5947) loss_giou_dn_1: 0.4542 (0.4853) loss_giou_dn_2: 0.4400 (0.4687) loss_giou_dn_3: 0.4371 (0.4641) loss_giou_dn_4: 0.4368 (0.4632) loss_giou_dn_5: 0.4368 (0.4632) loss_giou_dn_pre: 0.5657 (0.5933) loss_giou_enc_0: 0.6390 (0.6824) loss_giou_pre: 0.5563 (0.6002) loss_ddf_aux_0: 0.0624 (0.0616) loss_ddf_aux_1: 0.0076 (0.0078) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2564 (0.2565) loss_ddf_dn_1: 0.0320 (0.0335) loss_ddf_dn_2: 0.0067 (0.0067) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6945 (0.6804) loss_vfl_aux_0: 0.7653 (0.7627) loss_vfl_aux_1: 0.7425 (0.7410) loss_vfl_aux_2: 0.7271 (0.7123) loss_vfl_aux_3: 0.6957 (0.6909) loss_vfl_aux_4: 0.7009 (0.6831) loss_vfl_dn_0: 0.4965 (0.4959) loss_vfl_dn_1: 0.4330 (0.4346) loss_vfl_dn_2: 0.4187 (0.4189) loss_vfl_dn_3: 0.4073 (0.4100) loss_vfl_dn_4: 0.4072 (0.4071) loss_vfl_dn_5: 0.4070 (0.4067) loss_vfl_dn_pre: 0.4963 (0.4967) loss_vfl_enc_0: 0.7717 (0.7587) loss_vfl_pre: 0.7716 (0.7661) time: 0.7391 data: 0.0263 max mem: 9097 Epoch: [22] [ 200/3696] eta: 0:44:28 lr: 0.000013 loss: 32.3410 (32.5264) loss_bbox: 0.1692 (0.1873) loss_bbox_aux_0: 0.1816 (0.2017) loss_bbox_aux_1: 0.1716 (0.1900) loss_bbox_aux_2: 0.1693 (0.1878) loss_bbox_aux_3: 0.1695 (0.1875) loss_bbox_aux_4: 0.1693 (0.1874) loss_bbox_dn_0: 0.2377 (0.2630) loss_bbox_dn_1: 0.1779 (0.1981) loss_bbox_dn_2: 0.1687 (0.1876) loss_bbox_dn_3: 0.1667 (0.1842) loss_bbox_dn_4: 0.1666 (0.1838) loss_bbox_dn_5: 0.1665 (0.1838) loss_bbox_dn_pre: 0.2427 (0.2683) loss_bbox_enc_0: 0.2272 (0.2426) loss_bbox_pre: 0.1802 (0.2020) loss_dfl: 0.9722 (0.9607) loss_fgl_aux_0: 1.0024 (0.9981) loss_fgl_aux_1: 0.9724 (0.9639) loss_fgl_aux_2: 0.9720 (0.9609) loss_fgl_aux_3: 0.9724 (0.9608) loss_fgl_aux_4: 0.9722 (0.9607) loss_fgl_dn_0: 1.0931 (1.0947) loss_fgl_dn_1: 0.9967 (0.9902) loss_fgl_dn_2: 0.9906 (0.9815) loss_fgl_dn_3: 0.9915 (0.9822) loss_fgl_dn_4: 0.9920 (0.9826) loss_fgl_dn_5: 0.9918 (0.9826) loss_giou: 0.5930 (0.5824) loss_giou_aux_0: 0.6186 (0.6096) loss_giou_aux_1: 0.6019 (0.5880) loss_giou_aux_2: 0.5961 (0.5833) loss_giou_aux_3: 0.5936 (0.5825) loss_giou_aux_4: 0.5933 (0.5824) loss_giou_dn_0: 0.6079 (0.6001) loss_giou_dn_1: 0.5100 (0.4912) loss_giou_dn_2: 0.4926 (0.4744) loss_giou_dn_3: 0.4875 (0.4700) loss_giou_dn_4: 0.4877 (0.4692) loss_giou_dn_5: 0.4875 (0.4692) loss_giou_dn_pre: 0.6079 (0.5990) loss_giou_enc_0: 0.7011 (0.6904) loss_giou_pre: 0.6154 (0.6075) loss_ddf_aux_0: 0.0643 (0.0618) loss_ddf_aux_1: 0.0084 (0.0079) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2590 (0.2587) loss_ddf_dn_1: 0.0336 (0.0341) loss_ddf_dn_2: 0.0060 (0.0066) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6786 (0.6809) loss_vfl_aux_0: 0.7529 (0.7633) loss_vfl_aux_1: 0.7328 (0.7401) loss_vfl_aux_2: 0.7222 (0.7175) loss_vfl_aux_3: 0.6981 (0.6934) loss_vfl_aux_4: 0.6849 (0.6836) loss_vfl_dn_0: 0.4934 (0.4958) loss_vfl_dn_1: 0.4337 (0.4364) loss_vfl_dn_2: 0.4197 (0.4211) loss_vfl_dn_3: 0.4088 (0.4121) loss_vfl_dn_4: 0.4060 (0.4090) loss_vfl_dn_5: 0.4041 (0.4085) loss_vfl_dn_pre: 0.4939 (0.4965) loss_vfl_enc_0: 0.7455 (0.7570) loss_vfl_pre: 0.7529 (0.7662) time: 0.7527 data: 0.0292 max mem: 9097 Epoch: [22] [ 300/3696] eta: 0:44:47 lr: 0.000013 loss: 32.2692 (32.5027) loss_bbox: 0.1647 (0.1874) loss_bbox_aux_0: 0.1825 (0.2016) loss_bbox_aux_1: 0.1700 (0.1901) loss_bbox_aux_2: 0.1656 (0.1878) loss_bbox_aux_3: 0.1646 (0.1875) loss_bbox_aux_4: 0.1646 (0.1874) loss_bbox_dn_0: 0.2267 (0.2606) loss_bbox_dn_1: 0.1737 (0.1960) loss_bbox_dn_2: 0.1632 (0.1856) loss_bbox_dn_3: 0.1594 (0.1823) loss_bbox_dn_4: 0.1583 (0.1819) loss_bbox_dn_5: 0.1581 (0.1819) loss_bbox_dn_pre: 0.2300 (0.2658) loss_bbox_enc_0: 0.2188 (0.2416) loss_bbox_pre: 0.1812 (0.2018) loss_dfl: 0.9323 (0.9592) loss_fgl_aux_0: 0.9678 (0.9956) loss_fgl_aux_1: 0.9340 (0.9623) loss_fgl_aux_2: 0.9334 (0.9595) loss_fgl_aux_3: 0.9330 (0.9593) loss_fgl_aux_4: 0.9324 (0.9592) loss_fgl_dn_0: 1.0894 (1.0946) loss_fgl_dn_1: 0.9868 (0.9903) loss_fgl_dn_2: 0.9771 (0.9815) loss_fgl_dn_3: 0.9801 (0.9823) loss_fgl_dn_4: 0.9805 (0.9826) loss_fgl_dn_5: 0.9806 (0.9826) loss_giou: 0.5832 (0.5862) loss_giou_aux_0: 0.5983 (0.6129) loss_giou_aux_1: 0.5919 (0.5916) loss_giou_aux_2: 0.5857 (0.5869) loss_giou_aux_3: 0.5841 (0.5862) loss_giou_aux_4: 0.5832 (0.5862) loss_giou_dn_0: 0.5860 (0.6007) loss_giou_dn_1: 0.4829 (0.4914) loss_giou_dn_2: 0.4699 (0.4748) loss_giou_dn_3: 0.4658 (0.4704) loss_giou_dn_4: 0.4634 (0.4696) loss_giou_dn_5: 0.4633 (0.4696) loss_giou_dn_pre: 0.5866 (0.5995) loss_giou_enc_0: 0.6604 (0.6925) loss_giou_pre: 0.5959 (0.6108) loss_ddf_aux_0: 0.0557 (0.0612) loss_ddf_aux_1: 0.0074 (0.0080) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2376 (0.2572) loss_ddf_dn_1: 0.0303 (0.0335) loss_ddf_dn_2: 0.0062 (0.0064) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6500 (0.6796) loss_vfl_aux_0: 0.7333 (0.7598) loss_vfl_aux_1: 0.6996 (0.7367) loss_vfl_aux_2: 0.6836 (0.7138) loss_vfl_aux_3: 0.6649 (0.6915) loss_vfl_aux_4: 0.6603 (0.6817) loss_vfl_dn_0: 0.4919 (0.4948) loss_vfl_dn_1: 0.4321 (0.4357) loss_vfl_dn_2: 0.4164 (0.4206) loss_vfl_dn_3: 0.4095 (0.4117) loss_vfl_dn_4: 0.4054 (0.4085) loss_vfl_dn_5: 0.4061 (0.4080) loss_vfl_dn_pre: 0.4912 (0.4954) loss_vfl_enc_0: 0.7272 (0.7556) loss_vfl_pre: 0.7391 (0.7627) time: 0.7520 data: 0.0325 max mem: 9097 Epoch: [22] [ 400/3696] eta: 0:43:28 lr: 0.000013 loss: 32.4895 (32.5278) loss_bbox: 0.1867 (0.1879) loss_bbox_aux_0: 0.1986 (0.2020) loss_bbox_aux_1: 0.1880 (0.1907) loss_bbox_aux_2: 0.1870 (0.1884) loss_bbox_aux_3: 0.1869 (0.1880) loss_bbox_aux_4: 0.1868 (0.1879) loss_bbox_dn_0: 0.2799 (0.2635) loss_bbox_dn_1: 0.2045 (0.1979) loss_bbox_dn_2: 0.1916 (0.1874) loss_bbox_dn_3: 0.1871 (0.1841) loss_bbox_dn_4: 0.1860 (0.1836) loss_bbox_dn_5: 0.1861 (0.1836) loss_bbox_dn_pre: 0.2798 (0.2688) loss_bbox_enc_0: 0.2285 (0.2420) loss_bbox_pre: 0.1978 (0.2023) loss_dfl: 0.9813 (0.9608) loss_fgl_aux_0: 1.0171 (0.9974) loss_fgl_aux_1: 0.9848 (0.9639) loss_fgl_aux_2: 0.9828 (0.9611) loss_fgl_aux_3: 0.9816 (0.9608) loss_fgl_aux_4: 0.9813 (0.9608) loss_fgl_dn_0: 1.1018 (1.0946) loss_fgl_dn_1: 0.9928 (0.9903) loss_fgl_dn_2: 0.9809 (0.9815) loss_fgl_dn_3: 0.9819 (0.9822) loss_fgl_dn_4: 0.9821 (0.9825) loss_fgl_dn_5: 0.9822 (0.9825) loss_giou: 0.5380 (0.5834) loss_giou_aux_0: 0.5563 (0.6100) loss_giou_aux_1: 0.5434 (0.5888) loss_giou_aux_2: 0.5378 (0.5841) loss_giou_aux_3: 0.5375 (0.5834) loss_giou_aux_4: 0.5378 (0.5834) loss_giou_dn_0: 0.5800 (0.6006) loss_giou_dn_1: 0.4729 (0.4907) loss_giou_dn_2: 0.4566 (0.4740) loss_giou_dn_3: 0.4557 (0.4695) loss_giou_dn_4: 0.4548 (0.4688) loss_giou_dn_5: 0.4550 (0.4688) loss_giou_dn_pre: 0.5779 (0.5995) loss_giou_enc_0: 0.6299 (0.6892) loss_giou_pre: 0.5531 (0.6080) loss_ddf_aux_0: 0.0573 (0.0610) loss_ddf_aux_1: 0.0073 (0.0080) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2604 (0.2585) loss_ddf_dn_1: 0.0335 (0.0337) loss_ddf_dn_2: 0.0067 (0.0065) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6891 (0.6829) loss_vfl_aux_0: 0.7535 (0.7610) loss_vfl_aux_1: 0.7468 (0.7386) loss_vfl_aux_2: 0.7175 (0.7162) loss_vfl_aux_3: 0.7056 (0.6951) loss_vfl_aux_4: 0.6929 (0.6848) loss_vfl_dn_0: 0.5015 (0.4953) loss_vfl_dn_1: 0.4413 (0.4361) loss_vfl_dn_2: 0.4276 (0.4210) loss_vfl_dn_3: 0.4190 (0.4120) loss_vfl_dn_4: 0.4137 (0.4087) loss_vfl_dn_5: 0.4143 (0.4083) loss_vfl_dn_pre: 0.5029 (0.4959) loss_vfl_enc_0: 0.7865 (0.7588) loss_vfl_pre: 0.7704 (0.7640) time: 0.7722 data: 0.0318 max mem: 9097 Epoch: [22] [ 500/3696] eta: 0:44:20 lr: 0.000013 loss: 32.9421 (32.4989) loss_bbox: 0.1796 (0.1870) loss_bbox_aux_0: 0.1920 (0.2013) loss_bbox_aux_1: 0.1809 (0.1898) loss_bbox_aux_2: 0.1799 (0.1876) loss_bbox_aux_3: 0.1801 (0.1872) loss_bbox_aux_4: 0.1796 (0.1871) loss_bbox_dn_0: 0.2406 (0.2630) loss_bbox_dn_1: 0.1859 (0.1976) loss_bbox_dn_2: 0.1801 (0.1871) loss_bbox_dn_3: 0.1745 (0.1837) loss_bbox_dn_4: 0.1734 (0.1832) loss_bbox_dn_5: 0.1736 (0.1832) loss_bbox_dn_pre: 0.2430 (0.2683) loss_bbox_enc_0: 0.2323 (0.2413) loss_bbox_pre: 0.1928 (0.2016) loss_dfl: 0.9490 (0.9610) loss_fgl_aux_0: 0.9853 (0.9976) loss_fgl_aux_1: 0.9544 (0.9642) loss_fgl_aux_2: 0.9501 (0.9613) loss_fgl_aux_3: 0.9494 (0.9611) loss_fgl_aux_4: 0.9493 (0.9611) loss_fgl_dn_0: 1.0964 (1.0948) loss_fgl_dn_1: 0.9951 (0.9904) loss_fgl_dn_2: 0.9864 (0.9815) loss_fgl_dn_3: 0.9866 (0.9823) loss_fgl_dn_4: 0.9868 (0.9826) loss_fgl_dn_5: 0.9868 (0.9826) loss_giou: 0.5996 (0.5822) loss_giou_aux_0: 0.6384 (0.6087) loss_giou_aux_1: 0.6093 (0.5876) loss_giou_aux_2: 0.6045 (0.5830) loss_giou_aux_3: 0.5984 (0.5823) loss_giou_aux_4: 0.5985 (0.5822) loss_giou_dn_0: 0.6131 (0.5998) loss_giou_dn_1: 0.5049 (0.4899) loss_giou_dn_2: 0.4883 (0.4731) loss_giou_dn_3: 0.4858 (0.4687) loss_giou_dn_4: 0.4847 (0.4679) loss_giou_dn_5: 0.4848 (0.4679) loss_giou_dn_pre: 0.6128 (0.5988) loss_giou_enc_0: 0.7225 (0.6881) loss_giou_pre: 0.6353 (0.6067) loss_ddf_aux_0: 0.0584 (0.0603) loss_ddf_aux_1: 0.0076 (0.0078) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2656 (0.2586) loss_ddf_dn_1: 0.0350 (0.0336) loss_ddf_dn_2: 0.0073 (0.0065) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6749 (0.6815) loss_vfl_aux_0: 0.7552 (0.7618) loss_vfl_aux_1: 0.7148 (0.7373) loss_vfl_aux_2: 0.7015 (0.7146) loss_vfl_aux_3: 0.6844 (0.6940) loss_vfl_aux_4: 0.6702 (0.6835) loss_vfl_dn_0: 0.4894 (0.4953) loss_vfl_dn_1: 0.4340 (0.4359) loss_vfl_dn_2: 0.4222 (0.4208) loss_vfl_dn_3: 0.4109 (0.4118) loss_vfl_dn_4: 0.4078 (0.4085) loss_vfl_dn_5: 0.4069 (0.4080) loss_vfl_dn_pre: 0.4902 (0.4959) loss_vfl_enc_0: 0.7354 (0.7592) loss_vfl_pre: 0.7589 (0.7650) time: 0.7493 data: 0.0259 max mem: 9097 Epoch: [22] [ 600/3696] eta: 0:43:02 lr: 0.000013 loss: 32.3429 (32.4602) loss_bbox: 0.1700 (0.1865) loss_bbox_aux_0: 0.1833 (0.2008) loss_bbox_aux_1: 0.1736 (0.1894) loss_bbox_aux_2: 0.1714 (0.1871) loss_bbox_aux_3: 0.1700 (0.1866) loss_bbox_aux_4: 0.1700 (0.1865) loss_bbox_dn_0: 0.2478 (0.2620) loss_bbox_dn_1: 0.1844 (0.1969) loss_bbox_dn_2: 0.1739 (0.1863) loss_bbox_dn_3: 0.1724 (0.1831) loss_bbox_dn_4: 0.1715 (0.1826) loss_bbox_dn_5: 0.1709 (0.1826) loss_bbox_dn_pre: 0.2526 (0.2674) loss_bbox_enc_0: 0.2287 (0.2405) loss_bbox_pre: 0.1819 (0.2011) loss_dfl: 0.9633 (0.9609) loss_fgl_aux_0: 0.9987 (0.9974) loss_fgl_aux_1: 0.9668 (0.9641) loss_fgl_aux_2: 0.9632 (0.9611) loss_fgl_aux_3: 0.9635 (0.9609) loss_fgl_aux_4: 0.9634 (0.9609) loss_fgl_dn_0: 1.0933 (1.0945) loss_fgl_dn_1: 0.9885 (0.9903) loss_fgl_dn_2: 0.9790 (0.9813) loss_fgl_dn_3: 0.9807 (0.9821) loss_fgl_dn_4: 0.9813 (0.9824) loss_fgl_dn_5: 0.9813 (0.9824) loss_giou: 0.5571 (0.5815) loss_giou_aux_0: 0.5796 (0.6080) loss_giou_aux_1: 0.5612 (0.5868) loss_giou_aux_2: 0.5583 (0.5823) loss_giou_aux_3: 0.5570 (0.5815) loss_giou_aux_4: 0.5573 (0.5815) loss_giou_dn_0: 0.5763 (0.5984) loss_giou_dn_1: 0.4634 (0.4886) loss_giou_dn_2: 0.4485 (0.4718) loss_giou_dn_3: 0.4443 (0.4675) loss_giou_dn_4: 0.4443 (0.4667) loss_giou_dn_5: 0.4442 (0.4667) loss_giou_dn_pre: 0.5759 (0.5974) loss_giou_enc_0: 0.6613 (0.6874) loss_giou_pre: 0.5789 (0.6060) loss_ddf_aux_0: 0.0601 (0.0602) loss_ddf_aux_1: 0.0078 (0.0078) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2610 (0.2584) loss_ddf_dn_1: 0.0339 (0.0336) loss_ddf_dn_2: 0.0059 (0.0065) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6815 (0.6806) loss_vfl_aux_0: 0.7493 (0.7610) loss_vfl_aux_1: 0.7331 (0.7364) loss_vfl_aux_2: 0.7178 (0.7130) loss_vfl_aux_3: 0.6959 (0.6930) loss_vfl_aux_4: 0.6787 (0.6824) loss_vfl_dn_0: 0.4883 (0.4950) loss_vfl_dn_1: 0.4282 (0.4354) loss_vfl_dn_2: 0.4154 (0.4203) loss_vfl_dn_3: 0.4045 (0.4112) loss_vfl_dn_4: 0.4032 (0.4078) loss_vfl_dn_5: 0.4037 (0.4073) loss_vfl_dn_pre: 0.4904 (0.4956) loss_vfl_enc_0: 0.7661 (0.7584) loss_vfl_pre: 0.7524 (0.7641) time: 0.7408 data: 0.0247 max mem: 9097 Epoch: [22] [ 700/3696] eta: 0:41:06 lr: 0.000013 loss: 32.4000 (32.4822) loss_bbox: 0.1748 (0.1862) loss_bbox_aux_0: 0.1890 (0.2004) loss_bbox_aux_1: 0.1784 (0.1891) loss_bbox_aux_2: 0.1756 (0.1868) loss_bbox_aux_3: 0.1748 (0.1863) loss_bbox_aux_4: 0.1748 (0.1862) loss_bbox_dn_0: 0.2350 (0.2614) loss_bbox_dn_1: 0.1789 (0.1964) loss_bbox_dn_2: 0.1688 (0.1858) loss_bbox_dn_3: 0.1666 (0.1825) loss_bbox_dn_4: 0.1652 (0.1821) loss_bbox_dn_5: 0.1651 (0.1821) loss_bbox_dn_pre: 0.2389 (0.2667) loss_bbox_enc_0: 0.2261 (0.2401) loss_bbox_pre: 0.1892 (0.2007) loss_dfl: 0.9691 (0.9622) loss_fgl_aux_0: 1.0027 (0.9988) loss_fgl_aux_1: 0.9723 (0.9654) loss_fgl_aux_2: 0.9701 (0.9625) loss_fgl_aux_3: 0.9696 (0.9622) loss_fgl_aux_4: 0.9696 (0.9622) loss_fgl_dn_0: 1.1004 (1.0950) loss_fgl_dn_1: 0.9970 (0.9910) loss_fgl_dn_2: 0.9878 (0.9820) loss_fgl_dn_3: 0.9884 (0.9827) loss_fgl_dn_4: 0.9890 (0.9830) loss_fgl_dn_5: 0.9892 (0.9830) loss_giou: 0.5908 (0.5815) loss_giou_aux_0: 0.6227 (0.6080) loss_giou_aux_1: 0.5978 (0.5868) loss_giou_aux_2: 0.5924 (0.5822) loss_giou_aux_3: 0.5913 (0.5815) loss_giou_aux_4: 0.5905 (0.5815) loss_giou_dn_0: 0.5980 (0.5993) loss_giou_dn_1: 0.4844 (0.4893) loss_giou_dn_2: 0.4672 (0.4723) loss_giou_dn_3: 0.4628 (0.4680) loss_giou_dn_4: 0.4620 (0.4672) loss_giou_dn_5: 0.4619 (0.4672) loss_giou_dn_pre: 0.5971 (0.5982) loss_giou_enc_0: 0.7022 (0.6874) loss_giou_pre: 0.6187 (0.6061) loss_ddf_aux_0: 0.0584 (0.0604) loss_ddf_aux_1: 0.0080 (0.0079) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2563 (0.2588) loss_ddf_dn_1: 0.0333 (0.0337) loss_ddf_dn_2: 0.0063 (0.0065) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6862 (0.6823) loss_vfl_aux_0: 0.7587 (0.7621) loss_vfl_aux_1: 0.7261 (0.7375) loss_vfl_aux_2: 0.7135 (0.7141) loss_vfl_aux_3: 0.6960 (0.6944) loss_vfl_aux_4: 0.6953 (0.6840) loss_vfl_dn_0: 0.4936 (0.4950) loss_vfl_dn_1: 0.4374 (0.4356) loss_vfl_dn_2: 0.4220 (0.4206) loss_vfl_dn_3: 0.4135 (0.4115) loss_vfl_dn_4: 0.4089 (0.4081) loss_vfl_dn_5: 0.4074 (0.4077) loss_vfl_dn_pre: 0.4937 (0.4956) loss_vfl_enc_0: 0.7507 (0.7593) loss_vfl_pre: 0.7581 (0.7652) time: 0.7340 data: 0.0278 max mem: 9097 Epoch: [22] [ 800/3696] eta: 0:39:20 lr: 0.000013 loss: 32.9307 (32.5136) loss_bbox: 0.1914 (0.1868) loss_bbox_aux_0: 0.2053 (0.2010) loss_bbox_aux_1: 0.1933 (0.1896) loss_bbox_aux_2: 0.1913 (0.1873) loss_bbox_aux_3: 0.1916 (0.1869) loss_bbox_aux_4: 0.1914 (0.1868) loss_bbox_dn_0: 0.2532 (0.2622) loss_bbox_dn_1: 0.1918 (0.1971) loss_bbox_dn_2: 0.1847 (0.1866) loss_bbox_dn_3: 0.1835 (0.1834) loss_bbox_dn_4: 0.1840 (0.1829) loss_bbox_dn_5: 0.1840 (0.1829) loss_bbox_dn_pre: 0.2559 (0.2675) loss_bbox_enc_0: 0.2414 (0.2406) loss_bbox_pre: 0.2050 (0.2013) loss_dfl: 0.9625 (0.9632) loss_fgl_aux_0: 0.9995 (0.9997) loss_fgl_aux_1: 0.9699 (0.9664) loss_fgl_aux_2: 0.9651 (0.9635) loss_fgl_aux_3: 0.9648 (0.9632) loss_fgl_aux_4: 0.9631 (0.9632) loss_fgl_dn_0: 1.0963 (1.0951) loss_fgl_dn_1: 0.9971 (0.9912) loss_fgl_dn_2: 0.9869 (0.9822) loss_fgl_dn_3: 0.9873 (0.9829) loss_fgl_dn_4: 0.9877 (0.9833) loss_fgl_dn_5: 0.9879 (0.9833) loss_giou: 0.6043 (0.5811) loss_giou_aux_0: 0.6332 (0.6077) loss_giou_aux_1: 0.6081 (0.5864) loss_giou_aux_2: 0.6061 (0.5818) loss_giou_aux_3: 0.6036 (0.5811) loss_giou_aux_4: 0.6038 (0.5811) loss_giou_dn_0: 0.6125 (0.5999) loss_giou_dn_1: 0.5118 (0.4897) loss_giou_dn_2: 0.4896 (0.4727) loss_giou_dn_3: 0.4857 (0.4684) loss_giou_dn_4: 0.4842 (0.4676) loss_giou_dn_5: 0.4840 (0.4676) loss_giou_dn_pre: 0.6129 (0.5988) loss_giou_enc_0: 0.7202 (0.6873) loss_giou_pre: 0.6271 (0.6057) loss_ddf_aux_0: 0.0575 (0.0603) loss_ddf_aux_1: 0.0085 (0.0079) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2390 (0.2587) loss_ddf_dn_1: 0.0316 (0.0337) loss_ddf_dn_2: 0.0059 (0.0065) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6918 (0.6842) loss_vfl_aux_0: 0.7545 (0.7633) loss_vfl_aux_1: 0.7375 (0.7390) loss_vfl_aux_2: 0.7353 (0.7159) loss_vfl_aux_3: 0.7140 (0.6964) loss_vfl_aux_4: 0.6945 (0.6858) loss_vfl_dn_0: 0.4970 (0.4952) loss_vfl_dn_1: 0.4409 (0.4360) loss_vfl_dn_2: 0.4265 (0.4209) loss_vfl_dn_3: 0.4186 (0.4119) loss_vfl_dn_4: 0.4152 (0.4085) loss_vfl_dn_5: 0.4157 (0.4080) loss_vfl_dn_pre: 0.4973 (0.4958) loss_vfl_enc_0: 0.7570 (0.7594) loss_vfl_pre: 0.7562 (0.7665) time: 0.7354 data: 0.0273 max mem: 9097 Epoch: [22] [ 900/3696] eta: 0:37:38 lr: 0.000013 loss: 32.4866 (32.5244) loss_bbox: 0.1745 (0.1866) loss_bbox_aux_0: 0.1876 (0.2008) loss_bbox_aux_1: 0.1768 (0.1894) loss_bbox_aux_2: 0.1742 (0.1871) loss_bbox_aux_3: 0.1746 (0.1866) loss_bbox_aux_4: 0.1745 (0.1866) loss_bbox_dn_0: 0.2490 (0.2625) loss_bbox_dn_1: 0.1889 (0.1974) loss_bbox_dn_2: 0.1829 (0.1869) loss_bbox_dn_3: 0.1801 (0.1837) loss_bbox_dn_4: 0.1805 (0.1833) loss_bbox_dn_5: 0.1805 (0.1832) loss_bbox_dn_pre: 0.2522 (0.2678) loss_bbox_enc_0: 0.2370 (0.2404) loss_bbox_pre: 0.1938 (0.2010) loss_dfl: 0.9550 (0.9633) loss_fgl_aux_0: 0.9927 (0.9997) loss_fgl_aux_1: 0.9550 (0.9665) loss_fgl_aux_2: 0.9545 (0.9636) loss_fgl_aux_3: 0.9549 (0.9633) loss_fgl_aux_4: 0.9547 (0.9633) loss_fgl_dn_0: 1.0935 (1.0949) loss_fgl_dn_1: 0.9865 (0.9913) loss_fgl_dn_2: 0.9809 (0.9823) loss_fgl_dn_3: 0.9830 (0.9831) loss_fgl_dn_4: 0.9837 (0.9834) loss_fgl_dn_5: 0.9836 (0.9834) loss_giou: 0.5689 (0.5809) loss_giou_aux_0: 0.5966 (0.6077) loss_giou_aux_1: 0.5742 (0.5863) loss_giou_aux_2: 0.5678 (0.5816) loss_giou_aux_3: 0.5677 (0.5810) loss_giou_aux_4: 0.5686 (0.5809) loss_giou_dn_0: 0.5755 (0.6000) loss_giou_dn_1: 0.4663 (0.4898) loss_giou_dn_2: 0.4499 (0.4728) loss_giou_dn_3: 0.4454 (0.4684) loss_giou_dn_4: 0.4448 (0.4676) loss_giou_dn_5: 0.4449 (0.4676) loss_giou_dn_pre: 0.5718 (0.5989) loss_giou_enc_0: 0.6659 (0.6873) loss_giou_pre: 0.5943 (0.6058) loss_ddf_aux_0: 0.0639 (0.0605) loss_ddf_aux_1: 0.0087 (0.0079) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2632 (0.2587) loss_ddf_dn_1: 0.0335 (0.0337) loss_ddf_dn_2: 0.0069 (0.0065) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6877 (0.6856) loss_vfl_aux_0: 0.7634 (0.7643) loss_vfl_aux_1: 0.7252 (0.7400) loss_vfl_aux_2: 0.7122 (0.7167) loss_vfl_aux_3: 0.6997 (0.6978) loss_vfl_aux_4: 0.6931 (0.6873) loss_vfl_dn_0: 0.4976 (0.4954) loss_vfl_dn_1: 0.4325 (0.4363) loss_vfl_dn_2: 0.4237 (0.4212) loss_vfl_dn_3: 0.4128 (0.4121) loss_vfl_dn_4: 0.4099 (0.4087) loss_vfl_dn_5: 0.4087 (0.4082) loss_vfl_dn_pre: 0.4976 (0.4960) loss_vfl_enc_0: 0.7650 (0.7598) loss_vfl_pre: 0.7661 (0.7674) time: 0.7492 data: 0.0260 max mem: 9097 Epoch: [22] [1000/3696] eta: 0:36:00 lr: 0.000013 loss: 32.1628 (32.5147) loss_bbox: 0.1833 (0.1870) loss_bbox_aux_0: 0.1936 (0.2012) loss_bbox_aux_1: 0.1846 (0.1899) loss_bbox_aux_2: 0.1841 (0.1876) loss_bbox_aux_3: 0.1836 (0.1871) loss_bbox_aux_4: 0.1834 (0.1870) loss_bbox_dn_0: 0.2616 (0.2633) loss_bbox_dn_1: 0.1905 (0.1979) loss_bbox_dn_2: 0.1805 (0.1873) loss_bbox_dn_3: 0.1759 (0.1840) loss_bbox_dn_4: 0.1754 (0.1835) loss_bbox_dn_5: 0.1754 (0.1835) loss_bbox_dn_pre: 0.2658 (0.2686) loss_bbox_enc_0: 0.2320 (0.2411) loss_bbox_pre: 0.1926 (0.2015) loss_dfl: 0.9690 (0.9632) loss_fgl_aux_0: 1.0133 (0.9998) loss_fgl_aux_1: 0.9757 (0.9664) loss_fgl_aux_2: 0.9694 (0.9635) loss_fgl_aux_3: 0.9687 (0.9632) loss_fgl_aux_4: 0.9689 (0.9632) loss_fgl_dn_0: 1.0995 (1.0950) loss_fgl_dn_1: 0.9929 (0.9910) loss_fgl_dn_2: 0.9852 (0.9821) loss_fgl_dn_3: 0.9857 (0.9828) loss_fgl_dn_4: 0.9861 (0.9831) loss_fgl_dn_5: 0.9860 (0.9831) loss_giou: 0.5929 (0.5801) loss_giou_aux_0: 0.6226 (0.6069) loss_giou_aux_1: 0.5962 (0.5855) loss_giou_aux_2: 0.5913 (0.5809) loss_giou_aux_3: 0.5929 (0.5802) loss_giou_aux_4: 0.5927 (0.5801) loss_giou_dn_0: 0.5845 (0.5994) loss_giou_dn_1: 0.4652 (0.4891) loss_giou_dn_2: 0.4475 (0.4720) loss_giou_dn_3: 0.4448 (0.4676) loss_giou_dn_4: 0.4443 (0.4669) loss_giou_dn_5: 0.4444 (0.4669) loss_giou_dn_pre: 0.5870 (0.5983) loss_giou_enc_0: 0.7125 (0.6867) loss_giou_pre: 0.6204 (0.6050) loss_ddf_aux_0: 0.0578 (0.0607) loss_ddf_aux_1: 0.0078 (0.0080) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2379 (0.2583) loss_ddf_dn_1: 0.0293 (0.0335) loss_ddf_dn_2: 0.0054 (0.0065) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6492 (0.6851) loss_vfl_aux_0: 0.7194 (0.7643) loss_vfl_aux_1: 0.7004 (0.7393) loss_vfl_aux_2: 0.6823 (0.7164) loss_vfl_aux_3: 0.6528 (0.6970) loss_vfl_aux_4: 0.6530 (0.6868) loss_vfl_dn_0: 0.4913 (0.4954) loss_vfl_dn_1: 0.4245 (0.4362) loss_vfl_dn_2: 0.4097 (0.4210) loss_vfl_dn_3: 0.3996 (0.4118) loss_vfl_dn_4: 0.3952 (0.4085) loss_vfl_dn_5: 0.3957 (0.4080) loss_vfl_dn_pre: 0.4909 (0.4960) loss_vfl_enc_0: 0.7272 (0.7597) loss_vfl_pre: 0.7250 (0.7673) time: 0.7619 data: 0.0285 max mem: 9097 Epoch: [22] [1100/3696] eta: 0:35:55 lr: 0.000013 loss: 32.6629 (32.5371) loss_bbox: 0.1922 (0.1869) loss_bbox_aux_0: 0.2066 (0.2012) loss_bbox_aux_1: 0.1962 (0.1898) loss_bbox_aux_2: 0.1927 (0.1875) loss_bbox_aux_3: 0.1922 (0.1870) loss_bbox_aux_4: 0.1922 (0.1869) loss_bbox_dn_0: 0.2751 (0.2634) loss_bbox_dn_1: 0.2016 (0.1981) loss_bbox_dn_2: 0.1871 (0.1874) loss_bbox_dn_3: 0.1846 (0.1842) loss_bbox_dn_4: 0.1846 (0.1837) loss_bbox_dn_5: 0.1846 (0.1837) loss_bbox_dn_pre: 0.2786 (0.2688) loss_bbox_enc_0: 0.2431 (0.2412) loss_bbox_pre: 0.2102 (0.2015) loss_dfl: 0.9806 (0.9630) loss_fgl_aux_0: 1.0110 (0.9998) loss_fgl_aux_1: 0.9821 (0.9663) loss_fgl_aux_2: 0.9812 (0.9633) loss_fgl_aux_3: 0.9807 (0.9630) loss_fgl_aux_4: 0.9805 (0.9630) loss_fgl_dn_0: 1.0933 (1.0952) loss_fgl_dn_1: 0.9842 (0.9912) loss_fgl_dn_2: 0.9727 (0.9822) loss_fgl_dn_3: 0.9746 (0.9829) loss_fgl_dn_4: 0.9747 (0.9832) loss_fgl_dn_5: 0.9747 (0.9833) loss_giou: 0.5760 (0.5814) loss_giou_aux_0: 0.6112 (0.6083) loss_giou_aux_1: 0.5868 (0.5869) loss_giou_aux_2: 0.5767 (0.5821) loss_giou_aux_3: 0.5766 (0.5815) loss_giou_aux_4: 0.5765 (0.5814) loss_giou_dn_0: 0.6103 (0.6006) loss_giou_dn_1: 0.4978 (0.4901) loss_giou_dn_2: 0.4796 (0.4731) loss_giou_dn_3: 0.4741 (0.4687) loss_giou_dn_4: 0.4735 (0.4680) loss_giou_dn_5: 0.4733 (0.4679) loss_giou_dn_pre: 0.6065 (0.5995) loss_giou_enc_0: 0.6927 (0.6881) loss_giou_pre: 0.6105 (0.6063) loss_ddf_aux_0: 0.0611 (0.0609) loss_ddf_aux_1: 0.0083 (0.0080) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2554 (0.2585) loss_ddf_dn_1: 0.0325 (0.0334) loss_ddf_dn_2: 0.0075 (0.0065) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7117 (0.6856) loss_vfl_aux_0: 0.7887 (0.7646) loss_vfl_aux_1: 0.7520 (0.7394) loss_vfl_aux_2: 0.7401 (0.7169) loss_vfl_aux_3: 0.7162 (0.6974) loss_vfl_aux_4: 0.7141 (0.6874) loss_vfl_dn_0: 0.4949 (0.4955) loss_vfl_dn_1: 0.4385 (0.4364) loss_vfl_dn_2: 0.4194 (0.4211) loss_vfl_dn_3: 0.4126 (0.4121) loss_vfl_dn_4: 0.4101 (0.4087) loss_vfl_dn_5: 0.4088 (0.4082) loss_vfl_dn_pre: 0.4970 (0.4961) loss_vfl_enc_0: 0.7632 (0.7590) loss_vfl_pre: 0.7823 (0.7675) time: 2.6089 data: 0.0256 max mem: 9097 Epoch: [22] [1200/3696] eta: 0:35:08 lr: 0.000013 loss: 33.0842 (32.5245) loss_bbox: 0.1791 (0.1867) loss_bbox_aux_0: 0.1929 (0.2009) loss_bbox_aux_1: 0.1814 (0.1896) loss_bbox_aux_2: 0.1795 (0.1872) loss_bbox_aux_3: 0.1784 (0.1868) loss_bbox_aux_4: 0.1789 (0.1867) loss_bbox_dn_0: 0.2297 (0.2627) loss_bbox_dn_1: 0.1798 (0.1975) loss_bbox_dn_2: 0.1732 (0.1869) loss_bbox_dn_3: 0.1676 (0.1837) loss_bbox_dn_4: 0.1673 (0.1832) loss_bbox_dn_5: 0.1673 (0.1832) loss_bbox_dn_pre: 0.2363 (0.2680) loss_bbox_enc_0: 0.2304 (0.2408) loss_bbox_pre: 0.1929 (0.2012) loss_dfl: 0.9701 (0.9631) loss_fgl_aux_0: 1.0105 (0.9998) loss_fgl_aux_1: 0.9741 (0.9664) loss_fgl_aux_2: 0.9723 (0.9634) loss_fgl_aux_3: 0.9705 (0.9632) loss_fgl_aux_4: 0.9701 (0.9632) loss_fgl_dn_0: 1.1001 (1.0953) loss_fgl_dn_1: 1.0007 (0.9912) loss_fgl_dn_2: 0.9923 (0.9822) loss_fgl_dn_3: 0.9929 (0.9829) loss_fgl_dn_4: 0.9925 (0.9832) loss_fgl_dn_5: 0.9927 (0.9833) loss_giou: 0.5973 (0.5812) loss_giou_aux_0: 0.6199 (0.6080) loss_giou_aux_1: 0.6029 (0.5867) loss_giou_aux_2: 0.5987 (0.5820) loss_giou_aux_3: 0.5964 (0.5813) loss_giou_aux_4: 0.5971 (0.5812) loss_giou_dn_0: 0.6133 (0.6001) loss_giou_dn_1: 0.4950 (0.4897) loss_giou_dn_2: 0.4816 (0.4726) loss_giou_dn_3: 0.4790 (0.4683) loss_giou_dn_4: 0.4781 (0.4675) loss_giou_dn_5: 0.4782 (0.4675) loss_giou_dn_pre: 0.6098 (0.5991) loss_giou_enc_0: 0.7010 (0.6878) loss_giou_pre: 0.6179 (0.6061) loss_ddf_aux_0: 0.0574 (0.0609) loss_ddf_aux_1: 0.0077 (0.0080) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2429 (0.2582) loss_ddf_dn_1: 0.0298 (0.0332) loss_ddf_dn_2: 0.0061 (0.0065) loss_ddf_dn_3: 0.0008 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6601 (0.6855) loss_vfl_aux_0: 0.7485 (0.7646) loss_vfl_aux_1: 0.7174 (0.7390) loss_vfl_aux_2: 0.6890 (0.7164) loss_vfl_aux_3: 0.6897 (0.6973) loss_vfl_aux_4: 0.6635 (0.6872) loss_vfl_dn_0: 0.4928 (0.4955) loss_vfl_dn_1: 0.4428 (0.4363) loss_vfl_dn_2: 0.4277 (0.4210) loss_vfl_dn_3: 0.4178 (0.4119) loss_vfl_dn_4: 0.4158 (0.4086) loss_vfl_dn_5: 0.4143 (0.4081) loss_vfl_dn_pre: 0.4951 (0.4961) loss_vfl_enc_0: 0.7560 (0.7588) loss_vfl_pre: 0.7540 (0.7675) time: 1.9581 data: 0.0219 max mem: 9097 Epoch: [22] [1300/3696] eta: 0:33:47 lr: 0.000013 loss: 32.7065 (32.5296) loss_bbox: 0.1807 (0.1869) loss_bbox_aux_0: 0.1886 (0.2011) loss_bbox_aux_1: 0.1814 (0.1898) loss_bbox_aux_2: 0.1800 (0.1874) loss_bbox_aux_3: 0.1806 (0.1870) loss_bbox_aux_4: 0.1808 (0.1869) loss_bbox_dn_0: 0.2299 (0.2623) loss_bbox_dn_1: 0.1714 (0.1972) loss_bbox_dn_2: 0.1657 (0.1866) loss_bbox_dn_3: 0.1611 (0.1835) loss_bbox_dn_4: 0.1598 (0.1829) loss_bbox_dn_5: 0.1598 (0.1829) loss_bbox_dn_pre: 0.2355 (0.2676) loss_bbox_enc_0: 0.2288 (0.2410) loss_bbox_pre: 0.1897 (0.2014) loss_dfl: 0.9546 (0.9624) loss_fgl_aux_0: 0.9847 (0.9990) loss_fgl_aux_1: 0.9611 (0.9656) loss_fgl_aux_2: 0.9553 (0.9626) loss_fgl_aux_3: 0.9552 (0.9624) loss_fgl_aux_4: 0.9548 (0.9624) loss_fgl_dn_0: 1.0936 (1.0952) loss_fgl_dn_1: 0.9947 (0.9911) loss_fgl_dn_2: 0.9805 (0.9822) loss_fgl_dn_3: 0.9835 (0.9829) loss_fgl_dn_4: 0.9835 (0.9832) loss_fgl_dn_5: 0.9837 (0.9832) loss_giou: 0.6243 (0.5827) loss_giou_aux_0: 0.6495 (0.6094) loss_giou_aux_1: 0.6252 (0.5881) loss_giou_aux_2: 0.6265 (0.5834) loss_giou_aux_3: 0.6247 (0.5827) loss_giou_aux_4: 0.6244 (0.5826) loss_giou_dn_0: 0.6191 (0.6006) loss_giou_dn_1: 0.5113 (0.4900) loss_giou_dn_2: 0.4931 (0.4729) loss_giou_dn_3: 0.4895 (0.4686) loss_giou_dn_4: 0.4882 (0.4679) loss_giou_dn_5: 0.4882 (0.4679) loss_giou_dn_pre: 0.6164 (0.5995) loss_giou_enc_0: 0.7233 (0.6891) loss_giou_pre: 0.6493 (0.6075) loss_ddf_aux_0: 0.0567 (0.0610) loss_ddf_aux_1: 0.0078 (0.0081) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2709 (0.2591) loss_ddf_dn_1: 0.0360 (0.0334) loss_ddf_dn_2: 0.0057 (0.0064) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6504 (0.6850) loss_vfl_aux_0: 0.7267 (0.7640) loss_vfl_aux_1: 0.6976 (0.7381) loss_vfl_aux_2: 0.6797 (0.7157) loss_vfl_aux_3: 0.6571 (0.6966) loss_vfl_aux_4: 0.6601 (0.6867) loss_vfl_dn_0: 0.4869 (0.4954) loss_vfl_dn_1: 0.4346 (0.4364) loss_vfl_dn_2: 0.4157 (0.4212) loss_vfl_dn_3: 0.4121 (0.4121) loss_vfl_dn_4: 0.4078 (0.4087) loss_vfl_dn_5: 0.4083 (0.4082) loss_vfl_dn_pre: 0.4874 (0.4960) loss_vfl_enc_0: 0.7225 (0.7582) loss_vfl_pre: 0.7323 (0.7670) time: 0.7629 data: 0.0294 max mem: 9097 Epoch: [22] [1400/3696] eta: 0:32:06 lr: 0.000013 loss: 32.1532 (32.5267) loss_bbox: 0.1821 (0.1871) loss_bbox_aux_0: 0.2027 (0.2013) loss_bbox_aux_1: 0.1874 (0.1900) loss_bbox_aux_2: 0.1824 (0.1876) loss_bbox_aux_3: 0.1821 (0.1872) loss_bbox_aux_4: 0.1821 (0.1871) loss_bbox_dn_0: 0.2652 (0.2627) loss_bbox_dn_1: 0.2052 (0.1976) loss_bbox_dn_2: 0.1929 (0.1870) loss_bbox_dn_3: 0.1904 (0.1839) loss_bbox_dn_4: 0.1904 (0.1834) loss_bbox_dn_5: 0.1906 (0.1834) loss_bbox_dn_pre: 0.2749 (0.2681) loss_bbox_enc_0: 0.2460 (0.2413) loss_bbox_pre: 0.2036 (0.2016) loss_dfl: 0.9841 (0.9635) loss_fgl_aux_0: 1.0249 (1.0001) loss_fgl_aux_1: 0.9875 (0.9667) loss_fgl_aux_2: 0.9832 (0.9637) loss_fgl_aux_3: 0.9837 (0.9635) loss_fgl_aux_4: 0.9839 (0.9635) loss_fgl_dn_0: 1.0979 (1.0954) loss_fgl_dn_1: 0.9913 (0.9912) loss_fgl_dn_2: 0.9854 (0.9823) loss_fgl_dn_3: 0.9859 (0.9830) loss_fgl_dn_4: 0.9871 (0.9833) loss_fgl_dn_5: 0.9873 (0.9833) loss_giou: 0.5388 (0.5809) loss_giou_aux_0: 0.5740 (0.6077) loss_giou_aux_1: 0.5486 (0.5864) loss_giou_aux_2: 0.5408 (0.5817) loss_giou_aux_3: 0.5388 (0.5810) loss_giou_aux_4: 0.5388 (0.5809) loss_giou_dn_0: 0.5811 (0.5997) loss_giou_dn_1: 0.4697 (0.4892) loss_giou_dn_2: 0.4488 (0.4721) loss_giou_dn_3: 0.4425 (0.4677) loss_giou_dn_4: 0.4419 (0.4670) loss_giou_dn_5: 0.4420 (0.4670) loss_giou_dn_pre: 0.5778 (0.5986) loss_giou_enc_0: 0.6559 (0.6873) loss_giou_pre: 0.5720 (0.6058) loss_ddf_aux_0: 0.0598 (0.0609) loss_ddf_aux_1: 0.0086 (0.0081) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2723 (0.2594) loss_ddf_dn_1: 0.0379 (0.0336) loss_ddf_dn_2: 0.0066 (0.0065) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6893 (0.6856) loss_vfl_aux_0: 0.7903 (0.7646) loss_vfl_aux_1: 0.7628 (0.7389) loss_vfl_aux_2: 0.7379 (0.7165) loss_vfl_aux_3: 0.7128 (0.6972) loss_vfl_aux_4: 0.6924 (0.6871) loss_vfl_dn_0: 0.4975 (0.4956) loss_vfl_dn_1: 0.4318 (0.4363) loss_vfl_dn_2: 0.4186 (0.4212) loss_vfl_dn_3: 0.4124 (0.4120) loss_vfl_dn_4: 0.4080 (0.4087) loss_vfl_dn_5: 0.4075 (0.4082) loss_vfl_dn_pre: 0.4982 (0.4962) loss_vfl_enc_0: 0.7826 (0.7587) loss_vfl_pre: 0.7836 (0.7675) time: 0.7465 data: 0.0291 max mem: 9097 Epoch: [22] [1500/3696] eta: 0:30:36 lr: 0.000013 loss: 32.5365 (32.5421) loss_bbox: 0.1843 (0.1874) loss_bbox_aux_0: 0.1960 (0.2016) loss_bbox_aux_1: 0.1882 (0.1903) loss_bbox_aux_2: 0.1842 (0.1879) loss_bbox_aux_3: 0.1845 (0.1874) loss_bbox_aux_4: 0.1844 (0.1874) loss_bbox_dn_0: 0.2558 (0.2628) loss_bbox_dn_1: 0.1941 (0.1978) loss_bbox_dn_2: 0.1811 (0.1872) loss_bbox_dn_3: 0.1764 (0.1840) loss_bbox_dn_4: 0.1747 (0.1835) loss_bbox_dn_5: 0.1748 (0.1835) loss_bbox_dn_pre: 0.2631 (0.2682) loss_bbox_enc_0: 0.2460 (0.2417) loss_bbox_pre: 0.1954 (0.2018) loss_dfl: 0.9761 (0.9636) loss_fgl_aux_0: 1.0030 (1.0002) loss_fgl_aux_1: 0.9765 (0.9669) loss_fgl_aux_2: 0.9754 (0.9639) loss_fgl_aux_3: 0.9763 (0.9637) loss_fgl_aux_4: 0.9762 (0.9636) loss_fgl_dn_0: 1.0937 (1.0953) loss_fgl_dn_1: 0.9860 (0.9913) loss_fgl_dn_2: 0.9745 (0.9824) loss_fgl_dn_3: 0.9750 (0.9831) loss_fgl_dn_4: 0.9751 (0.9834) loss_fgl_dn_5: 0.9751 (0.9834) loss_giou: 0.5610 (0.5812) loss_giou_aux_0: 0.5998 (0.6080) loss_giou_aux_1: 0.5689 (0.5867) loss_giou_aux_2: 0.5623 (0.5819) loss_giou_aux_3: 0.5607 (0.5813) loss_giou_aux_4: 0.5608 (0.5812) loss_giou_dn_0: 0.6001 (0.5998) loss_giou_dn_1: 0.4943 (0.4893) loss_giou_dn_2: 0.4793 (0.4722) loss_giou_dn_3: 0.4753 (0.4679) loss_giou_dn_4: 0.4742 (0.4672) loss_giou_dn_5: 0.4748 (0.4672) loss_giou_dn_pre: 0.5992 (0.5988) loss_giou_enc_0: 0.6846 (0.6876) loss_giou_pre: 0.5986 (0.6061) loss_ddf_aux_0: 0.0559 (0.0608) loss_ddf_aux_1: 0.0074 (0.0081) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2682 (0.2595) loss_ddf_dn_1: 0.0322 (0.0336) loss_ddf_dn_2: 0.0057 (0.0064) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6866 (0.6864) loss_vfl_aux_0: 0.7698 (0.7654) loss_vfl_aux_1: 0.7388 (0.7396) loss_vfl_aux_2: 0.7161 (0.7174) loss_vfl_aux_3: 0.7028 (0.6979) loss_vfl_aux_4: 0.6943 (0.6880) loss_vfl_dn_0: 0.5024 (0.4957) loss_vfl_dn_1: 0.4416 (0.4364) loss_vfl_dn_2: 0.4240 (0.4214) loss_vfl_dn_3: 0.4135 (0.4122) loss_vfl_dn_4: 0.4095 (0.4089) loss_vfl_dn_5: 0.4070 (0.4084) loss_vfl_dn_pre: 0.5023 (0.4963) loss_vfl_enc_0: 0.7639 (0.7596) loss_vfl_pre: 0.7777 (0.7684) time: 0.9453 data: 0.0300 max mem: 9097 Epoch: [22] [1600/3696] eta: 0:28:58 lr: 0.000013 loss: 33.2022 (32.5499) loss_bbox: 0.1822 (0.1877) loss_bbox_aux_0: 0.1970 (0.2019) loss_bbox_aux_1: 0.1829 (0.1906) loss_bbox_aux_2: 0.1831 (0.1882) loss_bbox_aux_3: 0.1828 (0.1878) loss_bbox_aux_4: 0.1823 (0.1877) loss_bbox_dn_0: 0.2629 (0.2634) loss_bbox_dn_1: 0.1953 (0.1983) loss_bbox_dn_2: 0.1816 (0.1876) loss_bbox_dn_3: 0.1767 (0.1845) loss_bbox_dn_4: 0.1761 (0.1840) loss_bbox_dn_5: 0.1759 (0.1840) loss_bbox_dn_pre: 0.2632 (0.2688) loss_bbox_enc_0: 0.2267 (0.2421) loss_bbox_pre: 0.1950 (0.2022) loss_dfl: 0.9732 (0.9640) loss_fgl_aux_0: 1.0053 (1.0005) loss_fgl_aux_1: 0.9776 (0.9672) loss_fgl_aux_2: 0.9742 (0.9642) loss_fgl_aux_3: 0.9741 (0.9640) loss_fgl_aux_4: 0.9734 (0.9640) loss_fgl_dn_0: 1.0961 (1.0952) loss_fgl_dn_1: 0.9991 (0.9914) loss_fgl_dn_2: 0.9918 (0.9825) loss_fgl_dn_3: 0.9921 (0.9832) loss_fgl_dn_4: 0.9927 (0.9835) loss_fgl_dn_5: 0.9927 (0.9835) loss_giou: 0.5499 (0.5807) loss_giou_aux_0: 0.5758 (0.6074) loss_giou_aux_1: 0.5550 (0.5862) loss_giou_aux_2: 0.5501 (0.5814) loss_giou_aux_3: 0.5503 (0.5808) loss_giou_aux_4: 0.5501 (0.5807) loss_giou_dn_0: 0.5747 (0.5995) loss_giou_dn_1: 0.4707 (0.4890) loss_giou_dn_2: 0.4556 (0.4719) loss_giou_dn_3: 0.4525 (0.4676) loss_giou_dn_4: 0.4513 (0.4669) loss_giou_dn_5: 0.4514 (0.4668) loss_giou_dn_pre: 0.5721 (0.5985) loss_giou_enc_0: 0.6544 (0.6871) loss_giou_pre: 0.5739 (0.6055) loss_ddf_aux_0: 0.0589 (0.0606) loss_ddf_aux_1: 0.0080 (0.0081) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2398 (0.2589) loss_ddf_dn_1: 0.0312 (0.0335) loss_ddf_dn_2: 0.0061 (0.0064) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7028 (0.6868) loss_vfl_aux_0: 0.7711 (0.7663) loss_vfl_aux_1: 0.7552 (0.7401) loss_vfl_aux_2: 0.7229 (0.7180) loss_vfl_aux_3: 0.7050 (0.6984) loss_vfl_aux_4: 0.7078 (0.6884) loss_vfl_dn_0: 0.5002 (0.4959) loss_vfl_dn_1: 0.4382 (0.4366) loss_vfl_dn_2: 0.4284 (0.4215) loss_vfl_dn_3: 0.4176 (0.4124) loss_vfl_dn_4: 0.4163 (0.4090) loss_vfl_dn_5: 0.4155 (0.4085) loss_vfl_dn_pre: 0.5015 (0.4966) loss_vfl_enc_0: 0.7660 (0.7604) loss_vfl_pre: 0.7720 (0.7692) time: 0.7513 data: 0.0299 max mem: 9097 Epoch: [22] [1700/3696] eta: 0:28:07 lr: 0.000013 loss: 31.9473 (32.5503) loss_bbox: 0.1776 (0.1876) loss_bbox_aux_0: 0.1792 (0.2018) loss_bbox_aux_1: 0.1794 (0.1905) loss_bbox_aux_2: 0.1778 (0.1881) loss_bbox_aux_3: 0.1776 (0.1877) loss_bbox_aux_4: 0.1775 (0.1876) loss_bbox_dn_0: 0.2449 (0.2631) loss_bbox_dn_1: 0.1880 (0.1980) loss_bbox_dn_2: 0.1806 (0.1874) loss_bbox_dn_3: 0.1783 (0.1842) loss_bbox_dn_4: 0.1786 (0.1837) loss_bbox_dn_5: 0.1786 (0.1837) loss_bbox_dn_pre: 0.2405 (0.2686) loss_bbox_enc_0: 0.2188 (0.2420) loss_bbox_pre: 0.1789 (0.2021) loss_dfl: 0.9531 (0.9640) loss_fgl_aux_0: 1.0062 (1.0006) loss_fgl_aux_1: 0.9592 (0.9673) loss_fgl_aux_2: 0.9526 (0.9643) loss_fgl_aux_3: 0.9522 (0.9641) loss_fgl_aux_4: 0.9529 (0.9641) loss_fgl_dn_0: 1.0898 (1.0952) loss_fgl_dn_1: 0.9842 (0.9914) loss_fgl_dn_2: 0.9754 (0.9825) loss_fgl_dn_3: 0.9765 (0.9832) loss_fgl_dn_4: 0.9766 (0.9835) loss_fgl_dn_5: 0.9766 (0.9835) loss_giou: 0.5903 (0.5810) loss_giou_aux_0: 0.6139 (0.6077) loss_giou_aux_1: 0.5981 (0.5865) loss_giou_aux_2: 0.5905 (0.5818) loss_giou_aux_3: 0.5901 (0.5811) loss_giou_aux_4: 0.5898 (0.5810) loss_giou_dn_0: 0.6031 (0.5998) loss_giou_dn_1: 0.4960 (0.4892) loss_giou_dn_2: 0.4761 (0.4721) loss_giou_dn_3: 0.4732 (0.4678) loss_giou_dn_4: 0.4722 (0.4671) loss_giou_dn_5: 0.4720 (0.4671) loss_giou_dn_pre: 0.6018 (0.5987) loss_giou_enc_0: 0.6834 (0.6875) loss_giou_pre: 0.6140 (0.6058) loss_ddf_aux_0: 0.0608 (0.0607) loss_ddf_aux_1: 0.0075 (0.0081) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2701 (0.2590) loss_ddf_dn_1: 0.0351 (0.0335) loss_ddf_dn_2: 0.0065 (0.0064) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6815 (0.6866) loss_vfl_aux_0: 0.7462 (0.7660) loss_vfl_aux_1: 0.7278 (0.7401) loss_vfl_aux_2: 0.7113 (0.7179) loss_vfl_aux_3: 0.6813 (0.6982) loss_vfl_aux_4: 0.6794 (0.6882) loss_vfl_dn_0: 0.4908 (0.4958) loss_vfl_dn_1: 0.4339 (0.4365) loss_vfl_dn_2: 0.4200 (0.4214) loss_vfl_dn_3: 0.4077 (0.4123) loss_vfl_dn_4: 0.4043 (0.4089) loss_vfl_dn_5: 0.4037 (0.4084) loss_vfl_dn_pre: 0.4910 (0.4964) loss_vfl_enc_0: 0.7489 (0.7603) loss_vfl_pre: 0.7461 (0.7690) time: 0.7511 data: 0.0285 max mem: 9097 Epoch: [22] [1800/3696] eta: 0:27:19 lr: 0.000013 loss: 33.1572 (32.5548) loss_bbox: 0.1847 (0.1875) loss_bbox_aux_0: 0.1983 (0.2016) loss_bbox_aux_1: 0.1879 (0.1904) loss_bbox_aux_2: 0.1858 (0.1880) loss_bbox_aux_3: 0.1847 (0.1875) loss_bbox_aux_4: 0.1847 (0.1875) loss_bbox_dn_0: 0.2422 (0.2632) loss_bbox_dn_1: 0.1838 (0.1979) loss_bbox_dn_2: 0.1783 (0.1873) loss_bbox_dn_3: 0.1726 (0.1842) loss_bbox_dn_4: 0.1732 (0.1837) loss_bbox_dn_5: 0.1735 (0.1837) loss_bbox_dn_pre: 0.2502 (0.2686) loss_bbox_enc_0: 0.2353 (0.2419) loss_bbox_pre: 0.1985 (0.2019) loss_dfl: 0.9520 (0.9642) loss_fgl_aux_0: 0.9757 (1.0008) loss_fgl_aux_1: 0.9542 (0.9674) loss_fgl_aux_2: 0.9529 (0.9644) loss_fgl_aux_3: 0.9521 (0.9642) loss_fgl_aux_4: 0.9520 (0.9642) loss_fgl_dn_0: 1.0953 (1.0953) loss_fgl_dn_1: 0.9938 (0.9914) loss_fgl_dn_2: 0.9855 (0.9825) loss_fgl_dn_3: 0.9860 (0.9832) loss_fgl_dn_4: 0.9858 (0.9835) loss_fgl_dn_5: 0.9859 (0.9835) loss_giou: 0.6015 (0.5809) loss_giou_aux_0: 0.6228 (0.6077) loss_giou_aux_1: 0.6026 (0.5864) loss_giou_aux_2: 0.6017 (0.5817) loss_giou_aux_3: 0.6007 (0.5810) loss_giou_aux_4: 0.6004 (0.5809) loss_giou_dn_0: 0.6354 (0.6000) loss_giou_dn_1: 0.5143 (0.4892) loss_giou_dn_2: 0.4939 (0.4721) loss_giou_dn_3: 0.4854 (0.4678) loss_giou_dn_4: 0.4847 (0.4671) loss_giou_dn_5: 0.4850 (0.4671) loss_giou_dn_pre: 0.6343 (0.5989) loss_giou_enc_0: 0.7189 (0.6874) loss_giou_pre: 0.6201 (0.6058) loss_ddf_aux_0: 0.0613 (0.0607) loss_ddf_aux_1: 0.0083 (0.0081) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2552 (0.2596) loss_ddf_dn_1: 0.0339 (0.0336) loss_ddf_dn_2: 0.0062 (0.0065) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6637 (0.6873) loss_vfl_aux_0: 0.7488 (0.7664) loss_vfl_aux_1: 0.7258 (0.7405) loss_vfl_aux_2: 0.7091 (0.7182) loss_vfl_aux_3: 0.6715 (0.6987) loss_vfl_aux_4: 0.6650 (0.6888) loss_vfl_dn_0: 0.4848 (0.4959) loss_vfl_dn_1: 0.4387 (0.4366) loss_vfl_dn_2: 0.4258 (0.4215) loss_vfl_dn_3: 0.4177 (0.4124) loss_vfl_dn_4: 0.4130 (0.4090) loss_vfl_dn_5: 0.4143 (0.4085) loss_vfl_dn_pre: 0.4848 (0.4965) loss_vfl_enc_0: 0.7367 (0.7607) loss_vfl_pre: 0.7523 (0.7694) time: 2.6021 data: 0.0248 max mem: 9097 Epoch: [22] [1900/3696] eta: 0:25:42 lr: 0.000013 loss: 32.9175 (32.5573) loss_bbox: 0.1792 (0.1877) loss_bbox_aux_0: 0.1873 (0.2020) loss_bbox_aux_1: 0.1805 (0.1907) loss_bbox_aux_2: 0.1802 (0.1883) loss_bbox_aux_3: 0.1797 (0.1878) loss_bbox_aux_4: 0.1792 (0.1877) loss_bbox_dn_0: 0.2435 (0.2632) loss_bbox_dn_1: 0.1845 (0.1980) loss_bbox_dn_2: 0.1826 (0.1875) loss_bbox_dn_3: 0.1792 (0.1843) loss_bbox_dn_4: 0.1783 (0.1838) loss_bbox_dn_5: 0.1784 (0.1838) loss_bbox_dn_pre: 0.2505 (0.2687) loss_bbox_enc_0: 0.2308 (0.2422) loss_bbox_pre: 0.1894 (0.2022) loss_dfl: 0.9785 (0.9642) loss_fgl_aux_0: 1.0153 (1.0008) loss_fgl_aux_1: 0.9823 (0.9674) loss_fgl_aux_2: 0.9813 (0.9645) loss_fgl_aux_3: 0.9788 (0.9643) loss_fgl_aux_4: 0.9784 (0.9642) loss_fgl_dn_0: 1.1006 (1.0953) loss_fgl_dn_1: 0.9971 (0.9914) loss_fgl_dn_2: 0.9898 (0.9825) loss_fgl_dn_3: 0.9913 (0.9833) loss_fgl_dn_4: 0.9914 (0.9836) loss_fgl_dn_5: 0.9916 (0.9836) loss_giou: 0.5988 (0.5810) loss_giou_aux_0: 0.6251 (0.6077) loss_giou_aux_1: 0.6049 (0.5864) loss_giou_aux_2: 0.6004 (0.5817) loss_giou_aux_3: 0.5988 (0.5810) loss_giou_aux_4: 0.5989 (0.5810) loss_giou_dn_0: 0.6188 (0.6001) loss_giou_dn_1: 0.5039 (0.4893) loss_giou_dn_2: 0.4899 (0.4722) loss_giou_dn_3: 0.4836 (0.4678) loss_giou_dn_4: 0.4820 (0.4671) loss_giou_dn_5: 0.4820 (0.4671) loss_giou_dn_pre: 0.6169 (0.5991) loss_giou_enc_0: 0.7055 (0.6873) loss_giou_pre: 0.6238 (0.6058) loss_ddf_aux_0: 0.0584 (0.0606) loss_ddf_aux_1: 0.0078 (0.0081) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2576 (0.2594) loss_ddf_dn_1: 0.0329 (0.0336) loss_ddf_dn_2: 0.0059 (0.0064) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6626 (0.6871) loss_vfl_aux_0: 0.7620 (0.7665) loss_vfl_aux_1: 0.7178 (0.7401) loss_vfl_aux_2: 0.6915 (0.7179) loss_vfl_aux_3: 0.6719 (0.6985) loss_vfl_aux_4: 0.6676 (0.6887) loss_vfl_dn_0: 0.4918 (0.4958) loss_vfl_dn_1: 0.4381 (0.4365) loss_vfl_dn_2: 0.4222 (0.4215) loss_vfl_dn_3: 0.4149 (0.4124) loss_vfl_dn_4: 0.4133 (0.4090) loss_vfl_dn_5: 0.4109 (0.4085) loss_vfl_dn_pre: 0.4931 (0.4965) loss_vfl_enc_0: 0.7395 (0.7606) loss_vfl_pre: 0.7632 (0.7694) time: 0.7390 data: 0.0266 max mem: 9097 Epoch: [22] [2000/3696] eta: 0:24:08 lr: 0.000013 loss: 32.7556 (32.5526) loss_bbox: 0.1963 (0.1879) loss_bbox_aux_0: 0.2157 (0.2021) loss_bbox_aux_1: 0.1985 (0.1908) loss_bbox_aux_2: 0.1969 (0.1884) loss_bbox_aux_3: 0.1965 (0.1880) loss_bbox_aux_4: 0.1964 (0.1879) loss_bbox_dn_0: 0.2553 (0.2634) loss_bbox_dn_1: 0.2003 (0.1982) loss_bbox_dn_2: 0.1907 (0.1875) loss_bbox_dn_3: 0.1883 (0.1844) loss_bbox_dn_4: 0.1881 (0.1839) loss_bbox_dn_5: 0.1881 (0.1839) loss_bbox_dn_pre: 0.2607 (0.2688) loss_bbox_enc_0: 0.2606 (0.2426) loss_bbox_pre: 0.2145 (0.2024) loss_dfl: 0.9738 (0.9642) loss_fgl_aux_0: 1.0087 (1.0009) loss_fgl_aux_1: 0.9723 (0.9674) loss_fgl_aux_2: 0.9732 (0.9644) loss_fgl_aux_3: 0.9744 (0.9642) loss_fgl_aux_4: 0.9739 (0.9642) loss_fgl_dn_0: 1.0986 (1.0953) loss_fgl_dn_1: 1.0040 (0.9913) loss_fgl_dn_2: 0.9954 (0.9824) loss_fgl_dn_3: 0.9957 (0.9832) loss_fgl_dn_4: 0.9963 (0.9835) loss_fgl_dn_5: 0.9964 (0.9835) loss_giou: 0.5693 (0.5806) loss_giou_aux_0: 0.6022 (0.6073) loss_giou_aux_1: 0.5787 (0.5860) loss_giou_aux_2: 0.5710 (0.5813) loss_giou_aux_3: 0.5697 (0.5806) loss_giou_aux_4: 0.5694 (0.5806) loss_giou_dn_0: 0.6082 (0.5999) loss_giou_dn_1: 0.4932 (0.4890) loss_giou_dn_2: 0.4770 (0.4719) loss_giou_dn_3: 0.4713 (0.4675) loss_giou_dn_4: 0.4702 (0.4668) loss_giou_dn_5: 0.4702 (0.4668) loss_giou_dn_pre: 0.6030 (0.5988) loss_giou_enc_0: 0.6949 (0.6870) loss_giou_pre: 0.5969 (0.6054) loss_ddf_aux_0: 0.0609 (0.0606) loss_ddf_aux_1: 0.0079 (0.0080) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2732 (0.2594) loss_ddf_dn_1: 0.0325 (0.0335) loss_ddf_dn_2: 0.0064 (0.0064) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7109 (0.6869) loss_vfl_aux_0: 0.7777 (0.7664) loss_vfl_aux_1: 0.7651 (0.7400) loss_vfl_aux_2: 0.7307 (0.7179) loss_vfl_aux_3: 0.7138 (0.6983) loss_vfl_aux_4: 0.7115 (0.6886) loss_vfl_dn_0: 0.4963 (0.4958) loss_vfl_dn_1: 0.4448 (0.4364) loss_vfl_dn_2: 0.4252 (0.4214) loss_vfl_dn_3: 0.4161 (0.4123) loss_vfl_dn_4: 0.4152 (0.4089) loss_vfl_dn_5: 0.4152 (0.4084) loss_vfl_dn_pre: 0.4972 (0.4964) loss_vfl_enc_0: 0.7574 (0.7607) loss_vfl_pre: 0.7837 (0.7694) time: 0.7595 data: 0.0307 max mem: 9097 Epoch: [22] [2100/3696] eta: 0:22:48 lr: 0.000013 loss: 32.8741 (32.5432) loss_bbox: 0.1815 (0.1876) loss_bbox_aux_0: 0.2017 (0.2019) loss_bbox_aux_1: 0.1875 (0.1906) loss_bbox_aux_2: 0.1823 (0.1881) loss_bbox_aux_3: 0.1814 (0.1877) loss_bbox_aux_4: 0.1813 (0.1876) loss_bbox_dn_0: 0.2346 (0.2632) loss_bbox_dn_1: 0.1780 (0.1980) loss_bbox_dn_2: 0.1696 (0.1874) loss_bbox_dn_3: 0.1650 (0.1843) loss_bbox_dn_4: 0.1658 (0.1838) loss_bbox_dn_5: 0.1656 (0.1838) loss_bbox_dn_pre: 0.2370 (0.2686) loss_bbox_enc_0: 0.2363 (0.2423) loss_bbox_pre: 0.2058 (0.2021) loss_dfl: 0.9452 (0.9643) loss_fgl_aux_0: 0.9854 (1.0009) loss_fgl_aux_1: 0.9488 (0.9674) loss_fgl_aux_2: 0.9452 (0.9645) loss_fgl_aux_3: 0.9453 (0.9643) loss_fgl_aux_4: 0.9450 (0.9643) loss_fgl_dn_0: 1.0911 (1.0953) loss_fgl_dn_1: 0.9820 (0.9912) loss_fgl_dn_2: 0.9732 (0.9823) loss_fgl_dn_3: 0.9741 (0.9831) loss_fgl_dn_4: 0.9739 (0.9834) loss_fgl_dn_5: 0.9738 (0.9834) loss_giou: 0.6175 (0.5799) loss_giou_aux_0: 0.6457 (0.6067) loss_giou_aux_1: 0.6295 (0.5854) loss_giou_aux_2: 0.6213 (0.5807) loss_giou_aux_3: 0.6185 (0.5800) loss_giou_aux_4: 0.6177 (0.5799) loss_giou_dn_0: 0.6154 (0.5995) loss_giou_dn_1: 0.4990 (0.4887) loss_giou_dn_2: 0.4822 (0.4716) loss_giou_dn_3: 0.4773 (0.4672) loss_giou_dn_4: 0.4756 (0.4665) loss_giou_dn_5: 0.4754 (0.4665) loss_giou_dn_pre: 0.6149 (0.5984) loss_giou_enc_0: 0.7215 (0.6864) loss_giou_pre: 0.6423 (0.6048) loss_ddf_aux_0: 0.0576 (0.0605) loss_ddf_aux_1: 0.0077 (0.0080) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2599 (0.2591) loss_ddf_dn_1: 0.0346 (0.0335) loss_ddf_dn_2: 0.0068 (0.0064) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6886 (0.6871) loss_vfl_aux_0: 0.7661 (0.7666) loss_vfl_aux_1: 0.7324 (0.7403) loss_vfl_aux_2: 0.7177 (0.7179) loss_vfl_aux_3: 0.7014 (0.6985) loss_vfl_aux_4: 0.6957 (0.6888) loss_vfl_dn_0: 0.4933 (0.4958) loss_vfl_dn_1: 0.4368 (0.4364) loss_vfl_dn_2: 0.4236 (0.4213) loss_vfl_dn_3: 0.4133 (0.4122) loss_vfl_dn_4: 0.4107 (0.4088) loss_vfl_dn_5: 0.4089 (0.4083) loss_vfl_dn_pre: 0.4939 (0.4964) loss_vfl_enc_0: 0.7609 (0.7610) loss_vfl_pre: 0.7692 (0.7696) time: 0.7658 data: 0.0305 max mem: 9097 Epoch: [22] [2200/3696] eta: 0:21:14 lr: 0.000013 loss: 32.6620 (32.5420) loss_bbox: 0.1937 (0.1874) loss_bbox_aux_0: 0.2047 (0.2016) loss_bbox_aux_1: 0.1966 (0.1903) loss_bbox_aux_2: 0.1943 (0.1879) loss_bbox_aux_3: 0.1940 (0.1875) loss_bbox_aux_4: 0.1938 (0.1874) loss_bbox_dn_0: 0.2563 (0.2628) loss_bbox_dn_1: 0.1962 (0.1978) loss_bbox_dn_2: 0.1837 (0.1872) loss_bbox_dn_3: 0.1845 (0.1841) loss_bbox_dn_4: 0.1833 (0.1836) loss_bbox_dn_5: 0.1832 (0.1836) loss_bbox_dn_pre: 0.2632 (0.2683) loss_bbox_enc_0: 0.2458 (0.2419) loss_bbox_pre: 0.2082 (0.2018) loss_dfl: 0.9539 (0.9643) loss_fgl_aux_0: 0.9757 (1.0009) loss_fgl_aux_1: 0.9560 (0.9675) loss_fgl_aux_2: 0.9536 (0.9646) loss_fgl_aux_3: 0.9533 (0.9644) loss_fgl_aux_4: 0.9536 (0.9644) loss_fgl_dn_0: 1.0926 (1.0952) loss_fgl_dn_1: 0.9968 (0.9913) loss_fgl_dn_2: 0.9893 (0.9825) loss_fgl_dn_3: 0.9880 (0.9832) loss_fgl_dn_4: 0.9881 (0.9835) loss_fgl_dn_5: 0.9882 (0.9835) loss_giou: 0.6084 (0.5801) loss_giou_aux_0: 0.6253 (0.6068) loss_giou_aux_1: 0.6102 (0.5855) loss_giou_aux_2: 0.6098 (0.5809) loss_giou_aux_3: 0.6100 (0.5802) loss_giou_aux_4: 0.6090 (0.5801) loss_giou_dn_0: 0.6230 (0.5997) loss_giou_dn_1: 0.5125 (0.4889) loss_giou_dn_2: 0.4941 (0.4718) loss_giou_dn_3: 0.4892 (0.4674) loss_giou_dn_4: 0.4880 (0.4667) loss_giou_dn_5: 0.4878 (0.4667) loss_giou_dn_pre: 0.6183 (0.5986) loss_giou_enc_0: 0.6982 (0.6865) loss_giou_pre: 0.6222 (0.6048) loss_ddf_aux_0: 0.0592 (0.0604) loss_ddf_aux_1: 0.0074 (0.0080) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2533 (0.2588) loss_ddf_dn_1: 0.0319 (0.0334) loss_ddf_dn_2: 0.0061 (0.0064) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6787 (0.6873) loss_vfl_aux_0: 0.7512 (0.7667) loss_vfl_aux_1: 0.7035 (0.7404) loss_vfl_aux_2: 0.6931 (0.7179) loss_vfl_aux_3: 0.6794 (0.6986) loss_vfl_aux_4: 0.6675 (0.6889) loss_vfl_dn_0: 0.4933 (0.4957) loss_vfl_dn_1: 0.4397 (0.4364) loss_vfl_dn_2: 0.4255 (0.4213) loss_vfl_dn_3: 0.4130 (0.4122) loss_vfl_dn_4: 0.4107 (0.4088) loss_vfl_dn_5: 0.4114 (0.4083) loss_vfl_dn_pre: 0.4940 (0.4963) loss_vfl_enc_0: 0.7443 (0.7610) loss_vfl_pre: 0.7493 (0.7698) time: 0.7552 data: 0.0283 max mem: 9097 Epoch: [22] [2300/3696] eta: 0:19:56 lr: 0.000013 loss: 33.0996 (32.5510) loss_bbox: 0.1787 (0.1875) loss_bbox_aux_0: 0.1949 (0.2017) loss_bbox_aux_1: 0.1836 (0.1905) loss_bbox_aux_2: 0.1776 (0.1880) loss_bbox_aux_3: 0.1783 (0.1876) loss_bbox_aux_4: 0.1786 (0.1875) loss_bbox_dn_0: 0.2871 (0.2630) loss_bbox_dn_1: 0.2112 (0.1979) loss_bbox_dn_2: 0.2017 (0.1874) loss_bbox_dn_3: 0.1992 (0.1842) loss_bbox_dn_4: 0.2012 (0.1837) loss_bbox_dn_5: 0.2013 (0.1837) loss_bbox_dn_pre: 0.2941 (0.2684) loss_bbox_enc_0: 0.2314 (0.2420) loss_bbox_pre: 0.1931 (0.2020) loss_dfl: 0.9793 (0.9641) loss_fgl_aux_0: 1.0224 (1.0006) loss_fgl_aux_1: 0.9822 (0.9673) loss_fgl_aux_2: 0.9788 (0.9643) loss_fgl_aux_3: 0.9794 (0.9642) loss_fgl_aux_4: 0.9797 (0.9641) loss_fgl_dn_0: 1.0965 (1.0952) loss_fgl_dn_1: 0.9963 (0.9913) loss_fgl_dn_2: 0.9859 (0.9824) loss_fgl_dn_3: 0.9877 (0.9832) loss_fgl_dn_4: 0.9881 (0.9835) loss_fgl_dn_5: 0.9882 (0.9835) loss_giou: 0.5340 (0.5806) loss_giou_aux_0: 0.5605 (0.6073) loss_giou_aux_1: 0.5356 (0.5860) loss_giou_aux_2: 0.5332 (0.5814) loss_giou_aux_3: 0.5330 (0.5807) loss_giou_aux_4: 0.5337 (0.5806) loss_giou_dn_0: 0.5862 (0.6000) loss_giou_dn_1: 0.4730 (0.4891) loss_giou_dn_2: 0.4568 (0.4720) loss_giou_dn_3: 0.4511 (0.4676) loss_giou_dn_4: 0.4504 (0.4669) loss_giou_dn_5: 0.4503 (0.4669) loss_giou_dn_pre: 0.5811 (0.5990) loss_giou_enc_0: 0.6335 (0.6869) loss_giou_pre: 0.5576 (0.6053) loss_ddf_aux_0: 0.0589 (0.0604) loss_ddf_aux_1: 0.0079 (0.0080) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2488 (0.2587) loss_ddf_dn_1: 0.0303 (0.0333) loss_ddf_dn_2: 0.0058 (0.0064) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7109 (0.6876) loss_vfl_aux_0: 0.7877 (0.7669) loss_vfl_aux_1: 0.7572 (0.7407) loss_vfl_aux_2: 0.7355 (0.7181) loss_vfl_aux_3: 0.7128 (0.6988) loss_vfl_aux_4: 0.7123 (0.6892) loss_vfl_dn_0: 0.5016 (0.4958) loss_vfl_dn_1: 0.4395 (0.4365) loss_vfl_dn_2: 0.4260 (0.4215) loss_vfl_dn_3: 0.4196 (0.4124) loss_vfl_dn_4: 0.4162 (0.4090) loss_vfl_dn_5: 0.4150 (0.4085) loss_vfl_dn_pre: 0.5023 (0.4964) loss_vfl_enc_0: 0.7839 (0.7612) loss_vfl_pre: 0.7940 (0.7699) time: 1.8356 data: 0.0274 max mem: 9097 Epoch: [22] [2400/3696] eta: 0:18:32 lr: 0.000013 loss: 32.1636 (32.5416) loss_bbox: 0.1780 (0.1872) loss_bbox_aux_0: 0.1970 (0.2014) loss_bbox_aux_1: 0.1833 (0.1901) loss_bbox_aux_2: 0.1793 (0.1877) loss_bbox_aux_3: 0.1780 (0.1873) loss_bbox_aux_4: 0.1779 (0.1872) loss_bbox_dn_0: 0.2552 (0.2627) loss_bbox_dn_1: 0.1947 (0.1976) loss_bbox_dn_2: 0.1820 (0.1871) loss_bbox_dn_3: 0.1792 (0.1839) loss_bbox_dn_4: 0.1782 (0.1834) loss_bbox_dn_5: 0.1781 (0.1834) loss_bbox_dn_pre: 0.2592 (0.2681) loss_bbox_enc_0: 0.2395 (0.2417) loss_bbox_pre: 0.1985 (0.2016) loss_dfl: 0.9774 (0.9642) loss_fgl_aux_0: 1.0192 (1.0007) loss_fgl_aux_1: 0.9798 (0.9674) loss_fgl_aux_2: 0.9765 (0.9644) loss_fgl_aux_3: 0.9770 (0.9642) loss_fgl_aux_4: 0.9772 (0.9642) loss_fgl_dn_0: 1.0944 (1.0952) loss_fgl_dn_1: 0.9853 (0.9913) loss_fgl_dn_2: 0.9791 (0.9824) loss_fgl_dn_3: 0.9786 (0.9832) loss_fgl_dn_4: 0.9796 (0.9835) loss_fgl_dn_5: 0.9797 (0.9835) loss_giou: 0.5393 (0.5801) loss_giou_aux_0: 0.5767 (0.6067) loss_giou_aux_1: 0.5456 (0.5855) loss_giou_aux_2: 0.5398 (0.5808) loss_giou_aux_3: 0.5391 (0.5801) loss_giou_aux_4: 0.5393 (0.5801) loss_giou_dn_0: 0.5719 (0.5997) loss_giou_dn_1: 0.4491 (0.4888) loss_giou_dn_2: 0.4325 (0.4717) loss_giou_dn_3: 0.4326 (0.4673) loss_giou_dn_4: 0.4311 (0.4666) loss_giou_dn_5: 0.4311 (0.4666) loss_giou_dn_pre: 0.5715 (0.5986) loss_giou_enc_0: 0.6600 (0.6864) loss_giou_pre: 0.5720 (0.6048) loss_ddf_aux_0: 0.0602 (0.0604) loss_ddf_aux_1: 0.0082 (0.0080) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2436 (0.2586) loss_ddf_dn_1: 0.0293 (0.0332) loss_ddf_dn_2: 0.0055 (0.0064) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7074 (0.6878) loss_vfl_aux_0: 0.7933 (0.7670) loss_vfl_aux_1: 0.7551 (0.7407) loss_vfl_aux_2: 0.7301 (0.7183) loss_vfl_aux_3: 0.7206 (0.6990) loss_vfl_aux_4: 0.7058 (0.6894) loss_vfl_dn_0: 0.4969 (0.4958) loss_vfl_dn_1: 0.4301 (0.4365) loss_vfl_dn_2: 0.4169 (0.4214) loss_vfl_dn_3: 0.4081 (0.4124) loss_vfl_dn_4: 0.4031 (0.4090) loss_vfl_dn_5: 0.4025 (0.4085) loss_vfl_dn_pre: 0.4977 (0.4964) loss_vfl_enc_0: 0.7787 (0.7615) loss_vfl_pre: 0.7948 (0.7699) time: 0.7474 data: 0.0261 max mem: 9097 Epoch: [22] [2500/3696] eta: 0:17:03 lr: 0.000013 loss: 32.8887 (32.5559) loss_bbox: 0.1917 (0.1875) loss_bbox_aux_0: 0.2039 (0.2016) loss_bbox_aux_1: 0.1950 (0.1904) loss_bbox_aux_2: 0.1922 (0.1880) loss_bbox_aux_3: 0.1919 (0.1875) loss_bbox_aux_4: 0.1916 (0.1875) loss_bbox_dn_0: 0.2603 (0.2626) loss_bbox_dn_1: 0.1890 (0.1976) loss_bbox_dn_2: 0.1759 (0.1870) loss_bbox_dn_3: 0.1728 (0.1839) loss_bbox_dn_4: 0.1746 (0.1834) loss_bbox_dn_5: 0.1748 (0.1834) loss_bbox_dn_pre: 0.2672 (0.2680) loss_bbox_enc_0: 0.2405 (0.2418) loss_bbox_pre: 0.2053 (0.2019) loss_dfl: 0.9674 (0.9640) loss_fgl_aux_0: 0.9978 (1.0005) loss_fgl_aux_1: 0.9701 (0.9672) loss_fgl_aux_2: 0.9680 (0.9642) loss_fgl_aux_3: 0.9676 (0.9640) loss_fgl_aux_4: 0.9672 (0.9640) loss_fgl_dn_0: 1.0892 (1.0950) loss_fgl_dn_1: 0.9937 (0.9914) loss_fgl_dn_2: 0.9877 (0.9826) loss_fgl_dn_3: 0.9862 (0.9834) loss_fgl_dn_4: 0.9867 (0.9837) loss_fgl_dn_5: 0.9868 (0.9837) loss_giou: 0.6017 (0.5812) loss_giou_aux_0: 0.6280 (0.6078) loss_giou_aux_1: 0.6051 (0.5867) loss_giou_aux_2: 0.6005 (0.5820) loss_giou_aux_3: 0.6012 (0.5813) loss_giou_aux_4: 0.6018 (0.5812) loss_giou_dn_0: 0.6301 (0.6002) loss_giou_dn_1: 0.5058 (0.4894) loss_giou_dn_2: 0.4878 (0.4723) loss_giou_dn_3: 0.4813 (0.4679) loss_giou_dn_4: 0.4817 (0.4672) loss_giou_dn_5: 0.4819 (0.4672) loss_giou_dn_pre: 0.6282 (0.5991) loss_giou_enc_0: 0.6948 (0.6874) loss_giou_pre: 0.6293 (0.6059) loss_ddf_aux_0: 0.0603 (0.0604) loss_ddf_aux_1: 0.0085 (0.0080) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2557 (0.2583) loss_ddf_dn_1: 0.0353 (0.0332) loss_ddf_dn_2: 0.0075 (0.0064) loss_ddf_dn_3: 0.0008 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6692 (0.6878) loss_vfl_aux_0: 0.7566 (0.7670) loss_vfl_aux_1: 0.7284 (0.7405) loss_vfl_aux_2: 0.6903 (0.7182) loss_vfl_aux_3: 0.6807 (0.6990) loss_vfl_aux_4: 0.6702 (0.6895) loss_vfl_dn_0: 0.4929 (0.4959) loss_vfl_dn_1: 0.4445 (0.4366) loss_vfl_dn_2: 0.4276 (0.4216) loss_vfl_dn_3: 0.4135 (0.4125) loss_vfl_dn_4: 0.4114 (0.4091) loss_vfl_dn_5: 0.4108 (0.4087) loss_vfl_dn_pre: 0.4924 (0.4965) loss_vfl_enc_0: 0.7542 (0.7615) loss_vfl_pre: 0.7532 (0.7699) time: 0.7590 data: 0.0272 max mem: 9097 Epoch: [22] [2600/3696] eta: 0:15:48 lr: 0.000013 loss: 32.3025 (32.5542) loss_bbox: 0.1813 (0.1874) loss_bbox_aux_0: 0.1940 (0.2015) loss_bbox_aux_1: 0.1850 (0.1903) loss_bbox_aux_2: 0.1822 (0.1879) loss_bbox_aux_3: 0.1815 (0.1874) loss_bbox_aux_4: 0.1814 (0.1874) loss_bbox_dn_0: 0.2417 (0.2624) loss_bbox_dn_1: 0.1833 (0.1974) loss_bbox_dn_2: 0.1730 (0.1869) loss_bbox_dn_3: 0.1719 (0.1838) loss_bbox_dn_4: 0.1716 (0.1833) loss_bbox_dn_5: 0.1718 (0.1833) loss_bbox_dn_pre: 0.2482 (0.2678) loss_bbox_enc_0: 0.2263 (0.2417) loss_bbox_pre: 0.1940 (0.2018) loss_dfl: 0.9627 (0.9640) loss_fgl_aux_0: 1.0026 (1.0004) loss_fgl_aux_1: 0.9652 (0.9671) loss_fgl_aux_2: 0.9624 (0.9642) loss_fgl_aux_3: 0.9627 (0.9640) loss_fgl_aux_4: 0.9629 (0.9640) loss_fgl_dn_0: 1.0873 (1.0950) loss_fgl_dn_1: 0.9888 (0.9914) loss_fgl_dn_2: 0.9784 (0.9826) loss_fgl_dn_3: 0.9798 (0.9834) loss_fgl_dn_4: 0.9803 (0.9837) loss_fgl_dn_5: 0.9803 (0.9837) loss_giou: 0.5496 (0.5812) loss_giou_aux_0: 0.5806 (0.6078) loss_giou_aux_1: 0.5638 (0.5866) loss_giou_aux_2: 0.5545 (0.5819) loss_giou_aux_3: 0.5502 (0.5812) loss_giou_aux_4: 0.5494 (0.5812) loss_giou_dn_0: 0.5893 (0.6002) loss_giou_dn_1: 0.4644 (0.4895) loss_giou_dn_2: 0.4506 (0.4723) loss_giou_dn_3: 0.4455 (0.4679) loss_giou_dn_4: 0.4453 (0.4672) loss_giou_dn_5: 0.4452 (0.4672) loss_giou_dn_pre: 0.5889 (0.5991) loss_giou_enc_0: 0.6755 (0.6873) loss_giou_pre: 0.5792 (0.6059) loss_ddf_aux_0: 0.0596 (0.0605) loss_ddf_aux_1: 0.0082 (0.0080) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2352 (0.2580) loss_ddf_dn_1: 0.0293 (0.0331) loss_ddf_dn_2: 0.0053 (0.0064) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6940 (0.6880) loss_vfl_aux_0: 0.7447 (0.7669) loss_vfl_aux_1: 0.7548 (0.7408) loss_vfl_aux_2: 0.7273 (0.7185) loss_vfl_aux_3: 0.7186 (0.6993) loss_vfl_aux_4: 0.6893 (0.6897) loss_vfl_dn_0: 0.4965 (0.4958) loss_vfl_dn_1: 0.4357 (0.4366) loss_vfl_dn_2: 0.4243 (0.4217) loss_vfl_dn_3: 0.4186 (0.4125) loss_vfl_dn_4: 0.4136 (0.4092) loss_vfl_dn_5: 0.4141 (0.4087) loss_vfl_dn_pre: 0.4977 (0.4965) loss_vfl_enc_0: 0.7330 (0.7616) loss_vfl_pre: 0.7430 (0.7698) time: 0.7463 data: 0.0297 max mem: 9097 Epoch: [22] [2700/3696] eta: 0:14:37 lr: 0.000013 loss: 32.2017 (32.5483) loss_bbox: 0.1827 (0.1874) loss_bbox_aux_0: 0.1938 (0.2015) loss_bbox_aux_1: 0.1870 (0.1903) loss_bbox_aux_2: 0.1831 (0.1879) loss_bbox_aux_3: 0.1825 (0.1875) loss_bbox_aux_4: 0.1826 (0.1874) loss_bbox_dn_0: 0.2452 (0.2626) loss_bbox_dn_1: 0.1903 (0.1976) loss_bbox_dn_2: 0.1808 (0.1870) loss_bbox_dn_3: 0.1787 (0.1839) loss_bbox_dn_4: 0.1789 (0.1834) loss_bbox_dn_5: 0.1789 (0.1834) loss_bbox_dn_pre: 0.2483 (0.2680) loss_bbox_enc_0: 0.2276 (0.2417) loss_bbox_pre: 0.1945 (0.2018) loss_dfl: 0.9694 (0.9639) loss_fgl_aux_0: 1.0052 (1.0004) loss_fgl_aux_1: 0.9744 (0.9671) loss_fgl_aux_2: 0.9694 (0.9641) loss_fgl_aux_3: 0.9699 (0.9639) loss_fgl_aux_4: 0.9695 (0.9639) loss_fgl_dn_0: 1.0886 (1.0951) loss_fgl_dn_1: 0.9918 (0.9914) loss_fgl_dn_2: 0.9818 (0.9826) loss_fgl_dn_3: 0.9823 (0.9833) loss_fgl_dn_4: 0.9826 (0.9836) loss_fgl_dn_5: 0.9825 (0.9836) loss_giou: 0.5281 (0.5808) loss_giou_aux_0: 0.5516 (0.6075) loss_giou_aux_1: 0.5363 (0.5863) loss_giou_aux_2: 0.5276 (0.5816) loss_giou_aux_3: 0.5281 (0.5809) loss_giou_aux_4: 0.5281 (0.5808) loss_giou_dn_0: 0.5813 (0.5999) loss_giou_dn_1: 0.4814 (0.4891) loss_giou_dn_2: 0.4653 (0.4720) loss_giou_dn_3: 0.4596 (0.4676) loss_giou_dn_4: 0.4579 (0.4669) loss_giou_dn_5: 0.4579 (0.4669) loss_giou_dn_pre: 0.5799 (0.5988) loss_giou_enc_0: 0.6395 (0.6869) loss_giou_pre: 0.5509 (0.6056) loss_ddf_aux_0: 0.0522 (0.0604) loss_ddf_aux_1: 0.0069 (0.0080) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2364 (0.2577) loss_ddf_dn_1: 0.0295 (0.0330) loss_ddf_dn_2: 0.0050 (0.0064) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6584 (0.6878) loss_vfl_aux_0: 0.7477 (0.7668) loss_vfl_aux_1: 0.7059 (0.7406) loss_vfl_aux_2: 0.6935 (0.7184) loss_vfl_aux_3: 0.6744 (0.6992) loss_vfl_aux_4: 0.6642 (0.6895) loss_vfl_dn_0: 0.4913 (0.4958) loss_vfl_dn_1: 0.4311 (0.4366) loss_vfl_dn_2: 0.4191 (0.4216) loss_vfl_dn_3: 0.4090 (0.4125) loss_vfl_dn_4: 0.4024 (0.4091) loss_vfl_dn_5: 0.4019 (0.4086) loss_vfl_dn_pre: 0.4907 (0.4964) loss_vfl_enc_0: 0.7344 (0.7616) loss_vfl_pre: 0.7446 (0.7697) time: 0.7295 data: 0.0259 max mem: 9097 Epoch: [22] [2800/3696] eta: 0:13:05 lr: 0.000013 loss: 32.5048 (32.5426) loss_bbox: 0.1720 (0.1874) loss_bbox_aux_0: 0.1878 (0.2015) loss_bbox_aux_1: 0.1772 (0.1903) loss_bbox_aux_2: 0.1720 (0.1879) loss_bbox_aux_3: 0.1723 (0.1875) loss_bbox_aux_4: 0.1722 (0.1874) loss_bbox_dn_0: 0.2559 (0.2627) loss_bbox_dn_1: 0.1881 (0.1977) loss_bbox_dn_2: 0.1765 (0.1871) loss_bbox_dn_3: 0.1741 (0.1839) loss_bbox_dn_4: 0.1739 (0.1834) loss_bbox_dn_5: 0.1739 (0.1834) loss_bbox_dn_pre: 0.2574 (0.2681) loss_bbox_enc_0: 0.2296 (0.2418) loss_bbox_pre: 0.1868 (0.2018) loss_dfl: 0.9752 (0.9638) loss_fgl_aux_0: 1.0121 (1.0003) loss_fgl_aux_1: 0.9737 (0.9670) loss_fgl_aux_2: 0.9753 (0.9640) loss_fgl_aux_3: 0.9756 (0.9639) loss_fgl_aux_4: 0.9753 (0.9638) loss_fgl_dn_0: 1.0914 (1.0950) loss_fgl_dn_1: 0.9911 (0.9913) loss_fgl_dn_2: 0.9810 (0.9824) loss_fgl_dn_3: 0.9829 (0.9832) loss_fgl_dn_4: 0.9829 (0.9835) loss_fgl_dn_5: 0.9829 (0.9835) loss_giou: 0.5644 (0.5807) loss_giou_aux_0: 0.5798 (0.6073) loss_giou_aux_1: 0.5671 (0.5861) loss_giou_aux_2: 0.5657 (0.5814) loss_giou_aux_3: 0.5645 (0.5808) loss_giou_aux_4: 0.5645 (0.5807) loss_giou_dn_0: 0.5930 (0.5998) loss_giou_dn_1: 0.4833 (0.4889) loss_giou_dn_2: 0.4635 (0.4718) loss_giou_dn_3: 0.4580 (0.4674) loss_giou_dn_4: 0.4575 (0.4667) loss_giou_dn_5: 0.4576 (0.4667) loss_giou_dn_pre: 0.5936 (0.5986) loss_giou_enc_0: 0.6465 (0.6868) loss_giou_pre: 0.5800 (0.6054) loss_ddf_aux_0: 0.0567 (0.0603) loss_ddf_aux_1: 0.0077 (0.0080) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2588 (0.2577) loss_ddf_dn_1: 0.0333 (0.0330) loss_ddf_dn_2: 0.0069 (0.0064) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6814 (0.6873) loss_vfl_aux_0: 0.7645 (0.7667) loss_vfl_aux_1: 0.7482 (0.7405) loss_vfl_aux_2: 0.7009 (0.7180) loss_vfl_aux_3: 0.6901 (0.6988) loss_vfl_aux_4: 0.6792 (0.6891) loss_vfl_dn_0: 0.4972 (0.4958) loss_vfl_dn_1: 0.4366 (0.4365) loss_vfl_dn_2: 0.4236 (0.4215) loss_vfl_dn_3: 0.4148 (0.4124) loss_vfl_dn_4: 0.4105 (0.4090) loss_vfl_dn_5: 0.4095 (0.4085) loss_vfl_dn_pre: 0.4977 (0.4964) loss_vfl_enc_0: 0.7502 (0.7614) loss_vfl_pre: 0.7734 (0.7697) time: 0.7560 data: 0.0335 max mem: 9097 Epoch: [22] [2900/3696] eta: 0:11:49 lr: 0.000013 loss: 32.6820 (32.5472) loss_bbox: 0.1760 (0.1873) loss_bbox_aux_0: 0.1829 (0.2014) loss_bbox_aux_1: 0.1765 (0.1902) loss_bbox_aux_2: 0.1760 (0.1878) loss_bbox_aux_3: 0.1761 (0.1874) loss_bbox_aux_4: 0.1761 (0.1873) loss_bbox_dn_0: 0.2567 (0.2627) loss_bbox_dn_1: 0.1914 (0.1977) loss_bbox_dn_2: 0.1854 (0.1871) loss_bbox_dn_3: 0.1841 (0.1839) loss_bbox_dn_4: 0.1839 (0.1834) loss_bbox_dn_5: 0.1839 (0.1834) loss_bbox_dn_pre: 0.2656 (0.2681) loss_bbox_enc_0: 0.2154 (0.2417) loss_bbox_pre: 0.1816 (0.2017) loss_dfl: 0.9728 (0.9637) loss_fgl_aux_0: 1.0117 (1.0002) loss_fgl_aux_1: 0.9756 (0.9669) loss_fgl_aux_2: 0.9730 (0.9640) loss_fgl_aux_3: 0.9723 (0.9638) loss_fgl_aux_4: 0.9723 (0.9637) loss_fgl_dn_0: 1.0927 (1.0949) loss_fgl_dn_1: 0.9865 (0.9913) loss_fgl_dn_2: 0.9781 (0.9824) loss_fgl_dn_3: 0.9777 (0.9832) loss_fgl_dn_4: 0.9789 (0.9835) loss_fgl_dn_5: 0.9789 (0.9835) loss_giou: 0.5574 (0.5809) loss_giou_aux_0: 0.5758 (0.6076) loss_giou_aux_1: 0.5575 (0.5863) loss_giou_aux_2: 0.5542 (0.5816) loss_giou_aux_3: 0.5570 (0.5809) loss_giou_aux_4: 0.5576 (0.5809) loss_giou_dn_0: 0.5989 (0.6000) loss_giou_dn_1: 0.4917 (0.4891) loss_giou_dn_2: 0.4729 (0.4720) loss_giou_dn_3: 0.4697 (0.4676) loss_giou_dn_4: 0.4684 (0.4669) loss_giou_dn_5: 0.4682 (0.4669) loss_giou_dn_pre: 0.6002 (0.5989) loss_giou_enc_0: 0.6705 (0.6872) loss_giou_pre: 0.5738 (0.6057) loss_ddf_aux_0: 0.0601 (0.0604) loss_ddf_aux_1: 0.0080 (0.0080) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2570 (0.2577) loss_ddf_dn_1: 0.0342 (0.0331) loss_ddf_dn_2: 0.0068 (0.0064) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7072 (0.6876) loss_vfl_aux_0: 0.8002 (0.7672) loss_vfl_aux_1: 0.7728 (0.7408) loss_vfl_aux_2: 0.7318 (0.7184) loss_vfl_aux_3: 0.7078 (0.6991) loss_vfl_aux_4: 0.7014 (0.6893) loss_vfl_dn_0: 0.5003 (0.4958) loss_vfl_dn_1: 0.4391 (0.4366) loss_vfl_dn_2: 0.4228 (0.4216) loss_vfl_dn_3: 0.4119 (0.4125) loss_vfl_dn_4: 0.4083 (0.4091) loss_vfl_dn_5: 0.4092 (0.4086) loss_vfl_dn_pre: 0.4998 (0.4964) loss_vfl_enc_0: 0.7742 (0.7616) loss_vfl_pre: 0.8035 (0.7701) time: 0.7285 data: 0.0200 max mem: 9097 Epoch: [22] [3000/3696] eta: 0:10:27 lr: 0.000013 loss: 32.8124 (32.5463) loss_bbox: 0.1826 (0.1872) loss_bbox_aux_0: 0.1941 (0.2013) loss_bbox_aux_1: 0.1827 (0.1901) loss_bbox_aux_2: 0.1824 (0.1877) loss_bbox_aux_3: 0.1825 (0.1873) loss_bbox_aux_4: 0.1828 (0.1872) loss_bbox_dn_0: 0.2579 (0.2626) loss_bbox_dn_1: 0.1960 (0.1976) loss_bbox_dn_2: 0.1859 (0.1871) loss_bbox_dn_3: 0.1847 (0.1839) loss_bbox_dn_4: 0.1860 (0.1834) loss_bbox_dn_5: 0.1860 (0.1834) loss_bbox_dn_pre: 0.2614 (0.2680) loss_bbox_enc_0: 0.2326 (0.2416) loss_bbox_pre: 0.1985 (0.2016) loss_dfl: 0.9678 (0.9637) loss_fgl_aux_0: 1.0039 (1.0002) loss_fgl_aux_1: 0.9739 (0.9669) loss_fgl_aux_2: 0.9688 (0.9640) loss_fgl_aux_3: 0.9686 (0.9638) loss_fgl_aux_4: 0.9679 (0.9637) loss_fgl_dn_0: 1.0921 (1.0948) loss_fgl_dn_1: 1.0011 (0.9913) loss_fgl_dn_2: 0.9910 (0.9824) loss_fgl_dn_3: 0.9932 (0.9832) loss_fgl_dn_4: 0.9935 (0.9835) loss_fgl_dn_5: 0.9934 (0.9835) loss_giou: 0.5793 (0.5808) loss_giou_aux_0: 0.5990 (0.6075) loss_giou_aux_1: 0.5766 (0.5863) loss_giou_aux_2: 0.5772 (0.5816) loss_giou_aux_3: 0.5784 (0.5809) loss_giou_aux_4: 0.5791 (0.5808) loss_giou_dn_0: 0.5908 (0.6000) loss_giou_dn_1: 0.4797 (0.4891) loss_giou_dn_2: 0.4611 (0.4720) loss_giou_dn_3: 0.4596 (0.4676) loss_giou_dn_4: 0.4595 (0.4669) loss_giou_dn_5: 0.4593 (0.4669) loss_giou_dn_pre: 0.5861 (0.5989) loss_giou_enc_0: 0.6747 (0.6870) loss_giou_pre: 0.5969 (0.6056) loss_ddf_aux_0: 0.0568 (0.0604) loss_ddf_aux_1: 0.0076 (0.0080) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2336 (0.2574) loss_ddf_dn_1: 0.0290 (0.0330) loss_ddf_dn_2: 0.0053 (0.0064) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6860 (0.6877) loss_vfl_aux_0: 0.7619 (0.7674) loss_vfl_aux_1: 0.7275 (0.7409) loss_vfl_aux_2: 0.7201 (0.7185) loss_vfl_aux_3: 0.6948 (0.6991) loss_vfl_aux_4: 0.6832 (0.6894) loss_vfl_dn_0: 0.5017 (0.4958) loss_vfl_dn_1: 0.4417 (0.4366) loss_vfl_dn_2: 0.4305 (0.4217) loss_vfl_dn_3: 0.4185 (0.4125) loss_vfl_dn_4: 0.4132 (0.4091) loss_vfl_dn_5: 0.4124 (0.4086) loss_vfl_dn_pre: 0.5042 (0.4964) loss_vfl_enc_0: 0.7523 (0.7619) loss_vfl_pre: 0.7607 (0.7703) time: 0.7364 data: 0.0283 max mem: 9097 Epoch: [22] [3100/3696] eta: 0:09:01 lr: 0.000013 loss: 32.9770 (32.5502) loss_bbox: 0.1829 (0.1874) loss_bbox_aux_0: 0.1919 (0.2015) loss_bbox_aux_1: 0.1831 (0.1903) loss_bbox_aux_2: 0.1831 (0.1879) loss_bbox_aux_3: 0.1830 (0.1875) loss_bbox_aux_4: 0.1828 (0.1874) loss_bbox_dn_0: 0.2496 (0.2627) loss_bbox_dn_1: 0.1910 (0.1978) loss_bbox_dn_2: 0.1820 (0.1872) loss_bbox_dn_3: 0.1810 (0.1841) loss_bbox_dn_4: 0.1809 (0.1835) loss_bbox_dn_5: 0.1807 (0.1835) loss_bbox_dn_pre: 0.2548 (0.2681) loss_bbox_enc_0: 0.2328 (0.2417) loss_bbox_pre: 0.1920 (0.2017) loss_dfl: 0.9613 (0.9636) loss_fgl_aux_0: 0.9930 (1.0000) loss_fgl_aux_1: 0.9677 (0.9668) loss_fgl_aux_2: 0.9627 (0.9638) loss_fgl_aux_3: 0.9616 (0.9636) loss_fgl_aux_4: 0.9611 (0.9636) loss_fgl_dn_0: 1.0845 (1.0947) loss_fgl_dn_1: 0.9886 (0.9912) loss_fgl_dn_2: 0.9867 (0.9824) loss_fgl_dn_3: 0.9887 (0.9831) loss_fgl_dn_4: 0.9888 (0.9834) loss_fgl_dn_5: 0.9891 (0.9834) loss_giou: 0.6220 (0.5810) loss_giou_aux_0: 0.6511 (0.6077) loss_giou_aux_1: 0.6252 (0.5865) loss_giou_aux_2: 0.6214 (0.5818) loss_giou_aux_3: 0.6213 (0.5811) loss_giou_aux_4: 0.6220 (0.5810) loss_giou_dn_0: 0.6191 (0.6001) loss_giou_dn_1: 0.5147 (0.4893) loss_giou_dn_2: 0.4987 (0.4722) loss_giou_dn_3: 0.4955 (0.4678) loss_giou_dn_4: 0.4948 (0.4671) loss_giou_dn_5: 0.4947 (0.4671) loss_giou_dn_pre: 0.6179 (0.5990) loss_giou_enc_0: 0.7242 (0.6873) loss_giou_pre: 0.6494 (0.6058) loss_ddf_aux_0: 0.0584 (0.0604) loss_ddf_aux_1: 0.0076 (0.0080) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2329 (0.2572) loss_ddf_dn_1: 0.0283 (0.0329) loss_ddf_dn_2: 0.0056 (0.0064) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7023 (0.6877) loss_vfl_aux_0: 0.7631 (0.7674) loss_vfl_aux_1: 0.7330 (0.7410) loss_vfl_aux_2: 0.7086 (0.7185) loss_vfl_aux_3: 0.6987 (0.6992) loss_vfl_aux_4: 0.6986 (0.6894) loss_vfl_dn_0: 0.4864 (0.4958) loss_vfl_dn_1: 0.4396 (0.4366) loss_vfl_dn_2: 0.4253 (0.4216) loss_vfl_dn_3: 0.4186 (0.4125) loss_vfl_dn_4: 0.4137 (0.4091) loss_vfl_dn_5: 0.4129 (0.4086) loss_vfl_dn_pre: 0.4875 (0.4964) loss_vfl_enc_0: 0.7567 (0.7620) loss_vfl_pre: 0.7666 (0.7703) time: 2.5087 data: 0.0297 max mem: 9097 Epoch: [22] [3200/3696] eta: 0:07:30 lr: 0.000013 loss: 32.3986 (32.5483) loss_bbox: 0.1853 (0.1872) loss_bbox_aux_0: 0.1974 (0.2013) loss_bbox_aux_1: 0.1876 (0.1901) loss_bbox_aux_2: 0.1852 (0.1878) loss_bbox_aux_3: 0.1851 (0.1873) loss_bbox_aux_4: 0.1855 (0.1873) loss_bbox_dn_0: 0.2466 (0.2626) loss_bbox_dn_1: 0.1876 (0.1977) loss_bbox_dn_2: 0.1809 (0.1872) loss_bbox_dn_3: 0.1805 (0.1840) loss_bbox_dn_4: 0.1808 (0.1835) loss_bbox_dn_5: 0.1808 (0.1835) loss_bbox_dn_pre: 0.2501 (0.2680) loss_bbox_enc_0: 0.2346 (0.2416) loss_bbox_pre: 0.1964 (0.2016) loss_dfl: 0.9703 (0.9636) loss_fgl_aux_0: 1.0061 (1.0000) loss_fgl_aux_1: 0.9748 (0.9668) loss_fgl_aux_2: 0.9699 (0.9638) loss_fgl_aux_3: 0.9702 (0.9636) loss_fgl_aux_4: 0.9703 (0.9636) loss_fgl_dn_0: 1.0958 (1.0947) loss_fgl_dn_1: 0.9921 (0.9913) loss_fgl_dn_2: 0.9801 (0.9824) loss_fgl_dn_3: 0.9812 (0.9831) loss_fgl_dn_4: 0.9819 (0.9835) loss_fgl_dn_5: 0.9820 (0.9835) loss_giou: 0.5508 (0.5810) loss_giou_aux_0: 0.5785 (0.6077) loss_giou_aux_1: 0.5564 (0.5864) loss_giou_aux_2: 0.5529 (0.5817) loss_giou_aux_3: 0.5510 (0.5810) loss_giou_aux_4: 0.5512 (0.5810) loss_giou_dn_0: 0.5927 (0.6001) loss_giou_dn_1: 0.4791 (0.4893) loss_giou_dn_2: 0.4616 (0.4722) loss_giou_dn_3: 0.4572 (0.4678) loss_giou_dn_4: 0.4559 (0.4670) loss_giou_dn_5: 0.4558 (0.4670) loss_giou_dn_pre: 0.5934 (0.5989) loss_giou_enc_0: 0.6554 (0.6873) loss_giou_pre: 0.5766 (0.6058) loss_ddf_aux_0: 0.0600 (0.0604) loss_ddf_aux_1: 0.0073 (0.0080) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2496 (0.2570) loss_ddf_dn_1: 0.0294 (0.0329) loss_ddf_dn_2: 0.0059 (0.0064) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6699 (0.6879) loss_vfl_aux_0: 0.7386 (0.7672) loss_vfl_aux_1: 0.7247 (0.7410) loss_vfl_aux_2: 0.7119 (0.7188) loss_vfl_aux_3: 0.6948 (0.6993) loss_vfl_aux_4: 0.6814 (0.6896) loss_vfl_dn_0: 0.4940 (0.4958) loss_vfl_dn_1: 0.4395 (0.4366) loss_vfl_dn_2: 0.4234 (0.4217) loss_vfl_dn_3: 0.4147 (0.4125) loss_vfl_dn_4: 0.4128 (0.4091) loss_vfl_dn_5: 0.4109 (0.4086) loss_vfl_dn_pre: 0.4947 (0.4964) loss_vfl_enc_0: 0.7457 (0.7620) loss_vfl_pre: 0.7401 (0.7701) time: 0.7196 data: 0.0253 max mem: 9097 Epoch: [22] [3300/3696] eta: 0:06:02 lr: 0.000013 loss: 32.6796 (32.5457) loss_bbox: 0.1893 (0.1873) loss_bbox_aux_0: 0.2015 (0.2014) loss_bbox_aux_1: 0.1916 (0.1902) loss_bbox_aux_2: 0.1897 (0.1878) loss_bbox_aux_3: 0.1897 (0.1874) loss_bbox_aux_4: 0.1894 (0.1873) loss_bbox_dn_0: 0.2512 (0.2625) loss_bbox_dn_1: 0.1927 (0.1976) loss_bbox_dn_2: 0.1846 (0.1871) loss_bbox_dn_3: 0.1815 (0.1840) loss_bbox_dn_4: 0.1815 (0.1835) loss_bbox_dn_5: 0.1816 (0.1835) loss_bbox_dn_pre: 0.2572 (0.2678) loss_bbox_enc_0: 0.2404 (0.2415) loss_bbox_pre: 0.2022 (0.2016) loss_dfl: 0.9592 (0.9636) loss_fgl_aux_0: 0.9979 (1.0000) loss_fgl_aux_1: 0.9579 (0.9668) loss_fgl_aux_2: 0.9574 (0.9638) loss_fgl_aux_3: 0.9589 (0.9637) loss_fgl_aux_4: 0.9592 (0.9636) loss_fgl_dn_0: 1.0985 (1.0948) loss_fgl_dn_1: 0.9943 (0.9913) loss_fgl_dn_2: 0.9852 (0.9824) loss_fgl_dn_3: 0.9860 (0.9831) loss_fgl_dn_4: 0.9872 (0.9835) loss_fgl_dn_5: 0.9875 (0.9835) loss_giou: 0.5504 (0.5808) loss_giou_aux_0: 0.5866 (0.6076) loss_giou_aux_1: 0.5551 (0.5863) loss_giou_aux_2: 0.5515 (0.5816) loss_giou_aux_3: 0.5513 (0.5809) loss_giou_aux_4: 0.5506 (0.5808) loss_giou_dn_0: 0.6084 (0.6000) loss_giou_dn_1: 0.4893 (0.4892) loss_giou_dn_2: 0.4754 (0.4721) loss_giou_dn_3: 0.4745 (0.4677) loss_giou_dn_4: 0.4747 (0.4670) loss_giou_dn_5: 0.4746 (0.4670) loss_giou_dn_pre: 0.6103 (0.5988) loss_giou_enc_0: 0.6717 (0.6870) loss_giou_pre: 0.5841 (0.6057) loss_ddf_aux_0: 0.0630 (0.0605) loss_ddf_aux_1: 0.0078 (0.0080) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2488 (0.2568) loss_ddf_dn_1: 0.0308 (0.0328) loss_ddf_dn_2: 0.0065 (0.0064) loss_ddf_dn_3: 0.0009 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6824 (0.6880) loss_vfl_aux_0: 0.7496 (0.7671) loss_vfl_aux_1: 0.7258 (0.7408) loss_vfl_aux_2: 0.6961 (0.7188) loss_vfl_aux_3: 0.6916 (0.6993) loss_vfl_aux_4: 0.6849 (0.6897) loss_vfl_dn_0: 0.4888 (0.4957) loss_vfl_dn_1: 0.4324 (0.4365) loss_vfl_dn_2: 0.4184 (0.4216) loss_vfl_dn_3: 0.4140 (0.4124) loss_vfl_dn_4: 0.4108 (0.4090) loss_vfl_dn_5: 0.4108 (0.4085) loss_vfl_dn_pre: 0.4901 (0.4963) loss_vfl_enc_0: 0.7583 (0.7621) loss_vfl_pre: 0.7509 (0.7700) time: 0.7558 data: 0.0294 max mem: 9097 Epoch: [22] [3400/3696] eta: 0:04:31 lr: 0.000013 loss: 32.7916 (32.5456) loss_bbox: 0.2043 (0.1873) loss_bbox_aux_0: 0.2194 (0.2014) loss_bbox_aux_1: 0.2060 (0.1902) loss_bbox_aux_2: 0.2042 (0.1878) loss_bbox_aux_3: 0.2041 (0.1874) loss_bbox_aux_4: 0.2042 (0.1873) loss_bbox_dn_0: 0.2623 (0.2624) loss_bbox_dn_1: 0.1987 (0.1976) loss_bbox_dn_2: 0.1911 (0.1871) loss_bbox_dn_3: 0.1856 (0.1839) loss_bbox_dn_4: 0.1863 (0.1834) loss_bbox_dn_5: 0.1864 (0.1834) loss_bbox_dn_pre: 0.2681 (0.2678) loss_bbox_enc_0: 0.2617 (0.2415) loss_bbox_pre: 0.2193 (0.2017) loss_dfl: 0.9649 (0.9639) loss_fgl_aux_0: 1.0043 (1.0003) loss_fgl_aux_1: 0.9671 (0.9671) loss_fgl_aux_2: 0.9652 (0.9641) loss_fgl_aux_3: 0.9646 (0.9639) loss_fgl_aux_4: 0.9649 (0.9639) loss_fgl_dn_0: 1.0913 (1.0948) loss_fgl_dn_1: 0.9859 (0.9914) loss_fgl_dn_2: 0.9783 (0.9825) loss_fgl_dn_3: 0.9799 (0.9832) loss_fgl_dn_4: 0.9803 (0.9835) loss_fgl_dn_5: 0.9803 (0.9835) loss_giou: 0.5712 (0.5805) loss_giou_aux_0: 0.6012 (0.6073) loss_giou_aux_1: 0.5755 (0.5860) loss_giou_aux_2: 0.5732 (0.5813) loss_giou_aux_3: 0.5712 (0.5806) loss_giou_aux_4: 0.5711 (0.5805) loss_giou_dn_0: 0.6023 (0.5998) loss_giou_dn_1: 0.4894 (0.4890) loss_giou_dn_2: 0.4694 (0.4719) loss_giou_dn_3: 0.4623 (0.4675) loss_giou_dn_4: 0.4618 (0.4668) loss_giou_dn_5: 0.4617 (0.4668) loss_giou_dn_pre: 0.5988 (0.5987) loss_giou_enc_0: 0.6630 (0.6867) loss_giou_pre: 0.5958 (0.6054) loss_ddf_aux_0: 0.0592 (0.0604) loss_ddf_aux_1: 0.0074 (0.0080) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2690 (0.2569) loss_ddf_dn_1: 0.0336 (0.0328) loss_ddf_dn_2: 0.0072 (0.0064) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6893 (0.6882) loss_vfl_aux_0: 0.7690 (0.7672) loss_vfl_aux_1: 0.7391 (0.7411) loss_vfl_aux_2: 0.7123 (0.7190) loss_vfl_aux_3: 0.6983 (0.6995) loss_vfl_aux_4: 0.6916 (0.6899) loss_vfl_dn_0: 0.4942 (0.4957) loss_vfl_dn_1: 0.4354 (0.4366) loss_vfl_dn_2: 0.4174 (0.4216) loss_vfl_dn_3: 0.4080 (0.4124) loss_vfl_dn_4: 0.4016 (0.4091) loss_vfl_dn_5: 0.4030 (0.4086) loss_vfl_dn_pre: 0.4948 (0.4964) loss_vfl_enc_0: 0.7513 (0.7623) loss_vfl_pre: 0.7683 (0.7702) time: 0.7626 data: 0.0285 max mem: 9097 Epoch: [22] [3500/3696] eta: 0:02:58 lr: 0.000013 loss: 32.9885 (32.5432) loss_bbox: 0.1968 (0.1872) loss_bbox_aux_0: 0.2154 (0.2014) loss_bbox_aux_1: 0.2012 (0.1902) loss_bbox_aux_2: 0.1982 (0.1878) loss_bbox_aux_3: 0.1970 (0.1873) loss_bbox_aux_4: 0.1968 (0.1873) loss_bbox_dn_0: 0.2812 (0.2625) loss_bbox_dn_1: 0.2014 (0.1976) loss_bbox_dn_2: 0.1907 (0.1871) loss_bbox_dn_3: 0.1898 (0.1839) loss_bbox_dn_4: 0.1900 (0.1834) loss_bbox_dn_5: 0.1899 (0.1834) loss_bbox_dn_pre: 0.2882 (0.2679) loss_bbox_enc_0: 0.2588 (0.2414) loss_bbox_pre: 0.2175 (0.2017) loss_dfl: 0.9415 (0.9636) loss_fgl_aux_0: 0.9791 (1.0002) loss_fgl_aux_1: 0.9431 (0.9668) loss_fgl_aux_2: 0.9420 (0.9639) loss_fgl_aux_3: 0.9414 (0.9637) loss_fgl_aux_4: 0.9414 (0.9637) loss_fgl_dn_0: 1.0886 (1.0947) loss_fgl_dn_1: 0.9903 (0.9912) loss_fgl_dn_2: 0.9786 (0.9823) loss_fgl_dn_3: 0.9804 (0.9831) loss_fgl_dn_4: 0.9806 (0.9834) loss_fgl_dn_5: 0.9804 (0.9834) loss_giou: 0.5786 (0.5805) loss_giou_aux_0: 0.6043 (0.6073) loss_giou_aux_1: 0.5831 (0.5859) loss_giou_aux_2: 0.5806 (0.5812) loss_giou_aux_3: 0.5793 (0.5805) loss_giou_aux_4: 0.5787 (0.5805) loss_giou_dn_0: 0.6018 (0.5998) loss_giou_dn_1: 0.4895 (0.4890) loss_giou_dn_2: 0.4709 (0.4719) loss_giou_dn_3: 0.4644 (0.4675) loss_giou_dn_4: 0.4640 (0.4668) loss_giou_dn_5: 0.4641 (0.4668) loss_giou_dn_pre: 0.6006 (0.5987) loss_giou_enc_0: 0.6771 (0.6867) loss_giou_pre: 0.6034 (0.6054) loss_ddf_aux_0: 0.0666 (0.0605) loss_ddf_aux_1: 0.0081 (0.0080) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2643 (0.2570) loss_ddf_dn_1: 0.0332 (0.0328) loss_ddf_dn_2: 0.0069 (0.0064) loss_ddf_dn_3: 0.0009 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6966 (0.6882) loss_vfl_aux_0: 0.7871 (0.7672) loss_vfl_aux_1: 0.7551 (0.7411) loss_vfl_aux_2: 0.7356 (0.7189) loss_vfl_aux_3: 0.7017 (0.6994) loss_vfl_aux_4: 0.6991 (0.6898) loss_vfl_dn_0: 0.4919 (0.4957) loss_vfl_dn_1: 0.4397 (0.4366) loss_vfl_dn_2: 0.4256 (0.4216) loss_vfl_dn_3: 0.4176 (0.4125) loss_vfl_dn_4: 0.4186 (0.4091) loss_vfl_dn_5: 0.4167 (0.4086) loss_vfl_dn_pre: 0.4932 (0.4963) loss_vfl_enc_0: 0.7712 (0.7621) loss_vfl_pre: 0.7892 (0.7701) time: 0.7238 data: 0.0217 max mem: 9097 Epoch: [22] [3600/3696] eta: 0:01:27 lr: 0.000013 loss: 32.8490 (32.5411) loss_bbox: 0.1803 (0.1871) loss_bbox_aux_0: 0.1975 (0.2013) loss_bbox_aux_1: 0.1833 (0.1901) loss_bbox_aux_2: 0.1822 (0.1876) loss_bbox_aux_3: 0.1807 (0.1872) loss_bbox_aux_4: 0.1803 (0.1871) loss_bbox_dn_0: 0.2581 (0.2623) loss_bbox_dn_1: 0.1906 (0.1975) loss_bbox_dn_2: 0.1819 (0.1870) loss_bbox_dn_3: 0.1799 (0.1838) loss_bbox_dn_4: 0.1780 (0.1833) loss_bbox_dn_5: 0.1779 (0.1833) loss_bbox_dn_pre: 0.2602 (0.2677) loss_bbox_enc_0: 0.2398 (0.2413) loss_bbox_pre: 0.1994 (0.2016) loss_dfl: 0.9467 (0.9636) loss_fgl_aux_0: 0.9907 (1.0002) loss_fgl_aux_1: 0.9507 (0.9668) loss_fgl_aux_2: 0.9465 (0.9639) loss_fgl_aux_3: 0.9471 (0.9637) loss_fgl_aux_4: 0.9468 (0.9636) loss_fgl_dn_0: 1.0994 (1.0948) loss_fgl_dn_1: 0.9892 (0.9913) loss_fgl_dn_2: 0.9828 (0.9824) loss_fgl_dn_3: 0.9831 (0.9831) loss_fgl_dn_4: 0.9833 (0.9835) loss_fgl_dn_5: 0.9833 (0.9835) loss_giou: 0.6090 (0.5806) loss_giou_aux_0: 0.6409 (0.6075) loss_giou_aux_1: 0.6170 (0.5861) loss_giou_aux_2: 0.6121 (0.5814) loss_giou_aux_3: 0.6102 (0.5807) loss_giou_aux_4: 0.6091 (0.5806) loss_giou_dn_0: 0.6088 (0.5998) loss_giou_dn_1: 0.4992 (0.4890) loss_giou_dn_2: 0.4814 (0.4719) loss_giou_dn_3: 0.4781 (0.4675) loss_giou_dn_4: 0.4775 (0.4668) loss_giou_dn_5: 0.4774 (0.4668) loss_giou_dn_pre: 0.6089 (0.5986) loss_giou_enc_0: 0.7068 (0.6869) loss_giou_pre: 0.6390 (0.6056) loss_ddf_aux_0: 0.0665 (0.0605) loss_ddf_aux_1: 0.0086 (0.0080) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2605 (0.2570) loss_ddf_dn_1: 0.0314 (0.0328) loss_ddf_dn_2: 0.0054 (0.0064) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6960 (0.6881) loss_vfl_aux_0: 0.7758 (0.7669) loss_vfl_aux_1: 0.7435 (0.7409) loss_vfl_aux_2: 0.7333 (0.7187) loss_vfl_aux_3: 0.7035 (0.6993) loss_vfl_aux_4: 0.7043 (0.6897) loss_vfl_dn_0: 0.4942 (0.4957) loss_vfl_dn_1: 0.4402 (0.4366) loss_vfl_dn_2: 0.4274 (0.4217) loss_vfl_dn_3: 0.4188 (0.4125) loss_vfl_dn_4: 0.4116 (0.4092) loss_vfl_dn_5: 0.4104 (0.4087) loss_vfl_dn_pre: 0.4944 (0.4963) loss_vfl_enc_0: 0.7633 (0.7619) loss_vfl_pre: 0.7795 (0.7698) time: 0.7942 data: 0.0273 max mem: 9097 Epoch: [22] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 32.0393 (32.5367) loss_bbox: 0.1823 (0.1871) loss_bbox_aux_0: 0.1989 (0.2013) loss_bbox_aux_1: 0.1845 (0.1900) loss_bbox_aux_2: 0.1830 (0.1876) loss_bbox_aux_3: 0.1826 (0.1872) loss_bbox_aux_4: 0.1823 (0.1871) loss_bbox_dn_0: 0.2665 (0.2624) loss_bbox_dn_1: 0.1980 (0.1975) loss_bbox_dn_2: 0.1892 (0.1870) loss_bbox_dn_3: 0.1830 (0.1838) loss_bbox_dn_4: 0.1810 (0.1833) loss_bbox_dn_5: 0.1810 (0.1833) loss_bbox_dn_pre: 0.2728 (0.2678) loss_bbox_enc_0: 0.2437 (0.2413) loss_bbox_pre: 0.1962 (0.2015) loss_dfl: 0.9596 (0.9637) loss_fgl_aux_0: 1.0006 (1.0002) loss_fgl_aux_1: 0.9617 (0.9669) loss_fgl_aux_2: 0.9606 (0.9639) loss_fgl_aux_3: 0.9598 (0.9637) loss_fgl_aux_4: 0.9597 (0.9637) loss_fgl_dn_0: 1.0988 (1.0948) loss_fgl_dn_1: 0.9894 (0.9913) loss_fgl_dn_2: 0.9797 (0.9824) loss_fgl_dn_3: 0.9809 (0.9831) loss_fgl_dn_4: 0.9813 (0.9834) loss_fgl_dn_5: 0.9811 (0.9834) loss_giou: 0.5219 (0.5803) loss_giou_aux_0: 0.5524 (0.6071) loss_giou_aux_1: 0.5270 (0.5857) loss_giou_aux_2: 0.5232 (0.5810) loss_giou_aux_3: 0.5221 (0.5803) loss_giou_aux_4: 0.5216 (0.5803) loss_giou_dn_0: 0.5661 (0.5996) loss_giou_dn_1: 0.4522 (0.4888) loss_giou_dn_2: 0.4334 (0.4717) loss_giou_dn_3: 0.4272 (0.4673) loss_giou_dn_4: 0.4257 (0.4666) loss_giou_dn_5: 0.4257 (0.4665) loss_giou_dn_pre: 0.5651 (0.5984) loss_giou_enc_0: 0.6324 (0.6865) loss_giou_pre: 0.5517 (0.6052) loss_ddf_aux_0: 0.0675 (0.0606) loss_ddf_aux_1: 0.0081 (0.0080) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2654 (0.2569) loss_ddf_dn_1: 0.0331 (0.0328) loss_ddf_dn_2: 0.0080 (0.0064) loss_ddf_dn_3: 0.0008 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6776 (0.6881) loss_vfl_aux_0: 0.7836 (0.7669) loss_vfl_aux_1: 0.7388 (0.7409) loss_vfl_aux_2: 0.7178 (0.7187) loss_vfl_aux_3: 0.6930 (0.6993) loss_vfl_aux_4: 0.6796 (0.6897) loss_vfl_dn_0: 0.4968 (0.4957) loss_vfl_dn_1: 0.4337 (0.4365) loss_vfl_dn_2: 0.4174 (0.4216) loss_vfl_dn_3: 0.4074 (0.4125) loss_vfl_dn_4: 0.4040 (0.4091) loss_vfl_dn_5: 0.4037 (0.4086) loss_vfl_dn_pre: 0.4972 (0.4963) loss_vfl_enc_0: 0.7737 (0.7619) loss_vfl_pre: 0.7887 (0.7698) time: 0.7914 data: 0.0207 max mem: 9097 Epoch: [22] Total time: 0:55:37 (0.9029 s / it) Averaged stats: lr: 0.000013 loss: 32.0393 (32.5367) loss_bbox: 0.1823 (0.1871) loss_bbox_aux_0: 0.1989 (0.2013) loss_bbox_aux_1: 0.1845 (0.1900) loss_bbox_aux_2: 0.1830 (0.1876) loss_bbox_aux_3: 0.1826 (0.1872) loss_bbox_aux_4: 0.1823 (0.1871) loss_bbox_dn_0: 0.2665 (0.2624) loss_bbox_dn_1: 0.1980 (0.1975) loss_bbox_dn_2: 0.1892 (0.1870) loss_bbox_dn_3: 0.1830 (0.1838) loss_bbox_dn_4: 0.1810 (0.1833) loss_bbox_dn_5: 0.1810 (0.1833) loss_bbox_dn_pre: 0.2728 (0.2678) loss_bbox_enc_0: 0.2437 (0.2413) loss_bbox_pre: 0.1962 (0.2015) loss_dfl: 0.9596 (0.9637) loss_fgl_aux_0: 1.0006 (1.0002) loss_fgl_aux_1: 0.9617 (0.9669) loss_fgl_aux_2: 0.9606 (0.9639) loss_fgl_aux_3: 0.9598 (0.9637) loss_fgl_aux_4: 0.9597 (0.9637) loss_fgl_dn_0: 1.0988 (1.0948) loss_fgl_dn_1: 0.9894 (0.9913) loss_fgl_dn_2: 0.9797 (0.9824) loss_fgl_dn_3: 0.9809 (0.9831) loss_fgl_dn_4: 0.9813 (0.9834) loss_fgl_dn_5: 0.9811 (0.9834) loss_giou: 0.5219 (0.5803) loss_giou_aux_0: 0.5524 (0.6071) loss_giou_aux_1: 0.5270 (0.5857) loss_giou_aux_2: 0.5232 (0.5810) loss_giou_aux_3: 0.5221 (0.5803) loss_giou_aux_4: 0.5216 (0.5803) loss_giou_dn_0: 0.5661 (0.5996) loss_giou_dn_1: 0.4522 (0.4888) loss_giou_dn_2: 0.4334 (0.4717) loss_giou_dn_3: 0.4272 (0.4673) loss_giou_dn_4: 0.4257 (0.4666) loss_giou_dn_5: 0.4257 (0.4665) loss_giou_dn_pre: 0.5651 (0.5984) loss_giou_enc_0: 0.6324 (0.6865) loss_giou_pre: 0.5517 (0.6052) loss_ddf_aux_0: 0.0675 (0.0606) loss_ddf_aux_1: 0.0081 (0.0080) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2654 (0.2569) loss_ddf_dn_1: 0.0331 (0.0328) loss_ddf_dn_2: 0.0080 (0.0064) loss_ddf_dn_3: 0.0008 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6776 (0.6881) loss_vfl_aux_0: 0.7836 (0.7669) loss_vfl_aux_1: 0.7388 (0.7409) loss_vfl_aux_2: 0.7178 (0.7187) loss_vfl_aux_3: 0.6930 (0.6993) loss_vfl_aux_4: 0.6796 (0.6897) loss_vfl_dn_0: 0.4968 (0.4957) loss_vfl_dn_1: 0.4337 (0.4365) loss_vfl_dn_2: 0.4174 (0.4216) loss_vfl_dn_3: 0.4074 (0.4125) loss_vfl_dn_4: 0.4040 (0.4091) loss_vfl_dn_5: 0.4037 (0.4086) loss_vfl_dn_pre: 0.4972 (0.4963) loss_vfl_enc_0: 0.7737 (0.7619) loss_vfl_pre: 0.7887 (0.7698) Test: [ 0/79] eta: 0:02:54 time: 2.2059 data: 1.6615 max mem: 9097 Test: [10/79] eta: 0:00:49 time: 0.7216 data: 0.1990 max mem: 9097 Test: [20/79] eta: 0:00:39 time: 0.5865 data: 0.0584 max mem: 9097 Test: [30/79] eta: 0:00:35 time: 0.7391 data: 0.0637 max mem: 9097 Test: [40/79] eta: 0:00:26 time: 0.7214 data: 0.0606 max mem: 9097 Test: [50/79] eta: 0:00:19 time: 0.5808 data: 0.0588 max mem: 9097 Test: [60/79] eta: 0:00:13 time: 0.6966 data: 0.0577 max mem: 9097 Test: [70/79] eta: 0:00:06 time: 0.6928 data: 0.0564 max mem: 9097 Test: [78/79] eta: 0:00:00 time: 0.6562 data: 0.0572 max mem: 9097 Test: Total time: 0:00:52 (0.6645 s / it) Averaged stats: Accumulating evaluation results... DONE (t=23.49s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.521 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.696 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.564 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.334 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.567 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.705 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.388 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.652 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.719 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.530 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.768 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.889 best_stat: {'epoch': 22, 'coco_eval_bbox': 0.5208696903198591} Epoch: [23] [ 0/3696] eta: 2:43:24 lr: 0.000013 loss: 32.0004 (32.0004) loss_bbox: 0.2028 (0.2028) loss_bbox_aux_0: 0.2165 (0.2165) loss_bbox_aux_1: 0.2025 (0.2025) loss_bbox_aux_2: 0.2015 (0.2015) loss_bbox_aux_3: 0.2025 (0.2025) loss_bbox_aux_4: 0.2027 (0.2027) loss_bbox_dn_0: 0.2803 (0.2803) loss_bbox_dn_1: 0.2165 (0.2165) loss_bbox_dn_2: 0.2073 (0.2073) loss_bbox_dn_3: 0.2037 (0.2037) loss_bbox_dn_4: 0.2032 (0.2032) loss_bbox_dn_5: 0.2031 (0.2031) loss_bbox_dn_pre: 0.2851 (0.2851) loss_bbox_enc_0: 0.2457 (0.2457) loss_bbox_pre: 0.2166 (0.2166) loss_dfl: 0.9893 (0.9893) loss_fgl_aux_0: 1.0248 (1.0248) loss_fgl_aux_1: 0.9913 (0.9913) loss_fgl_aux_2: 0.9901 (0.9901) loss_fgl_aux_3: 0.9894 (0.9894) loss_fgl_aux_4: 0.9892 (0.9892) loss_fgl_dn_0: 1.1010 (1.1010) loss_fgl_dn_1: 0.9958 (0.9958) loss_fgl_dn_2: 0.9885 (0.9885) loss_fgl_dn_3: 0.9896 (0.9896) loss_fgl_dn_4: 0.9903 (0.9903) loss_fgl_dn_5: 0.9903 (0.9903) loss_giou: 0.4975 (0.4975) loss_giou_aux_0: 0.5284 (0.5284) loss_giou_aux_1: 0.5019 (0.5019) loss_giou_aux_2: 0.4975 (0.4975) loss_giou_aux_3: 0.4977 (0.4977) loss_giou_aux_4: 0.4976 (0.4976) loss_giou_dn_0: 0.5652 (0.5652) loss_giou_dn_1: 0.4546 (0.4546) loss_giou_dn_2: 0.4347 (0.4347) loss_giou_dn_3: 0.4311 (0.4311) loss_giou_dn_4: 0.4294 (0.4294) loss_giou_dn_5: 0.4293 (0.4293) loss_giou_dn_pre: 0.5643 (0.5643) loss_giou_enc_0: 0.6062 (0.6062) loss_giou_pre: 0.5284 (0.5284) loss_ddf_aux_0: 0.0634 (0.0634) loss_ddf_aux_1: 0.0082 (0.0082) loss_ddf_aux_2: 0.0017 (0.0017) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2864 (0.2864) loss_ddf_dn_1: 0.0478 (0.0478) loss_ddf_dn_2: 0.0119 (0.0119) loss_ddf_dn_3: 0.0015 (0.0015) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6880 (0.6880) loss_vfl_aux_0: 0.7538 (0.7538) loss_vfl_aux_1: 0.7114 (0.7114) loss_vfl_aux_2: 0.6920 (0.6920) loss_vfl_aux_3: 0.6829 (0.6829) loss_vfl_aux_4: 0.6885 (0.6885) loss_vfl_dn_0: 0.4966 (0.4966) loss_vfl_dn_1: 0.4431 (0.4431) loss_vfl_dn_2: 0.4243 (0.4243) loss_vfl_dn_3: 0.4166 (0.4166) loss_vfl_dn_4: 0.4111 (0.4111) loss_vfl_dn_5: 0.4120 (0.4120) loss_vfl_dn_pre: 0.4969 (0.4969) loss_vfl_enc_0: 0.7262 (0.7262) loss_vfl_pre: 0.7520 (0.7520) time: 2.6527 data: 1.6737 max mem: 9097 Epoch: [23] [ 100/3696] eta: 1:14:07 lr: 0.000013 loss: 32.4308 (32.4201) loss_bbox: 0.1765 (0.1799) loss_bbox_aux_0: 0.1914 (0.1947) loss_bbox_aux_1: 0.1796 (0.1833) loss_bbox_aux_2: 0.1762 (0.1805) loss_bbox_aux_3: 0.1766 (0.1801) loss_bbox_aux_4: 0.1765 (0.1800) loss_bbox_dn_0: 0.2380 (0.2510) loss_bbox_dn_1: 0.1772 (0.1872) loss_bbox_dn_2: 0.1651 (0.1772) loss_bbox_dn_3: 0.1640 (0.1741) loss_bbox_dn_4: 0.1632 (0.1738) loss_bbox_dn_5: 0.1632 (0.1738) loss_bbox_dn_pre: 0.2409 (0.2560) loss_bbox_enc_0: 0.2323 (0.2328) loss_bbox_pre: 0.1911 (0.1951) loss_dfl: 0.9568 (0.9638) loss_fgl_aux_0: 0.9840 (0.9995) loss_fgl_aux_1: 0.9582 (0.9668) loss_fgl_aux_2: 0.9549 (0.9639) loss_fgl_aux_3: 0.9563 (0.9638) loss_fgl_aux_4: 0.9570 (0.9638) loss_fgl_dn_0: 1.0937 (1.0946) loss_fgl_dn_1: 0.9935 (0.9905) loss_fgl_dn_2: 0.9826 (0.9816) loss_fgl_dn_3: 0.9835 (0.9825) loss_fgl_dn_4: 0.9842 (0.9828) loss_fgl_dn_5: 0.9841 (0.9828) loss_giou: 0.6037 (0.5848) loss_giou_aux_0: 0.6246 (0.6130) loss_giou_aux_1: 0.6074 (0.5905) loss_giou_aux_2: 0.6041 (0.5856) loss_giou_aux_3: 0.6040 (0.5849) loss_giou_aux_4: 0.6033 (0.5847) loss_giou_dn_0: 0.6207 (0.6016) loss_giou_dn_1: 0.5097 (0.4887) loss_giou_dn_2: 0.4907 (0.4718) loss_giou_dn_3: 0.4848 (0.4672) loss_giou_dn_4: 0.4847 (0.4665) loss_giou_dn_5: 0.4846 (0.4665) loss_giou_dn_pre: 0.6164 (0.6004) loss_giou_enc_0: 0.7161 (0.6908) loss_giou_pre: 0.6219 (0.6115) loss_ddf_aux_0: 0.0565 (0.0584) loss_ddf_aux_1: 0.0078 (0.0079) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2449 (0.2530) loss_ddf_dn_1: 0.0320 (0.0318) loss_ddf_dn_2: 0.0064 (0.0063) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6736 (0.6869) loss_vfl_aux_0: 0.7528 (0.7664) loss_vfl_aux_1: 0.7361 (0.7389) loss_vfl_aux_2: 0.7120 (0.7179) loss_vfl_aux_3: 0.6874 (0.6986) loss_vfl_aux_4: 0.6768 (0.6886) loss_vfl_dn_0: 0.4877 (0.4940) loss_vfl_dn_1: 0.4371 (0.4346) loss_vfl_dn_2: 0.4246 (0.4207) loss_vfl_dn_3: 0.4132 (0.4106) loss_vfl_dn_4: 0.4081 (0.4070) loss_vfl_dn_5: 0.4078 (0.4064) loss_vfl_dn_pre: 0.4885 (0.4948) loss_vfl_enc_0: 0.7506 (0.7597) loss_vfl_pre: 0.7609 (0.7703) time: 0.7209 data: 0.0288 max mem: 9097 Epoch: [23] [ 200/3696] eta: 0:57:56 lr: 0.000013 loss: 32.2494 (32.2835) loss_bbox: 0.1819 (0.1802) loss_bbox_aux_0: 0.1922 (0.1945) loss_bbox_aux_1: 0.1846 (0.1831) loss_bbox_aux_2: 0.1832 (0.1807) loss_bbox_aux_3: 0.1824 (0.1803) loss_bbox_aux_4: 0.1819 (0.1802) loss_bbox_dn_0: 0.2734 (0.2563) loss_bbox_dn_1: 0.2018 (0.1920) loss_bbox_dn_2: 0.1912 (0.1818) loss_bbox_dn_3: 0.1865 (0.1787) loss_bbox_dn_4: 0.1856 (0.1782) loss_bbox_dn_5: 0.1856 (0.1782) loss_bbox_dn_pre: 0.2806 (0.2615) loss_bbox_enc_0: 0.2314 (0.2333) loss_bbox_pre: 0.1918 (0.1947) loss_dfl: 0.9582 (0.9654) loss_fgl_aux_0: 0.9967 (1.0018) loss_fgl_aux_1: 0.9605 (0.9685) loss_fgl_aux_2: 0.9589 (0.9655) loss_fgl_aux_3: 0.9589 (0.9654) loss_fgl_aux_4: 0.9585 (0.9654) loss_fgl_dn_0: 1.0899 (1.0956) loss_fgl_dn_1: 0.9858 (0.9897) loss_fgl_dn_2: 0.9780 (0.9806) loss_fgl_dn_3: 0.9783 (0.9812) loss_fgl_dn_4: 0.9786 (0.9815) loss_fgl_dn_5: 0.9786 (0.9815) loss_giou: 0.5577 (0.5705) loss_giou_aux_0: 0.5823 (0.5971) loss_giou_aux_1: 0.5648 (0.5759) loss_giou_aux_2: 0.5604 (0.5711) loss_giou_aux_3: 0.5579 (0.5706) loss_giou_aux_4: 0.5581 (0.5704) loss_giou_dn_0: 0.5709 (0.5913) loss_giou_dn_1: 0.4579 (0.4812) loss_giou_dn_2: 0.4385 (0.4646) loss_giou_dn_3: 0.4356 (0.4605) loss_giou_dn_4: 0.4349 (0.4598) loss_giou_dn_5: 0.4349 (0.4597) loss_giou_dn_pre: 0.5716 (0.5902) loss_giou_enc_0: 0.6638 (0.6746) loss_giou_pre: 0.5784 (0.5954) loss_ddf_aux_0: 0.0602 (0.0588) loss_ddf_aux_1: 0.0070 (0.0078) loss_ddf_aux_2: 0.0011 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2516 (0.2547) loss_ddf_dn_1: 0.0292 (0.0319) loss_ddf_dn_2: 0.0061 (0.0064) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6971 (0.6863) loss_vfl_aux_0: 0.7754 (0.7647) loss_vfl_aux_1: 0.7399 (0.7380) loss_vfl_aux_2: 0.7191 (0.7163) loss_vfl_aux_3: 0.6995 (0.6976) loss_vfl_aux_4: 0.7012 (0.6874) loss_vfl_dn_0: 0.5012 (0.4963) loss_vfl_dn_1: 0.4378 (0.4345) loss_vfl_dn_2: 0.4235 (0.4198) loss_vfl_dn_3: 0.4145 (0.4102) loss_vfl_dn_4: 0.4117 (0.4068) loss_vfl_dn_5: 0.4093 (0.4061) loss_vfl_dn_pre: 0.5013 (0.4970) loss_vfl_enc_0: 0.7772 (0.7632) loss_vfl_pre: 0.7729 (0.7684) time: 0.7114 data: 0.0285 max mem: 9097 Epoch: [23] [ 300/3696] eta: 0:58:15 lr: 0.000013 loss: 32.2616 (32.2952) loss_bbox: 0.1789 (0.1824) loss_bbox_aux_0: 0.1884 (0.1967) loss_bbox_aux_1: 0.1785 (0.1853) loss_bbox_aux_2: 0.1785 (0.1829) loss_bbox_aux_3: 0.1787 (0.1825) loss_bbox_aux_4: 0.1789 (0.1825) loss_bbox_dn_0: 0.2423 (0.2589) loss_bbox_dn_1: 0.1857 (0.1944) loss_bbox_dn_2: 0.1756 (0.1840) loss_bbox_dn_3: 0.1718 (0.1808) loss_bbox_dn_4: 0.1707 (0.1804) loss_bbox_dn_5: 0.1705 (0.1804) loss_bbox_dn_pre: 0.2495 (0.2642) loss_bbox_enc_0: 0.2241 (0.2359) loss_bbox_pre: 0.1905 (0.1970) loss_dfl: 0.9484 (0.9638) loss_fgl_aux_0: 0.9800 (1.0004) loss_fgl_aux_1: 0.9498 (0.9671) loss_fgl_aux_2: 0.9480 (0.9640) loss_fgl_aux_3: 0.9484 (0.9639) loss_fgl_aux_4: 0.9485 (0.9638) loss_fgl_dn_0: 1.0904 (1.0943) loss_fgl_dn_1: 0.9933 (0.9892) loss_fgl_dn_2: 0.9829 (0.9800) loss_fgl_dn_3: 0.9838 (0.9807) loss_fgl_dn_4: 0.9842 (0.9810) loss_fgl_dn_5: 0.9843 (0.9810) loss_giou: 0.5927 (0.5715) loss_giou_aux_0: 0.6040 (0.5979) loss_giou_aux_1: 0.5943 (0.5768) loss_giou_aux_2: 0.5925 (0.5723) loss_giou_aux_3: 0.5921 (0.5716) loss_giou_aux_4: 0.5924 (0.5715) loss_giou_dn_0: 0.6042 (0.5918) loss_giou_dn_1: 0.4971 (0.4814) loss_giou_dn_2: 0.4713 (0.4648) loss_giou_dn_3: 0.4706 (0.4605) loss_giou_dn_4: 0.4699 (0.4598) loss_giou_dn_5: 0.4699 (0.4598) loss_giou_dn_pre: 0.6023 (0.5906) loss_giou_enc_0: 0.6874 (0.6763) loss_giou_pre: 0.6048 (0.5963) loss_ddf_aux_0: 0.0599 (0.0587) loss_ddf_aux_1: 0.0073 (0.0076) loss_ddf_aux_2: 0.0012 (0.0013) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2519 (0.2545) loss_ddf_dn_1: 0.0319 (0.0319) loss_ddf_dn_2: 0.0059 (0.0064) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6522 (0.6845) loss_vfl_aux_0: 0.7321 (0.7627) loss_vfl_aux_1: 0.6840 (0.7356) loss_vfl_aux_2: 0.6714 (0.7139) loss_vfl_aux_3: 0.6699 (0.6956) loss_vfl_aux_4: 0.6611 (0.6855) loss_vfl_dn_0: 0.4852 (0.4953) loss_vfl_dn_1: 0.4268 (0.4344) loss_vfl_dn_2: 0.4143 (0.4194) loss_vfl_dn_3: 0.4053 (0.4101) loss_vfl_dn_4: 0.4016 (0.4066) loss_vfl_dn_5: 0.4028 (0.4059) loss_vfl_dn_pre: 0.4862 (0.4960) loss_vfl_enc_0: 0.7230 (0.7620) loss_vfl_pre: 0.7338 (0.7662) time: 0.7706 data: 0.0350 max mem: 9097 Epoch: [23] [ 400/3696] eta: 0:58:12 lr: 0.000013 loss: 32.5074 (32.3305) loss_bbox: 0.1829 (0.1838) loss_bbox_aux_0: 0.1987 (0.1979) loss_bbox_aux_1: 0.1807 (0.1866) loss_bbox_aux_2: 0.1820 (0.1843) loss_bbox_aux_3: 0.1832 (0.1839) loss_bbox_aux_4: 0.1829 (0.1838) loss_bbox_dn_0: 0.2634 (0.2602) loss_bbox_dn_1: 0.1961 (0.1954) loss_bbox_dn_2: 0.1866 (0.1849) loss_bbox_dn_3: 0.1839 (0.1818) loss_bbox_dn_4: 0.1826 (0.1813) loss_bbox_dn_5: 0.1826 (0.1813) loss_bbox_dn_pre: 0.2693 (0.2655) loss_bbox_enc_0: 0.2318 (0.2372) loss_bbox_pre: 0.1987 (0.1981) loss_dfl: 0.9548 (0.9625) loss_fgl_aux_0: 0.9896 (0.9989) loss_fgl_aux_1: 0.9565 (0.9657) loss_fgl_aux_2: 0.9540 (0.9627) loss_fgl_aux_3: 0.9540 (0.9626) loss_fgl_aux_4: 0.9547 (0.9625) loss_fgl_dn_0: 1.0921 (1.0939) loss_fgl_dn_1: 0.9921 (0.9893) loss_fgl_dn_2: 0.9831 (0.9800) loss_fgl_dn_3: 0.9845 (0.9808) loss_fgl_dn_4: 0.9845 (0.9811) loss_fgl_dn_5: 0.9845 (0.9811) loss_giou: 0.5812 (0.5734) loss_giou_aux_0: 0.6103 (0.5998) loss_giou_aux_1: 0.5869 (0.5787) loss_giou_aux_2: 0.5802 (0.5742) loss_giou_aux_3: 0.5814 (0.5735) loss_giou_aux_4: 0.5810 (0.5734) loss_giou_dn_0: 0.6153 (0.5934) loss_giou_dn_1: 0.5040 (0.4827) loss_giou_dn_2: 0.4848 (0.4659) loss_giou_dn_3: 0.4777 (0.4616) loss_giou_dn_4: 0.4768 (0.4609) loss_giou_dn_5: 0.4767 (0.4609) loss_giou_dn_pre: 0.6120 (0.5923) loss_giou_enc_0: 0.7120 (0.6784) loss_giou_pre: 0.6079 (0.5981) loss_ddf_aux_0: 0.0583 (0.0588) loss_ddf_aux_1: 0.0076 (0.0076) loss_ddf_aux_2: 0.0012 (0.0013) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2509 (0.2550) loss_ddf_dn_1: 0.0314 (0.0323) loss_ddf_dn_2: 0.0072 (0.0065) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6795 (0.6849) loss_vfl_aux_0: 0.7455 (0.7626) loss_vfl_aux_1: 0.7168 (0.7351) loss_vfl_aux_2: 0.6849 (0.7134) loss_vfl_aux_3: 0.6679 (0.6948) loss_vfl_aux_4: 0.6786 (0.6858) loss_vfl_dn_0: 0.4931 (0.4954) loss_vfl_dn_1: 0.4349 (0.4352) loss_vfl_dn_2: 0.4218 (0.4199) loss_vfl_dn_3: 0.4105 (0.4105) loss_vfl_dn_4: 0.4062 (0.4069) loss_vfl_dn_5: 0.4058 (0.4063) loss_vfl_dn_pre: 0.4937 (0.4962) loss_vfl_enc_0: 0.7428 (0.7604) loss_vfl_pre: 0.7454 (0.7661) time: 0.8575 data: 0.0254 max mem: 9097 Epoch: [23] [ 500/3696] eta: 0:53:43 lr: 0.000013 loss: 32.7386 (32.3501) loss_bbox: 0.1911 (0.1853) loss_bbox_aux_0: 0.2117 (0.1998) loss_bbox_aux_1: 0.1957 (0.1881) loss_bbox_aux_2: 0.1929 (0.1857) loss_bbox_aux_3: 0.1911 (0.1854) loss_bbox_aux_4: 0.1911 (0.1853) loss_bbox_dn_0: 0.2741 (0.2633) loss_bbox_dn_1: 0.2057 (0.1976) loss_bbox_dn_2: 0.1933 (0.1869) loss_bbox_dn_3: 0.1889 (0.1837) loss_bbox_dn_4: 0.1886 (0.1832) loss_bbox_dn_5: 0.1886 (0.1832) loss_bbox_dn_pre: 0.2822 (0.2687) loss_bbox_enc_0: 0.2481 (0.2396) loss_bbox_pre: 0.2103 (0.2000) loss_dfl: 0.9746 (0.9621) loss_fgl_aux_0: 1.0175 (0.9989) loss_fgl_aux_1: 0.9775 (0.9654) loss_fgl_aux_2: 0.9751 (0.9623) loss_fgl_aux_3: 0.9744 (0.9622) loss_fgl_aux_4: 0.9746 (0.9621) loss_fgl_dn_0: 1.0951 (1.0939) loss_fgl_dn_1: 1.0007 (0.9888) loss_fgl_dn_2: 0.9922 (0.9795) loss_fgl_dn_3: 0.9934 (0.9803) loss_fgl_dn_4: 0.9933 (0.9806) loss_fgl_dn_5: 0.9933 (0.9806) loss_giou: 0.5716 (0.5713) loss_giou_aux_0: 0.6045 (0.5980) loss_giou_aux_1: 0.5778 (0.5766) loss_giou_aux_2: 0.5702 (0.5720) loss_giou_aux_3: 0.5709 (0.5714) loss_giou_aux_4: 0.5714 (0.5713) loss_giou_dn_0: 0.5980 (0.5923) loss_giou_dn_1: 0.4802 (0.4813) loss_giou_dn_2: 0.4626 (0.4644) loss_giou_dn_3: 0.4576 (0.4600) loss_giou_dn_4: 0.4565 (0.4593) loss_giou_dn_5: 0.4566 (0.4593) loss_giou_dn_pre: 0.5970 (0.5912) loss_giou_enc_0: 0.6927 (0.6770) loss_giou_pre: 0.6023 (0.5963) loss_ddf_aux_0: 0.0580 (0.0592) loss_ddf_aux_1: 0.0071 (0.0076) loss_ddf_aux_2: 0.0013 (0.0013) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2443 (0.2551) loss_ddf_dn_1: 0.0305 (0.0323) loss_ddf_dn_2: 0.0060 (0.0065) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7076 (0.6872) loss_vfl_aux_0: 0.7659 (0.7642) loss_vfl_aux_1: 0.7477 (0.7374) loss_vfl_aux_2: 0.7467 (0.7167) loss_vfl_aux_3: 0.7155 (0.6980) loss_vfl_aux_4: 0.7144 (0.6884) loss_vfl_dn_0: 0.4985 (0.4958) loss_vfl_dn_1: 0.4343 (0.4352) loss_vfl_dn_2: 0.4136 (0.4198) loss_vfl_dn_3: 0.4081 (0.4105) loss_vfl_dn_4: 0.4035 (0.4069) loss_vfl_dn_5: 0.4030 (0.4062) loss_vfl_dn_pre: 0.4979 (0.4965) loss_vfl_enc_0: 0.7703 (0.7626) loss_vfl_pre: 0.7689 (0.7675) time: 0.7434 data: 0.0289 max mem: 9097 Epoch: [23] [ 600/3696] eta: 0:49:55 lr: 0.000013 loss: 32.7957 (32.3573) loss_bbox: 0.1870 (0.1851) loss_bbox_aux_0: 0.1914 (0.1995) loss_bbox_aux_1: 0.1778 (0.1879) loss_bbox_aux_2: 0.1859 (0.1856) loss_bbox_aux_3: 0.1868 (0.1852) loss_bbox_aux_4: 0.1869 (0.1851) loss_bbox_dn_0: 0.2490 (0.2624) loss_bbox_dn_1: 0.1893 (0.1968) loss_bbox_dn_2: 0.1814 (0.1864) loss_bbox_dn_3: 0.1821 (0.1832) loss_bbox_dn_4: 0.1824 (0.1827) loss_bbox_dn_5: 0.1823 (0.1827) loss_bbox_dn_pre: 0.2515 (0.2677) loss_bbox_enc_0: 0.2293 (0.2392) loss_bbox_pre: 0.1922 (0.1998) loss_dfl: 0.9731 (0.9634) loss_fgl_aux_0: 1.0079 (0.9997) loss_fgl_aux_1: 0.9806 (0.9665) loss_fgl_aux_2: 0.9739 (0.9635) loss_fgl_aux_3: 0.9732 (0.9634) loss_fgl_aux_4: 0.9732 (0.9634) loss_fgl_dn_0: 1.0955 (1.0944) loss_fgl_dn_1: 0.9981 (0.9892) loss_fgl_dn_2: 0.9908 (0.9801) loss_fgl_dn_3: 0.9916 (0.9809) loss_fgl_dn_4: 0.9917 (0.9812) loss_fgl_dn_5: 0.9916 (0.9812) loss_giou: 0.5589 (0.5717) loss_giou_aux_0: 0.5878 (0.5986) loss_giou_aux_1: 0.5675 (0.5771) loss_giou_aux_2: 0.5597 (0.5724) loss_giou_aux_3: 0.5577 (0.5718) loss_giou_aux_4: 0.5585 (0.5717) loss_giou_dn_0: 0.5940 (0.5929) loss_giou_dn_1: 0.4904 (0.4817) loss_giou_dn_2: 0.4732 (0.4647) loss_giou_dn_3: 0.4681 (0.4604) loss_giou_dn_4: 0.4664 (0.4597) loss_giou_dn_5: 0.4664 (0.4597) loss_giou_dn_pre: 0.5934 (0.5918) loss_giou_enc_0: 0.6760 (0.6777) loss_giou_pre: 0.5875 (0.5968) loss_ddf_aux_0: 0.0603 (0.0593) loss_ddf_aux_1: 0.0078 (0.0076) loss_ddf_aux_2: 0.0013 (0.0013) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2488 (0.2560) loss_ddf_dn_1: 0.0312 (0.0322) loss_ddf_dn_2: 0.0062 (0.0065) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7064 (0.6861) loss_vfl_aux_0: 0.7891 (0.7634) loss_vfl_aux_1: 0.7623 (0.7364) loss_vfl_aux_2: 0.7483 (0.7162) loss_vfl_aux_3: 0.7153 (0.6975) loss_vfl_aux_4: 0.7147 (0.6875) loss_vfl_dn_0: 0.4943 (0.4957) loss_vfl_dn_1: 0.4474 (0.4354) loss_vfl_dn_2: 0.4287 (0.4202) loss_vfl_dn_3: 0.4159 (0.4108) loss_vfl_dn_4: 0.4119 (0.4073) loss_vfl_dn_5: 0.4119 (0.4067) loss_vfl_dn_pre: 0.4958 (0.4964) loss_vfl_enc_0: 0.7894 (0.7620) loss_vfl_pre: 0.7958 (0.7667) time: 0.7435 data: 0.0331 max mem: 9097 Epoch: [23] [ 700/3696] eta: 0:46:44 lr: 0.000013 loss: 31.8955 (32.3802) loss_bbox: 0.1886 (0.1854) loss_bbox_aux_0: 0.1982 (0.1999) loss_bbox_aux_1: 0.1877 (0.1881) loss_bbox_aux_2: 0.1877 (0.1859) loss_bbox_aux_3: 0.1884 (0.1855) loss_bbox_aux_4: 0.1886 (0.1854) loss_bbox_dn_0: 0.2783 (0.2620) loss_bbox_dn_1: 0.2064 (0.1966) loss_bbox_dn_2: 0.1947 (0.1862) loss_bbox_dn_3: 0.1927 (0.1830) loss_bbox_dn_4: 0.1923 (0.1824) loss_bbox_dn_5: 0.1923 (0.1824) loss_bbox_dn_pre: 0.2893 (0.2673) loss_bbox_enc_0: 0.2429 (0.2397) loss_bbox_pre: 0.1999 (0.2002) loss_dfl: 0.9488 (0.9634) loss_fgl_aux_0: 1.0051 (1.0000) loss_fgl_aux_1: 0.9578 (0.9666) loss_fgl_aux_2: 0.9507 (0.9636) loss_fgl_aux_3: 0.9496 (0.9634) loss_fgl_aux_4: 0.9486 (0.9634) loss_fgl_dn_0: 1.0977 (1.0947) loss_fgl_dn_1: 0.9823 (0.9897) loss_fgl_dn_2: 0.9708 (0.9806) loss_fgl_dn_3: 0.9721 (0.9814) loss_fgl_dn_4: 0.9728 (0.9817) loss_fgl_dn_5: 0.9726 (0.9817) loss_giou: 0.5040 (0.5727) loss_giou_aux_0: 0.5327 (0.5999) loss_giou_aux_1: 0.5043 (0.5781) loss_giou_aux_2: 0.5028 (0.5734) loss_giou_aux_3: 0.5040 (0.5727) loss_giou_aux_4: 0.5041 (0.5727) loss_giou_dn_0: 0.5530 (0.5932) loss_giou_dn_1: 0.4387 (0.4818) loss_giou_dn_2: 0.4215 (0.4649) loss_giou_dn_3: 0.4186 (0.4605) loss_giou_dn_4: 0.4183 (0.4598) loss_giou_dn_5: 0.4181 (0.4598) loss_giou_dn_pre: 0.5531 (0.5921) loss_giou_enc_0: 0.6064 (0.6791) loss_giou_pre: 0.5311 (0.5981) loss_ddf_aux_0: 0.0672 (0.0601) loss_ddf_aux_1: 0.0085 (0.0076) loss_ddf_aux_2: 0.0015 (0.0013) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2762 (0.2566) loss_ddf_dn_1: 0.0367 (0.0323) loss_ddf_dn_2: 0.0069 (0.0065) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6953 (0.6871) loss_vfl_aux_0: 0.7740 (0.7642) loss_vfl_aux_1: 0.7293 (0.7371) loss_vfl_aux_2: 0.7123 (0.7173) loss_vfl_aux_3: 0.7097 (0.6985) loss_vfl_aux_4: 0.6971 (0.6887) loss_vfl_dn_0: 0.4971 (0.4956) loss_vfl_dn_1: 0.4329 (0.4354) loss_vfl_dn_2: 0.4177 (0.4202) loss_vfl_dn_3: 0.4082 (0.4109) loss_vfl_dn_4: 0.4039 (0.4074) loss_vfl_dn_5: 0.4054 (0.4068) loss_vfl_dn_pre: 0.4960 (0.4963) loss_vfl_enc_0: 0.7731 (0.7627) loss_vfl_pre: 0.7810 (0.7675) time: 0.7580 data: 0.0293 max mem: 9097 Epoch: [23] [ 800/3696] eta: 0:45:53 lr: 0.000013 loss: 32.3292 (32.3539) loss_bbox: 0.1733 (0.1847) loss_bbox_aux_0: 0.1877 (0.1993) loss_bbox_aux_1: 0.1744 (0.1875) loss_bbox_aux_2: 0.1741 (0.1852) loss_bbox_aux_3: 0.1734 (0.1848) loss_bbox_aux_4: 0.1733 (0.1847) loss_bbox_dn_0: 0.2457 (0.2612) loss_bbox_dn_1: 0.1855 (0.1960) loss_bbox_dn_2: 0.1802 (0.1856) loss_bbox_dn_3: 0.1777 (0.1824) loss_bbox_dn_4: 0.1770 (0.1818) loss_bbox_dn_5: 0.1770 (0.1818) loss_bbox_dn_pre: 0.2530 (0.2667) loss_bbox_enc_0: 0.2327 (0.2393) loss_bbox_pre: 0.1877 (0.1996) loss_dfl: 0.9732 (0.9623) loss_fgl_aux_0: 1.0112 (0.9991) loss_fgl_aux_1: 0.9742 (0.9655) loss_fgl_aux_2: 0.9732 (0.9625) loss_fgl_aux_3: 0.9734 (0.9624) loss_fgl_aux_4: 0.9730 (0.9623) loss_fgl_dn_0: 1.1055 (1.0945) loss_fgl_dn_1: 0.9908 (0.9893) loss_fgl_dn_2: 0.9801 (0.9802) loss_fgl_dn_3: 0.9803 (0.9810) loss_fgl_dn_4: 0.9808 (0.9813) loss_fgl_dn_5: 0.9807 (0.9813) loss_giou: 0.5280 (0.5735) loss_giou_aux_0: 0.5611 (0.6007) loss_giou_aux_1: 0.5358 (0.5789) loss_giou_aux_2: 0.5299 (0.5743) loss_giou_aux_3: 0.5279 (0.5736) loss_giou_aux_4: 0.5277 (0.5735) loss_giou_dn_0: 0.5729 (0.5928) loss_giou_dn_1: 0.4665 (0.4816) loss_giou_dn_2: 0.4524 (0.4647) loss_giou_dn_3: 0.4485 (0.4603) loss_giou_dn_4: 0.4490 (0.4596) loss_giou_dn_5: 0.4489 (0.4596) loss_giou_dn_pre: 0.5735 (0.5918) loss_giou_enc_0: 0.6425 (0.6799) loss_giou_pre: 0.5603 (0.5990) loss_ddf_aux_0: 0.0591 (0.0603) loss_ddf_aux_1: 0.0073 (0.0076) loss_ddf_aux_2: 0.0012 (0.0013) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2624 (0.2567) loss_ddf_dn_1: 0.0310 (0.0323) loss_ddf_dn_2: 0.0058 (0.0065) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6772 (0.6856) loss_vfl_aux_0: 0.7524 (0.7629) loss_vfl_aux_1: 0.7239 (0.7359) loss_vfl_aux_2: 0.7121 (0.7161) loss_vfl_aux_3: 0.6968 (0.6971) loss_vfl_aux_4: 0.6818 (0.6872) loss_vfl_dn_0: 0.4962 (0.4954) loss_vfl_dn_1: 0.4393 (0.4350) loss_vfl_dn_2: 0.4223 (0.4198) loss_vfl_dn_3: 0.4151 (0.4104) loss_vfl_dn_4: 0.4125 (0.4070) loss_vfl_dn_5: 0.4130 (0.4064) loss_vfl_dn_pre: 0.4966 (0.4961) loss_vfl_enc_0: 0.7476 (0.7613) loss_vfl_pre: 0.7571 (0.7661) time: 0.7412 data: 0.0288 max mem: 9097 Epoch: [23] [ 900/3696] eta: 0:43:14 lr: 0.000013 loss: 32.8677 (32.3855) loss_bbox: 0.1973 (0.1851) loss_bbox_aux_0: 0.2050 (0.1997) loss_bbox_aux_1: 0.1993 (0.1879) loss_bbox_aux_2: 0.1982 (0.1857) loss_bbox_aux_3: 0.1976 (0.1852) loss_bbox_aux_4: 0.1975 (0.1852) loss_bbox_dn_0: 0.2682 (0.2614) loss_bbox_dn_1: 0.2047 (0.1963) loss_bbox_dn_2: 0.1939 (0.1859) loss_bbox_dn_3: 0.1906 (0.1828) loss_bbox_dn_4: 0.1921 (0.1822) loss_bbox_dn_5: 0.1921 (0.1822) loss_bbox_dn_pre: 0.2729 (0.2668) loss_bbox_enc_0: 0.2411 (0.2396) loss_bbox_pre: 0.2057 (0.2000) loss_dfl: 0.9331 (0.9621) loss_fgl_aux_0: 0.9747 (0.9988) loss_fgl_aux_1: 0.9371 (0.9652) loss_fgl_aux_2: 0.9325 (0.9623) loss_fgl_aux_3: 0.9331 (0.9621) loss_fgl_aux_4: 0.9332 (0.9621) loss_fgl_dn_0: 1.0838 (1.0944) loss_fgl_dn_1: 0.9879 (0.9895) loss_fgl_dn_2: 0.9816 (0.9805) loss_fgl_dn_3: 0.9816 (0.9812) loss_fgl_dn_4: 0.9823 (0.9816) loss_fgl_dn_5: 0.9823 (0.9816) loss_giou: 0.6258 (0.5754) loss_giou_aux_0: 0.6486 (0.6026) loss_giou_aux_1: 0.6297 (0.5808) loss_giou_aux_2: 0.6254 (0.5761) loss_giou_aux_3: 0.6242 (0.5754) loss_giou_aux_4: 0.6254 (0.5753) loss_giou_dn_0: 0.6144 (0.5938) loss_giou_dn_1: 0.5099 (0.4828) loss_giou_dn_2: 0.4964 (0.4658) loss_giou_dn_3: 0.4925 (0.4615) loss_giou_dn_4: 0.4912 (0.4607) loss_giou_dn_5: 0.4913 (0.4607) loss_giou_dn_pre: 0.6128 (0.5927) loss_giou_enc_0: 0.7317 (0.6815) loss_giou_pre: 0.6451 (0.6008) loss_ddf_aux_0: 0.0592 (0.0606) loss_ddf_aux_1: 0.0078 (0.0076) loss_ddf_aux_2: 0.0015 (0.0013) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2507 (0.2564) loss_ddf_dn_1: 0.0332 (0.0323) loss_ddf_dn_2: 0.0066 (0.0065) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6890 (0.6861) loss_vfl_aux_0: 0.7355 (0.7632) loss_vfl_aux_1: 0.7399 (0.7369) loss_vfl_aux_2: 0.7084 (0.7166) loss_vfl_aux_3: 0.6957 (0.6972) loss_vfl_aux_4: 0.6932 (0.6874) loss_vfl_dn_0: 0.4938 (0.4956) loss_vfl_dn_1: 0.4322 (0.4350) loss_vfl_dn_2: 0.4189 (0.4199) loss_vfl_dn_3: 0.4117 (0.4106) loss_vfl_dn_4: 0.4075 (0.4072) loss_vfl_dn_5: 0.4084 (0.4066) loss_vfl_dn_pre: 0.4943 (0.4963) loss_vfl_enc_0: 0.7335 (0.7613) loss_vfl_pre: 0.7493 (0.7665) time: 0.7561 data: 0.0338 max mem: 9097 Epoch: [23] [1000/3696] eta: 0:40:54 lr: 0.000013 loss: 32.4948 (32.3725) loss_bbox: 0.1944 (0.1849) loss_bbox_aux_0: 0.2085 (0.1995) loss_bbox_aux_1: 0.1990 (0.1877) loss_bbox_aux_2: 0.1954 (0.1855) loss_bbox_aux_3: 0.1948 (0.1850) loss_bbox_aux_4: 0.1944 (0.1850) loss_bbox_dn_0: 0.2405 (0.2611) loss_bbox_dn_1: 0.1780 (0.1960) loss_bbox_dn_2: 0.1659 (0.1856) loss_bbox_dn_3: 0.1634 (0.1825) loss_bbox_dn_4: 0.1628 (0.1819) loss_bbox_dn_5: 0.1625 (0.1819) loss_bbox_dn_pre: 0.2442 (0.2665) loss_bbox_enc_0: 0.2468 (0.2394) loss_bbox_pre: 0.2087 (0.1997) loss_dfl: 0.9415 (0.9619) loss_fgl_aux_0: 0.9862 (0.9987) loss_fgl_aux_1: 0.9447 (0.9651) loss_fgl_aux_2: 0.9431 (0.9621) loss_fgl_aux_3: 0.9418 (0.9620) loss_fgl_aux_4: 0.9417 (0.9620) loss_fgl_dn_0: 1.0999 (1.0946) loss_fgl_dn_1: 0.9817 (0.9895) loss_fgl_dn_2: 0.9731 (0.9804) loss_fgl_dn_3: 0.9725 (0.9812) loss_fgl_dn_4: 0.9730 (0.9815) loss_fgl_dn_5: 0.9730 (0.9815) loss_giou: 0.5600 (0.5751) loss_giou_aux_0: 0.5904 (0.6023) loss_giou_aux_1: 0.5679 (0.5805) loss_giou_aux_2: 0.5633 (0.5759) loss_giou_aux_3: 0.5609 (0.5752) loss_giou_aux_4: 0.5601 (0.5751) loss_giou_dn_0: 0.5619 (0.5937) loss_giou_dn_1: 0.4526 (0.4825) loss_giou_dn_2: 0.4341 (0.4656) loss_giou_dn_3: 0.4287 (0.4612) loss_giou_dn_4: 0.4279 (0.4605) loss_giou_dn_5: 0.4278 (0.4605) loss_giou_dn_pre: 0.5574 (0.5927) loss_giou_enc_0: 0.6711 (0.6812) loss_giou_pre: 0.5895 (0.6005) loss_ddf_aux_0: 0.0587 (0.0605) loss_ddf_aux_1: 0.0070 (0.0076) loss_ddf_aux_2: 0.0012 (0.0013) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2651 (0.2569) loss_ddf_dn_1: 0.0296 (0.0322) loss_ddf_dn_2: 0.0050 (0.0065) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6814 (0.6854) loss_vfl_aux_0: 0.7630 (0.7623) loss_vfl_aux_1: 0.7357 (0.7364) loss_vfl_aux_2: 0.7112 (0.7162) loss_vfl_aux_3: 0.6978 (0.6964) loss_vfl_aux_4: 0.6796 (0.6867) loss_vfl_dn_0: 0.4944 (0.4955) loss_vfl_dn_1: 0.4337 (0.4350) loss_vfl_dn_2: 0.4180 (0.4199) loss_vfl_dn_3: 0.4105 (0.4106) loss_vfl_dn_4: 0.4099 (0.4073) loss_vfl_dn_5: 0.4094 (0.4067) loss_vfl_dn_pre: 0.4942 (0.4963) loss_vfl_enc_0: 0.7725 (0.7608) loss_vfl_pre: 0.7682 (0.7655) time: 0.7555 data: 0.0308 max mem: 9097 Epoch: [23] [1100/3696] eta: 0:38:51 lr: 0.000013 loss: 32.0212 (32.3672) loss_bbox: 0.1776 (0.1850) loss_bbox_aux_0: 0.1941 (0.1995) loss_bbox_aux_1: 0.1801 (0.1877) loss_bbox_aux_2: 0.1771 (0.1855) loss_bbox_aux_3: 0.1777 (0.1851) loss_bbox_aux_4: 0.1775 (0.1850) loss_bbox_dn_0: 0.2552 (0.2610) loss_bbox_dn_1: 0.1863 (0.1959) loss_bbox_dn_2: 0.1774 (0.1855) loss_bbox_dn_3: 0.1747 (0.1824) loss_bbox_dn_4: 0.1743 (0.1819) loss_bbox_dn_5: 0.1746 (0.1819) loss_bbox_dn_pre: 0.2597 (0.2665) loss_bbox_enc_0: 0.2283 (0.2394) loss_bbox_pre: 0.1930 (0.1997) loss_dfl: 0.9660 (0.9620) loss_fgl_aux_0: 1.0043 (0.9987) loss_fgl_aux_1: 0.9701 (0.9651) loss_fgl_aux_2: 0.9657 (0.9622) loss_fgl_aux_3: 0.9660 (0.9620) loss_fgl_aux_4: 0.9661 (0.9620) loss_fgl_dn_0: 1.0904 (1.0946) loss_fgl_dn_1: 0.9982 (0.9896) loss_fgl_dn_2: 0.9895 (0.9805) loss_fgl_dn_3: 0.9917 (0.9813) loss_fgl_dn_4: 0.9922 (0.9817) loss_fgl_dn_5: 0.9922 (0.9817) loss_giou: 0.5588 (0.5748) loss_giou_aux_0: 0.5868 (0.6021) loss_giou_aux_1: 0.5667 (0.5802) loss_giou_aux_2: 0.5611 (0.5756) loss_giou_aux_3: 0.5586 (0.5749) loss_giou_aux_4: 0.5586 (0.5748) loss_giou_dn_0: 0.6071 (0.5937) loss_giou_dn_1: 0.4919 (0.4824) loss_giou_dn_2: 0.4751 (0.4655) loss_giou_dn_3: 0.4690 (0.4612) loss_giou_dn_4: 0.4679 (0.4604) loss_giou_dn_5: 0.4680 (0.4604) loss_giou_dn_pre: 0.6059 (0.5927) loss_giou_enc_0: 0.6466 (0.6810) loss_giou_pre: 0.5861 (0.6003) loss_ddf_aux_0: 0.0547 (0.0606) loss_ddf_aux_1: 0.0071 (0.0076) loss_ddf_aux_2: 0.0014 (0.0013) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2458 (0.2573) loss_ddf_dn_1: 0.0307 (0.0322) loss_ddf_dn_2: 0.0069 (0.0065) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6753 (0.6849) loss_vfl_aux_0: 0.7467 (0.7617) loss_vfl_aux_1: 0.7204 (0.7356) loss_vfl_aux_2: 0.7159 (0.7159) loss_vfl_aux_3: 0.6904 (0.6959) loss_vfl_aux_4: 0.6863 (0.6863) loss_vfl_dn_0: 0.4954 (0.4956) loss_vfl_dn_1: 0.4294 (0.4351) loss_vfl_dn_2: 0.4162 (0.4200) loss_vfl_dn_3: 0.4100 (0.4107) loss_vfl_dn_4: 0.4055 (0.4074) loss_vfl_dn_5: 0.4048 (0.4068) loss_vfl_dn_pre: 0.4962 (0.4963) loss_vfl_enc_0: 0.7501 (0.7600) loss_vfl_pre: 0.7510 (0.7649) time: 0.7555 data: 0.0276 max mem: 9097 Epoch: [23] [1200/3696] eta: 0:36:45 lr: 0.000013 loss: 32.1244 (32.3757) loss_bbox: 0.1860 (0.1855) loss_bbox_aux_0: 0.1950 (0.2000) loss_bbox_aux_1: 0.1885 (0.1882) loss_bbox_aux_2: 0.1868 (0.1860) loss_bbox_aux_3: 0.1860 (0.1856) loss_bbox_aux_4: 0.1860 (0.1855) loss_bbox_dn_0: 0.2758 (0.2610) loss_bbox_dn_1: 0.1992 (0.1959) loss_bbox_dn_2: 0.1882 (0.1855) loss_bbox_dn_3: 0.1860 (0.1823) loss_bbox_dn_4: 0.1843 (0.1818) loss_bbox_dn_5: 0.1843 (0.1818) loss_bbox_dn_pre: 0.2820 (0.2665) loss_bbox_enc_0: 0.2407 (0.2399) loss_bbox_pre: 0.1976 (0.2002) loss_dfl: 0.9629 (0.9625) loss_fgl_aux_0: 0.9978 (0.9992) loss_fgl_aux_1: 0.9653 (0.9655) loss_fgl_aux_2: 0.9638 (0.9626) loss_fgl_aux_3: 0.9632 (0.9625) loss_fgl_aux_4: 0.9633 (0.9625) loss_fgl_dn_0: 1.0995 (1.0947) loss_fgl_dn_1: 0.9889 (0.9900) loss_fgl_dn_2: 0.9793 (0.9809) loss_fgl_dn_3: 0.9769 (0.9817) loss_fgl_dn_4: 0.9769 (0.9821) loss_fgl_dn_5: 0.9769 (0.9821) loss_giou: 0.4998 (0.5749) loss_giou_aux_0: 0.5303 (0.6021) loss_giou_aux_1: 0.5120 (0.5803) loss_giou_aux_2: 0.5055 (0.5756) loss_giou_aux_3: 0.5008 (0.5749) loss_giou_aux_4: 0.4999 (0.5749) loss_giou_dn_0: 0.5733 (0.5938) loss_giou_dn_1: 0.4593 (0.4828) loss_giou_dn_2: 0.4448 (0.4659) loss_giou_dn_3: 0.4406 (0.4615) loss_giou_dn_4: 0.4401 (0.4608) loss_giou_dn_5: 0.4400 (0.4607) loss_giou_dn_pre: 0.5743 (0.5928) loss_giou_enc_0: 0.6152 (0.6811) loss_giou_pre: 0.5288 (0.6003) loss_ddf_aux_0: 0.0620 (0.0604) loss_ddf_aux_1: 0.0077 (0.0076) loss_ddf_aux_2: 0.0012 (0.0013) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2743 (0.2571) loss_ddf_dn_1: 0.0328 (0.0322) loss_ddf_dn_2: 0.0068 (0.0065) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6875 (0.6846) loss_vfl_aux_0: 0.7438 (0.7614) loss_vfl_aux_1: 0.7339 (0.7352) loss_vfl_aux_2: 0.7319 (0.7154) loss_vfl_aux_3: 0.6985 (0.6954) loss_vfl_aux_4: 0.6827 (0.6860) loss_vfl_dn_0: 0.4987 (0.4958) loss_vfl_dn_1: 0.4317 (0.4352) loss_vfl_dn_2: 0.4164 (0.4200) loss_vfl_dn_3: 0.4078 (0.4108) loss_vfl_dn_4: 0.4043 (0.4075) loss_vfl_dn_5: 0.4043 (0.4069) loss_vfl_dn_pre: 0.4982 (0.4965) loss_vfl_enc_0: 0.7782 (0.7598) loss_vfl_pre: 0.7454 (0.7647) time: 0.7326 data: 0.0256 max mem: 9097 Epoch: [23] [1300/3696] eta: 0:34:52 lr: 0.000013 loss: 32.3719 (32.3814) loss_bbox: 0.1852 (0.1857) loss_bbox_aux_0: 0.2042 (0.2002) loss_bbox_aux_1: 0.1880 (0.1885) loss_bbox_aux_2: 0.1858 (0.1862) loss_bbox_aux_3: 0.1855 (0.1858) loss_bbox_aux_4: 0.1853 (0.1857) loss_bbox_dn_0: 0.2473 (0.2612) loss_bbox_dn_1: 0.1896 (0.1960) loss_bbox_dn_2: 0.1784 (0.1856) loss_bbox_dn_3: 0.1756 (0.1825) loss_bbox_dn_4: 0.1756 (0.1819) loss_bbox_dn_5: 0.1756 (0.1819) loss_bbox_dn_pre: 0.2511 (0.2667) loss_bbox_enc_0: 0.2419 (0.2403) loss_bbox_pre: 0.2043 (0.2004) loss_dfl: 0.9545 (0.9622) loss_fgl_aux_0: 0.9946 (0.9991) loss_fgl_aux_1: 0.9592 (0.9653) loss_fgl_aux_2: 0.9550 (0.9624) loss_fgl_aux_3: 0.9556 (0.9622) loss_fgl_aux_4: 0.9547 (0.9622) loss_fgl_dn_0: 1.0883 (1.0947) loss_fgl_dn_1: 0.9841 (0.9898) loss_fgl_dn_2: 0.9707 (0.9807) loss_fgl_dn_3: 0.9719 (0.9815) loss_fgl_dn_4: 0.9715 (0.9818) loss_fgl_dn_5: 0.9715 (0.9818) loss_giou: 0.5485 (0.5750) loss_giou_aux_0: 0.5730 (0.6022) loss_giou_aux_1: 0.5473 (0.5804) loss_giou_aux_2: 0.5476 (0.5758) loss_giou_aux_3: 0.5484 (0.5751) loss_giou_aux_4: 0.5482 (0.5750) loss_giou_dn_0: 0.5845 (0.5940) loss_giou_dn_1: 0.4713 (0.4828) loss_giou_dn_2: 0.4532 (0.4659) loss_giou_dn_3: 0.4477 (0.4615) loss_giou_dn_4: 0.4458 (0.4608) loss_giou_dn_5: 0.4458 (0.4607) loss_giou_dn_pre: 0.5851 (0.5929) loss_giou_enc_0: 0.6573 (0.6813) loss_giou_pre: 0.5704 (0.6004) loss_ddf_aux_0: 0.0639 (0.0604) loss_ddf_aux_1: 0.0084 (0.0076) loss_ddf_aux_2: 0.0013 (0.0013) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2587 (0.2576) loss_ddf_dn_1: 0.0349 (0.0323) loss_ddf_dn_2: 0.0070 (0.0065) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6914 (0.6847) loss_vfl_aux_0: 0.7618 (0.7619) loss_vfl_aux_1: 0.7361 (0.7356) loss_vfl_aux_2: 0.7388 (0.7156) loss_vfl_aux_3: 0.7110 (0.6955) loss_vfl_aux_4: 0.6942 (0.6860) loss_vfl_dn_0: 0.4956 (0.4959) loss_vfl_dn_1: 0.4319 (0.4352) loss_vfl_dn_2: 0.4146 (0.4202) loss_vfl_dn_3: 0.4092 (0.4109) loss_vfl_dn_4: 0.4068 (0.4076) loss_vfl_dn_5: 0.4045 (0.4070) loss_vfl_dn_pre: 0.4968 (0.4966) loss_vfl_enc_0: 0.7621 (0.7601) loss_vfl_pre: 0.7626 (0.7651) time: 0.7519 data: 0.0256 max mem: 9097 Epoch: [23] [1400/3696] eta: 0:33:20 lr: 0.000013 loss: 32.7088 (32.3888) loss_bbox: 0.1870 (0.1856) loss_bbox_aux_0: 0.2016 (0.2001) loss_bbox_aux_1: 0.1920 (0.1884) loss_bbox_aux_2: 0.1875 (0.1861) loss_bbox_aux_3: 0.1870 (0.1857) loss_bbox_aux_4: 0.1871 (0.1857) loss_bbox_dn_0: 0.2627 (0.2608) loss_bbox_dn_1: 0.1969 (0.1957) loss_bbox_dn_2: 0.1862 (0.1854) loss_bbox_dn_3: 0.1830 (0.1822) loss_bbox_dn_4: 0.1835 (0.1817) loss_bbox_dn_5: 0.1836 (0.1817) loss_bbox_dn_pre: 0.2648 (0.2663) loss_bbox_enc_0: 0.2407 (0.2402) loss_bbox_pre: 0.2017 (0.2004) loss_dfl: 0.9670 (0.9620) loss_fgl_aux_0: 1.0159 (0.9989) loss_fgl_aux_1: 0.9701 (0.9651) loss_fgl_aux_2: 0.9673 (0.9622) loss_fgl_aux_3: 0.9668 (0.9620) loss_fgl_aux_4: 0.9667 (0.9620) loss_fgl_dn_0: 1.0946 (1.0946) loss_fgl_dn_1: 0.9941 (0.9900) loss_fgl_dn_2: 0.9885 (0.9809) loss_fgl_dn_3: 0.9896 (0.9817) loss_fgl_dn_4: 0.9895 (0.9820) loss_fgl_dn_5: 0.9895 (0.9821) loss_giou: 0.5642 (0.5764) loss_giou_aux_0: 0.5994 (0.6034) loss_giou_aux_1: 0.5718 (0.5818) loss_giou_aux_2: 0.5655 (0.5772) loss_giou_aux_3: 0.5629 (0.5764) loss_giou_aux_4: 0.5640 (0.5763) loss_giou_dn_0: 0.6009 (0.5946) loss_giou_dn_1: 0.4957 (0.4836) loss_giou_dn_2: 0.4740 (0.4667) loss_giou_dn_3: 0.4689 (0.4623) loss_giou_dn_4: 0.4677 (0.4615) loss_giou_dn_5: 0.4677 (0.4615) loss_giou_dn_pre: 0.6011 (0.5936) loss_giou_enc_0: 0.6830 (0.6827) loss_giou_pre: 0.5944 (0.6017) loss_ddf_aux_0: 0.0628 (0.0604) loss_ddf_aux_1: 0.0081 (0.0076) loss_ddf_aux_2: 0.0014 (0.0013) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2625 (0.2574) loss_ddf_dn_1: 0.0356 (0.0324) loss_ddf_dn_2: 0.0081 (0.0066) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6800 (0.6842) loss_vfl_aux_0: 0.7590 (0.7614) loss_vfl_aux_1: 0.7295 (0.7350) loss_vfl_aux_2: 0.7073 (0.7152) loss_vfl_aux_3: 0.7114 (0.6951) loss_vfl_aux_4: 0.6826 (0.6855) loss_vfl_dn_0: 0.4944 (0.4957) loss_vfl_dn_1: 0.4312 (0.4351) loss_vfl_dn_2: 0.4182 (0.4201) loss_vfl_dn_3: 0.4144 (0.4109) loss_vfl_dn_4: 0.4138 (0.4075) loss_vfl_dn_5: 0.4124 (0.4070) loss_vfl_dn_pre: 0.4955 (0.4963) loss_vfl_enc_0: 0.7628 (0.7593) loss_vfl_pre: 0.7604 (0.7646) time: 0.9177 data: 0.0225 max mem: 9097 Epoch: [23] [1500/3696] eta: 0:31:35 lr: 0.000013 loss: 32.1410 (32.3913) loss_bbox: 0.1794 (0.1856) loss_bbox_aux_0: 0.1979 (0.2000) loss_bbox_aux_1: 0.1834 (0.1884) loss_bbox_aux_2: 0.1799 (0.1861) loss_bbox_aux_3: 0.1795 (0.1857) loss_bbox_aux_4: 0.1795 (0.1856) loss_bbox_dn_0: 0.2681 (0.2606) loss_bbox_dn_1: 0.2000 (0.1957) loss_bbox_dn_2: 0.1878 (0.1854) loss_bbox_dn_3: 0.1839 (0.1822) loss_bbox_dn_4: 0.1833 (0.1817) loss_bbox_dn_5: 0.1832 (0.1817) loss_bbox_dn_pre: 0.2698 (0.2661) loss_bbox_enc_0: 0.2378 (0.2401) loss_bbox_pre: 0.1968 (0.2003) loss_dfl: 0.9796 (0.9620) loss_fgl_aux_0: 1.0248 (0.9988) loss_fgl_aux_1: 0.9847 (0.9651) loss_fgl_aux_2: 0.9796 (0.9622) loss_fgl_aux_3: 0.9797 (0.9620) loss_fgl_aux_4: 0.9797 (0.9620) loss_fgl_dn_0: 1.0918 (1.0946) loss_fgl_dn_1: 0.9884 (0.9901) loss_fgl_dn_2: 0.9837 (0.9810) loss_fgl_dn_3: 0.9821 (0.9818) loss_fgl_dn_4: 0.9825 (0.9821) loss_fgl_dn_5: 0.9826 (0.9822) loss_giou: 0.5686 (0.5767) loss_giou_aux_0: 0.6042 (0.6037) loss_giou_aux_1: 0.5782 (0.5821) loss_giou_aux_2: 0.5706 (0.5775) loss_giou_aux_3: 0.5688 (0.5768) loss_giou_aux_4: 0.5682 (0.5767) loss_giou_dn_0: 0.5955 (0.5948) loss_giou_dn_1: 0.4970 (0.4840) loss_giou_dn_2: 0.4714 (0.4670) loss_giou_dn_3: 0.4657 (0.4626) loss_giou_dn_4: 0.4650 (0.4618) loss_giou_dn_5: 0.4649 (0.4618) loss_giou_dn_pre: 0.5944 (0.5938) loss_giou_enc_0: 0.6824 (0.6829) loss_giou_pre: 0.6038 (0.6020) loss_ddf_aux_0: 0.0607 (0.0602) loss_ddf_aux_1: 0.0073 (0.0076) loss_ddf_aux_2: 0.0014 (0.0013) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2606 (0.2569) loss_ddf_dn_1: 0.0318 (0.0324) loss_ddf_dn_2: 0.0058 (0.0065) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6947 (0.6842) loss_vfl_aux_0: 0.7411 (0.7611) loss_vfl_aux_1: 0.7506 (0.7351) loss_vfl_aux_2: 0.7133 (0.7152) loss_vfl_aux_3: 0.6979 (0.6951) loss_vfl_aux_4: 0.6847 (0.6855) loss_vfl_dn_0: 0.4908 (0.4956) loss_vfl_dn_1: 0.4356 (0.4351) loss_vfl_dn_2: 0.4171 (0.4201) loss_vfl_dn_3: 0.4121 (0.4109) loss_vfl_dn_4: 0.4072 (0.4076) loss_vfl_dn_5: 0.4079 (0.4070) loss_vfl_dn_pre: 0.4913 (0.4962) loss_vfl_enc_0: 0.7531 (0.7589) loss_vfl_pre: 0.7404 (0.7642) time: 0.7530 data: 0.0288 max mem: 9097 Epoch: [23] [1600/3696] eta: 0:29:55 lr: 0.000013 loss: 31.9591 (32.3736) loss_bbox: 0.1741 (0.1850) loss_bbox_aux_0: 0.1878 (0.1995) loss_bbox_aux_1: 0.1751 (0.1878) loss_bbox_aux_2: 0.1743 (0.1855) loss_bbox_aux_3: 0.1744 (0.1851) loss_bbox_aux_4: 0.1742 (0.1850) loss_bbox_dn_0: 0.2399 (0.2602) loss_bbox_dn_1: 0.1815 (0.1954) loss_bbox_dn_2: 0.1743 (0.1850) loss_bbox_dn_3: 0.1720 (0.1818) loss_bbox_dn_4: 0.1709 (0.1813) loss_bbox_dn_5: 0.1710 (0.1813) loss_bbox_dn_pre: 0.2466 (0.2657) loss_bbox_enc_0: 0.2300 (0.2397) loss_bbox_pre: 0.1880 (0.1997) loss_dfl: 0.9683 (0.9620) loss_fgl_aux_0: 1.0080 (0.9989) loss_fgl_aux_1: 0.9727 (0.9651) loss_fgl_aux_2: 0.9705 (0.9621) loss_fgl_aux_3: 0.9684 (0.9620) loss_fgl_aux_4: 0.9682 (0.9620) loss_fgl_dn_0: 1.0972 (1.0947) loss_fgl_dn_1: 0.9910 (0.9900) loss_fgl_dn_2: 0.9824 (0.9810) loss_fgl_dn_3: 0.9846 (0.9817) loss_fgl_dn_4: 0.9849 (0.9821) loss_fgl_dn_5: 0.9850 (0.9821) loss_giou: 0.5448 (0.5762) loss_giou_aux_0: 0.5784 (0.6032) loss_giou_aux_1: 0.5472 (0.5816) loss_giou_aux_2: 0.5447 (0.5770) loss_giou_aux_3: 0.5435 (0.5763) loss_giou_aux_4: 0.5442 (0.5762) loss_giou_dn_0: 0.5870 (0.5944) loss_giou_dn_1: 0.4743 (0.4836) loss_giou_dn_2: 0.4549 (0.4666) loss_giou_dn_3: 0.4498 (0.4622) loss_giou_dn_4: 0.4474 (0.4615) loss_giou_dn_5: 0.4467 (0.4614) loss_giou_dn_pre: 0.5874 (0.5933) loss_giou_enc_0: 0.6727 (0.6828) loss_giou_pre: 0.5769 (0.6015) loss_ddf_aux_0: 0.0589 (0.0602) loss_ddf_aux_1: 0.0076 (0.0076) loss_ddf_aux_2: 0.0014 (0.0013) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2553 (0.2569) loss_ddf_dn_1: 0.0343 (0.0325) loss_ddf_dn_2: 0.0068 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6691 (0.6837) loss_vfl_aux_0: 0.7407 (0.7607) loss_vfl_aux_1: 0.7262 (0.7347) loss_vfl_aux_2: 0.6943 (0.7145) loss_vfl_aux_3: 0.6846 (0.6946) loss_vfl_aux_4: 0.6658 (0.6850) loss_vfl_dn_0: 0.4943 (0.4955) loss_vfl_dn_1: 0.4353 (0.4350) loss_vfl_dn_2: 0.4210 (0.4201) loss_vfl_dn_3: 0.4116 (0.4109) loss_vfl_dn_4: 0.4095 (0.4075) loss_vfl_dn_5: 0.4089 (0.4070) loss_vfl_dn_pre: 0.4941 (0.4962) loss_vfl_enc_0: 0.7374 (0.7587) loss_vfl_pre: 0.7451 (0.7639) time: 0.7447 data: 0.0277 max mem: 9097 Epoch: [23] [1700/3696] eta: 0:28:17 lr: 0.000013 loss: 32.7580 (32.3818) loss_bbox: 0.1814 (0.1851) loss_bbox_aux_0: 0.2030 (0.1996) loss_bbox_aux_1: 0.1840 (0.1879) loss_bbox_aux_2: 0.1820 (0.1856) loss_bbox_aux_3: 0.1809 (0.1852) loss_bbox_aux_4: 0.1813 (0.1851) loss_bbox_dn_0: 0.2549 (0.2603) loss_bbox_dn_1: 0.1944 (0.1955) loss_bbox_dn_2: 0.1839 (0.1850) loss_bbox_dn_3: 0.1821 (0.1819) loss_bbox_dn_4: 0.1809 (0.1813) loss_bbox_dn_5: 0.1807 (0.1813) loss_bbox_dn_pre: 0.2593 (0.2658) loss_bbox_enc_0: 0.2419 (0.2399) loss_bbox_pre: 0.2039 (0.1999) loss_dfl: 0.9572 (0.9622) loss_fgl_aux_0: 0.9893 (0.9993) loss_fgl_aux_1: 0.9608 (0.9653) loss_fgl_aux_2: 0.9573 (0.9624) loss_fgl_aux_3: 0.9570 (0.9622) loss_fgl_aux_4: 0.9573 (0.9622) loss_fgl_dn_0: 1.0872 (1.0948) loss_fgl_dn_1: 0.9867 (0.9901) loss_fgl_dn_2: 0.9802 (0.9810) loss_fgl_dn_3: 0.9808 (0.9818) loss_fgl_dn_4: 0.9811 (0.9822) loss_fgl_dn_5: 0.9809 (0.9822) loss_giou: 0.5700 (0.5761) loss_giou_aux_0: 0.6188 (0.6032) loss_giou_aux_1: 0.5830 (0.5815) loss_giou_aux_2: 0.5743 (0.5769) loss_giou_aux_3: 0.5691 (0.5762) loss_giou_aux_4: 0.5701 (0.5761) loss_giou_dn_0: 0.5991 (0.5944) loss_giou_dn_1: 0.4876 (0.4836) loss_giou_dn_2: 0.4711 (0.4665) loss_giou_dn_3: 0.4649 (0.4621) loss_giou_dn_4: 0.4633 (0.4614) loss_giou_dn_5: 0.4633 (0.4613) loss_giou_dn_pre: 0.5938 (0.5933) loss_giou_enc_0: 0.7077 (0.6828) loss_giou_pre: 0.6177 (0.6014) loss_ddf_aux_0: 0.0617 (0.0605) loss_ddf_aux_1: 0.0078 (0.0076) loss_ddf_aux_2: 0.0017 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2519 (0.2568) loss_ddf_dn_1: 0.0328 (0.0326) loss_ddf_dn_2: 0.0064 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6970 (0.6844) loss_vfl_aux_0: 0.7606 (0.7614) loss_vfl_aux_1: 0.7272 (0.7355) loss_vfl_aux_2: 0.7288 (0.7154) loss_vfl_aux_3: 0.7000 (0.6952) loss_vfl_aux_4: 0.6960 (0.6857) loss_vfl_dn_0: 0.4895 (0.4955) loss_vfl_dn_1: 0.4310 (0.4350) loss_vfl_dn_2: 0.4170 (0.4202) loss_vfl_dn_3: 0.4086 (0.4109) loss_vfl_dn_4: 0.4076 (0.4076) loss_vfl_dn_5: 0.4063 (0.4070) loss_vfl_dn_pre: 0.4898 (0.4961) loss_vfl_enc_0: 0.7648 (0.7591) loss_vfl_pre: 0.7652 (0.7645) time: 0.7511 data: 0.0247 max mem: 9097 Epoch: [23] [1800/3696] eta: 0:27:33 lr: 0.000013 loss: 32.1935 (32.3830) loss_bbox: 0.1695 (0.1852) loss_bbox_aux_0: 0.1804 (0.1997) loss_bbox_aux_1: 0.1710 (0.1880) loss_bbox_aux_2: 0.1689 (0.1858) loss_bbox_aux_3: 0.1695 (0.1853) loss_bbox_aux_4: 0.1694 (0.1853) loss_bbox_dn_0: 0.2495 (0.2605) loss_bbox_dn_1: 0.1948 (0.1957) loss_bbox_dn_2: 0.1877 (0.1853) loss_bbox_dn_3: 0.1833 (0.1821) loss_bbox_dn_4: 0.1821 (0.1816) loss_bbox_dn_5: 0.1821 (0.1816) loss_bbox_dn_pre: 0.2560 (0.2660) loss_bbox_enc_0: 0.2304 (0.2400) loss_bbox_pre: 0.1805 (0.2000) loss_dfl: 0.9776 (0.9624) loss_fgl_aux_0: 1.0085 (0.9994) loss_fgl_aux_1: 0.9762 (0.9654) loss_fgl_aux_2: 0.9767 (0.9625) loss_fgl_aux_3: 0.9768 (0.9624) loss_fgl_aux_4: 0.9777 (0.9624) loss_fgl_dn_0: 1.0995 (1.0948) loss_fgl_dn_1: 0.9937 (0.9902) loss_fgl_dn_2: 0.9861 (0.9812) loss_fgl_dn_3: 0.9872 (0.9819) loss_fgl_dn_4: 0.9876 (0.9823) loss_fgl_dn_5: 0.9877 (0.9823) loss_giou: 0.5631 (0.5760) loss_giou_aux_0: 0.5867 (0.6031) loss_giou_aux_1: 0.5681 (0.5814) loss_giou_aux_2: 0.5657 (0.5768) loss_giou_aux_3: 0.5631 (0.5761) loss_giou_aux_4: 0.5634 (0.5760) loss_giou_dn_0: 0.5910 (0.5944) loss_giou_dn_1: 0.4793 (0.4836) loss_giou_dn_2: 0.4661 (0.4666) loss_giou_dn_3: 0.4625 (0.4622) loss_giou_dn_4: 0.4618 (0.4614) loss_giou_dn_5: 0.4618 (0.4614) loss_giou_dn_pre: 0.5893 (0.5933) loss_giou_enc_0: 0.6645 (0.6826) loss_giou_pre: 0.5862 (0.6014) loss_ddf_aux_0: 0.0579 (0.0606) loss_ddf_aux_1: 0.0075 (0.0076) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2480 (0.2564) loss_ddf_dn_1: 0.0310 (0.0325) loss_ddf_dn_2: 0.0065 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6509 (0.6839) loss_vfl_aux_0: 0.7512 (0.7611) loss_vfl_aux_1: 0.7251 (0.7355) loss_vfl_aux_2: 0.6961 (0.7150) loss_vfl_aux_3: 0.6641 (0.6948) loss_vfl_aux_4: 0.6570 (0.6853) loss_vfl_dn_0: 0.4905 (0.4955) loss_vfl_dn_1: 0.4358 (0.4350) loss_vfl_dn_2: 0.4175 (0.4202) loss_vfl_dn_3: 0.4098 (0.4109) loss_vfl_dn_4: 0.4084 (0.4076) loss_vfl_dn_5: 0.4064 (0.4070) loss_vfl_dn_pre: 0.4915 (0.4962) loss_vfl_enc_0: 0.7451 (0.7591) loss_vfl_pre: 0.7499 (0.7642) time: 0.7184 data: 0.0265 max mem: 9097 Epoch: [23] [1900/3696] eta: 0:25:52 lr: 0.000013 loss: 32.4186 (32.3780) loss_bbox: 0.1820 (0.1850) loss_bbox_aux_0: 0.1899 (0.1995) loss_bbox_aux_1: 0.1835 (0.1878) loss_bbox_aux_2: 0.1826 (0.1856) loss_bbox_aux_3: 0.1820 (0.1851) loss_bbox_aux_4: 0.1819 (0.1851) loss_bbox_dn_0: 0.2330 (0.2599) loss_bbox_dn_1: 0.1764 (0.1952) loss_bbox_dn_2: 0.1663 (0.1849) loss_bbox_dn_3: 0.1621 (0.1817) loss_bbox_dn_4: 0.1617 (0.1812) loss_bbox_dn_5: 0.1617 (0.1812) loss_bbox_dn_pre: 0.2397 (0.2654) loss_bbox_enc_0: 0.2206 (0.2396) loss_bbox_pre: 0.1909 (0.1997) loss_dfl: 0.9658 (0.9625) loss_fgl_aux_0: 0.9977 (0.9994) loss_fgl_aux_1: 0.9680 (0.9655) loss_fgl_aux_2: 0.9664 (0.9626) loss_fgl_aux_3: 0.9657 (0.9625) loss_fgl_aux_4: 0.9656 (0.9625) loss_fgl_dn_0: 1.0967 (1.0948) loss_fgl_dn_1: 1.0033 (0.9904) loss_fgl_dn_2: 0.9933 (0.9813) loss_fgl_dn_3: 0.9930 (0.9821) loss_fgl_dn_4: 0.9932 (0.9824) loss_fgl_dn_5: 0.9931 (0.9825) loss_giou: 0.6122 (0.5763) loss_giou_aux_0: 0.6301 (0.6033) loss_giou_aux_1: 0.6200 (0.5817) loss_giou_aux_2: 0.6136 (0.5771) loss_giou_aux_3: 0.6125 (0.5764) loss_giou_aux_4: 0.6124 (0.5763) loss_giou_dn_0: 0.5992 (0.5945) loss_giou_dn_1: 0.4956 (0.4839) loss_giou_dn_2: 0.4809 (0.4669) loss_giou_dn_3: 0.4741 (0.4625) loss_giou_dn_4: 0.4730 (0.4617) loss_giou_dn_5: 0.4731 (0.4617) loss_giou_dn_pre: 0.5981 (0.5935) loss_giou_enc_0: 0.7066 (0.6829) loss_giou_pre: 0.6272 (0.6016) loss_ddf_aux_0: 0.0575 (0.0605) loss_ddf_aux_1: 0.0076 (0.0076) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2391 (0.2564) loss_ddf_dn_1: 0.0296 (0.0326) loss_ddf_dn_2: 0.0057 (0.0066) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6650 (0.6833) loss_vfl_aux_0: 0.7298 (0.7603) loss_vfl_aux_1: 0.7019 (0.7348) loss_vfl_aux_2: 0.6747 (0.7144) loss_vfl_aux_3: 0.6688 (0.6941) loss_vfl_aux_4: 0.6703 (0.6847) loss_vfl_dn_0: 0.4996 (0.4955) loss_vfl_dn_1: 0.4328 (0.4351) loss_vfl_dn_2: 0.4165 (0.4202) loss_vfl_dn_3: 0.4070 (0.4110) loss_vfl_dn_4: 0.4036 (0.4077) loss_vfl_dn_5: 0.4022 (0.4071) loss_vfl_dn_pre: 0.4998 (0.4961) loss_vfl_enc_0: 0.7400 (0.7584) loss_vfl_pre: 0.7293 (0.7634) time: 0.6958 data: 0.0257 max mem: 9097 Epoch: [23] [2000/3696] eta: 0:24:17 lr: 0.000013 loss: 32.7661 (32.3777) loss_bbox: 0.1708 (0.1851) loss_bbox_aux_0: 0.1799 (0.1995) loss_bbox_aux_1: 0.1705 (0.1879) loss_bbox_aux_2: 0.1713 (0.1856) loss_bbox_aux_3: 0.1708 (0.1852) loss_bbox_aux_4: 0.1708 (0.1851) loss_bbox_dn_0: 0.2249 (0.2600) loss_bbox_dn_1: 0.1678 (0.1953) loss_bbox_dn_2: 0.1621 (0.1849) loss_bbox_dn_3: 0.1594 (0.1818) loss_bbox_dn_4: 0.1589 (0.1812) loss_bbox_dn_5: 0.1587 (0.1812) loss_bbox_dn_pre: 0.2326 (0.2654) loss_bbox_enc_0: 0.2266 (0.2396) loss_bbox_pre: 0.1808 (0.1997) loss_dfl: 0.9650 (0.9625) loss_fgl_aux_0: 0.9944 (0.9994) loss_fgl_aux_1: 0.9693 (0.9655) loss_fgl_aux_2: 0.9672 (0.9626) loss_fgl_aux_3: 0.9652 (0.9625) loss_fgl_aux_4: 0.9650 (0.9625) loss_fgl_dn_0: 1.0920 (1.0948) loss_fgl_dn_1: 0.9959 (0.9903) loss_fgl_dn_2: 0.9897 (0.9813) loss_fgl_dn_3: 0.9894 (0.9821) loss_fgl_dn_4: 0.9897 (0.9824) loss_fgl_dn_5: 0.9897 (0.9824) loss_giou: 0.5997 (0.5763) loss_giou_aux_0: 0.6220 (0.6033) loss_giou_aux_1: 0.6060 (0.5817) loss_giou_aux_2: 0.5984 (0.5771) loss_giou_aux_3: 0.5995 (0.5764) loss_giou_aux_4: 0.5995 (0.5763) loss_giou_dn_0: 0.6143 (0.5945) loss_giou_dn_1: 0.5033 (0.4838) loss_giou_dn_2: 0.4855 (0.4669) loss_giou_dn_3: 0.4828 (0.4624) loss_giou_dn_4: 0.4822 (0.4617) loss_giou_dn_5: 0.4822 (0.4616) loss_giou_dn_pre: 0.6119 (0.5934) loss_giou_enc_0: 0.6836 (0.6828) loss_giou_pre: 0.6207 (0.6015) loss_ddf_aux_0: 0.0558 (0.0605) loss_ddf_aux_1: 0.0076 (0.0077) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2485 (0.2564) loss_ddf_dn_1: 0.0332 (0.0327) loss_ddf_dn_2: 0.0068 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6819 (0.6833) loss_vfl_aux_0: 0.7299 (0.7603) loss_vfl_aux_1: 0.7281 (0.7347) loss_vfl_aux_2: 0.7176 (0.7144) loss_vfl_aux_3: 0.6918 (0.6942) loss_vfl_aux_4: 0.6805 (0.6848) loss_vfl_dn_0: 0.4879 (0.4954) loss_vfl_dn_1: 0.4389 (0.4351) loss_vfl_dn_2: 0.4239 (0.4202) loss_vfl_dn_3: 0.4162 (0.4109) loss_vfl_dn_4: 0.4160 (0.4077) loss_vfl_dn_5: 0.4154 (0.4071) loss_vfl_dn_pre: 0.4874 (0.4961) loss_vfl_enc_0: 0.7433 (0.7582) loss_vfl_pre: 0.7274 (0.7633) time: 0.7578 data: 0.0301 max mem: 9097 Epoch: [23] [2100/3696] eta: 0:22:45 lr: 0.000013 loss: 32.8490 (32.3846) loss_bbox: 0.1850 (0.1850) loss_bbox_aux_0: 0.1976 (0.1995) loss_bbox_aux_1: 0.1889 (0.1878) loss_bbox_aux_2: 0.1856 (0.1856) loss_bbox_aux_3: 0.1857 (0.1851) loss_bbox_aux_4: 0.1850 (0.1851) loss_bbox_dn_0: 0.2575 (0.2601) loss_bbox_dn_1: 0.1875 (0.1954) loss_bbox_dn_2: 0.1789 (0.1850) loss_bbox_dn_3: 0.1783 (0.1818) loss_bbox_dn_4: 0.1773 (0.1813) loss_bbox_dn_5: 0.1772 (0.1813) loss_bbox_dn_pre: 0.2631 (0.2655) loss_bbox_enc_0: 0.2437 (0.2395) loss_bbox_pre: 0.1995 (0.1997) loss_dfl: 0.9515 (0.9626) loss_fgl_aux_0: 0.9958 (0.9995) loss_fgl_aux_1: 0.9523 (0.9657) loss_fgl_aux_2: 0.9522 (0.9628) loss_fgl_aux_3: 0.9515 (0.9626) loss_fgl_aux_4: 0.9519 (0.9626) loss_fgl_dn_0: 1.0970 (1.0948) loss_fgl_dn_1: 0.9929 (0.9903) loss_fgl_dn_2: 0.9809 (0.9813) loss_fgl_dn_3: 0.9823 (0.9821) loss_fgl_dn_4: 0.9827 (0.9824) loss_fgl_dn_5: 0.9828 (0.9824) loss_giou: 0.5996 (0.5762) loss_giou_aux_0: 0.6221 (0.6032) loss_giou_aux_1: 0.6046 (0.5816) loss_giou_aux_2: 0.5990 (0.5770) loss_giou_aux_3: 0.5992 (0.5763) loss_giou_aux_4: 0.5993 (0.5762) loss_giou_dn_0: 0.6030 (0.5944) loss_giou_dn_1: 0.4973 (0.4838) loss_giou_dn_2: 0.4716 (0.4668) loss_giou_dn_3: 0.4692 (0.4623) loss_giou_dn_4: 0.4697 (0.4616) loss_giou_dn_5: 0.4694 (0.4616) loss_giou_dn_pre: 0.6017 (0.5933) loss_giou_enc_0: 0.7063 (0.6829) loss_giou_pre: 0.6188 (0.6015) loss_ddf_aux_0: 0.0634 (0.0605) loss_ddf_aux_1: 0.0082 (0.0077) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2546 (0.2564) loss_ddf_dn_1: 0.0333 (0.0328) loss_ddf_dn_2: 0.0071 (0.0066) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6831 (0.6843) loss_vfl_aux_0: 0.7701 (0.7609) loss_vfl_aux_1: 0.7452 (0.7355) loss_vfl_aux_2: 0.7292 (0.7154) loss_vfl_aux_3: 0.6948 (0.6951) loss_vfl_aux_4: 0.6853 (0.6858) loss_vfl_dn_0: 0.4948 (0.4955) loss_vfl_dn_1: 0.4317 (0.4351) loss_vfl_dn_2: 0.4193 (0.4203) loss_vfl_dn_3: 0.4090 (0.4110) loss_vfl_dn_4: 0.4060 (0.4077) loss_vfl_dn_5: 0.4052 (0.4072) loss_vfl_dn_pre: 0.4946 (0.4961) loss_vfl_enc_0: 0.7562 (0.7586) loss_vfl_pre: 0.7756 (0.7639) time: 0.6999 data: 0.0227 max mem: 9097 Epoch: [23] [2200/3696] eta: 0:21:13 lr: 0.000013 loss: 32.3293 (32.3905) loss_bbox: 0.1827 (0.1850) loss_bbox_aux_0: 0.2018 (0.1994) loss_bbox_aux_1: 0.1839 (0.1878) loss_bbox_aux_2: 0.1814 (0.1855) loss_bbox_aux_3: 0.1819 (0.1851) loss_bbox_aux_4: 0.1826 (0.1850) loss_bbox_dn_0: 0.2759 (0.2603) loss_bbox_dn_1: 0.2018 (0.1956) loss_bbox_dn_2: 0.1943 (0.1852) loss_bbox_dn_3: 0.1926 (0.1820) loss_bbox_dn_4: 0.1914 (0.1815) loss_bbox_dn_5: 0.1914 (0.1815) loss_bbox_dn_pre: 0.2804 (0.2657) loss_bbox_enc_0: 0.2446 (0.2395) loss_bbox_pre: 0.2023 (0.1997) loss_dfl: 0.9810 (0.9631) loss_fgl_aux_0: 1.0242 (1.0000) loss_fgl_aux_1: 0.9875 (0.9662) loss_fgl_aux_2: 0.9819 (0.9633) loss_fgl_aux_3: 0.9815 (0.9632) loss_fgl_aux_4: 0.9811 (0.9632) loss_fgl_dn_0: 1.1020 (1.0949) loss_fgl_dn_1: 0.9924 (0.9905) loss_fgl_dn_2: 0.9827 (0.9815) loss_fgl_dn_3: 0.9826 (0.9823) loss_fgl_dn_4: 0.9831 (0.9826) loss_fgl_dn_5: 0.9832 (0.9826) loss_giou: 0.5279 (0.5757) loss_giou_aux_0: 0.5632 (0.6028) loss_giou_aux_1: 0.5318 (0.5812) loss_giou_aux_2: 0.5286 (0.5765) loss_giou_aux_3: 0.5273 (0.5758) loss_giou_aux_4: 0.5278 (0.5757) loss_giou_dn_0: 0.5931 (0.5944) loss_giou_dn_1: 0.4785 (0.4838) loss_giou_dn_2: 0.4604 (0.4668) loss_giou_dn_3: 0.4565 (0.4624) loss_giou_dn_4: 0.4557 (0.4616) loss_giou_dn_5: 0.4560 (0.4616) loss_giou_dn_pre: 0.5915 (0.5934) loss_giou_enc_0: 0.6422 (0.6824) loss_giou_pre: 0.5627 (0.6010) loss_ddf_aux_0: 0.0617 (0.0605) loss_ddf_aux_1: 0.0078 (0.0077) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2529 (0.2565) loss_ddf_dn_1: 0.0313 (0.0328) loss_ddf_dn_2: 0.0064 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6970 (0.6848) loss_vfl_aux_0: 0.7804 (0.7615) loss_vfl_aux_1: 0.7410 (0.7359) loss_vfl_aux_2: 0.7466 (0.7159) loss_vfl_aux_3: 0.7097 (0.6956) loss_vfl_aux_4: 0.6967 (0.6863) loss_vfl_dn_0: 0.5015 (0.4955) loss_vfl_dn_1: 0.4380 (0.4351) loss_vfl_dn_2: 0.4219 (0.4202) loss_vfl_dn_3: 0.4130 (0.4110) loss_vfl_dn_4: 0.4086 (0.4077) loss_vfl_dn_5: 0.4088 (0.4071) loss_vfl_dn_pre: 0.5021 (0.4962) loss_vfl_enc_0: 0.7945 (0.7589) loss_vfl_pre: 0.7860 (0.7645) time: 0.7515 data: 0.0336 max mem: 9097 Epoch: [23] [2300/3696] eta: 0:19:42 lr: 0.000013 loss: 32.6861 (32.3995) loss_bbox: 0.1767 (0.1851) loss_bbox_aux_0: 0.1939 (0.1995) loss_bbox_aux_1: 0.1780 (0.1879) loss_bbox_aux_2: 0.1766 (0.1856) loss_bbox_aux_3: 0.1767 (0.1852) loss_bbox_aux_4: 0.1767 (0.1851) loss_bbox_dn_0: 0.2527 (0.2604) loss_bbox_dn_1: 0.1934 (0.1957) loss_bbox_dn_2: 0.1848 (0.1853) loss_bbox_dn_3: 0.1828 (0.1821) loss_bbox_dn_4: 0.1836 (0.1816) loss_bbox_dn_5: 0.1835 (0.1816) loss_bbox_dn_pre: 0.2578 (0.2658) loss_bbox_enc_0: 0.2385 (0.2395) loss_bbox_pre: 0.1923 (0.1997) loss_dfl: 0.9526 (0.9630) loss_fgl_aux_0: 0.9828 (1.0000) loss_fgl_aux_1: 0.9569 (0.9660) loss_fgl_aux_2: 0.9538 (0.9631) loss_fgl_aux_3: 0.9528 (0.9630) loss_fgl_aux_4: 0.9526 (0.9630) loss_fgl_dn_0: 1.0935 (1.0948) loss_fgl_dn_1: 0.9973 (0.9906) loss_fgl_dn_2: 0.9857 (0.9816) loss_fgl_dn_3: 0.9848 (0.9823) loss_fgl_dn_4: 0.9850 (0.9827) loss_fgl_dn_5: 0.9850 (0.9827) loss_giou: 0.6063 (0.5765) loss_giou_aux_0: 0.6412 (0.6036) loss_giou_aux_1: 0.6136 (0.5819) loss_giou_aux_2: 0.6069 (0.5773) loss_giou_aux_3: 0.6059 (0.5765) loss_giou_aux_4: 0.6062 (0.5765) loss_giou_dn_0: 0.6220 (0.5949) loss_giou_dn_1: 0.5073 (0.4843) loss_giou_dn_2: 0.4893 (0.4673) loss_giou_dn_3: 0.4805 (0.4628) loss_giou_dn_4: 0.4793 (0.4621) loss_giou_dn_5: 0.4793 (0.4621) loss_giou_dn_pre: 0.6201 (0.5938) loss_giou_enc_0: 0.7315 (0.6831) loss_giou_pre: 0.6383 (0.6018) loss_ddf_aux_0: 0.0643 (0.0606) loss_ddf_aux_1: 0.0078 (0.0077) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2532 (0.2564) loss_ddf_dn_1: 0.0336 (0.0329) loss_ddf_dn_2: 0.0067 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6823 (0.6846) loss_vfl_aux_0: 0.7676 (0.7614) loss_vfl_aux_1: 0.7462 (0.7360) loss_vfl_aux_2: 0.7126 (0.7158) loss_vfl_aux_3: 0.6942 (0.6955) loss_vfl_aux_4: 0.6790 (0.6861) loss_vfl_dn_0: 0.4955 (0.4955) loss_vfl_dn_1: 0.4412 (0.4351) loss_vfl_dn_2: 0.4278 (0.4203) loss_vfl_dn_3: 0.4210 (0.4110) loss_vfl_dn_4: 0.4179 (0.4077) loss_vfl_dn_5: 0.4175 (0.4072) loss_vfl_dn_pre: 0.4960 (0.4961) loss_vfl_enc_0: 0.7334 (0.7585) loss_vfl_pre: 0.7694 (0.7644) time: 0.7550 data: 0.0293 max mem: 9097 Epoch: [23] [2400/3696] eta: 0:18:12 lr: 0.000013 loss: 32.5336 (32.4113) loss_bbox: 0.1820 (0.1852) loss_bbox_aux_0: 0.1920 (0.1996) loss_bbox_aux_1: 0.1846 (0.1880) loss_bbox_aux_2: 0.1828 (0.1858) loss_bbox_aux_3: 0.1822 (0.1853) loss_bbox_aux_4: 0.1821 (0.1853) loss_bbox_dn_0: 0.2638 (0.2603) loss_bbox_dn_1: 0.1933 (0.1957) loss_bbox_dn_2: 0.1834 (0.1853) loss_bbox_dn_3: 0.1790 (0.1822) loss_bbox_dn_4: 0.1770 (0.1816) loss_bbox_dn_5: 0.1773 (0.1816) loss_bbox_dn_pre: 0.2649 (0.2657) loss_bbox_enc_0: 0.2278 (0.2395) loss_bbox_pre: 0.1926 (0.1999) loss_dfl: 0.9839 (0.9630) loss_fgl_aux_0: 1.0168 (0.9999) loss_fgl_aux_1: 0.9860 (0.9660) loss_fgl_aux_2: 0.9837 (0.9631) loss_fgl_aux_3: 0.9838 (0.9630) loss_fgl_aux_4: 0.9839 (0.9630) loss_fgl_dn_0: 1.0985 (1.0948) loss_fgl_dn_1: 0.9859 (0.9908) loss_fgl_dn_2: 0.9806 (0.9818) loss_fgl_dn_3: 0.9812 (0.9826) loss_fgl_dn_4: 0.9810 (0.9829) loss_fgl_dn_5: 0.9811 (0.9829) loss_giou: 0.5482 (0.5775) loss_giou_aux_0: 0.5775 (0.6046) loss_giou_aux_1: 0.5578 (0.5830) loss_giou_aux_2: 0.5468 (0.5784) loss_giou_aux_3: 0.5474 (0.5776) loss_giou_aux_4: 0.5481 (0.5775) loss_giou_dn_0: 0.5803 (0.5954) loss_giou_dn_1: 0.4754 (0.4848) loss_giou_dn_2: 0.4561 (0.4678) loss_giou_dn_3: 0.4477 (0.4634) loss_giou_dn_4: 0.4471 (0.4626) loss_giou_dn_5: 0.4470 (0.4626) loss_giou_dn_pre: 0.5789 (0.5944) loss_giou_enc_0: 0.6502 (0.6840) loss_giou_pre: 0.5748 (0.6028) loss_ddf_aux_0: 0.0540 (0.0605) loss_ddf_aux_1: 0.0074 (0.0077) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2507 (0.2560) loss_ddf_dn_1: 0.0351 (0.0329) loss_ddf_dn_2: 0.0070 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6768 (0.6844) loss_vfl_aux_0: 0.7607 (0.7612) loss_vfl_aux_1: 0.7201 (0.7358) loss_vfl_aux_2: 0.7073 (0.7155) loss_vfl_aux_3: 0.6929 (0.6952) loss_vfl_aux_4: 0.6845 (0.6858) loss_vfl_dn_0: 0.4953 (0.4954) loss_vfl_dn_1: 0.4366 (0.4352) loss_vfl_dn_2: 0.4222 (0.4203) loss_vfl_dn_3: 0.4116 (0.4111) loss_vfl_dn_4: 0.4073 (0.4078) loss_vfl_dn_5: 0.4094 (0.4073) loss_vfl_dn_pre: 0.4965 (0.4961) loss_vfl_enc_0: 0.7646 (0.7584) loss_vfl_pre: 0.7637 (0.7642) time: 0.7545 data: 0.0292 max mem: 9097 Epoch: [23] [2500/3696] eta: 0:16:44 lr: 0.000013 loss: 32.6411 (32.4092) loss_bbox: 0.1794 (0.1850) loss_bbox_aux_0: 0.1950 (0.1995) loss_bbox_aux_1: 0.1812 (0.1878) loss_bbox_aux_2: 0.1791 (0.1855) loss_bbox_aux_3: 0.1794 (0.1851) loss_bbox_aux_4: 0.1795 (0.1851) loss_bbox_dn_0: 0.2601 (0.2602) loss_bbox_dn_1: 0.1977 (0.1956) loss_bbox_dn_2: 0.1873 (0.1852) loss_bbox_dn_3: 0.1776 (0.1821) loss_bbox_dn_4: 0.1749 (0.1815) loss_bbox_dn_5: 0.1749 (0.1815) loss_bbox_dn_pre: 0.2673 (0.2656) loss_bbox_enc_0: 0.2382 (0.2394) loss_bbox_pre: 0.1967 (0.1997) loss_dfl: 0.9531 (0.9630) loss_fgl_aux_0: 0.9836 (0.9999) loss_fgl_aux_1: 0.9535 (0.9660) loss_fgl_aux_2: 0.9518 (0.9631) loss_fgl_aux_3: 0.9531 (0.9630) loss_fgl_aux_4: 0.9526 (0.9630) loss_fgl_dn_0: 1.0975 (1.0948) loss_fgl_dn_1: 0.9946 (0.9908) loss_fgl_dn_2: 0.9844 (0.9818) loss_fgl_dn_3: 0.9855 (0.9826) loss_fgl_dn_4: 0.9854 (0.9830) loss_fgl_dn_5: 0.9854 (0.9830) loss_giou: 0.5800 (0.5774) loss_giou_aux_0: 0.6030 (0.6045) loss_giou_aux_1: 0.5879 (0.5828) loss_giou_aux_2: 0.5806 (0.5782) loss_giou_aux_3: 0.5817 (0.5774) loss_giou_aux_4: 0.5809 (0.5774) loss_giou_dn_0: 0.5773 (0.5953) loss_giou_dn_1: 0.4632 (0.4847) loss_giou_dn_2: 0.4470 (0.4677) loss_giou_dn_3: 0.4442 (0.4633) loss_giou_dn_4: 0.4445 (0.4626) loss_giou_dn_5: 0.4446 (0.4625) loss_giou_dn_pre: 0.5775 (0.5943) loss_giou_enc_0: 0.6796 (0.6839) loss_giou_pre: 0.6019 (0.6027) loss_ddf_aux_0: 0.0596 (0.0606) loss_ddf_aux_1: 0.0078 (0.0077) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2635 (0.2560) loss_ddf_dn_1: 0.0358 (0.0329) loss_ddf_dn_2: 0.0065 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6618 (0.6845) loss_vfl_aux_0: 0.7546 (0.7614) loss_vfl_aux_1: 0.7065 (0.7361) loss_vfl_aux_2: 0.6841 (0.7157) loss_vfl_aux_3: 0.6694 (0.6954) loss_vfl_aux_4: 0.6626 (0.6859) loss_vfl_dn_0: 0.4941 (0.4955) loss_vfl_dn_1: 0.4365 (0.4352) loss_vfl_dn_2: 0.4236 (0.4204) loss_vfl_dn_3: 0.4142 (0.4112) loss_vfl_dn_4: 0.4120 (0.4079) loss_vfl_dn_5: 0.4099 (0.4073) loss_vfl_dn_pre: 0.4944 (0.4961) loss_vfl_enc_0: 0.7453 (0.7585) loss_vfl_pre: 0.7555 (0.7644) time: 0.7517 data: 0.0323 max mem: 9097 Epoch: [23] [2600/3696] eta: 0:15:17 lr: 0.000013 loss: 32.9677 (32.4069) loss_bbox: 0.1958 (0.1851) loss_bbox_aux_0: 0.2112 (0.1995) loss_bbox_aux_1: 0.1973 (0.1879) loss_bbox_aux_2: 0.1969 (0.1856) loss_bbox_aux_3: 0.1954 (0.1852) loss_bbox_aux_4: 0.1957 (0.1851) loss_bbox_dn_0: 0.2668 (0.2601) loss_bbox_dn_1: 0.2030 (0.1955) loss_bbox_dn_2: 0.1904 (0.1852) loss_bbox_dn_3: 0.1870 (0.1820) loss_bbox_dn_4: 0.1857 (0.1815) loss_bbox_dn_5: 0.1857 (0.1815) loss_bbox_dn_pre: 0.2763 (0.2655) loss_bbox_enc_0: 0.2570 (0.2394) loss_bbox_pre: 0.2132 (0.1998) loss_dfl: 0.9654 (0.9630) loss_fgl_aux_0: 1.0002 (0.9999) loss_fgl_aux_1: 0.9687 (0.9661) loss_fgl_aux_2: 0.9657 (0.9632) loss_fgl_aux_3: 0.9653 (0.9630) loss_fgl_aux_4: 0.9653 (0.9630) loss_fgl_dn_0: 1.0919 (1.0946) loss_fgl_dn_1: 0.9964 (0.9907) loss_fgl_dn_2: 0.9845 (0.9817) loss_fgl_dn_3: 0.9834 (0.9825) loss_fgl_dn_4: 0.9840 (0.9828) loss_fgl_dn_5: 0.9839 (0.9828) loss_giou: 0.5514 (0.5772) loss_giou_aux_0: 0.5733 (0.6043) loss_giou_aux_1: 0.5543 (0.5827) loss_giou_aux_2: 0.5531 (0.5781) loss_giou_aux_3: 0.5518 (0.5773) loss_giou_aux_4: 0.5517 (0.5772) loss_giou_dn_0: 0.5806 (0.5952) loss_giou_dn_1: 0.4716 (0.4847) loss_giou_dn_2: 0.4549 (0.4677) loss_giou_dn_3: 0.4517 (0.4633) loss_giou_dn_4: 0.4510 (0.4625) loss_giou_dn_5: 0.4510 (0.4625) loss_giou_dn_pre: 0.5796 (0.5942) loss_giou_enc_0: 0.6455 (0.6836) loss_giou_pre: 0.5694 (0.6025) loss_ddf_aux_0: 0.0592 (0.0604) loss_ddf_aux_1: 0.0078 (0.0077) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2590 (0.2558) loss_ddf_dn_1: 0.0349 (0.0329) loss_ddf_dn_2: 0.0070 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7130 (0.6845) loss_vfl_aux_0: 0.7756 (0.7614) loss_vfl_aux_1: 0.7596 (0.7362) loss_vfl_aux_2: 0.7418 (0.7158) loss_vfl_aux_3: 0.7141 (0.6954) loss_vfl_aux_4: 0.7043 (0.6859) loss_vfl_dn_0: 0.4955 (0.4954) loss_vfl_dn_1: 0.4461 (0.4352) loss_vfl_dn_2: 0.4274 (0.4203) loss_vfl_dn_3: 0.4182 (0.4111) loss_vfl_dn_4: 0.4142 (0.4078) loss_vfl_dn_5: 0.4141 (0.4073) loss_vfl_dn_pre: 0.4970 (0.4961) loss_vfl_enc_0: 0.7830 (0.7586) loss_vfl_pre: 0.7782 (0.7644) time: 0.7347 data: 0.0250 max mem: 9097 Epoch: [23] [2700/3696] eta: 0:13:51 lr: 0.000013 loss: 32.0668 (32.4072) loss_bbox: 0.1793 (0.1851) loss_bbox_aux_0: 0.1933 (0.1995) loss_bbox_aux_1: 0.1829 (0.1880) loss_bbox_aux_2: 0.1792 (0.1857) loss_bbox_aux_3: 0.1789 (0.1852) loss_bbox_aux_4: 0.1791 (0.1852) loss_bbox_dn_0: 0.2552 (0.2599) loss_bbox_dn_1: 0.1884 (0.1954) loss_bbox_dn_2: 0.1795 (0.1851) loss_bbox_dn_3: 0.1763 (0.1819) loss_bbox_dn_4: 0.1759 (0.1814) loss_bbox_dn_5: 0.1760 (0.1814) loss_bbox_dn_pre: 0.2614 (0.2654) loss_bbox_enc_0: 0.2326 (0.2394) loss_bbox_pre: 0.1936 (0.1998) loss_dfl: 0.9681 (0.9629) loss_fgl_aux_0: 1.0032 (0.9997) loss_fgl_aux_1: 0.9719 (0.9659) loss_fgl_aux_2: 0.9687 (0.9630) loss_fgl_aux_3: 0.9685 (0.9629) loss_fgl_aux_4: 0.9684 (0.9629) loss_fgl_dn_0: 1.0901 (1.0946) loss_fgl_dn_1: 0.9860 (0.9907) loss_fgl_dn_2: 0.9778 (0.9817) loss_fgl_dn_3: 0.9792 (0.9825) loss_fgl_dn_4: 0.9791 (0.9828) loss_fgl_dn_5: 0.9792 (0.9828) loss_giou: 0.5514 (0.5777) loss_giou_aux_0: 0.5707 (0.6047) loss_giou_aux_1: 0.5529 (0.5832) loss_giou_aux_2: 0.5499 (0.5785) loss_giou_aux_3: 0.5518 (0.5778) loss_giou_aux_4: 0.5518 (0.5777) loss_giou_dn_0: 0.5820 (0.5954) loss_giou_dn_1: 0.4784 (0.4848) loss_giou_dn_2: 0.4589 (0.4678) loss_giou_dn_3: 0.4512 (0.4634) loss_giou_dn_4: 0.4511 (0.4626) loss_giou_dn_5: 0.4511 (0.4626) loss_giou_dn_pre: 0.5829 (0.5943) loss_giou_enc_0: 0.6627 (0.6841) loss_giou_pre: 0.5705 (0.6029) loss_ddf_aux_0: 0.0567 (0.0604) loss_ddf_aux_1: 0.0074 (0.0077) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2527 (0.2557) loss_ddf_dn_1: 0.0323 (0.0329) loss_ddf_dn_2: 0.0064 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6734 (0.6842) loss_vfl_aux_0: 0.7518 (0.7611) loss_vfl_aux_1: 0.7379 (0.7360) loss_vfl_aux_2: 0.7021 (0.7155) loss_vfl_aux_3: 0.6949 (0.6951) loss_vfl_aux_4: 0.6782 (0.6857) loss_vfl_dn_0: 0.4937 (0.4954) loss_vfl_dn_1: 0.4272 (0.4351) loss_vfl_dn_2: 0.4141 (0.4203) loss_vfl_dn_3: 0.4050 (0.4111) loss_vfl_dn_4: 0.4018 (0.4078) loss_vfl_dn_5: 0.4009 (0.4072) loss_vfl_dn_pre: 0.4947 (0.4961) loss_vfl_enc_0: 0.7653 (0.7583) loss_vfl_pre: 0.7472 (0.7641) time: 0.9394 data: 0.0313 max mem: 9097 Epoch: [23] [2800/3696] eta: 0:12:25 lr: 0.000013 loss: 32.3092 (32.4079) loss_bbox: 0.1754 (0.1853) loss_bbox_aux_0: 0.1830 (0.1997) loss_bbox_aux_1: 0.1724 (0.1881) loss_bbox_aux_2: 0.1742 (0.1858) loss_bbox_aux_3: 0.1752 (0.1854) loss_bbox_aux_4: 0.1754 (0.1853) loss_bbox_dn_0: 0.2534 (0.2600) loss_bbox_dn_1: 0.1896 (0.1954) loss_bbox_dn_2: 0.1793 (0.1851) loss_bbox_dn_3: 0.1760 (0.1819) loss_bbox_dn_4: 0.1733 (0.1814) loss_bbox_dn_5: 0.1731 (0.1814) loss_bbox_dn_pre: 0.2538 (0.2654) loss_bbox_enc_0: 0.2248 (0.2396) loss_bbox_pre: 0.1830 (0.2000) loss_dfl: 0.9577 (0.9628) loss_fgl_aux_0: 1.0042 (0.9996) loss_fgl_aux_1: 0.9635 (0.9659) loss_fgl_aux_2: 0.9571 (0.9629) loss_fgl_aux_3: 0.9580 (0.9628) loss_fgl_aux_4: 0.9579 (0.9628) loss_fgl_dn_0: 1.0957 (1.0946) loss_fgl_dn_1: 0.9901 (0.9906) loss_fgl_dn_2: 0.9803 (0.9816) loss_fgl_dn_3: 0.9808 (0.9824) loss_fgl_dn_4: 0.9813 (0.9827) loss_fgl_dn_5: 0.9812 (0.9827) loss_giou: 0.5538 (0.5775) loss_giou_aux_0: 0.5863 (0.6045) loss_giou_aux_1: 0.5602 (0.5830) loss_giou_aux_2: 0.5560 (0.5783) loss_giou_aux_3: 0.5544 (0.5776) loss_giou_aux_4: 0.5542 (0.5775) loss_giou_dn_0: 0.5820 (0.5952) loss_giou_dn_1: 0.4781 (0.4846) loss_giou_dn_2: 0.4656 (0.4676) loss_giou_dn_3: 0.4632 (0.4632) loss_giou_dn_4: 0.4624 (0.4624) loss_giou_dn_5: 0.4625 (0.4624) loss_giou_dn_pre: 0.5811 (0.5941) loss_giou_enc_0: 0.6642 (0.6839) loss_giou_pre: 0.5838 (0.6028) loss_ddf_aux_0: 0.0588 (0.0604) loss_ddf_aux_1: 0.0076 (0.0077) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2480 (0.2558) loss_ddf_dn_1: 0.0314 (0.0330) loss_ddf_dn_2: 0.0070 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6791 (0.6846) loss_vfl_aux_0: 0.7406 (0.7613) loss_vfl_aux_1: 0.7322 (0.7364) loss_vfl_aux_2: 0.6929 (0.7157) loss_vfl_aux_3: 0.6873 (0.6954) loss_vfl_aux_4: 0.6804 (0.6860) loss_vfl_dn_0: 0.4929 (0.4955) loss_vfl_dn_1: 0.4350 (0.4351) loss_vfl_dn_2: 0.4197 (0.4203) loss_vfl_dn_3: 0.4076 (0.4111) loss_vfl_dn_4: 0.4053 (0.4078) loss_vfl_dn_5: 0.4050 (0.4072) loss_vfl_dn_pre: 0.4944 (0.4961) loss_vfl_enc_0: 0.7609 (0.7588) loss_vfl_pre: 0.7484 (0.7643) time: 0.7413 data: 0.0282 max mem: 9097 Epoch: [23] [2900/3696] eta: 0:10:59 lr: 0.000013 loss: 32.7212 (32.4162) loss_bbox: 0.1836 (0.1856) loss_bbox_aux_0: 0.1968 (0.2000) loss_bbox_aux_1: 0.1886 (0.1884) loss_bbox_aux_2: 0.1843 (0.1861) loss_bbox_aux_3: 0.1832 (0.1857) loss_bbox_aux_4: 0.1835 (0.1856) loss_bbox_dn_0: 0.2496 (0.2601) loss_bbox_dn_1: 0.1937 (0.1955) loss_bbox_dn_2: 0.1846 (0.1852) loss_bbox_dn_3: 0.1791 (0.1820) loss_bbox_dn_4: 0.1776 (0.1815) loss_bbox_dn_5: 0.1776 (0.1815) loss_bbox_dn_pre: 0.2542 (0.2655) loss_bbox_enc_0: 0.2253 (0.2399) loss_bbox_pre: 0.1942 (0.2002) loss_dfl: 0.9652 (0.9627) loss_fgl_aux_0: 0.9915 (0.9995) loss_fgl_aux_1: 0.9684 (0.9658) loss_fgl_aux_2: 0.9659 (0.9629) loss_fgl_aux_3: 0.9647 (0.9628) loss_fgl_aux_4: 0.9650 (0.9627) loss_fgl_dn_0: 1.0934 (1.0945) loss_fgl_dn_1: 0.9864 (0.9906) loss_fgl_dn_2: 0.9777 (0.9816) loss_fgl_dn_3: 0.9780 (0.9824) loss_fgl_dn_4: 0.9782 (0.9827) loss_fgl_dn_5: 0.9782 (0.9827) loss_giou: 0.5740 (0.5780) loss_giou_aux_0: 0.5984 (0.6050) loss_giou_aux_1: 0.5764 (0.5835) loss_giou_aux_2: 0.5766 (0.5788) loss_giou_aux_3: 0.5759 (0.5781) loss_giou_aux_4: 0.5744 (0.5780) loss_giou_dn_0: 0.6100 (0.5954) loss_giou_dn_1: 0.5006 (0.4849) loss_giou_dn_2: 0.4797 (0.4679) loss_giou_dn_3: 0.4778 (0.4635) loss_giou_dn_4: 0.4759 (0.4627) loss_giou_dn_5: 0.4757 (0.4627) loss_giou_dn_pre: 0.6086 (0.5944) loss_giou_enc_0: 0.6755 (0.6845) loss_giou_pre: 0.5947 (0.6032) loss_ddf_aux_0: 0.0568 (0.0604) loss_ddf_aux_1: 0.0075 (0.0077) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2477 (0.2559) loss_ddf_dn_1: 0.0312 (0.0330) loss_ddf_dn_2: 0.0063 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6923 (0.6846) loss_vfl_aux_0: 0.7579 (0.7613) loss_vfl_aux_1: 0.7374 (0.7363) loss_vfl_aux_2: 0.7200 (0.7157) loss_vfl_aux_3: 0.6963 (0.6954) loss_vfl_aux_4: 0.6998 (0.6861) loss_vfl_dn_0: 0.4937 (0.4955) loss_vfl_dn_1: 0.4300 (0.4352) loss_vfl_dn_2: 0.4178 (0.4203) loss_vfl_dn_3: 0.4105 (0.4111) loss_vfl_dn_4: 0.4083 (0.4078) loss_vfl_dn_5: 0.4080 (0.4073) loss_vfl_dn_pre: 0.4940 (0.4961) loss_vfl_enc_0: 0.7689 (0.7586) loss_vfl_pre: 0.7659 (0.7643) time: 0.7592 data: 0.0299 max mem: 9097 Epoch: [23] [3000/3696] eta: 0:09:34 lr: 0.000013 loss: 32.5248 (32.4254) loss_bbox: 0.1866 (0.1857) loss_bbox_aux_0: 0.2001 (0.2001) loss_bbox_aux_1: 0.1917 (0.1885) loss_bbox_aux_2: 0.1867 (0.1862) loss_bbox_aux_3: 0.1864 (0.1858) loss_bbox_aux_4: 0.1865 (0.1857) loss_bbox_dn_0: 0.2502 (0.2603) loss_bbox_dn_1: 0.1968 (0.1956) loss_bbox_dn_2: 0.1893 (0.1853) loss_bbox_dn_3: 0.1880 (0.1821) loss_bbox_dn_4: 0.1876 (0.1816) loss_bbox_dn_5: 0.1875 (0.1816) loss_bbox_dn_pre: 0.2568 (0.2657) loss_bbox_enc_0: 0.2358 (0.2400) loss_bbox_pre: 0.2025 (0.2004) loss_dfl: 0.9577 (0.9627) loss_fgl_aux_0: 0.9930 (0.9993) loss_fgl_aux_1: 0.9595 (0.9657) loss_fgl_aux_2: 0.9574 (0.9628) loss_fgl_aux_3: 0.9577 (0.9627) loss_fgl_aux_4: 0.9576 (0.9627) loss_fgl_dn_0: 1.0884 (1.0945) loss_fgl_dn_1: 0.9941 (0.9905) loss_fgl_dn_2: 0.9841 (0.9816) loss_fgl_dn_3: 0.9864 (0.9824) loss_fgl_dn_4: 0.9867 (0.9827) loss_fgl_dn_5: 0.9867 (0.9827) loss_giou: 0.5713 (0.5783) loss_giou_aux_0: 0.5941 (0.6054) loss_giou_aux_1: 0.5802 (0.5838) loss_giou_aux_2: 0.5749 (0.5792) loss_giou_aux_3: 0.5715 (0.5784) loss_giou_aux_4: 0.5708 (0.5783) loss_giou_dn_0: 0.5826 (0.5958) loss_giou_dn_1: 0.4662 (0.4852) loss_giou_dn_2: 0.4521 (0.4682) loss_giou_dn_3: 0.4475 (0.4638) loss_giou_dn_4: 0.4466 (0.4630) loss_giou_dn_5: 0.4466 (0.4630) loss_giou_dn_pre: 0.5839 (0.5948) loss_giou_enc_0: 0.6901 (0.6848) loss_giou_pre: 0.5926 (0.6036) loss_ddf_aux_0: 0.0587 (0.0603) loss_ddf_aux_1: 0.0082 (0.0077) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2372 (0.2557) loss_ddf_dn_1: 0.0323 (0.0330) loss_ddf_dn_2: 0.0067 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6733 (0.6851) loss_vfl_aux_0: 0.7520 (0.7616) loss_vfl_aux_1: 0.7222 (0.7367) loss_vfl_aux_2: 0.6997 (0.7161) loss_vfl_aux_3: 0.6837 (0.6958) loss_vfl_aux_4: 0.6721 (0.6865) loss_vfl_dn_0: 0.5004 (0.4955) loss_vfl_dn_1: 0.4443 (0.4353) loss_vfl_dn_2: 0.4244 (0.4204) loss_vfl_dn_3: 0.4116 (0.4112) loss_vfl_dn_4: 0.4094 (0.4079) loss_vfl_dn_5: 0.4084 (0.4073) loss_vfl_dn_pre: 0.4995 (0.4962) loss_vfl_enc_0: 0.7682 (0.7587) loss_vfl_pre: 0.7505 (0.7646) time: 0.7580 data: 0.0320 max mem: 9097 Epoch: [23] [3100/3696] eta: 0:08:12 lr: 0.000013 loss: 32.0318 (32.4269) loss_bbox: 0.1748 (0.1859) loss_bbox_aux_0: 0.1865 (0.2003) loss_bbox_aux_1: 0.1769 (0.1888) loss_bbox_aux_2: 0.1763 (0.1864) loss_bbox_aux_3: 0.1754 (0.1860) loss_bbox_aux_4: 0.1749 (0.1859) loss_bbox_dn_0: 0.2479 (0.2605) loss_bbox_dn_1: 0.1860 (0.1958) loss_bbox_dn_2: 0.1780 (0.1855) loss_bbox_dn_3: 0.1767 (0.1823) loss_bbox_dn_4: 0.1771 (0.1818) loss_bbox_dn_5: 0.1772 (0.1817) loss_bbox_dn_pre: 0.2520 (0.2659) loss_bbox_enc_0: 0.2258 (0.2403) loss_bbox_pre: 0.1870 (0.2006) loss_dfl: 0.9816 (0.9627) loss_fgl_aux_0: 1.0175 (0.9994) loss_fgl_aux_1: 0.9878 (0.9658) loss_fgl_aux_2: 0.9819 (0.9628) loss_fgl_aux_3: 0.9819 (0.9627) loss_fgl_aux_4: 0.9817 (0.9627) loss_fgl_dn_0: 1.1071 (1.0945) loss_fgl_dn_1: 0.9992 (0.9905) loss_fgl_dn_2: 0.9887 (0.9815) loss_fgl_dn_3: 0.9897 (0.9823) loss_fgl_dn_4: 0.9896 (0.9827) loss_fgl_dn_5: 0.9897 (0.9827) loss_giou: 0.5131 (0.5779) loss_giou_aux_0: 0.5446 (0.6049) loss_giou_aux_1: 0.5215 (0.5834) loss_giou_aux_2: 0.5188 (0.5787) loss_giou_aux_3: 0.5138 (0.5780) loss_giou_aux_4: 0.5133 (0.5779) loss_giou_dn_0: 0.5502 (0.5956) loss_giou_dn_1: 0.4437 (0.4849) loss_giou_dn_2: 0.4234 (0.4679) loss_giou_dn_3: 0.4215 (0.4635) loss_giou_dn_4: 0.4222 (0.4627) loss_giou_dn_5: 0.4222 (0.4627) loss_giou_dn_pre: 0.5509 (0.5945) loss_giou_enc_0: 0.6148 (0.6843) loss_giou_pre: 0.5449 (0.6031) loss_ddf_aux_0: 0.0567 (0.0603) loss_ddf_aux_1: 0.0075 (0.0077) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2526 (0.2557) loss_ddf_dn_1: 0.0330 (0.0330) loss_ddf_dn_2: 0.0071 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6873 (0.6856) loss_vfl_aux_0: 0.7653 (0.7621) loss_vfl_aux_1: 0.7387 (0.7371) loss_vfl_aux_2: 0.7231 (0.7164) loss_vfl_aux_3: 0.7040 (0.6962) loss_vfl_aux_4: 0.6980 (0.6869) loss_vfl_dn_0: 0.4993 (0.4956) loss_vfl_dn_1: 0.4376 (0.4353) loss_vfl_dn_2: 0.4252 (0.4204) loss_vfl_dn_3: 0.4143 (0.4112) loss_vfl_dn_4: 0.4123 (0.4079) loss_vfl_dn_5: 0.4113 (0.4074) loss_vfl_dn_pre: 0.4994 (0.4962) loss_vfl_enc_0: 0.7627 (0.7591) loss_vfl_pre: 0.7745 (0.7651) time: 0.9112 data: 0.0286 max mem: 9097 Epoch: [23] [3200/3696] eta: 0:06:48 lr: 0.000013 loss: 32.1211 (32.4291) loss_bbox: 0.1797 (0.1860) loss_bbox_aux_0: 0.1885 (0.2003) loss_bbox_aux_1: 0.1806 (0.1888) loss_bbox_aux_2: 0.1803 (0.1865) loss_bbox_aux_3: 0.1796 (0.1860) loss_bbox_aux_4: 0.1797 (0.1860) loss_bbox_dn_0: 0.2378 (0.2606) loss_bbox_dn_1: 0.1791 (0.1959) loss_bbox_dn_2: 0.1677 (0.1856) loss_bbox_dn_3: 0.1630 (0.1824) loss_bbox_dn_4: 0.1622 (0.1819) loss_bbox_dn_5: 0.1621 (0.1819) loss_bbox_dn_pre: 0.2460 (0.2661) loss_bbox_enc_0: 0.2166 (0.2403) loss_bbox_pre: 0.1873 (0.2006) loss_dfl: 0.9698 (0.9628) loss_fgl_aux_0: 1.0014 (0.9994) loss_fgl_aux_1: 0.9724 (0.9659) loss_fgl_aux_2: 0.9691 (0.9630) loss_fgl_aux_3: 0.9698 (0.9628) loss_fgl_aux_4: 0.9698 (0.9628) loss_fgl_dn_0: 1.0920 (1.0945) loss_fgl_dn_1: 0.9907 (0.9905) loss_fgl_dn_2: 0.9838 (0.9816) loss_fgl_dn_3: 0.9841 (0.9823) loss_fgl_dn_4: 0.9846 (0.9827) loss_fgl_dn_5: 0.9846 (0.9827) loss_giou: 0.5761 (0.5780) loss_giou_aux_0: 0.5983 (0.6050) loss_giou_aux_1: 0.5786 (0.5835) loss_giou_aux_2: 0.5766 (0.5788) loss_giou_aux_3: 0.5762 (0.5781) loss_giou_aux_4: 0.5763 (0.5780) loss_giou_dn_0: 0.5969 (0.5957) loss_giou_dn_1: 0.4785 (0.4851) loss_giou_dn_2: 0.4630 (0.4681) loss_giou_dn_3: 0.4600 (0.4636) loss_giou_dn_4: 0.4588 (0.4629) loss_giou_dn_5: 0.4587 (0.4629) loss_giou_dn_pre: 0.5956 (0.5947) loss_giou_enc_0: 0.6644 (0.6844) loss_giou_pre: 0.5977 (0.6032) loss_ddf_aux_0: 0.0544 (0.0603) loss_ddf_aux_1: 0.0073 (0.0077) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2549 (0.2557) loss_ddf_dn_1: 0.0350 (0.0330) loss_ddf_dn_2: 0.0063 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6663 (0.6855) loss_vfl_aux_0: 0.7637 (0.7619) loss_vfl_aux_1: 0.7100 (0.7369) loss_vfl_aux_2: 0.6915 (0.7163) loss_vfl_aux_3: 0.6715 (0.6961) loss_vfl_aux_4: 0.6591 (0.6868) loss_vfl_dn_0: 0.4912 (0.4956) loss_vfl_dn_1: 0.4338 (0.4353) loss_vfl_dn_2: 0.4189 (0.4204) loss_vfl_dn_3: 0.4106 (0.4112) loss_vfl_dn_4: 0.4099 (0.4079) loss_vfl_dn_5: 0.4070 (0.4074) loss_vfl_dn_pre: 0.4911 (0.4962) loss_vfl_enc_0: 0.7515 (0.7588) loss_vfl_pre: 0.7594 (0.7649) time: 0.7665 data: 0.0288 max mem: 9097 Epoch: [23] [3300/3696] eta: 0:05:25 lr: 0.000013 loss: 32.6424 (32.4293) loss_bbox: 0.1912 (0.1860) loss_bbox_aux_0: 0.2016 (0.2003) loss_bbox_aux_1: 0.1934 (0.1888) loss_bbox_aux_2: 0.1913 (0.1865) loss_bbox_aux_3: 0.1914 (0.1860) loss_bbox_aux_4: 0.1912 (0.1860) loss_bbox_dn_0: 0.2606 (0.2607) loss_bbox_dn_1: 0.2001 (0.1960) loss_bbox_dn_2: 0.1904 (0.1857) loss_bbox_dn_3: 0.1864 (0.1825) loss_bbox_dn_4: 0.1862 (0.1820) loss_bbox_dn_5: 0.1863 (0.1820) loss_bbox_dn_pre: 0.2660 (0.2661) loss_bbox_enc_0: 0.2340 (0.2402) loss_bbox_pre: 0.2014 (0.2006) loss_dfl: 0.9734 (0.9629) loss_fgl_aux_0: 1.0125 (0.9995) loss_fgl_aux_1: 0.9795 (0.9660) loss_fgl_aux_2: 0.9743 (0.9631) loss_fgl_aux_3: 0.9736 (0.9629) loss_fgl_aux_4: 0.9733 (0.9629) loss_fgl_dn_0: 1.0945 (1.0945) loss_fgl_dn_1: 1.0013 (0.9906) loss_fgl_dn_2: 0.9884 (0.9816) loss_fgl_dn_3: 0.9885 (0.9824) loss_fgl_dn_4: 0.9891 (0.9828) loss_fgl_dn_5: 0.9891 (0.9828) loss_giou: 0.5598 (0.5779) loss_giou_aux_0: 0.5903 (0.6049) loss_giou_aux_1: 0.5617 (0.5834) loss_giou_aux_2: 0.5587 (0.5787) loss_giou_aux_3: 0.5602 (0.5780) loss_giou_aux_4: 0.5598 (0.5779) loss_giou_dn_0: 0.5966 (0.5957) loss_giou_dn_1: 0.4929 (0.4851) loss_giou_dn_2: 0.4760 (0.4681) loss_giou_dn_3: 0.4710 (0.4636) loss_giou_dn_4: 0.4703 (0.4629) loss_giou_dn_5: 0.4703 (0.4628) loss_giou_dn_pre: 0.5926 (0.5946) loss_giou_enc_0: 0.6769 (0.6842) loss_giou_pre: 0.5878 (0.6031) loss_ddf_aux_0: 0.0580 (0.0602) loss_ddf_aux_1: 0.0082 (0.0077) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2471 (0.2557) loss_ddf_dn_1: 0.0340 (0.0330) loss_ddf_dn_2: 0.0072 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6927 (0.6856) loss_vfl_aux_0: 0.7595 (0.7618) loss_vfl_aux_1: 0.7506 (0.7368) loss_vfl_aux_2: 0.7199 (0.7163) loss_vfl_aux_3: 0.6979 (0.6962) loss_vfl_aux_4: 0.6960 (0.6870) loss_vfl_dn_0: 0.5020 (0.4956) loss_vfl_dn_1: 0.4396 (0.4353) loss_vfl_dn_2: 0.4233 (0.4204) loss_vfl_dn_3: 0.4171 (0.4112) loss_vfl_dn_4: 0.4130 (0.4079) loss_vfl_dn_5: 0.4113 (0.4074) loss_vfl_dn_pre: 0.5018 (0.4962) loss_vfl_enc_0: 0.7677 (0.7587) loss_vfl_pre: 0.7637 (0.7647) time: 0.7087 data: 0.0224 max mem: 9097 Epoch: [23] [3400/3696] eta: 0:04:02 lr: 0.000013 loss: 32.3986 (32.4314) loss_bbox: 0.1824 (0.1859) loss_bbox_aux_0: 0.1972 (0.2002) loss_bbox_aux_1: 0.1885 (0.1887) loss_bbox_aux_2: 0.1829 (0.1864) loss_bbox_aux_3: 0.1825 (0.1859) loss_bbox_aux_4: 0.1825 (0.1859) loss_bbox_dn_0: 0.2508 (0.2606) loss_bbox_dn_1: 0.1979 (0.1959) loss_bbox_dn_2: 0.1857 (0.1856) loss_bbox_dn_3: 0.1843 (0.1824) loss_bbox_dn_4: 0.1831 (0.1818) loss_bbox_dn_5: 0.1831 (0.1818) loss_bbox_dn_pre: 0.2561 (0.2660) loss_bbox_enc_0: 0.2422 (0.2401) loss_bbox_pre: 0.1964 (0.2004) loss_dfl: 0.9566 (0.9628) loss_fgl_aux_0: 0.9953 (0.9994) loss_fgl_aux_1: 0.9604 (0.9659) loss_fgl_aux_2: 0.9579 (0.9629) loss_fgl_aux_3: 0.9573 (0.9628) loss_fgl_aux_4: 0.9568 (0.9628) loss_fgl_dn_0: 1.0911 (1.0945) loss_fgl_dn_1: 0.9941 (0.9907) loss_fgl_dn_2: 0.9849 (0.9817) loss_fgl_dn_3: 0.9853 (0.9825) loss_fgl_dn_4: 0.9855 (0.9828) loss_fgl_dn_5: 0.9853 (0.9828) loss_giou: 0.5978 (0.5783) loss_giou_aux_0: 0.6214 (0.6052) loss_giou_aux_1: 0.6035 (0.5837) loss_giou_aux_2: 0.5978 (0.5791) loss_giou_aux_3: 0.5971 (0.5783) loss_giou_aux_4: 0.5972 (0.5783) loss_giou_dn_0: 0.6067 (0.5959) loss_giou_dn_1: 0.4986 (0.4853) loss_giou_dn_2: 0.4836 (0.4683) loss_giou_dn_3: 0.4808 (0.4638) loss_giou_dn_4: 0.4803 (0.4631) loss_giou_dn_5: 0.4799 (0.4630) loss_giou_dn_pre: 0.6026 (0.5949) loss_giou_enc_0: 0.6962 (0.6846) loss_giou_pre: 0.6212 (0.6034) loss_ddf_aux_0: 0.0571 (0.0602) loss_ddf_aux_1: 0.0071 (0.0077) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2383 (0.2556) loss_ddf_dn_1: 0.0315 (0.0330) loss_ddf_dn_2: 0.0064 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6803 (0.6858) loss_vfl_aux_0: 0.7565 (0.7617) loss_vfl_aux_1: 0.7406 (0.7368) loss_vfl_aux_2: 0.7150 (0.7164) loss_vfl_aux_3: 0.6927 (0.6963) loss_vfl_aux_4: 0.6774 (0.6871) loss_vfl_dn_0: 0.5003 (0.4955) loss_vfl_dn_1: 0.4367 (0.4353) loss_vfl_dn_2: 0.4203 (0.4204) loss_vfl_dn_3: 0.4097 (0.4113) loss_vfl_dn_4: 0.4081 (0.4079) loss_vfl_dn_5: 0.4087 (0.4074) loss_vfl_dn_pre: 0.5009 (0.4962) loss_vfl_enc_0: 0.7383 (0.7586) loss_vfl_pre: 0.7683 (0.7647) time: 0.7684 data: 0.0352 max mem: 9097 Epoch: [23] [3500/3696] eta: 0:02:40 lr: 0.000013 loss: 32.3217 (32.4349) loss_bbox: 0.1853 (0.1859) loss_bbox_aux_0: 0.1969 (0.2002) loss_bbox_aux_1: 0.1852 (0.1887) loss_bbox_aux_2: 0.1860 (0.1864) loss_bbox_aux_3: 0.1851 (0.1860) loss_bbox_aux_4: 0.1852 (0.1859) loss_bbox_dn_0: 0.2704 (0.2605) loss_bbox_dn_1: 0.2128 (0.1959) loss_bbox_dn_2: 0.1907 (0.1856) loss_bbox_dn_3: 0.1881 (0.1824) loss_bbox_dn_4: 0.1876 (0.1818) loss_bbox_dn_5: 0.1875 (0.1818) loss_bbox_dn_pre: 0.2760 (0.2659) loss_bbox_enc_0: 0.2383 (0.2400) loss_bbox_pre: 0.1979 (0.2004) loss_dfl: 0.9428 (0.9626) loss_fgl_aux_0: 0.9868 (0.9991) loss_fgl_aux_1: 0.9441 (0.9656) loss_fgl_aux_2: 0.9423 (0.9627) loss_fgl_aux_3: 0.9434 (0.9626) loss_fgl_aux_4: 0.9429 (0.9626) loss_fgl_dn_0: 1.0926 (1.0943) loss_fgl_dn_1: 0.9838 (0.9906) loss_fgl_dn_2: 0.9733 (0.9817) loss_fgl_dn_3: 0.9747 (0.9825) loss_fgl_dn_4: 0.9751 (0.9828) loss_fgl_dn_5: 0.9749 (0.9828) loss_giou: 0.5527 (0.5789) loss_giou_aux_0: 0.5952 (0.6059) loss_giou_aux_1: 0.5637 (0.5844) loss_giou_aux_2: 0.5534 (0.5797) loss_giou_aux_3: 0.5524 (0.5790) loss_giou_aux_4: 0.5525 (0.5789) loss_giou_dn_0: 0.5885 (0.5963) loss_giou_dn_1: 0.4765 (0.4857) loss_giou_dn_2: 0.4594 (0.4687) loss_giou_dn_3: 0.4520 (0.4642) loss_giou_dn_4: 0.4510 (0.4635) loss_giou_dn_5: 0.4510 (0.4635) loss_giou_dn_pre: 0.5860 (0.5952) loss_giou_enc_0: 0.6789 (0.6852) loss_giou_pre: 0.5956 (0.6041) loss_ddf_aux_0: 0.0591 (0.0600) loss_ddf_aux_1: 0.0069 (0.0077) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2437 (0.2553) loss_ddf_dn_1: 0.0304 (0.0330) loss_ddf_dn_2: 0.0057 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6723 (0.6855) loss_vfl_aux_0: 0.7529 (0.7615) loss_vfl_aux_1: 0.7128 (0.7365) loss_vfl_aux_2: 0.7036 (0.7161) loss_vfl_aux_3: 0.6851 (0.6960) loss_vfl_aux_4: 0.6736 (0.6868) loss_vfl_dn_0: 0.4930 (0.4954) loss_vfl_dn_1: 0.4275 (0.4353) loss_vfl_dn_2: 0.4153 (0.4204) loss_vfl_dn_3: 0.4062 (0.4112) loss_vfl_dn_4: 0.4006 (0.4079) loss_vfl_dn_5: 0.3990 (0.4074) loss_vfl_dn_pre: 0.4938 (0.4961) loss_vfl_enc_0: 0.7466 (0.7583) loss_vfl_pre: 0.7587 (0.7644) time: 0.7676 data: 0.0300 max mem: 9097 Epoch: [23] [3600/3696] eta: 0:01:18 lr: 0.000013 loss: 32.2167 (32.4361) loss_bbox: 0.1805 (0.1858) loss_bbox_aux_0: 0.1959 (0.2001) loss_bbox_aux_1: 0.1826 (0.1887) loss_bbox_aux_2: 0.1810 (0.1863) loss_bbox_aux_3: 0.1805 (0.1859) loss_bbox_aux_4: 0.1805 (0.1858) loss_bbox_dn_0: 0.2403 (0.2605) loss_bbox_dn_1: 0.1746 (0.1960) loss_bbox_dn_2: 0.1636 (0.1856) loss_bbox_dn_3: 0.1593 (0.1824) loss_bbox_dn_4: 0.1602 (0.1819) loss_bbox_dn_5: 0.1602 (0.1819) loss_bbox_dn_pre: 0.2439 (0.2659) loss_bbox_enc_0: 0.2250 (0.2399) loss_bbox_pre: 0.1961 (0.2004) loss_dfl: 0.9551 (0.9626) loss_fgl_aux_0: 0.9806 (0.9991) loss_fgl_aux_1: 0.9558 (0.9656) loss_fgl_aux_2: 0.9540 (0.9627) loss_fgl_aux_3: 0.9546 (0.9626) loss_fgl_aux_4: 0.9554 (0.9626) loss_fgl_dn_0: 1.0953 (1.0943) loss_fgl_dn_1: 0.9892 (0.9906) loss_fgl_dn_2: 0.9838 (0.9817) loss_fgl_dn_3: 0.9840 (0.9825) loss_fgl_dn_4: 0.9844 (0.9828) loss_fgl_dn_5: 0.9844 (0.9828) loss_giou: 0.5830 (0.5789) loss_giou_aux_0: 0.6014 (0.6059) loss_giou_aux_1: 0.5820 (0.5844) loss_giou_aux_2: 0.5823 (0.5797) loss_giou_aux_3: 0.5822 (0.5790) loss_giou_aux_4: 0.5823 (0.5789) loss_giou_dn_0: 0.6039 (0.5963) loss_giou_dn_1: 0.4871 (0.4857) loss_giou_dn_2: 0.4703 (0.4687) loss_giou_dn_3: 0.4685 (0.4642) loss_giou_dn_4: 0.4676 (0.4635) loss_giou_dn_5: 0.4676 (0.4635) loss_giou_dn_pre: 0.6035 (0.5952) loss_giou_enc_0: 0.6850 (0.6852) loss_giou_pre: 0.6005 (0.6041) loss_ddf_aux_0: 0.0583 (0.0599) loss_ddf_aux_1: 0.0077 (0.0077) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2515 (0.2553) loss_ddf_dn_1: 0.0311 (0.0330) loss_ddf_dn_2: 0.0058 (0.0067) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6966 (0.6858) loss_vfl_aux_0: 0.7662 (0.7618) loss_vfl_aux_1: 0.7344 (0.7367) loss_vfl_aux_2: 0.7054 (0.7161) loss_vfl_aux_3: 0.7014 (0.6963) loss_vfl_aux_4: 0.7010 (0.6870) loss_vfl_dn_0: 0.4958 (0.4954) loss_vfl_dn_1: 0.4358 (0.4353) loss_vfl_dn_2: 0.4243 (0.4204) loss_vfl_dn_3: 0.4105 (0.4112) loss_vfl_dn_4: 0.4079 (0.4079) loss_vfl_dn_5: 0.4083 (0.4074) loss_vfl_dn_pre: 0.4963 (0.4961) loss_vfl_enc_0: 0.7679 (0.7586) loss_vfl_pre: 0.7701 (0.7647) time: 0.7780 data: 0.0362 max mem: 9097 Epoch: [23] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 32.6118 (32.4382) loss_bbox: 0.1746 (0.1857) loss_bbox_aux_0: 0.1887 (0.1999) loss_bbox_aux_1: 0.1753 (0.1885) loss_bbox_aux_2: 0.1736 (0.1862) loss_bbox_aux_3: 0.1745 (0.1858) loss_bbox_aux_4: 0.1747 (0.1857) loss_bbox_dn_0: 0.2524 (0.2604) loss_bbox_dn_1: 0.1877 (0.1958) loss_bbox_dn_2: 0.1742 (0.1855) loss_bbox_dn_3: 0.1738 (0.1823) loss_bbox_dn_4: 0.1745 (0.1817) loss_bbox_dn_5: 0.1746 (0.1817) loss_bbox_dn_pre: 0.2552 (0.2658) loss_bbox_enc_0: 0.2256 (0.2397) loss_bbox_pre: 0.1912 (0.2002) loss_dfl: 0.9575 (0.9626) loss_fgl_aux_0: 0.9992 (0.9991) loss_fgl_aux_1: 0.9627 (0.9657) loss_fgl_aux_2: 0.9577 (0.9627) loss_fgl_aux_3: 0.9574 (0.9626) loss_fgl_aux_4: 0.9575 (0.9626) loss_fgl_dn_0: 1.0931 (1.0943) loss_fgl_dn_1: 0.9854 (0.9907) loss_fgl_dn_2: 0.9778 (0.9817) loss_fgl_dn_3: 0.9783 (0.9825) loss_fgl_dn_4: 0.9778 (0.9828) loss_fgl_dn_5: 0.9778 (0.9828) loss_giou: 0.5774 (0.5791) loss_giou_aux_0: 0.6039 (0.6060) loss_giou_aux_1: 0.5837 (0.5845) loss_giou_aux_2: 0.5785 (0.5799) loss_giou_aux_3: 0.5787 (0.5791) loss_giou_aux_4: 0.5776 (0.5791) loss_giou_dn_0: 0.5947 (0.5964) loss_giou_dn_1: 0.4894 (0.4858) loss_giou_dn_2: 0.4739 (0.4688) loss_giou_dn_3: 0.4689 (0.4643) loss_giou_dn_4: 0.4684 (0.4636) loss_giou_dn_5: 0.4684 (0.4636) loss_giou_dn_pre: 0.5911 (0.5954) loss_giou_enc_0: 0.6811 (0.6854) loss_giou_pre: 0.6024 (0.6042) loss_ddf_aux_0: 0.0542 (0.0599) loss_ddf_aux_1: 0.0072 (0.0077) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2505 (0.2554) loss_ddf_dn_1: 0.0318 (0.0330) loss_ddf_dn_2: 0.0059 (0.0067) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6974 (0.6859) loss_vfl_aux_0: 0.8153 (0.7622) loss_vfl_aux_1: 0.7639 (0.7369) loss_vfl_aux_2: 0.7599 (0.7163) loss_vfl_aux_3: 0.7234 (0.6965) loss_vfl_aux_4: 0.7004 (0.6872) loss_vfl_dn_0: 0.4957 (0.4954) loss_vfl_dn_1: 0.4312 (0.4353) loss_vfl_dn_2: 0.4158 (0.4204) loss_vfl_dn_3: 0.4105 (0.4112) loss_vfl_dn_4: 0.4061 (0.4079) loss_vfl_dn_5: 0.4059 (0.4074) loss_vfl_dn_pre: 0.4968 (0.4961) loss_vfl_enc_0: 0.7842 (0.7589) loss_vfl_pre: 0.8115 (0.7652) time: 0.7493 data: 0.0277 max mem: 9097 Epoch: [23] Total time: 0:50:12 (0.8151 s / it) Averaged stats: lr: 0.000013 loss: 32.6118 (32.4382) loss_bbox: 0.1746 (0.1857) loss_bbox_aux_0: 0.1887 (0.1999) loss_bbox_aux_1: 0.1753 (0.1885) loss_bbox_aux_2: 0.1736 (0.1862) loss_bbox_aux_3: 0.1745 (0.1858) loss_bbox_aux_4: 0.1747 (0.1857) loss_bbox_dn_0: 0.2524 (0.2604) loss_bbox_dn_1: 0.1877 (0.1958) loss_bbox_dn_2: 0.1742 (0.1855) loss_bbox_dn_3: 0.1738 (0.1823) loss_bbox_dn_4: 0.1745 (0.1817) loss_bbox_dn_5: 0.1746 (0.1817) loss_bbox_dn_pre: 0.2552 (0.2658) loss_bbox_enc_0: 0.2256 (0.2397) loss_bbox_pre: 0.1912 (0.2002) loss_dfl: 0.9575 (0.9626) loss_fgl_aux_0: 0.9992 (0.9991) loss_fgl_aux_1: 0.9627 (0.9657) loss_fgl_aux_2: 0.9577 (0.9627) loss_fgl_aux_3: 0.9574 (0.9626) loss_fgl_aux_4: 0.9575 (0.9626) loss_fgl_dn_0: 1.0931 (1.0943) loss_fgl_dn_1: 0.9854 (0.9907) loss_fgl_dn_2: 0.9778 (0.9817) loss_fgl_dn_3: 0.9783 (0.9825) loss_fgl_dn_4: 0.9778 (0.9828) loss_fgl_dn_5: 0.9778 (0.9828) loss_giou: 0.5774 (0.5791) loss_giou_aux_0: 0.6039 (0.6060) loss_giou_aux_1: 0.5837 (0.5845) loss_giou_aux_2: 0.5785 (0.5799) loss_giou_aux_3: 0.5787 (0.5791) loss_giou_aux_4: 0.5776 (0.5791) loss_giou_dn_0: 0.5947 (0.5964) loss_giou_dn_1: 0.4894 (0.4858) loss_giou_dn_2: 0.4739 (0.4688) loss_giou_dn_3: 0.4689 (0.4643) loss_giou_dn_4: 0.4684 (0.4636) loss_giou_dn_5: 0.4684 (0.4636) loss_giou_dn_pre: 0.5911 (0.5954) loss_giou_enc_0: 0.6811 (0.6854) loss_giou_pre: 0.6024 (0.6042) loss_ddf_aux_0: 0.0542 (0.0599) loss_ddf_aux_1: 0.0072 (0.0077) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2505 (0.2554) loss_ddf_dn_1: 0.0318 (0.0330) loss_ddf_dn_2: 0.0059 (0.0067) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6974 (0.6859) loss_vfl_aux_0: 0.8153 (0.7622) loss_vfl_aux_1: 0.7639 (0.7369) loss_vfl_aux_2: 0.7599 (0.7163) loss_vfl_aux_3: 0.7234 (0.6965) loss_vfl_aux_4: 0.7004 (0.6872) loss_vfl_dn_0: 0.4957 (0.4954) loss_vfl_dn_1: 0.4312 (0.4353) loss_vfl_dn_2: 0.4158 (0.4204) loss_vfl_dn_3: 0.4105 (0.4112) loss_vfl_dn_4: 0.4061 (0.4079) loss_vfl_dn_5: 0.4059 (0.4074) loss_vfl_dn_pre: 0.4968 (0.4961) loss_vfl_enc_0: 0.7842 (0.7589) loss_vfl_pre: 0.8115 (0.7652) Test: [ 0/79] eta: 0:03:01 time: 2.2966 data: 1.7614 max mem: 9097 Test: [10/79] eta: 0:01:08 time: 0.9880 data: 0.4584 max mem: 9097 Test: [20/79] eta: 0:00:47 time: 0.7273 data: 0.1958 max mem: 9097 Test: [30/79] eta: 0:00:36 time: 0.6016 data: 0.0600 max mem: 9097 Test: [40/79] eta: 0:00:29 time: 0.7097 data: 0.0598 max mem: 9097 Test: [50/79] eta: 0:00:21 time: 0.7112 data: 0.0636 max mem: 9097 Test: [60/79] eta: 0:00:13 time: 0.6098 data: 0.0662 max mem: 9097 Test: [70/79] eta: 0:00:06 time: 0.6069 data: 0.0677 max mem: 9097 Test: [78/79] eta: 0:00:00 time: 0.6760 data: 0.0646 max mem: 9097 Test: Total time: 0:00:55 (0.7075 s / it) Averaged stats: Accumulating evaluation results... DONE (t=30.21s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.522 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.698 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.565 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.341 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.567 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.704 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.388 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.654 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.546 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.771 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.889 best_stat: {'epoch': 23, 'coco_eval_bbox': 0.5221430598514228} Epoch: [24] [ 0/3696] eta: 2:30:53 lr: 0.000013 loss: 32.4768 (32.4768) loss_bbox: 0.1684 (0.1684) loss_bbox_aux_0: 0.1869 (0.1869) loss_bbox_aux_1: 0.1756 (0.1756) loss_bbox_aux_2: 0.1690 (0.1690) loss_bbox_aux_3: 0.1682 (0.1682) loss_bbox_aux_4: 0.1683 (0.1683) loss_bbox_dn_0: 0.2772 (0.2772) loss_bbox_dn_1: 0.1998 (0.1998) loss_bbox_dn_2: 0.1935 (0.1935) loss_bbox_dn_3: 0.1896 (0.1896) loss_bbox_dn_4: 0.1889 (0.1889) loss_bbox_dn_5: 0.1890 (0.1890) loss_bbox_dn_pre: 0.2829 (0.2829) loss_bbox_enc_0: 0.2192 (0.2192) loss_bbox_pre: 0.1888 (0.1888) loss_dfl: 0.9444 (0.9444) loss_fgl_aux_0: 0.9851 (0.9851) loss_fgl_aux_1: 0.9490 (0.9490) loss_fgl_aux_2: 0.9455 (0.9455) loss_fgl_aux_3: 0.9449 (0.9449) loss_fgl_aux_4: 0.9446 (0.9446) loss_fgl_dn_0: 1.1002 (1.1002) loss_fgl_dn_1: 0.9811 (0.9811) loss_fgl_dn_2: 0.9697 (0.9697) loss_fgl_dn_3: 0.9699 (0.9699) loss_fgl_dn_4: 0.9702 (0.9702) loss_fgl_dn_5: 0.9701 (0.9701) loss_giou: 0.5568 (0.5568) loss_giou_aux_0: 0.5826 (0.5826) loss_giou_aux_1: 0.5623 (0.5623) loss_giou_aux_2: 0.5559 (0.5559) loss_giou_aux_3: 0.5571 (0.5571) loss_giou_aux_4: 0.5568 (0.5568) loss_giou_dn_0: 0.5922 (0.5922) loss_giou_dn_1: 0.4808 (0.4808) loss_giou_dn_2: 0.4664 (0.4664) loss_giou_dn_3: 0.4634 (0.4634) loss_giou_dn_4: 0.4621 (0.4621) loss_giou_dn_5: 0.4622 (0.4622) loss_giou_dn_pre: 0.5931 (0.5931) loss_giou_enc_0: 0.6546 (0.6546) loss_giou_pre: 0.5839 (0.5839) loss_ddf_aux_0: 0.0573 (0.0573) loss_ddf_aux_1: 0.0077 (0.0077) loss_ddf_aux_2: 0.0013 (0.0013) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2786 (0.2786) loss_ddf_dn_1: 0.0369 (0.0369) loss_ddf_dn_2: 0.0077 (0.0077) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7284 (0.7284) loss_vfl_aux_0: 0.7957 (0.7957) loss_vfl_aux_1: 0.7827 (0.7827) loss_vfl_aux_2: 0.7664 (0.7664) loss_vfl_aux_3: 0.7401 (0.7401) loss_vfl_aux_4: 0.7365 (0.7365) loss_vfl_dn_0: 0.5116 (0.5116) loss_vfl_dn_1: 0.4535 (0.4535) loss_vfl_dn_2: 0.4374 (0.4374) loss_vfl_dn_3: 0.4229 (0.4229) loss_vfl_dn_4: 0.4199 (0.4199) loss_vfl_dn_5: 0.4196 (0.4196) loss_vfl_dn_pre: 0.5126 (0.5126) loss_vfl_enc_0: 0.7920 (0.7920) loss_vfl_pre: 0.7969 (0.7969) time: 2.4495 data: 1.7872 max mem: 9097 Epoch: [24] [ 100/3696] eta: 0:46:59 lr: 0.000013 loss: 31.9645 (32.5049) loss_bbox: 0.1771 (0.1866) loss_bbox_aux_0: 0.1928 (0.2003) loss_bbox_aux_1: 0.1786 (0.1891) loss_bbox_aux_2: 0.1771 (0.1870) loss_bbox_aux_3: 0.1773 (0.1866) loss_bbox_aux_4: 0.1771 (0.1866) loss_bbox_dn_0: 0.2511 (0.2609) loss_bbox_dn_1: 0.1855 (0.1950) loss_bbox_dn_2: 0.1705 (0.1848) loss_bbox_dn_3: 0.1719 (0.1815) loss_bbox_dn_4: 0.1722 (0.1811) loss_bbox_dn_5: 0.1722 (0.1811) loss_bbox_dn_pre: 0.2541 (0.2660) loss_bbox_enc_0: 0.2265 (0.2400) loss_bbox_pre: 0.1919 (0.2006) loss_dfl: 0.9727 (0.9623) loss_fgl_aux_0: 1.0096 (0.9978) loss_fgl_aux_1: 0.9739 (0.9652) loss_fgl_aux_2: 0.9737 (0.9624) loss_fgl_aux_3: 0.9730 (0.9623) loss_fgl_aux_4: 0.9727 (0.9623) loss_fgl_dn_0: 1.0994 (1.0934) loss_fgl_dn_1: 0.9933 (0.9906) loss_fgl_dn_2: 0.9783 (0.9818) loss_fgl_dn_3: 0.9800 (0.9827) loss_fgl_dn_4: 0.9803 (0.9830) loss_fgl_dn_5: 0.9803 (0.9830) loss_giou: 0.5657 (0.5851) loss_giou_aux_0: 0.5790 (0.6124) loss_giou_aux_1: 0.5613 (0.5904) loss_giou_aux_2: 0.5624 (0.5860) loss_giou_aux_3: 0.5650 (0.5851) loss_giou_aux_4: 0.5655 (0.5851) loss_giou_dn_0: 0.5691 (0.5981) loss_giou_dn_1: 0.4638 (0.4873) loss_giou_dn_2: 0.4469 (0.4706) loss_giou_dn_3: 0.4408 (0.4662) loss_giou_dn_4: 0.4400 (0.4654) loss_giou_dn_5: 0.4400 (0.4654) loss_giou_dn_pre: 0.5706 (0.5968) loss_giou_enc_0: 0.6581 (0.6924) loss_giou_pre: 0.5772 (0.6107) loss_ddf_aux_0: 0.0519 (0.0575) loss_ddf_aux_1: 0.0064 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2339 (0.2532) loss_ddf_dn_1: 0.0277 (0.0318) loss_ddf_dn_2: 0.0055 (0.0063) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6536 (0.6864) loss_vfl_aux_0: 0.7580 (0.7635) loss_vfl_aux_1: 0.7180 (0.7362) loss_vfl_aux_2: 0.6875 (0.7142) loss_vfl_aux_3: 0.6667 (0.6955) loss_vfl_aux_4: 0.6549 (0.6874) loss_vfl_dn_0: 0.4938 (0.4957) loss_vfl_dn_1: 0.4330 (0.4362) loss_vfl_dn_2: 0.4193 (0.4207) loss_vfl_dn_3: 0.4074 (0.4115) loss_vfl_dn_4: 0.4002 (0.4085) loss_vfl_dn_5: 0.4013 (0.4080) loss_vfl_dn_pre: 0.4943 (0.4966) loss_vfl_enc_0: 0.7559 (0.7670) loss_vfl_pre: 0.7555 (0.7676) time: 0.7545 data: 0.0303 max mem: 9097 Epoch: [24] [ 200/3696] eta: 1:03:37 lr: 0.000013 loss: 32.1675 (32.3838) loss_bbox: 0.1831 (0.1859) loss_bbox_aux_0: 0.1998 (0.2002) loss_bbox_aux_1: 0.1836 (0.1888) loss_bbox_aux_2: 0.1834 (0.1865) loss_bbox_aux_3: 0.1833 (0.1860) loss_bbox_aux_4: 0.1831 (0.1859) loss_bbox_dn_0: 0.2711 (0.2599) loss_bbox_dn_1: 0.1938 (0.1945) loss_bbox_dn_2: 0.1850 (0.1841) loss_bbox_dn_3: 0.1821 (0.1808) loss_bbox_dn_4: 0.1823 (0.1802) loss_bbox_dn_5: 0.1821 (0.1802) loss_bbox_dn_pre: 0.2798 (0.2653) loss_bbox_enc_0: 0.2440 (0.2404) loss_bbox_pre: 0.2000 (0.2004) loss_dfl: 0.9878 (0.9635) loss_fgl_aux_0: 1.0273 (0.9994) loss_fgl_aux_1: 0.9926 (0.9663) loss_fgl_aux_2: 0.9885 (0.9637) loss_fgl_aux_3: 0.9880 (0.9635) loss_fgl_aux_4: 0.9879 (0.9635) loss_fgl_dn_0: 1.0983 (1.0940) loss_fgl_dn_1: 0.9909 (0.9894) loss_fgl_dn_2: 0.9813 (0.9803) loss_fgl_dn_3: 0.9810 (0.9811) loss_fgl_dn_4: 0.9807 (0.9814) loss_fgl_dn_5: 0.9808 (0.9814) loss_giou: 0.5343 (0.5767) loss_giou_aux_0: 0.5635 (0.6041) loss_giou_aux_1: 0.5390 (0.5821) loss_giou_aux_2: 0.5370 (0.5776) loss_giou_aux_3: 0.5346 (0.5768) loss_giou_aux_4: 0.5342 (0.5767) loss_giou_dn_0: 0.5809 (0.5922) loss_giou_dn_1: 0.4605 (0.4819) loss_giou_dn_2: 0.4416 (0.4651) loss_giou_dn_3: 0.4380 (0.4607) loss_giou_dn_4: 0.4370 (0.4599) loss_giou_dn_5: 0.4369 (0.4599) loss_giou_dn_pre: 0.5781 (0.5911) loss_giou_enc_0: 0.6462 (0.6850) loss_giou_pre: 0.5636 (0.6022) loss_ddf_aux_0: 0.0592 (0.0577) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2609 (0.2541) loss_ddf_dn_1: 0.0334 (0.0322) loss_ddf_dn_2: 0.0064 (0.0063) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7065 (0.6877) loss_vfl_aux_0: 0.7979 (0.7622) loss_vfl_aux_1: 0.7574 (0.7380) loss_vfl_aux_2: 0.7401 (0.7159) loss_vfl_aux_3: 0.7169 (0.6984) loss_vfl_aux_4: 0.7112 (0.6888) loss_vfl_dn_0: 0.4984 (0.4954) loss_vfl_dn_1: 0.4337 (0.4335) loss_vfl_dn_2: 0.4175 (0.4184) loss_vfl_dn_3: 0.4097 (0.4091) loss_vfl_dn_4: 0.4066 (0.4060) loss_vfl_dn_5: 0.4065 (0.4054) loss_vfl_dn_pre: 0.4988 (0.4962) loss_vfl_enc_0: 0.7791 (0.7636) loss_vfl_pre: 0.7979 (0.7659) time: 0.6873 data: 0.0218 max mem: 9097 Epoch: [24] [ 300/3696] eta: 0:55:35 lr: 0.000013 loss: 31.2474 (32.4128) loss_bbox: 0.1721 (0.1852) loss_bbox_aux_0: 0.1814 (0.1995) loss_bbox_aux_1: 0.1755 (0.1883) loss_bbox_aux_2: 0.1735 (0.1858) loss_bbox_aux_3: 0.1720 (0.1853) loss_bbox_aux_4: 0.1721 (0.1852) loss_bbox_dn_0: 0.2555 (0.2596) loss_bbox_dn_1: 0.1904 (0.1948) loss_bbox_dn_2: 0.1765 (0.1843) loss_bbox_dn_3: 0.1745 (0.1810) loss_bbox_dn_4: 0.1725 (0.1804) loss_bbox_dn_5: 0.1724 (0.1804) loss_bbox_dn_pre: 0.2678 (0.2652) loss_bbox_enc_0: 0.2253 (0.2395) loss_bbox_pre: 0.1807 (0.1998) loss_dfl: 0.9730 (0.9642) loss_fgl_aux_0: 1.0115 (1.0000) loss_fgl_aux_1: 0.9715 (0.9670) loss_fgl_aux_2: 0.9723 (0.9644) loss_fgl_aux_3: 0.9724 (0.9642) loss_fgl_aux_4: 0.9729 (0.9642) loss_fgl_dn_0: 1.1034 (1.0946) loss_fgl_dn_1: 0.9853 (0.9907) loss_fgl_dn_2: 0.9770 (0.9817) loss_fgl_dn_3: 0.9762 (0.9826) loss_fgl_dn_4: 0.9766 (0.9830) loss_fgl_dn_5: 0.9766 (0.9830) loss_giou: 0.5448 (0.5791) loss_giou_aux_0: 0.5898 (0.6067) loss_giou_aux_1: 0.5501 (0.5848) loss_giou_aux_2: 0.5457 (0.5802) loss_giou_aux_3: 0.5434 (0.5793) loss_giou_aux_4: 0.5444 (0.5792) loss_giou_dn_0: 0.5782 (0.5951) loss_giou_dn_1: 0.4702 (0.4843) loss_giou_dn_2: 0.4542 (0.4671) loss_giou_dn_3: 0.4494 (0.4626) loss_giou_dn_4: 0.4486 (0.4618) loss_giou_dn_5: 0.4485 (0.4618) loss_giou_dn_pre: 0.5789 (0.5941) loss_giou_enc_0: 0.6784 (0.6870) loss_giou_pre: 0.5854 (0.6048) loss_ddf_aux_0: 0.0582 (0.0577) loss_ddf_aux_1: 0.0077 (0.0075) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2745 (0.2546) loss_ddf_dn_1: 0.0342 (0.0325) loss_ddf_dn_2: 0.0073 (0.0065) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6481 (0.6824) loss_vfl_aux_0: 0.7391 (0.7626) loss_vfl_aux_1: 0.7140 (0.7352) loss_vfl_aux_2: 0.6735 (0.7133) loss_vfl_aux_3: 0.6639 (0.6936) loss_vfl_aux_4: 0.6443 (0.6837) loss_vfl_dn_0: 0.4863 (0.4954) loss_vfl_dn_1: 0.4291 (0.4346) loss_vfl_dn_2: 0.4184 (0.4196) loss_vfl_dn_3: 0.4063 (0.4104) loss_vfl_dn_4: 0.4011 (0.4072) loss_vfl_dn_5: 0.4019 (0.4066) loss_vfl_dn_pre: 0.4871 (0.4962) loss_vfl_enc_0: 0.7510 (0.7629) loss_vfl_pre: 0.7443 (0.7661) time: 0.7597 data: 0.0297 max mem: 9097 Epoch: [24] [ 400/3696] eta: 0:50:52 lr: 0.000013 loss: 31.8251 (32.3993) loss_bbox: 0.1787 (0.1848) loss_bbox_aux_0: 0.1965 (0.1990) loss_bbox_aux_1: 0.1802 (0.1879) loss_bbox_aux_2: 0.1784 (0.1854) loss_bbox_aux_3: 0.1786 (0.1848) loss_bbox_aux_4: 0.1788 (0.1848) loss_bbox_dn_0: 0.2432 (0.2590) loss_bbox_dn_1: 0.1827 (0.1948) loss_bbox_dn_2: 0.1756 (0.1844) loss_bbox_dn_3: 0.1714 (0.1811) loss_bbox_dn_4: 0.1707 (0.1805) loss_bbox_dn_5: 0.1706 (0.1805) loss_bbox_dn_pre: 0.2455 (0.2646) loss_bbox_enc_0: 0.2288 (0.2388) loss_bbox_pre: 0.1953 (0.1993) loss_dfl: 0.9462 (0.9641) loss_fgl_aux_0: 0.9782 (0.9999) loss_fgl_aux_1: 0.9458 (0.9669) loss_fgl_aux_2: 0.9436 (0.9643) loss_fgl_aux_3: 0.9455 (0.9641) loss_fgl_aux_4: 0.9464 (0.9641) loss_fgl_dn_0: 1.0791 (1.0941) loss_fgl_dn_1: 0.9825 (0.9904) loss_fgl_dn_2: 0.9739 (0.9813) loss_fgl_dn_3: 0.9757 (0.9822) loss_fgl_dn_4: 0.9757 (0.9825) loss_fgl_dn_5: 0.9757 (0.9825) loss_giou: 0.5787 (0.5789) loss_giou_aux_0: 0.6110 (0.6061) loss_giou_aux_1: 0.5903 (0.5846) loss_giou_aux_2: 0.5802 (0.5800) loss_giou_aux_3: 0.5773 (0.5790) loss_giou_aux_4: 0.5789 (0.5789) loss_giou_dn_0: 0.5774 (0.5938) loss_giou_dn_1: 0.4684 (0.4836) loss_giou_dn_2: 0.4515 (0.4666) loss_giou_dn_3: 0.4500 (0.4622) loss_giou_dn_4: 0.4483 (0.4614) loss_giou_dn_5: 0.4483 (0.4613) loss_giou_dn_pre: 0.5772 (0.5929) loss_giou_enc_0: 0.6832 (0.6865) loss_giou_pre: 0.6126 (0.6043) loss_ddf_aux_0: 0.0546 (0.0582) loss_ddf_aux_1: 0.0074 (0.0076) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2472 (0.2545) loss_ddf_dn_1: 0.0306 (0.0325) loss_ddf_dn_2: 0.0060 (0.0066) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6611 (0.6833) loss_vfl_aux_0: 0.7416 (0.7624) loss_vfl_aux_1: 0.7155 (0.7358) loss_vfl_aux_2: 0.6978 (0.7145) loss_vfl_aux_3: 0.6706 (0.6939) loss_vfl_aux_4: 0.6691 (0.6845) loss_vfl_dn_0: 0.4875 (0.4955) loss_vfl_dn_1: 0.4267 (0.4342) loss_vfl_dn_2: 0.4165 (0.4192) loss_vfl_dn_3: 0.4077 (0.4101) loss_vfl_dn_4: 0.4038 (0.4068) loss_vfl_dn_5: 0.4052 (0.4062) loss_vfl_dn_pre: 0.4873 (0.4961) loss_vfl_enc_0: 0.7399 (0.7624) loss_vfl_pre: 0.7440 (0.7660) time: 0.7543 data: 0.0337 max mem: 9097 Epoch: [24] [ 500/3696] eta: 0:47:33 lr: 0.000013 loss: 32.5416 (32.4072) loss_bbox: 0.1671 (0.1844) loss_bbox_aux_0: 0.1829 (0.1984) loss_bbox_aux_1: 0.1696 (0.1875) loss_bbox_aux_2: 0.1676 (0.1850) loss_bbox_aux_3: 0.1668 (0.1845) loss_bbox_aux_4: 0.1669 (0.1844) loss_bbox_dn_0: 0.2382 (0.2582) loss_bbox_dn_1: 0.1786 (0.1942) loss_bbox_dn_2: 0.1677 (0.1838) loss_bbox_dn_3: 0.1657 (0.1805) loss_bbox_dn_4: 0.1657 (0.1799) loss_bbox_dn_5: 0.1657 (0.1799) loss_bbox_dn_pre: 0.2431 (0.2639) loss_bbox_enc_0: 0.2166 (0.2379) loss_bbox_pre: 0.1826 (0.1987) loss_dfl: 0.9778 (0.9632) loss_fgl_aux_0: 1.0080 (0.9987) loss_fgl_aux_1: 0.9825 (0.9660) loss_fgl_aux_2: 0.9772 (0.9633) loss_fgl_aux_3: 0.9778 (0.9632) loss_fgl_aux_4: 0.9780 (0.9631) loss_fgl_dn_0: 1.0964 (1.0937) loss_fgl_dn_1: 0.9980 (0.9902) loss_fgl_dn_2: 0.9931 (0.9813) loss_fgl_dn_3: 0.9952 (0.9822) loss_fgl_dn_4: 0.9952 (0.9825) loss_fgl_dn_5: 0.9954 (0.9825) loss_giou: 0.5762 (0.5821) loss_giou_aux_0: 0.5977 (0.6092) loss_giou_aux_1: 0.5773 (0.5877) loss_giou_aux_2: 0.5754 (0.5831) loss_giou_aux_3: 0.5758 (0.5822) loss_giou_aux_4: 0.5759 (0.5821) loss_giou_dn_0: 0.6056 (0.5954) loss_giou_dn_1: 0.4974 (0.4848) loss_giou_dn_2: 0.4792 (0.4679) loss_giou_dn_3: 0.4748 (0.4633) loss_giou_dn_4: 0.4750 (0.4625) loss_giou_dn_5: 0.4748 (0.4625) loss_giou_dn_pre: 0.6070 (0.5946) loss_giou_enc_0: 0.6860 (0.6897) loss_giou_pre: 0.5954 (0.6074) loss_ddf_aux_0: 0.0579 (0.0585) loss_ddf_aux_1: 0.0078 (0.0077) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2420 (0.2550) loss_ddf_dn_1: 0.0297 (0.0325) loss_ddf_dn_2: 0.0053 (0.0066) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6841 (0.6826) loss_vfl_aux_0: 0.7626 (0.7606) loss_vfl_aux_1: 0.7234 (0.7344) loss_vfl_aux_2: 0.6997 (0.7132) loss_vfl_aux_3: 0.6896 (0.6928) loss_vfl_aux_4: 0.6759 (0.6837) loss_vfl_dn_0: 0.4905 (0.4949) loss_vfl_dn_1: 0.4391 (0.4344) loss_vfl_dn_2: 0.4261 (0.4194) loss_vfl_dn_3: 0.4185 (0.4102) loss_vfl_dn_4: 0.4136 (0.4071) loss_vfl_dn_5: 0.4130 (0.4065) loss_vfl_dn_pre: 0.4905 (0.4955) loss_vfl_enc_0: 0.7569 (0.7595) loss_vfl_pre: 0.7672 (0.7640) time: 0.7512 data: 0.0359 max mem: 9097 Epoch: [24] [ 600/3696] eta: 0:44:56 lr: 0.000013 loss: 32.7916 (32.4135) loss_bbox: 0.1900 (0.1844) loss_bbox_aux_0: 0.1999 (0.1985) loss_bbox_aux_1: 0.1919 (0.1875) loss_bbox_aux_2: 0.1909 (0.1850) loss_bbox_aux_3: 0.1902 (0.1845) loss_bbox_aux_4: 0.1901 (0.1844) loss_bbox_dn_0: 0.2552 (0.2597) loss_bbox_dn_1: 0.1954 (0.1955) loss_bbox_dn_2: 0.1880 (0.1851) loss_bbox_dn_3: 0.1834 (0.1818) loss_bbox_dn_4: 0.1831 (0.1813) loss_bbox_dn_5: 0.1831 (0.1813) loss_bbox_dn_pre: 0.2619 (0.2654) loss_bbox_enc_0: 0.2324 (0.2381) loss_bbox_pre: 0.2023 (0.1987) loss_dfl: 0.9716 (0.9629) loss_fgl_aux_0: 1.0061 (0.9987) loss_fgl_aux_1: 0.9716 (0.9659) loss_fgl_aux_2: 0.9725 (0.9631) loss_fgl_aux_3: 0.9720 (0.9629) loss_fgl_aux_4: 0.9719 (0.9629) loss_fgl_dn_0: 1.0960 (1.0937) loss_fgl_dn_1: 0.9923 (0.9900) loss_fgl_dn_2: 0.9869 (0.9811) loss_fgl_dn_3: 0.9864 (0.9819) loss_fgl_dn_4: 0.9871 (0.9823) loss_fgl_dn_5: 0.9869 (0.9823) loss_giou: 0.5776 (0.5814) loss_giou_aux_0: 0.6040 (0.6085) loss_giou_aux_1: 0.5826 (0.5869) loss_giou_aux_2: 0.5790 (0.5823) loss_giou_aux_3: 0.5776 (0.5815) loss_giou_aux_4: 0.5775 (0.5814) loss_giou_dn_0: 0.6114 (0.5955) loss_giou_dn_1: 0.4936 (0.4850) loss_giou_dn_2: 0.4751 (0.4680) loss_giou_dn_3: 0.4708 (0.4634) loss_giou_dn_4: 0.4713 (0.4626) loss_giou_dn_5: 0.4712 (0.4626) loss_giou_dn_pre: 0.6099 (0.5946) loss_giou_enc_0: 0.6681 (0.6887) loss_giou_pre: 0.6009 (0.6067) loss_ddf_aux_0: 0.0573 (0.0586) loss_ddf_aux_1: 0.0079 (0.0078) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2557 (0.2550) loss_ddf_dn_1: 0.0341 (0.0326) loss_ddf_dn_2: 0.0068 (0.0066) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6641 (0.6827) loss_vfl_aux_0: 0.7404 (0.7611) loss_vfl_aux_1: 0.7258 (0.7356) loss_vfl_aux_2: 0.7054 (0.7138) loss_vfl_aux_3: 0.6794 (0.6933) loss_vfl_aux_4: 0.6625 (0.6839) loss_vfl_dn_0: 0.4908 (0.4952) loss_vfl_dn_1: 0.4327 (0.4344) loss_vfl_dn_2: 0.4190 (0.4193) loss_vfl_dn_3: 0.4100 (0.4102) loss_vfl_dn_4: 0.4062 (0.4070) loss_vfl_dn_5: 0.4050 (0.4065) loss_vfl_dn_pre: 0.4910 (0.4958) loss_vfl_enc_0: 0.7327 (0.7592) loss_vfl_pre: 0.7352 (0.7645) time: 0.7133 data: 0.0241 max mem: 9097 Epoch: [24] [ 700/3696] eta: 0:42:22 lr: 0.000013 loss: 32.6548 (32.4057) loss_bbox: 0.1845 (0.1845) loss_bbox_aux_0: 0.1944 (0.1985) loss_bbox_aux_1: 0.1846 (0.1876) loss_bbox_aux_2: 0.1851 (0.1851) loss_bbox_aux_3: 0.1851 (0.1846) loss_bbox_aux_4: 0.1848 (0.1845) loss_bbox_dn_0: 0.2432 (0.2592) loss_bbox_dn_1: 0.1817 (0.1950) loss_bbox_dn_2: 0.1757 (0.1845) loss_bbox_dn_3: 0.1771 (0.1813) loss_bbox_dn_4: 0.1766 (0.1808) loss_bbox_dn_5: 0.1767 (0.1808) loss_bbox_dn_pre: 0.2489 (0.2648) loss_bbox_enc_0: 0.2227 (0.2379) loss_bbox_pre: 0.1936 (0.1988) loss_dfl: 0.9403 (0.9632) loss_fgl_aux_0: 0.9790 (0.9987) loss_fgl_aux_1: 0.9468 (0.9661) loss_fgl_aux_2: 0.9406 (0.9633) loss_fgl_aux_3: 0.9406 (0.9632) loss_fgl_aux_4: 0.9404 (0.9632) loss_fgl_dn_0: 1.0751 (1.0937) loss_fgl_dn_1: 0.9755 (0.9899) loss_fgl_dn_2: 0.9674 (0.9810) loss_fgl_dn_3: 0.9684 (0.9819) loss_fgl_dn_4: 0.9685 (0.9823) loss_fgl_dn_5: 0.9685 (0.9823) loss_giou: 0.6082 (0.5812) loss_giou_aux_0: 0.6272 (0.6083) loss_giou_aux_1: 0.6089 (0.5867) loss_giou_aux_2: 0.6088 (0.5822) loss_giou_aux_3: 0.6092 (0.5813) loss_giou_aux_4: 0.6083 (0.5812) loss_giou_dn_0: 0.6243 (0.5953) loss_giou_dn_1: 0.5116 (0.4849) loss_giou_dn_2: 0.4912 (0.4678) loss_giou_dn_3: 0.4874 (0.4633) loss_giou_dn_4: 0.4870 (0.4625) loss_giou_dn_5: 0.4871 (0.4625) loss_giou_dn_pre: 0.6249 (0.5944) loss_giou_enc_0: 0.7041 (0.6882) loss_giou_pre: 0.6280 (0.6064) loss_ddf_aux_0: 0.0600 (0.0585) loss_ddf_aux_1: 0.0075 (0.0078) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2526 (0.2551) loss_ddf_dn_1: 0.0314 (0.0327) loss_ddf_dn_2: 0.0070 (0.0065) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6964 (0.6828) loss_vfl_aux_0: 0.7649 (0.7614) loss_vfl_aux_1: 0.7491 (0.7357) loss_vfl_aux_2: 0.7241 (0.7134) loss_vfl_aux_3: 0.7041 (0.6933) loss_vfl_aux_4: 0.7042 (0.6839) loss_vfl_dn_0: 0.4958 (0.4948) loss_vfl_dn_1: 0.4358 (0.4340) loss_vfl_dn_2: 0.4202 (0.4190) loss_vfl_dn_3: 0.4081 (0.4099) loss_vfl_dn_4: 0.4076 (0.4067) loss_vfl_dn_5: 0.4070 (0.4061) loss_vfl_dn_pre: 0.4977 (0.4955) loss_vfl_enc_0: 0.7476 (0.7585) loss_vfl_pre: 0.7732 (0.7648) time: 0.7518 data: 0.0355 max mem: 9097 Epoch: [24] [ 800/3696] eta: 0:40:27 lr: 0.000013 loss: 31.9034 (32.4002) loss_bbox: 0.1770 (0.1849) loss_bbox_aux_0: 0.1913 (0.1989) loss_bbox_aux_1: 0.1804 (0.1880) loss_bbox_aux_2: 0.1766 (0.1855) loss_bbox_aux_3: 0.1769 (0.1850) loss_bbox_aux_4: 0.1771 (0.1849) loss_bbox_dn_0: 0.2522 (0.2596) loss_bbox_dn_1: 0.1943 (0.1953) loss_bbox_dn_2: 0.1825 (0.1848) loss_bbox_dn_3: 0.1799 (0.1816) loss_bbox_dn_4: 0.1793 (0.1810) loss_bbox_dn_5: 0.1793 (0.1810) loss_bbox_dn_pre: 0.2526 (0.2653) loss_bbox_enc_0: 0.2345 (0.2384) loss_bbox_pre: 0.1906 (0.1992) loss_dfl: 0.9615 (0.9629) loss_fgl_aux_0: 1.0009 (0.9984) loss_fgl_aux_1: 0.9669 (0.9659) loss_fgl_aux_2: 0.9650 (0.9631) loss_fgl_aux_3: 0.9625 (0.9630) loss_fgl_aux_4: 0.9616 (0.9629) loss_fgl_dn_0: 1.0972 (1.0935) loss_fgl_dn_1: 0.9941 (0.9897) loss_fgl_dn_2: 0.9895 (0.9809) loss_fgl_dn_3: 0.9901 (0.9818) loss_fgl_dn_4: 0.9908 (0.9821) loss_fgl_dn_5: 0.9908 (0.9822) loss_giou: 0.5250 (0.5804) loss_giou_aux_0: 0.5530 (0.6074) loss_giou_aux_1: 0.5309 (0.5859) loss_giou_aux_2: 0.5231 (0.5813) loss_giou_aux_3: 0.5237 (0.5805) loss_giou_aux_4: 0.5244 (0.5804) loss_giou_dn_0: 0.5836 (0.5953) loss_giou_dn_1: 0.4650 (0.4847) loss_giou_dn_2: 0.4482 (0.4675) loss_giou_dn_3: 0.4397 (0.4630) loss_giou_dn_4: 0.4384 (0.4621) loss_giou_dn_5: 0.4382 (0.4621) loss_giou_dn_pre: 0.5834 (0.5943) loss_giou_enc_0: 0.6645 (0.6875) loss_giou_pre: 0.5508 (0.6055) loss_ddf_aux_0: 0.0615 (0.0586) loss_ddf_aux_1: 0.0082 (0.0078) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2695 (0.2550) loss_ddf_dn_1: 0.0341 (0.0327) loss_ddf_dn_2: 0.0067 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6765 (0.6827) loss_vfl_aux_0: 0.7568 (0.7611) loss_vfl_aux_1: 0.7210 (0.7356) loss_vfl_aux_2: 0.7078 (0.7132) loss_vfl_aux_3: 0.6896 (0.6934) loss_vfl_aux_4: 0.6808 (0.6840) loss_vfl_dn_0: 0.4926 (0.4948) loss_vfl_dn_1: 0.4333 (0.4341) loss_vfl_dn_2: 0.4188 (0.4191) loss_vfl_dn_3: 0.4084 (0.4099) loss_vfl_dn_4: 0.4041 (0.4067) loss_vfl_dn_5: 0.4040 (0.4061) loss_vfl_dn_pre: 0.4953 (0.4955) loss_vfl_enc_0: 0.7576 (0.7583) loss_vfl_pre: 0.7582 (0.7645) time: 0.7545 data: 0.0320 max mem: 9097 Epoch: [24] [ 900/3696] eta: 0:38:56 lr: 0.000013 loss: 32.4438 (32.3902) loss_bbox: 0.1691 (0.1849) loss_bbox_aux_0: 0.1798 (0.1989) loss_bbox_aux_1: 0.1726 (0.1878) loss_bbox_aux_2: 0.1689 (0.1854) loss_bbox_aux_3: 0.1692 (0.1849) loss_bbox_aux_4: 0.1690 (0.1849) loss_bbox_dn_0: 0.2345 (0.2597) loss_bbox_dn_1: 0.1748 (0.1953) loss_bbox_dn_2: 0.1688 (0.1848) loss_bbox_dn_3: 0.1671 (0.1817) loss_bbox_dn_4: 0.1671 (0.1811) loss_bbox_dn_5: 0.1671 (0.1811) loss_bbox_dn_pre: 0.2382 (0.2654) loss_bbox_enc_0: 0.2119 (0.2386) loss_bbox_pre: 0.1812 (0.1992) loss_dfl: 0.9814 (0.9632) loss_fgl_aux_0: 1.0042 (0.9989) loss_fgl_aux_1: 0.9819 (0.9662) loss_fgl_aux_2: 0.9815 (0.9634) loss_fgl_aux_3: 0.9817 (0.9632) loss_fgl_aux_4: 0.9813 (0.9632) loss_fgl_dn_0: 1.0966 (1.0936) loss_fgl_dn_1: 0.9948 (0.9896) loss_fgl_dn_2: 0.9868 (0.9807) loss_fgl_dn_3: 0.9879 (0.9815) loss_fgl_dn_4: 0.9882 (0.9819) loss_fgl_dn_5: 0.9882 (0.9819) loss_giou: 0.5836 (0.5789) loss_giou_aux_0: 0.6096 (0.6061) loss_giou_aux_1: 0.5862 (0.5844) loss_giou_aux_2: 0.5819 (0.5798) loss_giou_aux_3: 0.5840 (0.5790) loss_giou_aux_4: 0.5836 (0.5789) loss_giou_dn_0: 0.6023 (0.5943) loss_giou_dn_1: 0.4932 (0.4836) loss_giou_dn_2: 0.4773 (0.4665) loss_giou_dn_3: 0.4730 (0.4620) loss_giou_dn_4: 0.4721 (0.4612) loss_giou_dn_5: 0.4722 (0.4612) loss_giou_dn_pre: 0.6052 (0.5934) loss_giou_enc_0: 0.6778 (0.6862) loss_giou_pre: 0.6064 (0.6042) loss_ddf_aux_0: 0.0536 (0.0588) loss_ddf_aux_1: 0.0071 (0.0078) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2424 (0.2553) loss_ddf_dn_1: 0.0306 (0.0327) loss_ddf_dn_2: 0.0056 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6737 (0.6839) loss_vfl_aux_0: 0.7400 (0.7619) loss_vfl_aux_1: 0.7274 (0.7362) loss_vfl_aux_2: 0.7003 (0.7143) loss_vfl_aux_3: 0.6859 (0.6945) loss_vfl_aux_4: 0.6862 (0.6852) loss_vfl_dn_0: 0.4860 (0.4950) loss_vfl_dn_1: 0.4294 (0.4339) loss_vfl_dn_2: 0.4185 (0.4189) loss_vfl_dn_3: 0.4083 (0.4097) loss_vfl_dn_4: 0.4041 (0.4065) loss_vfl_dn_5: 0.4039 (0.4060) loss_vfl_dn_pre: 0.4890 (0.4956) loss_vfl_enc_0: 0.7417 (0.7592) loss_vfl_pre: 0.7448 (0.7651) time: 0.9424 data: 0.0308 max mem: 9097 Epoch: [24] [1000/3696] eta: 0:37:13 lr: 0.000013 loss: 31.9304 (32.3871) loss_bbox: 0.1814 (0.1844) loss_bbox_aux_0: 0.1933 (0.1983) loss_bbox_aux_1: 0.1803 (0.1873) loss_bbox_aux_2: 0.1801 (0.1849) loss_bbox_aux_3: 0.1811 (0.1845) loss_bbox_aux_4: 0.1813 (0.1844) loss_bbox_dn_0: 0.2242 (0.2588) loss_bbox_dn_1: 0.1771 (0.1945) loss_bbox_dn_2: 0.1669 (0.1841) loss_bbox_dn_3: 0.1638 (0.1809) loss_bbox_dn_4: 0.1634 (0.1803) loss_bbox_dn_5: 0.1634 (0.1803) loss_bbox_dn_pre: 0.2290 (0.2645) loss_bbox_enc_0: 0.2251 (0.2379) loss_bbox_pre: 0.1915 (0.1986) loss_dfl: 0.9562 (0.9634) loss_fgl_aux_0: 0.9905 (0.9990) loss_fgl_aux_1: 0.9611 (0.9664) loss_fgl_aux_2: 0.9572 (0.9636) loss_fgl_aux_3: 0.9563 (0.9634) loss_fgl_aux_4: 0.9562 (0.9634) loss_fgl_dn_0: 1.0969 (1.0937) loss_fgl_dn_1: 0.9834 (0.9898) loss_fgl_dn_2: 0.9773 (0.9809) loss_fgl_dn_3: 0.9766 (0.9818) loss_fgl_dn_4: 0.9767 (0.9821) loss_fgl_dn_5: 0.9767 (0.9821) loss_giou: 0.5881 (0.5795) loss_giou_aux_0: 0.6267 (0.6066) loss_giou_aux_1: 0.5987 (0.5850) loss_giou_aux_2: 0.5887 (0.5804) loss_giou_aux_3: 0.5881 (0.5796) loss_giou_aux_4: 0.5878 (0.5795) loss_giou_dn_0: 0.5931 (0.5948) loss_giou_dn_1: 0.4831 (0.4840) loss_giou_dn_2: 0.4666 (0.4669) loss_giou_dn_3: 0.4620 (0.4624) loss_giou_dn_4: 0.4612 (0.4616) loss_giou_dn_5: 0.4612 (0.4616) loss_giou_dn_pre: 0.5895 (0.5939) loss_giou_enc_0: 0.7142 (0.6866) loss_giou_pre: 0.6234 (0.6047) loss_ddf_aux_0: 0.0554 (0.0588) loss_ddf_aux_1: 0.0079 (0.0078) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2613 (0.2552) loss_ddf_dn_1: 0.0323 (0.0327) loss_ddf_dn_2: 0.0058 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6561 (0.6835) loss_vfl_aux_0: 0.7283 (0.7614) loss_vfl_aux_1: 0.7320 (0.7357) loss_vfl_aux_2: 0.6838 (0.7141) loss_vfl_aux_3: 0.6750 (0.6941) loss_vfl_aux_4: 0.6622 (0.6849) loss_vfl_dn_0: 0.4896 (0.4949) loss_vfl_dn_1: 0.4305 (0.4340) loss_vfl_dn_2: 0.4155 (0.4190) loss_vfl_dn_3: 0.4080 (0.4098) loss_vfl_dn_4: 0.4049 (0.4065) loss_vfl_dn_5: 0.4052 (0.4060) loss_vfl_dn_pre: 0.4904 (0.4955) loss_vfl_enc_0: 0.7349 (0.7591) loss_vfl_pre: 0.7343 (0.7646) time: 0.9831 data: 0.0289 max mem: 9097 Epoch: [24] [1100/3696] eta: 0:35:32 lr: 0.000013 loss: 32.5206 (32.3891) loss_bbox: 0.1907 (0.1841) loss_bbox_aux_0: 0.2025 (0.1981) loss_bbox_aux_1: 0.1929 (0.1871) loss_bbox_aux_2: 0.1904 (0.1847) loss_bbox_aux_3: 0.1902 (0.1842) loss_bbox_aux_4: 0.1906 (0.1842) loss_bbox_dn_0: 0.2599 (0.2584) loss_bbox_dn_1: 0.2042 (0.1943) loss_bbox_dn_2: 0.1895 (0.1839) loss_bbox_dn_3: 0.1851 (0.1807) loss_bbox_dn_4: 0.1841 (0.1801) loss_bbox_dn_5: 0.1840 (0.1801) loss_bbox_dn_pre: 0.2645 (0.2640) loss_bbox_enc_0: 0.2360 (0.2378) loss_bbox_pre: 0.2034 (0.1984) loss_dfl: 0.9580 (0.9628) loss_fgl_aux_0: 0.9919 (0.9983) loss_fgl_aux_1: 0.9610 (0.9658) loss_fgl_aux_2: 0.9588 (0.9630) loss_fgl_aux_3: 0.9583 (0.9628) loss_fgl_aux_4: 0.9579 (0.9628) loss_fgl_dn_0: 1.0845 (1.0936) loss_fgl_dn_1: 0.9948 (0.9897) loss_fgl_dn_2: 0.9852 (0.9808) loss_fgl_dn_3: 0.9856 (0.9817) loss_fgl_dn_4: 0.9852 (0.9820) loss_fgl_dn_5: 0.9852 (0.9820) loss_giou: 0.5660 (0.5802) loss_giou_aux_0: 0.5860 (0.6072) loss_giou_aux_1: 0.5697 (0.5857) loss_giou_aux_2: 0.5627 (0.5810) loss_giou_aux_3: 0.5652 (0.5802) loss_giou_aux_4: 0.5651 (0.5802) loss_giou_dn_0: 0.5943 (0.5951) loss_giou_dn_1: 0.4859 (0.4843) loss_giou_dn_2: 0.4768 (0.4672) loss_giou_dn_3: 0.4685 (0.4627) loss_giou_dn_4: 0.4671 (0.4619) loss_giou_dn_5: 0.4671 (0.4619) loss_giou_dn_pre: 0.5914 (0.5942) loss_giou_enc_0: 0.6468 (0.6870) loss_giou_pre: 0.5852 (0.6054) loss_ddf_aux_0: 0.0568 (0.0590) loss_ddf_aux_1: 0.0078 (0.0079) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2499 (0.2552) loss_ddf_dn_1: 0.0322 (0.0326) loss_ddf_dn_2: 0.0067 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7048 (0.6841) loss_vfl_aux_0: 0.7482 (0.7613) loss_vfl_aux_1: 0.7345 (0.7358) loss_vfl_aux_2: 0.7146 (0.7145) loss_vfl_aux_3: 0.6929 (0.6947) loss_vfl_aux_4: 0.6920 (0.6854) loss_vfl_dn_0: 0.4934 (0.4950) loss_vfl_dn_1: 0.4379 (0.4342) loss_vfl_dn_2: 0.4225 (0.4191) loss_vfl_dn_3: 0.4197 (0.4100) loss_vfl_dn_4: 0.4168 (0.4067) loss_vfl_dn_5: 0.4150 (0.4062) loss_vfl_dn_pre: 0.4931 (0.4955) loss_vfl_enc_0: 0.7760 (0.7587) loss_vfl_pre: 0.7502 (0.7644) time: 0.7712 data: 0.0291 max mem: 9097 Epoch: [24] [1200/3696] eta: 0:33:54 lr: 0.000013 loss: 33.0174 (32.3914) loss_bbox: 0.1762 (0.1843) loss_bbox_aux_0: 0.1859 (0.1982) loss_bbox_aux_1: 0.1794 (0.1873) loss_bbox_aux_2: 0.1777 (0.1849) loss_bbox_aux_3: 0.1765 (0.1844) loss_bbox_aux_4: 0.1761 (0.1843) loss_bbox_dn_0: 0.2622 (0.2588) loss_bbox_dn_1: 0.1876 (0.1946) loss_bbox_dn_2: 0.1768 (0.1842) loss_bbox_dn_3: 0.1741 (0.1810) loss_bbox_dn_4: 0.1746 (0.1804) loss_bbox_dn_5: 0.1745 (0.1804) loss_bbox_dn_pre: 0.2690 (0.2644) loss_bbox_enc_0: 0.2273 (0.2380) loss_bbox_pre: 0.1849 (0.1986) loss_dfl: 0.9595 (0.9625) loss_fgl_aux_0: 0.9879 (0.9980) loss_fgl_aux_1: 0.9590 (0.9655) loss_fgl_aux_2: 0.9586 (0.9627) loss_fgl_aux_3: 0.9594 (0.9625) loss_fgl_aux_4: 0.9600 (0.9625) loss_fgl_dn_0: 1.0880 (1.0932) loss_fgl_dn_1: 0.9957 (0.9896) loss_fgl_dn_2: 0.9918 (0.9807) loss_fgl_dn_3: 0.9921 (0.9815) loss_fgl_dn_4: 0.9924 (0.9818) loss_fgl_dn_5: 0.9924 (0.9818) loss_giou: 0.5931 (0.5803) loss_giou_aux_0: 0.6156 (0.6073) loss_giou_aux_1: 0.5995 (0.5858) loss_giou_aux_2: 0.5942 (0.5812) loss_giou_aux_3: 0.5958 (0.5804) loss_giou_aux_4: 0.5954 (0.5803) loss_giou_dn_0: 0.5959 (0.5951) loss_giou_dn_1: 0.4928 (0.4845) loss_giou_dn_2: 0.4685 (0.4673) loss_giou_dn_3: 0.4634 (0.4628) loss_giou_dn_4: 0.4626 (0.4620) loss_giou_dn_5: 0.4623 (0.4620) loss_giou_dn_pre: 0.5949 (0.5942) loss_giou_enc_0: 0.6916 (0.6870) loss_giou_pre: 0.6129 (0.6055) loss_ddf_aux_0: 0.0542 (0.0589) loss_ddf_aux_1: 0.0073 (0.0079) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2523 (0.2551) loss_ddf_dn_1: 0.0333 (0.0327) loss_ddf_dn_2: 0.0074 (0.0066) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6895 (0.6839) loss_vfl_aux_0: 0.7614 (0.7615) loss_vfl_aux_1: 0.7417 (0.7361) loss_vfl_aux_2: 0.7170 (0.7145) loss_vfl_aux_3: 0.6992 (0.6945) loss_vfl_aux_4: 0.6885 (0.6854) loss_vfl_dn_0: 0.4890 (0.4948) loss_vfl_dn_1: 0.4341 (0.4342) loss_vfl_dn_2: 0.4205 (0.4191) loss_vfl_dn_3: 0.4125 (0.4100) loss_vfl_dn_4: 0.4092 (0.4067) loss_vfl_dn_5: 0.4095 (0.4061) loss_vfl_dn_pre: 0.4897 (0.4954) loss_vfl_enc_0: 0.7655 (0.7590) loss_vfl_pre: 0.7671 (0.7645) time: 0.7470 data: 0.0273 max mem: 9097 Epoch: [24] [1300/3696] eta: 0:32:19 lr: 0.000013 loss: 32.2807 (32.3935) loss_bbox: 0.1803 (0.1843) loss_bbox_aux_0: 0.1908 (0.1982) loss_bbox_aux_1: 0.1804 (0.1873) loss_bbox_aux_2: 0.1799 (0.1849) loss_bbox_aux_3: 0.1804 (0.1844) loss_bbox_aux_4: 0.1803 (0.1844) loss_bbox_dn_0: 0.2519 (0.2585) loss_bbox_dn_1: 0.1833 (0.1943) loss_bbox_dn_2: 0.1705 (0.1839) loss_bbox_dn_3: 0.1679 (0.1806) loss_bbox_dn_4: 0.1675 (0.1801) loss_bbox_dn_5: 0.1677 (0.1801) loss_bbox_dn_pre: 0.2518 (0.2641) loss_bbox_enc_0: 0.2404 (0.2381) loss_bbox_pre: 0.1907 (0.1985) loss_dfl: 0.9677 (0.9625) loss_fgl_aux_0: 1.0119 (0.9980) loss_fgl_aux_1: 0.9740 (0.9655) loss_fgl_aux_2: 0.9689 (0.9627) loss_fgl_aux_3: 0.9682 (0.9625) loss_fgl_aux_4: 0.9684 (0.9625) loss_fgl_dn_0: 1.0933 (1.0935) loss_fgl_dn_1: 0.9910 (0.9899) loss_fgl_dn_2: 0.9810 (0.9810) loss_fgl_dn_3: 0.9828 (0.9818) loss_fgl_dn_4: 0.9832 (0.9821) loss_fgl_dn_5: 0.9833 (0.9822) loss_giou: 0.5516 (0.5811) loss_giou_aux_0: 0.5858 (0.6080) loss_giou_aux_1: 0.5547 (0.5866) loss_giou_aux_2: 0.5510 (0.5819) loss_giou_aux_3: 0.5507 (0.5811) loss_giou_aux_4: 0.5506 (0.5811) loss_giou_dn_0: 0.5887 (0.5955) loss_giou_dn_1: 0.4769 (0.4848) loss_giou_dn_2: 0.4628 (0.4676) loss_giou_dn_3: 0.4555 (0.4631) loss_giou_dn_4: 0.4542 (0.4623) loss_giou_dn_5: 0.4543 (0.4623) loss_giou_dn_pre: 0.5877 (0.5945) loss_giou_enc_0: 0.6592 (0.6879) loss_giou_pre: 0.5841 (0.6062) loss_ddf_aux_0: 0.0600 (0.0588) loss_ddf_aux_1: 0.0080 (0.0079) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2505 (0.2553) loss_ddf_dn_1: 0.0306 (0.0328) loss_ddf_dn_2: 0.0067 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6584 (0.6831) loss_vfl_aux_0: 0.7524 (0.7605) loss_vfl_aux_1: 0.7100 (0.7348) loss_vfl_aux_2: 0.6882 (0.7135) loss_vfl_aux_3: 0.6616 (0.6937) loss_vfl_aux_4: 0.6667 (0.6846) loss_vfl_dn_0: 0.4956 (0.4949) loss_vfl_dn_1: 0.4326 (0.4344) loss_vfl_dn_2: 0.4157 (0.4192) loss_vfl_dn_3: 0.4051 (0.4101) loss_vfl_dn_4: 0.4022 (0.4068) loss_vfl_dn_5: 0.4012 (0.4063) loss_vfl_dn_pre: 0.4963 (0.4954) loss_vfl_enc_0: 0.7827 (0.7583) loss_vfl_pre: 0.7554 (0.7635) time: 0.7140 data: 0.0227 max mem: 9097 Epoch: [24] [1400/3696] eta: 0:30:48 lr: 0.000013 loss: 32.2797 (32.3841) loss_bbox: 0.1787 (0.1844) loss_bbox_aux_0: 0.1909 (0.1983) loss_bbox_aux_1: 0.1820 (0.1873) loss_bbox_aux_2: 0.1790 (0.1850) loss_bbox_aux_3: 0.1788 (0.1845) loss_bbox_aux_4: 0.1787 (0.1844) loss_bbox_dn_0: 0.2603 (0.2589) loss_bbox_dn_1: 0.1903 (0.1945) loss_bbox_dn_2: 0.1795 (0.1840) loss_bbox_dn_3: 0.1768 (0.1808) loss_bbox_dn_4: 0.1768 (0.1802) loss_bbox_dn_5: 0.1768 (0.1802) loss_bbox_dn_pre: 0.2662 (0.2645) loss_bbox_enc_0: 0.2258 (0.2383) loss_bbox_pre: 0.1907 (0.1986) loss_dfl: 0.9656 (0.9621) loss_fgl_aux_0: 0.9935 (0.9977) loss_fgl_aux_1: 0.9655 (0.9652) loss_fgl_aux_2: 0.9632 (0.9623) loss_fgl_aux_3: 0.9649 (0.9622) loss_fgl_aux_4: 0.9655 (0.9621) loss_fgl_dn_0: 1.0902 (1.0934) loss_fgl_dn_1: 0.9805 (0.9895) loss_fgl_dn_2: 0.9706 (0.9806) loss_fgl_dn_3: 0.9713 (0.9814) loss_fgl_dn_4: 0.9717 (0.9817) loss_fgl_dn_5: 0.9718 (0.9817) loss_giou: 0.5729 (0.5810) loss_giou_aux_0: 0.5913 (0.6079) loss_giou_aux_1: 0.5761 (0.5865) loss_giou_aux_2: 0.5720 (0.5818) loss_giou_aux_3: 0.5718 (0.5810) loss_giou_aux_4: 0.5721 (0.5810) loss_giou_dn_0: 0.5946 (0.5955) loss_giou_dn_1: 0.4920 (0.4848) loss_giou_dn_2: 0.4734 (0.4676) loss_giou_dn_3: 0.4692 (0.4631) loss_giou_dn_4: 0.4683 (0.4623) loss_giou_dn_5: 0.4680 (0.4623) loss_giou_dn_pre: 0.5932 (0.5946) loss_giou_enc_0: 0.6733 (0.6877) loss_giou_pre: 0.5891 (0.6061) loss_ddf_aux_0: 0.0575 (0.0589) loss_ddf_aux_1: 0.0072 (0.0079) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2535 (0.2556) loss_ddf_dn_1: 0.0328 (0.0328) loss_ddf_dn_2: 0.0064 (0.0066) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6564 (0.6825) loss_vfl_aux_0: 0.7468 (0.7595) loss_vfl_aux_1: 0.6988 (0.7341) loss_vfl_aux_2: 0.6930 (0.7127) loss_vfl_aux_3: 0.6685 (0.6931) loss_vfl_aux_4: 0.6611 (0.6840) loss_vfl_dn_0: 0.4969 (0.4948) loss_vfl_dn_1: 0.4332 (0.4342) loss_vfl_dn_2: 0.4155 (0.4191) loss_vfl_dn_3: 0.4042 (0.4100) loss_vfl_dn_4: 0.4031 (0.4068) loss_vfl_dn_5: 0.4025 (0.4062) loss_vfl_dn_pre: 0.4975 (0.4954) loss_vfl_enc_0: 0.7378 (0.7574) loss_vfl_pre: 0.7453 (0.7623) time: 0.7564 data: 0.0285 max mem: 9097 Epoch: [24] [1500/3696] eta: 0:29:22 lr: 0.000013 loss: 32.8251 (32.3895) loss_bbox: 0.1823 (0.1848) loss_bbox_aux_0: 0.1963 (0.1987) loss_bbox_aux_1: 0.1839 (0.1877) loss_bbox_aux_2: 0.1801 (0.1853) loss_bbox_aux_3: 0.1818 (0.1849) loss_bbox_aux_4: 0.1822 (0.1848) loss_bbox_dn_0: 0.2671 (0.2594) loss_bbox_dn_1: 0.1963 (0.1951) loss_bbox_dn_2: 0.1838 (0.1846) loss_bbox_dn_3: 0.1790 (0.1813) loss_bbox_dn_4: 0.1782 (0.1808) loss_bbox_dn_5: 0.1781 (0.1808) loss_bbox_dn_pre: 0.2726 (0.2650) loss_bbox_enc_0: 0.2357 (0.2387) loss_bbox_pre: 0.1959 (0.1990) loss_dfl: 0.9606 (0.9626) loss_fgl_aux_0: 1.0059 (0.9983) loss_fgl_aux_1: 0.9659 (0.9657) loss_fgl_aux_2: 0.9617 (0.9628) loss_fgl_aux_3: 0.9613 (0.9627) loss_fgl_aux_4: 0.9609 (0.9626) loss_fgl_dn_0: 1.0906 (1.0934) loss_fgl_dn_1: 0.9859 (0.9896) loss_fgl_dn_2: 0.9794 (0.9806) loss_fgl_dn_3: 0.9800 (0.9815) loss_fgl_dn_4: 0.9808 (0.9818) loss_fgl_dn_5: 0.9809 (0.9818) loss_giou: 0.5724 (0.5803) loss_giou_aux_0: 0.6046 (0.6072) loss_giou_aux_1: 0.5794 (0.5858) loss_giou_aux_2: 0.5738 (0.5812) loss_giou_aux_3: 0.5725 (0.5804) loss_giou_aux_4: 0.5728 (0.5803) loss_giou_dn_0: 0.6034 (0.5953) loss_giou_dn_1: 0.4864 (0.4846) loss_giou_dn_2: 0.4667 (0.4674) loss_giou_dn_3: 0.4663 (0.4629) loss_giou_dn_4: 0.4659 (0.4622) loss_giou_dn_5: 0.4658 (0.4621) loss_giou_dn_pre: 0.6003 (0.5944) loss_giou_enc_0: 0.6822 (0.6871) loss_giou_pre: 0.6010 (0.6054) loss_ddf_aux_0: 0.0555 (0.0590) loss_ddf_aux_1: 0.0074 (0.0079) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2447 (0.2553) loss_ddf_dn_1: 0.0316 (0.0328) loss_ddf_dn_2: 0.0066 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6942 (0.6830) loss_vfl_aux_0: 0.7614 (0.7596) loss_vfl_aux_1: 0.7314 (0.7342) loss_vfl_aux_2: 0.7181 (0.7129) loss_vfl_aux_3: 0.6942 (0.6935) loss_vfl_aux_4: 0.6953 (0.6845) loss_vfl_dn_0: 0.4932 (0.4948) loss_vfl_dn_1: 0.4337 (0.4342) loss_vfl_dn_2: 0.4199 (0.4191) loss_vfl_dn_3: 0.4094 (0.4100) loss_vfl_dn_4: 0.4052 (0.4068) loss_vfl_dn_5: 0.4053 (0.4062) loss_vfl_dn_pre: 0.4927 (0.4954) loss_vfl_enc_0: 0.7489 (0.7576) loss_vfl_pre: 0.7737 (0.7624) time: 0.7044 data: 0.0258 max mem: 9097 Epoch: [24] [1600/3696] eta: 0:27:54 lr: 0.000013 loss: 32.0364 (32.3852) loss_bbox: 0.1802 (0.1849) loss_bbox_aux_0: 0.1954 (0.1989) loss_bbox_aux_1: 0.1829 (0.1878) loss_bbox_aux_2: 0.1805 (0.1855) loss_bbox_aux_3: 0.1803 (0.1850) loss_bbox_aux_4: 0.1802 (0.1849) loss_bbox_dn_0: 0.2475 (0.2594) loss_bbox_dn_1: 0.1870 (0.1951) loss_bbox_dn_2: 0.1776 (0.1846) loss_bbox_dn_3: 0.1729 (0.1813) loss_bbox_dn_4: 0.1738 (0.1808) loss_bbox_dn_5: 0.1737 (0.1808) loss_bbox_dn_pre: 0.2528 (0.2650) loss_bbox_enc_0: 0.2370 (0.2388) loss_bbox_pre: 0.1954 (0.1992) loss_dfl: 0.9573 (0.9630) loss_fgl_aux_0: 0.9960 (0.9987) loss_fgl_aux_1: 0.9622 (0.9660) loss_fgl_aux_2: 0.9589 (0.9632) loss_fgl_aux_3: 0.9581 (0.9630) loss_fgl_aux_4: 0.9574 (0.9630) loss_fgl_dn_0: 1.0918 (1.0934) loss_fgl_dn_1: 0.9769 (0.9896) loss_fgl_dn_2: 0.9674 (0.9807) loss_fgl_dn_3: 0.9703 (0.9815) loss_fgl_dn_4: 0.9710 (0.9818) loss_fgl_dn_5: 0.9711 (0.9818) loss_giou: 0.5723 (0.5796) loss_giou_aux_0: 0.5959 (0.6065) loss_giou_aux_1: 0.5748 (0.5851) loss_giou_aux_2: 0.5717 (0.5805) loss_giou_aux_3: 0.5725 (0.5797) loss_giou_aux_4: 0.5725 (0.5796) loss_giou_dn_0: 0.6067 (0.5949) loss_giou_dn_1: 0.4917 (0.4843) loss_giou_dn_2: 0.4731 (0.4672) loss_giou_dn_3: 0.4672 (0.4627) loss_giou_dn_4: 0.4665 (0.4619) loss_giou_dn_5: 0.4664 (0.4619) loss_giou_dn_pre: 0.6038 (0.5939) loss_giou_enc_0: 0.6738 (0.6863) loss_giou_pre: 0.5952 (0.6047) loss_ddf_aux_0: 0.0601 (0.0590) loss_ddf_aux_1: 0.0076 (0.0079) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2518 (0.2553) loss_ddf_dn_1: 0.0295 (0.0326) loss_ddf_dn_2: 0.0058 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6864 (0.6831) loss_vfl_aux_0: 0.7482 (0.7596) loss_vfl_aux_1: 0.7489 (0.7341) loss_vfl_aux_2: 0.7240 (0.7129) loss_vfl_aux_3: 0.6934 (0.6935) loss_vfl_aux_4: 0.6891 (0.6846) loss_vfl_dn_0: 0.4972 (0.4950) loss_vfl_dn_1: 0.4330 (0.4342) loss_vfl_dn_2: 0.4180 (0.4191) loss_vfl_dn_3: 0.4083 (0.4101) loss_vfl_dn_4: 0.4055 (0.4068) loss_vfl_dn_5: 0.4027 (0.4062) loss_vfl_dn_pre: 0.4976 (0.4955) loss_vfl_enc_0: 0.7505 (0.7577) loss_vfl_pre: 0.7555 (0.7624) time: 0.7489 data: 0.0303 max mem: 9097 Epoch: [24] [1700/3696] eta: 0:26:28 lr: 0.000013 loss: 32.0941 (32.3780) loss_bbox: 0.1824 (0.1847) loss_bbox_aux_0: 0.1946 (0.1987) loss_bbox_aux_1: 0.1837 (0.1876) loss_bbox_aux_2: 0.1839 (0.1853) loss_bbox_aux_3: 0.1824 (0.1848) loss_bbox_aux_4: 0.1824 (0.1847) loss_bbox_dn_0: 0.2522 (0.2592) loss_bbox_dn_1: 0.2009 (0.1950) loss_bbox_dn_2: 0.1918 (0.1844) loss_bbox_dn_3: 0.1887 (0.1812) loss_bbox_dn_4: 0.1892 (0.1806) loss_bbox_dn_5: 0.1893 (0.1806) loss_bbox_dn_pre: 0.2607 (0.2648) loss_bbox_enc_0: 0.2412 (0.2385) loss_bbox_pre: 0.1953 (0.1989) loss_dfl: 0.9567 (0.9634) loss_fgl_aux_0: 0.9873 (0.9991) loss_fgl_aux_1: 0.9600 (0.9665) loss_fgl_aux_2: 0.9563 (0.9636) loss_fgl_aux_3: 0.9562 (0.9634) loss_fgl_aux_4: 0.9567 (0.9634) loss_fgl_dn_0: 1.0872 (1.0935) loss_fgl_dn_1: 0.9868 (0.9898) loss_fgl_dn_2: 0.9753 (0.9808) loss_fgl_dn_3: 0.9766 (0.9817) loss_fgl_dn_4: 0.9772 (0.9820) loss_fgl_dn_5: 0.9772 (0.9820) loss_giou: 0.5748 (0.5790) loss_giou_aux_0: 0.6054 (0.6059) loss_giou_aux_1: 0.5822 (0.5845) loss_giou_aux_2: 0.5789 (0.5798) loss_giou_aux_3: 0.5758 (0.5790) loss_giou_aux_4: 0.5748 (0.5790) loss_giou_dn_0: 0.5946 (0.5946) loss_giou_dn_1: 0.4760 (0.4841) loss_giou_dn_2: 0.4585 (0.4669) loss_giou_dn_3: 0.4510 (0.4624) loss_giou_dn_4: 0.4484 (0.4617) loss_giou_dn_5: 0.4485 (0.4616) loss_giou_dn_pre: 0.5919 (0.5936) loss_giou_enc_0: 0.6849 (0.6858) loss_giou_pre: 0.6033 (0.6040) loss_ddf_aux_0: 0.0579 (0.0590) loss_ddf_aux_1: 0.0079 (0.0079) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2615 (0.2553) loss_ddf_dn_1: 0.0315 (0.0326) loss_ddf_dn_2: 0.0068 (0.0066) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6512 (0.6830) loss_vfl_aux_0: 0.7303 (0.7594) loss_vfl_aux_1: 0.7133 (0.7340) loss_vfl_aux_2: 0.6971 (0.7128) loss_vfl_aux_3: 0.6683 (0.6934) loss_vfl_aux_4: 0.6553 (0.6845) loss_vfl_dn_0: 0.4923 (0.4950) loss_vfl_dn_1: 0.4291 (0.4342) loss_vfl_dn_2: 0.4172 (0.4191) loss_vfl_dn_3: 0.4092 (0.4100) loss_vfl_dn_4: 0.4071 (0.4068) loss_vfl_dn_5: 0.4069 (0.4062) loss_vfl_dn_pre: 0.4934 (0.4956) loss_vfl_enc_0: 0.7432 (0.7574) loss_vfl_pre: 0.7305 (0.7621) time: 0.7685 data: 0.0292 max mem: 9097 Epoch: [24] [1800/3696] eta: 0:25:05 lr: 0.000013 loss: 32.0878 (32.3804) loss_bbox: 0.1774 (0.1851) loss_bbox_aux_0: 0.1876 (0.1990) loss_bbox_aux_1: 0.1793 (0.1880) loss_bbox_aux_2: 0.1774 (0.1856) loss_bbox_aux_3: 0.1770 (0.1852) loss_bbox_aux_4: 0.1772 (0.1851) loss_bbox_dn_0: 0.2456 (0.2595) loss_bbox_dn_1: 0.1834 (0.1952) loss_bbox_dn_2: 0.1735 (0.1847) loss_bbox_dn_3: 0.1712 (0.1815) loss_bbox_dn_4: 0.1698 (0.1810) loss_bbox_dn_5: 0.1697 (0.1809) loss_bbox_dn_pre: 0.2490 (0.2651) loss_bbox_enc_0: 0.2325 (0.2390) loss_bbox_pre: 0.1880 (0.1993) loss_dfl: 0.9733 (0.9635) loss_fgl_aux_0: 1.0004 (0.9991) loss_fgl_aux_1: 0.9754 (0.9665) loss_fgl_aux_2: 0.9736 (0.9637) loss_fgl_aux_3: 0.9736 (0.9635) loss_fgl_aux_4: 0.9734 (0.9635) loss_fgl_dn_0: 1.0961 (1.0935) loss_fgl_dn_1: 0.9940 (0.9898) loss_fgl_dn_2: 0.9876 (0.9809) loss_fgl_dn_3: 0.9880 (0.9817) loss_fgl_dn_4: 0.9884 (0.9820) loss_fgl_dn_5: 0.9885 (0.9820) loss_giou: 0.5429 (0.5788) loss_giou_aux_0: 0.5731 (0.6057) loss_giou_aux_1: 0.5512 (0.5843) loss_giou_aux_2: 0.5426 (0.5796) loss_giou_aux_3: 0.5425 (0.5788) loss_giou_aux_4: 0.5426 (0.5788) loss_giou_dn_0: 0.5686 (0.5944) loss_giou_dn_1: 0.4660 (0.4840) loss_giou_dn_2: 0.4490 (0.4669) loss_giou_dn_3: 0.4424 (0.4624) loss_giou_dn_4: 0.4411 (0.4616) loss_giou_dn_5: 0.4408 (0.4616) loss_giou_dn_pre: 0.5744 (0.5934) loss_giou_enc_0: 0.6586 (0.6856) loss_giou_pre: 0.5708 (0.6038) loss_ddf_aux_0: 0.0556 (0.0589) loss_ddf_aux_1: 0.0076 (0.0078) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2597 (0.2554) loss_ddf_dn_1: 0.0324 (0.0327) loss_ddf_dn_2: 0.0067 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6662 (0.6829) loss_vfl_aux_0: 0.7025 (0.7592) loss_vfl_aux_1: 0.6942 (0.7338) loss_vfl_aux_2: 0.6928 (0.7130) loss_vfl_aux_3: 0.6696 (0.6935) loss_vfl_aux_4: 0.6698 (0.6845) loss_vfl_dn_0: 0.4890 (0.4950) loss_vfl_dn_1: 0.4293 (0.4342) loss_vfl_dn_2: 0.4110 (0.4190) loss_vfl_dn_3: 0.4023 (0.4100) loss_vfl_dn_4: 0.4004 (0.4068) loss_vfl_dn_5: 0.3997 (0.4062) loss_vfl_dn_pre: 0.4895 (0.4955) loss_vfl_enc_0: 0.7286 (0.7572) loss_vfl_pre: 0.7031 (0.7618) time: 0.7527 data: 0.0300 max mem: 9097 Epoch: [24] [1900/3696] eta: 0:23:42 lr: 0.000013 loss: 32.5156 (32.3768) loss_bbox: 0.1824 (0.1849) loss_bbox_aux_0: 0.1939 (0.1988) loss_bbox_aux_1: 0.1853 (0.1878) loss_bbox_aux_2: 0.1840 (0.1854) loss_bbox_aux_3: 0.1826 (0.1850) loss_bbox_aux_4: 0.1825 (0.1849) loss_bbox_dn_0: 0.2521 (0.2595) loss_bbox_dn_1: 0.1930 (0.1951) loss_bbox_dn_2: 0.1800 (0.1846) loss_bbox_dn_3: 0.1777 (0.1814) loss_bbox_dn_4: 0.1779 (0.1809) loss_bbox_dn_5: 0.1779 (0.1808) loss_bbox_dn_pre: 0.2574 (0.2650) loss_bbox_enc_0: 0.2275 (0.2388) loss_bbox_pre: 0.1946 (0.1992) loss_dfl: 0.9653 (0.9636) loss_fgl_aux_0: 1.0060 (0.9993) loss_fgl_aux_1: 0.9664 (0.9666) loss_fgl_aux_2: 0.9651 (0.9638) loss_fgl_aux_3: 0.9655 (0.9636) loss_fgl_aux_4: 0.9655 (0.9636) loss_fgl_dn_0: 1.0919 (1.0936) loss_fgl_dn_1: 0.9880 (0.9898) loss_fgl_dn_2: 0.9772 (0.9809) loss_fgl_dn_3: 0.9788 (0.9817) loss_fgl_dn_4: 0.9796 (0.9820) loss_fgl_dn_5: 0.9797 (0.9820) loss_giou: 0.5827 (0.5785) loss_giou_aux_0: 0.6004 (0.6054) loss_giou_aux_1: 0.5882 (0.5840) loss_giou_aux_2: 0.5859 (0.5793) loss_giou_aux_3: 0.5838 (0.5786) loss_giou_aux_4: 0.5828 (0.5785) loss_giou_dn_0: 0.6023 (0.5946) loss_giou_dn_1: 0.4778 (0.4841) loss_giou_dn_2: 0.4530 (0.4669) loss_giou_dn_3: 0.4510 (0.4624) loss_giou_dn_4: 0.4499 (0.4617) loss_giou_dn_5: 0.4499 (0.4616) loss_giou_dn_pre: 0.6006 (0.5935) loss_giou_enc_0: 0.6749 (0.6854) loss_giou_pre: 0.5991 (0.6036) loss_ddf_aux_0: 0.0629 (0.0589) loss_ddf_aux_1: 0.0076 (0.0078) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2647 (0.2556) loss_ddf_dn_1: 0.0338 (0.0327) loss_ddf_dn_2: 0.0069 (0.0066) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6787 (0.6829) loss_vfl_aux_0: 0.7481 (0.7590) loss_vfl_aux_1: 0.6960 (0.7338) loss_vfl_aux_2: 0.6959 (0.7128) loss_vfl_aux_3: 0.6801 (0.6933) loss_vfl_aux_4: 0.6746 (0.6844) loss_vfl_dn_0: 0.4926 (0.4949) loss_vfl_dn_1: 0.4347 (0.4342) loss_vfl_dn_2: 0.4182 (0.4191) loss_vfl_dn_3: 0.4072 (0.4100) loss_vfl_dn_4: 0.4053 (0.4068) loss_vfl_dn_5: 0.4048 (0.4062) loss_vfl_dn_pre: 0.4927 (0.4955) loss_vfl_enc_0: 0.7603 (0.7572) loss_vfl_pre: 0.7498 (0.7616) time: 0.7773 data: 0.0317 max mem: 9097 Epoch: [24] [2000/3696] eta: 0:22:20 lr: 0.000013 loss: 32.0413 (32.3721) loss_bbox: 0.1725 (0.1848) loss_bbox_aux_0: 0.1851 (0.1987) loss_bbox_aux_1: 0.1747 (0.1876) loss_bbox_aux_2: 0.1734 (0.1853) loss_bbox_aux_3: 0.1728 (0.1849) loss_bbox_aux_4: 0.1725 (0.1848) loss_bbox_dn_0: 0.2483 (0.2593) loss_bbox_dn_1: 0.1832 (0.1951) loss_bbox_dn_2: 0.1708 (0.1846) loss_bbox_dn_3: 0.1684 (0.1814) loss_bbox_dn_4: 0.1674 (0.1808) loss_bbox_dn_5: 0.1672 (0.1808) loss_bbox_dn_pre: 0.2523 (0.2649) loss_bbox_enc_0: 0.2269 (0.2386) loss_bbox_pre: 0.1868 (0.1991) loss_dfl: 0.9438 (0.9632) loss_fgl_aux_0: 0.9895 (0.9989) loss_fgl_aux_1: 0.9507 (0.9662) loss_fgl_aux_2: 0.9447 (0.9634) loss_fgl_aux_3: 0.9433 (0.9632) loss_fgl_aux_4: 0.9436 (0.9632) loss_fgl_dn_0: 1.0937 (1.0934) loss_fgl_dn_1: 0.9897 (0.9897) loss_fgl_dn_2: 0.9804 (0.9807) loss_fgl_dn_3: 0.9811 (0.9816) loss_fgl_dn_4: 0.9821 (0.9819) loss_fgl_dn_5: 0.9821 (0.9819) loss_giou: 0.5702 (0.5788) loss_giou_aux_0: 0.5932 (0.6057) loss_giou_aux_1: 0.5743 (0.5843) loss_giou_aux_2: 0.5701 (0.5796) loss_giou_aux_3: 0.5691 (0.5789) loss_giou_aux_4: 0.5698 (0.5788) loss_giou_dn_0: 0.5945 (0.5945) loss_giou_dn_1: 0.4806 (0.4840) loss_giou_dn_2: 0.4690 (0.4670) loss_giou_dn_3: 0.4633 (0.4625) loss_giou_dn_4: 0.4629 (0.4617) loss_giou_dn_5: 0.4627 (0.4617) loss_giou_dn_pre: 0.5925 (0.5935) loss_giou_enc_0: 0.6723 (0.6855) loss_giou_pre: 0.5933 (0.6039) loss_ddf_aux_0: 0.0596 (0.0590) loss_ddf_aux_1: 0.0072 (0.0078) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2498 (0.2558) loss_ddf_dn_1: 0.0309 (0.0327) loss_ddf_dn_2: 0.0067 (0.0066) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6791 (0.6827) loss_vfl_aux_0: 0.7512 (0.7587) loss_vfl_aux_1: 0.7446 (0.7334) loss_vfl_aux_2: 0.7078 (0.7124) loss_vfl_aux_3: 0.6791 (0.6931) loss_vfl_aux_4: 0.6864 (0.6843) loss_vfl_dn_0: 0.4914 (0.4949) loss_vfl_dn_1: 0.4271 (0.4341) loss_vfl_dn_2: 0.4129 (0.4190) loss_vfl_dn_3: 0.4070 (0.4100) loss_vfl_dn_4: 0.4049 (0.4068) loss_vfl_dn_5: 0.4036 (0.4062) loss_vfl_dn_pre: 0.4924 (0.4954) loss_vfl_enc_0: 0.7462 (0.7570) loss_vfl_pre: 0.7534 (0.7614) time: 0.7489 data: 0.0309 max mem: 9097 Epoch: [24] [2100/3696] eta: 0:20:57 lr: 0.000013 loss: 32.3021 (32.3753) loss_bbox: 0.1899 (0.1848) loss_bbox_aux_0: 0.1995 (0.1988) loss_bbox_aux_1: 0.1903 (0.1877) loss_bbox_aux_2: 0.1909 (0.1854) loss_bbox_aux_3: 0.1898 (0.1849) loss_bbox_aux_4: 0.1897 (0.1849) loss_bbox_dn_0: 0.2488 (0.2593) loss_bbox_dn_1: 0.1931 (0.1950) loss_bbox_dn_2: 0.1786 (0.1845) loss_bbox_dn_3: 0.1758 (0.1813) loss_bbox_dn_4: 0.1755 (0.1807) loss_bbox_dn_5: 0.1756 (0.1807) loss_bbox_dn_pre: 0.2535 (0.2648) loss_bbox_enc_0: 0.2390 (0.2387) loss_bbox_pre: 0.1987 (0.1991) loss_dfl: 0.9680 (0.9634) loss_fgl_aux_0: 1.0091 (0.9991) loss_fgl_aux_1: 0.9700 (0.9664) loss_fgl_aux_2: 0.9672 (0.9636) loss_fgl_aux_3: 0.9679 (0.9634) loss_fgl_aux_4: 0.9680 (0.9634) loss_fgl_dn_0: 1.0972 (1.0935) loss_fgl_dn_1: 0.9910 (0.9899) loss_fgl_dn_2: 0.9845 (0.9809) loss_fgl_dn_3: 0.9850 (0.9817) loss_fgl_dn_4: 0.9852 (0.9821) loss_fgl_dn_5: 0.9854 (0.9821) loss_giou: 0.5708 (0.5788) loss_giou_aux_0: 0.5915 (0.6057) loss_giou_aux_1: 0.5748 (0.5843) loss_giou_aux_2: 0.5705 (0.5796) loss_giou_aux_3: 0.5707 (0.5788) loss_giou_aux_4: 0.5709 (0.5788) loss_giou_dn_0: 0.5749 (0.5944) loss_giou_dn_1: 0.4625 (0.4839) loss_giou_dn_2: 0.4456 (0.4669) loss_giou_dn_3: 0.4409 (0.4623) loss_giou_dn_4: 0.4404 (0.4616) loss_giou_dn_5: 0.4407 (0.4615) loss_giou_dn_pre: 0.5765 (0.5934) loss_giou_enc_0: 0.6719 (0.6855) loss_giou_pre: 0.5905 (0.6039) loss_ddf_aux_0: 0.0639 (0.0590) loss_ddf_aux_1: 0.0084 (0.0078) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2664 (0.2558) loss_ddf_dn_1: 0.0347 (0.0327) loss_ddf_dn_2: 0.0067 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7092 (0.6830) loss_vfl_aux_0: 0.7639 (0.7588) loss_vfl_aux_1: 0.7532 (0.7336) loss_vfl_aux_2: 0.7476 (0.7127) loss_vfl_aux_3: 0.7124 (0.6935) loss_vfl_aux_4: 0.6923 (0.6846) loss_vfl_dn_0: 0.5004 (0.4949) loss_vfl_dn_1: 0.4390 (0.4342) loss_vfl_dn_2: 0.4215 (0.4190) loss_vfl_dn_3: 0.4093 (0.4101) loss_vfl_dn_4: 0.4093 (0.4068) loss_vfl_dn_5: 0.4085 (0.4063) loss_vfl_dn_pre: 0.4996 (0.4954) loss_vfl_enc_0: 0.7876 (0.7570) loss_vfl_pre: 0.7798 (0.7614) time: 0.7345 data: 0.0267 max mem: 9097 Epoch: [24] [2200/3696] eta: 0:19:38 lr: 0.000013 loss: 32.2846 (32.3731) loss_bbox: 0.1834 (0.1848) loss_bbox_aux_0: 0.1927 (0.1988) loss_bbox_aux_1: 0.1875 (0.1876) loss_bbox_aux_2: 0.1844 (0.1853) loss_bbox_aux_3: 0.1840 (0.1848) loss_bbox_aux_4: 0.1834 (0.1848) loss_bbox_dn_0: 0.2503 (0.2594) loss_bbox_dn_1: 0.1837 (0.1951) loss_bbox_dn_2: 0.1748 (0.1845) loss_bbox_dn_3: 0.1711 (0.1813) loss_bbox_dn_4: 0.1702 (0.1807) loss_bbox_dn_5: 0.1701 (0.1807) loss_bbox_dn_pre: 0.2585 (0.2649) loss_bbox_enc_0: 0.2326 (0.2387) loss_bbox_pre: 0.1930 (0.1991) loss_dfl: 0.9677 (0.9635) loss_fgl_aux_0: 1.0074 (0.9992) loss_fgl_aux_1: 0.9714 (0.9664) loss_fgl_aux_2: 0.9676 (0.9636) loss_fgl_aux_3: 0.9679 (0.9635) loss_fgl_aux_4: 0.9676 (0.9635) loss_fgl_dn_0: 1.0927 (1.0935) loss_fgl_dn_1: 0.9912 (0.9899) loss_fgl_dn_2: 0.9800 (0.9809) loss_fgl_dn_3: 0.9807 (0.9817) loss_fgl_dn_4: 0.9811 (0.9821) loss_fgl_dn_5: 0.9811 (0.9821) loss_giou: 0.5367 (0.5782) loss_giou_aux_0: 0.5614 (0.6052) loss_giou_aux_1: 0.5412 (0.5838) loss_giou_aux_2: 0.5399 (0.5791) loss_giou_aux_3: 0.5367 (0.5783) loss_giou_aux_4: 0.5368 (0.5782) loss_giou_dn_0: 0.5506 (0.5942) loss_giou_dn_1: 0.4489 (0.4838) loss_giou_dn_2: 0.4322 (0.4667) loss_giou_dn_3: 0.4270 (0.4622) loss_giou_dn_4: 0.4262 (0.4614) loss_giou_dn_5: 0.4262 (0.4613) loss_giou_dn_pre: 0.5460 (0.5932) loss_giou_enc_0: 0.6376 (0.6850) loss_giou_pre: 0.5605 (0.6033) loss_ddf_aux_0: 0.0566 (0.0591) loss_ddf_aux_1: 0.0071 (0.0078) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2413 (0.2558) loss_ddf_dn_1: 0.0290 (0.0327) loss_ddf_dn_2: 0.0053 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6906 (0.6834) loss_vfl_aux_0: 0.7658 (0.7591) loss_vfl_aux_1: 0.7455 (0.7340) loss_vfl_aux_2: 0.7241 (0.7131) loss_vfl_aux_3: 0.6981 (0.6938) loss_vfl_aux_4: 0.6966 (0.6849) loss_vfl_dn_0: 0.4943 (0.4949) loss_vfl_dn_1: 0.4312 (0.4342) loss_vfl_dn_2: 0.4183 (0.4191) loss_vfl_dn_3: 0.4102 (0.4101) loss_vfl_dn_4: 0.4093 (0.4068) loss_vfl_dn_5: 0.4097 (0.4063) loss_vfl_dn_pre: 0.4943 (0.4955) loss_vfl_enc_0: 0.7561 (0.7574) loss_vfl_pre: 0.7673 (0.7618) time: 0.7559 data: 0.0283 max mem: 9097 Epoch: [24] [2300/3696] eta: 0:18:19 lr: 0.000013 loss: 32.4876 (32.3681) loss_bbox: 0.1682 (0.1846) loss_bbox_aux_0: 0.1839 (0.1986) loss_bbox_aux_1: 0.1715 (0.1875) loss_bbox_aux_2: 0.1690 (0.1851) loss_bbox_aux_3: 0.1678 (0.1847) loss_bbox_aux_4: 0.1680 (0.1846) loss_bbox_dn_0: 0.2304 (0.2591) loss_bbox_dn_1: 0.1750 (0.1949) loss_bbox_dn_2: 0.1633 (0.1844) loss_bbox_dn_3: 0.1626 (0.1812) loss_bbox_dn_4: 0.1619 (0.1806) loss_bbox_dn_5: 0.1620 (0.1806) loss_bbox_dn_pre: 0.2350 (0.2647) loss_bbox_enc_0: 0.2239 (0.2385) loss_bbox_pre: 0.1844 (0.1989) loss_dfl: 0.9819 (0.9637) loss_fgl_aux_0: 1.0139 (0.9994) loss_fgl_aux_1: 0.9826 (0.9667) loss_fgl_aux_2: 0.9805 (0.9639) loss_fgl_aux_3: 0.9818 (0.9637) loss_fgl_aux_4: 0.9819 (0.9637) loss_fgl_dn_0: 1.0975 (1.0937) loss_fgl_dn_1: 0.9963 (0.9900) loss_fgl_dn_2: 0.9882 (0.9810) loss_fgl_dn_3: 0.9895 (0.9818) loss_fgl_dn_4: 0.9901 (0.9822) loss_fgl_dn_5: 0.9904 (0.9822) loss_giou: 0.5717 (0.5777) loss_giou_aux_0: 0.5963 (0.6047) loss_giou_aux_1: 0.5763 (0.5833) loss_giou_aux_2: 0.5705 (0.5786) loss_giou_aux_3: 0.5725 (0.5778) loss_giou_aux_4: 0.5720 (0.5777) loss_giou_dn_0: 0.5951 (0.5938) loss_giou_dn_1: 0.4835 (0.4834) loss_giou_dn_2: 0.4682 (0.4663) loss_giou_dn_3: 0.4649 (0.4618) loss_giou_dn_4: 0.4650 (0.4611) loss_giou_dn_5: 0.4650 (0.4610) loss_giou_dn_pre: 0.5941 (0.5928) loss_giou_enc_0: 0.6821 (0.6844) loss_giou_pre: 0.5975 (0.6028) loss_ddf_aux_0: 0.0599 (0.0591) loss_ddf_aux_1: 0.0080 (0.0078) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2491 (0.2556) loss_ddf_dn_1: 0.0312 (0.0326) loss_ddf_dn_2: 0.0063 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6791 (0.6836) loss_vfl_aux_0: 0.7615 (0.7595) loss_vfl_aux_1: 0.7287 (0.7345) loss_vfl_aux_2: 0.7146 (0.7135) loss_vfl_aux_3: 0.6869 (0.6941) loss_vfl_aux_4: 0.6785 (0.6851) loss_vfl_dn_0: 0.4890 (0.4949) loss_vfl_dn_1: 0.4320 (0.4342) loss_vfl_dn_2: 0.4164 (0.4190) loss_vfl_dn_3: 0.4059 (0.4100) loss_vfl_dn_4: 0.4064 (0.4068) loss_vfl_dn_5: 0.4059 (0.4062) loss_vfl_dn_pre: 0.4893 (0.4955) loss_vfl_enc_0: 0.7471 (0.7575) loss_vfl_pre: 0.7589 (0.7622) time: 0.7368 data: 0.0257 max mem: 9097 Epoch: [24] [2400/3696] eta: 0:17:06 lr: 0.000013 loss: 32.6359 (32.3737) loss_bbox: 0.1781 (0.1849) loss_bbox_aux_0: 0.1978 (0.1989) loss_bbox_aux_1: 0.1845 (0.1878) loss_bbox_aux_2: 0.1777 (0.1854) loss_bbox_aux_3: 0.1781 (0.1850) loss_bbox_aux_4: 0.1782 (0.1849) loss_bbox_dn_0: 0.2477 (0.2595) loss_bbox_dn_1: 0.1909 (0.1952) loss_bbox_dn_2: 0.1831 (0.1847) loss_bbox_dn_3: 0.1802 (0.1815) loss_bbox_dn_4: 0.1802 (0.1809) loss_bbox_dn_5: 0.1800 (0.1809) loss_bbox_dn_pre: 0.2532 (0.2650) loss_bbox_enc_0: 0.2359 (0.2388) loss_bbox_pre: 0.1973 (0.1992) loss_dfl: 0.9715 (0.9638) loss_fgl_aux_0: 1.0002 (0.9996) loss_fgl_aux_1: 0.9726 (0.9669) loss_fgl_aux_2: 0.9709 (0.9640) loss_fgl_aux_3: 0.9712 (0.9639) loss_fgl_aux_4: 0.9714 (0.9638) loss_fgl_dn_0: 1.0899 (1.0938) loss_fgl_dn_1: 0.9893 (0.9900) loss_fgl_dn_2: 0.9813 (0.9810) loss_fgl_dn_3: 0.9832 (0.9818) loss_fgl_dn_4: 0.9839 (0.9822) loss_fgl_dn_5: 0.9838 (0.9822) loss_giou: 0.5818 (0.5773) loss_giou_aux_0: 0.6069 (0.6042) loss_giou_aux_1: 0.5845 (0.5828) loss_giou_aux_2: 0.5825 (0.5781) loss_giou_aux_3: 0.5819 (0.5773) loss_giou_aux_4: 0.5818 (0.5773) loss_giou_dn_0: 0.5962 (0.5936) loss_giou_dn_1: 0.4892 (0.4833) loss_giou_dn_2: 0.4744 (0.4662) loss_giou_dn_3: 0.4674 (0.4617) loss_giou_dn_4: 0.4664 (0.4609) loss_giou_dn_5: 0.4664 (0.4609) loss_giou_dn_pre: 0.5914 (0.5926) loss_giou_enc_0: 0.6787 (0.6838) loss_giou_pre: 0.6048 (0.6024) loss_ddf_aux_0: 0.0572 (0.0592) loss_ddf_aux_1: 0.0073 (0.0078) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2517 (0.2555) loss_ddf_dn_1: 0.0326 (0.0326) loss_ddf_dn_2: 0.0069 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6988 (0.6840) loss_vfl_aux_0: 0.7764 (0.7603) loss_vfl_aux_1: 0.7375 (0.7353) loss_vfl_aux_2: 0.7113 (0.7141) loss_vfl_aux_3: 0.6957 (0.6946) loss_vfl_aux_4: 0.7018 (0.6855) loss_vfl_dn_0: 0.4916 (0.4950) loss_vfl_dn_1: 0.4357 (0.4342) loss_vfl_dn_2: 0.4233 (0.4190) loss_vfl_dn_3: 0.4171 (0.4101) loss_vfl_dn_4: 0.4128 (0.4068) loss_vfl_dn_5: 0.4125 (0.4063) loss_vfl_dn_pre: 0.4916 (0.4955) loss_vfl_enc_0: 0.7522 (0.7576) loss_vfl_pre: 0.7863 (0.7629) time: 0.7000 data: 0.0243 max mem: 9097 Epoch: [24] [2500/3696] eta: 0:15:45 lr: 0.000013 loss: 32.6224 (32.3757) loss_bbox: 0.2004 (0.1852) loss_bbox_aux_0: 0.2171 (0.1992) loss_bbox_aux_1: 0.2038 (0.1880) loss_bbox_aux_2: 0.2017 (0.1857) loss_bbox_aux_3: 0.2004 (0.1852) loss_bbox_aux_4: 0.2006 (0.1852) loss_bbox_dn_0: 0.2657 (0.2598) loss_bbox_dn_1: 0.2012 (0.1955) loss_bbox_dn_2: 0.1912 (0.1850) loss_bbox_dn_3: 0.1893 (0.1817) loss_bbox_dn_4: 0.1881 (0.1811) loss_bbox_dn_5: 0.1881 (0.1811) loss_bbox_dn_pre: 0.2676 (0.2654) loss_bbox_enc_0: 0.2456 (0.2390) loss_bbox_pre: 0.2191 (0.1995) loss_dfl: 0.9845 (0.9639) loss_fgl_aux_0: 1.0175 (0.9998) loss_fgl_aux_1: 0.9869 (0.9669) loss_fgl_aux_2: 0.9853 (0.9641) loss_fgl_aux_3: 0.9842 (0.9640) loss_fgl_aux_4: 0.9843 (0.9639) loss_fgl_dn_0: 1.0934 (1.0938) loss_fgl_dn_1: 1.0035 (0.9900) loss_fgl_dn_2: 0.9933 (0.9810) loss_fgl_dn_3: 0.9950 (0.9818) loss_fgl_dn_4: 0.9950 (0.9821) loss_fgl_dn_5: 0.9949 (0.9822) loss_giou: 0.5836 (0.5768) loss_giou_aux_0: 0.6048 (0.6037) loss_giou_aux_1: 0.5901 (0.5823) loss_giou_aux_2: 0.5872 (0.5777) loss_giou_aux_3: 0.5851 (0.5769) loss_giou_aux_4: 0.5838 (0.5768) loss_giou_dn_0: 0.6044 (0.5933) loss_giou_dn_1: 0.5107 (0.4831) loss_giou_dn_2: 0.4935 (0.4660) loss_giou_dn_3: 0.4862 (0.4615) loss_giou_dn_4: 0.4858 (0.4607) loss_giou_dn_5: 0.4859 (0.4607) loss_giou_dn_pre: 0.6028 (0.5923) loss_giou_enc_0: 0.6737 (0.6831) loss_giou_pre: 0.5999 (0.6019) loss_ddf_aux_0: 0.0545 (0.0591) loss_ddf_aux_1: 0.0074 (0.0078) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2364 (0.2555) loss_ddf_dn_1: 0.0315 (0.0326) loss_ddf_dn_2: 0.0064 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6763 (0.6842) loss_vfl_aux_0: 0.7616 (0.7608) loss_vfl_aux_1: 0.7182 (0.7358) loss_vfl_aux_2: 0.7045 (0.7144) loss_vfl_aux_3: 0.6761 (0.6948) loss_vfl_aux_4: 0.6755 (0.6858) loss_vfl_dn_0: 0.4968 (0.4950) loss_vfl_dn_1: 0.4367 (0.4342) loss_vfl_dn_2: 0.4254 (0.4190) loss_vfl_dn_3: 0.4187 (0.4101) loss_vfl_dn_4: 0.4166 (0.4068) loss_vfl_dn_5: 0.4143 (0.4063) loss_vfl_dn_pre: 0.4968 (0.4956) loss_vfl_enc_0: 0.7678 (0.7582) loss_vfl_pre: 0.7618 (0.7634) time: 0.7856 data: 0.0286 max mem: 9097 Epoch: [24] [2600/3696] eta: 0:14:26 lr: 0.000013 loss: 32.2703 (32.3750) loss_bbox: 0.1809 (0.1851) loss_bbox_aux_0: 0.1983 (0.1991) loss_bbox_aux_1: 0.1891 (0.1879) loss_bbox_aux_2: 0.1818 (0.1856) loss_bbox_aux_3: 0.1813 (0.1852) loss_bbox_aux_4: 0.1810 (0.1851) loss_bbox_dn_0: 0.2596 (0.2595) loss_bbox_dn_1: 0.2035 (0.1952) loss_bbox_dn_2: 0.1826 (0.1847) loss_bbox_dn_3: 0.1796 (0.1814) loss_bbox_dn_4: 0.1812 (0.1809) loss_bbox_dn_5: 0.1812 (0.1808) loss_bbox_dn_pre: 0.2673 (0.2650) loss_bbox_enc_0: 0.2369 (0.2388) loss_bbox_pre: 0.1974 (0.1994) loss_dfl: 0.9485 (0.9639) loss_fgl_aux_0: 0.9812 (0.9996) loss_fgl_aux_1: 0.9515 (0.9669) loss_fgl_aux_2: 0.9483 (0.9641) loss_fgl_aux_3: 0.9474 (0.9639) loss_fgl_aux_4: 0.9475 (0.9639) loss_fgl_dn_0: 1.0886 (1.0938) loss_fgl_dn_1: 0.9887 (0.9901) loss_fgl_dn_2: 0.9758 (0.9811) loss_fgl_dn_3: 0.9765 (0.9819) loss_fgl_dn_4: 0.9763 (0.9822) loss_fgl_dn_5: 0.9762 (0.9823) loss_giou: 0.5828 (0.5775) loss_giou_aux_0: 0.6137 (0.6043) loss_giou_aux_1: 0.5879 (0.5830) loss_giou_aux_2: 0.5846 (0.5783) loss_giou_aux_3: 0.5833 (0.5775) loss_giou_aux_4: 0.5829 (0.5775) loss_giou_dn_0: 0.5836 (0.5935) loss_giou_dn_1: 0.4773 (0.4832) loss_giou_dn_2: 0.4597 (0.4661) loss_giou_dn_3: 0.4571 (0.4616) loss_giou_dn_4: 0.4567 (0.4608) loss_giou_dn_5: 0.4569 (0.4608) loss_giou_dn_pre: 0.5826 (0.5925) loss_giou_enc_0: 0.6860 (0.6835) loss_giou_pre: 0.6125 (0.6025) loss_ddf_aux_0: 0.0586 (0.0590) loss_ddf_aux_1: 0.0072 (0.0078) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2583 (0.2556) loss_ddf_dn_1: 0.0324 (0.0327) loss_ddf_dn_2: 0.0064 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6790 (0.6839) loss_vfl_aux_0: 0.7444 (0.7604) loss_vfl_aux_1: 0.7056 (0.7353) loss_vfl_aux_2: 0.7027 (0.7141) loss_vfl_aux_3: 0.6859 (0.6945) loss_vfl_aux_4: 0.6783 (0.6855) loss_vfl_dn_0: 0.4932 (0.4949) loss_vfl_dn_1: 0.4255 (0.4341) loss_vfl_dn_2: 0.4104 (0.4189) loss_vfl_dn_3: 0.4039 (0.4100) loss_vfl_dn_4: 0.3990 (0.4067) loss_vfl_dn_5: 0.3987 (0.4062) loss_vfl_dn_pre: 0.4943 (0.4955) loss_vfl_enc_0: 0.7560 (0.7577) loss_vfl_pre: 0.7465 (0.7630) time: 0.7169 data: 0.0268 max mem: 9097 Epoch: [24] [2700/3696] eta: 0:13:06 lr: 0.000013 loss: 32.6258 (32.3739) loss_bbox: 0.1851 (0.1850) loss_bbox_aux_0: 0.1966 (0.1990) loss_bbox_aux_1: 0.1867 (0.1879) loss_bbox_aux_2: 0.1852 (0.1855) loss_bbox_aux_3: 0.1848 (0.1851) loss_bbox_aux_4: 0.1851 (0.1850) loss_bbox_dn_0: 0.2510 (0.2591) loss_bbox_dn_1: 0.1876 (0.1949) loss_bbox_dn_2: 0.1773 (0.1844) loss_bbox_dn_3: 0.1770 (0.1812) loss_bbox_dn_4: 0.1753 (0.1806) loss_bbox_dn_5: 0.1753 (0.1806) loss_bbox_dn_pre: 0.2547 (0.2647) loss_bbox_enc_0: 0.2317 (0.2386) loss_bbox_pre: 0.1980 (0.1993) loss_dfl: 0.9537 (0.9637) loss_fgl_aux_0: 0.9843 (0.9994) loss_fgl_aux_1: 0.9560 (0.9667) loss_fgl_aux_2: 0.9543 (0.9639) loss_fgl_aux_3: 0.9540 (0.9638) loss_fgl_aux_4: 0.9540 (0.9637) loss_fgl_dn_0: 1.0886 (1.0937) loss_fgl_dn_1: 0.9919 (0.9901) loss_fgl_dn_2: 0.9807 (0.9811) loss_fgl_dn_3: 0.9827 (0.9819) loss_fgl_dn_4: 0.9834 (0.9823) loss_fgl_dn_5: 0.9838 (0.9823) loss_giou: 0.6015 (0.5779) loss_giou_aux_0: 0.6430 (0.6048) loss_giou_aux_1: 0.6169 (0.5834) loss_giou_aux_2: 0.6042 (0.5787) loss_giou_aux_3: 0.6033 (0.5780) loss_giou_aux_4: 0.6028 (0.5779) loss_giou_dn_0: 0.6121 (0.5937) loss_giou_dn_1: 0.5059 (0.4833) loss_giou_dn_2: 0.4857 (0.4662) loss_giou_dn_3: 0.4788 (0.4617) loss_giou_dn_4: 0.4773 (0.4609) loss_giou_dn_5: 0.4773 (0.4609) loss_giou_dn_pre: 0.6106 (0.5927) loss_giou_enc_0: 0.7176 (0.6839) loss_giou_pre: 0.6427 (0.6029) loss_ddf_aux_0: 0.0507 (0.0590) loss_ddf_aux_1: 0.0069 (0.0078) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2495 (0.2556) loss_ddf_dn_1: 0.0311 (0.0327) loss_ddf_dn_2: 0.0059 (0.0066) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6473 (0.6837) loss_vfl_aux_0: 0.7271 (0.7603) loss_vfl_aux_1: 0.7030 (0.7352) loss_vfl_aux_2: 0.6780 (0.7138) loss_vfl_aux_3: 0.6587 (0.6942) loss_vfl_aux_4: 0.6480 (0.6853) loss_vfl_dn_0: 0.4883 (0.4948) loss_vfl_dn_1: 0.4343 (0.4341) loss_vfl_dn_2: 0.4192 (0.4189) loss_vfl_dn_3: 0.4130 (0.4100) loss_vfl_dn_4: 0.4099 (0.4067) loss_vfl_dn_5: 0.4089 (0.4062) loss_vfl_dn_pre: 0.4890 (0.4954) loss_vfl_enc_0: 0.7339 (0.7574) loss_vfl_pre: 0.7327 (0.7630) time: 0.6874 data: 0.0204 max mem: 9097 Epoch: [24] [2800/3696] eta: 0:11:46 lr: 0.000013 loss: 32.2480 (32.3750) loss_bbox: 0.2082 (0.1852) loss_bbox_aux_0: 0.2215 (0.1992) loss_bbox_aux_1: 0.2083 (0.1881) loss_bbox_aux_2: 0.2078 (0.1857) loss_bbox_aux_3: 0.2079 (0.1853) loss_bbox_aux_4: 0.2082 (0.1852) loss_bbox_dn_0: 0.2865 (0.2594) loss_bbox_dn_1: 0.1988 (0.1952) loss_bbox_dn_2: 0.1909 (0.1846) loss_bbox_dn_3: 0.1838 (0.1814) loss_bbox_dn_4: 0.1840 (0.1809) loss_bbox_dn_5: 0.1841 (0.1808) loss_bbox_dn_pre: 0.2974 (0.2650) loss_bbox_enc_0: 0.2616 (0.2388) loss_bbox_pre: 0.2244 (0.1995) loss_dfl: 0.9615 (0.9637) loss_fgl_aux_0: 1.0014 (0.9994) loss_fgl_aux_1: 0.9656 (0.9667) loss_fgl_aux_2: 0.9618 (0.9639) loss_fgl_aux_3: 0.9616 (0.9637) loss_fgl_aux_4: 0.9615 (0.9637) loss_fgl_dn_0: 1.0993 (1.0936) loss_fgl_dn_1: 0.9832 (0.9900) loss_fgl_dn_2: 0.9772 (0.9811) loss_fgl_dn_3: 0.9773 (0.9819) loss_fgl_dn_4: 0.9772 (0.9822) loss_fgl_dn_5: 0.9770 (0.9822) loss_giou: 0.5505 (0.5775) loss_giou_aux_0: 0.5821 (0.6044) loss_giou_aux_1: 0.5554 (0.5830) loss_giou_aux_2: 0.5510 (0.5784) loss_giou_aux_3: 0.5501 (0.5776) loss_giou_aux_4: 0.5504 (0.5775) loss_giou_dn_0: 0.5769 (0.5936) loss_giou_dn_1: 0.4634 (0.4833) loss_giou_dn_2: 0.4470 (0.4662) loss_giou_dn_3: 0.4469 (0.4617) loss_giou_dn_4: 0.4467 (0.4609) loss_giou_dn_5: 0.4467 (0.4609) loss_giou_dn_pre: 0.5724 (0.5926) loss_giou_enc_0: 0.6545 (0.6835) loss_giou_pre: 0.5822 (0.6025) loss_ddf_aux_0: 0.0608 (0.0589) loss_ddf_aux_1: 0.0083 (0.0078) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2722 (0.2556) loss_ddf_dn_1: 0.0340 (0.0327) loss_ddf_dn_2: 0.0061 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6620 (0.6839) loss_vfl_aux_0: 0.7520 (0.7605) loss_vfl_aux_1: 0.7213 (0.7353) loss_vfl_aux_2: 0.6934 (0.7140) loss_vfl_aux_3: 0.6778 (0.6944) loss_vfl_aux_4: 0.6656 (0.6855) loss_vfl_dn_0: 0.4949 (0.4949) loss_vfl_dn_1: 0.4342 (0.4342) loss_vfl_dn_2: 0.4196 (0.4190) loss_vfl_dn_3: 0.4103 (0.4100) loss_vfl_dn_4: 0.4071 (0.4068) loss_vfl_dn_5: 0.4071 (0.4063) loss_vfl_dn_pre: 0.4959 (0.4954) loss_vfl_enc_0: 0.7490 (0.7575) loss_vfl_pre: 0.7577 (0.7632) time: 0.7672 data: 0.0293 max mem: 9097 Epoch: [24] [2900/3696] eta: 0:10:26 lr: 0.000013 loss: 32.2266 (32.3709) loss_bbox: 0.1728 (0.1850) loss_bbox_aux_0: 0.1907 (0.1991) loss_bbox_aux_1: 0.1748 (0.1879) loss_bbox_aux_2: 0.1735 (0.1856) loss_bbox_aux_3: 0.1723 (0.1851) loss_bbox_aux_4: 0.1727 (0.1851) loss_bbox_dn_0: 0.2409 (0.2593) loss_bbox_dn_1: 0.1722 (0.1950) loss_bbox_dn_2: 0.1636 (0.1845) loss_bbox_dn_3: 0.1651 (0.1813) loss_bbox_dn_4: 0.1654 (0.1807) loss_bbox_dn_5: 0.1654 (0.1807) loss_bbox_dn_pre: 0.2479 (0.2648) loss_bbox_enc_0: 0.2302 (0.2387) loss_bbox_pre: 0.1925 (0.1994) loss_dfl: 0.9658 (0.9637) loss_fgl_aux_0: 0.9993 (0.9995) loss_fgl_aux_1: 0.9651 (0.9668) loss_fgl_aux_2: 0.9649 (0.9639) loss_fgl_aux_3: 0.9654 (0.9638) loss_fgl_aux_4: 0.9656 (0.9637) loss_fgl_dn_0: 1.0964 (1.0937) loss_fgl_dn_1: 0.9883 (0.9900) loss_fgl_dn_2: 0.9761 (0.9810) loss_fgl_dn_3: 0.9769 (0.9818) loss_fgl_dn_4: 0.9774 (0.9822) loss_fgl_dn_5: 0.9774 (0.9822) loss_giou: 0.5590 (0.5772) loss_giou_aux_0: 0.5869 (0.6041) loss_giou_aux_1: 0.5667 (0.5827) loss_giou_aux_2: 0.5581 (0.5780) loss_giou_aux_3: 0.5577 (0.5773) loss_giou_aux_4: 0.5574 (0.5772) loss_giou_dn_0: 0.5878 (0.5934) loss_giou_dn_1: 0.4682 (0.4831) loss_giou_dn_2: 0.4509 (0.4660) loss_giou_dn_3: 0.4454 (0.4615) loss_giou_dn_4: 0.4453 (0.4607) loss_giou_dn_5: 0.4452 (0.4607) loss_giou_dn_pre: 0.5830 (0.5924) loss_giou_enc_0: 0.6740 (0.6833) loss_giou_pre: 0.5871 (0.6022) loss_ddf_aux_0: 0.0655 (0.0590) loss_ddf_aux_1: 0.0083 (0.0078) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2668 (0.2559) loss_ddf_dn_1: 0.0338 (0.0327) loss_ddf_dn_2: 0.0062 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6816 (0.6841) loss_vfl_aux_0: 0.7496 (0.7605) loss_vfl_aux_1: 0.7349 (0.7354) loss_vfl_aux_2: 0.6988 (0.7141) loss_vfl_aux_3: 0.7001 (0.6945) loss_vfl_aux_4: 0.6801 (0.6856) loss_vfl_dn_0: 0.4960 (0.4949) loss_vfl_dn_1: 0.4321 (0.4342) loss_vfl_dn_2: 0.4145 (0.4190) loss_vfl_dn_3: 0.4042 (0.4101) loss_vfl_dn_4: 0.4015 (0.4068) loss_vfl_dn_5: 0.4003 (0.4063) loss_vfl_dn_pre: 0.4952 (0.4955) loss_vfl_enc_0: 0.7520 (0.7576) loss_vfl_pre: 0.7526 (0.7633) time: 0.7431 data: 0.0286 max mem: 9097 Epoch: [24] [3000/3696] eta: 0:09:07 lr: 0.000013 loss: 32.1098 (32.3721) loss_bbox: 0.1823 (0.1850) loss_bbox_aux_0: 0.1940 (0.1990) loss_bbox_aux_1: 0.1878 (0.1879) loss_bbox_aux_2: 0.1829 (0.1855) loss_bbox_aux_3: 0.1827 (0.1851) loss_bbox_aux_4: 0.1823 (0.1850) loss_bbox_dn_0: 0.2483 (0.2592) loss_bbox_dn_1: 0.1855 (0.1949) loss_bbox_dn_2: 0.1792 (0.1844) loss_bbox_dn_3: 0.1756 (0.1812) loss_bbox_dn_4: 0.1747 (0.1806) loss_bbox_dn_5: 0.1744 (0.1806) loss_bbox_dn_pre: 0.2560 (0.2647) loss_bbox_enc_0: 0.2164 (0.2386) loss_bbox_pre: 0.1945 (0.1993) loss_dfl: 0.9798 (0.9639) loss_fgl_aux_0: 1.0106 (0.9996) loss_fgl_aux_1: 0.9811 (0.9669) loss_fgl_aux_2: 0.9788 (0.9641) loss_fgl_aux_3: 0.9802 (0.9640) loss_fgl_aux_4: 0.9800 (0.9639) loss_fgl_dn_0: 1.0986 (1.0937) loss_fgl_dn_1: 0.9986 (0.9901) loss_fgl_dn_2: 0.9923 (0.9812) loss_fgl_dn_3: 0.9919 (0.9820) loss_fgl_dn_4: 0.9920 (0.9823) loss_fgl_dn_5: 0.9919 (0.9823) loss_giou: 0.5475 (0.5772) loss_giou_aux_0: 0.5748 (0.6041) loss_giou_aux_1: 0.5520 (0.5827) loss_giou_aux_2: 0.5486 (0.5780) loss_giou_aux_3: 0.5475 (0.5773) loss_giou_aux_4: 0.5473 (0.5772) loss_giou_dn_0: 0.5697 (0.5935) loss_giou_dn_1: 0.4556 (0.4831) loss_giou_dn_2: 0.4376 (0.4660) loss_giou_dn_3: 0.4349 (0.4615) loss_giou_dn_4: 0.4348 (0.4607) loss_giou_dn_5: 0.4348 (0.4607) loss_giou_dn_pre: 0.5715 (0.5924) loss_giou_enc_0: 0.6442 (0.6834) loss_giou_pre: 0.5721 (0.6022) loss_ddf_aux_0: 0.0554 (0.0590) loss_ddf_aux_1: 0.0073 (0.0078) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2352 (0.2558) loss_ddf_dn_1: 0.0302 (0.0327) loss_ddf_dn_2: 0.0059 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6934 (0.6842) loss_vfl_aux_0: 0.7662 (0.7605) loss_vfl_aux_1: 0.7266 (0.7355) loss_vfl_aux_2: 0.7214 (0.7142) loss_vfl_aux_3: 0.7015 (0.6947) loss_vfl_aux_4: 0.7014 (0.6858) loss_vfl_dn_0: 0.4884 (0.4949) loss_vfl_dn_1: 0.4255 (0.4341) loss_vfl_dn_2: 0.4091 (0.4190) loss_vfl_dn_3: 0.4011 (0.4100) loss_vfl_dn_4: 0.3963 (0.4068) loss_vfl_dn_5: 0.3969 (0.4063) loss_vfl_dn_pre: 0.4890 (0.4954) loss_vfl_enc_0: 0.7562 (0.7574) loss_vfl_pre: 0.7667 (0.7633) time: 0.7603 data: 0.0319 max mem: 9097 Epoch: [24] [3100/3696] eta: 0:07:48 lr: 0.000013 loss: 32.2455 (32.3718) loss_bbox: 0.1837 (0.1848) loss_bbox_aux_0: 0.1990 (0.1989) loss_bbox_aux_1: 0.1859 (0.1877) loss_bbox_aux_2: 0.1827 (0.1854) loss_bbox_aux_3: 0.1837 (0.1849) loss_bbox_aux_4: 0.1837 (0.1848) loss_bbox_dn_0: 0.2418 (0.2591) loss_bbox_dn_1: 0.1865 (0.1949) loss_bbox_dn_2: 0.1795 (0.1844) loss_bbox_dn_3: 0.1748 (0.1811) loss_bbox_dn_4: 0.1745 (0.1806) loss_bbox_dn_5: 0.1745 (0.1806) loss_bbox_dn_pre: 0.2459 (0.2646) loss_bbox_enc_0: 0.2361 (0.2384) loss_bbox_pre: 0.1983 (0.1991) loss_dfl: 0.9755 (0.9639) loss_fgl_aux_0: 1.0117 (0.9995) loss_fgl_aux_1: 0.9791 (0.9669) loss_fgl_aux_2: 0.9757 (0.9641) loss_fgl_aux_3: 0.9747 (0.9639) loss_fgl_aux_4: 0.9755 (0.9639) loss_fgl_dn_0: 1.0975 (1.0938) loss_fgl_dn_1: 0.9943 (0.9902) loss_fgl_dn_2: 0.9826 (0.9813) loss_fgl_dn_3: 0.9821 (0.9821) loss_fgl_dn_4: 0.9820 (0.9824) loss_fgl_dn_5: 0.9818 (0.9824) loss_giou: 0.5760 (0.5775) loss_giou_aux_0: 0.6060 (0.6043) loss_giou_aux_1: 0.5817 (0.5830) loss_giou_aux_2: 0.5767 (0.5783) loss_giou_aux_3: 0.5769 (0.5775) loss_giou_aux_4: 0.5763 (0.5775) loss_giou_dn_0: 0.5857 (0.5935) loss_giou_dn_1: 0.4813 (0.4831) loss_giou_dn_2: 0.4638 (0.4660) loss_giou_dn_3: 0.4576 (0.4615) loss_giou_dn_4: 0.4569 (0.4607) loss_giou_dn_5: 0.4569 (0.4607) loss_giou_dn_pre: 0.5827 (0.5924) loss_giou_enc_0: 0.6756 (0.6835) loss_giou_pre: 0.6042 (0.6024) loss_ddf_aux_0: 0.0532 (0.0590) loss_ddf_aux_1: 0.0071 (0.0078) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2497 (0.2559) loss_ddf_dn_1: 0.0332 (0.0328) loss_ddf_dn_2: 0.0068 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6800 (0.6842) loss_vfl_aux_0: 0.7657 (0.7606) loss_vfl_aux_1: 0.7296 (0.7356) loss_vfl_aux_2: 0.7161 (0.7142) loss_vfl_aux_3: 0.6976 (0.6946) loss_vfl_aux_4: 0.6833 (0.6857) loss_vfl_dn_0: 0.4918 (0.4948) loss_vfl_dn_1: 0.4333 (0.4341) loss_vfl_dn_2: 0.4181 (0.4189) loss_vfl_dn_3: 0.4078 (0.4100) loss_vfl_dn_4: 0.4049 (0.4067) loss_vfl_dn_5: 0.4055 (0.4062) loss_vfl_dn_pre: 0.4924 (0.4954) loss_vfl_enc_0: 0.7671 (0.7574) loss_vfl_pre: 0.7714 (0.7634) time: 0.7698 data: 0.0300 max mem: 9097 Epoch: [24] [3200/3696] eta: 0:06:29 lr: 0.000013 loss: 31.5591 (32.3738) loss_bbox: 0.1675 (0.1848) loss_bbox_aux_0: 0.1829 (0.1988) loss_bbox_aux_1: 0.1722 (0.1877) loss_bbox_aux_2: 0.1677 (0.1853) loss_bbox_aux_3: 0.1679 (0.1849) loss_bbox_aux_4: 0.1678 (0.1848) loss_bbox_dn_0: 0.2458 (0.2592) loss_bbox_dn_1: 0.1821 (0.1950) loss_bbox_dn_2: 0.1736 (0.1845) loss_bbox_dn_3: 0.1697 (0.1813) loss_bbox_dn_4: 0.1683 (0.1808) loss_bbox_dn_5: 0.1684 (0.1807) loss_bbox_dn_pre: 0.2496 (0.2647) loss_bbox_enc_0: 0.2205 (0.2383) loss_bbox_pre: 0.1813 (0.1991) loss_dfl: 0.9702 (0.9640) loss_fgl_aux_0: 1.0054 (0.9996) loss_fgl_aux_1: 0.9727 (0.9670) loss_fgl_aux_2: 0.9699 (0.9642) loss_fgl_aux_3: 0.9699 (0.9641) loss_fgl_aux_4: 0.9700 (0.9640) loss_fgl_dn_0: 1.0928 (1.0937) loss_fgl_dn_1: 0.9858 (0.9903) loss_fgl_dn_2: 0.9764 (0.9813) loss_fgl_dn_3: 0.9771 (0.9821) loss_fgl_dn_4: 0.9776 (0.9824) loss_fgl_dn_5: 0.9777 (0.9825) loss_giou: 0.5508 (0.5774) loss_giou_aux_0: 0.5751 (0.6043) loss_giou_aux_1: 0.5554 (0.5830) loss_giou_aux_2: 0.5503 (0.5782) loss_giou_aux_3: 0.5503 (0.5775) loss_giou_aux_4: 0.5505 (0.5774) loss_giou_dn_0: 0.5698 (0.5935) loss_giou_dn_1: 0.4693 (0.4832) loss_giou_dn_2: 0.4502 (0.4662) loss_giou_dn_3: 0.4449 (0.4617) loss_giou_dn_4: 0.4441 (0.4609) loss_giou_dn_5: 0.4439 (0.4609) loss_giou_dn_pre: 0.5705 (0.5925) loss_giou_enc_0: 0.6565 (0.6834) loss_giou_pre: 0.5737 (0.6024) loss_ddf_aux_0: 0.0538 (0.0589) loss_ddf_aux_1: 0.0068 (0.0078) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2354 (0.2557) loss_ddf_dn_1: 0.0273 (0.0327) loss_ddf_dn_2: 0.0061 (0.0066) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6750 (0.6841) loss_vfl_aux_0: 0.7477 (0.7604) loss_vfl_aux_1: 0.7271 (0.7356) loss_vfl_aux_2: 0.7140 (0.7142) loss_vfl_aux_3: 0.6838 (0.6946) loss_vfl_aux_4: 0.6821 (0.6857) loss_vfl_dn_0: 0.4886 (0.4948) loss_vfl_dn_1: 0.4268 (0.4341) loss_vfl_dn_2: 0.4100 (0.4189) loss_vfl_dn_3: 0.4057 (0.4100) loss_vfl_dn_4: 0.4031 (0.4068) loss_vfl_dn_5: 0.4046 (0.4062) loss_vfl_dn_pre: 0.4900 (0.4953) loss_vfl_enc_0: 0.7587 (0.7574) loss_vfl_pre: 0.7560 (0.7632) time: 0.7535 data: 0.0281 max mem: 9097 Epoch: [24] [3300/3696] eta: 0:05:10 lr: 0.000013 loss: 32.4028 (32.3744) loss_bbox: 0.1699 (0.1847) loss_bbox_aux_0: 0.1847 (0.1987) loss_bbox_aux_1: 0.1733 (0.1876) loss_bbox_aux_2: 0.1699 (0.1852) loss_bbox_aux_3: 0.1699 (0.1848) loss_bbox_aux_4: 0.1698 (0.1847) loss_bbox_dn_0: 0.2589 (0.2590) loss_bbox_dn_1: 0.1979 (0.1948) loss_bbox_dn_2: 0.1890 (0.1844) loss_bbox_dn_3: 0.1840 (0.1811) loss_bbox_dn_4: 0.1829 (0.1806) loss_bbox_dn_5: 0.1830 (0.1806) loss_bbox_dn_pre: 0.2686 (0.2645) loss_bbox_enc_0: 0.2340 (0.2381) loss_bbox_pre: 0.1849 (0.1990) loss_dfl: 0.9832 (0.9642) loss_fgl_aux_0: 1.0171 (0.9998) loss_fgl_aux_1: 0.9848 (0.9672) loss_fgl_aux_2: 0.9822 (0.9644) loss_fgl_aux_3: 0.9829 (0.9642) loss_fgl_aux_4: 0.9834 (0.9642) loss_fgl_dn_0: 1.0997 (1.0938) loss_fgl_dn_1: 0.9919 (0.9904) loss_fgl_dn_2: 0.9860 (0.9815) loss_fgl_dn_3: 0.9881 (0.9823) loss_fgl_dn_4: 0.9884 (0.9826) loss_fgl_dn_5: 0.9886 (0.9826) loss_giou: 0.5452 (0.5775) loss_giou_aux_0: 0.5757 (0.6043) loss_giou_aux_1: 0.5532 (0.5830) loss_giou_aux_2: 0.5461 (0.5783) loss_giou_aux_3: 0.5438 (0.5776) loss_giou_aux_4: 0.5445 (0.5775) loss_giou_dn_0: 0.5792 (0.5937) loss_giou_dn_1: 0.4665 (0.4834) loss_giou_dn_2: 0.4534 (0.4663) loss_giou_dn_3: 0.4514 (0.4618) loss_giou_dn_4: 0.4505 (0.4610) loss_giou_dn_5: 0.4505 (0.4610) loss_giou_dn_pre: 0.5792 (0.5926) loss_giou_enc_0: 0.6526 (0.6834) loss_giou_pre: 0.5709 (0.6025) loss_ddf_aux_0: 0.0597 (0.0589) loss_ddf_aux_1: 0.0080 (0.0078) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2520 (0.2555) loss_ddf_dn_1: 0.0303 (0.0327) loss_ddf_dn_2: 0.0062 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6887 (0.6842) loss_vfl_aux_0: 0.7594 (0.7603) loss_vfl_aux_1: 0.7305 (0.7355) loss_vfl_aux_2: 0.7047 (0.7142) loss_vfl_aux_3: 0.6859 (0.6946) loss_vfl_aux_4: 0.6843 (0.6858) loss_vfl_dn_0: 0.5013 (0.4948) loss_vfl_dn_1: 0.4356 (0.4342) loss_vfl_dn_2: 0.4199 (0.4190) loss_vfl_dn_3: 0.4104 (0.4100) loss_vfl_dn_4: 0.4094 (0.4068) loss_vfl_dn_5: 0.4084 (0.4063) loss_vfl_dn_pre: 0.5014 (0.4954) loss_vfl_enc_0: 0.7565 (0.7573) loss_vfl_pre: 0.7633 (0.7631) time: 0.7725 data: 0.0328 max mem: 9097 Epoch: [24] [3400/3696] eta: 0:03:51 lr: 0.000013 loss: 31.9854 (32.3747) loss_bbox: 0.1865 (0.1847) loss_bbox_aux_0: 0.2004 (0.1988) loss_bbox_aux_1: 0.1875 (0.1876) loss_bbox_aux_2: 0.1863 (0.1853) loss_bbox_aux_3: 0.1864 (0.1848) loss_bbox_aux_4: 0.1863 (0.1848) loss_bbox_dn_0: 0.2732 (0.2591) loss_bbox_dn_1: 0.1967 (0.1949) loss_bbox_dn_2: 0.1855 (0.1845) loss_bbox_dn_3: 0.1848 (0.1812) loss_bbox_dn_4: 0.1847 (0.1807) loss_bbox_dn_5: 0.1847 (0.1807) loss_bbox_dn_pre: 0.2834 (0.2646) loss_bbox_enc_0: 0.2392 (0.2383) loss_bbox_pre: 0.1995 (0.1991) loss_dfl: 0.9552 (0.9641) loss_fgl_aux_0: 0.9979 (0.9998) loss_fgl_aux_1: 0.9566 (0.9671) loss_fgl_aux_2: 0.9545 (0.9643) loss_fgl_aux_3: 0.9555 (0.9641) loss_fgl_aux_4: 0.9552 (0.9641) loss_fgl_dn_0: 1.0949 (1.0939) loss_fgl_dn_1: 0.9902 (0.9904) loss_fgl_dn_2: 0.9816 (0.9814) loss_fgl_dn_3: 0.9834 (0.9822) loss_fgl_dn_4: 0.9833 (0.9826) loss_fgl_dn_5: 0.9834 (0.9826) loss_giou: 0.5143 (0.5774) loss_giou_aux_0: 0.5605 (0.6042) loss_giou_aux_1: 0.5290 (0.5829) loss_giou_aux_2: 0.5148 (0.5782) loss_giou_aux_3: 0.5141 (0.5774) loss_giou_aux_4: 0.5142 (0.5774) loss_giou_dn_0: 0.5614 (0.5935) loss_giou_dn_1: 0.4438 (0.4832) loss_giou_dn_2: 0.4219 (0.4661) loss_giou_dn_3: 0.4192 (0.4616) loss_giou_dn_4: 0.4192 (0.4608) loss_giou_dn_5: 0.4192 (0.4608) loss_giou_dn_pre: 0.5610 (0.5925) loss_giou_enc_0: 0.6491 (0.6834) loss_giou_pre: 0.5605 (0.6024) loss_ddf_aux_0: 0.0626 (0.0589) loss_ddf_aux_1: 0.0077 (0.0078) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2807 (0.2556) loss_ddf_dn_1: 0.0342 (0.0327) loss_ddf_dn_2: 0.0065 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6737 (0.6844) loss_vfl_aux_0: 0.7486 (0.7604) loss_vfl_aux_1: 0.7300 (0.7357) loss_vfl_aux_2: 0.6983 (0.7145) loss_vfl_aux_3: 0.6812 (0.6948) loss_vfl_aux_4: 0.6766 (0.6860) loss_vfl_dn_0: 0.4967 (0.4949) loss_vfl_dn_1: 0.4384 (0.4342) loss_vfl_dn_2: 0.4199 (0.4190) loss_vfl_dn_3: 0.4120 (0.4100) loss_vfl_dn_4: 0.4061 (0.4068) loss_vfl_dn_5: 0.4072 (0.4062) loss_vfl_dn_pre: 0.4957 (0.4954) loss_vfl_enc_0: 0.7784 (0.7575) loss_vfl_pre: 0.7509 (0.7632) time: 0.7647 data: 0.0300 max mem: 9097 Epoch: [24] [3500/3696] eta: 0:02:33 lr: 0.000013 loss: 32.2003 (32.3754) loss_bbox: 0.1749 (0.1847) loss_bbox_aux_0: 0.1890 (0.1987) loss_bbox_aux_1: 0.1770 (0.1876) loss_bbox_aux_2: 0.1757 (0.1852) loss_bbox_aux_3: 0.1747 (0.1848) loss_bbox_aux_4: 0.1750 (0.1847) loss_bbox_dn_0: 0.2447 (0.2591) loss_bbox_dn_1: 0.1788 (0.1949) loss_bbox_dn_2: 0.1712 (0.1845) loss_bbox_dn_3: 0.1662 (0.1812) loss_bbox_dn_4: 0.1654 (0.1807) loss_bbox_dn_5: 0.1653 (0.1807) loss_bbox_dn_pre: 0.2462 (0.2646) loss_bbox_enc_0: 0.2342 (0.2383) loss_bbox_pre: 0.1890 (0.1990) loss_dfl: 0.9675 (0.9640) loss_fgl_aux_0: 1.0079 (0.9997) loss_fgl_aux_1: 0.9729 (0.9670) loss_fgl_aux_2: 0.9675 (0.9642) loss_fgl_aux_3: 0.9682 (0.9640) loss_fgl_aux_4: 0.9676 (0.9640) loss_fgl_dn_0: 1.0985 (1.0939) loss_fgl_dn_1: 0.9920 (0.9904) loss_fgl_dn_2: 0.9803 (0.9814) loss_fgl_dn_3: 0.9816 (0.9822) loss_fgl_dn_4: 0.9818 (0.9826) loss_fgl_dn_5: 0.9819 (0.9826) loss_giou: 0.5451 (0.5774) loss_giou_aux_0: 0.5719 (0.6043) loss_giou_aux_1: 0.5519 (0.5829) loss_giou_aux_2: 0.5474 (0.5782) loss_giou_aux_3: 0.5447 (0.5775) loss_giou_aux_4: 0.5453 (0.5774) loss_giou_dn_0: 0.5842 (0.5935) loss_giou_dn_1: 0.4762 (0.4832) loss_giou_dn_2: 0.4577 (0.4661) loss_giou_dn_3: 0.4528 (0.4616) loss_giou_dn_4: 0.4529 (0.4608) loss_giou_dn_5: 0.4531 (0.4608) loss_giou_dn_pre: 0.5817 (0.5925) loss_giou_enc_0: 0.6616 (0.6835) loss_giou_pre: 0.5707 (0.6024) loss_ddf_aux_0: 0.0587 (0.0590) loss_ddf_aux_1: 0.0071 (0.0078) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2539 (0.2556) loss_ddf_dn_1: 0.0313 (0.0327) loss_ddf_dn_2: 0.0066 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6772 (0.6847) loss_vfl_aux_0: 0.7480 (0.7604) loss_vfl_aux_1: 0.7189 (0.7358) loss_vfl_aux_2: 0.7067 (0.7147) loss_vfl_aux_3: 0.6868 (0.6950) loss_vfl_aux_4: 0.6821 (0.6862) loss_vfl_dn_0: 0.4934 (0.4949) loss_vfl_dn_1: 0.4275 (0.4342) loss_vfl_dn_2: 0.4157 (0.4190) loss_vfl_dn_3: 0.4074 (0.4100) loss_vfl_dn_4: 0.4052 (0.4068) loss_vfl_dn_5: 0.4040 (0.4063) loss_vfl_dn_pre: 0.4937 (0.4954) loss_vfl_enc_0: 0.7424 (0.7575) loss_vfl_pre: 0.7529 (0.7632) time: 0.7343 data: 0.0275 max mem: 9097 Epoch: [24] [3600/3696] eta: 0:01:15 lr: 0.000013 loss: 32.4348 (32.3749) loss_bbox: 0.1703 (0.1846) loss_bbox_aux_0: 0.1805 (0.1987) loss_bbox_aux_1: 0.1735 (0.1875) loss_bbox_aux_2: 0.1711 (0.1852) loss_bbox_aux_3: 0.1703 (0.1847) loss_bbox_aux_4: 0.1703 (0.1846) loss_bbox_dn_0: 0.2470 (0.2591) loss_bbox_dn_1: 0.1898 (0.1948) loss_bbox_dn_2: 0.1846 (0.1844) loss_bbox_dn_3: 0.1809 (0.1812) loss_bbox_dn_4: 0.1792 (0.1806) loss_bbox_dn_5: 0.1791 (0.1806) loss_bbox_dn_pre: 0.2553 (0.2646) loss_bbox_enc_0: 0.2183 (0.2382) loss_bbox_pre: 0.1797 (0.1989) loss_dfl: 0.9790 (0.9641) loss_fgl_aux_0: 1.0225 (0.9998) loss_fgl_aux_1: 0.9828 (0.9671) loss_fgl_aux_2: 0.9788 (0.9643) loss_fgl_aux_3: 0.9786 (0.9641) loss_fgl_aux_4: 0.9788 (0.9641) loss_fgl_dn_0: 1.0936 (1.0939) loss_fgl_dn_1: 0.9935 (0.9904) loss_fgl_dn_2: 0.9838 (0.9814) loss_fgl_dn_3: 0.9850 (0.9822) loss_fgl_dn_4: 0.9857 (0.9825) loss_fgl_dn_5: 0.9857 (0.9825) loss_giou: 0.5379 (0.5773) loss_giou_aux_0: 0.5739 (0.6042) loss_giou_aux_1: 0.5455 (0.5828) loss_giou_aux_2: 0.5404 (0.5781) loss_giou_aux_3: 0.5377 (0.5774) loss_giou_aux_4: 0.5377 (0.5773) loss_giou_dn_0: 0.5907 (0.5936) loss_giou_dn_1: 0.4910 (0.4832) loss_giou_dn_2: 0.4720 (0.4661) loss_giou_dn_3: 0.4683 (0.4617) loss_giou_dn_4: 0.4681 (0.4609) loss_giou_dn_5: 0.4680 (0.4609) loss_giou_dn_pre: 0.5880 (0.5925) loss_giou_enc_0: 0.6526 (0.6834) loss_giou_pre: 0.5727 (0.6023) loss_ddf_aux_0: 0.0615 (0.0589) loss_ddf_aux_1: 0.0071 (0.0078) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2612 (0.2556) loss_ddf_dn_1: 0.0309 (0.0327) loss_ddf_dn_2: 0.0057 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6906 (0.6848) loss_vfl_aux_0: 0.7736 (0.7605) loss_vfl_aux_1: 0.7391 (0.7359) loss_vfl_aux_2: 0.7281 (0.7148) loss_vfl_aux_3: 0.6951 (0.6951) loss_vfl_aux_4: 0.6934 (0.6863) loss_vfl_dn_0: 0.4960 (0.4949) loss_vfl_dn_1: 0.4415 (0.4342) loss_vfl_dn_2: 0.4245 (0.4190) loss_vfl_dn_3: 0.4163 (0.4100) loss_vfl_dn_4: 0.4127 (0.4068) loss_vfl_dn_5: 0.4119 (0.4063) loss_vfl_dn_pre: 0.4965 (0.4955) loss_vfl_enc_0: 0.7629 (0.7575) loss_vfl_pre: 0.7812 (0.7633) time: 0.7866 data: 0.0274 max mem: 9097 Epoch: [24] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 32.4881 (32.3730) loss_bbox: 0.1591 (0.1847) loss_bbox_aux_0: 0.1746 (0.1987) loss_bbox_aux_1: 0.1612 (0.1875) loss_bbox_aux_2: 0.1593 (0.1852) loss_bbox_aux_3: 0.1595 (0.1847) loss_bbox_aux_4: 0.1591 (0.1847) loss_bbox_dn_0: 0.2360 (0.2590) loss_bbox_dn_1: 0.1863 (0.1948) loss_bbox_dn_2: 0.1754 (0.1843) loss_bbox_dn_3: 0.1736 (0.1811) loss_bbox_dn_4: 0.1726 (0.1805) loss_bbox_dn_5: 0.1726 (0.1805) loss_bbox_dn_pre: 0.2429 (0.2645) loss_bbox_enc_0: 0.2082 (0.2382) loss_bbox_pre: 0.1765 (0.1990) loss_dfl: 0.9699 (0.9641) loss_fgl_aux_0: 1.0127 (0.9998) loss_fgl_aux_1: 0.9742 (0.9671) loss_fgl_aux_2: 0.9708 (0.9643) loss_fgl_aux_3: 0.9700 (0.9641) loss_fgl_aux_4: 0.9701 (0.9641) loss_fgl_dn_0: 1.0957 (1.0939) loss_fgl_dn_1: 1.0005 (0.9904) loss_fgl_dn_2: 0.9926 (0.9814) loss_fgl_dn_3: 0.9934 (0.9822) loss_fgl_dn_4: 0.9938 (0.9825) loss_fgl_dn_5: 0.9937 (0.9826) loss_giou: 0.5482 (0.5774) loss_giou_aux_0: 0.5664 (0.6042) loss_giou_aux_1: 0.5463 (0.5829) loss_giou_aux_2: 0.5464 (0.5782) loss_giou_aux_3: 0.5484 (0.5774) loss_giou_aux_4: 0.5483 (0.5774) loss_giou_dn_0: 0.5878 (0.5935) loss_giou_dn_1: 0.4854 (0.4832) loss_giou_dn_2: 0.4679 (0.4661) loss_giou_dn_3: 0.4648 (0.4617) loss_giou_dn_4: 0.4648 (0.4609) loss_giou_dn_5: 0.4649 (0.4609) loss_giou_dn_pre: 0.5881 (0.5925) loss_giou_enc_0: 0.6530 (0.6833) loss_giou_pre: 0.5644 (0.6023) loss_ddf_aux_0: 0.0537 (0.0589) loss_ddf_aux_1: 0.0071 (0.0077) loss_ddf_aux_2: 0.0011 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2438 (0.2557) loss_ddf_dn_1: 0.0317 (0.0327) loss_ddf_dn_2: 0.0050 (0.0066) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6754 (0.6847) loss_vfl_aux_0: 0.7309 (0.7603) loss_vfl_aux_1: 0.7178 (0.7357) loss_vfl_aux_2: 0.7050 (0.7147) loss_vfl_aux_3: 0.6780 (0.6950) loss_vfl_aux_4: 0.6733 (0.6862) loss_vfl_dn_0: 0.4917 (0.4949) loss_vfl_dn_1: 0.4290 (0.4342) loss_vfl_dn_2: 0.4178 (0.4190) loss_vfl_dn_3: 0.4037 (0.4100) loss_vfl_dn_4: 0.4031 (0.4068) loss_vfl_dn_5: 0.4034 (0.4062) loss_vfl_dn_pre: 0.4920 (0.4954) loss_vfl_enc_0: 0.7531 (0.7574) loss_vfl_pre: 0.7328 (0.7631) time: 0.7631 data: 0.0305 max mem: 9097 Epoch: [24] Total time: 0:48:11 (0.7823 s / it) Averaged stats: lr: 0.000013 loss: 32.4881 (32.3730) loss_bbox: 0.1591 (0.1847) loss_bbox_aux_0: 0.1746 (0.1987) loss_bbox_aux_1: 0.1612 (0.1875) loss_bbox_aux_2: 0.1593 (0.1852) loss_bbox_aux_3: 0.1595 (0.1847) loss_bbox_aux_4: 0.1591 (0.1847) loss_bbox_dn_0: 0.2360 (0.2590) loss_bbox_dn_1: 0.1863 (0.1948) loss_bbox_dn_2: 0.1754 (0.1843) loss_bbox_dn_3: 0.1736 (0.1811) loss_bbox_dn_4: 0.1726 (0.1805) loss_bbox_dn_5: 0.1726 (0.1805) loss_bbox_dn_pre: 0.2429 (0.2645) loss_bbox_enc_0: 0.2082 (0.2382) loss_bbox_pre: 0.1765 (0.1990) loss_dfl: 0.9699 (0.9641) loss_fgl_aux_0: 1.0127 (0.9998) loss_fgl_aux_1: 0.9742 (0.9671) loss_fgl_aux_2: 0.9708 (0.9643) loss_fgl_aux_3: 0.9700 (0.9641) loss_fgl_aux_4: 0.9701 (0.9641) loss_fgl_dn_0: 1.0957 (1.0939) loss_fgl_dn_1: 1.0005 (0.9904) loss_fgl_dn_2: 0.9926 (0.9814) loss_fgl_dn_3: 0.9934 (0.9822) loss_fgl_dn_4: 0.9938 (0.9825) loss_fgl_dn_5: 0.9937 (0.9826) loss_giou: 0.5482 (0.5774) loss_giou_aux_0: 0.5664 (0.6042) loss_giou_aux_1: 0.5463 (0.5829) loss_giou_aux_2: 0.5464 (0.5782) loss_giou_aux_3: 0.5484 (0.5774) loss_giou_aux_4: 0.5483 (0.5774) loss_giou_dn_0: 0.5878 (0.5935) loss_giou_dn_1: 0.4854 (0.4832) loss_giou_dn_2: 0.4679 (0.4661) loss_giou_dn_3: 0.4648 (0.4617) loss_giou_dn_4: 0.4648 (0.4609) loss_giou_dn_5: 0.4649 (0.4609) loss_giou_dn_pre: 0.5881 (0.5925) loss_giou_enc_0: 0.6530 (0.6833) loss_giou_pre: 0.5644 (0.6023) loss_ddf_aux_0: 0.0537 (0.0589) loss_ddf_aux_1: 0.0071 (0.0077) loss_ddf_aux_2: 0.0011 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2438 (0.2557) loss_ddf_dn_1: 0.0317 (0.0327) loss_ddf_dn_2: 0.0050 (0.0066) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6754 (0.6847) loss_vfl_aux_0: 0.7309 (0.7603) loss_vfl_aux_1: 0.7178 (0.7357) loss_vfl_aux_2: 0.7050 (0.7147) loss_vfl_aux_3: 0.6780 (0.6950) loss_vfl_aux_4: 0.6733 (0.6862) loss_vfl_dn_0: 0.4917 (0.4949) loss_vfl_dn_1: 0.4290 (0.4342) loss_vfl_dn_2: 0.4178 (0.4190) loss_vfl_dn_3: 0.4037 (0.4100) loss_vfl_dn_4: 0.4031 (0.4068) loss_vfl_dn_5: 0.4034 (0.4062) loss_vfl_dn_pre: 0.4920 (0.4954) loss_vfl_enc_0: 0.7531 (0.7574) loss_vfl_pre: 0.7328 (0.7631) Test: [ 0/79] eta: 0:02:51 time: 2.1731 data: 1.6405 max mem: 9097 Test: [10/79] eta: 0:00:50 time: 0.7282 data: 0.2026 max mem: 9097 Test: [20/79] eta: 0:00:45 time: 0.7081 data: 0.0592 max mem: 9097 Test: [30/79] eta: 0:00:35 time: 0.7211 data: 0.0585 max mem: 9097 Test: [40/79] eta: 0:00:26 time: 0.6018 data: 0.0562 max mem: 9097 Test: [50/79] eta: 0:00:20 time: 0.6972 data: 0.0589 max mem: 9097 Test: [60/79] eta: 0:00:13 time: 0.6757 data: 0.0620 max mem: 9097 Test: [70/79] eta: 0:00:06 time: 0.5849 data: 0.0659 max mem: 9097 Test: [78/79] eta: 0:00:00 time: 0.5816 data: 0.0676 max mem: 9097 Test: Total time: 0:00:52 (0.6664 s / it) Averaged stats: Accumulating evaluation results... DONE (t=23.92s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.524 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.700 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.567 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.341 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.569 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.707 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.389 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.655 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.546 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.771 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 best_stat: {'epoch': 24, 'coco_eval_bbox': 0.5241159774074806} Epoch: [25] [ 0/3696] eta: 3:01:06 lr: 0.000013 loss: 33.0153 (33.0153) loss_bbox: 0.1842 (0.1842) loss_bbox_aux_0: 0.2035 (0.2035) loss_bbox_aux_1: 0.1857 (0.1857) loss_bbox_aux_2: 0.1840 (0.1840) loss_bbox_aux_3: 0.1841 (0.1841) loss_bbox_aux_4: 0.1844 (0.1844) loss_bbox_dn_0: 0.3052 (0.3052) loss_bbox_dn_1: 0.2302 (0.2302) loss_bbox_dn_2: 0.2212 (0.2212) loss_bbox_dn_3: 0.2133 (0.2133) loss_bbox_dn_4: 0.2124 (0.2124) loss_bbox_dn_5: 0.2126 (0.2126) loss_bbox_dn_pre: 0.3160 (0.3160) loss_bbox_enc_0: 0.2572 (0.2572) loss_bbox_pre: 0.2061 (0.2061) loss_dfl: 0.9160 (0.9160) loss_fgl_aux_0: 0.9545 (0.9545) loss_fgl_aux_1: 0.9200 (0.9200) loss_fgl_aux_2: 0.9170 (0.9170) loss_fgl_aux_3: 0.9168 (0.9168) loss_fgl_aux_4: 0.9166 (0.9166) loss_fgl_dn_0: 1.0747 (1.0747) loss_fgl_dn_1: 0.9773 (0.9773) loss_fgl_dn_2: 0.9690 (0.9690) loss_fgl_dn_3: 0.9715 (0.9715) loss_fgl_dn_4: 0.9716 (0.9716) loss_fgl_dn_5: 0.9716 (0.9716) loss_giou: 0.6278 (0.6278) loss_giou_aux_0: 0.6550 (0.6550) loss_giou_aux_1: 0.6301 (0.6301) loss_giou_aux_2: 0.6273 (0.6273) loss_giou_aux_3: 0.6273 (0.6273) loss_giou_aux_4: 0.6271 (0.6271) loss_giou_dn_0: 0.6209 (0.6209) loss_giou_dn_1: 0.5011 (0.5011) loss_giou_dn_2: 0.4818 (0.4818) loss_giou_dn_3: 0.4723 (0.4723) loss_giou_dn_4: 0.4721 (0.4721) loss_giou_dn_5: 0.4722 (0.4722) loss_giou_dn_pre: 0.6228 (0.6228) loss_giou_enc_0: 0.7568 (0.7568) loss_giou_pre: 0.6551 (0.6551) loss_ddf_aux_0: 0.0669 (0.0669) loss_ddf_aux_1: 0.0094 (0.0094) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0002 (0.0002) loss_ddf_dn_0: 0.2526 (0.2526) loss_ddf_dn_1: 0.0347 (0.0347) loss_ddf_dn_2: 0.0073 (0.0073) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7118 (0.7118) loss_vfl_aux_0: 0.7592 (0.7592) loss_vfl_aux_1: 0.7572 (0.7572) loss_vfl_aux_2: 0.7218 (0.7218) loss_vfl_aux_3: 0.7179 (0.7179) loss_vfl_aux_4: 0.7167 (0.7167) loss_vfl_dn_0: 0.4991 (0.4991) loss_vfl_dn_1: 0.4388 (0.4388) loss_vfl_dn_2: 0.4183 (0.4183) loss_vfl_dn_3: 0.4112 (0.4112) loss_vfl_dn_4: 0.4126 (0.4126) loss_vfl_dn_5: 0.4111 (0.4111) loss_vfl_dn_pre: 0.4990 (0.4990) loss_vfl_enc_0: 0.7810 (0.7810) loss_vfl_pre: 0.7594 (0.7594) time: 2.9400 data: 1.7913 max mem: 9097 Epoch: [25] [ 100/3696] eta: 0:48:17 lr: 0.000013 loss: 32.1616 (31.9369) loss_bbox: 0.1690 (0.1810) loss_bbox_aux_0: 0.1850 (0.1961) loss_bbox_aux_1: 0.1690 (0.1841) loss_bbox_aux_2: 0.1697 (0.1815) loss_bbox_aux_3: 0.1693 (0.1811) loss_bbox_aux_4: 0.1691 (0.1810) loss_bbox_dn_0: 0.2409 (0.2555) loss_bbox_dn_1: 0.1772 (0.1903) loss_bbox_dn_2: 0.1673 (0.1793) loss_bbox_dn_3: 0.1646 (0.1760) loss_bbox_dn_4: 0.1645 (0.1756) loss_bbox_dn_5: 0.1645 (0.1756) loss_bbox_dn_pre: 0.2490 (0.2611) loss_bbox_enc_0: 0.2269 (0.2366) loss_bbox_pre: 0.1866 (0.1962) loss_dfl: 0.9393 (0.9562) loss_fgl_aux_0: 0.9709 (0.9936) loss_fgl_aux_1: 0.9400 (0.9595) loss_fgl_aux_2: 0.9387 (0.9565) loss_fgl_aux_3: 0.9394 (0.9562) loss_fgl_aux_4: 0.9393 (0.9562) loss_fgl_dn_0: 1.0832 (1.0928) loss_fgl_dn_1: 0.9854 (0.9856) loss_fgl_dn_2: 0.9735 (0.9764) loss_fgl_dn_3: 0.9745 (0.9770) loss_fgl_dn_4: 0.9756 (0.9774) loss_fgl_dn_5: 0.9756 (0.9774) loss_giou: 0.6111 (0.5678) loss_giou_aux_0: 0.6364 (0.5942) loss_giou_aux_1: 0.6158 (0.5735) loss_giou_aux_2: 0.6115 (0.5686) loss_giou_aux_3: 0.6112 (0.5679) loss_giou_aux_4: 0.6110 (0.5678) loss_giou_dn_0: 0.6047 (0.5795) loss_giou_dn_1: 0.4922 (0.4699) loss_giou_dn_2: 0.4713 (0.4524) loss_giou_dn_3: 0.4676 (0.4480) loss_giou_dn_4: 0.4672 (0.4473) loss_giou_dn_5: 0.4672 (0.4473) loss_giou_dn_pre: 0.6027 (0.5785) loss_giou_enc_0: 0.7100 (0.6733) loss_giou_pre: 0.6385 (0.5925) loss_ddf_aux_0: 0.0598 (0.0580) loss_ddf_aux_1: 0.0075 (0.0077) loss_ddf_aux_2: 0.0012 (0.0012) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2540 (0.2563) loss_ddf_dn_1: 0.0309 (0.0323) loss_ddf_dn_2: 0.0056 (0.0065) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6533 (0.6709) loss_vfl_aux_0: 0.7357 (0.7481) loss_vfl_aux_1: 0.6982 (0.7274) loss_vfl_aux_2: 0.6859 (0.7045) loss_vfl_aux_3: 0.6592 (0.6837) loss_vfl_aux_4: 0.6533 (0.6724) loss_vfl_dn_0: 0.4830 (0.4919) loss_vfl_dn_1: 0.4263 (0.4280) loss_vfl_dn_2: 0.4148 (0.4122) loss_vfl_dn_3: 0.4038 (0.4028) loss_vfl_dn_4: 0.4012 (0.3993) loss_vfl_dn_5: 0.4001 (0.3989) loss_vfl_dn_pre: 0.4851 (0.4925) loss_vfl_enc_0: 0.7240 (0.7465) loss_vfl_pre: 0.7296 (0.7503) time: 0.7659 data: 0.0314 max mem: 9097 Epoch: [25] [ 200/3696] eta: 0:46:52 lr: 0.000013 loss: 31.5114 (31.9858) loss_bbox: 0.1783 (0.1790) loss_bbox_aux_0: 0.1920 (0.1931) loss_bbox_aux_1: 0.1797 (0.1818) loss_bbox_aux_2: 0.1782 (0.1794) loss_bbox_aux_3: 0.1783 (0.1791) loss_bbox_aux_4: 0.1783 (0.1790) loss_bbox_dn_0: 0.2543 (0.2529) loss_bbox_dn_1: 0.1932 (0.1883) loss_bbox_dn_2: 0.1802 (0.1778) loss_bbox_dn_3: 0.1766 (0.1744) loss_bbox_dn_4: 0.1769 (0.1740) loss_bbox_dn_5: 0.1769 (0.1740) loss_bbox_dn_pre: 0.2582 (0.2582) loss_bbox_enc_0: 0.2348 (0.2323) loss_bbox_pre: 0.1930 (0.1933) loss_dfl: 0.9744 (0.9608) loss_fgl_aux_0: 1.0072 (0.9972) loss_fgl_aux_1: 0.9721 (0.9638) loss_fgl_aux_2: 0.9740 (0.9610) loss_fgl_aux_3: 0.9745 (0.9608) loss_fgl_aux_4: 0.9745 (0.9608) loss_fgl_dn_0: 1.0953 (1.0941) loss_fgl_dn_1: 0.9823 (0.9879) loss_fgl_dn_2: 0.9726 (0.9787) loss_fgl_dn_3: 0.9726 (0.9794) loss_fgl_dn_4: 0.9732 (0.9797) loss_fgl_dn_5: 0.9732 (0.9797) loss_giou: 0.5156 (0.5698) loss_giou_aux_0: 0.5347 (0.5956) loss_giou_aux_1: 0.5182 (0.5755) loss_giou_aux_2: 0.5125 (0.5707) loss_giou_aux_3: 0.5140 (0.5700) loss_giou_aux_4: 0.5151 (0.5698) loss_giou_dn_0: 0.5479 (0.5825) loss_giou_dn_1: 0.4368 (0.4723) loss_giou_dn_2: 0.4219 (0.4555) loss_giou_dn_3: 0.4207 (0.4511) loss_giou_dn_4: 0.4197 (0.4504) loss_giou_dn_5: 0.4197 (0.4504) loss_giou_dn_pre: 0.5458 (0.5813) loss_giou_enc_0: 0.6193 (0.6727) loss_giou_pre: 0.5344 (0.5939) loss_ddf_aux_0: 0.0554 (0.0557) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0013 (0.0013) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2583 (0.2543) loss_ddf_dn_1: 0.0299 (0.0315) loss_ddf_dn_2: 0.0062 (0.0063) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6772 (0.6727) loss_vfl_aux_0: 0.7560 (0.7477) loss_vfl_aux_1: 0.7198 (0.7252) loss_vfl_aux_2: 0.7118 (0.7041) loss_vfl_aux_3: 0.6823 (0.6838) loss_vfl_aux_4: 0.6898 (0.6746) loss_vfl_dn_0: 0.4903 (0.4931) loss_vfl_dn_1: 0.4281 (0.4296) loss_vfl_dn_2: 0.4106 (0.4141) loss_vfl_dn_3: 0.4012 (0.4049) loss_vfl_dn_4: 0.3980 (0.4012) loss_vfl_dn_5: 0.3980 (0.4008) loss_vfl_dn_pre: 0.4913 (0.4937) loss_vfl_enc_0: 0.7688 (0.7505) loss_vfl_pre: 0.7559 (0.7500) time: 0.9923 data: 0.0254 max mem: 9097 Epoch: [25] [ 300/3696] eta: 0:44:37 lr: 0.000013 loss: 32.0650 (32.0823) loss_bbox: 0.1668 (0.1798) loss_bbox_aux_0: 0.1804 (0.1938) loss_bbox_aux_1: 0.1686 (0.1827) loss_bbox_aux_2: 0.1669 (0.1803) loss_bbox_aux_3: 0.1672 (0.1799) loss_bbox_aux_4: 0.1669 (0.1798) loss_bbox_dn_0: 0.2348 (0.2531) loss_bbox_dn_1: 0.1838 (0.1890) loss_bbox_dn_2: 0.1739 (0.1784) loss_bbox_dn_3: 0.1719 (0.1752) loss_bbox_dn_4: 0.1707 (0.1748) loss_bbox_dn_5: 0.1707 (0.1748) loss_bbox_dn_pre: 0.2445 (0.2583) loss_bbox_enc_0: 0.2129 (0.2322) loss_bbox_pre: 0.1840 (0.1940) loss_dfl: 0.9714 (0.9616) loss_fgl_aux_0: 0.9940 (0.9975) loss_fgl_aux_1: 0.9768 (0.9645) loss_fgl_aux_2: 0.9722 (0.9618) loss_fgl_aux_3: 0.9708 (0.9616) loss_fgl_aux_4: 0.9713 (0.9616) loss_fgl_dn_0: 1.0928 (1.0940) loss_fgl_dn_1: 0.9894 (0.9896) loss_fgl_dn_2: 0.9819 (0.9804) loss_fgl_dn_3: 0.9826 (0.9812) loss_fgl_dn_4: 0.9829 (0.9816) loss_fgl_dn_5: 0.9829 (0.9816) loss_giou: 0.5877 (0.5739) loss_giou_aux_0: 0.6068 (0.6000) loss_giou_aux_1: 0.5978 (0.5795) loss_giou_aux_2: 0.5878 (0.5748) loss_giou_aux_3: 0.5888 (0.5741) loss_giou_aux_4: 0.5879 (0.5739) loss_giou_dn_0: 0.5745 (0.5862) loss_giou_dn_1: 0.4625 (0.4760) loss_giou_dn_2: 0.4511 (0.4591) loss_giou_dn_3: 0.4437 (0.4545) loss_giou_dn_4: 0.4438 (0.4539) loss_giou_dn_5: 0.4438 (0.4539) loss_giou_dn_pre: 0.5751 (0.5852) loss_giou_enc_0: 0.6785 (0.6771) loss_giou_pre: 0.6043 (0.5982) loss_ddf_aux_0: 0.0583 (0.0565) loss_ddf_aux_1: 0.0076 (0.0074) loss_ddf_aux_2: 0.0014 (0.0013) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2332 (0.2539) loss_ddf_dn_1: 0.0299 (0.0316) loss_ddf_dn_2: 0.0057 (0.0063) loss_ddf_dn_3: 0.0005 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6763 (0.6742) loss_vfl_aux_0: 0.7368 (0.7485) loss_vfl_aux_1: 0.7224 (0.7262) loss_vfl_aux_2: 0.7090 (0.7042) loss_vfl_aux_3: 0.6909 (0.6851) loss_vfl_aux_4: 0.6787 (0.6758) loss_vfl_dn_0: 0.4908 (0.4930) loss_vfl_dn_1: 0.4249 (0.4305) loss_vfl_dn_2: 0.4139 (0.4156) loss_vfl_dn_3: 0.4034 (0.4066) loss_vfl_dn_4: 0.3994 (0.4031) loss_vfl_dn_5: 0.3973 (0.4025) loss_vfl_dn_pre: 0.4918 (0.4937) loss_vfl_enc_0: 0.7546 (0.7507) loss_vfl_pre: 0.7426 (0.7516) time: 0.7662 data: 0.0310 max mem: 9097 Epoch: [25] [ 400/3696] eta: 0:43:14 lr: 0.000013 loss: 32.0338 (32.1291) loss_bbox: 0.1879 (0.1812) loss_bbox_aux_0: 0.1985 (0.1953) loss_bbox_aux_1: 0.1921 (0.1841) loss_bbox_aux_2: 0.1883 (0.1816) loss_bbox_aux_3: 0.1882 (0.1813) loss_bbox_aux_4: 0.1879 (0.1812) loss_bbox_dn_0: 0.2698 (0.2562) loss_bbox_dn_1: 0.2079 (0.1915) loss_bbox_dn_2: 0.1932 (0.1807) loss_bbox_dn_3: 0.1873 (0.1774) loss_bbox_dn_4: 0.1857 (0.1770) loss_bbox_dn_5: 0.1856 (0.1770) loss_bbox_dn_pre: 0.2755 (0.2617) loss_bbox_enc_0: 0.2348 (0.2340) loss_bbox_pre: 0.1996 (0.1955) loss_dfl: 0.9691 (0.9621) loss_fgl_aux_0: 1.0061 (0.9978) loss_fgl_aux_1: 0.9711 (0.9650) loss_fgl_aux_2: 0.9690 (0.9623) loss_fgl_aux_3: 0.9693 (0.9620) loss_fgl_aux_4: 0.9692 (0.9621) loss_fgl_dn_0: 1.0979 (1.0937) loss_fgl_dn_1: 0.9881 (0.9896) loss_fgl_dn_2: 0.9804 (0.9805) loss_fgl_dn_3: 0.9806 (0.9813) loss_fgl_dn_4: 0.9812 (0.9816) loss_fgl_dn_5: 0.9812 (0.9816) loss_giou: 0.5553 (0.5732) loss_giou_aux_0: 0.5819 (0.5993) loss_giou_aux_1: 0.5630 (0.5789) loss_giou_aux_2: 0.5593 (0.5741) loss_giou_aux_3: 0.5562 (0.5734) loss_giou_aux_4: 0.5561 (0.5733) loss_giou_dn_0: 0.5720 (0.5867) loss_giou_dn_1: 0.4618 (0.4765) loss_giou_dn_2: 0.4473 (0.4595) loss_giou_dn_3: 0.4415 (0.4551) loss_giou_dn_4: 0.4402 (0.4544) loss_giou_dn_5: 0.4403 (0.4544) loss_giou_dn_pre: 0.5684 (0.5858) loss_giou_enc_0: 0.6603 (0.6772) loss_giou_pre: 0.5815 (0.5976) loss_ddf_aux_0: 0.0575 (0.0567) loss_ddf_aux_1: 0.0074 (0.0075) loss_ddf_aux_2: 0.0014 (0.0013) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2457 (0.2533) loss_ddf_dn_1: 0.0309 (0.0317) loss_ddf_dn_2: 0.0059 (0.0063) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6802 (0.6759) loss_vfl_aux_0: 0.7587 (0.7510) loss_vfl_aux_1: 0.7171 (0.7266) loss_vfl_aux_2: 0.7047 (0.7062) loss_vfl_aux_3: 0.6838 (0.6866) loss_vfl_aux_4: 0.6732 (0.6776) loss_vfl_dn_0: 0.4958 (0.4932) loss_vfl_dn_1: 0.4290 (0.4307) loss_vfl_dn_2: 0.4155 (0.4160) loss_vfl_dn_3: 0.4028 (0.4069) loss_vfl_dn_4: 0.3983 (0.4034) loss_vfl_dn_5: 0.3974 (0.4029) loss_vfl_dn_pre: 0.4963 (0.4939) loss_vfl_enc_0: 0.7646 (0.7520) loss_vfl_pre: 0.7588 (0.7539) time: 0.7195 data: 0.0326 max mem: 9097 Epoch: [25] [ 500/3696] eta: 0:46:12 lr: 0.000013 loss: 32.3999 (32.1569) loss_bbox: 0.1898 (0.1821) loss_bbox_aux_0: 0.2046 (0.1960) loss_bbox_aux_1: 0.1896 (0.1850) loss_bbox_aux_2: 0.1892 (0.1825) loss_bbox_aux_3: 0.1896 (0.1822) loss_bbox_aux_4: 0.1897 (0.1821) loss_bbox_dn_0: 0.2592 (0.2556) loss_bbox_dn_1: 0.1894 (0.1913) loss_bbox_dn_2: 0.1828 (0.1807) loss_bbox_dn_3: 0.1826 (0.1775) loss_bbox_dn_4: 0.1815 (0.1771) loss_bbox_dn_5: 0.1817 (0.1771) loss_bbox_dn_pre: 0.2709 (0.2610) loss_bbox_enc_0: 0.2456 (0.2346) loss_bbox_pre: 0.2050 (0.1962) loss_dfl: 0.9746 (0.9633) loss_fgl_aux_0: 1.0053 (0.9987) loss_fgl_aux_1: 0.9746 (0.9662) loss_fgl_aux_2: 0.9734 (0.9635) loss_fgl_aux_3: 0.9736 (0.9633) loss_fgl_aux_4: 0.9740 (0.9633) loss_fgl_dn_0: 1.0954 (1.0939) loss_fgl_dn_1: 0.9945 (0.9899) loss_fgl_dn_2: 0.9835 (0.9809) loss_fgl_dn_3: 0.9842 (0.9816) loss_fgl_dn_4: 0.9850 (0.9820) loss_fgl_dn_5: 0.9850 (0.9820) loss_giou: 0.5501 (0.5734) loss_giou_aux_0: 0.5878 (0.5996) loss_giou_aux_1: 0.5588 (0.5791) loss_giou_aux_2: 0.5523 (0.5743) loss_giou_aux_3: 0.5522 (0.5736) loss_giou_aux_4: 0.5509 (0.5734) loss_giou_dn_0: 0.5919 (0.5875) loss_giou_dn_1: 0.4795 (0.4775) loss_giou_dn_2: 0.4644 (0.4605) loss_giou_dn_3: 0.4608 (0.4562) loss_giou_dn_4: 0.4600 (0.4555) loss_giou_dn_5: 0.4600 (0.4555) loss_giou_dn_pre: 0.5902 (0.5865) loss_giou_enc_0: 0.6537 (0.6774) loss_giou_pre: 0.5851 (0.5978) loss_ddf_aux_0: 0.0585 (0.0569) loss_ddf_aux_1: 0.0074 (0.0075) loss_ddf_aux_2: 0.0013 (0.0013) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2621 (0.2533) loss_ddf_dn_1: 0.0327 (0.0317) loss_ddf_dn_2: 0.0058 (0.0062) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6882 (0.6768) loss_vfl_aux_0: 0.7520 (0.7501) loss_vfl_aux_1: 0.7307 (0.7262) loss_vfl_aux_2: 0.7063 (0.7059) loss_vfl_aux_3: 0.6981 (0.6874) loss_vfl_aux_4: 0.6837 (0.6783) loss_vfl_dn_0: 0.4917 (0.4935) loss_vfl_dn_1: 0.4305 (0.4315) loss_vfl_dn_2: 0.4198 (0.4167) loss_vfl_dn_3: 0.4089 (0.4075) loss_vfl_dn_4: 0.4069 (0.4042) loss_vfl_dn_5: 0.4056 (0.4037) loss_vfl_dn_pre: 0.4923 (0.4942) loss_vfl_enc_0: 0.7618 (0.7524) loss_vfl_pre: 0.7537 (0.7530) time: 0.7707 data: 0.0323 max mem: 9097 Epoch: [25] [ 600/3696] eta: 0:44:11 lr: 0.000013 loss: 32.2335 (32.2039) loss_bbox: 0.1777 (0.1829) loss_bbox_aux_0: 0.1895 (0.1966) loss_bbox_aux_1: 0.1808 (0.1858) loss_bbox_aux_2: 0.1779 (0.1833) loss_bbox_aux_3: 0.1774 (0.1829) loss_bbox_aux_4: 0.1777 (0.1829) loss_bbox_dn_0: 0.2606 (0.2566) loss_bbox_dn_1: 0.1855 (0.1923) loss_bbox_dn_2: 0.1721 (0.1816) loss_bbox_dn_3: 0.1681 (0.1784) loss_bbox_dn_4: 0.1685 (0.1779) loss_bbox_dn_5: 0.1686 (0.1779) loss_bbox_dn_pre: 0.2686 (0.2620) loss_bbox_enc_0: 0.2322 (0.2352) loss_bbox_pre: 0.1892 (0.1969) loss_dfl: 0.9614 (0.9636) loss_fgl_aux_0: 0.9971 (0.9989) loss_fgl_aux_1: 0.9641 (0.9665) loss_fgl_aux_2: 0.9606 (0.9638) loss_fgl_aux_3: 0.9615 (0.9636) loss_fgl_aux_4: 0.9616 (0.9636) loss_fgl_dn_0: 1.0967 (1.0937) loss_fgl_dn_1: 0.9917 (0.9900) loss_fgl_dn_2: 0.9857 (0.9811) loss_fgl_dn_3: 0.9859 (0.9818) loss_fgl_dn_4: 0.9862 (0.9822) loss_fgl_dn_5: 0.9862 (0.9822) loss_giou: 0.5523 (0.5740) loss_giou_aux_0: 0.5812 (0.6002) loss_giou_aux_1: 0.5623 (0.5797) loss_giou_aux_2: 0.5526 (0.5749) loss_giou_aux_3: 0.5516 (0.5742) loss_giou_aux_4: 0.5518 (0.5740) loss_giou_dn_0: 0.5923 (0.5890) loss_giou_dn_1: 0.4761 (0.4787) loss_giou_dn_2: 0.4614 (0.4617) loss_giou_dn_3: 0.4556 (0.4574) loss_giou_dn_4: 0.4553 (0.4566) loss_giou_dn_5: 0.4552 (0.4566) loss_giou_dn_pre: 0.5880 (0.5880) loss_giou_enc_0: 0.6555 (0.6779) loss_giou_pre: 0.5782 (0.5984) loss_ddf_aux_0: 0.0578 (0.0570) loss_ddf_aux_1: 0.0076 (0.0076) loss_ddf_aux_2: 0.0013 (0.0013) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2573 (0.2541) loss_ddf_dn_1: 0.0306 (0.0318) loss_ddf_dn_2: 0.0058 (0.0063) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6860 (0.6783) loss_vfl_aux_0: 0.7707 (0.7528) loss_vfl_aux_1: 0.7314 (0.7279) loss_vfl_aux_2: 0.7141 (0.7076) loss_vfl_aux_3: 0.6954 (0.6890) loss_vfl_aux_4: 0.6899 (0.6799) loss_vfl_dn_0: 0.4945 (0.4937) loss_vfl_dn_1: 0.4378 (0.4320) loss_vfl_dn_2: 0.4227 (0.4171) loss_vfl_dn_3: 0.4155 (0.4079) loss_vfl_dn_4: 0.4108 (0.4046) loss_vfl_dn_5: 0.4100 (0.4041) loss_vfl_dn_pre: 0.4952 (0.4944) loss_vfl_enc_0: 0.7800 (0.7542) loss_vfl_pre: 0.7726 (0.7557) time: 0.7696 data: 0.0391 max mem: 9097 Epoch: [25] [ 700/3696] eta: 0:42:02 lr: 0.000013 loss: 32.6577 (32.2377) loss_bbox: 0.1730 (0.1829) loss_bbox_aux_0: 0.1906 (0.1968) loss_bbox_aux_1: 0.1780 (0.1858) loss_bbox_aux_2: 0.1744 (0.1833) loss_bbox_aux_3: 0.1739 (0.1830) loss_bbox_aux_4: 0.1731 (0.1829) loss_bbox_dn_0: 0.2553 (0.2560) loss_bbox_dn_1: 0.1940 (0.1920) loss_bbox_dn_2: 0.1782 (0.1813) loss_bbox_dn_3: 0.1761 (0.1782) loss_bbox_dn_4: 0.1725 (0.1777) loss_bbox_dn_5: 0.1723 (0.1777) loss_bbox_dn_pre: 0.2571 (0.2613) loss_bbox_enc_0: 0.2248 (0.2350) loss_bbox_pre: 0.1894 (0.1970) loss_dfl: 0.9620 (0.9638) loss_fgl_aux_0: 0.9998 (0.9989) loss_fgl_aux_1: 0.9666 (0.9666) loss_fgl_aux_2: 0.9620 (0.9639) loss_fgl_aux_3: 0.9621 (0.9638) loss_fgl_aux_4: 0.9621 (0.9638) loss_fgl_dn_0: 1.0934 (1.0939) loss_fgl_dn_1: 0.9931 (0.9906) loss_fgl_dn_2: 0.9862 (0.9818) loss_fgl_dn_3: 0.9875 (0.9825) loss_fgl_dn_4: 0.9873 (0.9828) loss_fgl_dn_5: 0.9874 (0.9828) loss_giou: 0.6106 (0.5758) loss_giou_aux_0: 0.6356 (0.6022) loss_giou_aux_1: 0.6232 (0.5816) loss_giou_aux_2: 0.6151 (0.5768) loss_giou_aux_3: 0.6129 (0.5760) loss_giou_aux_4: 0.6117 (0.5759) loss_giou_dn_0: 0.6042 (0.5906) loss_giou_dn_1: 0.5003 (0.4802) loss_giou_dn_2: 0.4820 (0.4631) loss_giou_dn_3: 0.4784 (0.4587) loss_giou_dn_4: 0.4772 (0.4580) loss_giou_dn_5: 0.4775 (0.4580) loss_giou_dn_pre: 0.6002 (0.5895) loss_giou_enc_0: 0.7101 (0.6800) loss_giou_pre: 0.6371 (0.6004) loss_ddf_aux_0: 0.0573 (0.0574) loss_ddf_aux_1: 0.0078 (0.0077) loss_ddf_aux_2: 0.0014 (0.0013) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2491 (0.2546) loss_ddf_dn_1: 0.0295 (0.0319) loss_ddf_dn_2: 0.0059 (0.0062) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6781 (0.6791) loss_vfl_aux_0: 0.7422 (0.7535) loss_vfl_aux_1: 0.7269 (0.7284) loss_vfl_aux_2: 0.6902 (0.7079) loss_vfl_aux_3: 0.6874 (0.6898) loss_vfl_aux_4: 0.6765 (0.6806) loss_vfl_dn_0: 0.4924 (0.4937) loss_vfl_dn_1: 0.4391 (0.4322) loss_vfl_dn_2: 0.4232 (0.4175) loss_vfl_dn_3: 0.4138 (0.4083) loss_vfl_dn_4: 0.4101 (0.4050) loss_vfl_dn_5: 0.4118 (0.4045) loss_vfl_dn_pre: 0.4930 (0.4943) loss_vfl_enc_0: 0.7684 (0.7532) loss_vfl_pre: 0.7466 (0.7565) time: 0.7219 data: 0.0273 max mem: 9097 Epoch: [25] [ 800/3696] eta: 0:40:09 lr: 0.000013 loss: 32.0080 (32.2455) loss_bbox: 0.1746 (0.1825) loss_bbox_aux_0: 0.1858 (0.1964) loss_bbox_aux_1: 0.1767 (0.1854) loss_bbox_aux_2: 0.1751 (0.1829) loss_bbox_aux_3: 0.1748 (0.1826) loss_bbox_aux_4: 0.1747 (0.1825) loss_bbox_dn_0: 0.2479 (0.2561) loss_bbox_dn_1: 0.1749 (0.1917) loss_bbox_dn_2: 0.1700 (0.1811) loss_bbox_dn_3: 0.1678 (0.1779) loss_bbox_dn_4: 0.1673 (0.1774) loss_bbox_dn_5: 0.1672 (0.1774) loss_bbox_dn_pre: 0.2508 (0.2614) loss_bbox_enc_0: 0.2293 (0.2348) loss_bbox_pre: 0.1882 (0.1967) loss_dfl: 0.9663 (0.9644) loss_fgl_aux_0: 1.0040 (0.9997) loss_fgl_aux_1: 0.9711 (0.9673) loss_fgl_aux_2: 0.9656 (0.9646) loss_fgl_aux_3: 0.9664 (0.9644) loss_fgl_aux_4: 0.9663 (0.9644) loss_fgl_dn_0: 1.0867 (1.0943) loss_fgl_dn_1: 0.9934 (0.9910) loss_fgl_dn_2: 0.9852 (0.9822) loss_fgl_dn_3: 0.9877 (0.9829) loss_fgl_dn_4: 0.9876 (0.9833) loss_fgl_dn_5: 0.9876 (0.9833) loss_giou: 0.5586 (0.5759) loss_giou_aux_0: 0.5960 (0.6021) loss_giou_aux_1: 0.5741 (0.5815) loss_giou_aux_2: 0.5634 (0.5767) loss_giou_aux_3: 0.5602 (0.5760) loss_giou_aux_4: 0.5588 (0.5759) loss_giou_dn_0: 0.5983 (0.5912) loss_giou_dn_1: 0.4900 (0.4804) loss_giou_dn_2: 0.4667 (0.4632) loss_giou_dn_3: 0.4627 (0.4588) loss_giou_dn_4: 0.4625 (0.4581) loss_giou_dn_5: 0.4625 (0.4581) loss_giou_dn_pre: 0.5974 (0.5901) loss_giou_enc_0: 0.6867 (0.6801) loss_giou_pre: 0.5981 (0.6003) loss_ddf_aux_0: 0.0568 (0.0579) loss_ddf_aux_1: 0.0076 (0.0077) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2611 (0.2550) loss_ddf_dn_1: 0.0335 (0.0321) loss_ddf_dn_2: 0.0072 (0.0063) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6488 (0.6788) loss_vfl_aux_0: 0.7361 (0.7540) loss_vfl_aux_1: 0.7214 (0.7286) loss_vfl_aux_2: 0.6785 (0.7077) loss_vfl_aux_3: 0.6671 (0.6896) loss_vfl_aux_4: 0.6478 (0.6804) loss_vfl_dn_0: 0.4985 (0.4940) loss_vfl_dn_1: 0.4378 (0.4326) loss_vfl_dn_2: 0.4233 (0.4178) loss_vfl_dn_3: 0.4130 (0.4087) loss_vfl_dn_4: 0.4089 (0.4053) loss_vfl_dn_5: 0.4088 (0.4048) loss_vfl_dn_pre: 0.4998 (0.4945) loss_vfl_enc_0: 0.7335 (0.7533) loss_vfl_pre: 0.7432 (0.7568) time: 0.7675 data: 0.0312 max mem: 9097 Epoch: [25] [ 900/3696] eta: 0:38:22 lr: 0.000013 loss: 31.6913 (32.2463) loss_bbox: 0.1685 (0.1821) loss_bbox_aux_0: 0.1789 (0.1960) loss_bbox_aux_1: 0.1737 (0.1849) loss_bbox_aux_2: 0.1687 (0.1825) loss_bbox_aux_3: 0.1685 (0.1822) loss_bbox_aux_4: 0.1684 (0.1821) loss_bbox_dn_0: 0.2281 (0.2552) loss_bbox_dn_1: 0.1680 (0.1911) loss_bbox_dn_2: 0.1576 (0.1805) loss_bbox_dn_3: 0.1554 (0.1773) loss_bbox_dn_4: 0.1557 (0.1769) loss_bbox_dn_5: 0.1558 (0.1769) loss_bbox_dn_pre: 0.2333 (0.2606) loss_bbox_enc_0: 0.2151 (0.2345) loss_bbox_pre: 0.1780 (0.1962) loss_dfl: 0.9778 (0.9639) loss_fgl_aux_0: 1.0059 (0.9993) loss_fgl_aux_1: 0.9769 (0.9668) loss_fgl_aux_2: 0.9747 (0.9641) loss_fgl_aux_3: 0.9770 (0.9639) loss_fgl_aux_4: 0.9777 (0.9639) loss_fgl_dn_0: 1.0958 (1.0941) loss_fgl_dn_1: 0.9891 (0.9909) loss_fgl_dn_2: 0.9791 (0.9820) loss_fgl_dn_3: 0.9802 (0.9828) loss_fgl_dn_4: 0.9802 (0.9831) loss_fgl_dn_5: 0.9803 (0.9831) loss_giou: 0.5798 (0.5775) loss_giou_aux_0: 0.6048 (0.6039) loss_giou_aux_1: 0.5816 (0.5832) loss_giou_aux_2: 0.5786 (0.5784) loss_giou_aux_3: 0.5788 (0.5777) loss_giou_aux_4: 0.5793 (0.5775) loss_giou_dn_0: 0.5808 (0.5919) loss_giou_dn_1: 0.4737 (0.4811) loss_giou_dn_2: 0.4575 (0.4639) loss_giou_dn_3: 0.4574 (0.4595) loss_giou_dn_4: 0.4572 (0.4588) loss_giou_dn_5: 0.4571 (0.4587) loss_giou_dn_pre: 0.5817 (0.5908) loss_giou_enc_0: 0.6858 (0.6821) loss_giou_pre: 0.6015 (0.6021) loss_ddf_aux_0: 0.0584 (0.0577) loss_ddf_aux_1: 0.0079 (0.0077) loss_ddf_aux_2: 0.0013 (0.0013) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2442 (0.2543) loss_ddf_dn_1: 0.0310 (0.0321) loss_ddf_dn_2: 0.0066 (0.0064) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6631 (0.6781) loss_vfl_aux_0: 0.7371 (0.7536) loss_vfl_aux_1: 0.7219 (0.7277) loss_vfl_aux_2: 0.6969 (0.7074) loss_vfl_aux_3: 0.6779 (0.6891) loss_vfl_aux_4: 0.6675 (0.6798) loss_vfl_dn_0: 0.4893 (0.4939) loss_vfl_dn_1: 0.4345 (0.4326) loss_vfl_dn_2: 0.4225 (0.4177) loss_vfl_dn_3: 0.4059 (0.4086) loss_vfl_dn_4: 0.4042 (0.4053) loss_vfl_dn_5: 0.4036 (0.4048) loss_vfl_dn_pre: 0.4901 (0.4945) loss_vfl_enc_0: 0.7339 (0.7523) loss_vfl_pre: 0.7369 (0.7564) time: 0.7425 data: 0.0298 max mem: 9097 Epoch: [25] [1000/3696] eta: 0:36:36 lr: 0.000013 loss: 32.8667 (32.2735) loss_bbox: 0.1833 (0.1819) loss_bbox_aux_0: 0.1997 (0.1959) loss_bbox_aux_1: 0.1861 (0.1848) loss_bbox_aux_2: 0.1835 (0.1824) loss_bbox_aux_3: 0.1838 (0.1820) loss_bbox_aux_4: 0.1832 (0.1820) loss_bbox_dn_0: 0.2347 (0.2556) loss_bbox_dn_1: 0.1768 (0.1914) loss_bbox_dn_2: 0.1641 (0.1808) loss_bbox_dn_3: 0.1579 (0.1776) loss_bbox_dn_4: 0.1569 (0.1771) loss_bbox_dn_5: 0.1569 (0.1771) loss_bbox_dn_pre: 0.2411 (0.2609) loss_bbox_enc_0: 0.2402 (0.2345) loss_bbox_pre: 0.2009 (0.1962) loss_dfl: 0.9561 (0.9636) loss_fgl_aux_0: 0.9859 (0.9991) loss_fgl_aux_1: 0.9554 (0.9666) loss_fgl_aux_2: 0.9554 (0.9638) loss_fgl_aux_3: 0.9561 (0.9636) loss_fgl_aux_4: 0.9560 (0.9636) loss_fgl_dn_0: 1.0894 (1.0940) loss_fgl_dn_1: 0.9941 (0.9908) loss_fgl_dn_2: 0.9855 (0.9819) loss_fgl_dn_3: 0.9841 (0.9827) loss_fgl_dn_4: 0.9850 (0.9830) loss_fgl_dn_5: 0.9850 (0.9830) loss_giou: 0.6200 (0.5787) loss_giou_aux_0: 0.6434 (0.6053) loss_giou_aux_1: 0.6260 (0.5844) loss_giou_aux_2: 0.6209 (0.5795) loss_giou_aux_3: 0.6196 (0.5788) loss_giou_aux_4: 0.6200 (0.5787) loss_giou_dn_0: 0.6115 (0.5928) loss_giou_dn_1: 0.4969 (0.4819) loss_giou_dn_2: 0.4778 (0.4647) loss_giou_dn_3: 0.4762 (0.4603) loss_giou_dn_4: 0.4755 (0.4596) loss_giou_dn_5: 0.4752 (0.4596) loss_giou_dn_pre: 0.6116 (0.5917) loss_giou_enc_0: 0.7254 (0.6837) loss_giou_pre: 0.6423 (0.6035) loss_ddf_aux_0: 0.0568 (0.0582) loss_ddf_aux_1: 0.0076 (0.0077) loss_ddf_aux_2: 0.0014 (0.0013) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2585 (0.2552) loss_ddf_dn_1: 0.0338 (0.0323) loss_ddf_dn_2: 0.0077 (0.0065) loss_ddf_dn_3: 0.0009 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6822 (0.6793) loss_vfl_aux_0: 0.7667 (0.7546) loss_vfl_aux_1: 0.7438 (0.7290) loss_vfl_aux_2: 0.7166 (0.7088) loss_vfl_aux_3: 0.7009 (0.6902) loss_vfl_aux_4: 0.6907 (0.6809) loss_vfl_dn_0: 0.4926 (0.4940) loss_vfl_dn_1: 0.4368 (0.4328) loss_vfl_dn_2: 0.4246 (0.4180) loss_vfl_dn_3: 0.4171 (0.4088) loss_vfl_dn_4: 0.4133 (0.4056) loss_vfl_dn_5: 0.4131 (0.4050) loss_vfl_dn_pre: 0.4927 (0.4946) loss_vfl_enc_0: 0.7396 (0.7529) loss_vfl_pre: 0.7687 (0.7575) time: 0.7722 data: 0.0257 max mem: 9097 Epoch: [25] [1100/3696] eta: 0:35:02 lr: 0.000013 loss: 32.2484 (32.2816) loss_bbox: 0.1762 (0.1821) loss_bbox_aux_0: 0.1938 (0.1961) loss_bbox_aux_1: 0.1801 (0.1850) loss_bbox_aux_2: 0.1764 (0.1826) loss_bbox_aux_3: 0.1761 (0.1822) loss_bbox_aux_4: 0.1763 (0.1822) loss_bbox_dn_0: 0.2355 (0.2556) loss_bbox_dn_1: 0.1787 (0.1915) loss_bbox_dn_2: 0.1713 (0.1809) loss_bbox_dn_3: 0.1632 (0.1777) loss_bbox_dn_4: 0.1628 (0.1772) loss_bbox_dn_5: 0.1627 (0.1772) loss_bbox_dn_pre: 0.2396 (0.2610) loss_bbox_enc_0: 0.2285 (0.2345) loss_bbox_pre: 0.1956 (0.1963) loss_dfl: 0.9608 (0.9639) loss_fgl_aux_0: 0.9992 (0.9993) loss_fgl_aux_1: 0.9689 (0.9668) loss_fgl_aux_2: 0.9609 (0.9641) loss_fgl_aux_3: 0.9609 (0.9639) loss_fgl_aux_4: 0.9611 (0.9639) loss_fgl_dn_0: 1.0950 (1.0939) loss_fgl_dn_1: 0.9930 (0.9909) loss_fgl_dn_2: 0.9859 (0.9820) loss_fgl_dn_3: 0.9861 (0.9827) loss_fgl_dn_4: 0.9863 (0.9831) loss_fgl_dn_5: 0.9863 (0.9831) loss_giou: 0.5824 (0.5793) loss_giou_aux_0: 0.6194 (0.6060) loss_giou_aux_1: 0.5907 (0.5849) loss_giou_aux_2: 0.5856 (0.5801) loss_giou_aux_3: 0.5828 (0.5794) loss_giou_aux_4: 0.5826 (0.5793) loss_giou_dn_0: 0.6013 (0.5931) loss_giou_dn_1: 0.4862 (0.4823) loss_giou_dn_2: 0.4714 (0.4651) loss_giou_dn_3: 0.4671 (0.4606) loss_giou_dn_4: 0.4667 (0.4599) loss_giou_dn_5: 0.4665 (0.4599) loss_giou_dn_pre: 0.6018 (0.5920) loss_giou_enc_0: 0.6908 (0.6845) loss_giou_pre: 0.6138 (0.6042) loss_ddf_aux_0: 0.0535 (0.0584) loss_ddf_aux_1: 0.0067 (0.0078) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2453 (0.2549) loss_ddf_dn_1: 0.0296 (0.0323) loss_ddf_dn_2: 0.0063 (0.0065) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6570 (0.6790) loss_vfl_aux_0: 0.7352 (0.7542) loss_vfl_aux_1: 0.7059 (0.7288) loss_vfl_aux_2: 0.6905 (0.7086) loss_vfl_aux_3: 0.6786 (0.6899) loss_vfl_aux_4: 0.6591 (0.6806) loss_vfl_dn_0: 0.4872 (0.4939) loss_vfl_dn_1: 0.4296 (0.4328) loss_vfl_dn_2: 0.4146 (0.4180) loss_vfl_dn_3: 0.4088 (0.4088) loss_vfl_dn_4: 0.4067 (0.4056) loss_vfl_dn_5: 0.4061 (0.4050) loss_vfl_dn_pre: 0.4877 (0.4944) loss_vfl_enc_0: 0.7228 (0.7522) loss_vfl_pre: 0.7305 (0.7570) time: 0.7473 data: 0.0258 max mem: 9097 Epoch: [25] [1200/3696] eta: 0:33:33 lr: 0.000013 loss: 32.5964 (32.2840) loss_bbox: 0.1912 (0.1825) loss_bbox_aux_0: 0.2117 (0.1966) loss_bbox_aux_1: 0.1953 (0.1854) loss_bbox_aux_2: 0.1916 (0.1830) loss_bbox_aux_3: 0.1916 (0.1826) loss_bbox_aux_4: 0.1914 (0.1826) loss_bbox_dn_0: 0.2582 (0.2563) loss_bbox_dn_1: 0.1948 (0.1920) loss_bbox_dn_2: 0.1854 (0.1814) loss_bbox_dn_3: 0.1815 (0.1782) loss_bbox_dn_4: 0.1801 (0.1777) loss_bbox_dn_5: 0.1801 (0.1777) loss_bbox_dn_pre: 0.2636 (0.2616) loss_bbox_enc_0: 0.2497 (0.2351) loss_bbox_pre: 0.2108 (0.1968) loss_dfl: 0.9682 (0.9642) loss_fgl_aux_0: 1.0008 (0.9998) loss_fgl_aux_1: 0.9689 (0.9671) loss_fgl_aux_2: 0.9674 (0.9644) loss_fgl_aux_3: 0.9684 (0.9642) loss_fgl_aux_4: 0.9680 (0.9642) loss_fgl_dn_0: 1.0865 (1.0940) loss_fgl_dn_1: 0.9915 (0.9908) loss_fgl_dn_2: 0.9828 (0.9819) loss_fgl_dn_3: 0.9815 (0.9827) loss_fgl_dn_4: 0.9821 (0.9830) loss_fgl_dn_5: 0.9822 (0.9830) loss_giou: 0.5746 (0.5781) loss_giou_aux_0: 0.5985 (0.6048) loss_giou_aux_1: 0.5836 (0.5838) loss_giou_aux_2: 0.5754 (0.5790) loss_giou_aux_3: 0.5740 (0.5783) loss_giou_aux_4: 0.5743 (0.5781) loss_giou_dn_0: 0.5804 (0.5927) loss_giou_dn_1: 0.4644 (0.4818) loss_giou_dn_2: 0.4485 (0.4646) loss_giou_dn_3: 0.4454 (0.4602) loss_giou_dn_4: 0.4456 (0.4594) loss_giou_dn_5: 0.4456 (0.4594) loss_giou_dn_pre: 0.5790 (0.5916) loss_giou_enc_0: 0.6809 (0.6834) loss_giou_pre: 0.5959 (0.6030) loss_ddf_aux_0: 0.0572 (0.0586) loss_ddf_aux_1: 0.0076 (0.0078) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2540 (0.2556) loss_ddf_dn_1: 0.0332 (0.0324) loss_ddf_dn_2: 0.0071 (0.0065) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6998 (0.6795) loss_vfl_aux_0: 0.7578 (0.7550) loss_vfl_aux_1: 0.7404 (0.7297) loss_vfl_aux_2: 0.7238 (0.7091) loss_vfl_aux_3: 0.7059 (0.6905) loss_vfl_aux_4: 0.7012 (0.6811) loss_vfl_dn_0: 0.4948 (0.4939) loss_vfl_dn_1: 0.4313 (0.4328) loss_vfl_dn_2: 0.4171 (0.4179) loss_vfl_dn_3: 0.4100 (0.4088) loss_vfl_dn_4: 0.4035 (0.4055) loss_vfl_dn_5: 0.4042 (0.4050) loss_vfl_dn_pre: 0.4943 (0.4945) loss_vfl_enc_0: 0.7670 (0.7528) loss_vfl_pre: 0.7590 (0.7577) time: 0.7946 data: 0.0289 max mem: 9097 Epoch: [25] [1300/3696] eta: 0:32:04 lr: 0.000013 loss: 32.3966 (32.2774) loss_bbox: 0.1768 (0.1828) loss_bbox_aux_0: 0.1891 (0.1968) loss_bbox_aux_1: 0.1801 (0.1857) loss_bbox_aux_2: 0.1778 (0.1833) loss_bbox_aux_3: 0.1767 (0.1829) loss_bbox_aux_4: 0.1768 (0.1828) loss_bbox_dn_0: 0.2454 (0.2566) loss_bbox_dn_1: 0.1857 (0.1923) loss_bbox_dn_2: 0.1764 (0.1817) loss_bbox_dn_3: 0.1751 (0.1784) loss_bbox_dn_4: 0.1753 (0.1779) loss_bbox_dn_5: 0.1752 (0.1779) loss_bbox_dn_pre: 0.2479 (0.2620) loss_bbox_enc_0: 0.2310 (0.2352) loss_bbox_pre: 0.1886 (0.1970) loss_dfl: 0.9605 (0.9641) loss_fgl_aux_0: 0.9920 (0.9996) loss_fgl_aux_1: 0.9651 (0.9670) loss_fgl_aux_2: 0.9633 (0.9642) loss_fgl_aux_3: 0.9615 (0.9641) loss_fgl_aux_4: 0.9609 (0.9641) loss_fgl_dn_0: 1.0904 (1.0939) loss_fgl_dn_1: 0.9881 (0.9907) loss_fgl_dn_2: 0.9808 (0.9819) loss_fgl_dn_3: 0.9787 (0.9826) loss_fgl_dn_4: 0.9792 (0.9829) loss_fgl_dn_5: 0.9792 (0.9829) loss_giou: 0.5951 (0.5780) loss_giou_aux_0: 0.6257 (0.6047) loss_giou_aux_1: 0.6014 (0.5836) loss_giou_aux_2: 0.5960 (0.5789) loss_giou_aux_3: 0.5945 (0.5782) loss_giou_aux_4: 0.5951 (0.5780) loss_giou_dn_0: 0.5947 (0.5921) loss_giou_dn_1: 0.4887 (0.4814) loss_giou_dn_2: 0.4690 (0.4642) loss_giou_dn_3: 0.4702 (0.4597) loss_giou_dn_4: 0.4696 (0.4590) loss_giou_dn_5: 0.4694 (0.4590) loss_giou_dn_pre: 0.5950 (0.5910) loss_giou_enc_0: 0.6935 (0.6834) loss_giou_pre: 0.6235 (0.6029) loss_ddf_aux_0: 0.0586 (0.0584) loss_ddf_aux_1: 0.0077 (0.0078) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2521 (0.2552) loss_ddf_dn_1: 0.0310 (0.0324) loss_ddf_dn_2: 0.0072 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6622 (0.6789) loss_vfl_aux_0: 0.7438 (0.7546) loss_vfl_aux_1: 0.7056 (0.7293) loss_vfl_aux_2: 0.6863 (0.7087) loss_vfl_aux_3: 0.6729 (0.6899) loss_vfl_aux_4: 0.6608 (0.6806) loss_vfl_dn_0: 0.4898 (0.4938) loss_vfl_dn_1: 0.4362 (0.4327) loss_vfl_dn_2: 0.4235 (0.4178) loss_vfl_dn_3: 0.4156 (0.4087) loss_vfl_dn_4: 0.4107 (0.4055) loss_vfl_dn_5: 0.4108 (0.4049) loss_vfl_dn_pre: 0.4909 (0.4944) loss_vfl_enc_0: 0.7370 (0.7520) loss_vfl_pre: 0.7482 (0.7572) time: 0.7412 data: 0.0280 max mem: 9097 Epoch: [25] [1400/3696] eta: 0:30:35 lr: 0.000013 loss: 32.3539 (32.2826) loss_bbox: 0.1774 (0.1829) loss_bbox_aux_0: 0.1835 (0.1968) loss_bbox_aux_1: 0.1771 (0.1858) loss_bbox_aux_2: 0.1772 (0.1833) loss_bbox_aux_3: 0.1776 (0.1829) loss_bbox_aux_4: 0.1775 (0.1829) loss_bbox_dn_0: 0.2516 (0.2567) loss_bbox_dn_1: 0.1979 (0.1924) loss_bbox_dn_2: 0.1822 (0.1818) loss_bbox_dn_3: 0.1776 (0.1785) loss_bbox_dn_4: 0.1783 (0.1780) loss_bbox_dn_5: 0.1784 (0.1780) loss_bbox_dn_pre: 0.2614 (0.2620) loss_bbox_enc_0: 0.2224 (0.2353) loss_bbox_pre: 0.1832 (0.1971) loss_dfl: 0.9824 (0.9649) loss_fgl_aux_0: 1.0266 (1.0005) loss_fgl_aux_1: 0.9841 (0.9679) loss_fgl_aux_2: 0.9811 (0.9651) loss_fgl_aux_3: 0.9824 (0.9649) loss_fgl_aux_4: 0.9821 (0.9649) loss_fgl_dn_0: 1.1005 (1.0940) loss_fgl_dn_1: 0.9957 (0.9908) loss_fgl_dn_2: 0.9901 (0.9819) loss_fgl_dn_3: 0.9902 (0.9826) loss_fgl_dn_4: 0.9903 (0.9829) loss_fgl_dn_5: 0.9904 (0.9830) loss_giou: 0.5280 (0.5770) loss_giou_aux_0: 0.5506 (0.6038) loss_giou_aux_1: 0.5326 (0.5826) loss_giou_aux_2: 0.5283 (0.5778) loss_giou_aux_3: 0.5281 (0.5771) loss_giou_aux_4: 0.5278 (0.5770) loss_giou_dn_0: 0.5819 (0.5920) loss_giou_dn_1: 0.4651 (0.4812) loss_giou_dn_2: 0.4504 (0.4640) loss_giou_dn_3: 0.4452 (0.4596) loss_giou_dn_4: 0.4451 (0.4588) loss_giou_dn_5: 0.4453 (0.4588) loss_giou_dn_pre: 0.5837 (0.5909) loss_giou_enc_0: 0.6392 (0.6827) loss_giou_pre: 0.5464 (0.6020) loss_ddf_aux_0: 0.0557 (0.0583) loss_ddf_aux_1: 0.0077 (0.0077) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2476 (0.2552) loss_ddf_dn_1: 0.0333 (0.0323) loss_ddf_dn_2: 0.0065 (0.0066) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6830 (0.6796) loss_vfl_aux_0: 0.7548 (0.7553) loss_vfl_aux_1: 0.7351 (0.7299) loss_vfl_aux_2: 0.7114 (0.7096) loss_vfl_aux_3: 0.6992 (0.6908) loss_vfl_aux_4: 0.6866 (0.6813) loss_vfl_dn_0: 0.4942 (0.4941) loss_vfl_dn_1: 0.4321 (0.4330) loss_vfl_dn_2: 0.4153 (0.4180) loss_vfl_dn_3: 0.4081 (0.4090) loss_vfl_dn_4: 0.4065 (0.4057) loss_vfl_dn_5: 0.4051 (0.4052) loss_vfl_dn_pre: 0.4952 (0.4946) loss_vfl_enc_0: 0.7573 (0.7524) loss_vfl_pre: 0.7568 (0.7579) time: 0.7030 data: 0.0212 max mem: 9097 Epoch: [25] [1500/3696] eta: 0:29:09 lr: 0.000013 loss: 32.0037 (32.2732) loss_bbox: 0.1731 (0.1829) loss_bbox_aux_0: 0.1854 (0.1969) loss_bbox_aux_1: 0.1775 (0.1859) loss_bbox_aux_2: 0.1739 (0.1834) loss_bbox_aux_3: 0.1734 (0.1830) loss_bbox_aux_4: 0.1731 (0.1829) loss_bbox_dn_0: 0.2361 (0.2566) loss_bbox_dn_1: 0.1682 (0.1923) loss_bbox_dn_2: 0.1586 (0.1817) loss_bbox_dn_3: 0.1565 (0.1784) loss_bbox_dn_4: 0.1553 (0.1779) loss_bbox_dn_5: 0.1553 (0.1779) loss_bbox_dn_pre: 0.2423 (0.2620) loss_bbox_enc_0: 0.2189 (0.2354) loss_bbox_pre: 0.1841 (0.1971) loss_dfl: 0.9808 (0.9649) loss_fgl_aux_0: 1.0170 (1.0004) loss_fgl_aux_1: 0.9816 (0.9678) loss_fgl_aux_2: 0.9813 (0.9651) loss_fgl_aux_3: 0.9811 (0.9649) loss_fgl_aux_4: 0.9809 (0.9649) loss_fgl_dn_0: 1.0939 (1.0941) loss_fgl_dn_1: 0.9918 (0.9906) loss_fgl_dn_2: 0.9863 (0.9818) loss_fgl_dn_3: 0.9870 (0.9825) loss_fgl_dn_4: 0.9875 (0.9828) loss_fgl_dn_5: 0.9876 (0.9828) loss_giou: 0.5603 (0.5767) loss_giou_aux_0: 0.5813 (0.6035) loss_giou_aux_1: 0.5661 (0.5823) loss_giou_aux_2: 0.5604 (0.5775) loss_giou_aux_3: 0.5597 (0.5768) loss_giou_aux_4: 0.5601 (0.5767) loss_giou_dn_0: 0.5943 (0.5916) loss_giou_dn_1: 0.4855 (0.4809) loss_giou_dn_2: 0.4712 (0.4637) loss_giou_dn_3: 0.4687 (0.4592) loss_giou_dn_4: 0.4692 (0.4585) loss_giou_dn_5: 0.4691 (0.4585) loss_giou_dn_pre: 0.5949 (0.5906) loss_giou_enc_0: 0.6633 (0.6825) loss_giou_pre: 0.5788 (0.6016) loss_ddf_aux_0: 0.0545 (0.0582) loss_ddf_aux_1: 0.0080 (0.0077) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2675 (0.2553) loss_ddf_dn_1: 0.0350 (0.0323) loss_ddf_dn_2: 0.0070 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6390 (0.6792) loss_vfl_aux_0: 0.7314 (0.7548) loss_vfl_aux_1: 0.6945 (0.7296) loss_vfl_aux_2: 0.6680 (0.7093) loss_vfl_aux_3: 0.6467 (0.6903) loss_vfl_aux_4: 0.6405 (0.6809) loss_vfl_dn_0: 0.4878 (0.4941) loss_vfl_dn_1: 0.4294 (0.4329) loss_vfl_dn_2: 0.4144 (0.4179) loss_vfl_dn_3: 0.4074 (0.4089) loss_vfl_dn_4: 0.4062 (0.4057) loss_vfl_dn_5: 0.4047 (0.4051) loss_vfl_dn_pre: 0.4881 (0.4946) loss_vfl_enc_0: 0.7432 (0.7523) loss_vfl_pre: 0.7305 (0.7574) time: 0.7643 data: 0.0284 max mem: 9097 Epoch: [25] [1600/3696] eta: 0:27:52 lr: 0.000013 loss: 32.3915 (32.2779) loss_bbox: 0.1859 (0.1833) loss_bbox_aux_0: 0.1936 (0.1973) loss_bbox_aux_1: 0.1855 (0.1862) loss_bbox_aux_2: 0.1861 (0.1838) loss_bbox_aux_3: 0.1862 (0.1834) loss_bbox_aux_4: 0.1860 (0.1833) loss_bbox_dn_0: 0.2606 (0.2568) loss_bbox_dn_1: 0.1929 (0.1923) loss_bbox_dn_2: 0.1834 (0.1817) loss_bbox_dn_3: 0.1781 (0.1784) loss_bbox_dn_4: 0.1776 (0.1779) loss_bbox_dn_5: 0.1773 (0.1779) loss_bbox_dn_pre: 0.2630 (0.2621) loss_bbox_enc_0: 0.2304 (0.2357) loss_bbox_pre: 0.1938 (0.1975) loss_dfl: 0.9661 (0.9649) loss_fgl_aux_0: 0.9946 (1.0003) loss_fgl_aux_1: 0.9671 (0.9678) loss_fgl_aux_2: 0.9652 (0.9651) loss_fgl_aux_3: 0.9662 (0.9649) loss_fgl_aux_4: 0.9660 (0.9649) loss_fgl_dn_0: 1.0926 (1.0942) loss_fgl_dn_1: 0.9924 (0.9906) loss_fgl_dn_2: 0.9814 (0.9818) loss_fgl_dn_3: 0.9828 (0.9825) loss_fgl_dn_4: 0.9835 (0.9828) loss_fgl_dn_5: 0.9836 (0.9828) loss_giou: 0.5733 (0.5772) loss_giou_aux_0: 0.6028 (0.6039) loss_giou_aux_1: 0.5767 (0.5828) loss_giou_aux_2: 0.5747 (0.5781) loss_giou_aux_3: 0.5750 (0.5773) loss_giou_aux_4: 0.5736 (0.5772) loss_giou_dn_0: 0.5709 (0.5917) loss_giou_dn_1: 0.4619 (0.4808) loss_giou_dn_2: 0.4418 (0.4636) loss_giou_dn_3: 0.4353 (0.4592) loss_giou_dn_4: 0.4338 (0.4584) loss_giou_dn_5: 0.4335 (0.4584) loss_giou_dn_pre: 0.5692 (0.5906) loss_giou_enc_0: 0.6741 (0.6829) loss_giou_pre: 0.6008 (0.6021) loss_ddf_aux_0: 0.0483 (0.0579) loss_ddf_aux_1: 0.0068 (0.0077) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2480 (0.2556) loss_ddf_dn_1: 0.0298 (0.0323) loss_ddf_dn_2: 0.0069 (0.0066) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6642 (0.6788) loss_vfl_aux_0: 0.7590 (0.7545) loss_vfl_aux_1: 0.7316 (0.7294) loss_vfl_aux_2: 0.7148 (0.7088) loss_vfl_aux_3: 0.6962 (0.6900) loss_vfl_aux_4: 0.6680 (0.6805) loss_vfl_dn_0: 0.4992 (0.4942) loss_vfl_dn_1: 0.4269 (0.4330) loss_vfl_dn_2: 0.4087 (0.4179) loss_vfl_dn_3: 0.4026 (0.4089) loss_vfl_dn_4: 0.3978 (0.4057) loss_vfl_dn_5: 0.3981 (0.4051) loss_vfl_dn_pre: 0.4993 (0.4948) loss_vfl_enc_0: 0.7577 (0.7520) loss_vfl_pre: 0.7587 (0.7572) time: 0.7588 data: 0.0265 max mem: 9097 Epoch: [25] [1700/3696] eta: 0:26:28 lr: 0.000013 loss: 32.3307 (32.2857) loss_bbox: 0.1805 (0.1835) loss_bbox_aux_0: 0.1981 (0.1975) loss_bbox_aux_1: 0.1883 (0.1865) loss_bbox_aux_2: 0.1816 (0.1840) loss_bbox_aux_3: 0.1808 (0.1836) loss_bbox_aux_4: 0.1805 (0.1835) loss_bbox_dn_0: 0.2393 (0.2568) loss_bbox_dn_1: 0.1823 (0.1923) loss_bbox_dn_2: 0.1742 (0.1817) loss_bbox_dn_3: 0.1713 (0.1784) loss_bbox_dn_4: 0.1701 (0.1779) loss_bbox_dn_5: 0.1700 (0.1779) loss_bbox_dn_pre: 0.2422 (0.2621) loss_bbox_enc_0: 0.2380 (0.2359) loss_bbox_pre: 0.1979 (0.1977) loss_dfl: 0.9658 (0.9644) loss_fgl_aux_0: 1.0053 (0.9998) loss_fgl_aux_1: 0.9733 (0.9673) loss_fgl_aux_2: 0.9671 (0.9645) loss_fgl_aux_3: 0.9659 (0.9644) loss_fgl_aux_4: 0.9663 (0.9644) loss_fgl_dn_0: 1.0963 (1.0940) loss_fgl_dn_1: 0.9867 (0.9904) loss_fgl_dn_2: 0.9779 (0.9816) loss_fgl_dn_3: 0.9769 (0.9823) loss_fgl_dn_4: 0.9774 (0.9827) loss_fgl_dn_5: 0.9772 (0.9827) loss_giou: 0.5496 (0.5785) loss_giou_aux_0: 0.5679 (0.6052) loss_giou_aux_1: 0.5478 (0.5841) loss_giou_aux_2: 0.5483 (0.5793) loss_giou_aux_3: 0.5490 (0.5786) loss_giou_aux_4: 0.5492 (0.5785) loss_giou_dn_0: 0.5809 (0.5923) loss_giou_dn_1: 0.4647 (0.4814) loss_giou_dn_2: 0.4467 (0.4642) loss_giou_dn_3: 0.4448 (0.4597) loss_giou_dn_4: 0.4439 (0.4590) loss_giou_dn_5: 0.4439 (0.4590) loss_giou_dn_pre: 0.5771 (0.5913) loss_giou_enc_0: 0.6534 (0.6842) loss_giou_pre: 0.5680 (0.6034) loss_ddf_aux_0: 0.0590 (0.0579) loss_ddf_aux_1: 0.0078 (0.0077) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2587 (0.2556) loss_ddf_dn_1: 0.0333 (0.0323) loss_ddf_dn_2: 0.0066 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6823 (0.6784) loss_vfl_aux_0: 0.7615 (0.7540) loss_vfl_aux_1: 0.7402 (0.7288) loss_vfl_aux_2: 0.7164 (0.7084) loss_vfl_aux_3: 0.6945 (0.6895) loss_vfl_aux_4: 0.6869 (0.6801) loss_vfl_dn_0: 0.4917 (0.4942) loss_vfl_dn_1: 0.4294 (0.4330) loss_vfl_dn_2: 0.4171 (0.4180) loss_vfl_dn_3: 0.4099 (0.4089) loss_vfl_dn_4: 0.4088 (0.4057) loss_vfl_dn_5: 0.4058 (0.4052) loss_vfl_dn_pre: 0.4922 (0.4947) loss_vfl_enc_0: 0.7463 (0.7513) loss_vfl_pre: 0.7588 (0.7567) time: 0.7749 data: 0.0317 max mem: 9097 Epoch: [25] [1800/3696] eta: 0:25:07 lr: 0.000013 loss: 31.6569 (32.2892) loss_bbox: 0.1704 (0.1834) loss_bbox_aux_0: 0.1818 (0.1974) loss_bbox_aux_1: 0.1719 (0.1864) loss_bbox_aux_2: 0.1701 (0.1839) loss_bbox_aux_3: 0.1699 (0.1835) loss_bbox_aux_4: 0.1702 (0.1835) loss_bbox_dn_0: 0.2480 (0.2567) loss_bbox_dn_1: 0.1854 (0.1923) loss_bbox_dn_2: 0.1739 (0.1817) loss_bbox_dn_3: 0.1719 (0.1785) loss_bbox_dn_4: 0.1705 (0.1779) loss_bbox_dn_5: 0.1704 (0.1779) loss_bbox_dn_pre: 0.2500 (0.2620) loss_bbox_enc_0: 0.2200 (0.2359) loss_bbox_pre: 0.1809 (0.1976) loss_dfl: 0.9778 (0.9644) loss_fgl_aux_0: 1.0128 (0.9999) loss_fgl_aux_1: 0.9792 (0.9673) loss_fgl_aux_2: 0.9778 (0.9646) loss_fgl_aux_3: 0.9776 (0.9645) loss_fgl_aux_4: 0.9780 (0.9644) loss_fgl_dn_0: 1.1028 (1.0941) loss_fgl_dn_1: 0.9883 (0.9906) loss_fgl_dn_2: 0.9830 (0.9817) loss_fgl_dn_3: 0.9832 (0.9825) loss_fgl_dn_4: 0.9841 (0.9828) loss_fgl_dn_5: 0.9842 (0.9828) loss_giou: 0.5452 (0.5786) loss_giou_aux_0: 0.5628 (0.6053) loss_giou_aux_1: 0.5486 (0.5842) loss_giou_aux_2: 0.5438 (0.5795) loss_giou_aux_3: 0.5452 (0.5787) loss_giou_aux_4: 0.5453 (0.5786) loss_giou_dn_0: 0.5967 (0.5925) loss_giou_dn_1: 0.4810 (0.4815) loss_giou_dn_2: 0.4649 (0.4644) loss_giou_dn_3: 0.4597 (0.4600) loss_giou_dn_4: 0.4582 (0.4592) loss_giou_dn_5: 0.4582 (0.4592) loss_giou_dn_pre: 0.5953 (0.5915) loss_giou_enc_0: 0.6526 (0.6845) loss_giou_pre: 0.5626 (0.6035) loss_ddf_aux_0: 0.0613 (0.0580) loss_ddf_aux_1: 0.0081 (0.0077) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2558 (0.2558) loss_ddf_dn_1: 0.0315 (0.0323) loss_ddf_dn_2: 0.0062 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6736 (0.6785) loss_vfl_aux_0: 0.7397 (0.7536) loss_vfl_aux_1: 0.7192 (0.7289) loss_vfl_aux_2: 0.6934 (0.7084) loss_vfl_aux_3: 0.6750 (0.6895) loss_vfl_aux_4: 0.6788 (0.6801) loss_vfl_dn_0: 0.4944 (0.4943) loss_vfl_dn_1: 0.4299 (0.4331) loss_vfl_dn_2: 0.4168 (0.4181) loss_vfl_dn_3: 0.4077 (0.4090) loss_vfl_dn_4: 0.4040 (0.4058) loss_vfl_dn_5: 0.4033 (0.4053) loss_vfl_dn_pre: 0.4951 (0.4948) loss_vfl_enc_0: 0.7520 (0.7513) loss_vfl_pre: 0.7357 (0.7562) time: 0.7393 data: 0.0353 max mem: 9097 Epoch: [25] [1900/3696] eta: 0:23:43 lr: 0.000013 loss: 32.5486 (32.2763) loss_bbox: 0.2006 (0.1834) loss_bbox_aux_0: 0.2177 (0.1974) loss_bbox_aux_1: 0.2060 (0.1864) loss_bbox_aux_2: 0.2020 (0.1840) loss_bbox_aux_3: 0.2005 (0.1835) loss_bbox_aux_4: 0.2007 (0.1835) loss_bbox_dn_0: 0.2507 (0.2567) loss_bbox_dn_1: 0.1956 (0.1922) loss_bbox_dn_2: 0.1835 (0.1816) loss_bbox_dn_3: 0.1801 (0.1784) loss_bbox_dn_4: 0.1801 (0.1779) loss_bbox_dn_5: 0.1800 (0.1779) loss_bbox_dn_pre: 0.2537 (0.2620) loss_bbox_enc_0: 0.2532 (0.2360) loss_bbox_pre: 0.2167 (0.1976) loss_dfl: 0.9656 (0.9644) loss_fgl_aux_0: 1.0111 (0.9999) loss_fgl_aux_1: 0.9676 (0.9673) loss_fgl_aux_2: 0.9662 (0.9646) loss_fgl_aux_3: 0.9656 (0.9644) loss_fgl_aux_4: 0.9656 (0.9644) loss_fgl_dn_0: 1.1056 (1.0941) loss_fgl_dn_1: 0.9953 (0.9904) loss_fgl_dn_2: 0.9860 (0.9816) loss_fgl_dn_3: 0.9873 (0.9823) loss_fgl_dn_4: 0.9878 (0.9826) loss_fgl_dn_5: 0.9877 (0.9826) loss_giou: 0.5594 (0.5778) loss_giou_aux_0: 0.5847 (0.6044) loss_giou_aux_1: 0.5665 (0.5834) loss_giou_aux_2: 0.5610 (0.5787) loss_giou_aux_3: 0.5594 (0.5779) loss_giou_aux_4: 0.5598 (0.5778) loss_giou_dn_0: 0.5733 (0.5918) loss_giou_dn_1: 0.4716 (0.4808) loss_giou_dn_2: 0.4532 (0.4637) loss_giou_dn_3: 0.4463 (0.4593) loss_giou_dn_4: 0.4449 (0.4585) loss_giou_dn_5: 0.4450 (0.4585) loss_giou_dn_pre: 0.5763 (0.5907) loss_giou_enc_0: 0.6542 (0.6836) loss_giou_pre: 0.5800 (0.6026) loss_ddf_aux_0: 0.0563 (0.0580) loss_ddf_aux_1: 0.0071 (0.0077) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2573 (0.2561) loss_ddf_dn_1: 0.0319 (0.0323) loss_ddf_dn_2: 0.0065 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6768 (0.6786) loss_vfl_aux_0: 0.7402 (0.7534) loss_vfl_aux_1: 0.7178 (0.7288) loss_vfl_aux_2: 0.7038 (0.7084) loss_vfl_aux_3: 0.6802 (0.6895) loss_vfl_aux_4: 0.6749 (0.6802) loss_vfl_dn_0: 0.4929 (0.4942) loss_vfl_dn_1: 0.4337 (0.4330) loss_vfl_dn_2: 0.4133 (0.4179) loss_vfl_dn_3: 0.4031 (0.4089) loss_vfl_dn_4: 0.4041 (0.4057) loss_vfl_dn_5: 0.4032 (0.4051) loss_vfl_dn_pre: 0.4930 (0.4947) loss_vfl_enc_0: 0.7499 (0.7518) loss_vfl_pre: 0.7435 (0.7561) time: 0.7478 data: 0.0303 max mem: 9097 Epoch: [25] [2000/3696] eta: 0:22:19 lr: 0.000013 loss: 32.6127 (32.2749) loss_bbox: 0.1689 (0.1833) loss_bbox_aux_0: 0.1764 (0.1972) loss_bbox_aux_1: 0.1705 (0.1863) loss_bbox_aux_2: 0.1688 (0.1838) loss_bbox_aux_3: 0.1691 (0.1834) loss_bbox_aux_4: 0.1688 (0.1834) loss_bbox_dn_0: 0.2416 (0.2568) loss_bbox_dn_1: 0.1858 (0.1924) loss_bbox_dn_2: 0.1745 (0.1818) loss_bbox_dn_3: 0.1766 (0.1787) loss_bbox_dn_4: 0.1763 (0.1781) loss_bbox_dn_5: 0.1763 (0.1781) loss_bbox_dn_pre: 0.2448 (0.2621) loss_bbox_enc_0: 0.2131 (0.2357) loss_bbox_pre: 0.1779 (0.1974) loss_dfl: 0.9634 (0.9644) loss_fgl_aux_0: 1.0137 (0.9999) loss_fgl_aux_1: 0.9679 (0.9673) loss_fgl_aux_2: 0.9641 (0.9646) loss_fgl_aux_3: 0.9640 (0.9644) loss_fgl_aux_4: 0.9635 (0.9644) loss_fgl_dn_0: 1.0976 (1.0940) loss_fgl_dn_1: 0.9964 (0.9904) loss_fgl_dn_2: 0.9895 (0.9815) loss_fgl_dn_3: 0.9894 (0.9822) loss_fgl_dn_4: 0.9898 (0.9826) loss_fgl_dn_5: 0.9899 (0.9826) loss_giou: 0.5536 (0.5773) loss_giou_aux_0: 0.5828 (0.6039) loss_giou_aux_1: 0.5606 (0.5828) loss_giou_aux_2: 0.5540 (0.5781) loss_giou_aux_3: 0.5537 (0.5774) loss_giou_aux_4: 0.5536 (0.5773) loss_giou_dn_0: 0.5716 (0.5915) loss_giou_dn_1: 0.4675 (0.4807) loss_giou_dn_2: 0.4509 (0.4636) loss_giou_dn_3: 0.4476 (0.4592) loss_giou_dn_4: 0.4474 (0.4584) loss_giou_dn_5: 0.4474 (0.4584) loss_giou_dn_pre: 0.5706 (0.5905) loss_giou_enc_0: 0.6498 (0.6830) loss_giou_pre: 0.5815 (0.6021) loss_ddf_aux_0: 0.0622 (0.0581) loss_ddf_aux_1: 0.0075 (0.0077) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2476 (0.2560) loss_ddf_dn_1: 0.0326 (0.0323) loss_ddf_dn_2: 0.0065 (0.0065) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6910 (0.6790) loss_vfl_aux_0: 0.7717 (0.7539) loss_vfl_aux_1: 0.7351 (0.7292) loss_vfl_aux_2: 0.7245 (0.7089) loss_vfl_aux_3: 0.7019 (0.6899) loss_vfl_aux_4: 0.6945 (0.6807) loss_vfl_dn_0: 0.4967 (0.4943) loss_vfl_dn_1: 0.4399 (0.4330) loss_vfl_dn_2: 0.4222 (0.4180) loss_vfl_dn_3: 0.4164 (0.4090) loss_vfl_dn_4: 0.4133 (0.4058) loss_vfl_dn_5: 0.4130 (0.4052) loss_vfl_dn_pre: 0.4968 (0.4948) loss_vfl_enc_0: 0.7750 (0.7522) loss_vfl_pre: 0.7778 (0.7565) time: 0.7471 data: 0.0293 max mem: 9097 Epoch: [25] [2100/3696] eta: 0:20:59 lr: 0.000013 loss: 32.2470 (32.2680) loss_bbox: 0.1940 (0.1834) loss_bbox_aux_0: 0.2025 (0.1972) loss_bbox_aux_1: 0.1942 (0.1863) loss_bbox_aux_2: 0.1935 (0.1839) loss_bbox_aux_3: 0.1940 (0.1834) loss_bbox_aux_4: 0.1940 (0.1834) loss_bbox_dn_0: 0.2546 (0.2569) loss_bbox_dn_1: 0.1924 (0.1926) loss_bbox_dn_2: 0.1828 (0.1820) loss_bbox_dn_3: 0.1803 (0.1788) loss_bbox_dn_4: 0.1804 (0.1782) loss_bbox_dn_5: 0.1803 (0.1782) loss_bbox_dn_pre: 0.2606 (0.2623) loss_bbox_enc_0: 0.2366 (0.2359) loss_bbox_pre: 0.2034 (0.1975) loss_dfl: 0.9798 (0.9645) loss_fgl_aux_0: 1.0181 (1.0001) loss_fgl_aux_1: 0.9838 (0.9674) loss_fgl_aux_2: 0.9810 (0.9647) loss_fgl_aux_3: 0.9807 (0.9645) loss_fgl_aux_4: 0.9800 (0.9645) loss_fgl_dn_0: 1.0956 (1.0940) loss_fgl_dn_1: 0.9906 (0.9902) loss_fgl_dn_2: 0.9814 (0.9813) loss_fgl_dn_3: 0.9834 (0.9821) loss_fgl_dn_4: 0.9836 (0.9824) loss_fgl_dn_5: 0.9836 (0.9824) loss_giou: 0.5414 (0.5763) loss_giou_aux_0: 0.5635 (0.6029) loss_giou_aux_1: 0.5461 (0.5819) loss_giou_aux_2: 0.5419 (0.5771) loss_giou_aux_3: 0.5418 (0.5764) loss_giou_aux_4: 0.5417 (0.5763) loss_giou_dn_0: 0.5771 (0.5909) loss_giou_dn_1: 0.4731 (0.4802) loss_giou_dn_2: 0.4590 (0.4631) loss_giou_dn_3: 0.4559 (0.4586) loss_giou_dn_4: 0.4548 (0.4579) loss_giou_dn_5: 0.4548 (0.4579) loss_giou_dn_pre: 0.5777 (0.5899) loss_giou_enc_0: 0.6536 (0.6821) loss_giou_pre: 0.5603 (0.6011) loss_ddf_aux_0: 0.0573 (0.0582) loss_ddf_aux_1: 0.0073 (0.0077) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2525 (0.2562) loss_ddf_dn_1: 0.0290 (0.0323) loss_ddf_dn_2: 0.0059 (0.0065) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6753 (0.6795) loss_vfl_aux_0: 0.7406 (0.7542) loss_vfl_aux_1: 0.7224 (0.7295) loss_vfl_aux_2: 0.6913 (0.7094) loss_vfl_aux_3: 0.6910 (0.6906) loss_vfl_aux_4: 0.6770 (0.6812) loss_vfl_dn_0: 0.5007 (0.4944) loss_vfl_dn_1: 0.4398 (0.4330) loss_vfl_dn_2: 0.4216 (0.4179) loss_vfl_dn_3: 0.4140 (0.4089) loss_vfl_dn_4: 0.4104 (0.4057) loss_vfl_dn_5: 0.4086 (0.4052) loss_vfl_dn_pre: 0.5011 (0.4949) loss_vfl_enc_0: 0.7469 (0.7525) loss_vfl_pre: 0.7462 (0.7569) time: 0.9052 data: 0.0282 max mem: 9097 Epoch: [25] [2200/3696] eta: 0:19:37 lr: 0.000013 loss: 32.4723 (32.2756) loss_bbox: 0.1824 (0.1835) loss_bbox_aux_0: 0.1980 (0.1974) loss_bbox_aux_1: 0.1858 (0.1864) loss_bbox_aux_2: 0.1818 (0.1840) loss_bbox_aux_3: 0.1824 (0.1836) loss_bbox_aux_4: 0.1824 (0.1835) loss_bbox_dn_0: 0.2613 (0.2569) loss_bbox_dn_1: 0.1915 (0.1925) loss_bbox_dn_2: 0.1785 (0.1819) loss_bbox_dn_3: 0.1747 (0.1787) loss_bbox_dn_4: 0.1751 (0.1782) loss_bbox_dn_5: 0.1751 (0.1782) loss_bbox_dn_pre: 0.2661 (0.2623) loss_bbox_enc_0: 0.2309 (0.2360) loss_bbox_pre: 0.1969 (0.1976) loss_dfl: 0.9730 (0.9643) loss_fgl_aux_0: 0.9976 (0.9999) loss_fgl_aux_1: 0.9778 (0.9672) loss_fgl_aux_2: 0.9730 (0.9645) loss_fgl_aux_3: 0.9727 (0.9643) loss_fgl_aux_4: 0.9728 (0.9643) loss_fgl_dn_0: 1.1045 (1.0940) loss_fgl_dn_1: 0.9991 (0.9902) loss_fgl_dn_2: 0.9921 (0.9814) loss_fgl_dn_3: 0.9932 (0.9821) loss_fgl_dn_4: 0.9939 (0.9824) loss_fgl_dn_5: 0.9939 (0.9824) loss_giou: 0.5537 (0.5769) loss_giou_aux_0: 0.5858 (0.6036) loss_giou_aux_1: 0.5566 (0.5825) loss_giou_aux_2: 0.5547 (0.5777) loss_giou_aux_3: 0.5541 (0.5770) loss_giou_aux_4: 0.5540 (0.5769) loss_giou_dn_0: 0.5695 (0.5912) loss_giou_dn_1: 0.4546 (0.4805) loss_giou_dn_2: 0.4336 (0.4633) loss_giou_dn_3: 0.4288 (0.4589) loss_giou_dn_4: 0.4285 (0.4582) loss_giou_dn_5: 0.4285 (0.4581) loss_giou_dn_pre: 0.5675 (0.5902) loss_giou_enc_0: 0.6620 (0.6827) loss_giou_pre: 0.5849 (0.6018) loss_ddf_aux_0: 0.0588 (0.0582) loss_ddf_aux_1: 0.0076 (0.0077) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2629 (0.2563) loss_ddf_dn_1: 0.0338 (0.0323) loss_ddf_dn_2: 0.0067 (0.0065) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6804 (0.6796) loss_vfl_aux_0: 0.7616 (0.7543) loss_vfl_aux_1: 0.7425 (0.7298) loss_vfl_aux_2: 0.7284 (0.7097) loss_vfl_aux_3: 0.6907 (0.6906) loss_vfl_aux_4: 0.6894 (0.6813) loss_vfl_dn_0: 0.4954 (0.4944) loss_vfl_dn_1: 0.4351 (0.4330) loss_vfl_dn_2: 0.4204 (0.4180) loss_vfl_dn_3: 0.4114 (0.4089) loss_vfl_dn_4: 0.4083 (0.4057) loss_vfl_dn_5: 0.4083 (0.4052) loss_vfl_dn_pre: 0.4960 (0.4949) loss_vfl_enc_0: 0.7673 (0.7527) loss_vfl_pre: 0.7659 (0.7570) time: 0.7844 data: 0.0248 max mem: 9097 Epoch: [25] [2300/3696] eta: 0:18:15 lr: 0.000013 loss: 32.3534 (32.2791) loss_bbox: 0.1755 (0.1836) loss_bbox_aux_0: 0.1941 (0.1975) loss_bbox_aux_1: 0.1781 (0.1865) loss_bbox_aux_2: 0.1758 (0.1841) loss_bbox_aux_3: 0.1755 (0.1837) loss_bbox_aux_4: 0.1755 (0.1836) loss_bbox_dn_0: 0.2445 (0.2568) loss_bbox_dn_1: 0.1767 (0.1925) loss_bbox_dn_2: 0.1688 (0.1819) loss_bbox_dn_3: 0.1647 (0.1787) loss_bbox_dn_4: 0.1642 (0.1781) loss_bbox_dn_5: 0.1640 (0.1781) loss_bbox_dn_pre: 0.2479 (0.2622) loss_bbox_enc_0: 0.2284 (0.2361) loss_bbox_pre: 0.1941 (0.1977) loss_dfl: 0.9666 (0.9641) loss_fgl_aux_0: 1.0009 (0.9996) loss_fgl_aux_1: 0.9671 (0.9670) loss_fgl_aux_2: 0.9672 (0.9643) loss_fgl_aux_3: 0.9666 (0.9641) loss_fgl_aux_4: 0.9664 (0.9641) loss_fgl_dn_0: 1.0929 (1.0939) loss_fgl_dn_1: 0.9959 (0.9902) loss_fgl_dn_2: 0.9862 (0.9814) loss_fgl_dn_3: 0.9858 (0.9821) loss_fgl_dn_4: 0.9867 (0.9824) loss_fgl_dn_5: 0.9869 (0.9825) loss_giou: 0.5923 (0.5774) loss_giou_aux_0: 0.6180 (0.6040) loss_giou_aux_1: 0.5978 (0.5829) loss_giou_aux_2: 0.5940 (0.5782) loss_giou_aux_3: 0.5919 (0.5775) loss_giou_aux_4: 0.5925 (0.5774) loss_giou_dn_0: 0.5969 (0.5914) loss_giou_dn_1: 0.4816 (0.4807) loss_giou_dn_2: 0.4662 (0.4635) loss_giou_dn_3: 0.4593 (0.4591) loss_giou_dn_4: 0.4588 (0.4583) loss_giou_dn_5: 0.4588 (0.4583) loss_giou_dn_pre: 0.5964 (0.5904) loss_giou_enc_0: 0.6801 (0.6832) loss_giou_pre: 0.6162 (0.6022) loss_ddf_aux_0: 0.0552 (0.0582) loss_ddf_aux_1: 0.0072 (0.0077) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2523 (0.2562) loss_ddf_dn_1: 0.0350 (0.0324) loss_ddf_dn_2: 0.0076 (0.0065) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6687 (0.6794) loss_vfl_aux_0: 0.7530 (0.7543) loss_vfl_aux_1: 0.7223 (0.7298) loss_vfl_aux_2: 0.7109 (0.7095) loss_vfl_aux_3: 0.6901 (0.6904) loss_vfl_aux_4: 0.6777 (0.6811) loss_vfl_dn_0: 0.4883 (0.4943) loss_vfl_dn_1: 0.4333 (0.4330) loss_vfl_dn_2: 0.4132 (0.4179) loss_vfl_dn_3: 0.4057 (0.4089) loss_vfl_dn_4: 0.4026 (0.4057) loss_vfl_dn_5: 0.4032 (0.4051) loss_vfl_dn_pre: 0.4890 (0.4949) loss_vfl_enc_0: 0.7572 (0.7528) loss_vfl_pre: 0.7584 (0.7571) time: 0.7394 data: 0.0293 max mem: 9097 Epoch: [25] [2400/3696] eta: 0:17:08 lr: 0.000013 loss: 32.3767 (32.2854) loss_bbox: 0.1926 (0.1838) loss_bbox_aux_0: 0.2039 (0.1977) loss_bbox_aux_1: 0.1948 (0.1867) loss_bbox_aux_2: 0.1927 (0.1843) loss_bbox_aux_3: 0.1928 (0.1839) loss_bbox_aux_4: 0.1927 (0.1839) loss_bbox_dn_0: 0.2642 (0.2569) loss_bbox_dn_1: 0.1982 (0.1925) loss_bbox_dn_2: 0.1864 (0.1819) loss_bbox_dn_3: 0.1853 (0.1787) loss_bbox_dn_4: 0.1843 (0.1782) loss_bbox_dn_5: 0.1843 (0.1782) loss_bbox_dn_pre: 0.2699 (0.2622) loss_bbox_enc_0: 0.2471 (0.2364) loss_bbox_pre: 0.2049 (0.1980) loss_dfl: 0.9439 (0.9640) loss_fgl_aux_0: 0.9740 (0.9994) loss_fgl_aux_1: 0.9425 (0.9669) loss_fgl_aux_2: 0.9430 (0.9642) loss_fgl_aux_3: 0.9430 (0.9640) loss_fgl_aux_4: 0.9438 (0.9640) loss_fgl_dn_0: 1.0821 (1.0939) loss_fgl_dn_1: 0.9874 (0.9903) loss_fgl_dn_2: 0.9796 (0.9814) loss_fgl_dn_3: 0.9794 (0.9822) loss_fgl_dn_4: 0.9794 (0.9825) loss_fgl_dn_5: 0.9794 (0.9825) loss_giou: 0.5956 (0.5779) loss_giou_aux_0: 0.6138 (0.6045) loss_giou_aux_1: 0.6026 (0.5834) loss_giou_aux_2: 0.5954 (0.5787) loss_giou_aux_3: 0.5949 (0.5780) loss_giou_aux_4: 0.5957 (0.5779) loss_giou_dn_0: 0.5711 (0.5916) loss_giou_dn_1: 0.4708 (0.4809) loss_giou_dn_2: 0.4593 (0.4637) loss_giou_dn_3: 0.4572 (0.4593) loss_giou_dn_4: 0.4566 (0.4585) loss_giou_dn_5: 0.4567 (0.4585) loss_giou_dn_pre: 0.5707 (0.5906) loss_giou_enc_0: 0.6780 (0.6836) loss_giou_pre: 0.6114 (0.6027) loss_ddf_aux_0: 0.0489 (0.0581) loss_ddf_aux_1: 0.0070 (0.0076) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2370 (0.2561) loss_ddf_dn_1: 0.0306 (0.0324) loss_ddf_dn_2: 0.0056 (0.0065) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6575 (0.6793) loss_vfl_aux_0: 0.7178 (0.7542) loss_vfl_aux_1: 0.6937 (0.7296) loss_vfl_aux_2: 0.6750 (0.7093) loss_vfl_aux_3: 0.6667 (0.6904) loss_vfl_aux_4: 0.6545 (0.6810) loss_vfl_dn_0: 0.4889 (0.4944) loss_vfl_dn_1: 0.4354 (0.4331) loss_vfl_dn_2: 0.4168 (0.4180) loss_vfl_dn_3: 0.4073 (0.4090) loss_vfl_dn_4: 0.4030 (0.4057) loss_vfl_dn_5: 0.4031 (0.4052) loss_vfl_dn_pre: 0.4898 (0.4949) loss_vfl_enc_0: 0.7297 (0.7528) loss_vfl_pre: 0.7191 (0.7569) time: 0.6890 data: 0.0235 max mem: 9097 Epoch: [25] [2500/3696] eta: 0:16:02 lr: 0.000013 loss: 32.2505 (32.2887) loss_bbox: 0.1801 (0.1839) loss_bbox_aux_0: 0.1946 (0.1978) loss_bbox_aux_1: 0.1818 (0.1868) loss_bbox_aux_2: 0.1806 (0.1844) loss_bbox_aux_3: 0.1802 (0.1840) loss_bbox_aux_4: 0.1800 (0.1839) loss_bbox_dn_0: 0.2531 (0.2568) loss_bbox_dn_1: 0.1864 (0.1925) loss_bbox_dn_2: 0.1811 (0.1819) loss_bbox_dn_3: 0.1770 (0.1787) loss_bbox_dn_4: 0.1763 (0.1782) loss_bbox_dn_5: 0.1762 (0.1782) loss_bbox_dn_pre: 0.2485 (0.2622) loss_bbox_enc_0: 0.2267 (0.2365) loss_bbox_pre: 0.1954 (0.1980) loss_dfl: 0.9783 (0.9640) loss_fgl_aux_0: 1.0037 (0.9994) loss_fgl_aux_1: 0.9823 (0.9669) loss_fgl_aux_2: 0.9790 (0.9641) loss_fgl_aux_3: 0.9785 (0.9640) loss_fgl_aux_4: 0.9784 (0.9640) loss_fgl_dn_0: 1.1011 (1.0938) loss_fgl_dn_1: 0.9985 (0.9902) loss_fgl_dn_2: 0.9896 (0.9814) loss_fgl_dn_3: 0.9893 (0.9821) loss_fgl_dn_4: 0.9897 (0.9824) loss_fgl_dn_5: 0.9898 (0.9824) loss_giou: 0.5724 (0.5781) loss_giou_aux_0: 0.6042 (0.6046) loss_giou_aux_1: 0.5785 (0.5836) loss_giou_aux_2: 0.5723 (0.5789) loss_giou_aux_3: 0.5711 (0.5782) loss_giou_aux_4: 0.5721 (0.5781) loss_giou_dn_0: 0.5963 (0.5920) loss_giou_dn_1: 0.4836 (0.4813) loss_giou_dn_2: 0.4586 (0.4640) loss_giou_dn_3: 0.4530 (0.4596) loss_giou_dn_4: 0.4532 (0.4589) loss_giou_dn_5: 0.4532 (0.4589) loss_giou_dn_pre: 0.5938 (0.5910) loss_giou_enc_0: 0.6864 (0.6838) loss_giou_pre: 0.6007 (0.6028) loss_ddf_aux_0: 0.0596 (0.0580) loss_ddf_aux_1: 0.0081 (0.0076) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2615 (0.2560) loss_ddf_dn_1: 0.0362 (0.0325) loss_ddf_dn_2: 0.0070 (0.0065) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6824 (0.6794) loss_vfl_aux_0: 0.7352 (0.7541) loss_vfl_aux_1: 0.7238 (0.7296) loss_vfl_aux_2: 0.7037 (0.7092) loss_vfl_aux_3: 0.6932 (0.6904) loss_vfl_aux_4: 0.6777 (0.6811) loss_vfl_dn_0: 0.4938 (0.4943) loss_vfl_dn_1: 0.4367 (0.4331) loss_vfl_dn_2: 0.4202 (0.4180) loss_vfl_dn_3: 0.4149 (0.4090) loss_vfl_dn_4: 0.4104 (0.4058) loss_vfl_dn_5: 0.4108 (0.4053) loss_vfl_dn_pre: 0.4942 (0.4949) loss_vfl_enc_0: 0.7322 (0.7527) loss_vfl_pre: 0.7283 (0.7568) time: 0.7265 data: 0.0245 max mem: 9097 Epoch: [25] [2600/3696] eta: 0:14:56 lr: 0.000013 loss: 32.2212 (32.2859) loss_bbox: 0.1751 (0.1837) loss_bbox_aux_0: 0.1884 (0.1976) loss_bbox_aux_1: 0.1804 (0.1866) loss_bbox_aux_2: 0.1769 (0.1842) loss_bbox_aux_3: 0.1756 (0.1838) loss_bbox_aux_4: 0.1753 (0.1837) loss_bbox_dn_0: 0.2474 (0.2567) loss_bbox_dn_1: 0.1859 (0.1924) loss_bbox_dn_2: 0.1748 (0.1818) loss_bbox_dn_3: 0.1731 (0.1786) loss_bbox_dn_4: 0.1734 (0.1781) loss_bbox_dn_5: 0.1736 (0.1781) loss_bbox_dn_pre: 0.2532 (0.2621) loss_bbox_enc_0: 0.2213 (0.2364) loss_bbox_pre: 0.1879 (0.1979) loss_dfl: 0.9700 (0.9642) loss_fgl_aux_0: 1.0018 (0.9996) loss_fgl_aux_1: 0.9732 (0.9671) loss_fgl_aux_2: 0.9705 (0.9644) loss_fgl_aux_3: 0.9703 (0.9643) loss_fgl_aux_4: 0.9699 (0.9642) loss_fgl_dn_0: 1.0973 (1.0939) loss_fgl_dn_1: 0.9932 (0.9903) loss_fgl_dn_2: 0.9814 (0.9815) loss_fgl_dn_3: 0.9827 (0.9822) loss_fgl_dn_4: 0.9829 (0.9826) loss_fgl_dn_5: 0.9829 (0.9826) loss_giou: 0.5895 (0.5777) loss_giou_aux_0: 0.6145 (0.6043) loss_giou_aux_1: 0.5966 (0.5833) loss_giou_aux_2: 0.5895 (0.5785) loss_giou_aux_3: 0.5885 (0.5778) loss_giou_aux_4: 0.5895 (0.5777) loss_giou_dn_0: 0.5995 (0.5918) loss_giou_dn_1: 0.4940 (0.4812) loss_giou_dn_2: 0.4792 (0.4639) loss_giou_dn_3: 0.4715 (0.4595) loss_giou_dn_4: 0.4697 (0.4588) loss_giou_dn_5: 0.4696 (0.4588) loss_giou_dn_pre: 0.5976 (0.5908) loss_giou_enc_0: 0.6820 (0.6835) loss_giou_pre: 0.6083 (0.6025) loss_ddf_aux_0: 0.0536 (0.0580) loss_ddf_aux_1: 0.0074 (0.0076) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2402 (0.2560) loss_ddf_dn_1: 0.0310 (0.0325) loss_ddf_dn_2: 0.0060 (0.0065) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6428 (0.6794) loss_vfl_aux_0: 0.7297 (0.7541) loss_vfl_aux_1: 0.6964 (0.7293) loss_vfl_aux_2: 0.6653 (0.7091) loss_vfl_aux_3: 0.6656 (0.6905) loss_vfl_aux_4: 0.6446 (0.6811) loss_vfl_dn_0: 0.4968 (0.4944) loss_vfl_dn_1: 0.4268 (0.4330) loss_vfl_dn_2: 0.4099 (0.4180) loss_vfl_dn_3: 0.4060 (0.4090) loss_vfl_dn_4: 0.4036 (0.4058) loss_vfl_dn_5: 0.4029 (0.4053) loss_vfl_dn_pre: 0.4965 (0.4949) loss_vfl_enc_0: 0.7422 (0.7527) loss_vfl_pre: 0.7303 (0.7568) time: 0.7388 data: 0.0317 max mem: 9097 Epoch: [25] [2700/3696] eta: 0:13:31 lr: 0.000013 loss: 32.1293 (32.2799) loss_bbox: 0.1861 (0.1837) loss_bbox_aux_0: 0.1982 (0.1976) loss_bbox_aux_1: 0.1888 (0.1866) loss_bbox_aux_2: 0.1867 (0.1842) loss_bbox_aux_3: 0.1861 (0.1838) loss_bbox_aux_4: 0.1860 (0.1837) loss_bbox_dn_0: 0.2614 (0.2568) loss_bbox_dn_1: 0.2001 (0.1925) loss_bbox_dn_2: 0.1905 (0.1819) loss_bbox_dn_3: 0.1878 (0.1787) loss_bbox_dn_4: 0.1879 (0.1782) loss_bbox_dn_5: 0.1879 (0.1782) loss_bbox_dn_pre: 0.2665 (0.2622) loss_bbox_enc_0: 0.2400 (0.2364) loss_bbox_pre: 0.1999 (0.1979) loss_dfl: 0.9742 (0.9641) loss_fgl_aux_0: 1.0088 (0.9995) loss_fgl_aux_1: 0.9753 (0.9670) loss_fgl_aux_2: 0.9760 (0.9643) loss_fgl_aux_3: 0.9754 (0.9641) loss_fgl_aux_4: 0.9744 (0.9641) loss_fgl_dn_0: 1.0935 (1.0938) loss_fgl_dn_1: 0.9915 (0.9901) loss_fgl_dn_2: 0.9828 (0.9813) loss_fgl_dn_3: 0.9834 (0.9820) loss_fgl_dn_4: 0.9836 (0.9824) loss_fgl_dn_5: 0.9837 (0.9824) loss_giou: 0.5244 (0.5774) loss_giou_aux_0: 0.5452 (0.6040) loss_giou_aux_1: 0.5313 (0.5830) loss_giou_aux_2: 0.5266 (0.5782) loss_giou_aux_3: 0.5246 (0.5775) loss_giou_aux_4: 0.5245 (0.5774) loss_giou_dn_0: 0.5651 (0.5915) loss_giou_dn_1: 0.4538 (0.4808) loss_giou_dn_2: 0.4377 (0.4636) loss_giou_dn_3: 0.4323 (0.4592) loss_giou_dn_4: 0.4307 (0.4584) loss_giou_dn_5: 0.4308 (0.4584) loss_giou_dn_pre: 0.5660 (0.5905) loss_giou_enc_0: 0.6344 (0.6832) loss_giou_pre: 0.5425 (0.6022) loss_ddf_aux_0: 0.0566 (0.0579) loss_ddf_aux_1: 0.0073 (0.0076) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2562 (0.2561) loss_ddf_dn_1: 0.0329 (0.0326) loss_ddf_dn_2: 0.0064 (0.0065) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6952 (0.6793) loss_vfl_aux_0: 0.7881 (0.7543) loss_vfl_aux_1: 0.7529 (0.7294) loss_vfl_aux_2: 0.7255 (0.7091) loss_vfl_aux_3: 0.7124 (0.6905) loss_vfl_aux_4: 0.7041 (0.6811) loss_vfl_dn_0: 0.4944 (0.4944) loss_vfl_dn_1: 0.4336 (0.4330) loss_vfl_dn_2: 0.4119 (0.4179) loss_vfl_dn_3: 0.4045 (0.4089) loss_vfl_dn_4: 0.4010 (0.4057) loss_vfl_dn_5: 0.4000 (0.4052) loss_vfl_dn_pre: 0.4944 (0.4949) loss_vfl_enc_0: 0.7858 (0.7528) loss_vfl_pre: 0.7880 (0.7570) time: 0.7487 data: 0.0336 max mem: 9097 Epoch: [25] [2800/3696] eta: 0:12:08 lr: 0.000013 loss: 32.1582 (32.2841) loss_bbox: 0.1819 (0.1839) loss_bbox_aux_0: 0.1898 (0.1977) loss_bbox_aux_1: 0.1851 (0.1868) loss_bbox_aux_2: 0.1821 (0.1844) loss_bbox_aux_3: 0.1824 (0.1840) loss_bbox_aux_4: 0.1820 (0.1839) loss_bbox_dn_0: 0.2401 (0.2568) loss_bbox_dn_1: 0.1932 (0.1925) loss_bbox_dn_2: 0.1796 (0.1819) loss_bbox_dn_3: 0.1732 (0.1788) loss_bbox_dn_4: 0.1729 (0.1782) loss_bbox_dn_5: 0.1730 (0.1782) loss_bbox_dn_pre: 0.2433 (0.2622) loss_bbox_enc_0: 0.2387 (0.2365) loss_bbox_pre: 0.1902 (0.1980) loss_dfl: 0.9534 (0.9639) loss_fgl_aux_0: 0.9965 (0.9993) loss_fgl_aux_1: 0.9606 (0.9668) loss_fgl_aux_2: 0.9547 (0.9641) loss_fgl_aux_3: 0.9535 (0.9640) loss_fgl_aux_4: 0.9532 (0.9639) loss_fgl_dn_0: 1.0963 (1.0939) loss_fgl_dn_1: 0.9840 (0.9902) loss_fgl_dn_2: 0.9752 (0.9813) loss_fgl_dn_3: 0.9767 (0.9821) loss_fgl_dn_4: 0.9771 (0.9824) loss_fgl_dn_5: 0.9772 (0.9824) loss_giou: 0.5350 (0.5779) loss_giou_aux_0: 0.5616 (0.6044) loss_giou_aux_1: 0.5445 (0.5834) loss_giou_aux_2: 0.5390 (0.5786) loss_giou_aux_3: 0.5355 (0.5780) loss_giou_aux_4: 0.5353 (0.5779) loss_giou_dn_0: 0.5757 (0.5916) loss_giou_dn_1: 0.4628 (0.4809) loss_giou_dn_2: 0.4479 (0.4637) loss_giou_dn_3: 0.4435 (0.4593) loss_giou_dn_4: 0.4427 (0.4585) loss_giou_dn_5: 0.4426 (0.4585) loss_giou_dn_pre: 0.5753 (0.5906) loss_giou_enc_0: 0.6422 (0.6836) loss_giou_pre: 0.5616 (0.6026) loss_ddf_aux_0: 0.0588 (0.0578) loss_ddf_aux_1: 0.0073 (0.0076) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2606 (0.2563) loss_ddf_dn_1: 0.0347 (0.0326) loss_ddf_dn_2: 0.0066 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6730 (0.6792) loss_vfl_aux_0: 0.7517 (0.7543) loss_vfl_aux_1: 0.7139 (0.7292) loss_vfl_aux_2: 0.7000 (0.7089) loss_vfl_aux_3: 0.6873 (0.6904) loss_vfl_aux_4: 0.6701 (0.6810) loss_vfl_dn_0: 0.4958 (0.4944) loss_vfl_dn_1: 0.4319 (0.4331) loss_vfl_dn_2: 0.4183 (0.4179) loss_vfl_dn_3: 0.4109 (0.4090) loss_vfl_dn_4: 0.4053 (0.4057) loss_vfl_dn_5: 0.4050 (0.4052) loss_vfl_dn_pre: 0.4963 (0.4949) loss_vfl_enc_0: 0.7606 (0.7527) loss_vfl_pre: 0.7568 (0.7570) time: 0.7627 data: 0.0307 max mem: 9097 Epoch: [25] [2900/3696] eta: 0:10:46 lr: 0.000013 loss: 32.3748 (32.2858) loss_bbox: 0.1845 (0.1839) loss_bbox_aux_0: 0.1953 (0.1977) loss_bbox_aux_1: 0.1826 (0.1867) loss_bbox_aux_2: 0.1836 (0.1844) loss_bbox_aux_3: 0.1845 (0.1839) loss_bbox_aux_4: 0.1843 (0.1839) loss_bbox_dn_0: 0.2635 (0.2568) loss_bbox_dn_1: 0.2016 (0.1925) loss_bbox_dn_2: 0.1863 (0.1819) loss_bbox_dn_3: 0.1829 (0.1788) loss_bbox_dn_4: 0.1823 (0.1782) loss_bbox_dn_5: 0.1822 (0.1782) loss_bbox_dn_pre: 0.2694 (0.2622) loss_bbox_enc_0: 0.2315 (0.2364) loss_bbox_pre: 0.1961 (0.1979) loss_dfl: 0.9738 (0.9641) loss_fgl_aux_0: 1.0039 (0.9995) loss_fgl_aux_1: 0.9763 (0.9670) loss_fgl_aux_2: 0.9728 (0.9643) loss_fgl_aux_3: 0.9739 (0.9642) loss_fgl_aux_4: 0.9739 (0.9641) loss_fgl_dn_0: 1.1002 (1.0940) loss_fgl_dn_1: 0.9961 (0.9903) loss_fgl_dn_2: 0.9869 (0.9814) loss_fgl_dn_3: 0.9878 (0.9822) loss_fgl_dn_4: 0.9878 (0.9825) loss_fgl_dn_5: 0.9878 (0.9825) loss_giou: 0.5391 (0.5776) loss_giou_aux_0: 0.5547 (0.6041) loss_giou_aux_1: 0.5381 (0.5831) loss_giou_aux_2: 0.5361 (0.5784) loss_giou_aux_3: 0.5380 (0.5777) loss_giou_aux_4: 0.5391 (0.5776) loss_giou_dn_0: 0.5794 (0.5915) loss_giou_dn_1: 0.4647 (0.4808) loss_giou_dn_2: 0.4498 (0.4636) loss_giou_dn_3: 0.4456 (0.4592) loss_giou_dn_4: 0.4449 (0.4584) loss_giou_dn_5: 0.4447 (0.4584) loss_giou_dn_pre: 0.5794 (0.5905) loss_giou_enc_0: 0.6380 (0.6833) loss_giou_pre: 0.5518 (0.6023) loss_ddf_aux_0: 0.0609 (0.0578) loss_ddf_aux_1: 0.0076 (0.0076) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2682 (0.2563) loss_ddf_dn_1: 0.0333 (0.0327) loss_ddf_dn_2: 0.0064 (0.0066) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7037 (0.6797) loss_vfl_aux_0: 0.7692 (0.7546) loss_vfl_aux_1: 0.7532 (0.7296) loss_vfl_aux_2: 0.7262 (0.7093) loss_vfl_aux_3: 0.7142 (0.6907) loss_vfl_aux_4: 0.7076 (0.6815) loss_vfl_dn_0: 0.5005 (0.4944) loss_vfl_dn_1: 0.4342 (0.4331) loss_vfl_dn_2: 0.4174 (0.4180) loss_vfl_dn_3: 0.4109 (0.4090) loss_vfl_dn_4: 0.4072 (0.4058) loss_vfl_dn_5: 0.4070 (0.4053) loss_vfl_dn_pre: 0.5002 (0.4950) loss_vfl_enc_0: 0.7760 (0.7530) loss_vfl_pre: 0.7707 (0.7573) time: 0.9025 data: 0.0234 max mem: 9097 Epoch: [25] [3000/3696] eta: 0:09:28 lr: 0.000013 loss: 32.2351 (32.2829) loss_bbox: 0.1681 (0.1839) loss_bbox_aux_0: 0.1755 (0.1977) loss_bbox_aux_1: 0.1711 (0.1867) loss_bbox_aux_2: 0.1690 (0.1844) loss_bbox_aux_3: 0.1687 (0.1840) loss_bbox_aux_4: 0.1683 (0.1839) loss_bbox_dn_0: 0.2440 (0.2568) loss_bbox_dn_1: 0.1840 (0.1926) loss_bbox_dn_2: 0.1744 (0.1820) loss_bbox_dn_3: 0.1731 (0.1788) loss_bbox_dn_4: 0.1725 (0.1783) loss_bbox_dn_5: 0.1725 (0.1783) loss_bbox_dn_pre: 0.2549 (0.2622) loss_bbox_enc_0: 0.2181 (0.2364) loss_bbox_pre: 0.1773 (0.1979) loss_dfl: 0.9793 (0.9642) loss_fgl_aux_0: 1.0132 (0.9995) loss_fgl_aux_1: 0.9789 (0.9671) loss_fgl_aux_2: 0.9808 (0.9644) loss_fgl_aux_3: 0.9794 (0.9642) loss_fgl_aux_4: 0.9791 (0.9642) loss_fgl_dn_0: 1.0933 (1.0939) loss_fgl_dn_1: 0.9898 (0.9902) loss_fgl_dn_2: 0.9821 (0.9813) loss_fgl_dn_3: 0.9815 (0.9821) loss_fgl_dn_4: 0.9816 (0.9824) loss_fgl_dn_5: 0.9817 (0.9824) loss_giou: 0.5693 (0.5774) loss_giou_aux_0: 0.5896 (0.6038) loss_giou_aux_1: 0.5697 (0.5829) loss_giou_aux_2: 0.5687 (0.5782) loss_giou_aux_3: 0.5689 (0.5775) loss_giou_aux_4: 0.5690 (0.5774) loss_giou_dn_0: 0.5716 (0.5914) loss_giou_dn_1: 0.4723 (0.4807) loss_giou_dn_2: 0.4593 (0.4635) loss_giou_dn_3: 0.4535 (0.4591) loss_giou_dn_4: 0.4536 (0.4583) loss_giou_dn_5: 0.4537 (0.4583) loss_giou_dn_pre: 0.5728 (0.5903) loss_giou_enc_0: 0.6589 (0.6830) loss_giou_pre: 0.5854 (0.6020) loss_ddf_aux_0: 0.0566 (0.0577) loss_ddf_aux_1: 0.0073 (0.0076) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2635 (0.2564) loss_ddf_dn_1: 0.0350 (0.0327) loss_ddf_dn_2: 0.0072 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6626 (0.6797) loss_vfl_aux_0: 0.7362 (0.7547) loss_vfl_aux_1: 0.7047 (0.7296) loss_vfl_aux_2: 0.6906 (0.7092) loss_vfl_aux_3: 0.6768 (0.6906) loss_vfl_aux_4: 0.6523 (0.6814) loss_vfl_dn_0: 0.4882 (0.4944) loss_vfl_dn_1: 0.4346 (0.4330) loss_vfl_dn_2: 0.4207 (0.4179) loss_vfl_dn_3: 0.4155 (0.4089) loss_vfl_dn_4: 0.4093 (0.4057) loss_vfl_dn_5: 0.4093 (0.4052) loss_vfl_dn_pre: 0.4879 (0.4949) loss_vfl_enc_0: 0.7216 (0.7530) loss_vfl_pre: 0.7374 (0.7575) time: 1.7601 data: 0.0278 max mem: 9097 Epoch: [25] [3100/3696] eta: 0:08:05 lr: 0.000013 loss: 32.8697 (32.2854) loss_bbox: 0.1784 (0.1839) loss_bbox_aux_0: 0.1922 (0.1977) loss_bbox_aux_1: 0.1832 (0.1868) loss_bbox_aux_2: 0.1787 (0.1844) loss_bbox_aux_3: 0.1786 (0.1840) loss_bbox_aux_4: 0.1784 (0.1839) loss_bbox_dn_0: 0.2702 (0.2569) loss_bbox_dn_1: 0.2159 (0.1926) loss_bbox_dn_2: 0.2054 (0.1820) loss_bbox_dn_3: 0.1977 (0.1788) loss_bbox_dn_4: 0.1964 (0.1783) loss_bbox_dn_5: 0.1965 (0.1783) loss_bbox_dn_pre: 0.2804 (0.2623) loss_bbox_enc_0: 0.2365 (0.2365) loss_bbox_pre: 0.1932 (0.1979) loss_dfl: 0.9718 (0.9642) loss_fgl_aux_0: 1.0029 (0.9994) loss_fgl_aux_1: 0.9740 (0.9671) loss_fgl_aux_2: 0.9734 (0.9644) loss_fgl_aux_3: 0.9729 (0.9643) loss_fgl_aux_4: 0.9720 (0.9642) loss_fgl_dn_0: 1.0964 (1.0939) loss_fgl_dn_1: 0.9905 (0.9902) loss_fgl_dn_2: 0.9802 (0.9813) loss_fgl_dn_3: 0.9808 (0.9821) loss_fgl_dn_4: 0.9809 (0.9824) loss_fgl_dn_5: 0.9810 (0.9824) loss_giou: 0.5594 (0.5774) loss_giou_aux_0: 0.5845 (0.6038) loss_giou_aux_1: 0.5671 (0.5829) loss_giou_aux_2: 0.5610 (0.5782) loss_giou_aux_3: 0.5608 (0.5775) loss_giou_aux_4: 0.5594 (0.5774) loss_giou_dn_0: 0.6015 (0.5914) loss_giou_dn_1: 0.4931 (0.4808) loss_giou_dn_2: 0.4741 (0.4636) loss_giou_dn_3: 0.4710 (0.4591) loss_giou_dn_4: 0.4710 (0.4583) loss_giou_dn_5: 0.4709 (0.4583) loss_giou_dn_pre: 0.6002 (0.5904) loss_giou_enc_0: 0.6571 (0.6831) loss_giou_pre: 0.5827 (0.6020) loss_ddf_aux_0: 0.0587 (0.0577) loss_ddf_aux_1: 0.0080 (0.0076) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2817 (0.2563) loss_ddf_dn_1: 0.0394 (0.0327) loss_ddf_dn_2: 0.0081 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6860 (0.6800) loss_vfl_aux_0: 0.7722 (0.7548) loss_vfl_aux_1: 0.7301 (0.7299) loss_vfl_aux_2: 0.7128 (0.7094) loss_vfl_aux_3: 0.6922 (0.6908) loss_vfl_aux_4: 0.6871 (0.6818) loss_vfl_dn_0: 0.4976 (0.4944) loss_vfl_dn_1: 0.4357 (0.4330) loss_vfl_dn_2: 0.4230 (0.4179) loss_vfl_dn_3: 0.4171 (0.4090) loss_vfl_dn_4: 0.4128 (0.4058) loss_vfl_dn_5: 0.4116 (0.4052) loss_vfl_dn_pre: 0.4985 (0.4950) loss_vfl_enc_0: 0.7601 (0.7531) loss_vfl_pre: 0.7722 (0.7576) time: 0.7621 data: 0.0272 max mem: 9097 Epoch: [25] [3200/3696] eta: 0:06:49 lr: 0.000013 loss: 32.2422 (32.2893) loss_bbox: 0.1773 (0.1839) loss_bbox_aux_0: 0.1909 (0.1977) loss_bbox_aux_1: 0.1769 (0.1868) loss_bbox_aux_2: 0.1768 (0.1844) loss_bbox_aux_3: 0.1772 (0.1840) loss_bbox_aux_4: 0.1775 (0.1840) loss_bbox_dn_0: 0.2638 (0.2569) loss_bbox_dn_1: 0.1972 (0.1926) loss_bbox_dn_2: 0.1897 (0.1821) loss_bbox_dn_3: 0.1864 (0.1789) loss_bbox_dn_4: 0.1869 (0.1783) loss_bbox_dn_5: 0.1869 (0.1783) loss_bbox_dn_pre: 0.2692 (0.2623) loss_bbox_enc_0: 0.2371 (0.2365) loss_bbox_pre: 0.1918 (0.1979) loss_dfl: 0.9687 (0.9643) loss_fgl_aux_0: 1.0053 (0.9995) loss_fgl_aux_1: 0.9723 (0.9672) loss_fgl_aux_2: 0.9685 (0.9645) loss_fgl_aux_3: 0.9686 (0.9643) loss_fgl_aux_4: 0.9688 (0.9643) loss_fgl_dn_0: 1.0960 (1.0939) loss_fgl_dn_1: 0.9972 (0.9902) loss_fgl_dn_2: 0.9857 (0.9814) loss_fgl_dn_3: 0.9868 (0.9821) loss_fgl_dn_4: 0.9870 (0.9824) loss_fgl_dn_5: 0.9868 (0.9825) loss_giou: 0.5651 (0.5774) loss_giou_aux_0: 0.5938 (0.6039) loss_giou_aux_1: 0.5725 (0.5829) loss_giou_aux_2: 0.5677 (0.5782) loss_giou_aux_3: 0.5651 (0.5775) loss_giou_aux_4: 0.5650 (0.5774) loss_giou_dn_0: 0.5954 (0.5915) loss_giou_dn_1: 0.4816 (0.4808) loss_giou_dn_2: 0.4632 (0.4636) loss_giou_dn_3: 0.4609 (0.4592) loss_giou_dn_4: 0.4606 (0.4584) loss_giou_dn_5: 0.4607 (0.4584) loss_giou_dn_pre: 0.5947 (0.5905) loss_giou_enc_0: 0.6566 (0.6831) loss_giou_pre: 0.5945 (0.6021) loss_ddf_aux_0: 0.0617 (0.0577) loss_ddf_aux_1: 0.0080 (0.0076) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2575 (0.2566) loss_ddf_dn_1: 0.0324 (0.0328) loss_ddf_dn_2: 0.0061 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6834 (0.6802) loss_vfl_aux_0: 0.7560 (0.7550) loss_vfl_aux_1: 0.7307 (0.7301) loss_vfl_aux_2: 0.7103 (0.7095) loss_vfl_aux_3: 0.6919 (0.6910) loss_vfl_aux_4: 0.6882 (0.6820) loss_vfl_dn_0: 0.4910 (0.4944) loss_vfl_dn_1: 0.4314 (0.4331) loss_vfl_dn_2: 0.4194 (0.4180) loss_vfl_dn_3: 0.4081 (0.4090) loss_vfl_dn_4: 0.4062 (0.4058) loss_vfl_dn_5: 0.4053 (0.4053) loss_vfl_dn_pre: 0.4914 (0.4950) loss_vfl_enc_0: 0.7676 (0.7532) loss_vfl_pre: 0.7596 (0.7578) time: 2.6488 data: 0.0207 max mem: 9097 Epoch: [25] [3300/3696] eta: 0:05:26 lr: 0.000013 loss: 32.0825 (32.2879) loss_bbox: 0.1776 (0.1839) loss_bbox_aux_0: 0.1872 (0.1977) loss_bbox_aux_1: 0.1788 (0.1868) loss_bbox_aux_2: 0.1770 (0.1844) loss_bbox_aux_3: 0.1775 (0.1840) loss_bbox_aux_4: 0.1775 (0.1840) loss_bbox_dn_0: 0.2703 (0.2569) loss_bbox_dn_1: 0.1939 (0.1926) loss_bbox_dn_2: 0.1856 (0.1821) loss_bbox_dn_3: 0.1810 (0.1789) loss_bbox_dn_4: 0.1802 (0.1783) loss_bbox_dn_5: 0.1803 (0.1783) loss_bbox_dn_pre: 0.2769 (0.2623) loss_bbox_enc_0: 0.2273 (0.2365) loss_bbox_pre: 0.1860 (0.1979) loss_dfl: 0.9574 (0.9642) loss_fgl_aux_0: 0.9971 (0.9994) loss_fgl_aux_1: 0.9611 (0.9672) loss_fgl_aux_2: 0.9559 (0.9644) loss_fgl_aux_3: 0.9568 (0.9643) loss_fgl_aux_4: 0.9570 (0.9642) loss_fgl_dn_0: 1.0957 (1.0939) loss_fgl_dn_1: 0.9766 (0.9901) loss_fgl_dn_2: 0.9695 (0.9813) loss_fgl_dn_3: 0.9711 (0.9820) loss_fgl_dn_4: 0.9719 (0.9824) loss_fgl_dn_5: 0.9721 (0.9824) loss_giou: 0.5311 (0.5773) loss_giou_aux_0: 0.5603 (0.6037) loss_giou_aux_1: 0.5372 (0.5828) loss_giou_aux_2: 0.5310 (0.5781) loss_giou_aux_3: 0.5307 (0.5774) loss_giou_aux_4: 0.5306 (0.5773) loss_giou_dn_0: 0.5714 (0.5914) loss_giou_dn_1: 0.4710 (0.4807) loss_giou_dn_2: 0.4487 (0.4635) loss_giou_dn_3: 0.4434 (0.4591) loss_giou_dn_4: 0.4419 (0.4583) loss_giou_dn_5: 0.4419 (0.4583) loss_giou_dn_pre: 0.5708 (0.5904) loss_giou_enc_0: 0.6325 (0.6830) loss_giou_pre: 0.5557 (0.6019) loss_ddf_aux_0: 0.0568 (0.0577) loss_ddf_aux_1: 0.0076 (0.0076) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2638 (0.2566) loss_ddf_dn_1: 0.0333 (0.0327) loss_ddf_dn_2: 0.0064 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6989 (0.6804) loss_vfl_aux_0: 0.7659 (0.7552) loss_vfl_aux_1: 0.7338 (0.7303) loss_vfl_aux_2: 0.7243 (0.7098) loss_vfl_aux_3: 0.7034 (0.6911) loss_vfl_aux_4: 0.7001 (0.6822) loss_vfl_dn_0: 0.4976 (0.4944) loss_vfl_dn_1: 0.4373 (0.4331) loss_vfl_dn_2: 0.4207 (0.4180) loss_vfl_dn_3: 0.4148 (0.4090) loss_vfl_dn_4: 0.4113 (0.4058) loss_vfl_dn_5: 0.4108 (0.4052) loss_vfl_dn_pre: 0.4971 (0.4950) loss_vfl_enc_0: 0.7601 (0.7533) loss_vfl_pre: 0.7671 (0.7580) time: 0.7316 data: 0.0288 max mem: 9097 Epoch: [25] [3400/3696] eta: 0:04:03 lr: 0.000013 loss: 32.1908 (32.2903) loss_bbox: 0.1637 (0.1839) loss_bbox_aux_0: 0.1736 (0.1976) loss_bbox_aux_1: 0.1666 (0.1867) loss_bbox_aux_2: 0.1652 (0.1844) loss_bbox_aux_3: 0.1644 (0.1840) loss_bbox_aux_4: 0.1638 (0.1839) loss_bbox_dn_0: 0.2370 (0.2568) loss_bbox_dn_1: 0.1807 (0.1926) loss_bbox_dn_2: 0.1709 (0.1820) loss_bbox_dn_3: 0.1662 (0.1788) loss_bbox_dn_4: 0.1659 (0.1783) loss_bbox_dn_5: 0.1658 (0.1783) loss_bbox_dn_pre: 0.2429 (0.2622) loss_bbox_enc_0: 0.2120 (0.2364) loss_bbox_pre: 0.1748 (0.1978) loss_dfl: 0.9722 (0.9643) loss_fgl_aux_0: 1.0010 (0.9994) loss_fgl_aux_1: 0.9725 (0.9672) loss_fgl_aux_2: 0.9710 (0.9645) loss_fgl_aux_3: 0.9716 (0.9643) loss_fgl_aux_4: 0.9719 (0.9643) loss_fgl_dn_0: 1.0887 (1.0939) loss_fgl_dn_1: 0.9950 (0.9902) loss_fgl_dn_2: 0.9874 (0.9814) loss_fgl_dn_3: 0.9899 (0.9821) loss_fgl_dn_4: 0.9904 (0.9825) loss_fgl_dn_5: 0.9905 (0.9825) loss_giou: 0.5588 (0.5774) loss_giou_aux_0: 0.5791 (0.6037) loss_giou_aux_1: 0.5638 (0.5829) loss_giou_aux_2: 0.5579 (0.5782) loss_giou_aux_3: 0.5580 (0.5775) loss_giou_aux_4: 0.5582 (0.5774) loss_giou_dn_0: 0.5836 (0.5916) loss_giou_dn_1: 0.4737 (0.4808) loss_giou_dn_2: 0.4611 (0.4637) loss_giou_dn_3: 0.4551 (0.4592) loss_giou_dn_4: 0.4537 (0.4584) loss_giou_dn_5: 0.4535 (0.4584) loss_giou_dn_pre: 0.5849 (0.5905) loss_giou_enc_0: 0.6660 (0.6830) loss_giou_pre: 0.5760 (0.6019) loss_ddf_aux_0: 0.0495 (0.0576) loss_ddf_aux_1: 0.0068 (0.0076) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2306 (0.2565) loss_ddf_dn_1: 0.0293 (0.0327) loss_ddf_dn_2: 0.0059 (0.0065) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6821 (0.6805) loss_vfl_aux_0: 0.7594 (0.7553) loss_vfl_aux_1: 0.7464 (0.7305) loss_vfl_aux_2: 0.7178 (0.7099) loss_vfl_aux_3: 0.7119 (0.6913) loss_vfl_aux_4: 0.6855 (0.6824) loss_vfl_dn_0: 0.4944 (0.4944) loss_vfl_dn_1: 0.4335 (0.4331) loss_vfl_dn_2: 0.4168 (0.4180) loss_vfl_dn_3: 0.4094 (0.4090) loss_vfl_dn_4: 0.4051 (0.4058) loss_vfl_dn_5: 0.4057 (0.4053) loss_vfl_dn_pre: 0.4945 (0.4950) loss_vfl_enc_0: 0.7487 (0.7533) loss_vfl_pre: 0.7657 (0.7582) time: 0.7497 data: 0.0317 max mem: 9097 Epoch: [25] [3500/3696] eta: 0:02:41 lr: 0.000013 loss: 32.5869 (32.2960) loss_bbox: 0.1868 (0.1840) loss_bbox_aux_0: 0.1943 (0.1977) loss_bbox_aux_1: 0.1896 (0.1869) loss_bbox_aux_2: 0.1883 (0.1845) loss_bbox_aux_3: 0.1869 (0.1841) loss_bbox_aux_4: 0.1868 (0.1840) loss_bbox_dn_0: 0.2580 (0.2570) loss_bbox_dn_1: 0.1937 (0.1927) loss_bbox_dn_2: 0.1835 (0.1822) loss_bbox_dn_3: 0.1787 (0.1790) loss_bbox_dn_4: 0.1775 (0.1784) loss_bbox_dn_5: 0.1774 (0.1784) loss_bbox_dn_pre: 0.2596 (0.2624) loss_bbox_enc_0: 0.2300 (0.2365) loss_bbox_pre: 0.1970 (0.1979) loss_dfl: 0.9823 (0.9643) loss_fgl_aux_0: 1.0177 (0.9995) loss_fgl_aux_1: 0.9850 (0.9672) loss_fgl_aux_2: 0.9833 (0.9645) loss_fgl_aux_3: 0.9828 (0.9644) loss_fgl_aux_4: 0.9825 (0.9643) loss_fgl_dn_0: 1.0965 (1.0939) loss_fgl_dn_1: 0.9991 (0.9902) loss_fgl_dn_2: 0.9925 (0.9814) loss_fgl_dn_3: 0.9926 (0.9821) loss_fgl_dn_4: 0.9926 (0.9825) loss_fgl_dn_5: 0.9926 (0.9825) loss_giou: 0.5428 (0.5774) loss_giou_aux_0: 0.5730 (0.6037) loss_giou_aux_1: 0.5487 (0.5829) loss_giou_aux_2: 0.5455 (0.5781) loss_giou_aux_3: 0.5435 (0.5775) loss_giou_aux_4: 0.5427 (0.5774) loss_giou_dn_0: 0.5835 (0.5915) loss_giou_dn_1: 0.4759 (0.4808) loss_giou_dn_2: 0.4629 (0.4637) loss_giou_dn_3: 0.4601 (0.4592) loss_giou_dn_4: 0.4589 (0.4585) loss_giou_dn_5: 0.4588 (0.4585) loss_giou_dn_pre: 0.5796 (0.5905) loss_giou_enc_0: 0.6509 (0.6830) loss_giou_pre: 0.5758 (0.6019) loss_ddf_aux_0: 0.0573 (0.0576) loss_ddf_aux_1: 0.0079 (0.0076) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2606 (0.2565) loss_ddf_dn_1: 0.0313 (0.0327) loss_ddf_dn_2: 0.0061 (0.0065) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7197 (0.6809) loss_vfl_aux_0: 0.7786 (0.7557) loss_vfl_aux_1: 0.7556 (0.7309) loss_vfl_aux_2: 0.7332 (0.7103) loss_vfl_aux_3: 0.7211 (0.6917) loss_vfl_aux_4: 0.7216 (0.6828) loss_vfl_dn_0: 0.4990 (0.4944) loss_vfl_dn_1: 0.4378 (0.4332) loss_vfl_dn_2: 0.4249 (0.4180) loss_vfl_dn_3: 0.4152 (0.4091) loss_vfl_dn_4: 0.4118 (0.4059) loss_vfl_dn_5: 0.4118 (0.4054) loss_vfl_dn_pre: 0.4987 (0.4950) loss_vfl_enc_0: 0.7660 (0.7536) loss_vfl_pre: 0.7773 (0.7586) time: 0.8998 data: 0.0264 max mem: 9097 Epoch: [25] [3600/3696] eta: 0:01:18 lr: 0.000013 loss: 31.4504 (32.2914) loss_bbox: 0.1848 (0.1840) loss_bbox_aux_0: 0.1972 (0.1976) loss_bbox_aux_1: 0.1862 (0.1868) loss_bbox_aux_2: 0.1847 (0.1845) loss_bbox_aux_3: 0.1845 (0.1841) loss_bbox_aux_4: 0.1847 (0.1840) loss_bbox_dn_0: 0.2631 (0.2570) loss_bbox_dn_1: 0.1961 (0.1928) loss_bbox_dn_2: 0.1911 (0.1822) loss_bbox_dn_3: 0.1886 (0.1791) loss_bbox_dn_4: 0.1876 (0.1785) loss_bbox_dn_5: 0.1876 (0.1785) loss_bbox_dn_pre: 0.2648 (0.2624) loss_bbox_enc_0: 0.2332 (0.2364) loss_bbox_pre: 0.1962 (0.1979) loss_dfl: 0.9724 (0.9644) loss_fgl_aux_0: 1.0132 (0.9995) loss_fgl_aux_1: 0.9744 (0.9673) loss_fgl_aux_2: 0.9723 (0.9646) loss_fgl_aux_3: 0.9723 (0.9644) loss_fgl_aux_4: 0.9723 (0.9644) loss_fgl_dn_0: 1.1013 (1.0938) loss_fgl_dn_1: 0.9989 (0.9902) loss_fgl_dn_2: 0.9920 (0.9813) loss_fgl_dn_3: 0.9928 (0.9821) loss_fgl_dn_4: 0.9932 (0.9825) loss_fgl_dn_5: 0.9931 (0.9825) loss_giou: 0.5338 (0.5770) loss_giou_aux_0: 0.5568 (0.6034) loss_giou_aux_1: 0.5386 (0.5825) loss_giou_aux_2: 0.5353 (0.5778) loss_giou_aux_3: 0.5342 (0.5771) loss_giou_aux_4: 0.5339 (0.5770) loss_giou_dn_0: 0.5486 (0.5913) loss_giou_dn_1: 0.4446 (0.4807) loss_giou_dn_2: 0.4226 (0.4635) loss_giou_dn_3: 0.4158 (0.4591) loss_giou_dn_4: 0.4150 (0.4583) loss_giou_dn_5: 0.4150 (0.4583) loss_giou_dn_pre: 0.5441 (0.5903) loss_giou_enc_0: 0.6235 (0.6827) loss_giou_pre: 0.5532 (0.6016) loss_ddf_aux_0: 0.0568 (0.0576) loss_ddf_aux_1: 0.0076 (0.0076) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2573 (0.2564) loss_ddf_dn_1: 0.0311 (0.0327) loss_ddf_dn_2: 0.0059 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6936 (0.6809) loss_vfl_aux_0: 0.7643 (0.7557) loss_vfl_aux_1: 0.7350 (0.7307) loss_vfl_aux_2: 0.7054 (0.7103) loss_vfl_aux_3: 0.6944 (0.6916) loss_vfl_aux_4: 0.6927 (0.6827) loss_vfl_dn_0: 0.4934 (0.4944) loss_vfl_dn_1: 0.4303 (0.4331) loss_vfl_dn_2: 0.4114 (0.4180) loss_vfl_dn_3: 0.4049 (0.4090) loss_vfl_dn_4: 0.4017 (0.4058) loss_vfl_dn_5: 0.4014 (0.4053) loss_vfl_dn_pre: 0.4940 (0.4949) loss_vfl_enc_0: 0.7547 (0.7536) loss_vfl_pre: 0.7778 (0.7586) time: 0.7866 data: 0.0281 max mem: 9097 Epoch: [25] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 32.2734 (32.2878) loss_bbox: 0.1743 (0.1839) loss_bbox_aux_0: 0.1878 (0.1975) loss_bbox_aux_1: 0.1785 (0.1867) loss_bbox_aux_2: 0.1754 (0.1844) loss_bbox_aux_3: 0.1741 (0.1840) loss_bbox_aux_4: 0.1742 (0.1839) loss_bbox_dn_0: 0.2518 (0.2569) loss_bbox_dn_1: 0.1877 (0.1927) loss_bbox_dn_2: 0.1784 (0.1822) loss_bbox_dn_3: 0.1770 (0.1790) loss_bbox_dn_4: 0.1760 (0.1785) loss_bbox_dn_5: 0.1759 (0.1785) loss_bbox_dn_pre: 0.2545 (0.2623) loss_bbox_enc_0: 0.2398 (0.2363) loss_bbox_pre: 0.1871 (0.1977) loss_dfl: 0.9738 (0.9643) loss_fgl_aux_0: 1.0062 (0.9994) loss_fgl_aux_1: 0.9774 (0.9672) loss_fgl_aux_2: 0.9755 (0.9645) loss_fgl_aux_3: 0.9750 (0.9644) loss_fgl_aux_4: 0.9742 (0.9643) loss_fgl_dn_0: 1.0961 (1.0937) loss_fgl_dn_1: 0.9852 (0.9901) loss_fgl_dn_2: 0.9786 (0.9812) loss_fgl_dn_3: 0.9793 (0.9820) loss_fgl_dn_4: 0.9794 (0.9824) loss_fgl_dn_5: 0.9794 (0.9824) loss_giou: 0.5607 (0.5771) loss_giou_aux_0: 0.5759 (0.6034) loss_giou_aux_1: 0.5644 (0.5826) loss_giou_aux_2: 0.5604 (0.5778) loss_giou_aux_3: 0.5605 (0.5772) loss_giou_aux_4: 0.5605 (0.5771) loss_giou_dn_0: 0.5774 (0.5913) loss_giou_dn_1: 0.4738 (0.4807) loss_giou_dn_2: 0.4573 (0.4635) loss_giou_dn_3: 0.4514 (0.4591) loss_giou_dn_4: 0.4497 (0.4583) loss_giou_dn_5: 0.4497 (0.4583) loss_giou_dn_pre: 0.5741 (0.5903) loss_giou_enc_0: 0.6623 (0.6826) loss_giou_pre: 0.5767 (0.6016) loss_ddf_aux_0: 0.0530 (0.0575) loss_ddf_aux_1: 0.0071 (0.0076) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2403 (0.2565) loss_ddf_dn_1: 0.0321 (0.0327) loss_ddf_dn_2: 0.0066 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6851 (0.6808) loss_vfl_aux_0: 0.7651 (0.7556) loss_vfl_aux_1: 0.7306 (0.7306) loss_vfl_aux_2: 0.7224 (0.7102) loss_vfl_aux_3: 0.6949 (0.6914) loss_vfl_aux_4: 0.6862 (0.6826) loss_vfl_dn_0: 0.4932 (0.4943) loss_vfl_dn_1: 0.4293 (0.4330) loss_vfl_dn_2: 0.4177 (0.4179) loss_vfl_dn_3: 0.4081 (0.4090) loss_vfl_dn_4: 0.4064 (0.4058) loss_vfl_dn_5: 0.4046 (0.4052) loss_vfl_dn_pre: 0.4931 (0.4949) loss_vfl_enc_0: 0.7377 (0.7535) loss_vfl_pre: 0.7721 (0.7585) time: 0.7474 data: 0.0306 max mem: 9097 Epoch: [25] Total time: 0:50:24 (0.8183 s / it) Averaged stats: lr: 0.000013 loss: 32.2734 (32.2878) loss_bbox: 0.1743 (0.1839) loss_bbox_aux_0: 0.1878 (0.1975) loss_bbox_aux_1: 0.1785 (0.1867) loss_bbox_aux_2: 0.1754 (0.1844) loss_bbox_aux_3: 0.1741 (0.1840) loss_bbox_aux_4: 0.1742 (0.1839) loss_bbox_dn_0: 0.2518 (0.2569) loss_bbox_dn_1: 0.1877 (0.1927) loss_bbox_dn_2: 0.1784 (0.1822) loss_bbox_dn_3: 0.1770 (0.1790) loss_bbox_dn_4: 0.1760 (0.1785) loss_bbox_dn_5: 0.1759 (0.1785) loss_bbox_dn_pre: 0.2545 (0.2623) loss_bbox_enc_0: 0.2398 (0.2363) loss_bbox_pre: 0.1871 (0.1977) loss_dfl: 0.9738 (0.9643) loss_fgl_aux_0: 1.0062 (0.9994) loss_fgl_aux_1: 0.9774 (0.9672) loss_fgl_aux_2: 0.9755 (0.9645) loss_fgl_aux_3: 0.9750 (0.9644) loss_fgl_aux_4: 0.9742 (0.9643) loss_fgl_dn_0: 1.0961 (1.0937) loss_fgl_dn_1: 0.9852 (0.9901) loss_fgl_dn_2: 0.9786 (0.9812) loss_fgl_dn_3: 0.9793 (0.9820) loss_fgl_dn_4: 0.9794 (0.9824) loss_fgl_dn_5: 0.9794 (0.9824) loss_giou: 0.5607 (0.5771) loss_giou_aux_0: 0.5759 (0.6034) loss_giou_aux_1: 0.5644 (0.5826) loss_giou_aux_2: 0.5604 (0.5778) loss_giou_aux_3: 0.5605 (0.5772) loss_giou_aux_4: 0.5605 (0.5771) loss_giou_dn_0: 0.5774 (0.5913) loss_giou_dn_1: 0.4738 (0.4807) loss_giou_dn_2: 0.4573 (0.4635) loss_giou_dn_3: 0.4514 (0.4591) loss_giou_dn_4: 0.4497 (0.4583) loss_giou_dn_5: 0.4497 (0.4583) loss_giou_dn_pre: 0.5741 (0.5903) loss_giou_enc_0: 0.6623 (0.6826) loss_giou_pre: 0.5767 (0.6016) loss_ddf_aux_0: 0.0530 (0.0575) loss_ddf_aux_1: 0.0071 (0.0076) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2403 (0.2565) loss_ddf_dn_1: 0.0321 (0.0327) loss_ddf_dn_2: 0.0066 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6851 (0.6808) loss_vfl_aux_0: 0.7651 (0.7556) loss_vfl_aux_1: 0.7306 (0.7306) loss_vfl_aux_2: 0.7224 (0.7102) loss_vfl_aux_3: 0.6949 (0.6914) loss_vfl_aux_4: 0.6862 (0.6826) loss_vfl_dn_0: 0.4932 (0.4943) loss_vfl_dn_1: 0.4293 (0.4330) loss_vfl_dn_2: 0.4177 (0.4179) loss_vfl_dn_3: 0.4081 (0.4090) loss_vfl_dn_4: 0.4064 (0.4058) loss_vfl_dn_5: 0.4046 (0.4052) loss_vfl_dn_pre: 0.4931 (0.4949) loss_vfl_enc_0: 0.7377 (0.7535) loss_vfl_pre: 0.7721 (0.7585) Test: [ 0/79] eta: 0:03:06 time: 2.3568 data: 1.8151 max mem: 9097 Test: [10/79] eta: 0:00:51 time: 0.7393 data: 0.2077 max mem: 9097 Test: [20/79] eta: 0:00:39 time: 0.5907 data: 0.0578 max mem: 9097 Test: [30/79] eta: 0:00:36 time: 0.7451 data: 0.0639 max mem: 9097 Test: [40/79] eta: 0:00:27 time: 0.7459 data: 0.0632 max mem: 9097 Test: [50/79] eta: 0:00:20 time: 0.6082 data: 0.0650 max mem: 9097 Test: [60/79] eta: 0:00:12 time: 0.6031 data: 0.0634 max mem: 9097 Test: [70/79] eta: 0:00:06 time: 0.7014 data: 0.0652 max mem: 9097 Test: [78/79] eta: 0:00:00 time: 0.6765 data: 0.0663 max mem: 9097 Test: Total time: 0:00:53 (0.6819 s / it) Averaged stats: Accumulating evaluation results... DONE (t=23.22s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.525 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.702 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.569 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.343 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.570 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.708 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.389 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.655 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.722 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.548 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.768 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.893 best_stat: {'epoch': 25, 'coco_eval_bbox': 0.5253451435346629} Epoch: [26] [ 0/3696] eta: 2:37:21 lr: 0.000013 loss: 30.5580 (30.5580) loss_bbox: 0.1638 (0.1638) loss_bbox_aux_0: 0.1733 (0.1733) loss_bbox_aux_1: 0.1652 (0.1652) loss_bbox_aux_2: 0.1640 (0.1640) loss_bbox_aux_3: 0.1637 (0.1637) loss_bbox_aux_4: 0.1638 (0.1638) loss_bbox_dn_0: 0.2613 (0.2613) loss_bbox_dn_1: 0.1972 (0.1972) loss_bbox_dn_2: 0.1841 (0.1841) loss_bbox_dn_3: 0.1821 (0.1821) loss_bbox_dn_4: 0.1811 (0.1811) loss_bbox_dn_5: 0.1812 (0.1812) loss_bbox_dn_pre: 0.2727 (0.2727) loss_bbox_enc_0: 0.2181 (0.2181) loss_bbox_pre: 0.1737 (0.1737) loss_dfl: 1.0030 (1.0030) loss_fgl_aux_0: 1.0440 (1.0440) loss_fgl_aux_1: 1.0079 (1.0079) loss_fgl_aux_2: 1.0037 (1.0037) loss_fgl_aux_3: 1.0033 (1.0033) loss_fgl_aux_4: 1.0030 (1.0030) loss_fgl_dn_0: 1.1002 (1.1002) loss_fgl_dn_1: 0.9859 (0.9859) loss_fgl_dn_2: 0.9806 (0.9806) loss_fgl_dn_3: 0.9811 (0.9811) loss_fgl_dn_4: 0.9809 (0.9809) loss_fgl_dn_5: 0.9809 (0.9809) loss_giou: 0.4264 (0.4264) loss_giou_aux_0: 0.4422 (0.4422) loss_giou_aux_1: 0.4268 (0.4268) loss_giou_aux_2: 0.4272 (0.4272) loss_giou_aux_3: 0.4257 (0.4257) loss_giou_aux_4: 0.4263 (0.4263) loss_giou_dn_0: 0.5086 (0.5086) loss_giou_dn_1: 0.4083 (0.4083) loss_giou_dn_2: 0.3946 (0.3946) loss_giou_dn_3: 0.3891 (0.3891) loss_giou_dn_4: 0.3888 (0.3888) loss_giou_dn_5: 0.3889 (0.3889) loss_giou_dn_pre: 0.5108 (0.5108) loss_giou_enc_0: 0.5292 (0.5292) loss_giou_pre: 0.4403 (0.4403) loss_ddf_aux_0: 0.0593 (0.0593) loss_ddf_aux_1: 0.0071 (0.0071) loss_ddf_aux_2: 0.0010 (0.0010) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2679 (0.2679) loss_ddf_dn_1: 0.0331 (0.0331) loss_ddf_dn_2: 0.0062 (0.0062) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.6644 (0.6644) loss_vfl_aux_0: 0.7631 (0.7631) loss_vfl_aux_1: 0.7381 (0.7381) loss_vfl_aux_2: 0.7137 (0.7137) loss_vfl_aux_3: 0.6871 (0.6871) loss_vfl_aux_4: 0.6751 (0.6751) loss_vfl_dn_0: 0.4804 (0.4804) loss_vfl_dn_1: 0.4129 (0.4129) loss_vfl_dn_2: 0.4025 (0.4025) loss_vfl_dn_3: 0.3932 (0.3932) loss_vfl_dn_4: 0.3943 (0.3943) loss_vfl_dn_5: 0.3935 (0.3935) loss_vfl_dn_pre: 0.4802 (0.4802) loss_vfl_enc_0: 0.7697 (0.7697) loss_vfl_pre: 0.7616 (0.7616) time: 2.5545 data: 1.8667 max mem: 9097 Epoch: [26] [ 100/3696] eta: 0:46:13 lr: 0.000013 loss: 31.5675 (31.9667) loss_bbox: 0.1680 (0.1808) loss_bbox_aux_0: 0.1808 (0.1953) loss_bbox_aux_1: 0.1686 (0.1839) loss_bbox_aux_2: 0.1683 (0.1817) loss_bbox_aux_3: 0.1681 (0.1810) loss_bbox_aux_4: 0.1681 (0.1808) loss_bbox_dn_0: 0.2510 (0.2477) loss_bbox_dn_1: 0.1830 (0.1851) loss_bbox_dn_2: 0.1708 (0.1749) loss_bbox_dn_3: 0.1697 (0.1720) loss_bbox_dn_4: 0.1679 (0.1716) loss_bbox_dn_5: 0.1680 (0.1717) loss_bbox_dn_pre: 0.2586 (0.2537) loss_bbox_enc_0: 0.2201 (0.2352) loss_bbox_pre: 0.1818 (0.1955) loss_dfl: 0.9581 (0.9730) loss_fgl_aux_0: 0.9972 (1.0068) loss_fgl_aux_1: 0.9597 (0.9757) loss_fgl_aux_2: 0.9582 (0.9731) loss_fgl_aux_3: 0.9574 (0.9730) loss_fgl_aux_4: 0.9581 (0.9730) loss_fgl_dn_0: 1.0982 (1.0955) loss_fgl_dn_1: 0.9893 (0.9919) loss_fgl_dn_2: 0.9782 (0.9826) loss_fgl_dn_3: 0.9781 (0.9833) loss_fgl_dn_4: 0.9783 (0.9836) loss_fgl_dn_5: 0.9783 (0.9836) loss_giou: 0.5237 (0.5595) loss_giou_aux_0: 0.5554 (0.5878) loss_giou_aux_1: 0.5316 (0.5653) loss_giou_aux_2: 0.5258 (0.5605) loss_giou_aux_3: 0.5244 (0.5597) loss_giou_aux_4: 0.5237 (0.5596) loss_giou_dn_0: 0.5605 (0.5782) loss_giou_dn_1: 0.4475 (0.4665) loss_giou_dn_2: 0.4354 (0.4499) loss_giou_dn_3: 0.4278 (0.4457) loss_giou_dn_4: 0.4264 (0.4450) loss_giou_dn_5: 0.4265 (0.4450) loss_giou_dn_pre: 0.5572 (0.5775) loss_giou_enc_0: 0.6347 (0.6688) loss_giou_pre: 0.5521 (0.5858) loss_ddf_aux_0: 0.0570 (0.0586) loss_ddf_aux_1: 0.0076 (0.0079) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2539 (0.2594) loss_ddf_dn_1: 0.0315 (0.0331) loss_ddf_dn_2: 0.0062 (0.0067) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6683 (0.6714) loss_vfl_aux_0: 0.7390 (0.7488) loss_vfl_aux_1: 0.7179 (0.7226) loss_vfl_aux_2: 0.7072 (0.7039) loss_vfl_aux_3: 0.6749 (0.6824) loss_vfl_aux_4: 0.6642 (0.6726) loss_vfl_dn_0: 0.4894 (0.4916) loss_vfl_dn_1: 0.4240 (0.4297) loss_vfl_dn_2: 0.4083 (0.4145) loss_vfl_dn_3: 0.3965 (0.4054) loss_vfl_dn_4: 0.3925 (0.4021) loss_vfl_dn_5: 0.3918 (0.4015) loss_vfl_dn_pre: 0.4902 (0.4920) loss_vfl_enc_0: 0.7367 (0.7479) loss_vfl_pre: 0.7415 (0.7516) time: 0.7487 data: 0.0277 max mem: 9097 Epoch: [26] [ 200/3696] eta: 0:44:32 lr: 0.000013 loss: 32.7004 (32.1166) loss_bbox: 0.1785 (0.1804) loss_bbox_aux_0: 0.1864 (0.1949) loss_bbox_aux_1: 0.1789 (0.1834) loss_bbox_aux_2: 0.1774 (0.1811) loss_bbox_aux_3: 0.1779 (0.1805) loss_bbox_aux_4: 0.1783 (0.1804) loss_bbox_dn_0: 0.2421 (0.2497) loss_bbox_dn_1: 0.1871 (0.1865) loss_bbox_dn_2: 0.1743 (0.1763) loss_bbox_dn_3: 0.1726 (0.1733) loss_bbox_dn_4: 0.1718 (0.1727) loss_bbox_dn_5: 0.1721 (0.1727) loss_bbox_dn_pre: 0.2482 (0.2553) loss_bbox_enc_0: 0.2317 (0.2345) loss_bbox_pre: 0.1879 (0.1952) loss_dfl: 0.9686 (0.9677) loss_fgl_aux_0: 1.0032 (1.0024) loss_fgl_aux_1: 0.9712 (0.9707) loss_fgl_aux_2: 0.9692 (0.9679) loss_fgl_aux_3: 0.9696 (0.9677) loss_fgl_aux_4: 0.9689 (0.9677) loss_fgl_dn_0: 1.0934 (1.0951) loss_fgl_dn_1: 0.9844 (0.9913) loss_fgl_dn_2: 0.9768 (0.9822) loss_fgl_dn_3: 0.9792 (0.9829) loss_fgl_dn_4: 0.9802 (0.9832) loss_fgl_dn_5: 0.9802 (0.9832) loss_giou: 0.5757 (0.5705) loss_giou_aux_0: 0.6097 (0.5981) loss_giou_aux_1: 0.5827 (0.5759) loss_giou_aux_2: 0.5786 (0.5713) loss_giou_aux_3: 0.5769 (0.5706) loss_giou_aux_4: 0.5757 (0.5705) loss_giou_dn_0: 0.6286 (0.5859) loss_giou_dn_1: 0.5187 (0.4746) loss_giou_dn_2: 0.5028 (0.4581) loss_giou_dn_3: 0.4964 (0.4538) loss_giou_dn_4: 0.4955 (0.4530) loss_giou_dn_5: 0.4952 (0.4530) loss_giou_dn_pre: 0.6251 (0.5850) loss_giou_enc_0: 0.7032 (0.6773) loss_giou_pre: 0.6093 (0.5962) loss_ddf_aux_0: 0.0598 (0.0581) loss_ddf_aux_1: 0.0079 (0.0077) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2495 (0.2615) loss_ddf_dn_1: 0.0341 (0.0335) loss_ddf_dn_2: 0.0076 (0.0068) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7000 (0.6748) loss_vfl_aux_0: 0.7437 (0.7493) loss_vfl_aux_1: 0.7256 (0.7266) loss_vfl_aux_2: 0.7181 (0.7068) loss_vfl_aux_3: 0.6975 (0.6867) loss_vfl_aux_4: 0.6849 (0.6767) loss_vfl_dn_0: 0.4984 (0.4929) loss_vfl_dn_1: 0.4407 (0.4318) loss_vfl_dn_2: 0.4281 (0.4166) loss_vfl_dn_3: 0.4206 (0.4076) loss_vfl_dn_4: 0.4173 (0.4045) loss_vfl_dn_5: 0.4157 (0.4039) loss_vfl_dn_pre: 0.4999 (0.4935) loss_vfl_enc_0: 0.7298 (0.7495) loss_vfl_pre: 0.7462 (0.7523) time: 0.7442 data: 0.0244 max mem: 9097 Epoch: [26] [ 300/3696] eta: 0:43:43 lr: 0.000013 loss: 31.7808 (32.1577) loss_bbox: 0.1750 (0.1801) loss_bbox_aux_0: 0.1905 (0.1942) loss_bbox_aux_1: 0.1782 (0.1831) loss_bbox_aux_2: 0.1750 (0.1808) loss_bbox_aux_3: 0.1748 (0.1802) loss_bbox_aux_4: 0.1749 (0.1801) loss_bbox_dn_0: 0.2547 (0.2489) loss_bbox_dn_1: 0.1911 (0.1862) loss_bbox_dn_2: 0.1772 (0.1762) loss_bbox_dn_3: 0.1740 (0.1732) loss_bbox_dn_4: 0.1748 (0.1727) loss_bbox_dn_5: 0.1747 (0.1727) loss_bbox_dn_pre: 0.2581 (0.2545) loss_bbox_enc_0: 0.2283 (0.2341) loss_bbox_pre: 0.1886 (0.1944) loss_dfl: 0.9746 (0.9653) loss_fgl_aux_0: 1.0147 (0.9998) loss_fgl_aux_1: 0.9793 (0.9681) loss_fgl_aux_2: 0.9754 (0.9655) loss_fgl_aux_3: 0.9745 (0.9653) loss_fgl_aux_4: 0.9742 (0.9653) loss_fgl_dn_0: 1.0951 (1.0938) loss_fgl_dn_1: 0.9860 (0.9911) loss_fgl_dn_2: 0.9754 (0.9822) loss_fgl_dn_3: 0.9759 (0.9828) loss_fgl_dn_4: 0.9762 (0.9832) loss_fgl_dn_5: 0.9760 (0.9832) loss_giou: 0.5467 (0.5772) loss_giou_aux_0: 0.5779 (0.6041) loss_giou_aux_1: 0.5575 (0.5826) loss_giou_aux_2: 0.5492 (0.5780) loss_giou_aux_3: 0.5474 (0.5773) loss_giou_aux_4: 0.5469 (0.5772) loss_giou_dn_0: 0.5606 (0.5889) loss_giou_dn_1: 0.4555 (0.4781) loss_giou_dn_2: 0.4370 (0.4613) loss_giou_dn_3: 0.4345 (0.4572) loss_giou_dn_4: 0.4341 (0.4565) loss_giou_dn_5: 0.4341 (0.4564) loss_giou_dn_pre: 0.5616 (0.5880) loss_giou_enc_0: 0.6569 (0.6828) loss_giou_pre: 0.5751 (0.6023) loss_ddf_aux_0: 0.0576 (0.0578) loss_ddf_aux_1: 0.0077 (0.0076) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2410 (0.2602) loss_ddf_dn_1: 0.0286 (0.0333) loss_ddf_dn_2: 0.0052 (0.0067) loss_ddf_dn_3: 0.0004 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6643 (0.6738) loss_vfl_aux_0: 0.7369 (0.7476) loss_vfl_aux_1: 0.7043 (0.7252) loss_vfl_aux_2: 0.7037 (0.7058) loss_vfl_aux_3: 0.6785 (0.6862) loss_vfl_aux_4: 0.6672 (0.6756) loss_vfl_dn_0: 0.4960 (0.4926) loss_vfl_dn_1: 0.4317 (0.4321) loss_vfl_dn_2: 0.4130 (0.4172) loss_vfl_dn_3: 0.4078 (0.4080) loss_vfl_dn_4: 0.4058 (0.4048) loss_vfl_dn_5: 0.4077 (0.4043) loss_vfl_dn_pre: 0.4958 (0.4931) loss_vfl_enc_0: 0.7467 (0.7479) loss_vfl_pre: 0.7441 (0.7503) time: 0.7595 data: 0.0335 max mem: 9097 Epoch: [26] [ 400/3696] eta: 0:42:14 lr: 0.000013 loss: 31.8285 (32.1483) loss_bbox: 0.1708 (0.1808) loss_bbox_aux_0: 0.1897 (0.1948) loss_bbox_aux_1: 0.1765 (0.1837) loss_bbox_aux_2: 0.1723 (0.1815) loss_bbox_aux_3: 0.1711 (0.1809) loss_bbox_aux_4: 0.1709 (0.1808) loss_bbox_dn_0: 0.2487 (0.2496) loss_bbox_dn_1: 0.1896 (0.1867) loss_bbox_dn_2: 0.1810 (0.1766) loss_bbox_dn_3: 0.1790 (0.1736) loss_bbox_dn_4: 0.1774 (0.1731) loss_bbox_dn_5: 0.1774 (0.1731) loss_bbox_dn_pre: 0.2545 (0.2554) loss_bbox_enc_0: 0.2343 (0.2352) loss_bbox_pre: 0.1900 (0.1950) loss_dfl: 0.9765 (0.9634) loss_fgl_aux_0: 1.0112 (0.9985) loss_fgl_aux_1: 0.9807 (0.9664) loss_fgl_aux_2: 0.9751 (0.9636) loss_fgl_aux_3: 0.9757 (0.9634) loss_fgl_aux_4: 0.9761 (0.9634) loss_fgl_dn_0: 1.0901 (1.0939) loss_fgl_dn_1: 0.9891 (0.9906) loss_fgl_dn_2: 0.9816 (0.9818) loss_fgl_dn_3: 0.9816 (0.9824) loss_fgl_dn_4: 0.9815 (0.9827) loss_fgl_dn_5: 0.9816 (0.9827) loss_giou: 0.5555 (0.5774) loss_giou_aux_0: 0.5892 (0.6043) loss_giou_aux_1: 0.5610 (0.5830) loss_giou_aux_2: 0.5554 (0.5782) loss_giou_aux_3: 0.5557 (0.5776) loss_giou_aux_4: 0.5558 (0.5775) loss_giou_dn_0: 0.5792 (0.5887) loss_giou_dn_1: 0.4657 (0.4779) loss_giou_dn_2: 0.4527 (0.4610) loss_giou_dn_3: 0.4494 (0.4568) loss_giou_dn_4: 0.4495 (0.4560) loss_giou_dn_5: 0.4495 (0.4560) loss_giou_dn_pre: 0.5770 (0.5877) loss_giou_enc_0: 0.6680 (0.6831) loss_giou_pre: 0.5856 (0.6025) loss_ddf_aux_0: 0.0644 (0.0587) loss_ddf_aux_1: 0.0087 (0.0078) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2585 (0.2612) loss_ddf_dn_1: 0.0320 (0.0334) loss_ddf_dn_2: 0.0062 (0.0066) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6764 (0.6729) loss_vfl_aux_0: 0.7421 (0.7470) loss_vfl_aux_1: 0.7173 (0.7242) loss_vfl_aux_2: 0.7115 (0.7051) loss_vfl_aux_3: 0.6897 (0.6850) loss_vfl_aux_4: 0.6746 (0.6749) loss_vfl_dn_0: 0.4924 (0.4929) loss_vfl_dn_1: 0.4240 (0.4316) loss_vfl_dn_2: 0.4100 (0.4167) loss_vfl_dn_3: 0.4040 (0.4077) loss_vfl_dn_4: 0.4011 (0.4045) loss_vfl_dn_5: 0.4014 (0.4040) loss_vfl_dn_pre: 0.4921 (0.4935) loss_vfl_enc_0: 0.7479 (0.7475) loss_vfl_pre: 0.7495 (0.7497) time: 0.7565 data: 0.0290 max mem: 9097 Epoch: [26] [ 500/3696] eta: 0:45:41 lr: 0.000013 loss: 31.7387 (32.1415) loss_bbox: 0.1703 (0.1799) loss_bbox_aux_0: 0.1783 (0.1939) loss_bbox_aux_1: 0.1689 (0.1828) loss_bbox_aux_2: 0.1706 (0.1805) loss_bbox_aux_3: 0.1703 (0.1800) loss_bbox_aux_4: 0.1703 (0.1799) loss_bbox_dn_0: 0.2329 (0.2498) loss_bbox_dn_1: 0.1735 (0.1870) loss_bbox_dn_2: 0.1663 (0.1769) loss_bbox_dn_3: 0.1623 (0.1739) loss_bbox_dn_4: 0.1609 (0.1734) loss_bbox_dn_5: 0.1609 (0.1734) loss_bbox_dn_pre: 0.2416 (0.2555) loss_bbox_enc_0: 0.2164 (0.2341) loss_bbox_pre: 0.1801 (0.1941) loss_dfl: 0.9840 (0.9636) loss_fgl_aux_0: 1.0226 (0.9987) loss_fgl_aux_1: 0.9874 (0.9667) loss_fgl_aux_2: 0.9851 (0.9639) loss_fgl_aux_3: 0.9839 (0.9637) loss_fgl_aux_4: 0.9840 (0.9636) loss_fgl_dn_0: 1.0958 (1.0938) loss_fgl_dn_1: 0.9905 (0.9906) loss_fgl_dn_2: 0.9841 (0.9818) loss_fgl_dn_3: 0.9876 (0.9825) loss_fgl_dn_4: 0.9876 (0.9828) loss_fgl_dn_5: 0.9877 (0.9828) loss_giou: 0.5351 (0.5775) loss_giou_aux_0: 0.5618 (0.6043) loss_giou_aux_1: 0.5396 (0.5830) loss_giou_aux_2: 0.5346 (0.5783) loss_giou_aux_3: 0.5350 (0.5777) loss_giou_aux_4: 0.5352 (0.5776) loss_giou_dn_0: 0.5644 (0.5894) loss_giou_dn_1: 0.4582 (0.4789) loss_giou_dn_2: 0.4393 (0.4619) loss_giou_dn_3: 0.4362 (0.4576) loss_giou_dn_4: 0.4360 (0.4568) loss_giou_dn_5: 0.4361 (0.4568) loss_giou_dn_pre: 0.5634 (0.5885) loss_giou_enc_0: 0.6265 (0.6833) loss_giou_pre: 0.5607 (0.6025) loss_ddf_aux_0: 0.0576 (0.0588) loss_ddf_aux_1: 0.0082 (0.0078) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2591 (0.2599) loss_ddf_dn_1: 0.0331 (0.0332) loss_ddf_dn_2: 0.0074 (0.0066) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6659 (0.6719) loss_vfl_aux_0: 0.7546 (0.7456) loss_vfl_aux_1: 0.7093 (0.7227) loss_vfl_aux_2: 0.7048 (0.7044) loss_vfl_aux_3: 0.6731 (0.6839) loss_vfl_aux_4: 0.6697 (0.6738) loss_vfl_dn_0: 0.4922 (0.4930) loss_vfl_dn_1: 0.4272 (0.4315) loss_vfl_dn_2: 0.4166 (0.4167) loss_vfl_dn_3: 0.4062 (0.4078) loss_vfl_dn_4: 0.4041 (0.4047) loss_vfl_dn_5: 0.4038 (0.4042) loss_vfl_dn_pre: 0.4929 (0.4935) loss_vfl_enc_0: 0.7394 (0.7470) loss_vfl_pre: 0.7538 (0.7484) time: 0.7409 data: 0.0260 max mem: 9097 Epoch: [26] [ 600/3696] eta: 0:46:24 lr: 0.000013 loss: 31.7817 (32.1435) loss_bbox: 0.1861 (0.1800) loss_bbox_aux_0: 0.1992 (0.1938) loss_bbox_aux_1: 0.1898 (0.1829) loss_bbox_aux_2: 0.1861 (0.1806) loss_bbox_aux_3: 0.1861 (0.1801) loss_bbox_aux_4: 0.1862 (0.1800) loss_bbox_dn_0: 0.2634 (0.2509) loss_bbox_dn_1: 0.1996 (0.1878) loss_bbox_dn_2: 0.1847 (0.1777) loss_bbox_dn_3: 0.1797 (0.1746) loss_bbox_dn_4: 0.1795 (0.1741) loss_bbox_dn_5: 0.1793 (0.1741) loss_bbox_dn_pre: 0.2693 (0.2565) loss_bbox_enc_0: 0.2360 (0.2342) loss_bbox_pre: 0.2001 (0.1940) loss_dfl: 0.9648 (0.9638) loss_fgl_aux_0: 1.0037 (0.9989) loss_fgl_aux_1: 0.9673 (0.9668) loss_fgl_aux_2: 0.9653 (0.9640) loss_fgl_aux_3: 0.9648 (0.9638) loss_fgl_aux_4: 0.9651 (0.9638) loss_fgl_dn_0: 1.0992 (1.0942) loss_fgl_dn_1: 0.9868 (0.9901) loss_fgl_dn_2: 0.9811 (0.9813) loss_fgl_dn_3: 0.9815 (0.9820) loss_fgl_dn_4: 0.9818 (0.9823) loss_fgl_dn_5: 0.9819 (0.9824) loss_giou: 0.5128 (0.5759) loss_giou_aux_0: 0.5412 (0.6027) loss_giou_aux_1: 0.5185 (0.5813) loss_giou_aux_2: 0.5116 (0.5767) loss_giou_aux_3: 0.5118 (0.5760) loss_giou_aux_4: 0.5119 (0.5759) loss_giou_dn_0: 0.5593 (0.5893) loss_giou_dn_1: 0.4414 (0.4785) loss_giou_dn_2: 0.4258 (0.4614) loss_giou_dn_3: 0.4211 (0.4572) loss_giou_dn_4: 0.4200 (0.4564) loss_giou_dn_5: 0.4200 (0.4563) loss_giou_dn_pre: 0.5593 (0.5883) loss_giou_enc_0: 0.6327 (0.6820) loss_giou_pre: 0.5407 (0.6008) loss_ddf_aux_0: 0.0586 (0.0591) loss_ddf_aux_1: 0.0073 (0.0078) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2611 (0.2610) loss_ddf_dn_1: 0.0328 (0.0332) loss_ddf_dn_2: 0.0069 (0.0067) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6816 (0.6729) loss_vfl_aux_0: 0.7968 (0.7468) loss_vfl_aux_1: 0.7514 (0.7250) loss_vfl_aux_2: 0.7228 (0.7057) loss_vfl_aux_3: 0.7034 (0.6848) loss_vfl_aux_4: 0.6836 (0.6750) loss_vfl_dn_0: 0.4969 (0.4933) loss_vfl_dn_1: 0.4294 (0.4317) loss_vfl_dn_2: 0.4147 (0.4169) loss_vfl_dn_3: 0.4063 (0.4079) loss_vfl_dn_4: 0.4050 (0.4047) loss_vfl_dn_5: 0.4045 (0.4042) loss_vfl_dn_pre: 0.4974 (0.4939) loss_vfl_enc_0: 0.7965 (0.7476) loss_vfl_pre: 0.7971 (0.7496) time: 2.5791 data: 0.0213 max mem: 9097 Epoch: [26] [ 700/3696] eta: 0:47:23 lr: 0.000013 loss: 32.7020 (32.1440) loss_bbox: 0.1840 (0.1800) loss_bbox_aux_0: 0.1997 (0.1938) loss_bbox_aux_1: 0.1876 (0.1829) loss_bbox_aux_2: 0.1845 (0.1806) loss_bbox_aux_3: 0.1838 (0.1801) loss_bbox_aux_4: 0.1839 (0.1800) loss_bbox_dn_0: 0.2509 (0.2515) loss_bbox_dn_1: 0.1967 (0.1884) loss_bbox_dn_2: 0.1913 (0.1782) loss_bbox_dn_3: 0.1838 (0.1751) loss_bbox_dn_4: 0.1829 (0.1746) loss_bbox_dn_5: 0.1827 (0.1746) loss_bbox_dn_pre: 0.2526 (0.2572) loss_bbox_enc_0: 0.2376 (0.2341) loss_bbox_pre: 0.1991 (0.1941) loss_dfl: 0.9687 (0.9648) loss_fgl_aux_0: 0.9984 (0.9999) loss_fgl_aux_1: 0.9709 (0.9679) loss_fgl_aux_2: 0.9690 (0.9650) loss_fgl_aux_3: 0.9690 (0.9648) loss_fgl_aux_4: 0.9687 (0.9648) loss_fgl_dn_0: 1.0943 (1.0942) loss_fgl_dn_1: 0.9945 (0.9902) loss_fgl_dn_2: 0.9889 (0.9814) loss_fgl_dn_3: 0.9890 (0.9821) loss_fgl_dn_4: 0.9897 (0.9824) loss_fgl_dn_5: 0.9897 (0.9824) loss_giou: 0.5884 (0.5745) loss_giou_aux_0: 0.6110 (0.6014) loss_giou_aux_1: 0.5953 (0.5799) loss_giou_aux_2: 0.5896 (0.5753) loss_giou_aux_3: 0.5889 (0.5746) loss_giou_aux_4: 0.5885 (0.5745) loss_giou_dn_0: 0.6154 (0.5888) loss_giou_dn_1: 0.5004 (0.4783) loss_giou_dn_2: 0.4818 (0.4611) loss_giou_dn_3: 0.4764 (0.4568) loss_giou_dn_4: 0.4751 (0.4560) loss_giou_dn_5: 0.4752 (0.4560) loss_giou_dn_pre: 0.6135 (0.5878) loss_giou_enc_0: 0.6877 (0.6807) loss_giou_pre: 0.6072 (0.5996) loss_ddf_aux_0: 0.0550 (0.0590) loss_ddf_aux_1: 0.0076 (0.0078) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2550 (0.2609) loss_ddf_dn_1: 0.0336 (0.0333) loss_ddf_dn_2: 0.0061 (0.0067) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6586 (0.6734) loss_vfl_aux_0: 0.7294 (0.7472) loss_vfl_aux_1: 0.7151 (0.7256) loss_vfl_aux_2: 0.7063 (0.7059) loss_vfl_aux_3: 0.6692 (0.6851) loss_vfl_aux_4: 0.6643 (0.6754) loss_vfl_dn_0: 0.4918 (0.4936) loss_vfl_dn_1: 0.4350 (0.4315) loss_vfl_dn_2: 0.4190 (0.4168) loss_vfl_dn_3: 0.4139 (0.4079) loss_vfl_dn_4: 0.4109 (0.4047) loss_vfl_dn_5: 0.4110 (0.4042) loss_vfl_dn_pre: 0.4921 (0.4941) loss_vfl_enc_0: 0.7272 (0.7477) loss_vfl_pre: 0.7327 (0.7502) time: 1.2184 data: 0.0196 max mem: 9097 Epoch: [26] [ 800/3696] eta: 0:44:43 lr: 0.000013 loss: 31.5889 (32.1453) loss_bbox: 0.1849 (0.1806) loss_bbox_aux_0: 0.1947 (0.1945) loss_bbox_aux_1: 0.1893 (0.1835) loss_bbox_aux_2: 0.1868 (0.1812) loss_bbox_aux_3: 0.1844 (0.1807) loss_bbox_aux_4: 0.1849 (0.1807) loss_bbox_dn_0: 0.2674 (0.2518) loss_bbox_dn_1: 0.2111 (0.1886) loss_bbox_dn_2: 0.1994 (0.1785) loss_bbox_dn_3: 0.1954 (0.1754) loss_bbox_dn_4: 0.1933 (0.1748) loss_bbox_dn_5: 0.1935 (0.1748) loss_bbox_dn_pre: 0.2796 (0.2574) loss_bbox_enc_0: 0.2387 (0.2347) loss_bbox_pre: 0.1946 (0.1948) loss_dfl: 0.9527 (0.9645) loss_fgl_aux_0: 0.9878 (0.9996) loss_fgl_aux_1: 0.9575 (0.9675) loss_fgl_aux_2: 0.9549 (0.9647) loss_fgl_aux_3: 0.9533 (0.9645) loss_fgl_aux_4: 0.9528 (0.9645) loss_fgl_dn_0: 1.0857 (1.0939) loss_fgl_dn_1: 0.9727 (0.9900) loss_fgl_dn_2: 0.9657 (0.9813) loss_fgl_dn_3: 0.9650 (0.9819) loss_fgl_dn_4: 0.9654 (0.9823) loss_fgl_dn_5: 0.9654 (0.9823) loss_giou: 0.5256 (0.5746) loss_giou_aux_0: 0.5546 (0.6013) loss_giou_aux_1: 0.5304 (0.5800) loss_giou_aux_2: 0.5261 (0.5754) loss_giou_aux_3: 0.5267 (0.5747) loss_giou_aux_4: 0.5259 (0.5746) loss_giou_dn_0: 0.5747 (0.5884) loss_giou_dn_1: 0.4643 (0.4779) loss_giou_dn_2: 0.4490 (0.4608) loss_giou_dn_3: 0.4457 (0.4565) loss_giou_dn_4: 0.4452 (0.4557) loss_giou_dn_5: 0.4452 (0.4556) loss_giou_dn_pre: 0.5759 (0.5874) loss_giou_enc_0: 0.6254 (0.6807) loss_giou_pre: 0.5542 (0.5995) loss_ddf_aux_0: 0.0589 (0.0589) loss_ddf_aux_1: 0.0082 (0.0078) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2540 (0.2599) loss_ddf_dn_1: 0.0359 (0.0335) loss_ddf_dn_2: 0.0078 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6632 (0.6736) loss_vfl_aux_0: 0.7447 (0.7471) loss_vfl_aux_1: 0.7135 (0.7252) loss_vfl_aux_2: 0.6991 (0.7057) loss_vfl_aux_3: 0.6694 (0.6853) loss_vfl_aux_4: 0.6584 (0.6755) loss_vfl_dn_0: 0.4927 (0.4936) loss_vfl_dn_1: 0.4337 (0.4317) loss_vfl_dn_2: 0.4170 (0.4169) loss_vfl_dn_3: 0.4073 (0.4080) loss_vfl_dn_4: 0.4039 (0.4048) loss_vfl_dn_5: 0.4015 (0.4043) loss_vfl_dn_pre: 0.4932 (0.4942) loss_vfl_enc_0: 0.7463 (0.7476) loss_vfl_pre: 0.7446 (0.7500) time: 0.6848 data: 0.0234 max mem: 9097 Epoch: [26] [ 900/3696] eta: 0:42:17 lr: 0.000013 loss: 31.9917 (32.1408) loss_bbox: 0.1852 (0.1814) loss_bbox_aux_0: 0.1942 (0.1952) loss_bbox_aux_1: 0.1858 (0.1843) loss_bbox_aux_2: 0.1849 (0.1820) loss_bbox_aux_3: 0.1846 (0.1815) loss_bbox_aux_4: 0.1851 (0.1815) loss_bbox_dn_0: 0.2572 (0.2524) loss_bbox_dn_1: 0.1947 (0.1893) loss_bbox_dn_2: 0.1808 (0.1791) loss_bbox_dn_3: 0.1766 (0.1760) loss_bbox_dn_4: 0.1758 (0.1754) loss_bbox_dn_5: 0.1758 (0.1754) loss_bbox_dn_pre: 0.2614 (0.2580) loss_bbox_enc_0: 0.2336 (0.2353) loss_bbox_pre: 0.1956 (0.1954) loss_dfl: 0.9511 (0.9642) loss_fgl_aux_0: 0.9948 (0.9993) loss_fgl_aux_1: 0.9523 (0.9672) loss_fgl_aux_2: 0.9507 (0.9644) loss_fgl_aux_3: 0.9520 (0.9642) loss_fgl_aux_4: 0.9516 (0.9642) loss_fgl_dn_0: 1.0897 (1.0938) loss_fgl_dn_1: 0.9811 (0.9899) loss_fgl_dn_2: 0.9696 (0.9811) loss_fgl_dn_3: 0.9710 (0.9818) loss_fgl_dn_4: 0.9710 (0.9822) loss_fgl_dn_5: 0.9710 (0.9822) loss_giou: 0.5000 (0.5742) loss_giou_aux_0: 0.5271 (0.6005) loss_giou_aux_1: 0.5031 (0.5795) loss_giou_aux_2: 0.4999 (0.5750) loss_giou_aux_3: 0.4992 (0.5743) loss_giou_aux_4: 0.5000 (0.5742) loss_giou_dn_0: 0.5557 (0.5878) loss_giou_dn_1: 0.4453 (0.4775) loss_giou_dn_2: 0.4281 (0.4603) loss_giou_dn_3: 0.4268 (0.4560) loss_giou_dn_4: 0.4270 (0.4552) loss_giou_dn_5: 0.4271 (0.4552) loss_giou_dn_pre: 0.5550 (0.5867) loss_giou_enc_0: 0.6266 (0.6798) loss_giou_pre: 0.5266 (0.5987) loss_ddf_aux_0: 0.0545 (0.0586) loss_ddf_aux_1: 0.0069 (0.0078) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2591 (0.2596) loss_ddf_dn_1: 0.0328 (0.0335) loss_ddf_dn_2: 0.0065 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6697 (0.6735) loss_vfl_aux_0: 0.7513 (0.7470) loss_vfl_aux_1: 0.7153 (0.7248) loss_vfl_aux_2: 0.7067 (0.7052) loss_vfl_aux_3: 0.6819 (0.6850) loss_vfl_aux_4: 0.6697 (0.6753) loss_vfl_dn_0: 0.4998 (0.4936) loss_vfl_dn_1: 0.4310 (0.4315) loss_vfl_dn_2: 0.4177 (0.4167) loss_vfl_dn_3: 0.4026 (0.4077) loss_vfl_dn_4: 0.3975 (0.4045) loss_vfl_dn_5: 0.3983 (0.4040) loss_vfl_dn_pre: 0.4999 (0.4941) loss_vfl_enc_0: 0.7330 (0.7473) loss_vfl_pre: 0.7550 (0.7498) time: 0.7617 data: 0.0294 max mem: 9097 Epoch: [26] [1000/3696] eta: 0:41:08 lr: 0.000013 loss: 31.8202 (32.1444) loss_bbox: 0.1793 (0.1819) loss_bbox_aux_0: 0.1972 (0.1955) loss_bbox_aux_1: 0.1823 (0.1847) loss_bbox_aux_2: 0.1809 (0.1824) loss_bbox_aux_3: 0.1798 (0.1820) loss_bbox_aux_4: 0.1792 (0.1819) loss_bbox_dn_0: 0.2258 (0.2526) loss_bbox_dn_1: 0.1641 (0.1894) loss_bbox_dn_2: 0.1574 (0.1791) loss_bbox_dn_3: 0.1535 (0.1760) loss_bbox_dn_4: 0.1528 (0.1755) loss_bbox_dn_5: 0.1527 (0.1755) loss_bbox_dn_pre: 0.2346 (0.2582) loss_bbox_enc_0: 0.2288 (0.2354) loss_bbox_pre: 0.1983 (0.1958) loss_dfl: 0.9641 (0.9638) loss_fgl_aux_0: 0.9947 (0.9989) loss_fgl_aux_1: 0.9664 (0.9669) loss_fgl_aux_2: 0.9619 (0.9641) loss_fgl_aux_3: 0.9638 (0.9639) loss_fgl_aux_4: 0.9641 (0.9638) loss_fgl_dn_0: 1.1028 (1.0938) loss_fgl_dn_1: 0.9879 (0.9898) loss_fgl_dn_2: 0.9830 (0.9810) loss_fgl_dn_3: 0.9853 (0.9817) loss_fgl_dn_4: 0.9859 (0.9821) loss_fgl_dn_5: 0.9857 (0.9821) loss_giou: 0.5664 (0.5751) loss_giou_aux_0: 0.5907 (0.6013) loss_giou_aux_1: 0.5688 (0.5803) loss_giou_aux_2: 0.5678 (0.5758) loss_giou_aux_3: 0.5668 (0.5752) loss_giou_aux_4: 0.5667 (0.5751) loss_giou_dn_0: 0.5916 (0.5878) loss_giou_dn_1: 0.4645 (0.4775) loss_giou_dn_2: 0.4461 (0.4603) loss_giou_dn_3: 0.4397 (0.4560) loss_giou_dn_4: 0.4393 (0.4552) loss_giou_dn_5: 0.4393 (0.4551) loss_giou_dn_pre: 0.5898 (0.5868) loss_giou_enc_0: 0.6784 (0.6804) loss_giou_pre: 0.5887 (0.5995) loss_ddf_aux_0: 0.0515 (0.0583) loss_ddf_aux_1: 0.0068 (0.0077) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2452 (0.2598) loss_ddf_dn_1: 0.0308 (0.0335) loss_ddf_dn_2: 0.0061 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6404 (0.6728) loss_vfl_aux_0: 0.7386 (0.7467) loss_vfl_aux_1: 0.7023 (0.7243) loss_vfl_aux_2: 0.6688 (0.7043) loss_vfl_aux_3: 0.6522 (0.6843) loss_vfl_aux_4: 0.6458 (0.6746) loss_vfl_dn_0: 0.4928 (0.4937) loss_vfl_dn_1: 0.4291 (0.4316) loss_vfl_dn_2: 0.4088 (0.4168) loss_vfl_dn_3: 0.4047 (0.4078) loss_vfl_dn_4: 0.4019 (0.4046) loss_vfl_dn_5: 0.4011 (0.4041) loss_vfl_dn_pre: 0.4938 (0.4942) loss_vfl_enc_0: 0.7404 (0.7473) loss_vfl_pre: 0.7438 (0.7495) time: 0.7537 data: 0.0252 max mem: 9097 Epoch: [26] [1100/3696] eta: 0:39:38 lr: 0.000013 loss: 31.9656 (32.1425) loss_bbox: 0.1685 (0.1815) loss_bbox_aux_0: 0.1839 (0.1951) loss_bbox_aux_1: 0.1686 (0.1843) loss_bbox_aux_2: 0.1666 (0.1821) loss_bbox_aux_3: 0.1683 (0.1816) loss_bbox_aux_4: 0.1684 (0.1815) loss_bbox_dn_0: 0.2624 (0.2526) loss_bbox_dn_1: 0.1986 (0.1894) loss_bbox_dn_2: 0.1907 (0.1792) loss_bbox_dn_3: 0.1856 (0.1760) loss_bbox_dn_4: 0.1840 (0.1755) loss_bbox_dn_5: 0.1840 (0.1755) loss_bbox_dn_pre: 0.2682 (0.2582) loss_bbox_enc_0: 0.2233 (0.2348) loss_bbox_pre: 0.1855 (0.1954) loss_dfl: 0.9624 (0.9640) loss_fgl_aux_0: 1.0038 (0.9989) loss_fgl_aux_1: 0.9633 (0.9671) loss_fgl_aux_2: 0.9629 (0.9643) loss_fgl_aux_3: 0.9623 (0.9641) loss_fgl_aux_4: 0.9623 (0.9640) loss_fgl_dn_0: 1.0850 (1.0936) loss_fgl_dn_1: 0.9784 (0.9898) loss_fgl_dn_2: 0.9691 (0.9809) loss_fgl_dn_3: 0.9693 (0.9816) loss_fgl_dn_4: 0.9699 (0.9820) loss_fgl_dn_5: 0.9700 (0.9820) loss_giou: 0.5216 (0.5746) loss_giou_aux_0: 0.5489 (0.6008) loss_giou_aux_1: 0.5203 (0.5800) loss_giou_aux_2: 0.5206 (0.5754) loss_giou_aux_3: 0.5214 (0.5747) loss_giou_aux_4: 0.5213 (0.5746) loss_giou_dn_0: 0.5641 (0.5877) loss_giou_dn_1: 0.4554 (0.4774) loss_giou_dn_2: 0.4380 (0.4603) loss_giou_dn_3: 0.4355 (0.4559) loss_giou_dn_4: 0.4344 (0.4552) loss_giou_dn_5: 0.4344 (0.4551) loss_giou_dn_pre: 0.5634 (0.5867) loss_giou_enc_0: 0.6408 (0.6800) loss_giou_pre: 0.5482 (0.5991) loss_ddf_aux_0: 0.0563 (0.0579) loss_ddf_aux_1: 0.0078 (0.0077) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2516 (0.2596) loss_ddf_dn_1: 0.0341 (0.0335) loss_ddf_dn_2: 0.0079 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6852 (0.6737) loss_vfl_aux_0: 0.7607 (0.7475) loss_vfl_aux_1: 0.7323 (0.7248) loss_vfl_aux_2: 0.7144 (0.7047) loss_vfl_aux_3: 0.6949 (0.6848) loss_vfl_aux_4: 0.6875 (0.6754) loss_vfl_dn_0: 0.4931 (0.4937) loss_vfl_dn_1: 0.4274 (0.4317) loss_vfl_dn_2: 0.4134 (0.4167) loss_vfl_dn_3: 0.3993 (0.4078) loss_vfl_dn_4: 0.3960 (0.4046) loss_vfl_dn_5: 0.3971 (0.4041) loss_vfl_dn_pre: 0.4929 (0.4943) loss_vfl_enc_0: 0.7680 (0.7478) loss_vfl_pre: 0.7655 (0.7503) time: 1.0009 data: 0.0228 max mem: 9097 Epoch: [26] [1200/3696] eta: 0:38:15 lr: 0.000013 loss: 31.8622 (32.1562) loss_bbox: 0.1735 (0.1818) loss_bbox_aux_0: 0.1871 (0.1956) loss_bbox_aux_1: 0.1763 (0.1847) loss_bbox_aux_2: 0.1750 (0.1824) loss_bbox_aux_3: 0.1735 (0.1819) loss_bbox_aux_4: 0.1734 (0.1818) loss_bbox_dn_0: 0.2353 (0.2529) loss_bbox_dn_1: 0.1845 (0.1897) loss_bbox_dn_2: 0.1666 (0.1794) loss_bbox_dn_3: 0.1614 (0.1763) loss_bbox_dn_4: 0.1609 (0.1757) loss_bbox_dn_5: 0.1609 (0.1757) loss_bbox_dn_pre: 0.2406 (0.2584) loss_bbox_enc_0: 0.2293 (0.2352) loss_bbox_pre: 0.1885 (0.1959) loss_dfl: 0.9560 (0.9638) loss_fgl_aux_0: 0.9868 (0.9989) loss_fgl_aux_1: 0.9566 (0.9668) loss_fgl_aux_2: 0.9536 (0.9640) loss_fgl_aux_3: 0.9553 (0.9639) loss_fgl_aux_4: 0.9563 (0.9638) loss_fgl_dn_0: 1.0953 (1.0936) loss_fgl_dn_1: 0.9915 (0.9898) loss_fgl_dn_2: 0.9825 (0.9810) loss_fgl_dn_3: 0.9814 (0.9817) loss_fgl_dn_4: 0.9818 (0.9820) loss_fgl_dn_5: 0.9817 (0.9821) loss_giou: 0.5527 (0.5750) loss_giou_aux_0: 0.5860 (0.6013) loss_giou_aux_1: 0.5608 (0.5805) loss_giou_aux_2: 0.5533 (0.5758) loss_giou_aux_3: 0.5523 (0.5752) loss_giou_aux_4: 0.5531 (0.5751) loss_giou_dn_0: 0.5886 (0.5881) loss_giou_dn_1: 0.4731 (0.4778) loss_giou_dn_2: 0.4583 (0.4607) loss_giou_dn_3: 0.4555 (0.4563) loss_giou_dn_4: 0.4549 (0.4555) loss_giou_dn_5: 0.4547 (0.4555) loss_giou_dn_pre: 0.5846 (0.5871) loss_giou_enc_0: 0.6785 (0.6806) loss_giou_pre: 0.5865 (0.5996) loss_ddf_aux_0: 0.0578 (0.0581) loss_ddf_aux_1: 0.0080 (0.0077) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2613 (0.2598) loss_ddf_dn_1: 0.0344 (0.0336) loss_ddf_dn_2: 0.0063 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6553 (0.6739) loss_vfl_aux_0: 0.7225 (0.7481) loss_vfl_aux_1: 0.7086 (0.7248) loss_vfl_aux_2: 0.6808 (0.7049) loss_vfl_aux_3: 0.6734 (0.6851) loss_vfl_aux_4: 0.6657 (0.6756) loss_vfl_dn_0: 0.4888 (0.4936) loss_vfl_dn_1: 0.4293 (0.4317) loss_vfl_dn_2: 0.4155 (0.4168) loss_vfl_dn_3: 0.4073 (0.4079) loss_vfl_dn_4: 0.4033 (0.4047) loss_vfl_dn_5: 0.4033 (0.4042) loss_vfl_dn_pre: 0.4883 (0.4941) loss_vfl_enc_0: 0.7186 (0.7481) loss_vfl_pre: 0.7195 (0.7508) time: 0.7585 data: 0.0322 max mem: 9097 Epoch: [26] [1300/3696] eta: 0:36:18 lr: 0.000013 loss: 32.3981 (32.1662) loss_bbox: 0.1718 (0.1821) loss_bbox_aux_0: 0.1832 (0.1958) loss_bbox_aux_1: 0.1760 (0.1850) loss_bbox_aux_2: 0.1745 (0.1826) loss_bbox_aux_3: 0.1731 (0.1822) loss_bbox_aux_4: 0.1717 (0.1821) loss_bbox_dn_0: 0.2597 (0.2530) loss_bbox_dn_1: 0.1954 (0.1899) loss_bbox_dn_2: 0.1863 (0.1796) loss_bbox_dn_3: 0.1827 (0.1765) loss_bbox_dn_4: 0.1820 (0.1759) loss_bbox_dn_5: 0.1819 (0.1759) loss_bbox_dn_pre: 0.2662 (0.2585) loss_bbox_enc_0: 0.2235 (0.2355) loss_bbox_pre: 0.1833 (0.1961) loss_dfl: 0.9549 (0.9643) loss_fgl_aux_0: 0.9838 (0.9993) loss_fgl_aux_1: 0.9570 (0.9673) loss_fgl_aux_2: 0.9561 (0.9646) loss_fgl_aux_3: 0.9556 (0.9644) loss_fgl_aux_4: 0.9550 (0.9643) loss_fgl_dn_0: 1.0870 (1.0935) loss_fgl_dn_1: 0.9859 (0.9900) loss_fgl_dn_2: 0.9803 (0.9812) loss_fgl_dn_3: 0.9798 (0.9819) loss_fgl_dn_4: 0.9801 (0.9822) loss_fgl_dn_5: 0.9800 (0.9823) loss_giou: 0.5780 (0.5748) loss_giou_aux_0: 0.6099 (0.6011) loss_giou_aux_1: 0.5902 (0.5802) loss_giou_aux_2: 0.5818 (0.5756) loss_giou_aux_3: 0.5791 (0.5749) loss_giou_aux_4: 0.5782 (0.5748) loss_giou_dn_0: 0.5880 (0.5882) loss_giou_dn_1: 0.4794 (0.4780) loss_giou_dn_2: 0.4608 (0.4609) loss_giou_dn_3: 0.4571 (0.4565) loss_giou_dn_4: 0.4569 (0.4557) loss_giou_dn_5: 0.4571 (0.4557) loss_giou_dn_pre: 0.5854 (0.5872) loss_giou_enc_0: 0.6912 (0.6804) loss_giou_pre: 0.6080 (0.5994) loss_ddf_aux_0: 0.0603 (0.0581) loss_ddf_aux_1: 0.0078 (0.0078) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2415 (0.2589) loss_ddf_dn_1: 0.0299 (0.0335) loss_ddf_dn_2: 0.0062 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6558 (0.6746) loss_vfl_aux_0: 0.7380 (0.7490) loss_vfl_aux_1: 0.7035 (0.7255) loss_vfl_aux_2: 0.6862 (0.7055) loss_vfl_aux_3: 0.6800 (0.6857) loss_vfl_aux_4: 0.6596 (0.6762) loss_vfl_dn_0: 0.4863 (0.4935) loss_vfl_dn_1: 0.4383 (0.4316) loss_vfl_dn_2: 0.4204 (0.4167) loss_vfl_dn_3: 0.4102 (0.4078) loss_vfl_dn_4: 0.4074 (0.4047) loss_vfl_dn_5: 0.4055 (0.4042) loss_vfl_dn_pre: 0.4875 (0.4940) loss_vfl_enc_0: 0.7451 (0.7486) loss_vfl_pre: 0.7446 (0.7517) time: 0.7368 data: 0.0231 max mem: 9097 Epoch: [26] [1400/3696] eta: 0:35:11 lr: 0.000013 loss: 32.5334 (32.1735) loss_bbox: 0.1801 (0.1823) loss_bbox_aux_0: 0.1933 (0.1960) loss_bbox_aux_1: 0.1823 (0.1852) loss_bbox_aux_2: 0.1792 (0.1829) loss_bbox_aux_3: 0.1799 (0.1824) loss_bbox_aux_4: 0.1799 (0.1823) loss_bbox_dn_0: 0.2366 (0.2536) loss_bbox_dn_1: 0.1794 (0.1904) loss_bbox_dn_2: 0.1698 (0.1802) loss_bbox_dn_3: 0.1704 (0.1770) loss_bbox_dn_4: 0.1721 (0.1765) loss_bbox_dn_5: 0.1722 (0.1765) loss_bbox_dn_pre: 0.2432 (0.2592) loss_bbox_enc_0: 0.2328 (0.2358) loss_bbox_pre: 0.1969 (0.1963) loss_dfl: 0.9767 (0.9645) loss_fgl_aux_0: 1.0026 (0.9994) loss_fgl_aux_1: 0.9794 (0.9675) loss_fgl_aux_2: 0.9772 (0.9647) loss_fgl_aux_3: 0.9770 (0.9645) loss_fgl_aux_4: 0.9768 (0.9645) loss_fgl_dn_0: 1.0972 (1.0935) loss_fgl_dn_1: 0.9928 (0.9899) loss_fgl_dn_2: 0.9828 (0.9811) loss_fgl_dn_3: 0.9835 (0.9818) loss_fgl_dn_4: 0.9836 (0.9822) loss_fgl_dn_5: 0.9836 (0.9822) loss_giou: 0.5820 (0.5745) loss_giou_aux_0: 0.6045 (0.6008) loss_giou_aux_1: 0.5873 (0.5799) loss_giou_aux_2: 0.5822 (0.5753) loss_giou_aux_3: 0.5816 (0.5746) loss_giou_aux_4: 0.5815 (0.5745) loss_giou_dn_0: 0.6118 (0.5883) loss_giou_dn_1: 0.5048 (0.4781) loss_giou_dn_2: 0.4888 (0.4609) loss_giou_dn_3: 0.4851 (0.4565) loss_giou_dn_4: 0.4836 (0.4557) loss_giou_dn_5: 0.4838 (0.4557) loss_giou_dn_pre: 0.6095 (0.5873) loss_giou_enc_0: 0.6909 (0.6802) loss_giou_pre: 0.6013 (0.5990) loss_ddf_aux_0: 0.0517 (0.0580) loss_ddf_aux_1: 0.0075 (0.0078) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2403 (0.2589) loss_ddf_dn_1: 0.0311 (0.0335) loss_ddf_dn_2: 0.0069 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6840 (0.6745) loss_vfl_aux_0: 0.7559 (0.7497) loss_vfl_aux_1: 0.7490 (0.7260) loss_vfl_aux_2: 0.7212 (0.7059) loss_vfl_aux_3: 0.7026 (0.6856) loss_vfl_aux_4: 0.6921 (0.6762) loss_vfl_dn_0: 0.4977 (0.4936) loss_vfl_dn_1: 0.4320 (0.4317) loss_vfl_dn_2: 0.4202 (0.4168) loss_vfl_dn_3: 0.4094 (0.4079) loss_vfl_dn_4: 0.4081 (0.4047) loss_vfl_dn_5: 0.4068 (0.4042) loss_vfl_dn_pre: 0.4990 (0.4941) loss_vfl_enc_0: 0.7548 (0.7491) loss_vfl_pre: 0.7660 (0.7523) time: 2.3073 data: 0.0198 max mem: 9097 Epoch: [26] [1500/3696] eta: 0:33:31 lr: 0.000013 loss: 32.8885 (32.1839) loss_bbox: 0.1982 (0.1824) loss_bbox_aux_0: 0.2060 (0.1961) loss_bbox_aux_1: 0.2031 (0.1853) loss_bbox_aux_2: 0.1986 (0.1830) loss_bbox_aux_3: 0.1983 (0.1825) loss_bbox_aux_4: 0.1983 (0.1824) loss_bbox_dn_0: 0.2355 (0.2538) loss_bbox_dn_1: 0.1756 (0.1906) loss_bbox_dn_2: 0.1662 (0.1803) loss_bbox_dn_3: 0.1620 (0.1772) loss_bbox_dn_4: 0.1620 (0.1766) loss_bbox_dn_5: 0.1621 (0.1766) loss_bbox_dn_pre: 0.2397 (0.2593) loss_bbox_enc_0: 0.2407 (0.2357) loss_bbox_pre: 0.2064 (0.1964) loss_dfl: 0.9444 (0.9641) loss_fgl_aux_0: 0.9840 (0.9988) loss_fgl_aux_1: 0.9493 (0.9670) loss_fgl_aux_2: 0.9463 (0.9643) loss_fgl_aux_3: 0.9444 (0.9641) loss_fgl_aux_4: 0.9443 (0.9641) loss_fgl_dn_0: 1.0911 (1.0932) loss_fgl_dn_1: 0.9825 (0.9897) loss_fgl_dn_2: 0.9788 (0.9810) loss_fgl_dn_3: 0.9800 (0.9817) loss_fgl_dn_4: 0.9809 (0.9820) loss_fgl_dn_5: 0.9809 (0.9821) loss_giou: 0.5296 (0.5754) loss_giou_aux_0: 0.5695 (0.6016) loss_giou_aux_1: 0.5397 (0.5808) loss_giou_aux_2: 0.5303 (0.5762) loss_giou_aux_3: 0.5303 (0.5755) loss_giou_aux_4: 0.5295 (0.5754) loss_giou_dn_0: 0.5768 (0.5887) loss_giou_dn_1: 0.4719 (0.4785) loss_giou_dn_2: 0.4587 (0.4614) loss_giou_dn_3: 0.4548 (0.4570) loss_giou_dn_4: 0.4537 (0.4562) loss_giou_dn_5: 0.4538 (0.4562) loss_giou_dn_pre: 0.5739 (0.5877) loss_giou_enc_0: 0.6522 (0.6808) loss_giou_pre: 0.5692 (0.5999) loss_ddf_aux_0: 0.0548 (0.0578) loss_ddf_aux_1: 0.0069 (0.0077) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2441 (0.2586) loss_ddf_dn_1: 0.0321 (0.0334) loss_ddf_dn_2: 0.0068 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6672 (0.6748) loss_vfl_aux_0: 0.7391 (0.7501) loss_vfl_aux_1: 0.7252 (0.7265) loss_vfl_aux_2: 0.7173 (0.7063) loss_vfl_aux_3: 0.6779 (0.6860) loss_vfl_aux_4: 0.6689 (0.6764) loss_vfl_dn_0: 0.4984 (0.4935) loss_vfl_dn_1: 0.4363 (0.4318) loss_vfl_dn_2: 0.4183 (0.4169) loss_vfl_dn_3: 0.4113 (0.4080) loss_vfl_dn_4: 0.4083 (0.4048) loss_vfl_dn_5: 0.4069 (0.4043) loss_vfl_dn_pre: 0.4974 (0.4940) loss_vfl_enc_0: 0.7285 (0.7489) loss_vfl_pre: 0.7383 (0.7527) time: 1.2761 data: 0.0211 max mem: 9097 Epoch: [26] [1600/3696] eta: 0:31:38 lr: 0.000013 loss: 32.0427 (32.1868) loss_bbox: 0.1718 (0.1823) loss_bbox_aux_0: 0.1817 (0.1960) loss_bbox_aux_1: 0.1759 (0.1852) loss_bbox_aux_2: 0.1735 (0.1829) loss_bbox_aux_3: 0.1718 (0.1824) loss_bbox_aux_4: 0.1718 (0.1823) loss_bbox_dn_0: 0.2410 (0.2536) loss_bbox_dn_1: 0.1720 (0.1904) loss_bbox_dn_2: 0.1596 (0.1802) loss_bbox_dn_3: 0.1554 (0.1770) loss_bbox_dn_4: 0.1543 (0.1765) loss_bbox_dn_5: 0.1545 (0.1765) loss_bbox_dn_pre: 0.2444 (0.2591) loss_bbox_enc_0: 0.2161 (0.2355) loss_bbox_pre: 0.1838 (0.1963) loss_dfl: 0.9694 (0.9639) loss_fgl_aux_0: 1.0001 (0.9986) loss_fgl_aux_1: 0.9702 (0.9668) loss_fgl_aux_2: 0.9689 (0.9641) loss_fgl_aux_3: 0.9687 (0.9639) loss_fgl_aux_4: 0.9693 (0.9639) loss_fgl_dn_0: 1.0937 (1.0932) loss_fgl_dn_1: 0.9946 (0.9898) loss_fgl_dn_2: 0.9868 (0.9810) loss_fgl_dn_3: 0.9867 (0.9818) loss_fgl_dn_4: 0.9877 (0.9821) loss_fgl_dn_5: 0.9876 (0.9821) loss_giou: 0.5668 (0.5758) loss_giou_aux_0: 0.5911 (0.6020) loss_giou_aux_1: 0.5711 (0.5812) loss_giou_aux_2: 0.5684 (0.5766) loss_giou_aux_3: 0.5662 (0.5759) loss_giou_aux_4: 0.5668 (0.5758) loss_giou_dn_0: 0.5763 (0.5890) loss_giou_dn_1: 0.4743 (0.4789) loss_giou_dn_2: 0.4574 (0.4618) loss_giou_dn_3: 0.4535 (0.4574) loss_giou_dn_4: 0.4523 (0.4566) loss_giou_dn_5: 0.4521 (0.4566) loss_giou_dn_pre: 0.5775 (0.5880) loss_giou_enc_0: 0.6737 (0.6810) loss_giou_pre: 0.5881 (0.6003) loss_ddf_aux_0: 0.0578 (0.0577) loss_ddf_aux_1: 0.0077 (0.0077) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2524 (0.2583) loss_ddf_dn_1: 0.0304 (0.0333) loss_ddf_dn_2: 0.0057 (0.0069) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6865 (0.6751) loss_vfl_aux_0: 0.7545 (0.7500) loss_vfl_aux_1: 0.7275 (0.7265) loss_vfl_aux_2: 0.7169 (0.7065) loss_vfl_aux_3: 0.6961 (0.6862) loss_vfl_aux_4: 0.6886 (0.6768) loss_vfl_dn_0: 0.4953 (0.4934) loss_vfl_dn_1: 0.4289 (0.4318) loss_vfl_dn_2: 0.4138 (0.4169) loss_vfl_dn_3: 0.4034 (0.4080) loss_vfl_dn_4: 0.4007 (0.4049) loss_vfl_dn_5: 0.3991 (0.4043) loss_vfl_dn_pre: 0.4957 (0.4940) loss_vfl_enc_0: 0.7422 (0.7490) loss_vfl_pre: 0.7607 (0.7528) time: 0.7217 data: 0.0271 max mem: 9097 Epoch: [26] [1700/3696] eta: 0:29:50 lr: 0.000013 loss: 32.3476 (32.1977) loss_bbox: 0.1883 (0.1825) loss_bbox_aux_0: 0.1979 (0.1962) loss_bbox_aux_1: 0.1912 (0.1854) loss_bbox_aux_2: 0.1905 (0.1831) loss_bbox_aux_3: 0.1888 (0.1826) loss_bbox_aux_4: 0.1882 (0.1825) loss_bbox_dn_0: 0.2479 (0.2540) loss_bbox_dn_1: 0.1945 (0.1906) loss_bbox_dn_2: 0.1848 (0.1804) loss_bbox_dn_3: 0.1813 (0.1772) loss_bbox_dn_4: 0.1813 (0.1767) loss_bbox_dn_5: 0.1812 (0.1767) loss_bbox_dn_pre: 0.2530 (0.2595) loss_bbox_enc_0: 0.2282 (0.2357) loss_bbox_pre: 0.1993 (0.1965) loss_dfl: 0.9654 (0.9637) loss_fgl_aux_0: 0.9942 (0.9984) loss_fgl_aux_1: 0.9652 (0.9667) loss_fgl_aux_2: 0.9650 (0.9640) loss_fgl_aux_3: 0.9657 (0.9638) loss_fgl_aux_4: 0.9650 (0.9637) loss_fgl_dn_0: 1.0892 (1.0931) loss_fgl_dn_1: 0.9870 (0.9897) loss_fgl_dn_2: 0.9759 (0.9810) loss_fgl_dn_3: 0.9752 (0.9817) loss_fgl_dn_4: 0.9754 (0.9820) loss_fgl_dn_5: 0.9756 (0.9821) loss_giou: 0.5756 (0.5760) loss_giou_aux_0: 0.6052 (0.6024) loss_giou_aux_1: 0.5840 (0.5815) loss_giou_aux_2: 0.5751 (0.5768) loss_giou_aux_3: 0.5751 (0.5762) loss_giou_aux_4: 0.5751 (0.5761) loss_giou_dn_0: 0.5867 (0.5892) loss_giou_dn_1: 0.4840 (0.4791) loss_giou_dn_2: 0.4622 (0.4620) loss_giou_dn_3: 0.4564 (0.4576) loss_giou_dn_4: 0.4554 (0.4568) loss_giou_dn_5: 0.4556 (0.4568) loss_giou_dn_pre: 0.5860 (0.5882) loss_giou_enc_0: 0.6799 (0.6813) loss_giou_pre: 0.6023 (0.6006) loss_ddf_aux_0: 0.0547 (0.0578) loss_ddf_aux_1: 0.0077 (0.0077) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2505 (0.2586) loss_ddf_dn_1: 0.0322 (0.0334) loss_ddf_dn_2: 0.0063 (0.0068) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6843 (0.6755) loss_vfl_aux_0: 0.7878 (0.7507) loss_vfl_aux_1: 0.7534 (0.7270) loss_vfl_aux_2: 0.7116 (0.7068) loss_vfl_aux_3: 0.6896 (0.6866) loss_vfl_aux_4: 0.6873 (0.6772) loss_vfl_dn_0: 0.4883 (0.4935) loss_vfl_dn_1: 0.4346 (0.4319) loss_vfl_dn_2: 0.4210 (0.4170) loss_vfl_dn_3: 0.4104 (0.4081) loss_vfl_dn_4: 0.4056 (0.4050) loss_vfl_dn_5: 0.4043 (0.4045) loss_vfl_dn_pre: 0.4893 (0.4941) loss_vfl_enc_0: 0.7770 (0.7492) loss_vfl_pre: 0.7889 (0.7536) time: 0.7562 data: 0.0306 max mem: 9097 Epoch: [26] [1800/3696] eta: 0:28:05 lr: 0.000013 loss: 31.6353 (32.1902) loss_bbox: 0.1682 (0.1824) loss_bbox_aux_0: 0.1743 (0.1961) loss_bbox_aux_1: 0.1711 (0.1853) loss_bbox_aux_2: 0.1665 (0.1830) loss_bbox_aux_3: 0.1682 (0.1825) loss_bbox_aux_4: 0.1681 (0.1824) loss_bbox_dn_0: 0.2285 (0.2537) loss_bbox_dn_1: 0.1686 (0.1904) loss_bbox_dn_2: 0.1557 (0.1801) loss_bbox_dn_3: 0.1525 (0.1769) loss_bbox_dn_4: 0.1520 (0.1764) loss_bbox_dn_5: 0.1520 (0.1764) loss_bbox_dn_pre: 0.2350 (0.2592) loss_bbox_enc_0: 0.2167 (0.2355) loss_bbox_pre: 0.1740 (0.1963) loss_dfl: 0.9508 (0.9633) loss_fgl_aux_0: 0.9850 (0.9980) loss_fgl_aux_1: 0.9520 (0.9663) loss_fgl_aux_2: 0.9506 (0.9635) loss_fgl_aux_3: 0.9508 (0.9634) loss_fgl_aux_4: 0.9506 (0.9633) loss_fgl_dn_0: 1.0940 (1.0930) loss_fgl_dn_1: 0.9898 (0.9896) loss_fgl_dn_2: 0.9817 (0.9808) loss_fgl_dn_3: 0.9830 (0.9816) loss_fgl_dn_4: 0.9833 (0.9819) loss_fgl_dn_5: 0.9834 (0.9819) loss_giou: 0.5763 (0.5763) loss_giou_aux_0: 0.5979 (0.6026) loss_giou_aux_1: 0.5823 (0.5817) loss_giou_aux_2: 0.5761 (0.5771) loss_giou_aux_3: 0.5756 (0.5764) loss_giou_aux_4: 0.5758 (0.5763) loss_giou_dn_0: 0.5712 (0.5891) loss_giou_dn_1: 0.4644 (0.4790) loss_giou_dn_2: 0.4492 (0.4619) loss_giou_dn_3: 0.4428 (0.4575) loss_giou_dn_4: 0.4413 (0.4567) loss_giou_dn_5: 0.4413 (0.4566) loss_giou_dn_pre: 0.5681 (0.5881) loss_giou_enc_0: 0.6691 (0.6813) loss_giou_pre: 0.5963 (0.6008) loss_ddf_aux_0: 0.0555 (0.0576) loss_ddf_aux_1: 0.0073 (0.0077) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2583 (0.2579) loss_ddf_dn_1: 0.0322 (0.0333) loss_ddf_dn_2: 0.0075 (0.0068) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6575 (0.6755) loss_vfl_aux_0: 0.7227 (0.7505) loss_vfl_aux_1: 0.7117 (0.7270) loss_vfl_aux_2: 0.6960 (0.7064) loss_vfl_aux_3: 0.6776 (0.6866) loss_vfl_aux_4: 0.6632 (0.6772) loss_vfl_dn_0: 0.4906 (0.4935) loss_vfl_dn_1: 0.4269 (0.4318) loss_vfl_dn_2: 0.4121 (0.4169) loss_vfl_dn_3: 0.4015 (0.4080) loss_vfl_dn_4: 0.3969 (0.4049) loss_vfl_dn_5: 0.3955 (0.4044) loss_vfl_dn_pre: 0.4911 (0.4940) loss_vfl_enc_0: 0.7518 (0.7492) loss_vfl_pre: 0.7382 (0.7534) time: 0.7030 data: 0.0269 max mem: 9097 Epoch: [26] [1900/3696] eta: 0:26:23 lr: 0.000013 loss: 31.8959 (32.1951) loss_bbox: 0.1877 (0.1826) loss_bbox_aux_0: 0.2031 (0.1963) loss_bbox_aux_1: 0.1913 (0.1855) loss_bbox_aux_2: 0.1879 (0.1832) loss_bbox_aux_3: 0.1879 (0.1827) loss_bbox_aux_4: 0.1878 (0.1826) loss_bbox_dn_0: 0.2408 (0.2538) loss_bbox_dn_1: 0.1792 (0.1904) loss_bbox_dn_2: 0.1708 (0.1800) loss_bbox_dn_3: 0.1647 (0.1769) loss_bbox_dn_4: 0.1639 (0.1763) loss_bbox_dn_5: 0.1639 (0.1763) loss_bbox_dn_pre: 0.2547 (0.2593) loss_bbox_enc_0: 0.2403 (0.2357) loss_bbox_pre: 0.2038 (0.1966) loss_dfl: 0.9645 (0.9631) loss_fgl_aux_0: 1.0002 (0.9979) loss_fgl_aux_1: 0.9672 (0.9661) loss_fgl_aux_2: 0.9634 (0.9634) loss_fgl_aux_3: 0.9640 (0.9632) loss_fgl_aux_4: 0.9645 (0.9631) loss_fgl_dn_0: 1.1008 (1.0932) loss_fgl_dn_1: 0.9894 (0.9896) loss_fgl_dn_2: 0.9807 (0.9808) loss_fgl_dn_3: 0.9803 (0.9816) loss_fgl_dn_4: 0.9807 (0.9819) loss_fgl_dn_5: 0.9808 (0.9819) loss_giou: 0.5626 (0.5767) loss_giou_aux_0: 0.5818 (0.6031) loss_giou_aux_1: 0.5698 (0.5822) loss_giou_aux_2: 0.5636 (0.5775) loss_giou_aux_3: 0.5633 (0.5768) loss_giou_aux_4: 0.5630 (0.5767) loss_giou_dn_0: 0.5841 (0.5892) loss_giou_dn_1: 0.4644 (0.4790) loss_giou_dn_2: 0.4481 (0.4618) loss_giou_dn_3: 0.4459 (0.4574) loss_giou_dn_4: 0.4448 (0.4566) loss_giou_dn_5: 0.4449 (0.4566) loss_giou_dn_pre: 0.5842 (0.5882) loss_giou_enc_0: 0.6590 (0.6817) loss_giou_pre: 0.5816 (0.6013) loss_ddf_aux_0: 0.0577 (0.0578) loss_ddf_aux_1: 0.0083 (0.0077) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2777 (0.2583) loss_ddf_dn_1: 0.0348 (0.0333) loss_ddf_dn_2: 0.0068 (0.0068) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6757 (0.6755) loss_vfl_aux_0: 0.7423 (0.7505) loss_vfl_aux_1: 0.7242 (0.7271) loss_vfl_aux_2: 0.7002 (0.7066) loss_vfl_aux_3: 0.6881 (0.6867) loss_vfl_aux_4: 0.6825 (0.6773) loss_vfl_dn_0: 0.4928 (0.4935) loss_vfl_dn_1: 0.4274 (0.4318) loss_vfl_dn_2: 0.4128 (0.4169) loss_vfl_dn_3: 0.4063 (0.4080) loss_vfl_dn_4: 0.4041 (0.4048) loss_vfl_dn_5: 0.4032 (0.4043) loss_vfl_dn_pre: 0.4943 (0.4941) loss_vfl_enc_0: 0.7478 (0.7491) loss_vfl_pre: 0.7468 (0.7534) time: 0.7258 data: 0.0306 max mem: 9097 Epoch: [26] [2000/3696] eta: 0:24:44 lr: 0.000013 loss: 31.9314 (32.1967) loss_bbox: 0.1782 (0.1827) loss_bbox_aux_0: 0.1908 (0.1965) loss_bbox_aux_1: 0.1823 (0.1857) loss_bbox_aux_2: 0.1789 (0.1833) loss_bbox_aux_3: 0.1784 (0.1828) loss_bbox_aux_4: 0.1784 (0.1827) loss_bbox_dn_0: 0.2562 (0.2540) loss_bbox_dn_1: 0.1941 (0.1905) loss_bbox_dn_2: 0.1807 (0.1802) loss_bbox_dn_3: 0.1768 (0.1770) loss_bbox_dn_4: 0.1746 (0.1765) loss_bbox_dn_5: 0.1749 (0.1765) loss_bbox_dn_pre: 0.2637 (0.2596) loss_bbox_enc_0: 0.2302 (0.2359) loss_bbox_pre: 0.1923 (0.1967) loss_dfl: 0.9828 (0.9634) loss_fgl_aux_0: 1.0164 (0.9982) loss_fgl_aux_1: 0.9881 (0.9663) loss_fgl_aux_2: 0.9848 (0.9636) loss_fgl_aux_3: 0.9840 (0.9634) loss_fgl_aux_4: 0.9830 (0.9634) loss_fgl_dn_0: 1.0943 (1.0932) loss_fgl_dn_1: 0.9961 (0.9897) loss_fgl_dn_2: 0.9881 (0.9809) loss_fgl_dn_3: 0.9878 (0.9817) loss_fgl_dn_4: 0.9886 (0.9820) loss_fgl_dn_5: 0.9886 (0.9820) loss_giou: 0.5364 (0.5763) loss_giou_aux_0: 0.5608 (0.6027) loss_giou_aux_1: 0.5380 (0.5818) loss_giou_aux_2: 0.5359 (0.5772) loss_giou_aux_3: 0.5373 (0.5765) loss_giou_aux_4: 0.5368 (0.5764) loss_giou_dn_0: 0.5698 (0.5891) loss_giou_dn_1: 0.4558 (0.4789) loss_giou_dn_2: 0.4363 (0.4617) loss_giou_dn_3: 0.4313 (0.4573) loss_giou_dn_4: 0.4318 (0.4564) loss_giou_dn_5: 0.4318 (0.4564) loss_giou_dn_pre: 0.5700 (0.5881) loss_giou_enc_0: 0.6348 (0.6812) loss_giou_pre: 0.5589 (0.6009) loss_ddf_aux_0: 0.0526 (0.0577) loss_ddf_aux_1: 0.0069 (0.0077) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2454 (0.2580) loss_ddf_dn_1: 0.0301 (0.0332) loss_ddf_dn_2: 0.0060 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6859 (0.6757) loss_vfl_aux_0: 0.7709 (0.7506) loss_vfl_aux_1: 0.7395 (0.7272) loss_vfl_aux_2: 0.7231 (0.7066) loss_vfl_aux_3: 0.6910 (0.6868) loss_vfl_aux_4: 0.6880 (0.6775) loss_vfl_dn_0: 0.4993 (0.4936) loss_vfl_dn_1: 0.4328 (0.4319) loss_vfl_dn_2: 0.4172 (0.4169) loss_vfl_dn_3: 0.4037 (0.4080) loss_vfl_dn_4: 0.4006 (0.4049) loss_vfl_dn_5: 0.4003 (0.4043) loss_vfl_dn_pre: 0.5006 (0.4941) loss_vfl_enc_0: 0.7910 (0.7495) loss_vfl_pre: 0.7716 (0.7534) time: 0.7544 data: 0.0325 max mem: 9097 Epoch: [26] [2100/3696] eta: 0:23:09 lr: 0.000013 loss: 32.6570 (32.2033) loss_bbox: 0.1818 (0.1828) loss_bbox_aux_0: 0.1902 (0.1966) loss_bbox_aux_1: 0.1828 (0.1858) loss_bbox_aux_2: 0.1826 (0.1834) loss_bbox_aux_3: 0.1821 (0.1829) loss_bbox_aux_4: 0.1819 (0.1828) loss_bbox_dn_0: 0.2536 (0.2542) loss_bbox_dn_1: 0.1842 (0.1906) loss_bbox_dn_2: 0.1749 (0.1803) loss_bbox_dn_3: 0.1716 (0.1771) loss_bbox_dn_4: 0.1726 (0.1766) loss_bbox_dn_5: 0.1725 (0.1765) loss_bbox_dn_pre: 0.2608 (0.2597) loss_bbox_enc_0: 0.2278 (0.2360) loss_bbox_pre: 0.1920 (0.1969) loss_dfl: 0.9517 (0.9633) loss_fgl_aux_0: 0.9849 (0.9982) loss_fgl_aux_1: 0.9547 (0.9662) loss_fgl_aux_2: 0.9529 (0.9635) loss_fgl_aux_3: 0.9523 (0.9634) loss_fgl_aux_4: 0.9516 (0.9633) loss_fgl_dn_0: 1.0962 (1.0933) loss_fgl_dn_1: 0.9910 (0.9897) loss_fgl_dn_2: 0.9813 (0.9810) loss_fgl_dn_3: 0.9796 (0.9817) loss_fgl_dn_4: 0.9800 (0.9820) loss_fgl_dn_5: 0.9803 (0.9820) loss_giou: 0.5790 (0.5764) loss_giou_aux_0: 0.6103 (0.6028) loss_giou_aux_1: 0.5808 (0.5819) loss_giou_aux_2: 0.5763 (0.5772) loss_giou_aux_3: 0.5769 (0.5765) loss_giou_aux_4: 0.5777 (0.5764) loss_giou_dn_0: 0.5783 (0.5892) loss_giou_dn_1: 0.4761 (0.4789) loss_giou_dn_2: 0.4522 (0.4617) loss_giou_dn_3: 0.4473 (0.4573) loss_giou_dn_4: 0.4459 (0.4565) loss_giou_dn_5: 0.4459 (0.4565) loss_giou_dn_pre: 0.5805 (0.5882) loss_giou_enc_0: 0.6944 (0.6814) loss_giou_pre: 0.6118 (0.6010) loss_ddf_aux_0: 0.0647 (0.0579) loss_ddf_aux_1: 0.0080 (0.0077) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0004 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2630 (0.2582) loss_ddf_dn_1: 0.0328 (0.0332) loss_ddf_dn_2: 0.0069 (0.0068) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7069 (0.6762) loss_vfl_aux_0: 0.7567 (0.7510) loss_vfl_aux_1: 0.7357 (0.7275) loss_vfl_aux_2: 0.7203 (0.7071) loss_vfl_aux_3: 0.7124 (0.6872) loss_vfl_aux_4: 0.7045 (0.6779) loss_vfl_dn_0: 0.5016 (0.4937) loss_vfl_dn_1: 0.4378 (0.4320) loss_vfl_dn_2: 0.4243 (0.4170) loss_vfl_dn_3: 0.4145 (0.4081) loss_vfl_dn_4: 0.4102 (0.4049) loss_vfl_dn_5: 0.4118 (0.4044) loss_vfl_dn_pre: 0.5013 (0.4943) loss_vfl_enc_0: 0.7668 (0.7501) loss_vfl_pre: 0.7607 (0.7538) time: 0.7831 data: 0.0323 max mem: 9097 Epoch: [26] [2200/3696] eta: 0:21:30 lr: 0.000013 loss: 32.5495 (32.2132) loss_bbox: 0.1936 (0.1831) loss_bbox_aux_0: 0.2036 (0.1969) loss_bbox_aux_1: 0.1962 (0.1860) loss_bbox_aux_2: 0.1943 (0.1836) loss_bbox_aux_3: 0.1938 (0.1832) loss_bbox_aux_4: 0.1936 (0.1831) loss_bbox_dn_0: 0.2501 (0.2546) loss_bbox_dn_1: 0.1918 (0.1910) loss_bbox_dn_2: 0.1810 (0.1806) loss_bbox_dn_3: 0.1768 (0.1774) loss_bbox_dn_4: 0.1766 (0.1769) loss_bbox_dn_5: 0.1765 (0.1768) loss_bbox_dn_pre: 0.2571 (0.2601) loss_bbox_enc_0: 0.2396 (0.2363) loss_bbox_pre: 0.2030 (0.1971) loss_dfl: 0.9688 (0.9635) loss_fgl_aux_0: 1.0054 (0.9984) loss_fgl_aux_1: 0.9734 (0.9664) loss_fgl_aux_2: 0.9688 (0.9637) loss_fgl_aux_3: 0.9681 (0.9635) loss_fgl_aux_4: 0.9687 (0.9635) loss_fgl_dn_0: 1.0913 (1.0933) loss_fgl_dn_1: 0.9924 (0.9898) loss_fgl_dn_2: 0.9843 (0.9810) loss_fgl_dn_3: 0.9851 (0.9817) loss_fgl_dn_4: 0.9861 (0.9821) loss_fgl_dn_5: 0.9862 (0.9821) loss_giou: 0.5932 (0.5765) loss_giou_aux_0: 0.6165 (0.6029) loss_giou_aux_1: 0.5948 (0.5820) loss_giou_aux_2: 0.5938 (0.5773) loss_giou_aux_3: 0.5924 (0.5766) loss_giou_aux_4: 0.5931 (0.5765) loss_giou_dn_0: 0.5954 (0.5893) loss_giou_dn_1: 0.4883 (0.4791) loss_giou_dn_2: 0.4729 (0.4619) loss_giou_dn_3: 0.4691 (0.4574) loss_giou_dn_4: 0.4679 (0.4566) loss_giou_dn_5: 0.4680 (0.4566) loss_giou_dn_pre: 0.5930 (0.5883) loss_giou_enc_0: 0.7122 (0.6814) loss_giou_pre: 0.6129 (0.6011) loss_ddf_aux_0: 0.0575 (0.0579) loss_ddf_aux_1: 0.0077 (0.0077) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2561 (0.2583) loss_ddf_dn_1: 0.0353 (0.0332) loss_ddf_dn_2: 0.0074 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6769 (0.6764) loss_vfl_aux_0: 0.7811 (0.7512) loss_vfl_aux_1: 0.7584 (0.7279) loss_vfl_aux_2: 0.7293 (0.7073) loss_vfl_aux_3: 0.7057 (0.6874) loss_vfl_aux_4: 0.6830 (0.6780) loss_vfl_dn_0: 0.4917 (0.4938) loss_vfl_dn_1: 0.4405 (0.4321) loss_vfl_dn_2: 0.4242 (0.4172) loss_vfl_dn_3: 0.4147 (0.4083) loss_vfl_dn_4: 0.4131 (0.4051) loss_vfl_dn_5: 0.4134 (0.4046) loss_vfl_dn_pre: 0.4922 (0.4943) loss_vfl_enc_0: 0.7615 (0.7502) loss_vfl_pre: 0.7839 (0.7540) time: 0.7248 data: 0.0248 max mem: 9097 Epoch: [26] [2300/3696] eta: 0:19:57 lr: 0.000013 loss: 32.2078 (32.2168) loss_bbox: 0.1843 (0.1834) loss_bbox_aux_0: 0.1928 (0.1973) loss_bbox_aux_1: 0.1847 (0.1864) loss_bbox_aux_2: 0.1846 (0.1840) loss_bbox_aux_3: 0.1849 (0.1835) loss_bbox_aux_4: 0.1844 (0.1835) loss_bbox_dn_0: 0.2636 (0.2550) loss_bbox_dn_1: 0.1978 (0.1913) loss_bbox_dn_2: 0.1856 (0.1809) loss_bbox_dn_3: 0.1854 (0.1778) loss_bbox_dn_4: 0.1851 (0.1772) loss_bbox_dn_5: 0.1850 (0.1772) loss_bbox_dn_pre: 0.2699 (0.2605) loss_bbox_enc_0: 0.2373 (0.2369) loss_bbox_pre: 0.1921 (0.1976) loss_dfl: 0.9768 (0.9633) loss_fgl_aux_0: 1.0118 (0.9983) loss_fgl_aux_1: 0.9805 (0.9662) loss_fgl_aux_2: 0.9778 (0.9635) loss_fgl_aux_3: 0.9767 (0.9634) loss_fgl_aux_4: 0.9767 (0.9633) loss_fgl_dn_0: 1.0961 (1.0931) loss_fgl_dn_1: 0.9849 (0.9895) loss_fgl_dn_2: 0.9797 (0.9808) loss_fgl_dn_3: 0.9805 (0.9815) loss_fgl_dn_4: 0.9806 (0.9819) loss_fgl_dn_5: 0.9806 (0.9819) loss_giou: 0.5177 (0.5761) loss_giou_aux_0: 0.5460 (0.6025) loss_giou_aux_1: 0.5246 (0.5817) loss_giou_aux_2: 0.5179 (0.5770) loss_giou_aux_3: 0.5179 (0.5763) loss_giou_aux_4: 0.5179 (0.5762) loss_giou_dn_0: 0.5625 (0.5891) loss_giou_dn_1: 0.4495 (0.4789) loss_giou_dn_2: 0.4343 (0.4617) loss_giou_dn_3: 0.4296 (0.4572) loss_giou_dn_4: 0.4291 (0.4564) loss_giou_dn_5: 0.4292 (0.4564) loss_giou_dn_pre: 0.5581 (0.5881) loss_giou_enc_0: 0.6103 (0.6811) loss_giou_pre: 0.5460 (0.6008) loss_ddf_aux_0: 0.0598 (0.0580) loss_ddf_aux_1: 0.0079 (0.0078) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2500 (0.2584) loss_ddf_dn_1: 0.0327 (0.0332) loss_ddf_dn_2: 0.0064 (0.0068) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7091 (0.6769) loss_vfl_aux_0: 0.7830 (0.7519) loss_vfl_aux_1: 0.7367 (0.7282) loss_vfl_aux_2: 0.7208 (0.7077) loss_vfl_aux_3: 0.6942 (0.6878) loss_vfl_aux_4: 0.6939 (0.6785) loss_vfl_dn_0: 0.4921 (0.4937) loss_vfl_dn_1: 0.4311 (0.4321) loss_vfl_dn_2: 0.4163 (0.4171) loss_vfl_dn_3: 0.4072 (0.4082) loss_vfl_dn_4: 0.4031 (0.4050) loss_vfl_dn_5: 0.4033 (0.4045) loss_vfl_dn_pre: 0.4930 (0.4943) loss_vfl_enc_0: 0.7886 (0.7508) loss_vfl_pre: 0.7841 (0.7548) time: 0.7785 data: 0.0312 max mem: 9097 Epoch: [26] [2400/3696] eta: 0:18:26 lr: 0.000013 loss: 31.7720 (32.2136) loss_bbox: 0.1808 (0.1834) loss_bbox_aux_0: 0.1954 (0.1973) loss_bbox_aux_1: 0.1838 (0.1864) loss_bbox_aux_2: 0.1809 (0.1840) loss_bbox_aux_3: 0.1803 (0.1835) loss_bbox_aux_4: 0.1808 (0.1835) loss_bbox_dn_0: 0.2590 (0.2552) loss_bbox_dn_1: 0.2025 (0.1915) loss_bbox_dn_2: 0.1871 (0.1810) loss_bbox_dn_3: 0.1860 (0.1779) loss_bbox_dn_4: 0.1858 (0.1773) loss_bbox_dn_5: 0.1859 (0.1773) loss_bbox_dn_pre: 0.2669 (0.2607) loss_bbox_enc_0: 0.2297 (0.2369) loss_bbox_pre: 0.1952 (0.1976) loss_dfl: 0.9560 (0.9636) loss_fgl_aux_0: 0.9940 (0.9987) loss_fgl_aux_1: 0.9565 (0.9665) loss_fgl_aux_2: 0.9549 (0.9638) loss_fgl_aux_3: 0.9551 (0.9636) loss_fgl_aux_4: 0.9557 (0.9636) loss_fgl_dn_0: 1.0985 (1.0931) loss_fgl_dn_1: 0.9775 (0.9895) loss_fgl_dn_2: 0.9668 (0.9808) loss_fgl_dn_3: 0.9689 (0.9815) loss_fgl_dn_4: 0.9693 (0.9818) loss_fgl_dn_5: 0.9695 (0.9818) loss_giou: 0.5430 (0.5754) loss_giou_aux_0: 0.5648 (0.6018) loss_giou_aux_1: 0.5512 (0.5809) loss_giou_aux_2: 0.5460 (0.5762) loss_giou_aux_3: 0.5443 (0.5755) loss_giou_aux_4: 0.5431 (0.5754) loss_giou_dn_0: 0.5520 (0.5889) loss_giou_dn_1: 0.4435 (0.4787) loss_giou_dn_2: 0.4270 (0.4615) loss_giou_dn_3: 0.4219 (0.4570) loss_giou_dn_4: 0.4224 (0.4562) loss_giou_dn_5: 0.4228 (0.4562) loss_giou_dn_pre: 0.5568 (0.5879) loss_giou_enc_0: 0.6619 (0.6803) loss_giou_pre: 0.5669 (0.6000) loss_ddf_aux_0: 0.0618 (0.0581) loss_ddf_aux_1: 0.0082 (0.0078) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2660 (0.2584) loss_ddf_dn_1: 0.0340 (0.0332) loss_ddf_dn_2: 0.0069 (0.0067) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6534 (0.6771) loss_vfl_aux_0: 0.7305 (0.7522) loss_vfl_aux_1: 0.6874 (0.7284) loss_vfl_aux_2: 0.6747 (0.7078) loss_vfl_aux_3: 0.6649 (0.6880) loss_vfl_aux_4: 0.6515 (0.6787) loss_vfl_dn_0: 0.4965 (0.4937) loss_vfl_dn_1: 0.4323 (0.4321) loss_vfl_dn_2: 0.4174 (0.4171) loss_vfl_dn_3: 0.4043 (0.4082) loss_vfl_dn_4: 0.4048 (0.4050) loss_vfl_dn_5: 0.4041 (0.4045) loss_vfl_dn_pre: 0.4977 (0.4943) loss_vfl_enc_0: 0.7261 (0.7512) loss_vfl_pre: 0.7340 (0.7550) time: 0.7300 data: 0.0247 max mem: 9097 Epoch: [26] [2500/3696] eta: 0:16:57 lr: 0.000013 loss: 32.0141 (32.2175) loss_bbox: 0.1778 (0.1835) loss_bbox_aux_0: 0.1959 (0.1974) loss_bbox_aux_1: 0.1841 (0.1865) loss_bbox_aux_2: 0.1800 (0.1840) loss_bbox_aux_3: 0.1782 (0.1836) loss_bbox_aux_4: 0.1780 (0.1835) loss_bbox_dn_0: 0.2481 (0.2552) loss_bbox_dn_1: 0.1906 (0.1915) loss_bbox_dn_2: 0.1797 (0.1811) loss_bbox_dn_3: 0.1811 (0.1779) loss_bbox_dn_4: 0.1800 (0.1774) loss_bbox_dn_5: 0.1799 (0.1774) loss_bbox_dn_pre: 0.2525 (0.2607) loss_bbox_enc_0: 0.2244 (0.2370) loss_bbox_pre: 0.1968 (0.1976) loss_dfl: 0.9800 (0.9635) loss_fgl_aux_0: 1.0151 (0.9986) loss_fgl_aux_1: 0.9832 (0.9665) loss_fgl_aux_2: 0.9791 (0.9638) loss_fgl_aux_3: 0.9801 (0.9636) loss_fgl_aux_4: 0.9801 (0.9635) loss_fgl_dn_0: 1.0964 (1.0931) loss_fgl_dn_1: 0.9894 (0.9894) loss_fgl_dn_2: 0.9801 (0.9807) loss_fgl_dn_3: 0.9796 (0.9814) loss_fgl_dn_4: 0.9798 (0.9817) loss_fgl_dn_5: 0.9798 (0.9817) loss_giou: 0.5775 (0.5756) loss_giou_aux_0: 0.6093 (0.6021) loss_giou_aux_1: 0.5831 (0.5812) loss_giou_aux_2: 0.5780 (0.5765) loss_giou_aux_3: 0.5774 (0.5758) loss_giou_aux_4: 0.5772 (0.5756) loss_giou_dn_0: 0.5823 (0.5892) loss_giou_dn_1: 0.4767 (0.4790) loss_giou_dn_2: 0.4594 (0.4618) loss_giou_dn_3: 0.4566 (0.4573) loss_giou_dn_4: 0.4570 (0.4565) loss_giou_dn_5: 0.4567 (0.4565) loss_giou_dn_pre: 0.5819 (0.5882) loss_giou_enc_0: 0.6973 (0.6808) loss_giou_pre: 0.6091 (0.6003) loss_ddf_aux_0: 0.0621 (0.0582) loss_ddf_aux_1: 0.0082 (0.0078) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2604 (0.2586) loss_ddf_dn_1: 0.0323 (0.0332) loss_ddf_dn_2: 0.0067 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7042 (0.6770) loss_vfl_aux_0: 0.7559 (0.7520) loss_vfl_aux_1: 0.7301 (0.7283) loss_vfl_aux_2: 0.7307 (0.7077) loss_vfl_aux_3: 0.7153 (0.6879) loss_vfl_aux_4: 0.7079 (0.6786) loss_vfl_dn_0: 0.4930 (0.4938) loss_vfl_dn_1: 0.4309 (0.4321) loss_vfl_dn_2: 0.4147 (0.4171) loss_vfl_dn_3: 0.4072 (0.4082) loss_vfl_dn_4: 0.4020 (0.4050) loss_vfl_dn_5: 0.4031 (0.4045) loss_vfl_dn_pre: 0.4936 (0.4943) loss_vfl_enc_0: 0.7592 (0.7511) loss_vfl_pre: 0.7565 (0.7549) time: 0.7042 data: 0.0203 max mem: 9097 Epoch: [26] [2600/3696] eta: 0:15:29 lr: 0.000013 loss: 32.2475 (32.2194) loss_bbox: 0.1791 (0.1835) loss_bbox_aux_0: 0.1921 (0.1973) loss_bbox_aux_1: 0.1852 (0.1864) loss_bbox_aux_2: 0.1803 (0.1840) loss_bbox_aux_3: 0.1790 (0.1835) loss_bbox_aux_4: 0.1791 (0.1835) loss_bbox_dn_0: 0.2426 (0.2551) loss_bbox_dn_1: 0.1723 (0.1914) loss_bbox_dn_2: 0.1644 (0.1810) loss_bbox_dn_3: 0.1632 (0.1779) loss_bbox_dn_4: 0.1625 (0.1773) loss_bbox_dn_5: 0.1623 (0.1773) loss_bbox_dn_pre: 0.2486 (0.2606) loss_bbox_enc_0: 0.2332 (0.2369) loss_bbox_pre: 0.1926 (0.1975) loss_dfl: 0.9670 (0.9634) loss_fgl_aux_0: 1.0059 (0.9984) loss_fgl_aux_1: 0.9699 (0.9663) loss_fgl_aux_2: 0.9655 (0.9636) loss_fgl_aux_3: 0.9661 (0.9634) loss_fgl_aux_4: 0.9669 (0.9634) loss_fgl_dn_0: 1.0903 (1.0931) loss_fgl_dn_1: 0.9889 (0.9894) loss_fgl_dn_2: 0.9788 (0.9807) loss_fgl_dn_3: 0.9795 (0.9814) loss_fgl_dn_4: 0.9798 (0.9817) loss_fgl_dn_5: 0.9798 (0.9817) loss_giou: 0.5569 (0.5760) loss_giou_aux_0: 0.5878 (0.6024) loss_giou_aux_1: 0.5660 (0.5815) loss_giou_aux_2: 0.5568 (0.5768) loss_giou_aux_3: 0.5571 (0.5761) loss_giou_aux_4: 0.5569 (0.5760) loss_giou_dn_0: 0.5952 (0.5893) loss_giou_dn_1: 0.4840 (0.4790) loss_giou_dn_2: 0.4653 (0.4619) loss_giou_dn_3: 0.4625 (0.4574) loss_giou_dn_4: 0.4629 (0.4566) loss_giou_dn_5: 0.4628 (0.4566) loss_giou_dn_pre: 0.5904 (0.5883) loss_giou_enc_0: 0.6594 (0.6812) loss_giou_pre: 0.5838 (0.6007) loss_ddf_aux_0: 0.0559 (0.0582) loss_ddf_aux_1: 0.0074 (0.0078) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2544 (0.2585) loss_ddf_dn_1: 0.0313 (0.0331) loss_ddf_dn_2: 0.0060 (0.0067) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6561 (0.6770) loss_vfl_aux_0: 0.7412 (0.7522) loss_vfl_aux_1: 0.7318 (0.7283) loss_vfl_aux_2: 0.7022 (0.7080) loss_vfl_aux_3: 0.6604 (0.6880) loss_vfl_aux_4: 0.6605 (0.6786) loss_vfl_dn_0: 0.4880 (0.4937) loss_vfl_dn_1: 0.4359 (0.4320) loss_vfl_dn_2: 0.4185 (0.4171) loss_vfl_dn_3: 0.4061 (0.4082) loss_vfl_dn_4: 0.4037 (0.4050) loss_vfl_dn_5: 0.4032 (0.4044) loss_vfl_dn_pre: 0.4880 (0.4943) loss_vfl_enc_0: 0.7437 (0.7513) loss_vfl_pre: 0.7473 (0.7551) time: 0.7459 data: 0.0242 max mem: 9097 Epoch: [26] [2700/3696] eta: 0:14:01 lr: 0.000013 loss: 32.1884 (32.2251) loss_bbox: 0.1671 (0.1834) loss_bbox_aux_0: 0.1822 (0.1973) loss_bbox_aux_1: 0.1703 (0.1864) loss_bbox_aux_2: 0.1687 (0.1840) loss_bbox_aux_3: 0.1670 (0.1835) loss_bbox_aux_4: 0.1672 (0.1835) loss_bbox_dn_0: 0.2518 (0.2553) loss_bbox_dn_1: 0.1956 (0.1916) loss_bbox_dn_2: 0.1840 (0.1811) loss_bbox_dn_3: 0.1813 (0.1780) loss_bbox_dn_4: 0.1811 (0.1774) loss_bbox_dn_5: 0.1811 (0.1774) loss_bbox_dn_pre: 0.2563 (0.2608) loss_bbox_enc_0: 0.2221 (0.2369) loss_bbox_pre: 0.1819 (0.1975) loss_dfl: 0.9785 (0.9637) loss_fgl_aux_0: 1.0157 (0.9988) loss_fgl_aux_1: 0.9811 (0.9666) loss_fgl_aux_2: 0.9796 (0.9639) loss_fgl_aux_3: 0.9799 (0.9637) loss_fgl_aux_4: 0.9785 (0.9637) loss_fgl_dn_0: 1.0895 (1.0931) loss_fgl_dn_1: 0.9941 (0.9895) loss_fgl_dn_2: 0.9852 (0.9808) loss_fgl_dn_3: 0.9873 (0.9815) loss_fgl_dn_4: 0.9877 (0.9818) loss_fgl_dn_5: 0.9877 (0.9818) loss_giou: 0.5482 (0.5756) loss_giou_aux_0: 0.5708 (0.6020) loss_giou_aux_1: 0.5532 (0.5811) loss_giou_aux_2: 0.5470 (0.5764) loss_giou_aux_3: 0.5478 (0.5757) loss_giou_aux_4: 0.5482 (0.5756) loss_giou_dn_0: 0.5900 (0.5895) loss_giou_dn_1: 0.4846 (0.4792) loss_giou_dn_2: 0.4665 (0.4619) loss_giou_dn_3: 0.4600 (0.4575) loss_giou_dn_4: 0.4594 (0.4567) loss_giou_dn_5: 0.4596 (0.4567) loss_giou_dn_pre: 0.5875 (0.5885) loss_giou_enc_0: 0.6535 (0.6809) loss_giou_pre: 0.5685 (0.6003) loss_ddf_aux_0: 0.0597 (0.0582) loss_ddf_aux_1: 0.0078 (0.0078) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2611 (0.2587) loss_ddf_dn_1: 0.0343 (0.0332) loss_ddf_dn_2: 0.0066 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6848 (0.6773) loss_vfl_aux_0: 0.7775 (0.7529) loss_vfl_aux_1: 0.7464 (0.7289) loss_vfl_aux_2: 0.7233 (0.7085) loss_vfl_aux_3: 0.7007 (0.6884) loss_vfl_aux_4: 0.6932 (0.6790) loss_vfl_dn_0: 0.4942 (0.4937) loss_vfl_dn_1: 0.4354 (0.4321) loss_vfl_dn_2: 0.4180 (0.4171) loss_vfl_dn_3: 0.4088 (0.4082) loss_vfl_dn_4: 0.4066 (0.4050) loss_vfl_dn_5: 0.4077 (0.4045) loss_vfl_dn_pre: 0.4944 (0.4943) loss_vfl_enc_0: 0.7756 (0.7518) loss_vfl_pre: 0.7860 (0.7557) time: 0.7552 data: 0.0246 max mem: 9097 Epoch: [26] [2800/3696] eta: 0:12:34 lr: 0.000013 loss: 32.2491 (32.2247) loss_bbox: 0.1861 (0.1835) loss_bbox_aux_0: 0.2018 (0.1973) loss_bbox_aux_1: 0.1899 (0.1864) loss_bbox_aux_2: 0.1851 (0.1840) loss_bbox_aux_3: 0.1860 (0.1836) loss_bbox_aux_4: 0.1861 (0.1835) loss_bbox_dn_0: 0.2483 (0.2554) loss_bbox_dn_1: 0.1885 (0.1916) loss_bbox_dn_2: 0.1742 (0.1812) loss_bbox_dn_3: 0.1715 (0.1780) loss_bbox_dn_4: 0.1705 (0.1774) loss_bbox_dn_5: 0.1706 (0.1774) loss_bbox_dn_pre: 0.2560 (0.2609) loss_bbox_enc_0: 0.2408 (0.2370) loss_bbox_pre: 0.1993 (0.1975) loss_dfl: 0.9727 (0.9636) loss_fgl_aux_0: 1.0061 (0.9987) loss_fgl_aux_1: 0.9727 (0.9665) loss_fgl_aux_2: 0.9716 (0.9638) loss_fgl_aux_3: 0.9721 (0.9636) loss_fgl_aux_4: 0.9725 (0.9636) loss_fgl_dn_0: 1.0914 (1.0931) loss_fgl_dn_1: 0.9838 (0.9894) loss_fgl_dn_2: 0.9751 (0.9806) loss_fgl_dn_3: 0.9759 (0.9813) loss_fgl_dn_4: 0.9765 (0.9817) loss_fgl_dn_5: 0.9765 (0.9817) loss_giou: 0.5725 (0.5755) loss_giou_aux_0: 0.6038 (0.6020) loss_giou_aux_1: 0.5798 (0.5811) loss_giou_aux_2: 0.5746 (0.5763) loss_giou_aux_3: 0.5728 (0.5756) loss_giou_aux_4: 0.5725 (0.5755) loss_giou_dn_0: 0.5884 (0.5894) loss_giou_dn_1: 0.4778 (0.4791) loss_giou_dn_2: 0.4673 (0.4619) loss_giou_dn_3: 0.4595 (0.4574) loss_giou_dn_4: 0.4588 (0.4566) loss_giou_dn_5: 0.4587 (0.4566) loss_giou_dn_pre: 0.5862 (0.5884) loss_giou_enc_0: 0.6804 (0.6810) loss_giou_pre: 0.6033 (0.6002) loss_ddf_aux_0: 0.0539 (0.0583) loss_ddf_aux_1: 0.0072 (0.0078) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2505 (0.2588) loss_ddf_dn_1: 0.0321 (0.0332) loss_ddf_dn_2: 0.0063 (0.0067) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6727 (0.6775) loss_vfl_aux_0: 0.7476 (0.7533) loss_vfl_aux_1: 0.7227 (0.7290) loss_vfl_aux_2: 0.6949 (0.7085) loss_vfl_aux_3: 0.6790 (0.6886) loss_vfl_aux_4: 0.6721 (0.6791) loss_vfl_dn_0: 0.4933 (0.4937) loss_vfl_dn_1: 0.4286 (0.4320) loss_vfl_dn_2: 0.4153 (0.4171) loss_vfl_dn_3: 0.4045 (0.4081) loss_vfl_dn_4: 0.3995 (0.4049) loss_vfl_dn_5: 0.3995 (0.4044) loss_vfl_dn_pre: 0.4929 (0.4943) loss_vfl_enc_0: 0.7277 (0.7518) loss_vfl_pre: 0.7490 (0.7561) time: 0.7648 data: 0.0369 max mem: 9097 Epoch: [26] [2900/3696] eta: 0:11:08 lr: 0.000013 loss: 32.0843 (32.2266) loss_bbox: 0.1708 (0.1833) loss_bbox_aux_0: 0.1794 (0.1972) loss_bbox_aux_1: 0.1735 (0.1863) loss_bbox_aux_2: 0.1725 (0.1839) loss_bbox_aux_3: 0.1715 (0.1834) loss_bbox_aux_4: 0.1709 (0.1834) loss_bbox_dn_0: 0.2226 (0.2552) loss_bbox_dn_1: 0.1636 (0.1914) loss_bbox_dn_2: 0.1546 (0.1810) loss_bbox_dn_3: 0.1504 (0.1778) loss_bbox_dn_4: 0.1495 (0.1772) loss_bbox_dn_5: 0.1495 (0.1772) loss_bbox_dn_pre: 0.2234 (0.2606) loss_bbox_enc_0: 0.2191 (0.2368) loss_bbox_pre: 0.1817 (0.1974) loss_dfl: 0.9679 (0.9635) loss_fgl_aux_0: 1.0110 (0.9986) loss_fgl_aux_1: 0.9732 (0.9664) loss_fgl_aux_2: 0.9683 (0.9637) loss_fgl_aux_3: 0.9676 (0.9635) loss_fgl_aux_4: 0.9681 (0.9635) loss_fgl_dn_0: 1.0994 (1.0931) loss_fgl_dn_1: 0.9969 (0.9894) loss_fgl_dn_2: 0.9896 (0.9806) loss_fgl_dn_3: 0.9903 (0.9813) loss_fgl_dn_4: 0.9911 (0.9817) loss_fgl_dn_5: 0.9912 (0.9817) loss_giou: 0.5648 (0.5759) loss_giou_aux_0: 0.5903 (0.6023) loss_giou_aux_1: 0.5694 (0.5814) loss_giou_aux_2: 0.5640 (0.5767) loss_giou_aux_3: 0.5642 (0.5760) loss_giou_aux_4: 0.5649 (0.5759) loss_giou_dn_0: 0.6057 (0.5897) loss_giou_dn_1: 0.4864 (0.4794) loss_giou_dn_2: 0.4663 (0.4622) loss_giou_dn_3: 0.4609 (0.4577) loss_giou_dn_4: 0.4604 (0.4569) loss_giou_dn_5: 0.4605 (0.4569) loss_giou_dn_pre: 0.6041 (0.5887) loss_giou_enc_0: 0.6619 (0.6814) loss_giou_pre: 0.5890 (0.6006) loss_ddf_aux_0: 0.0559 (0.0583) loss_ddf_aux_1: 0.0074 (0.0078) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2628 (0.2590) loss_ddf_dn_1: 0.0311 (0.0332) loss_ddf_dn_2: 0.0060 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6672 (0.6774) loss_vfl_aux_0: 0.7422 (0.7533) loss_vfl_aux_1: 0.7268 (0.7290) loss_vfl_aux_2: 0.7000 (0.7085) loss_vfl_aux_3: 0.6642 (0.6885) loss_vfl_aux_4: 0.6697 (0.6790) loss_vfl_dn_0: 0.4910 (0.4937) loss_vfl_dn_1: 0.4308 (0.4321) loss_vfl_dn_2: 0.4212 (0.4171) loss_vfl_dn_3: 0.4084 (0.4082) loss_vfl_dn_4: 0.4068 (0.4050) loss_vfl_dn_5: 0.4063 (0.4045) loss_vfl_dn_pre: 0.4908 (0.4942) loss_vfl_enc_0: 0.7208 (0.7516) loss_vfl_pre: 0.7403 (0.7561) time: 0.7108 data: 0.0241 max mem: 9097 Epoch: [26] [3000/3696] eta: 0:09:41 lr: 0.000013 loss: 32.2112 (32.2212) loss_bbox: 0.1711 (0.1832) loss_bbox_aux_0: 0.1900 (0.1970) loss_bbox_aux_1: 0.1756 (0.1861) loss_bbox_aux_2: 0.1729 (0.1837) loss_bbox_aux_3: 0.1710 (0.1832) loss_bbox_aux_4: 0.1711 (0.1832) loss_bbox_dn_0: 0.2424 (0.2550) loss_bbox_dn_1: 0.1772 (0.1913) loss_bbox_dn_2: 0.1678 (0.1809) loss_bbox_dn_3: 0.1628 (0.1776) loss_bbox_dn_4: 0.1609 (0.1771) loss_bbox_dn_5: 0.1608 (0.1771) loss_bbox_dn_pre: 0.2446 (0.2605) loss_bbox_enc_0: 0.2301 (0.2366) loss_bbox_pre: 0.1892 (0.1972) loss_dfl: 0.9624 (0.9636) loss_fgl_aux_0: 1.0058 (0.9988) loss_fgl_aux_1: 0.9667 (0.9665) loss_fgl_aux_2: 0.9643 (0.9639) loss_fgl_aux_3: 0.9625 (0.9637) loss_fgl_aux_4: 0.9627 (0.9636) loss_fgl_dn_0: 1.0894 (1.0932) loss_fgl_dn_1: 0.9901 (0.9894) loss_fgl_dn_2: 0.9825 (0.9806) loss_fgl_dn_3: 0.9834 (0.9813) loss_fgl_dn_4: 0.9838 (0.9817) loss_fgl_dn_5: 0.9837 (0.9817) loss_giou: 0.5366 (0.5755) loss_giou_aux_0: 0.5626 (0.6020) loss_giou_aux_1: 0.5412 (0.5811) loss_giou_aux_2: 0.5382 (0.5763) loss_giou_aux_3: 0.5368 (0.5757) loss_giou_aux_4: 0.5366 (0.5755) loss_giou_dn_0: 0.5870 (0.5896) loss_giou_dn_1: 0.4737 (0.4792) loss_giou_dn_2: 0.4541 (0.4620) loss_giou_dn_3: 0.4479 (0.4575) loss_giou_dn_4: 0.4475 (0.4567) loss_giou_dn_5: 0.4474 (0.4567) loss_giou_dn_pre: 0.5856 (0.5886) loss_giou_enc_0: 0.6483 (0.6811) loss_giou_pre: 0.5610 (0.6003) loss_ddf_aux_0: 0.0557 (0.0583) loss_ddf_aux_1: 0.0073 (0.0078) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2616 (0.2591) loss_ddf_dn_1: 0.0338 (0.0332) loss_ddf_dn_2: 0.0069 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6827 (0.6776) loss_vfl_aux_0: 0.7372 (0.7534) loss_vfl_aux_1: 0.7068 (0.7289) loss_vfl_aux_2: 0.6979 (0.7086) loss_vfl_aux_3: 0.6911 (0.6886) loss_vfl_aux_4: 0.6771 (0.6792) loss_vfl_dn_0: 0.4920 (0.4936) loss_vfl_dn_1: 0.4328 (0.4319) loss_vfl_dn_2: 0.4151 (0.4170) loss_vfl_dn_3: 0.4076 (0.4080) loss_vfl_dn_4: 0.4028 (0.4048) loss_vfl_dn_5: 0.4000 (0.4043) loss_vfl_dn_pre: 0.4933 (0.4942) loss_vfl_enc_0: 0.7485 (0.7517) loss_vfl_pre: 0.7423 (0.7562) time: 0.7515 data: 0.0316 max mem: 9097 Epoch: [26] [3100/3696] eta: 0:08:16 lr: 0.000013 loss: 31.9792 (32.2197) loss_bbox: 0.1690 (0.1831) loss_bbox_aux_0: 0.1835 (0.1968) loss_bbox_aux_1: 0.1708 (0.1860) loss_bbox_aux_2: 0.1682 (0.1836) loss_bbox_aux_3: 0.1691 (0.1832) loss_bbox_aux_4: 0.1689 (0.1831) loss_bbox_dn_0: 0.2400 (0.2549) loss_bbox_dn_1: 0.1779 (0.1912) loss_bbox_dn_2: 0.1683 (0.1808) loss_bbox_dn_3: 0.1633 (0.1776) loss_bbox_dn_4: 0.1626 (0.1770) loss_bbox_dn_5: 0.1625 (0.1770) loss_bbox_dn_pre: 0.2468 (0.2604) loss_bbox_enc_0: 0.2175 (0.2365) loss_bbox_pre: 0.1840 (0.1971) loss_dfl: 0.9783 (0.9638) loss_fgl_aux_0: 1.0154 (0.9989) loss_fgl_aux_1: 0.9799 (0.9667) loss_fgl_aux_2: 0.9774 (0.9640) loss_fgl_aux_3: 0.9787 (0.9638) loss_fgl_aux_4: 0.9783 (0.9638) loss_fgl_dn_0: 1.1038 (1.0933) loss_fgl_dn_1: 0.9963 (0.9894) loss_fgl_dn_2: 0.9866 (0.9806) loss_fgl_dn_3: 0.9871 (0.9813) loss_fgl_dn_4: 0.9875 (0.9817) loss_fgl_dn_5: 0.9875 (0.9817) loss_giou: 0.5404 (0.5754) loss_giou_aux_0: 0.5680 (0.6019) loss_giou_aux_1: 0.5469 (0.5810) loss_giou_aux_2: 0.5428 (0.5762) loss_giou_aux_3: 0.5412 (0.5756) loss_giou_aux_4: 0.5404 (0.5754) loss_giou_dn_0: 0.5820 (0.5896) loss_giou_dn_1: 0.4666 (0.4792) loss_giou_dn_2: 0.4474 (0.4620) loss_giou_dn_3: 0.4430 (0.4575) loss_giou_dn_4: 0.4438 (0.4567) loss_giou_dn_5: 0.4438 (0.4567) loss_giou_dn_pre: 0.5776 (0.5886) loss_giou_enc_0: 0.6428 (0.6810) loss_giou_pre: 0.5664 (0.6002) loss_ddf_aux_0: 0.0536 (0.0581) loss_ddf_aux_1: 0.0071 (0.0078) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2494 (0.2591) loss_ddf_dn_1: 0.0328 (0.0332) loss_ddf_dn_2: 0.0067 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6793 (0.6776) loss_vfl_aux_0: 0.7589 (0.7534) loss_vfl_aux_1: 0.7363 (0.7289) loss_vfl_aux_2: 0.7206 (0.7086) loss_vfl_aux_3: 0.6942 (0.6886) loss_vfl_aux_4: 0.6819 (0.6792) loss_vfl_dn_0: 0.4877 (0.4936) loss_vfl_dn_1: 0.4267 (0.4319) loss_vfl_dn_2: 0.4158 (0.4170) loss_vfl_dn_3: 0.4064 (0.4080) loss_vfl_dn_4: 0.4039 (0.4048) loss_vfl_dn_5: 0.4028 (0.4043) loss_vfl_dn_pre: 0.4880 (0.4942) loss_vfl_enc_0: 0.7395 (0.7518) loss_vfl_pre: 0.7587 (0.7562) time: 0.7449 data: 0.0309 max mem: 9097 Epoch: [26] [3200/3696] eta: 0:06:52 lr: 0.000013 loss: 31.7509 (32.2191) loss_bbox: 0.1649 (0.1830) loss_bbox_aux_0: 0.1791 (0.1967) loss_bbox_aux_1: 0.1680 (0.1859) loss_bbox_aux_2: 0.1652 (0.1835) loss_bbox_aux_3: 0.1651 (0.1830) loss_bbox_aux_4: 0.1649 (0.1830) loss_bbox_dn_0: 0.2311 (0.2548) loss_bbox_dn_1: 0.1764 (0.1911) loss_bbox_dn_2: 0.1628 (0.1807) loss_bbox_dn_3: 0.1605 (0.1775) loss_bbox_dn_4: 0.1596 (0.1769) loss_bbox_dn_5: 0.1595 (0.1769) loss_bbox_dn_pre: 0.2391 (0.2602) loss_bbox_enc_0: 0.2185 (0.2363) loss_bbox_pre: 0.1782 (0.1970) loss_dfl: 0.9718 (0.9638) loss_fgl_aux_0: 1.0087 (0.9989) loss_fgl_aux_1: 0.9721 (0.9667) loss_fgl_aux_2: 0.9722 (0.9641) loss_fgl_aux_3: 0.9717 (0.9639) loss_fgl_aux_4: 0.9717 (0.9639) loss_fgl_dn_0: 1.0999 (1.0933) loss_fgl_dn_1: 0.9854 (0.9895) loss_fgl_dn_2: 0.9765 (0.9807) loss_fgl_dn_3: 0.9774 (0.9814) loss_fgl_dn_4: 0.9773 (0.9818) loss_fgl_dn_5: 0.9774 (0.9818) loss_giou: 0.5244 (0.5756) loss_giou_aux_0: 0.5560 (0.6020) loss_giou_aux_1: 0.5353 (0.5811) loss_giou_aux_2: 0.5297 (0.5764) loss_giou_aux_3: 0.5279 (0.5757) loss_giou_aux_4: 0.5250 (0.5756) loss_giou_dn_0: 0.5765 (0.5897) loss_giou_dn_1: 0.4701 (0.4793) loss_giou_dn_2: 0.4528 (0.4620) loss_giou_dn_3: 0.4499 (0.4575) loss_giou_dn_4: 0.4491 (0.4567) loss_giou_dn_5: 0.4490 (0.4567) loss_giou_dn_pre: 0.5753 (0.5887) loss_giou_enc_0: 0.6348 (0.6812) loss_giou_pre: 0.5516 (0.6003) loss_ddf_aux_0: 0.0583 (0.0582) loss_ddf_aux_1: 0.0075 (0.0078) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2532 (0.2593) loss_ddf_dn_1: 0.0328 (0.0333) loss_ddf_dn_2: 0.0065 (0.0067) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6690 (0.6776) loss_vfl_aux_0: 0.7404 (0.7532) loss_vfl_aux_1: 0.7168 (0.7287) loss_vfl_aux_2: 0.6936 (0.7084) loss_vfl_aux_3: 0.6740 (0.6885) loss_vfl_aux_4: 0.6740 (0.6792) loss_vfl_dn_0: 0.4934 (0.4936) loss_vfl_dn_1: 0.4216 (0.4318) loss_vfl_dn_2: 0.4103 (0.4169) loss_vfl_dn_3: 0.4008 (0.4080) loss_vfl_dn_4: 0.3969 (0.4048) loss_vfl_dn_5: 0.3971 (0.4043) loss_vfl_dn_pre: 0.4939 (0.4941) loss_vfl_enc_0: 0.7448 (0.7514) loss_vfl_pre: 0.7443 (0.7560) time: 0.7532 data: 0.0318 max mem: 9097 Epoch: [26] [3300/3696] eta: 0:05:28 lr: 0.000013 loss: 31.8816 (32.2223) loss_bbox: 0.1749 (0.1829) loss_bbox_aux_0: 0.1848 (0.1967) loss_bbox_aux_1: 0.1773 (0.1859) loss_bbox_aux_2: 0.1760 (0.1835) loss_bbox_aux_3: 0.1747 (0.1830) loss_bbox_aux_4: 0.1748 (0.1830) loss_bbox_dn_0: 0.2722 (0.2548) loss_bbox_dn_1: 0.1999 (0.1911) loss_bbox_dn_2: 0.1891 (0.1807) loss_bbox_dn_3: 0.1866 (0.1775) loss_bbox_dn_4: 0.1859 (0.1769) loss_bbox_dn_5: 0.1858 (0.1769) loss_bbox_dn_pre: 0.2769 (0.2603) loss_bbox_enc_0: 0.2255 (0.2363) loss_bbox_pre: 0.1873 (0.1970) loss_dfl: 0.9761 (0.9642) loss_fgl_aux_0: 1.0064 (0.9992) loss_fgl_aux_1: 0.9801 (0.9671) loss_fgl_aux_2: 0.9767 (0.9644) loss_fgl_aux_3: 0.9766 (0.9642) loss_fgl_aux_4: 0.9759 (0.9642) loss_fgl_dn_0: 1.0963 (1.0935) loss_fgl_dn_1: 0.9870 (0.9897) loss_fgl_dn_2: 0.9778 (0.9809) loss_fgl_dn_3: 0.9780 (0.9816) loss_fgl_dn_4: 0.9787 (0.9820) loss_fgl_dn_5: 0.9786 (0.9820) loss_giou: 0.5298 (0.5754) loss_giou_aux_0: 0.5575 (0.6019) loss_giou_aux_1: 0.5370 (0.5810) loss_giou_aux_2: 0.5290 (0.5762) loss_giou_aux_3: 0.5295 (0.5755) loss_giou_aux_4: 0.5300 (0.5754) loss_giou_dn_0: 0.5837 (0.5896) loss_giou_dn_1: 0.4705 (0.4792) loss_giou_dn_2: 0.4493 (0.4619) loss_giou_dn_3: 0.4449 (0.4575) loss_giou_dn_4: 0.4444 (0.4567) loss_giou_dn_5: 0.4443 (0.4566) loss_giou_dn_pre: 0.5820 (0.5886) loss_giou_enc_0: 0.6357 (0.6811) loss_giou_pre: 0.5535 (0.6001) loss_ddf_aux_0: 0.0542 (0.0582) loss_ddf_aux_1: 0.0080 (0.0078) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2659 (0.2595) loss_ddf_dn_1: 0.0357 (0.0333) loss_ddf_dn_2: 0.0074 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6885 (0.6777) loss_vfl_aux_0: 0.7747 (0.7533) loss_vfl_aux_1: 0.7538 (0.7288) loss_vfl_aux_2: 0.7316 (0.7086) loss_vfl_aux_3: 0.7119 (0.6887) loss_vfl_aux_4: 0.6879 (0.6793) loss_vfl_dn_0: 0.4918 (0.4936) loss_vfl_dn_1: 0.4270 (0.4318) loss_vfl_dn_2: 0.4090 (0.4170) loss_vfl_dn_3: 0.4015 (0.4081) loss_vfl_dn_4: 0.3972 (0.4049) loss_vfl_dn_5: 0.3962 (0.4044) loss_vfl_dn_pre: 0.4930 (0.4941) loss_vfl_enc_0: 0.7772 (0.7516) loss_vfl_pre: 0.7820 (0.7562) time: 0.7487 data: 0.0269 max mem: 9097 Epoch: [26] [3400/3696] eta: 0:04:04 lr: 0.000013 loss: 31.9186 (32.2233) loss_bbox: 0.1900 (0.1831) loss_bbox_aux_0: 0.2012 (0.1968) loss_bbox_aux_1: 0.1907 (0.1860) loss_bbox_aux_2: 0.1896 (0.1836) loss_bbox_aux_3: 0.1900 (0.1831) loss_bbox_aux_4: 0.1900 (0.1831) loss_bbox_dn_0: 0.2583 (0.2548) loss_bbox_dn_1: 0.1942 (0.1911) loss_bbox_dn_2: 0.1791 (0.1807) loss_bbox_dn_3: 0.1763 (0.1775) loss_bbox_dn_4: 0.1754 (0.1769) loss_bbox_dn_5: 0.1751 (0.1769) loss_bbox_dn_pre: 0.2629 (0.2602) loss_bbox_enc_0: 0.2441 (0.2364) loss_bbox_pre: 0.2009 (0.1970) loss_dfl: 0.9662 (0.9641) loss_fgl_aux_0: 1.0030 (0.9991) loss_fgl_aux_1: 0.9685 (0.9670) loss_fgl_aux_2: 0.9652 (0.9643) loss_fgl_aux_3: 0.9664 (0.9641) loss_fgl_aux_4: 0.9662 (0.9641) loss_fgl_dn_0: 1.0839 (1.0934) loss_fgl_dn_1: 0.9886 (0.9896) loss_fgl_dn_2: 0.9830 (0.9809) loss_fgl_dn_3: 0.9827 (0.9816) loss_fgl_dn_4: 0.9827 (0.9819) loss_fgl_dn_5: 0.9827 (0.9819) loss_giou: 0.5736 (0.5757) loss_giou_aux_0: 0.5946 (0.6021) loss_giou_aux_1: 0.5756 (0.5812) loss_giou_aux_2: 0.5732 (0.5765) loss_giou_aux_3: 0.5732 (0.5758) loss_giou_aux_4: 0.5737 (0.5757) loss_giou_dn_0: 0.5700 (0.5897) loss_giou_dn_1: 0.4560 (0.4793) loss_giou_dn_2: 0.4359 (0.4620) loss_giou_dn_3: 0.4344 (0.4575) loss_giou_dn_4: 0.4336 (0.4567) loss_giou_dn_5: 0.4341 (0.4567) loss_giou_dn_pre: 0.5689 (0.5887) loss_giou_enc_0: 0.6733 (0.6812) loss_giou_pre: 0.5934 (0.6003) loss_ddf_aux_0: 0.0534 (0.0581) loss_ddf_aux_1: 0.0078 (0.0078) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2473 (0.2594) loss_ddf_dn_1: 0.0320 (0.0333) loss_ddf_dn_2: 0.0057 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6777 (0.6778) loss_vfl_aux_0: 0.7361 (0.7532) loss_vfl_aux_1: 0.7053 (0.7285) loss_vfl_aux_2: 0.7048 (0.7087) loss_vfl_aux_3: 0.6787 (0.6888) loss_vfl_aux_4: 0.6740 (0.6794) loss_vfl_dn_0: 0.4884 (0.4935) loss_vfl_dn_1: 0.4270 (0.4318) loss_vfl_dn_2: 0.4112 (0.4169) loss_vfl_dn_3: 0.4043 (0.4081) loss_vfl_dn_4: 0.4014 (0.4049) loss_vfl_dn_5: 0.4006 (0.4043) loss_vfl_dn_pre: 0.4893 (0.4941) loss_vfl_enc_0: 0.7388 (0.7515) loss_vfl_pre: 0.7368 (0.7560) time: 0.7570 data: 0.0348 max mem: 9097 Epoch: [26] [3500/3696] eta: 0:02:41 lr: 0.000013 loss: 32.2176 (32.2248) loss_bbox: 0.1803 (0.1832) loss_bbox_aux_0: 0.1957 (0.1969) loss_bbox_aux_1: 0.1843 (0.1861) loss_bbox_aux_2: 0.1807 (0.1837) loss_bbox_aux_3: 0.1802 (0.1833) loss_bbox_aux_4: 0.1802 (0.1832) loss_bbox_dn_0: 0.2590 (0.2549) loss_bbox_dn_1: 0.1931 (0.1913) loss_bbox_dn_2: 0.1817 (0.1808) loss_bbox_dn_3: 0.1818 (0.1777) loss_bbox_dn_4: 0.1823 (0.1771) loss_bbox_dn_5: 0.1823 (0.1771) loss_bbox_dn_pre: 0.2659 (0.2604) loss_bbox_enc_0: 0.2307 (0.2364) loss_bbox_pre: 0.1957 (0.1971) loss_dfl: 0.9787 (0.9642) loss_fgl_aux_0: 1.0055 (0.9992) loss_fgl_aux_1: 0.9828 (0.9670) loss_fgl_aux_2: 0.9795 (0.9644) loss_fgl_aux_3: 0.9788 (0.9642) loss_fgl_aux_4: 0.9787 (0.9642) loss_fgl_dn_0: 1.0946 (1.0934) loss_fgl_dn_1: 0.9940 (0.9896) loss_fgl_dn_2: 0.9887 (0.9808) loss_fgl_dn_3: 0.9893 (0.9816) loss_fgl_dn_4: 0.9891 (0.9819) loss_fgl_dn_5: 0.9891 (0.9819) loss_giou: 0.5422 (0.5752) loss_giou_aux_0: 0.5687 (0.6016) loss_giou_aux_1: 0.5441 (0.5808) loss_giou_aux_2: 0.5420 (0.5760) loss_giou_aux_3: 0.5415 (0.5753) loss_giou_aux_4: 0.5420 (0.5752) loss_giou_dn_0: 0.5667 (0.5895) loss_giou_dn_1: 0.4542 (0.4790) loss_giou_dn_2: 0.4335 (0.4618) loss_giou_dn_3: 0.4278 (0.4573) loss_giou_dn_4: 0.4268 (0.4565) loss_giou_dn_5: 0.4269 (0.4565) loss_giou_dn_pre: 0.5672 (0.5884) loss_giou_enc_0: 0.6434 (0.6806) loss_giou_pre: 0.5649 (0.5999) loss_ddf_aux_0: 0.0574 (0.0581) loss_ddf_aux_1: 0.0077 (0.0078) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2709 (0.2593) loss_ddf_dn_1: 0.0329 (0.0333) loss_ddf_dn_2: 0.0067 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6954 (0.6783) loss_vfl_aux_0: 0.7698 (0.7536) loss_vfl_aux_1: 0.7529 (0.7290) loss_vfl_aux_2: 0.7261 (0.7092) loss_vfl_aux_3: 0.7151 (0.6893) loss_vfl_aux_4: 0.6957 (0.6799) loss_vfl_dn_0: 0.5024 (0.4936) loss_vfl_dn_1: 0.4343 (0.4318) loss_vfl_dn_2: 0.4228 (0.4170) loss_vfl_dn_3: 0.4145 (0.4081) loss_vfl_dn_4: 0.4118 (0.4049) loss_vfl_dn_5: 0.4108 (0.4044) loss_vfl_dn_pre: 0.5026 (0.4942) loss_vfl_enc_0: 0.7662 (0.7519) loss_vfl_pre: 0.7745 (0.7565) time: 0.7213 data: 0.0250 max mem: 9097 Epoch: [26] [3600/3696] eta: 0:01:18 lr: 0.000013 loss: 32.1531 (32.2242) loss_bbox: 0.1728 (0.1831) loss_bbox_aux_0: 0.1844 (0.1967) loss_bbox_aux_1: 0.1736 (0.1860) loss_bbox_aux_2: 0.1725 (0.1836) loss_bbox_aux_3: 0.1726 (0.1831) loss_bbox_aux_4: 0.1727 (0.1831) loss_bbox_dn_0: 0.2557 (0.2549) loss_bbox_dn_1: 0.1899 (0.1912) loss_bbox_dn_2: 0.1790 (0.1808) loss_bbox_dn_3: 0.1752 (0.1776) loss_bbox_dn_4: 0.1730 (0.1771) loss_bbox_dn_5: 0.1731 (0.1771) loss_bbox_dn_pre: 0.2601 (0.2604) loss_bbox_enc_0: 0.2186 (0.2363) loss_bbox_pre: 0.1841 (0.1970) loss_dfl: 0.9554 (0.9643) loss_fgl_aux_0: 0.9947 (0.9992) loss_fgl_aux_1: 0.9596 (0.9671) loss_fgl_aux_2: 0.9549 (0.9645) loss_fgl_aux_3: 0.9550 (0.9643) loss_fgl_aux_4: 0.9552 (0.9643) loss_fgl_dn_0: 1.0930 (1.0935) loss_fgl_dn_1: 0.9894 (0.9897) loss_fgl_dn_2: 0.9796 (0.9809) loss_fgl_dn_3: 0.9804 (0.9817) loss_fgl_dn_4: 0.9806 (0.9820) loss_fgl_dn_5: 0.9804 (0.9820) loss_giou: 0.5766 (0.5749) loss_giou_aux_0: 0.5976 (0.6013) loss_giou_aux_1: 0.5823 (0.5805) loss_giou_aux_2: 0.5795 (0.5757) loss_giou_aux_3: 0.5776 (0.5751) loss_giou_aux_4: 0.5766 (0.5749) loss_giou_dn_0: 0.5849 (0.5894) loss_giou_dn_1: 0.4712 (0.4790) loss_giou_dn_2: 0.4581 (0.4618) loss_giou_dn_3: 0.4540 (0.4573) loss_giou_dn_4: 0.4517 (0.4565) loss_giou_dn_5: 0.4519 (0.4565) loss_giou_dn_pre: 0.5836 (0.5884) loss_giou_enc_0: 0.6627 (0.6803) loss_giou_pre: 0.5961 (0.5995) loss_ddf_aux_0: 0.0576 (0.0580) loss_ddf_aux_1: 0.0074 (0.0078) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2615 (0.2593) loss_ddf_dn_1: 0.0319 (0.0333) loss_ddf_dn_2: 0.0061 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6638 (0.6785) loss_vfl_aux_0: 0.7574 (0.7539) loss_vfl_aux_1: 0.7148 (0.7293) loss_vfl_aux_2: 0.6997 (0.7094) loss_vfl_aux_3: 0.6690 (0.6894) loss_vfl_aux_4: 0.6624 (0.6801) loss_vfl_dn_0: 0.4938 (0.4937) loss_vfl_dn_1: 0.4278 (0.4319) loss_vfl_dn_2: 0.4167 (0.4170) loss_vfl_dn_3: 0.4098 (0.4082) loss_vfl_dn_4: 0.4082 (0.4050) loss_vfl_dn_5: 0.4077 (0.4045) loss_vfl_dn_pre: 0.4952 (0.4942) loss_vfl_enc_0: 0.7504 (0.7523) loss_vfl_pre: 0.7601 (0.7568) time: 0.7575 data: 0.0324 max mem: 9097 Epoch: [26] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 32.1129 (32.2231) loss_bbox: 0.1655 (0.1830) loss_bbox_aux_0: 0.1792 (0.1967) loss_bbox_aux_1: 0.1711 (0.1859) loss_bbox_aux_2: 0.1671 (0.1836) loss_bbox_aux_3: 0.1655 (0.1831) loss_bbox_aux_4: 0.1655 (0.1830) loss_bbox_dn_0: 0.2439 (0.2550) loss_bbox_dn_1: 0.1843 (0.1913) loss_bbox_dn_2: 0.1751 (0.1809) loss_bbox_dn_3: 0.1708 (0.1777) loss_bbox_dn_4: 0.1705 (0.1771) loss_bbox_dn_5: 0.1705 (0.1771) loss_bbox_dn_pre: 0.2490 (0.2604) loss_bbox_enc_0: 0.2157 (0.2362) loss_bbox_pre: 0.1813 (0.1970) loss_dfl: 0.9671 (0.9643) loss_fgl_aux_0: 0.9990 (0.9993) loss_fgl_aux_1: 0.9682 (0.9671) loss_fgl_aux_2: 0.9672 (0.9645) loss_fgl_aux_3: 0.9674 (0.9643) loss_fgl_aux_4: 0.9673 (0.9643) loss_fgl_dn_0: 1.0984 (1.0935) loss_fgl_dn_1: 0.9846 (0.9897) loss_fgl_dn_2: 0.9794 (0.9809) loss_fgl_dn_3: 0.9787 (0.9816) loss_fgl_dn_4: 0.9799 (0.9820) loss_fgl_dn_5: 0.9798 (0.9820) loss_giou: 0.5573 (0.5746) loss_giou_aux_0: 0.5836 (0.6009) loss_giou_aux_1: 0.5659 (0.5801) loss_giou_aux_2: 0.5579 (0.5754) loss_giou_aux_3: 0.5574 (0.5747) loss_giou_aux_4: 0.5575 (0.5746) loss_giou_dn_0: 0.5804 (0.5892) loss_giou_dn_1: 0.4781 (0.4788) loss_giou_dn_2: 0.4650 (0.4616) loss_giou_dn_3: 0.4620 (0.4571) loss_giou_dn_4: 0.4608 (0.4563) loss_giou_dn_5: 0.4607 (0.4563) loss_giou_dn_pre: 0.5769 (0.5882) loss_giou_enc_0: 0.6502 (0.6799) loss_giou_pre: 0.5830 (0.5992) loss_ddf_aux_0: 0.0559 (0.0580) loss_ddf_aux_1: 0.0072 (0.0077) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2613 (0.2593) loss_ddf_dn_1: 0.0349 (0.0333) loss_ddf_dn_2: 0.0064 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6898 (0.6789) loss_vfl_aux_0: 0.7585 (0.7541) loss_vfl_aux_1: 0.7415 (0.7295) loss_vfl_aux_2: 0.7239 (0.7098) loss_vfl_aux_3: 0.7040 (0.6898) loss_vfl_aux_4: 0.6905 (0.6805) loss_vfl_dn_0: 0.4997 (0.4937) loss_vfl_dn_1: 0.4342 (0.4319) loss_vfl_dn_2: 0.4162 (0.4171) loss_vfl_dn_3: 0.4050 (0.4082) loss_vfl_dn_4: 0.4040 (0.4050) loss_vfl_dn_5: 0.4032 (0.4045) loss_vfl_dn_pre: 0.5005 (0.4943) loss_vfl_enc_0: 0.7692 (0.7527) loss_vfl_pre: 0.7595 (0.7570) time: 0.7388 data: 0.0294 max mem: 9097 Epoch: [26] Total time: 0:50:32 (0.8205 s / it) Averaged stats: lr: 0.000013 loss: 32.1129 (32.2231) loss_bbox: 0.1655 (0.1830) loss_bbox_aux_0: 0.1792 (0.1967) loss_bbox_aux_1: 0.1711 (0.1859) loss_bbox_aux_2: 0.1671 (0.1836) loss_bbox_aux_3: 0.1655 (0.1831) loss_bbox_aux_4: 0.1655 (0.1830) loss_bbox_dn_0: 0.2439 (0.2550) loss_bbox_dn_1: 0.1843 (0.1913) loss_bbox_dn_2: 0.1751 (0.1809) loss_bbox_dn_3: 0.1708 (0.1777) loss_bbox_dn_4: 0.1705 (0.1771) loss_bbox_dn_5: 0.1705 (0.1771) loss_bbox_dn_pre: 0.2490 (0.2604) loss_bbox_enc_0: 0.2157 (0.2362) loss_bbox_pre: 0.1813 (0.1970) loss_dfl: 0.9671 (0.9643) loss_fgl_aux_0: 0.9990 (0.9993) loss_fgl_aux_1: 0.9682 (0.9671) loss_fgl_aux_2: 0.9672 (0.9645) loss_fgl_aux_3: 0.9674 (0.9643) loss_fgl_aux_4: 0.9673 (0.9643) loss_fgl_dn_0: 1.0984 (1.0935) loss_fgl_dn_1: 0.9846 (0.9897) loss_fgl_dn_2: 0.9794 (0.9809) loss_fgl_dn_3: 0.9787 (0.9816) loss_fgl_dn_4: 0.9799 (0.9820) loss_fgl_dn_5: 0.9798 (0.9820) loss_giou: 0.5573 (0.5746) loss_giou_aux_0: 0.5836 (0.6009) loss_giou_aux_1: 0.5659 (0.5801) loss_giou_aux_2: 0.5579 (0.5754) loss_giou_aux_3: 0.5574 (0.5747) loss_giou_aux_4: 0.5575 (0.5746) loss_giou_dn_0: 0.5804 (0.5892) loss_giou_dn_1: 0.4781 (0.4788) loss_giou_dn_2: 0.4650 (0.4616) loss_giou_dn_3: 0.4620 (0.4571) loss_giou_dn_4: 0.4608 (0.4563) loss_giou_dn_5: 0.4607 (0.4563) loss_giou_dn_pre: 0.5769 (0.5882) loss_giou_enc_0: 0.6502 (0.6799) loss_giou_pre: 0.5830 (0.5992) loss_ddf_aux_0: 0.0559 (0.0580) loss_ddf_aux_1: 0.0072 (0.0077) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2613 (0.2593) loss_ddf_dn_1: 0.0349 (0.0333) loss_ddf_dn_2: 0.0064 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6898 (0.6789) loss_vfl_aux_0: 0.7585 (0.7541) loss_vfl_aux_1: 0.7415 (0.7295) loss_vfl_aux_2: 0.7239 (0.7098) loss_vfl_aux_3: 0.7040 (0.6898) loss_vfl_aux_4: 0.6905 (0.6805) loss_vfl_dn_0: 0.4997 (0.4937) loss_vfl_dn_1: 0.4342 (0.4319) loss_vfl_dn_2: 0.4162 (0.4171) loss_vfl_dn_3: 0.4050 (0.4082) loss_vfl_dn_4: 0.4040 (0.4050) loss_vfl_dn_5: 0.4032 (0.4045) loss_vfl_dn_pre: 0.5005 (0.4943) loss_vfl_enc_0: 0.7692 (0.7527) loss_vfl_pre: 0.7595 (0.7570) Test: [ 0/79] eta: 0:02:51 time: 2.1675 data: 1.6210 max mem: 9097 Test: [10/79] eta: 0:01:06 time: 0.9661 data: 0.2024 max mem: 9097 Test: [20/79] eta: 0:00:46 time: 0.7207 data: 0.0620 max mem: 9097 Test: [30/79] eta: 0:00:36 time: 0.6138 data: 0.0658 max mem: 9097 Test: [40/79] eta: 0:00:29 time: 0.7234 data: 0.0679 max mem: 9097 Test: [50/79] eta: 0:00:21 time: 0.7171 data: 0.0680 max mem: 9097 Test: [60/79] eta: 0:00:13 time: 0.6209 data: 0.0655 max mem: 9097 Test: [70/79] eta: 0:00:06 time: 0.6079 data: 0.0629 max mem: 9097 Test: [78/79] eta: 0:00:00 time: 0.6723 data: 0.0608 max mem: 9097 Test: Total time: 0:00:56 (0.7089 s / it) Averaged stats: Accumulating evaluation results... DONE (t=27.35s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.526 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.701 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.568 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.345 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.570 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.707 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.656 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.723 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.548 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.770 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 best_stat: {'epoch': 26, 'coco_eval_bbox': 0.5255125899744368} Epoch: [27] [ 0/3696] eta: 2:29:48 lr: 0.000013 loss: 33.3905 (33.3905) loss_bbox: 0.2301 (0.2301) loss_bbox_aux_0: 0.2480 (0.2480) loss_bbox_aux_1: 0.2346 (0.2346) loss_bbox_aux_2: 0.2309 (0.2309) loss_bbox_aux_3: 0.2304 (0.2304) loss_bbox_aux_4: 0.2302 (0.2302) loss_bbox_dn_0: 0.3104 (0.3104) loss_bbox_dn_1: 0.2551 (0.2551) loss_bbox_dn_2: 0.2448 (0.2448) loss_bbox_dn_3: 0.2363 (0.2363) loss_bbox_dn_4: 0.2362 (0.2362) loss_bbox_dn_5: 0.2361 (0.2361) loss_bbox_dn_pre: 0.3189 (0.3189) loss_bbox_enc_0: 0.2921 (0.2921) loss_bbox_pre: 0.2471 (0.2471) loss_dfl: 0.9574 (0.9574) loss_fgl_aux_0: 1.0001 (1.0001) loss_fgl_aux_1: 0.9611 (0.9611) loss_fgl_aux_2: 0.9584 (0.9584) loss_fgl_aux_3: 0.9576 (0.9576) loss_fgl_aux_4: 0.9576 (0.9576) loss_fgl_dn_0: 1.0945 (1.0945) loss_fgl_dn_1: 0.9846 (0.9846) loss_fgl_dn_2: 0.9731 (0.9731) loss_fgl_dn_3: 0.9750 (0.9750) loss_fgl_dn_4: 0.9752 (0.9752) loss_fgl_dn_5: 0.9752 (0.9752) loss_giou: 0.5658 (0.5658) loss_giou_aux_0: 0.6002 (0.6002) loss_giou_aux_1: 0.5727 (0.5727) loss_giou_aux_2: 0.5668 (0.5668) loss_giou_aux_3: 0.5659 (0.5659) loss_giou_aux_4: 0.5658 (0.5658) loss_giou_dn_0: 0.5937 (0.5937) loss_giou_dn_1: 0.4971 (0.4971) loss_giou_dn_2: 0.4846 (0.4846) loss_giou_dn_3: 0.4800 (0.4800) loss_giou_dn_4: 0.4795 (0.4795) loss_giou_dn_5: 0.4793 (0.4793) loss_giou_dn_pre: 0.5949 (0.5949) loss_giou_enc_0: 0.6972 (0.6972) loss_giou_pre: 0.6009 (0.6009) loss_ddf_aux_0: 0.0684 (0.0684) loss_ddf_aux_1: 0.0088 (0.0088) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2845 (0.2845) loss_ddf_dn_1: 0.0370 (0.0370) loss_ddf_dn_2: 0.0063 (0.0063) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7054 (0.7054) loss_vfl_aux_0: 0.7757 (0.7757) loss_vfl_aux_1: 0.7452 (0.7452) loss_vfl_aux_2: 0.7249 (0.7249) loss_vfl_aux_3: 0.7147 (0.7147) loss_vfl_aux_4: 0.7012 (0.7012) loss_vfl_dn_0: 0.5227 (0.5227) loss_vfl_dn_1: 0.4459 (0.4459) loss_vfl_dn_2: 0.4313 (0.4313) loss_vfl_dn_3: 0.4239 (0.4239) loss_vfl_dn_4: 0.4202 (0.4202) loss_vfl_dn_5: 0.4200 (0.4200) loss_vfl_dn_pre: 0.5220 (0.5220) loss_vfl_enc_0: 0.7618 (0.7618) loss_vfl_pre: 0.7725 (0.7725) time: 2.4321 data: 1.7910 max mem: 9097 Epoch: [27] [ 100/3696] eta: 0:46:05 lr: 0.000013 loss: 31.8682 (32.0188) loss_bbox: 0.1768 (0.1854) loss_bbox_aux_0: 0.1914 (0.1993) loss_bbox_aux_1: 0.1803 (0.1884) loss_bbox_aux_2: 0.1781 (0.1861) loss_bbox_aux_3: 0.1770 (0.1855) loss_bbox_aux_4: 0.1768 (0.1854) loss_bbox_dn_0: 0.2508 (0.2650) loss_bbox_dn_1: 0.1848 (0.1963) loss_bbox_dn_2: 0.1732 (0.1848) loss_bbox_dn_3: 0.1710 (0.1813) loss_bbox_dn_4: 0.1706 (0.1806) loss_bbox_dn_5: 0.1706 (0.1806) loss_bbox_dn_pre: 0.2597 (0.2706) loss_bbox_enc_0: 0.2437 (0.2412) loss_bbox_pre: 0.1923 (0.1992) loss_dfl: 0.9633 (0.9696) loss_fgl_aux_0: 0.9980 (1.0066) loss_fgl_aux_1: 0.9648 (0.9726) loss_fgl_aux_2: 0.9625 (0.9698) loss_fgl_aux_3: 0.9629 (0.9696) loss_fgl_aux_4: 0.9631 (0.9696) loss_fgl_dn_0: 1.0915 (1.0977) loss_fgl_dn_1: 0.9864 (0.9871) loss_fgl_dn_2: 0.9770 (0.9780) loss_fgl_dn_3: 0.9774 (0.9789) loss_fgl_dn_4: 0.9785 (0.9793) loss_fgl_dn_5: 0.9785 (0.9793) loss_giou: 0.5641 (0.5511) loss_giou_aux_0: 0.5835 (0.5778) loss_giou_aux_1: 0.5625 (0.5562) loss_giou_aux_2: 0.5636 (0.5517) loss_giou_aux_3: 0.5635 (0.5512) loss_giou_aux_4: 0.5638 (0.5511) loss_giou_dn_0: 0.5677 (0.5775) loss_giou_dn_1: 0.4543 (0.4644) loss_giou_dn_2: 0.4374 (0.4469) loss_giou_dn_3: 0.4342 (0.4422) loss_giou_dn_4: 0.4331 (0.4414) loss_giou_dn_5: 0.4332 (0.4413) loss_giou_dn_pre: 0.5663 (0.5768) loss_giou_enc_0: 0.6630 (0.6586) loss_giou_pre: 0.5811 (0.5759) loss_ddf_aux_0: 0.0577 (0.0584) loss_ddf_aux_1: 0.0071 (0.0075) loss_ddf_aux_2: 0.0012 (0.0013) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2464 (0.2718) loss_ddf_dn_1: 0.0326 (0.0356) loss_ddf_dn_2: 0.0062 (0.0067) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6740 (0.6781) loss_vfl_aux_0: 0.7612 (0.7566) loss_vfl_aux_1: 0.7244 (0.7227) loss_vfl_aux_2: 0.7194 (0.7075) loss_vfl_aux_3: 0.6888 (0.6891) loss_vfl_aux_4: 0.6804 (0.6790) loss_vfl_dn_0: 0.4879 (0.4935) loss_vfl_dn_1: 0.4235 (0.4282) loss_vfl_dn_2: 0.4116 (0.4138) loss_vfl_dn_3: 0.4002 (0.4041) loss_vfl_dn_4: 0.3973 (0.4008) loss_vfl_dn_5: 0.3959 (0.4004) loss_vfl_dn_pre: 0.4886 (0.4939) loss_vfl_enc_0: 0.7482 (0.7577) loss_vfl_pre: 0.7613 (0.7592) time: 0.7390 data: 0.0283 max mem: 9097 Epoch: [27] [ 200/3696] eta: 0:44:14 lr: 0.000013 loss: 32.0086 (32.0661) loss_bbox: 0.1660 (0.1802) loss_bbox_aux_0: 0.1718 (0.1935) loss_bbox_aux_1: 0.1627 (0.1829) loss_bbox_aux_2: 0.1661 (0.1807) loss_bbox_aux_3: 0.1664 (0.1802) loss_bbox_aux_4: 0.1660 (0.1802) loss_bbox_dn_0: 0.2370 (0.2568) loss_bbox_dn_1: 0.1802 (0.1917) loss_bbox_dn_2: 0.1718 (0.1808) loss_bbox_dn_3: 0.1673 (0.1772) loss_bbox_dn_4: 0.1668 (0.1766) loss_bbox_dn_5: 0.1667 (0.1765) loss_bbox_dn_pre: 0.2434 (0.2624) loss_bbox_enc_0: 0.2109 (0.2336) loss_bbox_pre: 0.1725 (0.1936) loss_dfl: 0.9828 (0.9665) loss_fgl_aux_0: 1.0074 (1.0024) loss_fgl_aux_1: 0.9833 (0.9697) loss_fgl_aux_2: 0.9839 (0.9668) loss_fgl_aux_3: 0.9824 (0.9666) loss_fgl_aux_4: 0.9827 (0.9665) loss_fgl_dn_0: 1.0870 (1.0949) loss_fgl_dn_1: 0.9965 (0.9891) loss_fgl_dn_2: 0.9900 (0.9804) loss_fgl_dn_3: 0.9894 (0.9812) loss_fgl_dn_4: 0.9902 (0.9817) loss_fgl_dn_5: 0.9904 (0.9817) loss_giou: 0.5379 (0.5652) loss_giou_aux_0: 0.5592 (0.5915) loss_giou_aux_1: 0.5429 (0.5700) loss_giou_aux_2: 0.5368 (0.5657) loss_giou_aux_3: 0.5376 (0.5653) loss_giou_aux_4: 0.5375 (0.5652) loss_giou_dn_0: 0.5863 (0.5847) loss_giou_dn_1: 0.4774 (0.4735) loss_giou_dn_2: 0.4665 (0.4563) loss_giou_dn_3: 0.4628 (0.4516) loss_giou_dn_4: 0.4604 (0.4507) loss_giou_dn_5: 0.4603 (0.4507) loss_giou_dn_pre: 0.5824 (0.5838) loss_giou_enc_0: 0.6329 (0.6705) loss_giou_pre: 0.5568 (0.5895) loss_ddf_aux_0: 0.0529 (0.0574) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0013 (0.0013) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2401 (0.2630) loss_ddf_dn_1: 0.0334 (0.0343) loss_ddf_dn_2: 0.0070 (0.0068) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6724 (0.6754) loss_vfl_aux_0: 0.7362 (0.7513) loss_vfl_aux_1: 0.7105 (0.7219) loss_vfl_aux_2: 0.7007 (0.7055) loss_vfl_aux_3: 0.6747 (0.6869) loss_vfl_aux_4: 0.6758 (0.6768) loss_vfl_dn_0: 0.4935 (0.4930) loss_vfl_dn_1: 0.4301 (0.4293) loss_vfl_dn_2: 0.4169 (0.4147) loss_vfl_dn_3: 0.4061 (0.4056) loss_vfl_dn_4: 0.4064 (0.4025) loss_vfl_dn_5: 0.4059 (0.4021) loss_vfl_dn_pre: 0.4927 (0.4935) loss_vfl_enc_0: 0.7575 (0.7535) loss_vfl_pre: 0.7366 (0.7540) time: 0.7798 data: 0.0263 max mem: 9097 Epoch: [27] [ 300/3696] eta: 0:42:45 lr: 0.000013 loss: 32.2880 (32.0946) loss_bbox: 0.1676 (0.1818) loss_bbox_aux_0: 0.1780 (0.1956) loss_bbox_aux_1: 0.1717 (0.1846) loss_bbox_aux_2: 0.1688 (0.1824) loss_bbox_aux_3: 0.1681 (0.1819) loss_bbox_aux_4: 0.1677 (0.1818) loss_bbox_dn_0: 0.2426 (0.2581) loss_bbox_dn_1: 0.1858 (0.1927) loss_bbox_dn_2: 0.1757 (0.1819) loss_bbox_dn_3: 0.1745 (0.1784) loss_bbox_dn_4: 0.1737 (0.1778) loss_bbox_dn_5: 0.1737 (0.1778) loss_bbox_dn_pre: 0.2451 (0.2637) loss_bbox_enc_0: 0.2222 (0.2344) loss_bbox_pre: 0.1795 (0.1957) loss_dfl: 0.9647 (0.9667) loss_fgl_aux_0: 1.0035 (1.0025) loss_fgl_aux_1: 0.9649 (0.9697) loss_fgl_aux_2: 0.9633 (0.9669) loss_fgl_aux_3: 0.9644 (0.9667) loss_fgl_aux_4: 0.9648 (0.9667) loss_fgl_dn_0: 1.0891 (1.0942) loss_fgl_dn_1: 0.9879 (0.9886) loss_fgl_dn_2: 0.9801 (0.9797) loss_fgl_dn_3: 0.9823 (0.9806) loss_fgl_dn_4: 0.9828 (0.9810) loss_fgl_dn_5: 0.9828 (0.9810) loss_giou: 0.5802 (0.5646) loss_giou_aux_0: 0.6025 (0.5911) loss_giou_aux_1: 0.5880 (0.5695) loss_giou_aux_2: 0.5836 (0.5653) loss_giou_aux_3: 0.5822 (0.5647) loss_giou_aux_4: 0.5802 (0.5646) loss_giou_dn_0: 0.5949 (0.5844) loss_giou_dn_1: 0.4863 (0.4733) loss_giou_dn_2: 0.4706 (0.4563) loss_giou_dn_3: 0.4707 (0.4516) loss_giou_dn_4: 0.4705 (0.4507) loss_giou_dn_5: 0.4703 (0.4507) loss_giou_dn_pre: 0.5924 (0.5835) loss_giou_enc_0: 0.6816 (0.6680) loss_giou_pre: 0.6017 (0.5891) loss_ddf_aux_0: 0.0572 (0.0580) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2496 (0.2644) loss_ddf_dn_1: 0.0298 (0.0341) loss_ddf_dn_2: 0.0056 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6783 (0.6776) loss_vfl_aux_0: 0.7432 (0.7525) loss_vfl_aux_1: 0.7157 (0.7245) loss_vfl_aux_2: 0.6974 (0.7084) loss_vfl_aux_3: 0.6949 (0.6888) loss_vfl_aux_4: 0.6808 (0.6790) loss_vfl_dn_0: 0.4922 (0.4932) loss_vfl_dn_1: 0.4316 (0.4294) loss_vfl_dn_2: 0.4157 (0.4147) loss_vfl_dn_3: 0.4095 (0.4055) loss_vfl_dn_4: 0.4045 (0.4024) loss_vfl_dn_5: 0.4034 (0.4020) loss_vfl_dn_pre: 0.4922 (0.4937) loss_vfl_enc_0: 0.7498 (0.7543) loss_vfl_pre: 0.7404 (0.7552) time: 0.7493 data: 0.0280 max mem: 9097 Epoch: [27] [ 400/3696] eta: 0:42:10 lr: 0.000013 loss: 31.6063 (32.1504) loss_bbox: 0.1785 (0.1830) loss_bbox_aux_0: 0.1885 (0.1965) loss_bbox_aux_1: 0.1792 (0.1858) loss_bbox_aux_2: 0.1791 (0.1836) loss_bbox_aux_3: 0.1787 (0.1831) loss_bbox_aux_4: 0.1786 (0.1830) loss_bbox_dn_0: 0.2470 (0.2567) loss_bbox_dn_1: 0.1822 (0.1923) loss_bbox_dn_2: 0.1722 (0.1818) loss_bbox_dn_3: 0.1688 (0.1784) loss_bbox_dn_4: 0.1695 (0.1779) loss_bbox_dn_5: 0.1695 (0.1779) loss_bbox_dn_pre: 0.2504 (0.2620) loss_bbox_enc_0: 0.2282 (0.2348) loss_bbox_pre: 0.1893 (0.1967) loss_dfl: 0.9581 (0.9641) loss_fgl_aux_0: 0.9858 (0.9988) loss_fgl_aux_1: 0.9573 (0.9670) loss_fgl_aux_2: 0.9579 (0.9644) loss_fgl_aux_3: 0.9579 (0.9642) loss_fgl_aux_4: 0.9580 (0.9641) loss_fgl_dn_0: 1.0953 (1.0934) loss_fgl_dn_1: 0.9921 (0.9888) loss_fgl_dn_2: 0.9848 (0.9801) loss_fgl_dn_3: 0.9835 (0.9809) loss_fgl_dn_4: 0.9840 (0.9813) loss_fgl_dn_5: 0.9840 (0.9813) loss_giou: 0.5553 (0.5730) loss_giou_aux_0: 0.5812 (0.5992) loss_giou_aux_1: 0.5563 (0.5780) loss_giou_aux_2: 0.5546 (0.5736) loss_giou_aux_3: 0.5570 (0.5730) loss_giou_aux_4: 0.5561 (0.5729) loss_giou_dn_0: 0.5828 (0.5868) loss_giou_dn_1: 0.4750 (0.4763) loss_giou_dn_2: 0.4597 (0.4594) loss_giou_dn_3: 0.4565 (0.4549) loss_giou_dn_4: 0.4557 (0.4540) loss_giou_dn_5: 0.4555 (0.4540) loss_giou_dn_pre: 0.5811 (0.5858) loss_giou_enc_0: 0.6560 (0.6761) loss_giou_pre: 0.5776 (0.5972) loss_ddf_aux_0: 0.0489 (0.0569) loss_ddf_aux_1: 0.0063 (0.0073) loss_ddf_aux_2: 0.0011 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2288 (0.2612) loss_ddf_dn_1: 0.0256 (0.0332) loss_ddf_dn_2: 0.0050 (0.0065) loss_ddf_dn_3: 0.0004 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6473 (0.6770) loss_vfl_aux_0: 0.7238 (0.7503) loss_vfl_aux_1: 0.6901 (0.7229) loss_vfl_aux_2: 0.6717 (0.7069) loss_vfl_aux_3: 0.6574 (0.6881) loss_vfl_aux_4: 0.6520 (0.6784) loss_vfl_dn_0: 0.4919 (0.4924) loss_vfl_dn_1: 0.4184 (0.4292) loss_vfl_dn_2: 0.4006 (0.4146) loss_vfl_dn_3: 0.3961 (0.4058) loss_vfl_dn_4: 0.3920 (0.4025) loss_vfl_dn_5: 0.3930 (0.4020) loss_vfl_dn_pre: 0.4904 (0.4931) loss_vfl_enc_0: 0.7296 (0.7504) loss_vfl_pre: 0.7303 (0.7531) time: 0.9971 data: 0.0236 max mem: 9097 Epoch: [27] [ 500/3696] eta: 0:40:40 lr: 0.000013 loss: 32.1373 (32.1371) loss_bbox: 0.1897 (0.1834) loss_bbox_aux_0: 0.1999 (0.1970) loss_bbox_aux_1: 0.1931 (0.1862) loss_bbox_aux_2: 0.1892 (0.1840) loss_bbox_aux_3: 0.1892 (0.1835) loss_bbox_aux_4: 0.1896 (0.1834) loss_bbox_dn_0: 0.2481 (0.2567) loss_bbox_dn_1: 0.1844 (0.1920) loss_bbox_dn_2: 0.1718 (0.1815) loss_bbox_dn_3: 0.1687 (0.1781) loss_bbox_dn_4: 0.1681 (0.1776) loss_bbox_dn_5: 0.1681 (0.1776) loss_bbox_dn_pre: 0.2509 (0.2620) loss_bbox_enc_0: 0.2343 (0.2351) loss_bbox_pre: 0.1993 (0.1972) loss_dfl: 0.9605 (0.9650) loss_fgl_aux_0: 0.9891 (0.9996) loss_fgl_aux_1: 0.9607 (0.9678) loss_fgl_aux_2: 0.9616 (0.9652) loss_fgl_aux_3: 0.9607 (0.9650) loss_fgl_aux_4: 0.9610 (0.9650) loss_fgl_dn_0: 1.0874 (1.0936) loss_fgl_dn_1: 0.9758 (0.9889) loss_fgl_dn_2: 0.9651 (0.9800) loss_fgl_dn_3: 0.9678 (0.9808) loss_fgl_dn_4: 0.9682 (0.9812) loss_fgl_dn_5: 0.9683 (0.9812) loss_giou: 0.5541 (0.5705) loss_giou_aux_0: 0.5813 (0.5969) loss_giou_aux_1: 0.5580 (0.5756) loss_giou_aux_2: 0.5533 (0.5711) loss_giou_aux_3: 0.5544 (0.5705) loss_giou_aux_4: 0.5542 (0.5704) loss_giou_dn_0: 0.5756 (0.5854) loss_giou_dn_1: 0.4695 (0.4746) loss_giou_dn_2: 0.4531 (0.4577) loss_giou_dn_3: 0.4431 (0.4531) loss_giou_dn_4: 0.4425 (0.4523) loss_giou_dn_5: 0.4424 (0.4523) loss_giou_dn_pre: 0.5782 (0.5844) loss_giou_enc_0: 0.6575 (0.6741) loss_giou_pre: 0.5812 (0.5950) loss_ddf_aux_0: 0.0557 (0.0566) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2434 (0.2600) loss_ddf_dn_1: 0.0308 (0.0329) loss_ddf_dn_2: 0.0068 (0.0065) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6469 (0.6779) loss_vfl_aux_0: 0.7628 (0.7527) loss_vfl_aux_1: 0.7080 (0.7245) loss_vfl_aux_2: 0.6853 (0.7079) loss_vfl_aux_3: 0.6726 (0.6893) loss_vfl_aux_4: 0.6544 (0.6795) loss_vfl_dn_0: 0.4869 (0.4926) loss_vfl_dn_1: 0.4234 (0.4294) loss_vfl_dn_2: 0.4130 (0.4147) loss_vfl_dn_3: 0.3968 (0.4058) loss_vfl_dn_4: 0.3926 (0.4026) loss_vfl_dn_5: 0.3917 (0.4021) loss_vfl_dn_pre: 0.4860 (0.4933) loss_vfl_enc_0: 0.7336 (0.7513) loss_vfl_pre: 0.7704 (0.7556) time: 0.7268 data: 0.0299 max mem: 9097 Epoch: [27] [ 600/3696] eta: 0:39:14 lr: 0.000013 loss: 32.4130 (32.1338) loss_bbox: 0.1742 (0.1838) loss_bbox_aux_0: 0.1857 (0.1972) loss_bbox_aux_1: 0.1781 (0.1865) loss_bbox_aux_2: 0.1758 (0.1843) loss_bbox_aux_3: 0.1751 (0.1838) loss_bbox_aux_4: 0.1742 (0.1838) loss_bbox_dn_0: 0.2453 (0.2564) loss_bbox_dn_1: 0.1844 (0.1920) loss_bbox_dn_2: 0.1761 (0.1815) loss_bbox_dn_3: 0.1737 (0.1782) loss_bbox_dn_4: 0.1737 (0.1776) loss_bbox_dn_5: 0.1736 (0.1776) loss_bbox_dn_pre: 0.2453 (0.2616) loss_bbox_enc_0: 0.2274 (0.2356) loss_bbox_pre: 0.1859 (0.1974) loss_dfl: 0.9621 (0.9643) loss_fgl_aux_0: 0.9916 (0.9989) loss_fgl_aux_1: 0.9648 (0.9671) loss_fgl_aux_2: 0.9616 (0.9645) loss_fgl_aux_3: 0.9620 (0.9643) loss_fgl_aux_4: 0.9618 (0.9643) loss_fgl_dn_0: 1.0875 (1.0934) loss_fgl_dn_1: 0.9960 (0.9889) loss_fgl_dn_2: 0.9872 (0.9799) loss_fgl_dn_3: 0.9907 (0.9808) loss_fgl_dn_4: 0.9907 (0.9811) loss_fgl_dn_5: 0.9908 (0.9811) loss_giou: 0.5679 (0.5717) loss_giou_aux_0: 0.5929 (0.5979) loss_giou_aux_1: 0.5738 (0.5768) loss_giou_aux_2: 0.5703 (0.5723) loss_giou_aux_3: 0.5677 (0.5718) loss_giou_aux_4: 0.5677 (0.5717) loss_giou_dn_0: 0.5888 (0.5856) loss_giou_dn_1: 0.4849 (0.4748) loss_giou_dn_2: 0.4637 (0.4578) loss_giou_dn_3: 0.4576 (0.4533) loss_giou_dn_4: 0.4564 (0.4524) loss_giou_dn_5: 0.4564 (0.4524) loss_giou_dn_pre: 0.5853 (0.5845) loss_giou_enc_0: 0.6679 (0.6755) loss_giou_pre: 0.5919 (0.5960) loss_ddf_aux_0: 0.0554 (0.0563) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2588 (0.2596) loss_ddf_dn_1: 0.0324 (0.0328) loss_ddf_dn_2: 0.0060 (0.0064) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6638 (0.6761) loss_vfl_aux_0: 0.7454 (0.7513) loss_vfl_aux_1: 0.7172 (0.7233) loss_vfl_aux_2: 0.6965 (0.7060) loss_vfl_aux_3: 0.6749 (0.6878) loss_vfl_aux_4: 0.6644 (0.6778) loss_vfl_dn_0: 0.4896 (0.4928) loss_vfl_dn_1: 0.4343 (0.4301) loss_vfl_dn_2: 0.4179 (0.4150) loss_vfl_dn_3: 0.4139 (0.4060) loss_vfl_dn_4: 0.4125 (0.4028) loss_vfl_dn_5: 0.4105 (0.4023) loss_vfl_dn_pre: 0.4905 (0.4933) loss_vfl_enc_0: 0.7358 (0.7499) loss_vfl_pre: 0.7598 (0.7543) time: 0.7532 data: 0.0281 max mem: 9097 Epoch: [27] [ 700/3696] eta: 0:37:54 lr: 0.000013 loss: 32.2293 (32.1626) loss_bbox: 0.1832 (0.1838) loss_bbox_aux_0: 0.1954 (0.1972) loss_bbox_aux_1: 0.1845 (0.1866) loss_bbox_aux_2: 0.1843 (0.1843) loss_bbox_aux_3: 0.1835 (0.1838) loss_bbox_aux_4: 0.1833 (0.1838) loss_bbox_dn_0: 0.2445 (0.2571) loss_bbox_dn_1: 0.1886 (0.1927) loss_bbox_dn_2: 0.1707 (0.1821) loss_bbox_dn_3: 0.1683 (0.1788) loss_bbox_dn_4: 0.1678 (0.1783) loss_bbox_dn_5: 0.1679 (0.1783) loss_bbox_dn_pre: 0.2520 (0.2624) loss_bbox_enc_0: 0.2316 (0.2359) loss_bbox_pre: 0.1956 (0.1975) loss_dfl: 0.9679 (0.9645) loss_fgl_aux_0: 1.0100 (0.9991) loss_fgl_aux_1: 0.9731 (0.9674) loss_fgl_aux_2: 0.9686 (0.9647) loss_fgl_aux_3: 0.9669 (0.9645) loss_fgl_aux_4: 0.9677 (0.9645) loss_fgl_dn_0: 1.0906 (1.0932) loss_fgl_dn_1: 0.9892 (0.9890) loss_fgl_dn_2: 0.9816 (0.9802) loss_fgl_dn_3: 0.9825 (0.9810) loss_fgl_dn_4: 0.9835 (0.9813) loss_fgl_dn_5: 0.9836 (0.9813) loss_giou: 0.5359 (0.5723) loss_giou_aux_0: 0.5545 (0.5987) loss_giou_aux_1: 0.5394 (0.5776) loss_giou_aux_2: 0.5369 (0.5730) loss_giou_aux_3: 0.5360 (0.5724) loss_giou_aux_4: 0.5360 (0.5723) loss_giou_dn_0: 0.5800 (0.5865) loss_giou_dn_1: 0.4589 (0.4756) loss_giou_dn_2: 0.4450 (0.4585) loss_giou_dn_3: 0.4417 (0.4540) loss_giou_dn_4: 0.4399 (0.4531) loss_giou_dn_5: 0.4400 (0.4531) loss_giou_dn_pre: 0.5788 (0.5854) loss_giou_enc_0: 0.6381 (0.6769) loss_giou_pre: 0.5542 (0.5969) loss_ddf_aux_0: 0.0566 (0.0564) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2542 (0.2593) loss_ddf_dn_1: 0.0335 (0.0328) loss_ddf_dn_2: 0.0067 (0.0065) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6874 (0.6773) loss_vfl_aux_0: 0.7656 (0.7525) loss_vfl_aux_1: 0.7407 (0.7249) loss_vfl_aux_2: 0.7159 (0.7066) loss_vfl_aux_3: 0.6926 (0.6884) loss_vfl_aux_4: 0.6939 (0.6789) loss_vfl_dn_0: 0.4899 (0.4929) loss_vfl_dn_1: 0.4294 (0.4302) loss_vfl_dn_2: 0.4163 (0.4152) loss_vfl_dn_3: 0.4122 (0.4063) loss_vfl_dn_4: 0.4092 (0.4031) loss_vfl_dn_5: 0.4084 (0.4026) loss_vfl_dn_pre: 0.4902 (0.4935) loss_vfl_enc_0: 0.7614 (0.7505) loss_vfl_pre: 0.7659 (0.7554) time: 0.7499 data: 0.0325 max mem: 9097 Epoch: [27] [ 800/3696] eta: 0:36:36 lr: 0.000013 loss: 32.2854 (32.1770) loss_bbox: 0.1719 (0.1832) loss_bbox_aux_0: 0.1834 (0.1966) loss_bbox_aux_1: 0.1749 (0.1859) loss_bbox_aux_2: 0.1737 (0.1837) loss_bbox_aux_3: 0.1719 (0.1832) loss_bbox_aux_4: 0.1719 (0.1832) loss_bbox_dn_0: 0.2460 (0.2557) loss_bbox_dn_1: 0.1784 (0.1918) loss_bbox_dn_2: 0.1688 (0.1813) loss_bbox_dn_3: 0.1715 (0.1781) loss_bbox_dn_4: 0.1721 (0.1775) loss_bbox_dn_5: 0.1721 (0.1775) loss_bbox_dn_pre: 0.2515 (0.2610) loss_bbox_enc_0: 0.2246 (0.2350) loss_bbox_pre: 0.1824 (0.1968) loss_dfl: 0.9537 (0.9640) loss_fgl_aux_0: 0.9850 (0.9985) loss_fgl_aux_1: 0.9565 (0.9669) loss_fgl_aux_2: 0.9535 (0.9643) loss_fgl_aux_3: 0.9542 (0.9641) loss_fgl_aux_4: 0.9537 (0.9640) loss_fgl_dn_0: 1.0813 (1.0929) loss_fgl_dn_1: 0.9783 (0.9892) loss_fgl_dn_2: 0.9673 (0.9804) loss_fgl_dn_3: 0.9673 (0.9812) loss_fgl_dn_4: 0.9677 (0.9815) loss_fgl_dn_5: 0.9678 (0.9815) loss_giou: 0.5896 (0.5747) loss_giou_aux_0: 0.6131 (0.6012) loss_giou_aux_1: 0.5945 (0.5801) loss_giou_aux_2: 0.5909 (0.5755) loss_giou_aux_3: 0.5895 (0.5748) loss_giou_aux_4: 0.5898 (0.5747) loss_giou_dn_0: 0.5877 (0.5878) loss_giou_dn_1: 0.4804 (0.4772) loss_giou_dn_2: 0.4655 (0.4602) loss_giou_dn_3: 0.4609 (0.4556) loss_giou_dn_4: 0.4601 (0.4548) loss_giou_dn_5: 0.4600 (0.4548) loss_giou_dn_pre: 0.5844 (0.5867) loss_giou_enc_0: 0.6925 (0.6793) loss_giou_pre: 0.6116 (0.5994) loss_ddf_aux_0: 0.0575 (0.0563) loss_ddf_aux_1: 0.0076 (0.0074) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2550 (0.2578) loss_ddf_dn_1: 0.0292 (0.0326) loss_ddf_dn_2: 0.0061 (0.0065) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6735 (0.6773) loss_vfl_aux_0: 0.7548 (0.7523) loss_vfl_aux_1: 0.7255 (0.7256) loss_vfl_aux_2: 0.6951 (0.7066) loss_vfl_aux_3: 0.6879 (0.6884) loss_vfl_aux_4: 0.6776 (0.6789) loss_vfl_dn_0: 0.4904 (0.4929) loss_vfl_dn_1: 0.4254 (0.4302) loss_vfl_dn_2: 0.4124 (0.4153) loss_vfl_dn_3: 0.4058 (0.4064) loss_vfl_dn_4: 0.4025 (0.4032) loss_vfl_dn_5: 0.4025 (0.4027) loss_vfl_dn_pre: 0.4924 (0.4934) loss_vfl_enc_0: 0.7537 (0.7500) loss_vfl_pre: 0.7532 (0.7551) time: 0.7636 data: 0.0320 max mem: 9097 Epoch: [27] [ 900/3696] eta: 0:35:19 lr: 0.000013 loss: 32.2014 (32.1713) loss_bbox: 0.1749 (0.1832) loss_bbox_aux_0: 0.1930 (0.1967) loss_bbox_aux_1: 0.1788 (0.1860) loss_bbox_aux_2: 0.1758 (0.1837) loss_bbox_aux_3: 0.1745 (0.1833) loss_bbox_aux_4: 0.1745 (0.1832) loss_bbox_dn_0: 0.2374 (0.2558) loss_bbox_dn_1: 0.1806 (0.1919) loss_bbox_dn_2: 0.1704 (0.1814) loss_bbox_dn_3: 0.1702 (0.1782) loss_bbox_dn_4: 0.1702 (0.1777) loss_bbox_dn_5: 0.1702 (0.1777) loss_bbox_dn_pre: 0.2448 (0.2611) loss_bbox_enc_0: 0.2255 (0.2354) loss_bbox_pre: 0.1935 (0.1969) loss_dfl: 0.9798 (0.9631) loss_fgl_aux_0: 1.0128 (0.9979) loss_fgl_aux_1: 0.9830 (0.9660) loss_fgl_aux_2: 0.9800 (0.9634) loss_fgl_aux_3: 0.9800 (0.9632) loss_fgl_aux_4: 0.9800 (0.9631) loss_fgl_dn_0: 1.0822 (1.0925) loss_fgl_dn_1: 0.9860 (0.9886) loss_fgl_dn_2: 0.9814 (0.9797) loss_fgl_dn_3: 0.9829 (0.9805) loss_fgl_dn_4: 0.9837 (0.9809) loss_fgl_dn_5: 0.9838 (0.9809) loss_giou: 0.5529 (0.5744) loss_giou_aux_0: 0.5774 (0.6009) loss_giou_aux_1: 0.5564 (0.5798) loss_giou_aux_2: 0.5510 (0.5752) loss_giou_aux_3: 0.5519 (0.5745) loss_giou_aux_4: 0.5528 (0.5743) loss_giou_dn_0: 0.5969 (0.5877) loss_giou_dn_1: 0.4851 (0.4772) loss_giou_dn_2: 0.4673 (0.4601) loss_giou_dn_3: 0.4622 (0.4556) loss_giou_dn_4: 0.4607 (0.4547) loss_giou_dn_5: 0.4607 (0.4547) loss_giou_dn_pre: 0.5942 (0.5866) loss_giou_enc_0: 0.6474 (0.6791) loss_giou_pre: 0.5763 (0.5991) loss_ddf_aux_0: 0.0562 (0.0567) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2514 (0.2581) loss_ddf_dn_1: 0.0328 (0.0326) loss_ddf_dn_2: 0.0072 (0.0065) loss_ddf_dn_3: 0.0008 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6698 (0.6779) loss_vfl_aux_0: 0.7438 (0.7529) loss_vfl_aux_1: 0.7098 (0.7257) loss_vfl_aux_2: 0.6954 (0.7069) loss_vfl_aux_3: 0.6818 (0.6887) loss_vfl_aux_4: 0.6743 (0.6794) loss_vfl_dn_0: 0.4944 (0.4930) loss_vfl_dn_1: 0.4270 (0.4302) loss_vfl_dn_2: 0.4156 (0.4152) loss_vfl_dn_3: 0.4060 (0.4064) loss_vfl_dn_4: 0.4034 (0.4032) loss_vfl_dn_5: 0.4023 (0.4027) loss_vfl_dn_pre: 0.4960 (0.4935) loss_vfl_enc_0: 0.7301 (0.7505) loss_vfl_pre: 0.7441 (0.7556) time: 0.7454 data: 0.0281 max mem: 9097 Epoch: [27] [1000/3696] eta: 0:34:01 lr: 0.000013 loss: 31.9898 (32.1828) loss_bbox: 0.1611 (0.1828) loss_bbox_aux_0: 0.1698 (0.1962) loss_bbox_aux_1: 0.1622 (0.1855) loss_bbox_aux_2: 0.1605 (0.1834) loss_bbox_aux_3: 0.1605 (0.1829) loss_bbox_aux_4: 0.1610 (0.1828) loss_bbox_dn_0: 0.2463 (0.2557) loss_bbox_dn_1: 0.1835 (0.1920) loss_bbox_dn_2: 0.1763 (0.1815) loss_bbox_dn_3: 0.1743 (0.1783) loss_bbox_dn_4: 0.1747 (0.1778) loss_bbox_dn_5: 0.1748 (0.1777) loss_bbox_dn_pre: 0.2492 (0.2611) loss_bbox_enc_0: 0.2066 (0.2349) loss_bbox_pre: 0.1695 (0.1964) loss_dfl: 0.9759 (0.9637) loss_fgl_aux_0: 1.0103 (0.9982) loss_fgl_aux_1: 0.9762 (0.9665) loss_fgl_aux_2: 0.9761 (0.9639) loss_fgl_aux_3: 0.9768 (0.9637) loss_fgl_aux_4: 0.9761 (0.9637) loss_fgl_dn_0: 1.0853 (1.0923) loss_fgl_dn_1: 0.9873 (0.9887) loss_fgl_dn_2: 0.9805 (0.9799) loss_fgl_dn_3: 0.9819 (0.9807) loss_fgl_dn_4: 0.9823 (0.9810) loss_fgl_dn_5: 0.9822 (0.9810) loss_giou: 0.5555 (0.5743) loss_giou_aux_0: 0.5903 (0.6008) loss_giou_aux_1: 0.5717 (0.5797) loss_giou_aux_2: 0.5592 (0.5751) loss_giou_aux_3: 0.5563 (0.5744) loss_giou_aux_4: 0.5554 (0.5743) loss_giou_dn_0: 0.6113 (0.5883) loss_giou_dn_1: 0.5018 (0.4778) loss_giou_dn_2: 0.4849 (0.4607) loss_giou_dn_3: 0.4801 (0.4562) loss_giou_dn_4: 0.4789 (0.4554) loss_giou_dn_5: 0.4789 (0.4554) loss_giou_dn_pre: 0.6061 (0.5872) loss_giou_enc_0: 0.6784 (0.6790) loss_giou_pre: 0.5907 (0.5990) loss_ddf_aux_0: 0.0581 (0.0569) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0004 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2697 (0.2582) loss_ddf_dn_1: 0.0354 (0.0328) loss_ddf_dn_2: 0.0066 (0.0066) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6757 (0.6786) loss_vfl_aux_0: 0.7645 (0.7536) loss_vfl_aux_1: 0.7232 (0.7262) loss_vfl_aux_2: 0.7133 (0.7071) loss_vfl_aux_3: 0.6868 (0.6893) loss_vfl_aux_4: 0.6773 (0.6800) loss_vfl_dn_0: 0.4939 (0.4931) loss_vfl_dn_1: 0.4294 (0.4305) loss_vfl_dn_2: 0.4152 (0.4156) loss_vfl_dn_3: 0.4019 (0.4067) loss_vfl_dn_4: 0.4005 (0.4035) loss_vfl_dn_5: 0.4001 (0.4030) loss_vfl_dn_pre: 0.4946 (0.4937) loss_vfl_enc_0: 0.7396 (0.7512) loss_vfl_pre: 0.7681 (0.7564) time: 0.7330 data: 0.0224 max mem: 9097 Epoch: [27] [1100/3696] eta: 0:32:47 lr: 0.000013 loss: 32.1528 (32.1823) loss_bbox: 0.1681 (0.1826) loss_bbox_aux_0: 0.1737 (0.1960) loss_bbox_aux_1: 0.1685 (0.1853) loss_bbox_aux_2: 0.1677 (0.1832) loss_bbox_aux_3: 0.1678 (0.1827) loss_bbox_aux_4: 0.1681 (0.1826) loss_bbox_dn_0: 0.2444 (0.2558) loss_bbox_dn_1: 0.1870 (0.1920) loss_bbox_dn_2: 0.1754 (0.1814) loss_bbox_dn_3: 0.1704 (0.1782) loss_bbox_dn_4: 0.1712 (0.1777) loss_bbox_dn_5: 0.1713 (0.1777) loss_bbox_dn_pre: 0.2491 (0.2612) loss_bbox_enc_0: 0.2148 (0.2346) loss_bbox_pre: 0.1748 (0.1962) loss_dfl: 0.9784 (0.9641) loss_fgl_aux_0: 1.0111 (0.9986) loss_fgl_aux_1: 0.9812 (0.9669) loss_fgl_aux_2: 0.9771 (0.9643) loss_fgl_aux_3: 0.9780 (0.9641) loss_fgl_aux_4: 0.9781 (0.9641) loss_fgl_dn_0: 1.0969 (1.0923) loss_fgl_dn_1: 0.9968 (0.9887) loss_fgl_dn_2: 0.9889 (0.9799) loss_fgl_dn_3: 0.9895 (0.9807) loss_fgl_dn_4: 0.9897 (0.9810) loss_fgl_dn_5: 0.9896 (0.9810) loss_giou: 0.5770 (0.5744) loss_giou_aux_0: 0.5974 (0.6008) loss_giou_aux_1: 0.5817 (0.5797) loss_giou_aux_2: 0.5769 (0.5752) loss_giou_aux_3: 0.5768 (0.5745) loss_giou_aux_4: 0.5769 (0.5744) loss_giou_dn_0: 0.5936 (0.5885) loss_giou_dn_1: 0.4813 (0.4779) loss_giou_dn_2: 0.4644 (0.4609) loss_giou_dn_3: 0.4598 (0.4563) loss_giou_dn_4: 0.4588 (0.4555) loss_giou_dn_5: 0.4587 (0.4555) loss_giou_dn_pre: 0.5937 (0.5874) loss_giou_enc_0: 0.6878 (0.6788) loss_giou_pre: 0.5947 (0.5990) loss_ddf_aux_0: 0.0534 (0.0569) loss_ddf_aux_1: 0.0067 (0.0074) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2494 (0.2583) loss_ddf_dn_1: 0.0312 (0.0328) loss_ddf_dn_2: 0.0064 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6500 (0.6785) loss_vfl_aux_0: 0.7416 (0.7534) loss_vfl_aux_1: 0.7225 (0.7260) loss_vfl_aux_2: 0.6945 (0.7066) loss_vfl_aux_3: 0.6583 (0.6890) loss_vfl_aux_4: 0.6500 (0.6799) loss_vfl_dn_0: 0.4948 (0.4929) loss_vfl_dn_1: 0.4326 (0.4304) loss_vfl_dn_2: 0.4208 (0.4154) loss_vfl_dn_3: 0.4119 (0.4066) loss_vfl_dn_4: 0.4081 (0.4034) loss_vfl_dn_5: 0.4075 (0.4029) loss_vfl_dn_pre: 0.4954 (0.4935) loss_vfl_enc_0: 0.7245 (0.7512) loss_vfl_pre: 0.7399 (0.7561) time: 0.7737 data: 0.0291 max mem: 9097 Epoch: [27] [1200/3696] eta: 0:31:44 lr: 0.000013 loss: 31.6430 (32.1743) loss_bbox: 0.1868 (0.1826) loss_bbox_aux_0: 0.1987 (0.1958) loss_bbox_aux_1: 0.1886 (0.1852) loss_bbox_aux_2: 0.1865 (0.1831) loss_bbox_aux_3: 0.1868 (0.1827) loss_bbox_aux_4: 0.1868 (0.1826) loss_bbox_dn_0: 0.2636 (0.2556) loss_bbox_dn_1: 0.1924 (0.1919) loss_bbox_dn_2: 0.1782 (0.1813) loss_bbox_dn_3: 0.1767 (0.1782) loss_bbox_dn_4: 0.1757 (0.1776) loss_bbox_dn_5: 0.1757 (0.1776) loss_bbox_dn_pre: 0.2710 (0.2610) loss_bbox_enc_0: 0.2409 (0.2343) loss_bbox_pre: 0.1988 (0.1960) loss_dfl: 0.9624 (0.9647) loss_fgl_aux_0: 1.0040 (0.9990) loss_fgl_aux_1: 0.9642 (0.9675) loss_fgl_aux_2: 0.9622 (0.9649) loss_fgl_aux_3: 0.9626 (0.9647) loss_fgl_aux_4: 0.9622 (0.9647) loss_fgl_dn_0: 1.0966 (1.0924) loss_fgl_dn_1: 0.9777 (0.9889) loss_fgl_dn_2: 0.9732 (0.9801) loss_fgl_dn_3: 0.9746 (0.9809) loss_fgl_dn_4: 0.9747 (0.9813) loss_fgl_dn_5: 0.9747 (0.9813) loss_giou: 0.5330 (0.5737) loss_giou_aux_0: 0.5622 (0.6000) loss_giou_aux_1: 0.5396 (0.5790) loss_giou_aux_2: 0.5334 (0.5745) loss_giou_aux_3: 0.5325 (0.5738) loss_giou_aux_4: 0.5327 (0.5737) loss_giou_dn_0: 0.5400 (0.5876) loss_giou_dn_1: 0.4280 (0.4772) loss_giou_dn_2: 0.4106 (0.4602) loss_giou_dn_3: 0.4063 (0.4556) loss_giou_dn_4: 0.4045 (0.4548) loss_giou_dn_5: 0.4043 (0.4548) loss_giou_dn_pre: 0.5417 (0.5865) loss_giou_enc_0: 0.6190 (0.6779) loss_giou_pre: 0.5574 (0.5982) loss_ddf_aux_0: 0.0516 (0.0568) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2656 (0.2581) loss_ddf_dn_1: 0.0353 (0.0329) loss_ddf_dn_2: 0.0074 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6717 (0.6789) loss_vfl_aux_0: 0.7552 (0.7534) loss_vfl_aux_1: 0.7318 (0.7262) loss_vfl_aux_2: 0.7080 (0.7071) loss_vfl_aux_3: 0.6818 (0.6894) loss_vfl_aux_4: 0.6742 (0.6803) loss_vfl_dn_0: 0.4897 (0.4929) loss_vfl_dn_1: 0.4203 (0.4302) loss_vfl_dn_2: 0.4068 (0.4153) loss_vfl_dn_3: 0.3950 (0.4065) loss_vfl_dn_4: 0.3934 (0.4033) loss_vfl_dn_5: 0.3925 (0.4028) loss_vfl_dn_pre: 0.4908 (0.4934) loss_vfl_enc_0: 0.7537 (0.7512) loss_vfl_pre: 0.7596 (0.7562) time: 0.9221 data: 0.0267 max mem: 9097 Epoch: [27] [1300/3696] eta: 0:30:31 lr: 0.000013 loss: 32.5791 (32.1851) loss_bbox: 0.1964 (0.1828) loss_bbox_aux_0: 0.2053 (0.1960) loss_bbox_aux_1: 0.1971 (0.1854) loss_bbox_aux_2: 0.1987 (0.1833) loss_bbox_aux_3: 0.1969 (0.1829) loss_bbox_aux_4: 0.1966 (0.1828) loss_bbox_dn_0: 0.2553 (0.2559) loss_bbox_dn_1: 0.1931 (0.1921) loss_bbox_dn_2: 0.1836 (0.1815) loss_bbox_dn_3: 0.1833 (0.1783) loss_bbox_dn_4: 0.1822 (0.1777) loss_bbox_dn_5: 0.1821 (0.1777) loss_bbox_dn_pre: 0.2579 (0.2613) loss_bbox_enc_0: 0.2361 (0.2345) loss_bbox_pre: 0.2060 (0.1962) loss_dfl: 0.9712 (0.9643) loss_fgl_aux_0: 1.0051 (0.9986) loss_fgl_aux_1: 0.9762 (0.9671) loss_fgl_aux_2: 0.9714 (0.9645) loss_fgl_aux_3: 0.9707 (0.9643) loss_fgl_aux_4: 0.9712 (0.9643) loss_fgl_dn_0: 1.0947 (1.0925) loss_fgl_dn_1: 1.0001 (0.9889) loss_fgl_dn_2: 0.9925 (0.9802) loss_fgl_dn_3: 0.9948 (0.9810) loss_fgl_dn_4: 0.9962 (0.9814) loss_fgl_dn_5: 0.9961 (0.9814) loss_giou: 0.5812 (0.5743) loss_giou_aux_0: 0.6058 (0.6006) loss_giou_aux_1: 0.5895 (0.5796) loss_giou_aux_2: 0.5813 (0.5751) loss_giou_aux_3: 0.5817 (0.5744) loss_giou_aux_4: 0.5811 (0.5743) loss_giou_dn_0: 0.5915 (0.5879) loss_giou_dn_1: 0.4843 (0.4775) loss_giou_dn_2: 0.4727 (0.4605) loss_giou_dn_3: 0.4682 (0.4559) loss_giou_dn_4: 0.4685 (0.4551) loss_giou_dn_5: 0.4685 (0.4551) loss_giou_dn_pre: 0.5929 (0.5868) loss_giou_enc_0: 0.6735 (0.6785) loss_giou_pre: 0.6057 (0.5988) loss_ddf_aux_0: 0.0558 (0.0569) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2452 (0.2584) loss_ddf_dn_1: 0.0341 (0.0330) loss_ddf_dn_2: 0.0071 (0.0066) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6924 (0.6789) loss_vfl_aux_0: 0.7555 (0.7535) loss_vfl_aux_1: 0.7314 (0.7263) loss_vfl_aux_2: 0.7324 (0.7076) loss_vfl_aux_3: 0.6909 (0.6896) loss_vfl_aux_4: 0.6924 (0.6804) loss_vfl_dn_0: 0.4951 (0.4929) loss_vfl_dn_1: 0.4363 (0.4303) loss_vfl_dn_2: 0.4247 (0.4155) loss_vfl_dn_3: 0.4156 (0.4067) loss_vfl_dn_4: 0.4128 (0.4035) loss_vfl_dn_5: 0.4117 (0.4030) loss_vfl_dn_pre: 0.4938 (0.4935) loss_vfl_enc_0: 0.7704 (0.7516) loss_vfl_pre: 0.7694 (0.7562) time: 0.7507 data: 0.0301 max mem: 9097 Epoch: [27] [1400/3696] eta: 0:29:13 lr: 0.000013 loss: 32.0062 (32.1713) loss_bbox: 0.1797 (0.1825) loss_bbox_aux_0: 0.1920 (0.1957) loss_bbox_aux_1: 0.1818 (0.1851) loss_bbox_aux_2: 0.1815 (0.1830) loss_bbox_aux_3: 0.1808 (0.1826) loss_bbox_aux_4: 0.1797 (0.1825) loss_bbox_dn_0: 0.2347 (0.2557) loss_bbox_dn_1: 0.1802 (0.1917) loss_bbox_dn_2: 0.1662 (0.1812) loss_bbox_dn_3: 0.1627 (0.1780) loss_bbox_dn_4: 0.1611 (0.1775) loss_bbox_dn_5: 0.1609 (0.1774) loss_bbox_dn_pre: 0.2391 (0.2611) loss_bbox_enc_0: 0.2295 (0.2342) loss_bbox_pre: 0.1909 (0.1959) loss_dfl: 0.9405 (0.9645) loss_fgl_aux_0: 0.9727 (0.9989) loss_fgl_aux_1: 0.9422 (0.9673) loss_fgl_aux_2: 0.9403 (0.9647) loss_fgl_aux_3: 0.9407 (0.9645) loss_fgl_aux_4: 0.9407 (0.9645) loss_fgl_dn_0: 1.0925 (1.0926) loss_fgl_dn_1: 0.9888 (0.9889) loss_fgl_dn_2: 0.9825 (0.9801) loss_fgl_dn_3: 0.9852 (0.9809) loss_fgl_dn_4: 0.9855 (0.9813) loss_fgl_dn_5: 0.9856 (0.9813) loss_giou: 0.5860 (0.5735) loss_giou_aux_0: 0.6183 (0.5998) loss_giou_aux_1: 0.5941 (0.5789) loss_giou_aux_2: 0.5843 (0.5743) loss_giou_aux_3: 0.5839 (0.5736) loss_giou_aux_4: 0.5862 (0.5735) loss_giou_dn_0: 0.5967 (0.5873) loss_giou_dn_1: 0.5003 (0.4769) loss_giou_dn_2: 0.4841 (0.4599) loss_giou_dn_3: 0.4754 (0.4554) loss_giou_dn_4: 0.4727 (0.4545) loss_giou_dn_5: 0.4726 (0.4545) loss_giou_dn_pre: 0.5955 (0.5863) loss_giou_enc_0: 0.7075 (0.6778) loss_giou_pre: 0.6138 (0.5980) loss_ddf_aux_0: 0.0565 (0.0568) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2459 (0.2584) loss_ddf_dn_1: 0.0310 (0.0329) loss_ddf_dn_2: 0.0069 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6737 (0.6789) loss_vfl_aux_0: 0.7218 (0.7534) loss_vfl_aux_1: 0.7124 (0.7264) loss_vfl_aux_2: 0.6945 (0.7077) loss_vfl_aux_3: 0.6759 (0.6895) loss_vfl_aux_4: 0.6719 (0.6803) loss_vfl_dn_0: 0.4886 (0.4928) loss_vfl_dn_1: 0.4248 (0.4303) loss_vfl_dn_2: 0.4124 (0.4154) loss_vfl_dn_3: 0.4064 (0.4065) loss_vfl_dn_4: 0.4035 (0.4034) loss_vfl_dn_5: 0.4026 (0.4029) loss_vfl_dn_pre: 0.4895 (0.4934) loss_vfl_enc_0: 0.7184 (0.7517) loss_vfl_pre: 0.7352 (0.7560) time: 0.7576 data: 0.0328 max mem: 9097 Epoch: [27] [1500/3696] eta: 0:27:56 lr: 0.000013 loss: 32.2967 (32.1640) loss_bbox: 0.1827 (0.1823) loss_bbox_aux_0: 0.1906 (0.1955) loss_bbox_aux_1: 0.1813 (0.1850) loss_bbox_aux_2: 0.1826 (0.1829) loss_bbox_aux_3: 0.1828 (0.1824) loss_bbox_aux_4: 0.1827 (0.1823) loss_bbox_dn_0: 0.2585 (0.2557) loss_bbox_dn_1: 0.1844 (0.1916) loss_bbox_dn_2: 0.1727 (0.1811) loss_bbox_dn_3: 0.1707 (0.1779) loss_bbox_dn_4: 0.1703 (0.1774) loss_bbox_dn_5: 0.1702 (0.1773) loss_bbox_dn_pre: 0.2607 (0.2612) loss_bbox_enc_0: 0.2240 (0.2341) loss_bbox_pre: 0.1903 (0.1957) loss_dfl: 0.9545 (0.9645) loss_fgl_aux_0: 0.9885 (0.9989) loss_fgl_aux_1: 0.9582 (0.9673) loss_fgl_aux_2: 0.9553 (0.9647) loss_fgl_aux_3: 0.9556 (0.9645) loss_fgl_aux_4: 0.9546 (0.9645) loss_fgl_dn_0: 1.0949 (1.0926) loss_fgl_dn_1: 0.9746 (0.9886) loss_fgl_dn_2: 0.9678 (0.9798) loss_fgl_dn_3: 0.9689 (0.9806) loss_fgl_dn_4: 0.9698 (0.9810) loss_fgl_dn_5: 0.9699 (0.9810) loss_giou: 0.5912 (0.5730) loss_giou_aux_0: 0.6194 (0.5993) loss_giou_aux_1: 0.5917 (0.5784) loss_giou_aux_2: 0.5904 (0.5738) loss_giou_aux_3: 0.5917 (0.5731) loss_giou_aux_4: 0.5919 (0.5730) loss_giou_dn_0: 0.5795 (0.5872) loss_giou_dn_1: 0.4765 (0.4768) loss_giou_dn_2: 0.4571 (0.4597) loss_giou_dn_3: 0.4464 (0.4552) loss_giou_dn_4: 0.4457 (0.4543) loss_giou_dn_5: 0.4460 (0.4543) loss_giou_dn_pre: 0.5792 (0.5862) loss_giou_enc_0: 0.6800 (0.6775) loss_giou_pre: 0.6168 (0.5975) loss_ddf_aux_0: 0.0552 (0.0568) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2630 (0.2585) loss_ddf_dn_1: 0.0307 (0.0329) loss_ddf_dn_2: 0.0067 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6603 (0.6789) loss_vfl_aux_0: 0.7346 (0.7535) loss_vfl_aux_1: 0.6945 (0.7267) loss_vfl_aux_2: 0.6849 (0.7077) loss_vfl_aux_3: 0.6696 (0.6896) loss_vfl_aux_4: 0.6567 (0.6803) loss_vfl_dn_0: 0.4961 (0.4929) loss_vfl_dn_1: 0.4305 (0.4303) loss_vfl_dn_2: 0.4173 (0.4154) loss_vfl_dn_3: 0.4059 (0.4065) loss_vfl_dn_4: 0.4022 (0.4033) loss_vfl_dn_5: 0.4011 (0.4028) loss_vfl_dn_pre: 0.4960 (0.4934) loss_vfl_enc_0: 0.7278 (0.7520) loss_vfl_pre: 0.7353 (0.7563) time: 0.7803 data: 0.0304 max mem: 9097 Epoch: [27] [1600/3696] eta: 0:26:37 lr: 0.000013 loss: 32.0172 (32.1597) loss_bbox: 0.1696 (0.1820) loss_bbox_aux_0: 0.1742 (0.1951) loss_bbox_aux_1: 0.1686 (0.1847) loss_bbox_aux_2: 0.1690 (0.1825) loss_bbox_aux_3: 0.1700 (0.1821) loss_bbox_aux_4: 0.1696 (0.1820) loss_bbox_dn_0: 0.2283 (0.2550) loss_bbox_dn_1: 0.1732 (0.1911) loss_bbox_dn_2: 0.1675 (0.1806) loss_bbox_dn_3: 0.1665 (0.1774) loss_bbox_dn_4: 0.1659 (0.1769) loss_bbox_dn_5: 0.1657 (0.1769) loss_bbox_dn_pre: 0.2330 (0.2605) loss_bbox_enc_0: 0.2170 (0.2336) loss_bbox_pre: 0.1750 (0.1954) loss_dfl: 0.9755 (0.9645) loss_fgl_aux_0: 1.0130 (0.9989) loss_fgl_aux_1: 0.9809 (0.9673) loss_fgl_aux_2: 0.9752 (0.9647) loss_fgl_aux_3: 0.9751 (0.9646) loss_fgl_aux_4: 0.9752 (0.9646) loss_fgl_dn_0: 1.0983 (1.0927) loss_fgl_dn_1: 1.0000 (0.9887) loss_fgl_dn_2: 0.9906 (0.9800) loss_fgl_dn_3: 0.9913 (0.9808) loss_fgl_dn_4: 0.9923 (0.9811) loss_fgl_dn_5: 0.9924 (0.9812) loss_giou: 0.5479 (0.5736) loss_giou_aux_0: 0.5693 (0.5997) loss_giou_aux_1: 0.5527 (0.5789) loss_giou_aux_2: 0.5515 (0.5744) loss_giou_aux_3: 0.5484 (0.5737) loss_giou_aux_4: 0.5481 (0.5736) loss_giou_dn_0: 0.5761 (0.5874) loss_giou_dn_1: 0.4647 (0.4769) loss_giou_dn_2: 0.4466 (0.4598) loss_giou_dn_3: 0.4404 (0.4552) loss_giou_dn_4: 0.4390 (0.4544) loss_giou_dn_5: 0.4389 (0.4544) loss_giou_dn_pre: 0.5766 (0.5863) loss_giou_enc_0: 0.6454 (0.6781) loss_giou_pre: 0.5697 (0.5980) loss_ddf_aux_0: 0.0548 (0.0566) loss_ddf_aux_1: 0.0077 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2616 (0.2588) loss_ddf_dn_1: 0.0376 (0.0331) loss_ddf_dn_2: 0.0082 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6531 (0.6783) loss_vfl_aux_0: 0.7469 (0.7532) loss_vfl_aux_1: 0.7073 (0.7263) loss_vfl_aux_2: 0.6878 (0.7072) loss_vfl_aux_3: 0.6697 (0.6890) loss_vfl_aux_4: 0.6604 (0.6796) loss_vfl_dn_0: 0.4929 (0.4928) loss_vfl_dn_1: 0.4294 (0.4303) loss_vfl_dn_2: 0.4183 (0.4153) loss_vfl_dn_3: 0.4074 (0.4065) loss_vfl_dn_4: 0.4053 (0.4033) loss_vfl_dn_5: 0.4048 (0.4028) loss_vfl_dn_pre: 0.4938 (0.4934) loss_vfl_enc_0: 0.7372 (0.7514) loss_vfl_pre: 0.7512 (0.7559) time: 0.7494 data: 0.0241 max mem: 9097 Epoch: [27] [1700/3696] eta: 0:25:28 lr: 0.000013 loss: 32.1967 (32.1569) loss_bbox: 0.1658 (0.1821) loss_bbox_aux_0: 0.1747 (0.1952) loss_bbox_aux_1: 0.1683 (0.1848) loss_bbox_aux_2: 0.1667 (0.1826) loss_bbox_aux_3: 0.1659 (0.1821) loss_bbox_aux_4: 0.1659 (0.1821) loss_bbox_dn_0: 0.2431 (0.2551) loss_bbox_dn_1: 0.1775 (0.1911) loss_bbox_dn_2: 0.1676 (0.1806) loss_bbox_dn_3: 0.1629 (0.1774) loss_bbox_dn_4: 0.1629 (0.1768) loss_bbox_dn_5: 0.1630 (0.1768) loss_bbox_dn_pre: 0.2445 (0.2606) loss_bbox_enc_0: 0.2041 (0.2338) loss_bbox_pre: 0.1738 (0.1955) loss_dfl: 0.9629 (0.9647) loss_fgl_aux_0: 0.9942 (0.9990) loss_fgl_aux_1: 0.9601 (0.9675) loss_fgl_aux_2: 0.9624 (0.9649) loss_fgl_aux_3: 0.9630 (0.9647) loss_fgl_aux_4: 0.9631 (0.9647) loss_fgl_dn_0: 1.0896 (1.0927) loss_fgl_dn_1: 0.9863 (0.9887) loss_fgl_dn_2: 0.9744 (0.9799) loss_fgl_dn_3: 0.9748 (0.9808) loss_fgl_dn_4: 0.9744 (0.9811) loss_fgl_dn_5: 0.9744 (0.9811) loss_giou: 0.5327 (0.5731) loss_giou_aux_0: 0.5501 (0.5993) loss_giou_aux_1: 0.5353 (0.5785) loss_giou_aux_2: 0.5328 (0.5739) loss_giou_aux_3: 0.5335 (0.5732) loss_giou_aux_4: 0.5325 (0.5731) loss_giou_dn_0: 0.5717 (0.5872) loss_giou_dn_1: 0.4531 (0.4767) loss_giou_dn_2: 0.4349 (0.4597) loss_giou_dn_3: 0.4293 (0.4551) loss_giou_dn_4: 0.4286 (0.4542) loss_giou_dn_5: 0.4287 (0.4542) loss_giou_dn_pre: 0.5730 (0.5862) loss_giou_enc_0: 0.6346 (0.6775) loss_giou_pre: 0.5497 (0.5975) loss_ddf_aux_0: 0.0533 (0.0565) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2571 (0.2586) loss_ddf_dn_1: 0.0314 (0.0330) loss_ddf_dn_2: 0.0071 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6739 (0.6782) loss_vfl_aux_0: 0.7557 (0.7532) loss_vfl_aux_1: 0.7297 (0.7268) loss_vfl_aux_2: 0.7045 (0.7075) loss_vfl_aux_3: 0.6893 (0.6891) loss_vfl_aux_4: 0.6741 (0.6796) loss_vfl_dn_0: 0.4947 (0.4928) loss_vfl_dn_1: 0.4314 (0.4303) loss_vfl_dn_2: 0.4127 (0.4153) loss_vfl_dn_3: 0.4039 (0.4065) loss_vfl_dn_4: 0.4005 (0.4033) loss_vfl_dn_5: 0.4022 (0.4028) loss_vfl_dn_pre: 0.4954 (0.4934) loss_vfl_enc_0: 0.7544 (0.7516) loss_vfl_pre: 0.7600 (0.7560) time: 1.0116 data: 0.0266 max mem: 9097 Epoch: [27] [1800/3696] eta: 0:24:10 lr: 0.000013 loss: 31.9774 (32.1571) loss_bbox: 0.1989 (0.1822) loss_bbox_aux_0: 0.2042 (0.1954) loss_bbox_aux_1: 0.2002 (0.1849) loss_bbox_aux_2: 0.1965 (0.1828) loss_bbox_aux_3: 0.1985 (0.1823) loss_bbox_aux_4: 0.1988 (0.1822) loss_bbox_dn_0: 0.2743 (0.2551) loss_bbox_dn_1: 0.2023 (0.1911) loss_bbox_dn_2: 0.1922 (0.1806) loss_bbox_dn_3: 0.1922 (0.1774) loss_bbox_dn_4: 0.1909 (0.1769) loss_bbox_dn_5: 0.1909 (0.1769) loss_bbox_dn_pre: 0.2842 (0.2606) loss_bbox_enc_0: 0.2391 (0.2339) loss_bbox_pre: 0.2052 (0.1956) loss_dfl: 0.9477 (0.9642) loss_fgl_aux_0: 0.9919 (0.9986) loss_fgl_aux_1: 0.9489 (0.9670) loss_fgl_aux_2: 0.9474 (0.9644) loss_fgl_aux_3: 0.9475 (0.9643) loss_fgl_aux_4: 0.9477 (0.9643) loss_fgl_dn_0: 1.0856 (1.0926) loss_fgl_dn_1: 0.9837 (0.9886) loss_fgl_dn_2: 0.9749 (0.9798) loss_fgl_dn_3: 0.9748 (0.9807) loss_fgl_dn_4: 0.9754 (0.9810) loss_fgl_dn_5: 0.9754 (0.9810) loss_giou: 0.5855 (0.5735) loss_giou_aux_0: 0.6062 (0.5997) loss_giou_aux_1: 0.5825 (0.5789) loss_giou_aux_2: 0.5857 (0.5744) loss_giou_aux_3: 0.5847 (0.5736) loss_giou_aux_4: 0.5854 (0.5735) loss_giou_dn_0: 0.5828 (0.5873) loss_giou_dn_1: 0.4700 (0.4768) loss_giou_dn_2: 0.4487 (0.4597) loss_giou_dn_3: 0.4457 (0.4551) loss_giou_dn_4: 0.4442 (0.4543) loss_giou_dn_5: 0.4439 (0.4543) loss_giou_dn_pre: 0.5794 (0.5862) loss_giou_enc_0: 0.6582 (0.6777) loss_giou_pre: 0.6051 (0.5979) loss_ddf_aux_0: 0.0522 (0.0564) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2576 (0.2590) loss_ddf_dn_1: 0.0347 (0.0331) loss_ddf_dn_2: 0.0064 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6635 (0.6780) loss_vfl_aux_0: 0.7384 (0.7530) loss_vfl_aux_1: 0.7130 (0.7265) loss_vfl_aux_2: 0.6949 (0.7072) loss_vfl_aux_3: 0.6779 (0.6888) loss_vfl_aux_4: 0.6618 (0.6792) loss_vfl_dn_0: 0.4874 (0.4928) loss_vfl_dn_1: 0.4251 (0.4304) loss_vfl_dn_2: 0.4081 (0.4154) loss_vfl_dn_3: 0.4031 (0.4066) loss_vfl_dn_4: 0.4004 (0.4033) loss_vfl_dn_5: 0.4020 (0.4028) loss_vfl_dn_pre: 0.4879 (0.4934) loss_vfl_enc_0: 0.7249 (0.7512) loss_vfl_pre: 0.7393 (0.7557) time: 0.7648 data: 0.0330 max mem: 9097 Epoch: [27] [1900/3696] eta: 0:22:52 lr: 0.000013 loss: 31.7736 (32.1471) loss_bbox: 0.1663 (0.1823) loss_bbox_aux_0: 0.1730 (0.1955) loss_bbox_aux_1: 0.1656 (0.1850) loss_bbox_aux_2: 0.1652 (0.1828) loss_bbox_aux_3: 0.1659 (0.1824) loss_bbox_aux_4: 0.1662 (0.1823) loss_bbox_dn_0: 0.2393 (0.2554) loss_bbox_dn_1: 0.1766 (0.1913) loss_bbox_dn_2: 0.1658 (0.1807) loss_bbox_dn_3: 0.1594 (0.1775) loss_bbox_dn_4: 0.1575 (0.1770) loss_bbox_dn_5: 0.1575 (0.1770) loss_bbox_dn_pre: 0.2386 (0.2608) loss_bbox_enc_0: 0.2013 (0.2341) loss_bbox_pre: 0.1734 (0.1957) loss_dfl: 0.9545 (0.9641) loss_fgl_aux_0: 0.9879 (0.9985) loss_fgl_aux_1: 0.9610 (0.9669) loss_fgl_aux_2: 0.9552 (0.9642) loss_fgl_aux_3: 0.9548 (0.9641) loss_fgl_aux_4: 0.9544 (0.9641) loss_fgl_dn_0: 1.0923 (1.0926) loss_fgl_dn_1: 0.9944 (0.9884) loss_fgl_dn_2: 0.9855 (0.9796) loss_fgl_dn_3: 0.9870 (0.9804) loss_fgl_dn_4: 0.9878 (0.9808) loss_fgl_dn_5: 0.9878 (0.9808) loss_giou: 0.5646 (0.5726) loss_giou_aux_0: 0.5947 (0.5987) loss_giou_aux_1: 0.5721 (0.5780) loss_giou_aux_2: 0.5660 (0.5734) loss_giou_aux_3: 0.5651 (0.5727) loss_giou_aux_4: 0.5649 (0.5726) loss_giou_dn_0: 0.5833 (0.5866) loss_giou_dn_1: 0.4674 (0.4762) loss_giou_dn_2: 0.4502 (0.4591) loss_giou_dn_3: 0.4451 (0.4545) loss_giou_dn_4: 0.4429 (0.4537) loss_giou_dn_5: 0.4428 (0.4537) loss_giou_dn_pre: 0.5803 (0.5856) loss_giou_enc_0: 0.6804 (0.6767) loss_giou_pre: 0.5951 (0.5970) loss_ddf_aux_0: 0.0516 (0.0564) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2417 (0.2591) loss_ddf_dn_1: 0.0330 (0.0332) loss_ddf_dn_2: 0.0061 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6627 (0.6782) loss_vfl_aux_0: 0.7422 (0.7532) loss_vfl_aux_1: 0.7261 (0.7271) loss_vfl_aux_2: 0.7023 (0.7074) loss_vfl_aux_3: 0.6782 (0.6890) loss_vfl_aux_4: 0.6727 (0.6794) loss_vfl_dn_0: 0.4884 (0.4929) loss_vfl_dn_1: 0.4248 (0.4303) loss_vfl_dn_2: 0.4103 (0.4154) loss_vfl_dn_3: 0.4024 (0.4065) loss_vfl_dn_4: 0.3990 (0.4033) loss_vfl_dn_5: 0.3994 (0.4028) loss_vfl_dn_pre: 0.4884 (0.4935) loss_vfl_enc_0: 0.7408 (0.7515) loss_vfl_pre: 0.7399 (0.7560) time: 0.7607 data: 0.0345 max mem: 9097 Epoch: [27] [2000/3696] eta: 0:21:36 lr: 0.000013 loss: 31.6920 (32.1469) loss_bbox: 0.1803 (0.1823) loss_bbox_aux_0: 0.1985 (0.1955) loss_bbox_aux_1: 0.1836 (0.1850) loss_bbox_aux_2: 0.1812 (0.1828) loss_bbox_aux_3: 0.1803 (0.1824) loss_bbox_aux_4: 0.1804 (0.1823) loss_bbox_dn_0: 0.2528 (0.2554) loss_bbox_dn_1: 0.1845 (0.1912) loss_bbox_dn_2: 0.1754 (0.1807) loss_bbox_dn_3: 0.1720 (0.1775) loss_bbox_dn_4: 0.1718 (0.1769) loss_bbox_dn_5: 0.1719 (0.1769) loss_bbox_dn_pre: 0.2553 (0.2608) loss_bbox_enc_0: 0.2378 (0.2341) loss_bbox_pre: 0.1993 (0.1957) loss_dfl: 0.9610 (0.9638) loss_fgl_aux_0: 1.0077 (0.9982) loss_fgl_aux_1: 0.9635 (0.9667) loss_fgl_aux_2: 0.9609 (0.9640) loss_fgl_aux_3: 0.9610 (0.9638) loss_fgl_aux_4: 0.9611 (0.9638) loss_fgl_dn_0: 1.1044 (1.0926) loss_fgl_dn_1: 0.9894 (0.9885) loss_fgl_dn_2: 0.9790 (0.9797) loss_fgl_dn_3: 0.9800 (0.9805) loss_fgl_dn_4: 0.9803 (0.9809) loss_fgl_dn_5: 0.9802 (0.9809) loss_giou: 0.5594 (0.5729) loss_giou_aux_0: 0.5814 (0.5989) loss_giou_aux_1: 0.5642 (0.5782) loss_giou_aux_2: 0.5612 (0.5737) loss_giou_aux_3: 0.5593 (0.5730) loss_giou_aux_4: 0.5594 (0.5729) loss_giou_dn_0: 0.5694 (0.5867) loss_giou_dn_1: 0.4542 (0.4762) loss_giou_dn_2: 0.4367 (0.4592) loss_giou_dn_3: 0.4304 (0.4546) loss_giou_dn_4: 0.4294 (0.4538) loss_giou_dn_5: 0.4295 (0.4538) loss_giou_dn_pre: 0.5680 (0.5857) loss_giou_enc_0: 0.6638 (0.6769) loss_giou_pre: 0.5814 (0.5972) loss_ddf_aux_0: 0.0567 (0.0563) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2610 (0.2588) loss_ddf_dn_1: 0.0336 (0.0331) loss_ddf_dn_2: 0.0082 (0.0067) loss_ddf_dn_3: 0.0010 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6569 (0.6780) loss_vfl_aux_0: 0.7343 (0.7531) loss_vfl_aux_1: 0.7033 (0.7269) loss_vfl_aux_2: 0.6942 (0.7073) loss_vfl_aux_3: 0.6660 (0.6888) loss_vfl_aux_4: 0.6566 (0.6793) loss_vfl_dn_0: 0.4958 (0.4929) loss_vfl_dn_1: 0.4337 (0.4304) loss_vfl_dn_2: 0.4171 (0.4155) loss_vfl_dn_3: 0.4067 (0.4066) loss_vfl_dn_4: 0.4068 (0.4034) loss_vfl_dn_5: 0.4053 (0.4029) loss_vfl_dn_pre: 0.4954 (0.4935) loss_vfl_enc_0: 0.7492 (0.7514) loss_vfl_pre: 0.7340 (0.7558) time: 0.7581 data: 0.0252 max mem: 9097 Epoch: [27] [2100/3696] eta: 0:20:19 lr: 0.000013 loss: 32.2637 (32.1620) loss_bbox: 0.1691 (0.1823) loss_bbox_aux_0: 0.1869 (0.1955) loss_bbox_aux_1: 0.1719 (0.1851) loss_bbox_aux_2: 0.1704 (0.1829) loss_bbox_aux_3: 0.1695 (0.1824) loss_bbox_aux_4: 0.1692 (0.1823) loss_bbox_dn_0: 0.2496 (0.2556) loss_bbox_dn_1: 0.1858 (0.1914) loss_bbox_dn_2: 0.1807 (0.1809) loss_bbox_dn_3: 0.1764 (0.1777) loss_bbox_dn_4: 0.1772 (0.1771) loss_bbox_dn_5: 0.1771 (0.1771) loss_bbox_dn_pre: 0.2637 (0.2610) loss_bbox_enc_0: 0.2198 (0.2341) loss_bbox_pre: 0.1887 (0.1958) loss_dfl: 0.9560 (0.9638) loss_fgl_aux_0: 0.9875 (0.9982) loss_fgl_aux_1: 0.9586 (0.9667) loss_fgl_aux_2: 0.9565 (0.9640) loss_fgl_aux_3: 0.9552 (0.9638) loss_fgl_aux_4: 0.9558 (0.9638) loss_fgl_dn_0: 1.0855 (1.0926) loss_fgl_dn_1: 0.9939 (0.9887) loss_fgl_dn_2: 0.9887 (0.9799) loss_fgl_dn_3: 0.9901 (0.9807) loss_fgl_dn_4: 0.9904 (0.9811) loss_fgl_dn_5: 0.9903 (0.9811) loss_giou: 0.5586 (0.5735) loss_giou_aux_0: 0.5734 (0.5995) loss_giou_aux_1: 0.5622 (0.5788) loss_giou_aux_2: 0.5580 (0.5743) loss_giou_aux_3: 0.5591 (0.5736) loss_giou_aux_4: 0.5590 (0.5735) loss_giou_dn_0: 0.5995 (0.5872) loss_giou_dn_1: 0.4854 (0.4767) loss_giou_dn_2: 0.4660 (0.4597) loss_giou_dn_3: 0.4636 (0.4551) loss_giou_dn_4: 0.4635 (0.4543) loss_giou_dn_5: 0.4636 (0.4543) loss_giou_dn_pre: 0.5975 (0.5862) loss_giou_enc_0: 0.6444 (0.6774) loss_giou_pre: 0.5736 (0.5978) loss_ddf_aux_0: 0.0532 (0.0562) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2655 (0.2584) loss_ddf_dn_1: 0.0335 (0.0331) loss_ddf_dn_2: 0.0068 (0.0067) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6810 (0.6782) loss_vfl_aux_0: 0.7511 (0.7534) loss_vfl_aux_1: 0.7306 (0.7273) loss_vfl_aux_2: 0.7131 (0.7077) loss_vfl_aux_3: 0.7021 (0.6892) loss_vfl_aux_4: 0.6846 (0.6796) loss_vfl_dn_0: 0.4921 (0.4931) loss_vfl_dn_1: 0.4356 (0.4307) loss_vfl_dn_2: 0.4183 (0.4158) loss_vfl_dn_3: 0.4113 (0.4069) loss_vfl_dn_4: 0.4092 (0.4038) loss_vfl_dn_5: 0.4078 (0.4032) loss_vfl_dn_pre: 0.4917 (0.4936) loss_vfl_enc_0: 0.7554 (0.7516) loss_vfl_pre: 0.7605 (0.7561) time: 0.7611 data: 0.0287 max mem: 9097 Epoch: [27] [2200/3696] eta: 0:19:02 lr: 0.000013 loss: 32.1661 (32.1524) loss_bbox: 0.1798 (0.1821) loss_bbox_aux_0: 0.1930 (0.1952) loss_bbox_aux_1: 0.1841 (0.1848) loss_bbox_aux_2: 0.1788 (0.1826) loss_bbox_aux_3: 0.1798 (0.1821) loss_bbox_aux_4: 0.1797 (0.1821) loss_bbox_dn_0: 0.2544 (0.2552) loss_bbox_dn_1: 0.1907 (0.1911) loss_bbox_dn_2: 0.1798 (0.1806) loss_bbox_dn_3: 0.1776 (0.1774) loss_bbox_dn_4: 0.1781 (0.1769) loss_bbox_dn_5: 0.1781 (0.1769) loss_bbox_dn_pre: 0.2557 (0.2607) loss_bbox_enc_0: 0.2195 (0.2338) loss_bbox_pre: 0.1937 (0.1954) loss_dfl: 0.9526 (0.9636) loss_fgl_aux_0: 0.9871 (0.9979) loss_fgl_aux_1: 0.9544 (0.9665) loss_fgl_aux_2: 0.9518 (0.9638) loss_fgl_aux_3: 0.9521 (0.9636) loss_fgl_aux_4: 0.9524 (0.9636) loss_fgl_dn_0: 1.0943 (1.0927) loss_fgl_dn_1: 0.9892 (0.9887) loss_fgl_dn_2: 0.9805 (0.9798) loss_fgl_dn_3: 0.9826 (0.9806) loss_fgl_dn_4: 0.9830 (0.9810) loss_fgl_dn_5: 0.9831 (0.9810) loss_giou: 0.5718 (0.5735) loss_giou_aux_0: 0.5962 (0.5996) loss_giou_aux_1: 0.5741 (0.5789) loss_giou_aux_2: 0.5708 (0.5743) loss_giou_aux_3: 0.5710 (0.5736) loss_giou_aux_4: 0.5716 (0.5735) loss_giou_dn_0: 0.5803 (0.5871) loss_giou_dn_1: 0.4696 (0.4767) loss_giou_dn_2: 0.4565 (0.4596) loss_giou_dn_3: 0.4543 (0.4551) loss_giou_dn_4: 0.4527 (0.4543) loss_giou_dn_5: 0.4526 (0.4543) loss_giou_dn_pre: 0.5808 (0.5861) loss_giou_enc_0: 0.6763 (0.6774) loss_giou_pre: 0.5949 (0.5978) loss_ddf_aux_0: 0.0565 (0.0561) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2616 (0.2583) loss_ddf_dn_1: 0.0340 (0.0331) loss_ddf_dn_2: 0.0064 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6730 (0.6778) loss_vfl_aux_0: 0.7438 (0.7531) loss_vfl_aux_1: 0.7139 (0.7270) loss_vfl_aux_2: 0.6901 (0.7072) loss_vfl_aux_3: 0.6671 (0.6886) loss_vfl_aux_4: 0.6703 (0.6791) loss_vfl_dn_0: 0.4921 (0.4931) loss_vfl_dn_1: 0.4345 (0.4306) loss_vfl_dn_2: 0.4183 (0.4157) loss_vfl_dn_3: 0.4060 (0.4068) loss_vfl_dn_4: 0.4039 (0.4037) loss_vfl_dn_5: 0.4026 (0.4032) loss_vfl_dn_pre: 0.4924 (0.4936) loss_vfl_enc_0: 0.7372 (0.7515) loss_vfl_pre: 0.7359 (0.7557) time: 0.7512 data: 0.0288 max mem: 9097 Epoch: [27] [2300/3696] eta: 0:17:45 lr: 0.000013 loss: 32.1745 (32.1518) loss_bbox: 0.1807 (0.1819) loss_bbox_aux_0: 0.2013 (0.1951) loss_bbox_aux_1: 0.1871 (0.1846) loss_bbox_aux_2: 0.1825 (0.1824) loss_bbox_aux_3: 0.1805 (0.1820) loss_bbox_aux_4: 0.1807 (0.1819) loss_bbox_dn_0: 0.2513 (0.2550) loss_bbox_dn_1: 0.1832 (0.1909) loss_bbox_dn_2: 0.1722 (0.1804) loss_bbox_dn_3: 0.1688 (0.1772) loss_bbox_dn_4: 0.1685 (0.1767) loss_bbox_dn_5: 0.1685 (0.1767) loss_bbox_dn_pre: 0.2535 (0.2604) loss_bbox_enc_0: 0.2337 (0.2336) loss_bbox_pre: 0.2008 (0.1953) loss_dfl: 0.9762 (0.9637) loss_fgl_aux_0: 1.0171 (0.9981) loss_fgl_aux_1: 0.9800 (0.9666) loss_fgl_aux_2: 0.9757 (0.9639) loss_fgl_aux_3: 0.9761 (0.9637) loss_fgl_aux_4: 0.9761 (0.9637) loss_fgl_dn_0: 1.0954 (1.0928) loss_fgl_dn_1: 0.9992 (0.9888) loss_fgl_dn_2: 0.9910 (0.9800) loss_fgl_dn_3: 0.9919 (0.9808) loss_fgl_dn_4: 0.9927 (0.9811) loss_fgl_dn_5: 0.9927 (0.9811) loss_giou: 0.5594 (0.5734) loss_giou_aux_0: 0.5884 (0.5994) loss_giou_aux_1: 0.5665 (0.5787) loss_giou_aux_2: 0.5609 (0.5742) loss_giou_aux_3: 0.5590 (0.5735) loss_giou_aux_4: 0.5596 (0.5734) loss_giou_dn_0: 0.5715 (0.5872) loss_giou_dn_1: 0.4661 (0.4766) loss_giou_dn_2: 0.4512 (0.4596) loss_giou_dn_3: 0.4457 (0.4551) loss_giou_dn_4: 0.4443 (0.4542) loss_giou_dn_5: 0.4442 (0.4542) loss_giou_dn_pre: 0.5713 (0.5861) loss_giou_enc_0: 0.6705 (0.6772) loss_giou_pre: 0.5865 (0.5977) loss_ddf_aux_0: 0.0572 (0.0563) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2487 (0.2586) loss_ddf_dn_1: 0.0302 (0.0331) loss_ddf_dn_2: 0.0056 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6804 (0.6780) loss_vfl_aux_0: 0.7455 (0.7532) loss_vfl_aux_1: 0.7396 (0.7271) loss_vfl_aux_2: 0.7004 (0.7075) loss_vfl_aux_3: 0.6832 (0.6888) loss_vfl_aux_4: 0.6811 (0.6794) loss_vfl_dn_0: 0.4919 (0.4931) loss_vfl_dn_1: 0.4323 (0.4307) loss_vfl_dn_2: 0.4218 (0.4159) loss_vfl_dn_3: 0.4125 (0.4069) loss_vfl_dn_4: 0.4095 (0.4038) loss_vfl_dn_5: 0.4090 (0.4033) loss_vfl_dn_pre: 0.4926 (0.4936) loss_vfl_enc_0: 0.7552 (0.7517) loss_vfl_pre: 0.7472 (0.7558) time: 0.7698 data: 0.0312 max mem: 9097 Epoch: [27] [2400/3696] eta: 0:16:28 lr: 0.000013 loss: 32.1801 (32.1512) loss_bbox: 0.1667 (0.1816) loss_bbox_aux_0: 0.1877 (0.1948) loss_bbox_aux_1: 0.1753 (0.1843) loss_bbox_aux_2: 0.1682 (0.1821) loss_bbox_aux_3: 0.1672 (0.1817) loss_bbox_aux_4: 0.1668 (0.1816) loss_bbox_dn_0: 0.2421 (0.2548) loss_bbox_dn_1: 0.1750 (0.1907) loss_bbox_dn_2: 0.1610 (0.1802) loss_bbox_dn_3: 0.1565 (0.1771) loss_bbox_dn_4: 0.1553 (0.1765) loss_bbox_dn_5: 0.1554 (0.1765) loss_bbox_dn_pre: 0.2490 (0.2602) loss_bbox_enc_0: 0.2137 (0.2333) loss_bbox_pre: 0.1893 (0.1950) loss_dfl: 0.9643 (0.9638) loss_fgl_aux_0: 0.9951 (0.9982) loss_fgl_aux_1: 0.9679 (0.9667) loss_fgl_aux_2: 0.9649 (0.9640) loss_fgl_aux_3: 0.9647 (0.9638) loss_fgl_aux_4: 0.9643 (0.9638) loss_fgl_dn_0: 1.0911 (1.0928) loss_fgl_dn_1: 0.9940 (0.9889) loss_fgl_dn_2: 0.9863 (0.9800) loss_fgl_dn_3: 0.9881 (0.9808) loss_fgl_dn_4: 0.9878 (0.9812) loss_fgl_dn_5: 0.9878 (0.9812) loss_giou: 0.5950 (0.5735) loss_giou_aux_0: 0.6244 (0.5995) loss_giou_aux_1: 0.5990 (0.5788) loss_giou_aux_2: 0.5957 (0.5743) loss_giou_aux_3: 0.5963 (0.5736) loss_giou_aux_4: 0.5953 (0.5735) loss_giou_dn_0: 0.5898 (0.5871) loss_giou_dn_1: 0.4753 (0.4766) loss_giou_dn_2: 0.4588 (0.4596) loss_giou_dn_3: 0.4566 (0.4550) loss_giou_dn_4: 0.4562 (0.4542) loss_giou_dn_5: 0.4562 (0.4542) loss_giou_dn_pre: 0.5899 (0.5861) loss_giou_enc_0: 0.6895 (0.6773) loss_giou_pre: 0.6222 (0.5977) loss_ddf_aux_0: 0.0516 (0.0563) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2473 (0.2585) loss_ddf_dn_1: 0.0325 (0.0331) loss_ddf_dn_2: 0.0068 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6740 (0.6782) loss_vfl_aux_0: 0.7329 (0.7532) loss_vfl_aux_1: 0.7062 (0.7273) loss_vfl_aux_2: 0.6899 (0.7076) loss_vfl_aux_3: 0.6746 (0.6890) loss_vfl_aux_4: 0.6693 (0.6796) loss_vfl_dn_0: 0.4982 (0.4932) loss_vfl_dn_1: 0.4368 (0.4308) loss_vfl_dn_2: 0.4191 (0.4159) loss_vfl_dn_3: 0.4099 (0.4070) loss_vfl_dn_4: 0.4072 (0.4038) loss_vfl_dn_5: 0.4057 (0.4033) loss_vfl_dn_pre: 0.4990 (0.4937) loss_vfl_enc_0: 0.7339 (0.7519) loss_vfl_pre: 0.7391 (0.7559) time: 0.7693 data: 0.0288 max mem: 9097 Epoch: [27] [2500/3696] eta: 0:15:12 lr: 0.000013 loss: 31.5076 (32.1582) loss_bbox: 0.1714 (0.1817) loss_bbox_aux_0: 0.1902 (0.1950) loss_bbox_aux_1: 0.1753 (0.1845) loss_bbox_aux_2: 0.1724 (0.1823) loss_bbox_aux_3: 0.1714 (0.1818) loss_bbox_aux_4: 0.1715 (0.1818) loss_bbox_dn_0: 0.2358 (0.2550) loss_bbox_dn_1: 0.1703 (0.1909) loss_bbox_dn_2: 0.1616 (0.1804) loss_bbox_dn_3: 0.1582 (0.1773) loss_bbox_dn_4: 0.1578 (0.1767) loss_bbox_dn_5: 0.1578 (0.1767) loss_bbox_dn_pre: 0.2465 (0.2604) loss_bbox_enc_0: 0.2322 (0.2335) loss_bbox_pre: 0.1903 (0.1952) loss_dfl: 0.9640 (0.9638) loss_fgl_aux_0: 1.0066 (0.9982) loss_fgl_aux_1: 0.9667 (0.9667) loss_fgl_aux_2: 0.9647 (0.9640) loss_fgl_aux_3: 0.9638 (0.9639) loss_fgl_aux_4: 0.9637 (0.9638) loss_fgl_dn_0: 1.0845 (1.0928) loss_fgl_dn_1: 0.9813 (0.9888) loss_fgl_dn_2: 0.9726 (0.9800) loss_fgl_dn_3: 0.9734 (0.9807) loss_fgl_dn_4: 0.9742 (0.9811) loss_fgl_dn_5: 0.9743 (0.9811) loss_giou: 0.5351 (0.5734) loss_giou_aux_0: 0.5613 (0.5994) loss_giou_aux_1: 0.5403 (0.5787) loss_giou_aux_2: 0.5371 (0.5742) loss_giou_aux_3: 0.5351 (0.5735) loss_giou_aux_4: 0.5350 (0.5734) loss_giou_dn_0: 0.5659 (0.5873) loss_giou_dn_1: 0.4559 (0.4768) loss_giou_dn_2: 0.4400 (0.4597) loss_giou_dn_3: 0.4373 (0.4552) loss_giou_dn_4: 0.4362 (0.4544) loss_giou_dn_5: 0.4362 (0.4544) loss_giou_dn_pre: 0.5649 (0.5863) loss_giou_enc_0: 0.6417 (0.6773) loss_giou_pre: 0.5626 (0.5977) loss_ddf_aux_0: 0.0553 (0.0563) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2440 (0.2582) loss_ddf_dn_1: 0.0314 (0.0330) loss_ddf_dn_2: 0.0058 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6784 (0.6788) loss_vfl_aux_0: 0.7350 (0.7537) loss_vfl_aux_1: 0.7170 (0.7278) loss_vfl_aux_2: 0.7004 (0.7080) loss_vfl_aux_3: 0.6800 (0.6895) loss_vfl_aux_4: 0.6760 (0.6802) loss_vfl_dn_0: 0.4877 (0.4932) loss_vfl_dn_1: 0.4223 (0.4308) loss_vfl_dn_2: 0.4053 (0.4159) loss_vfl_dn_3: 0.3981 (0.4070) loss_vfl_dn_4: 0.3939 (0.4038) loss_vfl_dn_5: 0.3918 (0.4033) loss_vfl_dn_pre: 0.4883 (0.4937) loss_vfl_enc_0: 0.7495 (0.7522) loss_vfl_pre: 0.7457 (0.7563) time: 0.7106 data: 0.0230 max mem: 9097 Epoch: [27] [2600/3696] eta: 0:13:56 lr: 0.000013 loss: 31.9732 (32.1577) loss_bbox: 0.1883 (0.1820) loss_bbox_aux_0: 0.2038 (0.1952) loss_bbox_aux_1: 0.1918 (0.1847) loss_bbox_aux_2: 0.1897 (0.1825) loss_bbox_aux_3: 0.1889 (0.1820) loss_bbox_aux_4: 0.1886 (0.1820) loss_bbox_dn_0: 0.2531 (0.2550) loss_bbox_dn_1: 0.1967 (0.1910) loss_bbox_dn_2: 0.1798 (0.1805) loss_bbox_dn_3: 0.1780 (0.1774) loss_bbox_dn_4: 0.1777 (0.1768) loss_bbox_dn_5: 0.1776 (0.1768) loss_bbox_dn_pre: 0.2606 (0.2605) loss_bbox_enc_0: 0.2426 (0.2338) loss_bbox_pre: 0.2057 (0.1954) loss_dfl: 0.9833 (0.9639) loss_fgl_aux_0: 1.0075 (0.9982) loss_fgl_aux_1: 0.9828 (0.9667) loss_fgl_aux_2: 0.9844 (0.9641) loss_fgl_aux_3: 0.9838 (0.9639) loss_fgl_aux_4: 0.9834 (0.9639) loss_fgl_dn_0: 1.0993 (1.0928) loss_fgl_dn_1: 0.9955 (0.9887) loss_fgl_dn_2: 0.9853 (0.9799) loss_fgl_dn_3: 0.9849 (0.9807) loss_fgl_dn_4: 0.9854 (0.9810) loss_fgl_dn_5: 0.9854 (0.9810) loss_giou: 0.5224 (0.5732) loss_giou_aux_0: 0.5548 (0.5992) loss_giou_aux_1: 0.5297 (0.5785) loss_giou_aux_2: 0.5228 (0.5740) loss_giou_aux_3: 0.5218 (0.5733) loss_giou_aux_4: 0.5224 (0.5732) loss_giou_dn_0: 0.5711 (0.5871) loss_giou_dn_1: 0.4585 (0.4767) loss_giou_dn_2: 0.4436 (0.4596) loss_giou_dn_3: 0.4372 (0.4551) loss_giou_dn_4: 0.4359 (0.4543) loss_giou_dn_5: 0.4359 (0.4543) loss_giou_dn_pre: 0.5699 (0.5861) loss_giou_enc_0: 0.6262 (0.6772) loss_giou_pre: 0.5516 (0.5975) loss_ddf_aux_0: 0.0582 (0.0563) loss_ddf_aux_1: 0.0081 (0.0073) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2444 (0.2581) loss_ddf_dn_1: 0.0303 (0.0330) loss_ddf_dn_2: 0.0058 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7065 (0.6789) loss_vfl_aux_0: 0.7499 (0.7535) loss_vfl_aux_1: 0.7477 (0.7277) loss_vfl_aux_2: 0.7214 (0.7081) loss_vfl_aux_3: 0.7175 (0.6897) loss_vfl_aux_4: 0.7115 (0.6804) loss_vfl_dn_0: 0.4931 (0.4932) loss_vfl_dn_1: 0.4323 (0.4308) loss_vfl_dn_2: 0.4214 (0.4159) loss_vfl_dn_3: 0.4105 (0.4070) loss_vfl_dn_4: 0.4060 (0.4038) loss_vfl_dn_5: 0.4044 (0.4033) loss_vfl_dn_pre: 0.4935 (0.4937) loss_vfl_enc_0: 0.7502 (0.7522) loss_vfl_pre: 0.7595 (0.7561) time: 0.7517 data: 0.0294 max mem: 9097 Epoch: [27] [2700/3696] eta: 0:12:39 lr: 0.000013 loss: 31.8265 (32.1539) loss_bbox: 0.1672 (0.1819) loss_bbox_aux_0: 0.1813 (0.1951) loss_bbox_aux_1: 0.1686 (0.1846) loss_bbox_aux_2: 0.1684 (0.1824) loss_bbox_aux_3: 0.1676 (0.1820) loss_bbox_aux_4: 0.1673 (0.1819) loss_bbox_dn_0: 0.2422 (0.2549) loss_bbox_dn_1: 0.1742 (0.1909) loss_bbox_dn_2: 0.1614 (0.1804) loss_bbox_dn_3: 0.1569 (0.1773) loss_bbox_dn_4: 0.1560 (0.1768) loss_bbox_dn_5: 0.1560 (0.1768) loss_bbox_dn_pre: 0.2485 (0.2603) loss_bbox_enc_0: 0.2226 (0.2337) loss_bbox_pre: 0.1822 (0.1954) loss_dfl: 0.9481 (0.9639) loss_fgl_aux_0: 0.9929 (0.9982) loss_fgl_aux_1: 0.9528 (0.9667) loss_fgl_aux_2: 0.9475 (0.9641) loss_fgl_aux_3: 0.9482 (0.9639) loss_fgl_aux_4: 0.9481 (0.9639) loss_fgl_dn_0: 1.0888 (1.0927) loss_fgl_dn_1: 0.9900 (0.9887) loss_fgl_dn_2: 0.9807 (0.9799) loss_fgl_dn_3: 0.9808 (0.9807) loss_fgl_dn_4: 0.9808 (0.9810) loss_fgl_dn_5: 0.9808 (0.9810) loss_giou: 0.5699 (0.5732) loss_giou_aux_0: 0.5971 (0.5992) loss_giou_aux_1: 0.5751 (0.5785) loss_giou_aux_2: 0.5733 (0.5740) loss_giou_aux_3: 0.5711 (0.5733) loss_giou_aux_4: 0.5700 (0.5732) loss_giou_dn_0: 0.5863 (0.5870) loss_giou_dn_1: 0.4726 (0.4765) loss_giou_dn_2: 0.4548 (0.4595) loss_giou_dn_3: 0.4523 (0.4550) loss_giou_dn_4: 0.4519 (0.4542) loss_giou_dn_5: 0.4520 (0.4542) loss_giou_dn_pre: 0.5855 (0.5860) loss_giou_enc_0: 0.6736 (0.6772) loss_giou_pre: 0.5959 (0.5974) loss_ddf_aux_0: 0.0548 (0.0564) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2608 (0.2580) loss_ddf_dn_1: 0.0340 (0.0330) loss_ddf_dn_2: 0.0074 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6794 (0.6789) loss_vfl_aux_0: 0.7305 (0.7533) loss_vfl_aux_1: 0.7153 (0.7276) loss_vfl_aux_2: 0.6927 (0.7080) loss_vfl_aux_3: 0.6810 (0.6897) loss_vfl_aux_4: 0.6715 (0.6803) loss_vfl_dn_0: 0.4924 (0.4932) loss_vfl_dn_1: 0.4260 (0.4307) loss_vfl_dn_2: 0.4171 (0.4158) loss_vfl_dn_3: 0.4073 (0.4069) loss_vfl_dn_4: 0.4049 (0.4038) loss_vfl_dn_5: 0.4036 (0.4033) loss_vfl_dn_pre: 0.4929 (0.4937) loss_vfl_enc_0: 0.7371 (0.7517) loss_vfl_pre: 0.7253 (0.7559) time: 0.7515 data: 0.0247 max mem: 9097 Epoch: [27] [2800/3696] eta: 0:11:22 lr: 0.000013 loss: 32.5187 (32.1596) loss_bbox: 0.1976 (0.1819) loss_bbox_aux_0: 0.2108 (0.1952) loss_bbox_aux_1: 0.2016 (0.1846) loss_bbox_aux_2: 0.1985 (0.1824) loss_bbox_aux_3: 0.1976 (0.1820) loss_bbox_aux_4: 0.1976 (0.1819) loss_bbox_dn_0: 0.2727 (0.2549) loss_bbox_dn_1: 0.1995 (0.1909) loss_bbox_dn_2: 0.1815 (0.1805) loss_bbox_dn_3: 0.1794 (0.1774) loss_bbox_dn_4: 0.1794 (0.1768) loss_bbox_dn_5: 0.1795 (0.1768) loss_bbox_dn_pre: 0.2810 (0.2604) loss_bbox_enc_0: 0.2528 (0.2337) loss_bbox_pre: 0.2113 (0.1954) loss_dfl: 0.9578 (0.9640) loss_fgl_aux_0: 0.9991 (0.9983) loss_fgl_aux_1: 0.9628 (0.9669) loss_fgl_aux_2: 0.9584 (0.9642) loss_fgl_aux_3: 0.9582 (0.9640) loss_fgl_aux_4: 0.9577 (0.9640) loss_fgl_dn_0: 1.0915 (1.0928) loss_fgl_dn_1: 0.9999 (0.9888) loss_fgl_dn_2: 0.9913 (0.9800) loss_fgl_dn_3: 0.9915 (0.9808) loss_fgl_dn_4: 0.9920 (0.9811) loss_fgl_dn_5: 0.9921 (0.9811) loss_giou: 0.5921 (0.5732) loss_giou_aux_0: 0.6120 (0.5993) loss_giou_aux_1: 0.5995 (0.5785) loss_giou_aux_2: 0.5936 (0.5740) loss_giou_aux_3: 0.5929 (0.5733) loss_giou_aux_4: 0.5926 (0.5732) loss_giou_dn_0: 0.5875 (0.5872) loss_giou_dn_1: 0.4757 (0.4767) loss_giou_dn_2: 0.4565 (0.4596) loss_giou_dn_3: 0.4511 (0.4551) loss_giou_dn_4: 0.4497 (0.4543) loss_giou_dn_5: 0.4496 (0.4543) loss_giou_dn_pre: 0.5833 (0.5862) loss_giou_enc_0: 0.6922 (0.6773) loss_giou_pre: 0.6106 (0.5975) loss_ddf_aux_0: 0.0578 (0.0564) loss_ddf_aux_1: 0.0077 (0.0074) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2569 (0.2579) loss_ddf_dn_1: 0.0336 (0.0330) loss_ddf_dn_2: 0.0062 (0.0066) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6851 (0.6793) loss_vfl_aux_0: 0.7604 (0.7536) loss_vfl_aux_1: 0.7443 (0.7278) loss_vfl_aux_2: 0.7230 (0.7083) loss_vfl_aux_3: 0.6998 (0.6901) loss_vfl_aux_4: 0.6887 (0.6808) loss_vfl_dn_0: 0.4995 (0.4932) loss_vfl_dn_1: 0.4367 (0.4308) loss_vfl_dn_2: 0.4220 (0.4159) loss_vfl_dn_3: 0.4098 (0.4070) loss_vfl_dn_4: 0.4096 (0.4038) loss_vfl_dn_5: 0.4078 (0.4033) loss_vfl_dn_pre: 0.4995 (0.4937) loss_vfl_enc_0: 0.7526 (0.7517) loss_vfl_pre: 0.7650 (0.7562) time: 0.7623 data: 0.0314 max mem: 9097 Epoch: [27] [2900/3696] eta: 0:10:06 lr: 0.000013 loss: 32.1931 (32.1668) loss_bbox: 0.1661 (0.1821) loss_bbox_aux_0: 0.1793 (0.1953) loss_bbox_aux_1: 0.1684 (0.1848) loss_bbox_aux_2: 0.1669 (0.1826) loss_bbox_aux_3: 0.1662 (0.1821) loss_bbox_aux_4: 0.1661 (0.1821) loss_bbox_dn_0: 0.2366 (0.2549) loss_bbox_dn_1: 0.1742 (0.1909) loss_bbox_dn_2: 0.1641 (0.1805) loss_bbox_dn_3: 0.1614 (0.1773) loss_bbox_dn_4: 0.1622 (0.1768) loss_bbox_dn_5: 0.1623 (0.1768) loss_bbox_dn_pre: 0.2442 (0.2603) loss_bbox_enc_0: 0.2088 (0.2338) loss_bbox_pre: 0.1775 (0.1956) loss_dfl: 0.9719 (0.9639) loss_fgl_aux_0: 1.0082 (0.9983) loss_fgl_aux_1: 0.9749 (0.9668) loss_fgl_aux_2: 0.9744 (0.9641) loss_fgl_aux_3: 0.9733 (0.9640) loss_fgl_aux_4: 0.9726 (0.9640) loss_fgl_dn_0: 1.1028 (1.0928) loss_fgl_dn_1: 0.9949 (0.9888) loss_fgl_dn_2: 0.9902 (0.9800) loss_fgl_dn_3: 0.9912 (0.9808) loss_fgl_dn_4: 0.9911 (0.9812) loss_fgl_dn_5: 0.9910 (0.9812) loss_giou: 0.5366 (0.5734) loss_giou_aux_0: 0.5656 (0.5995) loss_giou_aux_1: 0.5369 (0.5788) loss_giou_aux_2: 0.5346 (0.5742) loss_giou_aux_3: 0.5339 (0.5735) loss_giou_aux_4: 0.5354 (0.5734) loss_giou_dn_0: 0.5694 (0.5875) loss_giou_dn_1: 0.4596 (0.4769) loss_giou_dn_2: 0.4414 (0.4598) loss_giou_dn_3: 0.4387 (0.4553) loss_giou_dn_4: 0.4380 (0.4545) loss_giou_dn_5: 0.4379 (0.4545) loss_giou_dn_pre: 0.5694 (0.5865) loss_giou_enc_0: 0.6691 (0.6775) loss_giou_pre: 0.5678 (0.5977) loss_ddf_aux_0: 0.0575 (0.0565) loss_ddf_aux_1: 0.0081 (0.0074) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2582 (0.2580) loss_ddf_dn_1: 0.0321 (0.0330) loss_ddf_dn_2: 0.0057 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6927 (0.6795) loss_vfl_aux_0: 0.7574 (0.7538) loss_vfl_aux_1: 0.7382 (0.7281) loss_vfl_aux_2: 0.7172 (0.7087) loss_vfl_aux_3: 0.7045 (0.6903) loss_vfl_aux_4: 0.6928 (0.6810) loss_vfl_dn_0: 0.4935 (0.4932) loss_vfl_dn_1: 0.4270 (0.4309) loss_vfl_dn_2: 0.4143 (0.4160) loss_vfl_dn_3: 0.4045 (0.4071) loss_vfl_dn_4: 0.4020 (0.4039) loss_vfl_dn_5: 0.4020 (0.4034) loss_vfl_dn_pre: 0.4938 (0.4937) loss_vfl_enc_0: 0.7548 (0.7519) loss_vfl_pre: 0.7593 (0.7565) time: 0.6945 data: 0.0203 max mem: 9097 Epoch: [27] [3000/3696] eta: 0:08:50 lr: 0.000013 loss: 32.1204 (32.1624) loss_bbox: 0.1748 (0.1819) loss_bbox_aux_0: 0.1833 (0.1952) loss_bbox_aux_1: 0.1781 (0.1847) loss_bbox_aux_2: 0.1751 (0.1825) loss_bbox_aux_3: 0.1756 (0.1820) loss_bbox_aux_4: 0.1750 (0.1819) loss_bbox_dn_0: 0.2318 (0.2548) loss_bbox_dn_1: 0.1737 (0.1907) loss_bbox_dn_2: 0.1625 (0.1803) loss_bbox_dn_3: 0.1583 (0.1772) loss_bbox_dn_4: 0.1582 (0.1767) loss_bbox_dn_5: 0.1581 (0.1766) loss_bbox_dn_pre: 0.2365 (0.2602) loss_bbox_enc_0: 0.2109 (0.2337) loss_bbox_pre: 0.1824 (0.1955) loss_dfl: 0.9560 (0.9638) loss_fgl_aux_0: 0.9827 (0.9982) loss_fgl_aux_1: 0.9580 (0.9667) loss_fgl_aux_2: 0.9545 (0.9640) loss_fgl_aux_3: 0.9548 (0.9638) loss_fgl_aux_4: 0.9553 (0.9638) loss_fgl_dn_0: 1.0877 (1.0928) loss_fgl_dn_1: 0.9905 (0.9888) loss_fgl_dn_2: 0.9829 (0.9800) loss_fgl_dn_3: 0.9841 (0.9808) loss_fgl_dn_4: 0.9848 (0.9812) loss_fgl_dn_5: 0.9850 (0.9812) loss_giou: 0.6185 (0.5734) loss_giou_aux_0: 0.6510 (0.5995) loss_giou_aux_1: 0.6235 (0.5788) loss_giou_aux_2: 0.6190 (0.5742) loss_giou_aux_3: 0.6179 (0.5735) loss_giou_aux_4: 0.6179 (0.5734) loss_giou_dn_0: 0.5967 (0.5875) loss_giou_dn_1: 0.4814 (0.4769) loss_giou_dn_2: 0.4695 (0.4598) loss_giou_dn_3: 0.4629 (0.4553) loss_giou_dn_4: 0.4622 (0.4545) loss_giou_dn_5: 0.4623 (0.4545) loss_giou_dn_pre: 0.5956 (0.5864) loss_giou_enc_0: 0.7107 (0.6775) loss_giou_pre: 0.6461 (0.5978) loss_ddf_aux_0: 0.0536 (0.0565) loss_ddf_aux_1: 0.0075 (0.0074) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2641 (0.2580) loss_ddf_dn_1: 0.0332 (0.0330) loss_ddf_dn_2: 0.0060 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6704 (0.6794) loss_vfl_aux_0: 0.7279 (0.7537) loss_vfl_aux_1: 0.7079 (0.7279) loss_vfl_aux_2: 0.6999 (0.7086) loss_vfl_aux_3: 0.6741 (0.6901) loss_vfl_aux_4: 0.6620 (0.6809) loss_vfl_dn_0: 0.4891 (0.4932) loss_vfl_dn_1: 0.4318 (0.4308) loss_vfl_dn_2: 0.4160 (0.4159) loss_vfl_dn_3: 0.4077 (0.4070) loss_vfl_dn_4: 0.4049 (0.4039) loss_vfl_dn_5: 0.4054 (0.4033) loss_vfl_dn_pre: 0.4899 (0.4937) loss_vfl_enc_0: 0.7305 (0.7517) loss_vfl_pre: 0.7346 (0.7563) time: 0.7040 data: 0.0232 max mem: 9097 Epoch: [27] [3100/3696] eta: 0:07:34 lr: 0.000013 loss: 32.4161 (32.1654) loss_bbox: 0.1713 (0.1819) loss_bbox_aux_0: 0.1870 (0.1952) loss_bbox_aux_1: 0.1740 (0.1847) loss_bbox_aux_2: 0.1716 (0.1825) loss_bbox_aux_3: 0.1716 (0.1820) loss_bbox_aux_4: 0.1715 (0.1819) loss_bbox_dn_0: 0.2377 (0.2546) loss_bbox_dn_1: 0.1807 (0.1906) loss_bbox_dn_2: 0.1711 (0.1802) loss_bbox_dn_3: 0.1675 (0.1771) loss_bbox_dn_4: 0.1668 (0.1765) loss_bbox_dn_5: 0.1668 (0.1765) loss_bbox_dn_pre: 0.2404 (0.2601) loss_bbox_enc_0: 0.2276 (0.2336) loss_bbox_pre: 0.1883 (0.1954) loss_dfl: 0.9594 (0.9637) loss_fgl_aux_0: 0.9934 (0.9980) loss_fgl_aux_1: 0.9616 (0.9666) loss_fgl_aux_2: 0.9586 (0.9639) loss_fgl_aux_3: 0.9591 (0.9637) loss_fgl_aux_4: 0.9594 (0.9637) loss_fgl_dn_0: 1.1001 (1.0929) loss_fgl_dn_1: 0.9879 (0.9889) loss_fgl_dn_2: 0.9780 (0.9801) loss_fgl_dn_3: 0.9816 (0.9809) loss_fgl_dn_4: 0.9821 (0.9813) loss_fgl_dn_5: 0.9821 (0.9813) loss_giou: 0.5699 (0.5738) loss_giou_aux_0: 0.6031 (0.5999) loss_giou_aux_1: 0.5749 (0.5792) loss_giou_aux_2: 0.5726 (0.5746) loss_giou_aux_3: 0.5707 (0.5739) loss_giou_aux_4: 0.5705 (0.5738) loss_giou_dn_0: 0.5977 (0.5877) loss_giou_dn_1: 0.4870 (0.4770) loss_giou_dn_2: 0.4687 (0.4599) loss_giou_dn_3: 0.4621 (0.4554) loss_giou_dn_4: 0.4619 (0.4546) loss_giou_dn_5: 0.4618 (0.4546) loss_giou_dn_pre: 0.5969 (0.5866) loss_giou_enc_0: 0.6890 (0.6779) loss_giou_pre: 0.6006 (0.5981) loss_ddf_aux_0: 0.0562 (0.0564) loss_ddf_aux_1: 0.0078 (0.0074) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2759 (0.2581) loss_ddf_dn_1: 0.0371 (0.0330) loss_ddf_dn_2: 0.0069 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6829 (0.6794) loss_vfl_aux_0: 0.7513 (0.7535) loss_vfl_aux_1: 0.7231 (0.7279) loss_vfl_aux_2: 0.7192 (0.7087) loss_vfl_aux_3: 0.6909 (0.6901) loss_vfl_aux_4: 0.6912 (0.6809) loss_vfl_dn_0: 0.4984 (0.4933) loss_vfl_dn_1: 0.4359 (0.4309) loss_vfl_dn_2: 0.4219 (0.4160) loss_vfl_dn_3: 0.4103 (0.4071) loss_vfl_dn_4: 0.4093 (0.4040) loss_vfl_dn_5: 0.4089 (0.4034) loss_vfl_dn_pre: 0.4985 (0.4938) loss_vfl_enc_0: 0.7292 (0.7515) loss_vfl_pre: 0.7551 (0.7561) time: 0.7617 data: 0.0279 max mem: 9097 Epoch: [27] [3200/3696] eta: 0:06:17 lr: 0.000013 loss: 32.2100 (32.1630) loss_bbox: 0.1733 (0.1819) loss_bbox_aux_0: 0.1815 (0.1951) loss_bbox_aux_1: 0.1759 (0.1846) loss_bbox_aux_2: 0.1734 (0.1824) loss_bbox_aux_3: 0.1732 (0.1820) loss_bbox_aux_4: 0.1732 (0.1819) loss_bbox_dn_0: 0.2278 (0.2547) loss_bbox_dn_1: 0.1708 (0.1907) loss_bbox_dn_2: 0.1619 (0.1803) loss_bbox_dn_3: 0.1615 (0.1771) loss_bbox_dn_4: 0.1617 (0.1766) loss_bbox_dn_5: 0.1617 (0.1766) loss_bbox_dn_pre: 0.2333 (0.2602) loss_bbox_enc_0: 0.2203 (0.2336) loss_bbox_pre: 0.1833 (0.1954) loss_dfl: 0.9544 (0.9636) loss_fgl_aux_0: 0.9864 (0.9979) loss_fgl_aux_1: 0.9579 (0.9665) loss_fgl_aux_2: 0.9548 (0.9638) loss_fgl_aux_3: 0.9541 (0.9636) loss_fgl_aux_4: 0.9540 (0.9636) loss_fgl_dn_0: 1.0869 (1.0929) loss_fgl_dn_1: 0.9881 (0.9888) loss_fgl_dn_2: 0.9803 (0.9801) loss_fgl_dn_3: 0.9809 (0.9809) loss_fgl_dn_4: 0.9813 (0.9812) loss_fgl_dn_5: 0.9813 (0.9812) loss_giou: 0.5907 (0.5737) loss_giou_aux_0: 0.6196 (0.5998) loss_giou_aux_1: 0.5972 (0.5791) loss_giou_aux_2: 0.5945 (0.5745) loss_giou_aux_3: 0.5924 (0.5738) loss_giou_aux_4: 0.5909 (0.5737) loss_giou_dn_0: 0.6055 (0.5875) loss_giou_dn_1: 0.5000 (0.4769) loss_giou_dn_2: 0.4833 (0.4598) loss_giou_dn_3: 0.4802 (0.4553) loss_giou_dn_4: 0.4800 (0.4545) loss_giou_dn_5: 0.4799 (0.4545) loss_giou_dn_pre: 0.6053 (0.5865) loss_giou_enc_0: 0.7020 (0.6778) loss_giou_pre: 0.6174 (0.5981) loss_ddf_aux_0: 0.0542 (0.0565) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2433 (0.2582) loss_ddf_dn_1: 0.0286 (0.0331) loss_ddf_dn_2: 0.0057 (0.0066) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6506 (0.6794) loss_vfl_aux_0: 0.7160 (0.7534) loss_vfl_aux_1: 0.7062 (0.7279) loss_vfl_aux_2: 0.6826 (0.7087) loss_vfl_aux_3: 0.6754 (0.6901) loss_vfl_aux_4: 0.6547 (0.6809) loss_vfl_dn_0: 0.4880 (0.4932) loss_vfl_dn_1: 0.4281 (0.4309) loss_vfl_dn_2: 0.4091 (0.4159) loss_vfl_dn_3: 0.4062 (0.4071) loss_vfl_dn_4: 0.4026 (0.4039) loss_vfl_dn_5: 0.4025 (0.4034) loss_vfl_dn_pre: 0.4897 (0.4938) loss_vfl_enc_0: 0.7242 (0.7514) loss_vfl_pre: 0.7155 (0.7560) time: 0.7232 data: 0.0243 max mem: 9097 Epoch: [27] [3300/3696] eta: 0:05:01 lr: 0.000013 loss: 31.8716 (32.1664) loss_bbox: 0.1742 (0.1820) loss_bbox_aux_0: 0.1854 (0.1952) loss_bbox_aux_1: 0.1740 (0.1847) loss_bbox_aux_2: 0.1749 (0.1825) loss_bbox_aux_3: 0.1745 (0.1820) loss_bbox_aux_4: 0.1741 (0.1820) loss_bbox_dn_0: 0.2509 (0.2548) loss_bbox_dn_1: 0.1795 (0.1907) loss_bbox_dn_2: 0.1675 (0.1803) loss_bbox_dn_3: 0.1626 (0.1772) loss_bbox_dn_4: 0.1627 (0.1767) loss_bbox_dn_5: 0.1627 (0.1766) loss_bbox_dn_pre: 0.2574 (0.2602) loss_bbox_enc_0: 0.2221 (0.2337) loss_bbox_pre: 0.1846 (0.1955) loss_dfl: 0.9511 (0.9634) loss_fgl_aux_0: 0.9894 (0.9977) loss_fgl_aux_1: 0.9567 (0.9662) loss_fgl_aux_2: 0.9515 (0.9635) loss_fgl_aux_3: 0.9510 (0.9634) loss_fgl_aux_4: 0.9511 (0.9634) loss_fgl_dn_0: 1.0863 (1.0928) loss_fgl_dn_1: 0.9864 (0.9888) loss_fgl_dn_2: 0.9758 (0.9801) loss_fgl_dn_3: 0.9771 (0.9808) loss_fgl_dn_4: 0.9774 (0.9812) loss_fgl_dn_5: 0.9773 (0.9812) loss_giou: 0.5419 (0.5740) loss_giou_aux_0: 0.5795 (0.6001) loss_giou_aux_1: 0.5498 (0.5793) loss_giou_aux_2: 0.5441 (0.5748) loss_giou_aux_3: 0.5429 (0.5741) loss_giou_aux_4: 0.5419 (0.5740) loss_giou_dn_0: 0.5676 (0.5877) loss_giou_dn_1: 0.4613 (0.4771) loss_giou_dn_2: 0.4454 (0.4600) loss_giou_dn_3: 0.4415 (0.4555) loss_giou_dn_4: 0.4401 (0.4547) loss_giou_dn_5: 0.4401 (0.4547) loss_giou_dn_pre: 0.5663 (0.5867) loss_giou_enc_0: 0.6749 (0.6781) loss_giou_pre: 0.5775 (0.5983) loss_ddf_aux_0: 0.0534 (0.0564) loss_ddf_aux_1: 0.0075 (0.0074) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2469 (0.2580) loss_ddf_dn_1: 0.0316 (0.0331) loss_ddf_dn_2: 0.0065 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6636 (0.6794) loss_vfl_aux_0: 0.7319 (0.7534) loss_vfl_aux_1: 0.7156 (0.7281) loss_vfl_aux_2: 0.6866 (0.7088) loss_vfl_aux_3: 0.6772 (0.6903) loss_vfl_aux_4: 0.6627 (0.6809) loss_vfl_dn_0: 0.4902 (0.4933) loss_vfl_dn_1: 0.4254 (0.4309) loss_vfl_dn_2: 0.4139 (0.4160) loss_vfl_dn_3: 0.4052 (0.4071) loss_vfl_dn_4: 0.4006 (0.4039) loss_vfl_dn_5: 0.4002 (0.4034) loss_vfl_dn_pre: 0.4908 (0.4938) loss_vfl_enc_0: 0.7269 (0.7514) loss_vfl_pre: 0.7321 (0.7560) time: 0.7543 data: 0.0341 max mem: 9097 Epoch: [27] [3400/3696] eta: 0:03:45 lr: 0.000013 loss: 32.3410 (32.1680) loss_bbox: 0.1792 (0.1822) loss_bbox_aux_0: 0.1918 (0.1954) loss_bbox_aux_1: 0.1822 (0.1849) loss_bbox_aux_2: 0.1803 (0.1827) loss_bbox_aux_3: 0.1792 (0.1823) loss_bbox_aux_4: 0.1791 (0.1822) loss_bbox_dn_0: 0.2502 (0.2550) loss_bbox_dn_1: 0.1901 (0.1909) loss_bbox_dn_2: 0.1837 (0.1805) loss_bbox_dn_3: 0.1790 (0.1774) loss_bbox_dn_4: 0.1782 (0.1768) loss_bbox_dn_5: 0.1782 (0.1768) loss_bbox_dn_pre: 0.2520 (0.2605) loss_bbox_enc_0: 0.2247 (0.2339) loss_bbox_pre: 0.1920 (0.1957) loss_dfl: 0.9568 (0.9633) loss_fgl_aux_0: 0.9961 (0.9977) loss_fgl_aux_1: 0.9604 (0.9662) loss_fgl_aux_2: 0.9582 (0.9635) loss_fgl_aux_3: 0.9567 (0.9633) loss_fgl_aux_4: 0.9567 (0.9633) loss_fgl_dn_0: 1.0871 (1.0927) loss_fgl_dn_1: 0.9913 (0.9888) loss_fgl_dn_2: 0.9815 (0.9800) loss_fgl_dn_3: 0.9814 (0.9808) loss_fgl_dn_4: 0.9814 (0.9811) loss_fgl_dn_5: 0.9814 (0.9812) loss_giou: 0.5652 (0.5738) loss_giou_aux_0: 0.5959 (0.5998) loss_giou_aux_1: 0.5769 (0.5792) loss_giou_aux_2: 0.5656 (0.5746) loss_giou_aux_3: 0.5651 (0.5739) loss_giou_aux_4: 0.5651 (0.5738) loss_giou_dn_0: 0.5876 (0.5875) loss_giou_dn_1: 0.4801 (0.4769) loss_giou_dn_2: 0.4630 (0.4599) loss_giou_dn_3: 0.4568 (0.4554) loss_giou_dn_4: 0.4567 (0.4546) loss_giou_dn_5: 0.4567 (0.4545) loss_giou_dn_pre: 0.5869 (0.5865) loss_giou_enc_0: 0.6783 (0.6778) loss_giou_pre: 0.5949 (0.5981) loss_ddf_aux_0: 0.0542 (0.0564) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2391 (0.2579) loss_ddf_dn_1: 0.0330 (0.0331) loss_ddf_dn_2: 0.0056 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6788 (0.6797) loss_vfl_aux_0: 0.7486 (0.7536) loss_vfl_aux_1: 0.7200 (0.7282) loss_vfl_aux_2: 0.7134 (0.7090) loss_vfl_aux_3: 0.6836 (0.6905) loss_vfl_aux_4: 0.6815 (0.6812) loss_vfl_dn_0: 0.4885 (0.4933) loss_vfl_dn_1: 0.4315 (0.4310) loss_vfl_dn_2: 0.4192 (0.4160) loss_vfl_dn_3: 0.4079 (0.4071) loss_vfl_dn_4: 0.4047 (0.4040) loss_vfl_dn_5: 0.4053 (0.4035) loss_vfl_dn_pre: 0.4897 (0.4939) loss_vfl_enc_0: 0.7540 (0.7517) loss_vfl_pre: 0.7502 (0.7562) time: 0.7492 data: 0.0277 max mem: 9097 Epoch: [27] [3500/3696] eta: 0:02:29 lr: 0.000013 loss: 31.6086 (32.1585) loss_bbox: 0.1627 (0.1819) loss_bbox_aux_0: 0.1783 (0.1951) loss_bbox_aux_1: 0.1674 (0.1846) loss_bbox_aux_2: 0.1626 (0.1824) loss_bbox_aux_3: 0.1626 (0.1820) loss_bbox_aux_4: 0.1627 (0.1819) loss_bbox_dn_0: 0.2396 (0.2547) loss_bbox_dn_1: 0.1812 (0.1907) loss_bbox_dn_2: 0.1734 (0.1802) loss_bbox_dn_3: 0.1688 (0.1771) loss_bbox_dn_4: 0.1685 (0.1765) loss_bbox_dn_5: 0.1686 (0.1765) loss_bbox_dn_pre: 0.2445 (0.2601) loss_bbox_enc_0: 0.2171 (0.2336) loss_bbox_pre: 0.1785 (0.1954) loss_dfl: 0.9639 (0.9634) loss_fgl_aux_0: 0.9991 (0.9977) loss_fgl_aux_1: 0.9674 (0.9663) loss_fgl_aux_2: 0.9638 (0.9635) loss_fgl_aux_3: 0.9634 (0.9634) loss_fgl_aux_4: 0.9635 (0.9634) loss_fgl_dn_0: 1.0973 (1.0927) loss_fgl_dn_1: 0.9831 (0.9888) loss_fgl_dn_2: 0.9733 (0.9800) loss_fgl_dn_3: 0.9731 (0.9808) loss_fgl_dn_4: 0.9729 (0.9812) loss_fgl_dn_5: 0.9729 (0.9812) loss_giou: 0.5518 (0.5737) loss_giou_aux_0: 0.5767 (0.5997) loss_giou_aux_1: 0.5540 (0.5791) loss_giou_aux_2: 0.5531 (0.5745) loss_giou_aux_3: 0.5523 (0.5738) loss_giou_aux_4: 0.5518 (0.5737) loss_giou_dn_0: 0.5856 (0.5873) loss_giou_dn_1: 0.4728 (0.4768) loss_giou_dn_2: 0.4570 (0.4597) loss_giou_dn_3: 0.4538 (0.4552) loss_giou_dn_4: 0.4539 (0.4544) loss_giou_dn_5: 0.4538 (0.4544) loss_giou_dn_pre: 0.5826 (0.5863) loss_giou_enc_0: 0.6718 (0.6778) loss_giou_pre: 0.5766 (0.5980) loss_ddf_aux_0: 0.0557 (0.0563) loss_ddf_aux_1: 0.0076 (0.0074) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2430 (0.2575) loss_ddf_dn_1: 0.0322 (0.0330) loss_ddf_dn_2: 0.0058 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6680 (0.6795) loss_vfl_aux_0: 0.7266 (0.7532) loss_vfl_aux_1: 0.7087 (0.7279) loss_vfl_aux_2: 0.6967 (0.7087) loss_vfl_aux_3: 0.6823 (0.6903) loss_vfl_aux_4: 0.6776 (0.6810) loss_vfl_dn_0: 0.4869 (0.4933) loss_vfl_dn_1: 0.4254 (0.4309) loss_vfl_dn_2: 0.4167 (0.4159) loss_vfl_dn_3: 0.4041 (0.4070) loss_vfl_dn_4: 0.3996 (0.4039) loss_vfl_dn_5: 0.3996 (0.4033) loss_vfl_dn_pre: 0.4888 (0.4938) loss_vfl_enc_0: 0.7251 (0.7514) loss_vfl_pre: 0.7249 (0.7558) time: 0.7509 data: 0.0303 max mem: 9097 Epoch: [27] [3600/3696] eta: 0:01:13 lr: 0.000013 loss: 32.0143 (32.1594) loss_bbox: 0.1738 (0.1819) loss_bbox_aux_0: 0.1853 (0.1951) loss_bbox_aux_1: 0.1756 (0.1846) loss_bbox_aux_2: 0.1747 (0.1824) loss_bbox_aux_3: 0.1738 (0.1819) loss_bbox_aux_4: 0.1738 (0.1819) loss_bbox_dn_0: 0.2363 (0.2545) loss_bbox_dn_1: 0.1752 (0.1905) loss_bbox_dn_2: 0.1655 (0.1800) loss_bbox_dn_3: 0.1568 (0.1769) loss_bbox_dn_4: 0.1550 (0.1764) loss_bbox_dn_5: 0.1549 (0.1763) loss_bbox_dn_pre: 0.2412 (0.2599) loss_bbox_enc_0: 0.2253 (0.2335) loss_bbox_pre: 0.1872 (0.1953) loss_dfl: 0.9477 (0.9632) loss_fgl_aux_0: 0.9765 (0.9975) loss_fgl_aux_1: 0.9487 (0.9660) loss_fgl_aux_2: 0.9478 (0.9633) loss_fgl_aux_3: 0.9480 (0.9632) loss_fgl_aux_4: 0.9483 (0.9632) loss_fgl_dn_0: 1.0811 (1.0928) loss_fgl_dn_1: 0.9825 (0.9888) loss_fgl_dn_2: 0.9721 (0.9801) loss_fgl_dn_3: 0.9731 (0.9809) loss_fgl_dn_4: 0.9728 (0.9812) loss_fgl_dn_5: 0.9729 (0.9812) loss_giou: 0.5863 (0.5743) loss_giou_aux_0: 0.6240 (0.6004) loss_giou_aux_1: 0.5917 (0.5797) loss_giou_aux_2: 0.5879 (0.5752) loss_giou_aux_3: 0.5867 (0.5745) loss_giou_aux_4: 0.5866 (0.5743) loss_giou_dn_0: 0.5958 (0.5876) loss_giou_dn_1: 0.4757 (0.4770) loss_giou_dn_2: 0.4579 (0.4599) loss_giou_dn_3: 0.4541 (0.4554) loss_giou_dn_4: 0.4545 (0.4546) loss_giou_dn_5: 0.4546 (0.4546) loss_giou_dn_pre: 0.5947 (0.5865) loss_giou_enc_0: 0.7063 (0.6784) loss_giou_pre: 0.6191 (0.5987) loss_ddf_aux_0: 0.0616 (0.0564) loss_ddf_aux_1: 0.0081 (0.0074) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2711 (0.2576) loss_ddf_dn_1: 0.0336 (0.0330) loss_ddf_dn_2: 0.0059 (0.0066) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6686 (0.6792) loss_vfl_aux_0: 0.7264 (0.7526) loss_vfl_aux_1: 0.7135 (0.7275) loss_vfl_aux_2: 0.6896 (0.7082) loss_vfl_aux_3: 0.6688 (0.6899) loss_vfl_aux_4: 0.6626 (0.6807) loss_vfl_dn_0: 0.4985 (0.4933) loss_vfl_dn_1: 0.4360 (0.4309) loss_vfl_dn_2: 0.4205 (0.4160) loss_vfl_dn_3: 0.4094 (0.4070) loss_vfl_dn_4: 0.4038 (0.4039) loss_vfl_dn_5: 0.4033 (0.4034) loss_vfl_dn_pre: 0.4993 (0.4938) loss_vfl_enc_0: 0.7238 (0.7509) loss_vfl_pre: 0.7382 (0.7552) time: 0.7186 data: 0.0265 max mem: 9097 Epoch: [27] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 31.8431 (32.1583) loss_bbox: 0.1771 (0.1819) loss_bbox_aux_0: 0.1911 (0.1951) loss_bbox_aux_1: 0.1794 (0.1846) loss_bbox_aux_2: 0.1774 (0.1824) loss_bbox_aux_3: 0.1770 (0.1820) loss_bbox_aux_4: 0.1771 (0.1819) loss_bbox_dn_0: 0.2447 (0.2545) loss_bbox_dn_1: 0.1880 (0.1905) loss_bbox_dn_2: 0.1769 (0.1801) loss_bbox_dn_3: 0.1721 (0.1769) loss_bbox_dn_4: 0.1727 (0.1764) loss_bbox_dn_5: 0.1725 (0.1764) loss_bbox_dn_pre: 0.2528 (0.2599) loss_bbox_enc_0: 0.2299 (0.2335) loss_bbox_pre: 0.1919 (0.1953) loss_dfl: 0.9710 (0.9632) loss_fgl_aux_0: 1.0028 (0.9975) loss_fgl_aux_1: 0.9734 (0.9661) loss_fgl_aux_2: 0.9726 (0.9634) loss_fgl_aux_3: 0.9711 (0.9632) loss_fgl_aux_4: 0.9710 (0.9632) loss_fgl_dn_0: 1.0922 (1.0928) loss_fgl_dn_1: 0.9911 (0.9888) loss_fgl_dn_2: 0.9809 (0.9801) loss_fgl_dn_3: 0.9821 (0.9809) loss_fgl_dn_4: 0.9825 (0.9812) loss_fgl_dn_5: 0.9824 (0.9812) loss_giou: 0.5465 (0.5742) loss_giou_aux_0: 0.5679 (0.6002) loss_giou_aux_1: 0.5449 (0.5796) loss_giou_aux_2: 0.5420 (0.5750) loss_giou_aux_3: 0.5467 (0.5743) loss_giou_aux_4: 0.5465 (0.5742) loss_giou_dn_0: 0.5552 (0.5875) loss_giou_dn_1: 0.4478 (0.4769) loss_giou_dn_2: 0.4286 (0.4598) loss_giou_dn_3: 0.4218 (0.4553) loss_giou_dn_4: 0.4222 (0.4545) loss_giou_dn_5: 0.4223 (0.4545) loss_giou_dn_pre: 0.5532 (0.5865) loss_giou_enc_0: 0.6497 (0.6782) loss_giou_pre: 0.5664 (0.5985) loss_ddf_aux_0: 0.0562 (0.0564) loss_ddf_aux_1: 0.0078 (0.0074) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2618 (0.2575) loss_ddf_dn_1: 0.0328 (0.0330) loss_ddf_dn_2: 0.0059 (0.0065) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6633 (0.6792) loss_vfl_aux_0: 0.7498 (0.7526) loss_vfl_aux_1: 0.7140 (0.7275) loss_vfl_aux_2: 0.7005 (0.7082) loss_vfl_aux_3: 0.6829 (0.6900) loss_vfl_aux_4: 0.6680 (0.6807) loss_vfl_dn_0: 0.4913 (0.4933) loss_vfl_dn_1: 0.4315 (0.4309) loss_vfl_dn_2: 0.4154 (0.4160) loss_vfl_dn_3: 0.4079 (0.4070) loss_vfl_dn_4: 0.4044 (0.4039) loss_vfl_dn_5: 0.4049 (0.4034) loss_vfl_dn_pre: 0.4918 (0.4939) loss_vfl_enc_0: 0.7454 (0.7508) loss_vfl_pre: 0.7543 (0.7551) time: 0.7489 data: 0.0308 max mem: 9097 Epoch: [27] Total time: 0:46:51 (0.7608 s / it) Averaged stats: lr: 0.000013 loss: 31.8431 (32.1583) loss_bbox: 0.1771 (0.1819) loss_bbox_aux_0: 0.1911 (0.1951) loss_bbox_aux_1: 0.1794 (0.1846) loss_bbox_aux_2: 0.1774 (0.1824) loss_bbox_aux_3: 0.1770 (0.1820) loss_bbox_aux_4: 0.1771 (0.1819) loss_bbox_dn_0: 0.2447 (0.2545) loss_bbox_dn_1: 0.1880 (0.1905) loss_bbox_dn_2: 0.1769 (0.1801) loss_bbox_dn_3: 0.1721 (0.1769) loss_bbox_dn_4: 0.1727 (0.1764) loss_bbox_dn_5: 0.1725 (0.1764) loss_bbox_dn_pre: 0.2528 (0.2599) loss_bbox_enc_0: 0.2299 (0.2335) loss_bbox_pre: 0.1919 (0.1953) loss_dfl: 0.9710 (0.9632) loss_fgl_aux_0: 1.0028 (0.9975) loss_fgl_aux_1: 0.9734 (0.9661) loss_fgl_aux_2: 0.9726 (0.9634) loss_fgl_aux_3: 0.9711 (0.9632) loss_fgl_aux_4: 0.9710 (0.9632) loss_fgl_dn_0: 1.0922 (1.0928) loss_fgl_dn_1: 0.9911 (0.9888) loss_fgl_dn_2: 0.9809 (0.9801) loss_fgl_dn_3: 0.9821 (0.9809) loss_fgl_dn_4: 0.9825 (0.9812) loss_fgl_dn_5: 0.9824 (0.9812) loss_giou: 0.5465 (0.5742) loss_giou_aux_0: 0.5679 (0.6002) loss_giou_aux_1: 0.5449 (0.5796) loss_giou_aux_2: 0.5420 (0.5750) loss_giou_aux_3: 0.5467 (0.5743) loss_giou_aux_4: 0.5465 (0.5742) loss_giou_dn_0: 0.5552 (0.5875) loss_giou_dn_1: 0.4478 (0.4769) loss_giou_dn_2: 0.4286 (0.4598) loss_giou_dn_3: 0.4218 (0.4553) loss_giou_dn_4: 0.4222 (0.4545) loss_giou_dn_5: 0.4223 (0.4545) loss_giou_dn_pre: 0.5532 (0.5865) loss_giou_enc_0: 0.6497 (0.6782) loss_giou_pre: 0.5664 (0.5985) loss_ddf_aux_0: 0.0562 (0.0564) loss_ddf_aux_1: 0.0078 (0.0074) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2618 (0.2575) loss_ddf_dn_1: 0.0328 (0.0330) loss_ddf_dn_2: 0.0059 (0.0065) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6633 (0.6792) loss_vfl_aux_0: 0.7498 (0.7526) loss_vfl_aux_1: 0.7140 (0.7275) loss_vfl_aux_2: 0.7005 (0.7082) loss_vfl_aux_3: 0.6829 (0.6900) loss_vfl_aux_4: 0.6680 (0.6807) loss_vfl_dn_0: 0.4913 (0.4933) loss_vfl_dn_1: 0.4315 (0.4309) loss_vfl_dn_2: 0.4154 (0.4160) loss_vfl_dn_3: 0.4079 (0.4070) loss_vfl_dn_4: 0.4044 (0.4039) loss_vfl_dn_5: 0.4049 (0.4034) loss_vfl_dn_pre: 0.4918 (0.4939) loss_vfl_enc_0: 0.7454 (0.7508) loss_vfl_pre: 0.7543 (0.7551) Test: [ 0/79] eta: 0:02:59 time: 2.2776 data: 1.8290 max mem: 9097 Test: [10/79] eta: 0:00:51 time: 0.7431 data: 0.2205 max mem: 9097 Test: [20/79] eta: 0:00:47 time: 0.7335 data: 0.0626 max mem: 9097 Test: [30/79] eta: 0:00:35 time: 0.7283 data: 0.0619 max mem: 9097 Test: [40/79] eta: 0:00:27 time: 0.5979 data: 0.0627 max mem: 9097 Test: [50/79] eta: 0:00:19 time: 0.6144 data: 0.0673 max mem: 9097 Test: [60/79] eta: 0:00:13 time: 0.7094 data: 0.0652 max mem: 9097 Test: [70/79] eta: 0:00:06 time: 0.7084 data: 0.0678 max mem: 9097 Test: [78/79] eta: 0:00:00 time: 0.5729 data: 0.0666 max mem: 9097 Test: Total time: 0:00:53 (0.6800 s / it) Averaged stats: Accumulating evaluation results... DONE (t=24.14s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.527 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.703 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.569 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.347 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.570 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.707 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.657 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.723 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.549 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.770 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 best_stat: {'epoch': 27, 'coco_eval_bbox': 0.5266142393665987} Epoch: [28] [ 0/3696] eta: 2:32:16 lr: 0.000013 loss: 32.2068 (32.2068) loss_bbox: 0.1884 (0.1884) loss_bbox_aux_0: 0.1984 (0.1984) loss_bbox_aux_1: 0.1885 (0.1885) loss_bbox_aux_2: 0.1886 (0.1886) loss_bbox_aux_3: 0.1887 (0.1887) loss_bbox_aux_4: 0.1885 (0.1885) loss_bbox_dn_0: 0.2296 (0.2296) loss_bbox_dn_1: 0.1719 (0.1719) loss_bbox_dn_2: 0.1612 (0.1612) loss_bbox_dn_3: 0.1664 (0.1664) loss_bbox_dn_4: 0.1680 (0.1680) loss_bbox_dn_5: 0.1682 (0.1682) loss_bbox_dn_pre: 0.2346 (0.2346) loss_bbox_enc_0: 0.2232 (0.2232) loss_bbox_pre: 0.1984 (0.1984) loss_dfl: 0.9108 (0.9108) loss_fgl_aux_0: 0.9511 (0.9511) loss_fgl_aux_1: 0.9137 (0.9137) loss_fgl_aux_2: 0.9108 (0.9108) loss_fgl_aux_3: 0.9106 (0.9106) loss_fgl_aux_4: 0.9108 (0.9108) loss_fgl_dn_0: 1.0837 (1.0837) loss_fgl_dn_1: 0.9811 (0.9811) loss_fgl_dn_2: 0.9728 (0.9728) loss_fgl_dn_3: 0.9730 (0.9730) loss_fgl_dn_4: 0.9731 (0.9731) loss_fgl_dn_5: 0.9730 (0.9730) loss_giou: 0.6526 (0.6526) loss_giou_aux_0: 0.6848 (0.6848) loss_giou_aux_1: 0.6532 (0.6532) loss_giou_aux_2: 0.6511 (0.6511) loss_giou_aux_3: 0.6525 (0.6525) loss_giou_aux_4: 0.6527 (0.6527) loss_giou_dn_0: 0.6191 (0.6191) loss_giou_dn_1: 0.4951 (0.4951) loss_giou_dn_2: 0.4740 (0.4740) loss_giou_dn_3: 0.4725 (0.4725) loss_giou_dn_4: 0.4730 (0.4730) loss_giou_dn_5: 0.4731 (0.4731) loss_giou_dn_pre: 0.6178 (0.6178) loss_giou_enc_0: 0.7641 (0.7641) loss_giou_pre: 0.6813 (0.6813) loss_ddf_aux_0: 0.0563 (0.0563) loss_ddf_aux_1: 0.0081 (0.0081) loss_ddf_aux_2: 0.0018 (0.0018) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0000 (0.0000) loss_ddf_dn_0: 0.2585 (0.2585) loss_ddf_dn_1: 0.0345 (0.0345) loss_ddf_dn_2: 0.0074 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6314 (0.6314) loss_vfl_aux_0: 0.7145 (0.7145) loss_vfl_aux_1: 0.7006 (0.7006) loss_vfl_aux_2: 0.6702 (0.6702) loss_vfl_aux_3: 0.6459 (0.6459) loss_vfl_aux_4: 0.6403 (0.6403) loss_vfl_dn_0: 0.4929 (0.4929) loss_vfl_dn_1: 0.4373 (0.4373) loss_vfl_dn_2: 0.4169 (0.4169) loss_vfl_dn_3: 0.4055 (0.4055) loss_vfl_dn_4: 0.4043 (0.4043) loss_vfl_dn_5: 0.4048 (0.4048) loss_vfl_dn_pre: 0.4926 (0.4926) loss_vfl_enc_0: 0.7157 (0.7157) loss_vfl_pre: 0.7225 (0.7225) time: 2.4719 data: 1.8042 max mem: 9097 Epoch: [28] [ 100/3696] eta: 0:44:24 lr: 0.000013 loss: 31.9923 (31.9191) loss_bbox: 0.1824 (0.1819) loss_bbox_aux_0: 0.1960 (0.1949) loss_bbox_aux_1: 0.1875 (0.1848) loss_bbox_aux_2: 0.1850 (0.1824) loss_bbox_aux_3: 0.1825 (0.1819) loss_bbox_aux_4: 0.1823 (0.1819) loss_bbox_dn_0: 0.2408 (0.2526) loss_bbox_dn_1: 0.1761 (0.1882) loss_bbox_dn_2: 0.1671 (0.1777) loss_bbox_dn_3: 0.1657 (0.1742) loss_bbox_dn_4: 0.1651 (0.1734) loss_bbox_dn_5: 0.1651 (0.1734) loss_bbox_dn_pre: 0.2414 (0.2583) loss_bbox_enc_0: 0.2295 (0.2334) loss_bbox_pre: 0.1975 (0.1953) loss_dfl: 0.9565 (0.9560) loss_fgl_aux_0: 1.0016 (0.9908) loss_fgl_aux_1: 0.9596 (0.9588) loss_fgl_aux_2: 0.9572 (0.9563) loss_fgl_aux_3: 0.9562 (0.9561) loss_fgl_aux_4: 0.9565 (0.9561) loss_fgl_dn_0: 1.0889 (1.0897) loss_fgl_dn_1: 0.9924 (0.9850) loss_fgl_dn_2: 0.9811 (0.9764) loss_fgl_dn_3: 0.9829 (0.9770) loss_fgl_dn_4: 0.9828 (0.9774) loss_fgl_dn_5: 0.9830 (0.9774) loss_giou: 0.5794 (0.5773) loss_giou_aux_0: 0.6117 (0.6027) loss_giou_aux_1: 0.5854 (0.5826) loss_giou_aux_2: 0.5805 (0.5780) loss_giou_aux_3: 0.5793 (0.5772) loss_giou_aux_4: 0.5793 (0.5772) loss_giou_dn_0: 0.5734 (0.5838) loss_giou_dn_1: 0.4673 (0.4740) loss_giou_dn_2: 0.4488 (0.4573) loss_giou_dn_3: 0.4428 (0.4526) loss_giou_dn_4: 0.4398 (0.4515) loss_giou_dn_5: 0.4397 (0.4515) loss_giou_dn_pre: 0.5717 (0.5829) loss_giou_enc_0: 0.6950 (0.6826) loss_giou_pre: 0.6099 (0.6011) loss_ddf_aux_0: 0.0571 (0.0542) loss_ddf_aux_1: 0.0075 (0.0076) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2614 (0.2519) loss_ddf_dn_1: 0.0332 (0.0329) loss_ddf_dn_2: 0.0074 (0.0072) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6476 (0.6607) loss_vfl_aux_0: 0.7222 (0.7370) loss_vfl_aux_1: 0.7073 (0.7127) loss_vfl_aux_2: 0.6741 (0.6894) loss_vfl_aux_3: 0.6623 (0.6714) loss_vfl_aux_4: 0.6520 (0.6630) loss_vfl_dn_0: 0.4941 (0.4915) loss_vfl_dn_1: 0.4227 (0.4284) loss_vfl_dn_2: 0.4155 (0.4127) loss_vfl_dn_3: 0.4048 (0.4042) loss_vfl_dn_4: 0.4014 (0.4014) loss_vfl_dn_5: 0.4016 (0.4012) loss_vfl_dn_pre: 0.4948 (0.4919) loss_vfl_enc_0: 0.7203 (0.7346) loss_vfl_pre: 0.7167 (0.7387) time: 0.7391 data: 0.0302 max mem: 9097 Epoch: [28] [ 200/3696] eta: 0:43:51 lr: 0.000013 loss: 31.5997 (31.9148) loss_bbox: 0.1791 (0.1803) loss_bbox_aux_0: 0.1893 (0.1935) loss_bbox_aux_1: 0.1809 (0.1833) loss_bbox_aux_2: 0.1790 (0.1809) loss_bbox_aux_3: 0.1790 (0.1803) loss_bbox_aux_4: 0.1791 (0.1803) loss_bbox_dn_0: 0.2428 (0.2495) loss_bbox_dn_1: 0.1874 (0.1859) loss_bbox_dn_2: 0.1699 (0.1755) loss_bbox_dn_3: 0.1678 (0.1721) loss_bbox_dn_4: 0.1661 (0.1714) loss_bbox_dn_5: 0.1661 (0.1714) loss_bbox_dn_pre: 0.2468 (0.2551) loss_bbox_enc_0: 0.2288 (0.2323) loss_bbox_pre: 0.1885 (0.1939) loss_dfl: 0.9624 (0.9590) loss_fgl_aux_0: 0.9946 (0.9927) loss_fgl_aux_1: 0.9653 (0.9619) loss_fgl_aux_2: 0.9629 (0.9592) loss_fgl_aux_3: 0.9624 (0.9591) loss_fgl_aux_4: 0.9624 (0.9591) loss_fgl_dn_0: 1.0875 (1.0905) loss_fgl_dn_1: 0.9858 (0.9863) loss_fgl_dn_2: 0.9758 (0.9777) loss_fgl_dn_3: 0.9772 (0.9784) loss_fgl_dn_4: 0.9779 (0.9787) loss_fgl_dn_5: 0.9779 (0.9787) loss_giou: 0.5652 (0.5740) loss_giou_aux_0: 0.5964 (0.6002) loss_giou_aux_1: 0.5711 (0.5795) loss_giou_aux_2: 0.5673 (0.5749) loss_giou_aux_3: 0.5666 (0.5741) loss_giou_aux_4: 0.5652 (0.5740) loss_giou_dn_0: 0.5675 (0.5844) loss_giou_dn_1: 0.4561 (0.4732) loss_giou_dn_2: 0.4422 (0.4563) loss_giou_dn_3: 0.4369 (0.4517) loss_giou_dn_4: 0.4350 (0.4508) loss_giou_dn_5: 0.4349 (0.4508) loss_giou_dn_pre: 0.5683 (0.5834) loss_giou_enc_0: 0.6792 (0.6798) loss_giou_pre: 0.5943 (0.5984) loss_ddf_aux_0: 0.0553 (0.0542) loss_ddf_aux_1: 0.0082 (0.0078) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2501 (0.2543) loss_ddf_dn_1: 0.0333 (0.0332) loss_ddf_dn_2: 0.0064 (0.0069) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6431 (0.6634) loss_vfl_aux_0: 0.7273 (0.7400) loss_vfl_aux_1: 0.6948 (0.7139) loss_vfl_aux_2: 0.6740 (0.6923) loss_vfl_aux_3: 0.6528 (0.6746) loss_vfl_aux_4: 0.6459 (0.6662) loss_vfl_dn_0: 0.4894 (0.4916) loss_vfl_dn_1: 0.4264 (0.4286) loss_vfl_dn_2: 0.4102 (0.4128) loss_vfl_dn_3: 0.4022 (0.4041) loss_vfl_dn_4: 0.3976 (0.4012) loss_vfl_dn_5: 0.3965 (0.4008) loss_vfl_dn_pre: 0.4901 (0.4921) loss_vfl_enc_0: 0.7294 (0.7390) loss_vfl_pre: 0.7333 (0.7425) time: 0.7768 data: 0.0370 max mem: 9097 Epoch: [28] [ 300/3696] eta: 0:43:12 lr: 0.000013 loss: 31.9560 (31.9315) loss_bbox: 0.1644 (0.1804) loss_bbox_aux_0: 0.1787 (0.1938) loss_bbox_aux_1: 0.1680 (0.1833) loss_bbox_aux_2: 0.1657 (0.1809) loss_bbox_aux_3: 0.1646 (0.1804) loss_bbox_aux_4: 0.1645 (0.1804) loss_bbox_dn_0: 0.2436 (0.2507) loss_bbox_dn_1: 0.1750 (0.1866) loss_bbox_dn_2: 0.1635 (0.1758) loss_bbox_dn_3: 0.1608 (0.1725) loss_bbox_dn_4: 0.1602 (0.1718) loss_bbox_dn_5: 0.1604 (0.1718) loss_bbox_dn_pre: 0.2539 (0.2563) loss_bbox_enc_0: 0.2184 (0.2322) loss_bbox_pre: 0.1800 (0.1940) loss_dfl: 0.9700 (0.9592) loss_fgl_aux_0: 1.0069 (0.9929) loss_fgl_aux_1: 0.9692 (0.9620) loss_fgl_aux_2: 0.9690 (0.9594) loss_fgl_aux_3: 0.9694 (0.9593) loss_fgl_aux_4: 0.9698 (0.9593) loss_fgl_dn_0: 1.0907 (1.0905) loss_fgl_dn_1: 0.9809 (0.9865) loss_fgl_dn_2: 0.9787 (0.9778) loss_fgl_dn_3: 0.9794 (0.9786) loss_fgl_dn_4: 0.9793 (0.9789) loss_fgl_dn_5: 0.9793 (0.9789) loss_giou: 0.5632 (0.5734) loss_giou_aux_0: 0.5937 (0.6000) loss_giou_aux_1: 0.5676 (0.5790) loss_giou_aux_2: 0.5627 (0.5743) loss_giou_aux_3: 0.5632 (0.5735) loss_giou_aux_4: 0.5636 (0.5734) loss_giou_dn_0: 0.5987 (0.5846) loss_giou_dn_1: 0.4743 (0.4729) loss_giou_dn_2: 0.4547 (0.4560) loss_giou_dn_3: 0.4512 (0.4513) loss_giou_dn_4: 0.4514 (0.4505) loss_giou_dn_5: 0.4514 (0.4505) loss_giou_dn_pre: 0.5982 (0.5837) loss_giou_enc_0: 0.6735 (0.6786) loss_giou_pre: 0.5924 (0.5981) loss_ddf_aux_0: 0.0560 (0.0550) loss_ddf_aux_1: 0.0076 (0.0078) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2595 (0.2559) loss_ddf_dn_1: 0.0310 (0.0332) loss_ddf_dn_2: 0.0064 (0.0069) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6487 (0.6656) loss_vfl_aux_0: 0.7269 (0.7405) loss_vfl_aux_1: 0.6993 (0.7157) loss_vfl_aux_2: 0.6769 (0.6945) loss_vfl_aux_3: 0.6803 (0.6773) loss_vfl_aux_4: 0.6487 (0.6679) loss_vfl_dn_0: 0.4881 (0.4915) loss_vfl_dn_1: 0.4273 (0.4287) loss_vfl_dn_2: 0.4130 (0.4128) loss_vfl_dn_3: 0.4023 (0.4040) loss_vfl_dn_4: 0.3995 (0.4011) loss_vfl_dn_5: 0.3990 (0.4006) loss_vfl_dn_pre: 0.4875 (0.4919) loss_vfl_enc_0: 0.7219 (0.7410) loss_vfl_pre: 0.7269 (0.7426) time: 0.7379 data: 0.0269 max mem: 9097 Epoch: [28] [ 400/3696] eta: 0:42:15 lr: 0.000013 loss: 32.1788 (31.9297) loss_bbox: 0.1861 (0.1809) loss_bbox_aux_0: 0.1994 (0.1943) loss_bbox_aux_1: 0.1866 (0.1837) loss_bbox_aux_2: 0.1865 (0.1814) loss_bbox_aux_3: 0.1862 (0.1810) loss_bbox_aux_4: 0.1861 (0.1809) loss_bbox_dn_0: 0.2455 (0.2505) loss_bbox_dn_1: 0.1825 (0.1866) loss_bbox_dn_2: 0.1736 (0.1760) loss_bbox_dn_3: 0.1707 (0.1729) loss_bbox_dn_4: 0.1703 (0.1723) loss_bbox_dn_5: 0.1702 (0.1723) loss_bbox_dn_pre: 0.2505 (0.2561) loss_bbox_enc_0: 0.2251 (0.2328) loss_bbox_pre: 0.2004 (0.1945) loss_dfl: 0.9504 (0.9588) loss_fgl_aux_0: 0.9829 (0.9927) loss_fgl_aux_1: 0.9480 (0.9616) loss_fgl_aux_2: 0.9497 (0.9590) loss_fgl_aux_3: 0.9504 (0.9589) loss_fgl_aux_4: 0.9503 (0.9589) loss_fgl_dn_0: 1.0988 (1.0913) loss_fgl_dn_1: 0.9927 (0.9871) loss_fgl_dn_2: 0.9826 (0.9783) loss_fgl_dn_3: 0.9829 (0.9790) loss_fgl_dn_4: 0.9835 (0.9793) loss_fgl_dn_5: 0.9834 (0.9794) loss_giou: 0.5912 (0.5726) loss_giou_aux_0: 0.6125 (0.5991) loss_giou_aux_1: 0.5937 (0.5780) loss_giou_aux_2: 0.5932 (0.5735) loss_giou_aux_3: 0.5912 (0.5726) loss_giou_aux_4: 0.5913 (0.5726) loss_giou_dn_0: 0.5973 (0.5831) loss_giou_dn_1: 0.4927 (0.4716) loss_giou_dn_2: 0.4717 (0.4548) loss_giou_dn_3: 0.4637 (0.4503) loss_giou_dn_4: 0.4621 (0.4495) loss_giou_dn_5: 0.4622 (0.4495) loss_giou_dn_pre: 0.5956 (0.5822) loss_giou_enc_0: 0.6928 (0.6772) loss_giou_pre: 0.6119 (0.5973) loss_ddf_aux_0: 0.0540 (0.0556) loss_ddf_aux_1: 0.0072 (0.0078) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2587 (0.2565) loss_ddf_dn_1: 0.0340 (0.0330) loss_ddf_dn_2: 0.0064 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6531 (0.6664) loss_vfl_aux_0: 0.7267 (0.7412) loss_vfl_aux_1: 0.7022 (0.7171) loss_vfl_aux_2: 0.6868 (0.6959) loss_vfl_aux_3: 0.6604 (0.6778) loss_vfl_aux_4: 0.6545 (0.6688) loss_vfl_dn_0: 0.4952 (0.4920) loss_vfl_dn_1: 0.4321 (0.4284) loss_vfl_dn_2: 0.4165 (0.4126) loss_vfl_dn_3: 0.4081 (0.4038) loss_vfl_dn_4: 0.4037 (0.4008) loss_vfl_dn_5: 0.4033 (0.4003) loss_vfl_dn_pre: 0.4949 (0.4924) loss_vfl_enc_0: 0.7537 (0.7423) loss_vfl_pre: 0.7286 (0.7433) time: 0.7645 data: 0.0245 max mem: 9097 Epoch: [28] [ 500/3696] eta: 0:40:40 lr: 0.000013 loss: 32.0651 (31.9749) loss_bbox: 0.1866 (0.1814) loss_bbox_aux_0: 0.1940 (0.1948) loss_bbox_aux_1: 0.1882 (0.1842) loss_bbox_aux_2: 0.1873 (0.1820) loss_bbox_aux_3: 0.1868 (0.1815) loss_bbox_aux_4: 0.1865 (0.1814) loss_bbox_dn_0: 0.2583 (0.2516) loss_bbox_dn_1: 0.1892 (0.1875) loss_bbox_dn_2: 0.1829 (0.1771) loss_bbox_dn_3: 0.1804 (0.1739) loss_bbox_dn_4: 0.1805 (0.1733) loss_bbox_dn_5: 0.1805 (0.1733) loss_bbox_dn_pre: 0.2610 (0.2571) loss_bbox_enc_0: 0.2282 (0.2334) loss_bbox_pre: 0.1912 (0.1951) loss_dfl: 0.9815 (0.9610) loss_fgl_aux_0: 1.0133 (0.9949) loss_fgl_aux_1: 0.9843 (0.9637) loss_fgl_aux_2: 0.9822 (0.9612) loss_fgl_aux_3: 0.9816 (0.9611) loss_fgl_aux_4: 0.9816 (0.9610) loss_fgl_dn_0: 1.0989 (1.0926) loss_fgl_dn_1: 0.9841 (0.9882) loss_fgl_dn_2: 0.9762 (0.9795) loss_fgl_dn_3: 0.9776 (0.9803) loss_fgl_dn_4: 0.9779 (0.9806) loss_fgl_dn_5: 0.9779 (0.9806) loss_giou: 0.5136 (0.5713) loss_giou_aux_0: 0.5345 (0.5977) loss_giou_aux_1: 0.5195 (0.5767) loss_giou_aux_2: 0.5105 (0.5722) loss_giou_aux_3: 0.5127 (0.5713) loss_giou_aux_4: 0.5133 (0.5713) loss_giou_dn_0: 0.5701 (0.5828) loss_giou_dn_1: 0.4494 (0.4714) loss_giou_dn_2: 0.4307 (0.4546) loss_giou_dn_3: 0.4265 (0.4501) loss_giou_dn_4: 0.4253 (0.4492) loss_giou_dn_5: 0.4254 (0.4492) loss_giou_dn_pre: 0.5657 (0.5819) loss_giou_enc_0: 0.6142 (0.6760) loss_giou_pre: 0.5332 (0.5959) loss_ddf_aux_0: 0.0554 (0.0559) loss_ddf_aux_1: 0.0078 (0.0078) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2492 (0.2567) loss_ddf_dn_1: 0.0308 (0.0328) loss_ddf_dn_2: 0.0060 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6868 (0.6693) loss_vfl_aux_0: 0.7692 (0.7431) loss_vfl_aux_1: 0.7339 (0.7188) loss_vfl_aux_2: 0.7256 (0.6988) loss_vfl_aux_3: 0.6997 (0.6805) loss_vfl_aux_4: 0.6981 (0.6720) loss_vfl_dn_0: 0.4982 (0.4927) loss_vfl_dn_1: 0.4317 (0.4292) loss_vfl_dn_2: 0.4134 (0.4135) loss_vfl_dn_3: 0.4058 (0.4047) loss_vfl_dn_4: 0.4006 (0.4017) loss_vfl_dn_5: 0.4002 (0.4012) loss_vfl_dn_pre: 0.4998 (0.4932) loss_vfl_enc_0: 0.7696 (0.7440) loss_vfl_pre: 0.7758 (0.7455) time: 0.7442 data: 0.0341 max mem: 9097 Epoch: [28] [ 600/3696] eta: 0:39:26 lr: 0.000013 loss: 31.7731 (31.9790) loss_bbox: 0.1780 (0.1814) loss_bbox_aux_0: 0.1895 (0.1948) loss_bbox_aux_1: 0.1813 (0.1842) loss_bbox_aux_2: 0.1785 (0.1819) loss_bbox_aux_3: 0.1783 (0.1815) loss_bbox_aux_4: 0.1780 (0.1814) loss_bbox_dn_0: 0.2515 (0.2510) loss_bbox_dn_1: 0.1824 (0.1871) loss_bbox_dn_2: 0.1734 (0.1767) loss_bbox_dn_3: 0.1687 (0.1735) loss_bbox_dn_4: 0.1680 (0.1729) loss_bbox_dn_5: 0.1680 (0.1729) loss_bbox_dn_pre: 0.2544 (0.2565) loss_bbox_enc_0: 0.2180 (0.2332) loss_bbox_pre: 0.1896 (0.1951) loss_dfl: 0.9631 (0.9607) loss_fgl_aux_0: 0.9969 (0.9944) loss_fgl_aux_1: 0.9673 (0.9634) loss_fgl_aux_2: 0.9647 (0.9608) loss_fgl_aux_3: 0.9636 (0.9607) loss_fgl_aux_4: 0.9632 (0.9607) loss_fgl_dn_0: 1.0872 (1.0922) loss_fgl_dn_1: 0.9956 (0.9882) loss_fgl_dn_2: 0.9875 (0.9795) loss_fgl_dn_3: 0.9897 (0.9802) loss_fgl_dn_4: 0.9902 (0.9806) loss_fgl_dn_5: 0.9901 (0.9806) loss_giou: 0.5752 (0.5730) loss_giou_aux_0: 0.6120 (0.5994) loss_giou_aux_1: 0.5834 (0.5784) loss_giou_aux_2: 0.5741 (0.5739) loss_giou_aux_3: 0.5761 (0.5731) loss_giou_aux_4: 0.5752 (0.5730) loss_giou_dn_0: 0.5826 (0.5834) loss_giou_dn_1: 0.4765 (0.4725) loss_giou_dn_2: 0.4642 (0.4557) loss_giou_dn_3: 0.4601 (0.4511) loss_giou_dn_4: 0.4588 (0.4503) loss_giou_dn_5: 0.4586 (0.4503) loss_giou_dn_pre: 0.5804 (0.5825) loss_giou_enc_0: 0.6878 (0.6780) loss_giou_pre: 0.6083 (0.5976) loss_ddf_aux_0: 0.0546 (0.0560) loss_ddf_aux_1: 0.0076 (0.0078) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2398 (0.2557) loss_ddf_dn_1: 0.0297 (0.0325) loss_ddf_dn_2: 0.0065 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6456 (0.6688) loss_vfl_aux_0: 0.7123 (0.7421) loss_vfl_aux_1: 0.6976 (0.7179) loss_vfl_aux_2: 0.6574 (0.6976) loss_vfl_aux_3: 0.6565 (0.6798) loss_vfl_aux_4: 0.6416 (0.6712) loss_vfl_dn_0: 0.4886 (0.4923) loss_vfl_dn_1: 0.4308 (0.4290) loss_vfl_dn_2: 0.4141 (0.4135) loss_vfl_dn_3: 0.4042 (0.4046) loss_vfl_dn_4: 0.4023 (0.4016) loss_vfl_dn_5: 0.4009 (0.4011) loss_vfl_dn_pre: 0.4903 (0.4928) loss_vfl_enc_0: 0.7275 (0.7424) loss_vfl_pre: 0.7186 (0.7444) time: 0.7026 data: 0.0227 max mem: 9097 Epoch: [28] [ 700/3696] eta: 0:38:19 lr: 0.000013 loss: 32.2199 (31.9596) loss_bbox: 0.1750 (0.1817) loss_bbox_aux_0: 0.1873 (0.1952) loss_bbox_aux_1: 0.1791 (0.1845) loss_bbox_aux_2: 0.1765 (0.1823) loss_bbox_aux_3: 0.1747 (0.1818) loss_bbox_aux_4: 0.1748 (0.1818) loss_bbox_dn_0: 0.2367 (0.2518) loss_bbox_dn_1: 0.1772 (0.1877) loss_bbox_dn_2: 0.1682 (0.1772) loss_bbox_dn_3: 0.1668 (0.1740) loss_bbox_dn_4: 0.1654 (0.1734) loss_bbox_dn_5: 0.1654 (0.1734) loss_bbox_dn_pre: 0.2385 (0.2573) loss_bbox_enc_0: 0.2288 (0.2337) loss_bbox_pre: 0.1865 (0.1955) loss_dfl: 0.9722 (0.9600) loss_fgl_aux_0: 1.0041 (0.9942) loss_fgl_aux_1: 0.9754 (0.9628) loss_fgl_aux_2: 0.9729 (0.9601) loss_fgl_aux_3: 0.9723 (0.9600) loss_fgl_aux_4: 0.9724 (0.9600) loss_fgl_dn_0: 1.0921 (1.0921) loss_fgl_dn_1: 0.9899 (0.9875) loss_fgl_dn_2: 0.9829 (0.9787) loss_fgl_dn_3: 0.9857 (0.9795) loss_fgl_dn_4: 0.9860 (0.9798) loss_fgl_dn_5: 0.9859 (0.9798) loss_giou: 0.5581 (0.5717) loss_giou_aux_0: 0.5850 (0.5979) loss_giou_aux_1: 0.5645 (0.5770) loss_giou_aux_2: 0.5584 (0.5725) loss_giou_aux_3: 0.5577 (0.5718) loss_giou_aux_4: 0.5578 (0.5717) loss_giou_dn_0: 0.5737 (0.5825) loss_giou_dn_1: 0.4683 (0.4714) loss_giou_dn_2: 0.4517 (0.4546) loss_giou_dn_3: 0.4473 (0.4501) loss_giou_dn_4: 0.4461 (0.4493) loss_giou_dn_5: 0.4459 (0.4492) loss_giou_dn_pre: 0.5697 (0.5816) loss_giou_enc_0: 0.6609 (0.6766) loss_giou_pre: 0.5826 (0.5962) loss_ddf_aux_0: 0.0519 (0.0560) loss_ddf_aux_1: 0.0066 (0.0077) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2362 (0.2560) loss_ddf_dn_1: 0.0296 (0.0325) loss_ddf_dn_2: 0.0056 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6725 (0.6689) loss_vfl_aux_0: 0.7576 (0.7424) loss_vfl_aux_1: 0.7272 (0.7179) loss_vfl_aux_2: 0.7054 (0.6977) loss_vfl_aux_3: 0.6827 (0.6795) loss_vfl_aux_4: 0.6796 (0.6714) loss_vfl_dn_0: 0.4883 (0.4923) loss_vfl_dn_1: 0.4316 (0.4286) loss_vfl_dn_2: 0.4146 (0.4132) loss_vfl_dn_3: 0.4059 (0.4044) loss_vfl_dn_4: 0.4022 (0.4014) loss_vfl_dn_5: 0.4023 (0.4008) loss_vfl_dn_pre: 0.4895 (0.4927) loss_vfl_enc_0: 0.7527 (0.7426) loss_vfl_pre: 0.7542 (0.7447) time: 0.7310 data: 0.0336 max mem: 9097 Epoch: [28] [ 800/3696] eta: 0:36:53 lr: 0.000013 loss: 32.1524 (31.9905) loss_bbox: 0.1762 (0.1826) loss_bbox_aux_0: 0.1921 (0.1960) loss_bbox_aux_1: 0.1787 (0.1854) loss_bbox_aux_2: 0.1769 (0.1831) loss_bbox_aux_3: 0.1764 (0.1827) loss_bbox_aux_4: 0.1761 (0.1826) loss_bbox_dn_0: 0.2614 (0.2521) loss_bbox_dn_1: 0.1880 (0.1881) loss_bbox_dn_2: 0.1748 (0.1777) loss_bbox_dn_3: 0.1699 (0.1744) loss_bbox_dn_4: 0.1683 (0.1738) loss_bbox_dn_5: 0.1679 (0.1738) loss_bbox_dn_pre: 0.2698 (0.2575) loss_bbox_enc_0: 0.2268 (0.2344) loss_bbox_pre: 0.1929 (0.1963) loss_dfl: 0.9732 (0.9596) loss_fgl_aux_0: 1.0012 (0.9938) loss_fgl_aux_1: 0.9759 (0.9624) loss_fgl_aux_2: 0.9741 (0.9598) loss_fgl_aux_3: 0.9738 (0.9597) loss_fgl_aux_4: 0.9732 (0.9596) loss_fgl_dn_0: 1.0926 (1.0919) loss_fgl_dn_1: 0.9957 (0.9875) loss_fgl_dn_2: 0.9856 (0.9788) loss_fgl_dn_3: 0.9861 (0.9795) loss_fgl_dn_4: 0.9864 (0.9798) loss_fgl_dn_5: 0.9864 (0.9798) loss_giou: 0.5567 (0.5736) loss_giou_aux_0: 0.5906 (0.5996) loss_giou_aux_1: 0.5658 (0.5789) loss_giou_aux_2: 0.5571 (0.5744) loss_giou_aux_3: 0.5564 (0.5736) loss_giou_aux_4: 0.5567 (0.5735) loss_giou_dn_0: 0.5968 (0.5834) loss_giou_dn_1: 0.4780 (0.4725) loss_giou_dn_2: 0.4567 (0.4556) loss_giou_dn_3: 0.4556 (0.4511) loss_giou_dn_4: 0.4551 (0.4503) loss_giou_dn_5: 0.4553 (0.4503) loss_giou_dn_pre: 0.5934 (0.5825) loss_giou_enc_0: 0.6709 (0.6781) loss_giou_pre: 0.5879 (0.5979) loss_ddf_aux_0: 0.0520 (0.0557) loss_ddf_aux_1: 0.0070 (0.0077) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2559 (0.2552) loss_ddf_dn_1: 0.0302 (0.0324) loss_ddf_dn_2: 0.0063 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6541 (0.6693) loss_vfl_aux_0: 0.7388 (0.7430) loss_vfl_aux_1: 0.7015 (0.7182) loss_vfl_aux_2: 0.6791 (0.6978) loss_vfl_aux_3: 0.6683 (0.6797) loss_vfl_aux_4: 0.6548 (0.6717) loss_vfl_dn_0: 0.4897 (0.4923) loss_vfl_dn_1: 0.4315 (0.4287) loss_vfl_dn_2: 0.4148 (0.4134) loss_vfl_dn_3: 0.4046 (0.4046) loss_vfl_dn_4: 0.4001 (0.4016) loss_vfl_dn_5: 0.4008 (0.4010) loss_vfl_dn_pre: 0.4905 (0.4927) loss_vfl_enc_0: 0.7589 (0.7431) loss_vfl_pre: 0.7363 (0.7453) time: 0.7632 data: 0.0317 max mem: 9097 Epoch: [28] [ 900/3696] eta: 0:35:30 lr: 0.000013 loss: 31.5202 (32.0206) loss_bbox: 0.1736 (0.1831) loss_bbox_aux_0: 0.1873 (0.1965) loss_bbox_aux_1: 0.1780 (0.1859) loss_bbox_aux_2: 0.1738 (0.1836) loss_bbox_aux_3: 0.1738 (0.1832) loss_bbox_aux_4: 0.1737 (0.1831) loss_bbox_dn_0: 0.2351 (0.2527) loss_bbox_dn_1: 0.1700 (0.1887) loss_bbox_dn_2: 0.1589 (0.1782) loss_bbox_dn_3: 0.1549 (0.1750) loss_bbox_dn_4: 0.1554 (0.1744) loss_bbox_dn_5: 0.1554 (0.1744) loss_bbox_dn_pre: 0.2377 (0.2582) loss_bbox_enc_0: 0.2182 (0.2348) loss_bbox_pre: 0.1866 (0.1968) loss_dfl: 0.9726 (0.9595) loss_fgl_aux_0: 1.0096 (0.9935) loss_fgl_aux_1: 0.9735 (0.9623) loss_fgl_aux_2: 0.9725 (0.9597) loss_fgl_aux_3: 0.9725 (0.9595) loss_fgl_aux_4: 0.9723 (0.9595) loss_fgl_dn_0: 1.1000 (1.0919) loss_fgl_dn_1: 1.0006 (0.9876) loss_fgl_dn_2: 0.9909 (0.9788) loss_fgl_dn_3: 0.9916 (0.9795) loss_fgl_dn_4: 0.9920 (0.9799) loss_fgl_dn_5: 0.9920 (0.9799) loss_giou: 0.5662 (0.5749) loss_giou_aux_0: 0.6054 (0.6010) loss_giou_aux_1: 0.5737 (0.5803) loss_giou_aux_2: 0.5700 (0.5757) loss_giou_aux_3: 0.5686 (0.5749) loss_giou_aux_4: 0.5664 (0.5749) loss_giou_dn_0: 0.5681 (0.5847) loss_giou_dn_1: 0.4459 (0.4735) loss_giou_dn_2: 0.4272 (0.4566) loss_giou_dn_3: 0.4269 (0.4521) loss_giou_dn_4: 0.4267 (0.4513) loss_giou_dn_5: 0.4267 (0.4513) loss_giou_dn_pre: 0.5698 (0.5837) loss_giou_enc_0: 0.6711 (0.6794) loss_giou_pre: 0.6025 (0.5993) loss_ddf_aux_0: 0.0564 (0.0556) loss_ddf_aux_1: 0.0071 (0.0076) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2653 (0.2553) loss_ddf_dn_1: 0.0311 (0.0324) loss_ddf_dn_2: 0.0061 (0.0067) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6460 (0.6693) loss_vfl_aux_0: 0.7273 (0.7436) loss_vfl_aux_1: 0.6907 (0.7187) loss_vfl_aux_2: 0.6797 (0.6981) loss_vfl_aux_3: 0.6599 (0.6797) loss_vfl_aux_4: 0.6487 (0.6718) loss_vfl_dn_0: 0.4913 (0.4922) loss_vfl_dn_1: 0.4289 (0.4290) loss_vfl_dn_2: 0.4155 (0.4137) loss_vfl_dn_3: 0.4070 (0.4048) loss_vfl_dn_4: 0.4038 (0.4018) loss_vfl_dn_5: 0.4027 (0.4013) loss_vfl_dn_pre: 0.4922 (0.4927) loss_vfl_enc_0: 0.7323 (0.7439) loss_vfl_pre: 0.7343 (0.7460) time: 0.7457 data: 0.0254 max mem: 9097 Epoch: [28] [1000/3696] eta: 0:34:21 lr: 0.000013 loss: 32.2199 (32.0162) loss_bbox: 0.1812 (0.1833) loss_bbox_aux_0: 0.1910 (0.1968) loss_bbox_aux_1: 0.1824 (0.1861) loss_bbox_aux_2: 0.1821 (0.1838) loss_bbox_aux_3: 0.1811 (0.1834) loss_bbox_aux_4: 0.1811 (0.1833) loss_bbox_dn_0: 0.2254 (0.2528) loss_bbox_dn_1: 0.1712 (0.1888) loss_bbox_dn_2: 0.1620 (0.1784) loss_bbox_dn_3: 0.1595 (0.1752) loss_bbox_dn_4: 0.1571 (0.1746) loss_bbox_dn_5: 0.1570 (0.1746) loss_bbox_dn_pre: 0.2276 (0.2583) loss_bbox_enc_0: 0.2222 (0.2351) loss_bbox_pre: 0.1904 (0.1970) loss_dfl: 0.9390 (0.9592) loss_fgl_aux_0: 0.9739 (0.9931) loss_fgl_aux_1: 0.9414 (0.9620) loss_fgl_aux_2: 0.9393 (0.9594) loss_fgl_aux_3: 0.9398 (0.9592) loss_fgl_aux_4: 0.9392 (0.9592) loss_fgl_dn_0: 1.0832 (1.0919) loss_fgl_dn_1: 0.9885 (0.9876) loss_fgl_dn_2: 0.9795 (0.9788) loss_fgl_dn_3: 0.9800 (0.9795) loss_fgl_dn_4: 0.9804 (0.9799) loss_fgl_dn_5: 0.9804 (0.9799) loss_giou: 0.6280 (0.5749) loss_giou_aux_0: 0.6500 (0.6013) loss_giou_aux_1: 0.6323 (0.5804) loss_giou_aux_2: 0.6303 (0.5758) loss_giou_aux_3: 0.6294 (0.5750) loss_giou_aux_4: 0.6278 (0.5749) loss_giou_dn_0: 0.6046 (0.5842) loss_giou_dn_1: 0.4938 (0.4733) loss_giou_dn_2: 0.4729 (0.4564) loss_giou_dn_3: 0.4685 (0.4519) loss_giou_dn_4: 0.4682 (0.4511) loss_giou_dn_5: 0.4680 (0.4511) loss_giou_dn_pre: 0.6040 (0.5832) loss_giou_enc_0: 0.7166 (0.6798) loss_giou_pre: 0.6473 (0.5995) loss_ddf_aux_0: 0.0517 (0.0556) loss_ddf_aux_1: 0.0071 (0.0077) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2415 (0.2547) loss_ddf_dn_1: 0.0305 (0.0324) loss_ddf_dn_2: 0.0067 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6528 (0.6692) loss_vfl_aux_0: 0.7051 (0.7427) loss_vfl_aux_1: 0.6965 (0.7181) loss_vfl_aux_2: 0.6772 (0.6974) loss_vfl_aux_3: 0.6590 (0.6796) loss_vfl_aux_4: 0.6513 (0.6716) loss_vfl_dn_0: 0.4840 (0.4922) loss_vfl_dn_1: 0.4188 (0.4290) loss_vfl_dn_2: 0.4071 (0.4136) loss_vfl_dn_3: 0.4001 (0.4047) loss_vfl_dn_4: 0.3966 (0.4017) loss_vfl_dn_5: 0.3973 (0.4012) loss_vfl_dn_pre: 0.4845 (0.4927) loss_vfl_enc_0: 0.7149 (0.7441) loss_vfl_pre: 0.7162 (0.7452) time: 0.7405 data: 0.0305 max mem: 9097 Epoch: [28] [1100/3696] eta: 0:33:02 lr: 0.000013 loss: 31.7465 (32.0260) loss_bbox: 0.1770 (0.1835) loss_bbox_aux_0: 0.1911 (0.1970) loss_bbox_aux_1: 0.1832 (0.1862) loss_bbox_aux_2: 0.1782 (0.1840) loss_bbox_aux_3: 0.1770 (0.1835) loss_bbox_aux_4: 0.1769 (0.1835) loss_bbox_dn_0: 0.2494 (0.2532) loss_bbox_dn_1: 0.1828 (0.1892) loss_bbox_dn_2: 0.1712 (0.1788) loss_bbox_dn_3: 0.1673 (0.1756) loss_bbox_dn_4: 0.1657 (0.1750) loss_bbox_dn_5: 0.1657 (0.1750) loss_bbox_dn_pre: 0.2513 (0.2587) loss_bbox_enc_0: 0.2361 (0.2355) loss_bbox_pre: 0.1915 (0.1973) loss_dfl: 0.9474 (0.9591) loss_fgl_aux_0: 0.9996 (0.9931) loss_fgl_aux_1: 0.9484 (0.9618) loss_fgl_aux_2: 0.9486 (0.9592) loss_fgl_aux_3: 0.9480 (0.9591) loss_fgl_aux_4: 0.9477 (0.9591) loss_fgl_dn_0: 1.0957 (1.0919) loss_fgl_dn_1: 0.9845 (0.9876) loss_fgl_dn_2: 0.9746 (0.9788) loss_fgl_dn_3: 0.9776 (0.9796) loss_fgl_dn_4: 0.9779 (0.9799) loss_fgl_dn_5: 0.9779 (0.9799) loss_giou: 0.5525 (0.5749) loss_giou_aux_0: 0.5742 (0.6011) loss_giou_aux_1: 0.5551 (0.5803) loss_giou_aux_2: 0.5539 (0.5757) loss_giou_aux_3: 0.5532 (0.5749) loss_giou_aux_4: 0.5528 (0.5749) loss_giou_dn_0: 0.5755 (0.5841) loss_giou_dn_1: 0.4655 (0.4733) loss_giou_dn_2: 0.4477 (0.4564) loss_giou_dn_3: 0.4426 (0.4520) loss_giou_dn_4: 0.4410 (0.4511) loss_giou_dn_5: 0.4411 (0.4511) loss_giou_dn_pre: 0.5732 (0.5831) loss_giou_enc_0: 0.6568 (0.6799) loss_giou_pre: 0.5726 (0.5994) loss_ddf_aux_0: 0.0553 (0.0558) loss_ddf_aux_1: 0.0073 (0.0076) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2518 (0.2541) loss_ddf_dn_1: 0.0313 (0.0323) loss_ddf_dn_2: 0.0066 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6578 (0.6703) loss_vfl_aux_0: 0.7479 (0.7434) loss_vfl_aux_1: 0.7131 (0.7189) loss_vfl_aux_2: 0.6893 (0.6982) loss_vfl_aux_3: 0.6721 (0.6805) loss_vfl_aux_4: 0.6619 (0.6726) loss_vfl_dn_0: 0.4940 (0.4923) loss_vfl_dn_1: 0.4229 (0.4289) loss_vfl_dn_2: 0.4085 (0.4136) loss_vfl_dn_3: 0.4005 (0.4047) loss_vfl_dn_4: 0.3971 (0.4017) loss_vfl_dn_5: 0.3972 (0.4012) loss_vfl_dn_pre: 0.4940 (0.4928) loss_vfl_enc_0: 0.7585 (0.7448) loss_vfl_pre: 0.7469 (0.7459) time: 0.7201 data: 0.0217 max mem: 9097 Epoch: [28] [1200/3696] eta: 0:31:42 lr: 0.000013 loss: 31.5814 (32.0201) loss_bbox: 0.1735 (0.1830) loss_bbox_aux_0: 0.1916 (0.1965) loss_bbox_aux_1: 0.1763 (0.1858) loss_bbox_aux_2: 0.1745 (0.1835) loss_bbox_aux_3: 0.1736 (0.1831) loss_bbox_aux_4: 0.1736 (0.1830) loss_bbox_dn_0: 0.2404 (0.2531) loss_bbox_dn_1: 0.1720 (0.1892) loss_bbox_dn_2: 0.1637 (0.1788) loss_bbox_dn_3: 0.1648 (0.1755) loss_bbox_dn_4: 0.1648 (0.1749) loss_bbox_dn_5: 0.1648 (0.1749) loss_bbox_dn_pre: 0.2408 (0.2587) loss_bbox_enc_0: 0.2317 (0.2352) loss_bbox_pre: 0.1941 (0.1968) loss_dfl: 0.9741 (0.9592) loss_fgl_aux_0: 1.0033 (0.9934) loss_fgl_aux_1: 0.9774 (0.9620) loss_fgl_aux_2: 0.9741 (0.9594) loss_fgl_aux_3: 0.9749 (0.9593) loss_fgl_aux_4: 0.9741 (0.9592) loss_fgl_dn_0: 1.0824 (1.0916) loss_fgl_dn_1: 0.9687 (0.9872) loss_fgl_dn_2: 0.9554 (0.9784) loss_fgl_dn_3: 0.9583 (0.9791) loss_fgl_dn_4: 0.9585 (0.9795) loss_fgl_dn_5: 0.9584 (0.9795) loss_giou: 0.5462 (0.5738) loss_giou_aux_0: 0.5788 (0.6000) loss_giou_aux_1: 0.5550 (0.5792) loss_giou_aux_2: 0.5494 (0.5747) loss_giou_aux_3: 0.5480 (0.5739) loss_giou_aux_4: 0.5460 (0.5738) loss_giou_dn_0: 0.5821 (0.5840) loss_giou_dn_1: 0.4615 (0.4732) loss_giou_dn_2: 0.4454 (0.4563) loss_giou_dn_3: 0.4401 (0.4518) loss_giou_dn_4: 0.4397 (0.4510) loss_giou_dn_5: 0.4395 (0.4510) loss_giou_dn_pre: 0.5839 (0.5831) loss_giou_enc_0: 0.6442 (0.6788) loss_giou_pre: 0.5774 (0.5982) loss_ddf_aux_0: 0.0602 (0.0559) loss_ddf_aux_1: 0.0080 (0.0076) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2491 (0.2542) loss_ddf_dn_1: 0.0311 (0.0324) loss_ddf_dn_2: 0.0060 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6863 (0.6713) loss_vfl_aux_0: 0.7515 (0.7446) loss_vfl_aux_1: 0.7312 (0.7203) loss_vfl_aux_2: 0.7332 (0.6994) loss_vfl_aux_3: 0.7032 (0.6817) loss_vfl_aux_4: 0.6956 (0.6736) loss_vfl_dn_0: 0.4908 (0.4922) loss_vfl_dn_1: 0.4263 (0.4290) loss_vfl_dn_2: 0.4097 (0.4136) loss_vfl_dn_3: 0.4056 (0.4048) loss_vfl_dn_4: 0.4029 (0.4018) loss_vfl_dn_5: 0.4017 (0.4012) loss_vfl_dn_pre: 0.4913 (0.4927) loss_vfl_enc_0: 0.7494 (0.7453) loss_vfl_pre: 0.7521 (0.7470) time: 0.7483 data: 0.0299 max mem: 9097 Epoch: [28] [1300/3696] eta: 0:30:25 lr: 0.000013 loss: 32.2113 (32.0464) loss_bbox: 0.1791 (0.1833) loss_bbox_aux_0: 0.1927 (0.1969) loss_bbox_aux_1: 0.1819 (0.1861) loss_bbox_aux_2: 0.1796 (0.1838) loss_bbox_aux_3: 0.1794 (0.1834) loss_bbox_aux_4: 0.1791 (0.1833) loss_bbox_dn_0: 0.2322 (0.2532) loss_bbox_dn_1: 0.1846 (0.1895) loss_bbox_dn_2: 0.1736 (0.1791) loss_bbox_dn_3: 0.1722 (0.1758) loss_bbox_dn_4: 0.1718 (0.1752) loss_bbox_dn_5: 0.1721 (0.1752) loss_bbox_dn_pre: 0.2364 (0.2588) loss_bbox_enc_0: 0.2236 (0.2355) loss_bbox_pre: 0.1947 (0.1972) loss_dfl: 0.9565 (0.9594) loss_fgl_aux_0: 0.9975 (0.9936) loss_fgl_aux_1: 0.9613 (0.9622) loss_fgl_aux_2: 0.9566 (0.9595) loss_fgl_aux_3: 0.9569 (0.9594) loss_fgl_aux_4: 0.9567 (0.9594) loss_fgl_dn_0: 1.0849 (1.0917) loss_fgl_dn_1: 0.9919 (0.9875) loss_fgl_dn_2: 0.9831 (0.9787) loss_fgl_dn_3: 0.9847 (0.9794) loss_fgl_dn_4: 0.9855 (0.9798) loss_fgl_dn_5: 0.9855 (0.9798) loss_giou: 0.6116 (0.5747) loss_giou_aux_0: 0.6272 (0.6009) loss_giou_aux_1: 0.6160 (0.5802) loss_giou_aux_2: 0.6103 (0.5755) loss_giou_aux_3: 0.6113 (0.5748) loss_giou_aux_4: 0.6119 (0.5747) loss_giou_dn_0: 0.6100 (0.5848) loss_giou_dn_1: 0.5134 (0.4741) loss_giou_dn_2: 0.4963 (0.4572) loss_giou_dn_3: 0.4938 (0.4528) loss_giou_dn_4: 0.4926 (0.4519) loss_giou_dn_5: 0.4926 (0.4519) loss_giou_dn_pre: 0.6059 (0.5838) loss_giou_enc_0: 0.7169 (0.6797) loss_giou_pre: 0.6284 (0.5992) loss_ddf_aux_0: 0.0542 (0.0560) loss_ddf_aux_1: 0.0077 (0.0077) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2360 (0.2538) loss_ddf_dn_1: 0.0294 (0.0323) loss_ddf_dn_2: 0.0061 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6555 (0.6723) loss_vfl_aux_0: 0.6890 (0.7448) loss_vfl_aux_1: 0.6864 (0.7210) loss_vfl_aux_2: 0.6713 (0.7002) loss_vfl_aux_3: 0.6537 (0.6826) loss_vfl_aux_4: 0.6492 (0.6746) loss_vfl_dn_0: 0.4838 (0.4922) loss_vfl_dn_1: 0.4271 (0.4291) loss_vfl_dn_2: 0.4141 (0.4138) loss_vfl_dn_3: 0.4043 (0.4050) loss_vfl_dn_4: 0.4000 (0.4020) loss_vfl_dn_5: 0.4016 (0.4014) loss_vfl_dn_pre: 0.4838 (0.4927) loss_vfl_enc_0: 0.7102 (0.7455) loss_vfl_pre: 0.6898 (0.7472) time: 0.7665 data: 0.0266 max mem: 9097 Epoch: [28] [1400/3696] eta: 0:29:06 lr: 0.000013 loss: 31.9693 (32.0588) loss_bbox: 0.1851 (0.1832) loss_bbox_aux_0: 0.2013 (0.1968) loss_bbox_aux_1: 0.1865 (0.1860) loss_bbox_aux_2: 0.1857 (0.1837) loss_bbox_aux_3: 0.1852 (0.1832) loss_bbox_aux_4: 0.1851 (0.1832) loss_bbox_dn_0: 0.2757 (0.2531) loss_bbox_dn_1: 0.2102 (0.1893) loss_bbox_dn_2: 0.1966 (0.1789) loss_bbox_dn_3: 0.1892 (0.1757) loss_bbox_dn_4: 0.1880 (0.1751) loss_bbox_dn_5: 0.1879 (0.1751) loss_bbox_dn_pre: 0.2833 (0.2586) loss_bbox_enc_0: 0.2489 (0.2353) loss_bbox_pre: 0.2037 (0.1971) loss_dfl: 0.9794 (0.9594) loss_fgl_aux_0: 1.0076 (0.9936) loss_fgl_aux_1: 0.9773 (0.9621) loss_fgl_aux_2: 0.9794 (0.9595) loss_fgl_aux_3: 0.9796 (0.9594) loss_fgl_aux_4: 0.9795 (0.9594) loss_fgl_dn_0: 1.0951 (1.0918) loss_fgl_dn_1: 0.9876 (0.9878) loss_fgl_dn_2: 0.9793 (0.9791) loss_fgl_dn_3: 0.9793 (0.9798) loss_fgl_dn_4: 0.9798 (0.9802) loss_fgl_dn_5: 0.9797 (0.9802) loss_giou: 0.5434 (0.5754) loss_giou_aux_0: 0.5698 (0.6018) loss_giou_aux_1: 0.5491 (0.5810) loss_giou_aux_2: 0.5446 (0.5763) loss_giou_aux_3: 0.5431 (0.5755) loss_giou_aux_4: 0.5430 (0.5754) loss_giou_dn_0: 0.5703 (0.5855) loss_giou_dn_1: 0.4569 (0.4747) loss_giou_dn_2: 0.4372 (0.4578) loss_giou_dn_3: 0.4346 (0.4533) loss_giou_dn_4: 0.4329 (0.4525) loss_giou_dn_5: 0.4326 (0.4525) loss_giou_dn_pre: 0.5716 (0.5845) loss_giou_enc_0: 0.6401 (0.6805) loss_giou_pre: 0.5650 (0.6000) loss_ddf_aux_0: 0.0587 (0.0563) loss_ddf_aux_1: 0.0078 (0.0077) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2467 (0.2538) loss_ddf_dn_1: 0.0312 (0.0323) loss_ddf_dn_2: 0.0064 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6891 (0.6721) loss_vfl_aux_0: 0.7705 (0.7456) loss_vfl_aux_1: 0.7333 (0.7211) loss_vfl_aux_2: 0.7101 (0.7001) loss_vfl_aux_3: 0.6989 (0.6824) loss_vfl_aux_4: 0.6873 (0.6743) loss_vfl_dn_0: 0.4905 (0.4922) loss_vfl_dn_1: 0.4321 (0.4293) loss_vfl_dn_2: 0.4115 (0.4140) loss_vfl_dn_3: 0.4007 (0.4052) loss_vfl_dn_4: 0.3981 (0.4022) loss_vfl_dn_5: 0.3982 (0.4017) loss_vfl_dn_pre: 0.4914 (0.4926) loss_vfl_enc_0: 0.7523 (0.7455) loss_vfl_pre: 0.7711 (0.7480) time: 0.7503 data: 0.0284 max mem: 9097 Epoch: [28] [1500/3696] eta: 0:27:49 lr: 0.000013 loss: 32.2542 (32.0677) loss_bbox: 0.1728 (0.1831) loss_bbox_aux_0: 0.1834 (0.1967) loss_bbox_aux_1: 0.1777 (0.1859) loss_bbox_aux_2: 0.1732 (0.1836) loss_bbox_aux_3: 0.1727 (0.1832) loss_bbox_aux_4: 0.1728 (0.1831) loss_bbox_dn_0: 0.2561 (0.2529) loss_bbox_dn_1: 0.1932 (0.1893) loss_bbox_dn_2: 0.1830 (0.1789) loss_bbox_dn_3: 0.1820 (0.1757) loss_bbox_dn_4: 0.1814 (0.1751) loss_bbox_dn_5: 0.1814 (0.1751) loss_bbox_dn_pre: 0.2656 (0.2584) loss_bbox_enc_0: 0.2263 (0.2352) loss_bbox_pre: 0.1837 (0.1970) loss_dfl: 0.9657 (0.9593) loss_fgl_aux_0: 0.9941 (0.9935) loss_fgl_aux_1: 0.9685 (0.9620) loss_fgl_aux_2: 0.9658 (0.9595) loss_fgl_aux_3: 0.9660 (0.9593) loss_fgl_aux_4: 0.9658 (0.9593) loss_fgl_dn_0: 1.0874 (1.0917) loss_fgl_dn_1: 0.9813 (0.9878) loss_fgl_dn_2: 0.9699 (0.9791) loss_fgl_dn_3: 0.9715 (0.9798) loss_fgl_dn_4: 0.9716 (0.9802) loss_fgl_dn_5: 0.9716 (0.9802) loss_giou: 0.5552 (0.5761) loss_giou_aux_0: 0.5837 (0.6025) loss_giou_aux_1: 0.5612 (0.5816) loss_giou_aux_2: 0.5559 (0.5769) loss_giou_aux_3: 0.5551 (0.5761) loss_giou_aux_4: 0.5551 (0.5761) loss_giou_dn_0: 0.5797 (0.5859) loss_giou_dn_1: 0.4655 (0.4752) loss_giou_dn_2: 0.4488 (0.4583) loss_giou_dn_3: 0.4448 (0.4539) loss_giou_dn_4: 0.4438 (0.4530) loss_giou_dn_5: 0.4436 (0.4530) loss_giou_dn_pre: 0.5768 (0.5850) loss_giou_enc_0: 0.6439 (0.6809) loss_giou_pre: 0.5801 (0.6007) loss_ddf_aux_0: 0.0601 (0.0563) loss_ddf_aux_1: 0.0072 (0.0077) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2602 (0.2536) loss_ddf_dn_1: 0.0324 (0.0323) loss_ddf_dn_2: 0.0065 (0.0066) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6855 (0.6721) loss_vfl_aux_0: 0.7545 (0.7460) loss_vfl_aux_1: 0.7278 (0.7212) loss_vfl_aux_2: 0.7052 (0.7002) loss_vfl_aux_3: 0.6904 (0.6824) loss_vfl_aux_4: 0.6844 (0.6743) loss_vfl_dn_0: 0.4921 (0.4922) loss_vfl_dn_1: 0.4264 (0.4294) loss_vfl_dn_2: 0.4146 (0.4142) loss_vfl_dn_3: 0.4053 (0.4054) loss_vfl_dn_4: 0.4018 (0.4023) loss_vfl_dn_5: 0.4005 (0.4018) loss_vfl_dn_pre: 0.4919 (0.4927) loss_vfl_enc_0: 0.7600 (0.7457) loss_vfl_pre: 0.7586 (0.7485) time: 0.7430 data: 0.0366 max mem: 9097 Epoch: [28] [1600/3696] eta: 0:26:30 lr: 0.000013 loss: 32.1896 (32.0627) loss_bbox: 0.1815 (0.1830) loss_bbox_aux_0: 0.1951 (0.1966) loss_bbox_aux_1: 0.1832 (0.1858) loss_bbox_aux_2: 0.1817 (0.1835) loss_bbox_aux_3: 0.1815 (0.1831) loss_bbox_aux_4: 0.1814 (0.1830) loss_bbox_dn_0: 0.2349 (0.2529) loss_bbox_dn_1: 0.1701 (0.1892) loss_bbox_dn_2: 0.1626 (0.1788) loss_bbox_dn_3: 0.1599 (0.1755) loss_bbox_dn_4: 0.1579 (0.1750) loss_bbox_dn_5: 0.1578 (0.1750) loss_bbox_dn_pre: 0.2362 (0.2585) loss_bbox_enc_0: 0.2291 (0.2350) loss_bbox_pre: 0.1947 (0.1968) loss_dfl: 0.9686 (0.9593) loss_fgl_aux_0: 0.9992 (0.9936) loss_fgl_aux_1: 0.9709 (0.9620) loss_fgl_aux_2: 0.9655 (0.9595) loss_fgl_aux_3: 0.9672 (0.9593) loss_fgl_aux_4: 0.9682 (0.9593) loss_fgl_dn_0: 1.0949 (1.0917) loss_fgl_dn_1: 0.9944 (0.9877) loss_fgl_dn_2: 0.9893 (0.9790) loss_fgl_dn_3: 0.9887 (0.9797) loss_fgl_dn_4: 0.9891 (0.9801) loss_fgl_dn_5: 0.9893 (0.9801) loss_giou: 0.6048 (0.5757) loss_giou_aux_0: 0.6353 (0.6021) loss_giou_aux_1: 0.6082 (0.5812) loss_giou_aux_2: 0.6049 (0.5766) loss_giou_aux_3: 0.6051 (0.5758) loss_giou_aux_4: 0.6053 (0.5757) loss_giou_dn_0: 0.5921 (0.5858) loss_giou_dn_1: 0.4916 (0.4752) loss_giou_dn_2: 0.4692 (0.4582) loss_giou_dn_3: 0.4632 (0.4538) loss_giou_dn_4: 0.4629 (0.4529) loss_giou_dn_5: 0.4627 (0.4529) loss_giou_dn_pre: 0.5886 (0.5849) loss_giou_enc_0: 0.7141 (0.6806) loss_giou_pre: 0.6333 (0.6004) loss_ddf_aux_0: 0.0554 (0.0566) loss_ddf_aux_1: 0.0075 (0.0077) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2392 (0.2537) loss_ddf_dn_1: 0.0298 (0.0323) loss_ddf_dn_2: 0.0064 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6753 (0.6721) loss_vfl_aux_0: 0.7625 (0.7463) loss_vfl_aux_1: 0.7375 (0.7211) loss_vfl_aux_2: 0.7100 (0.7002) loss_vfl_aux_3: 0.6919 (0.6825) loss_vfl_aux_4: 0.6792 (0.6743) loss_vfl_dn_0: 0.4953 (0.4922) loss_vfl_dn_1: 0.4311 (0.4293) loss_vfl_dn_2: 0.4175 (0.4141) loss_vfl_dn_3: 0.4053 (0.4054) loss_vfl_dn_4: 0.4017 (0.4023) loss_vfl_dn_5: 0.4026 (0.4018) loss_vfl_dn_pre: 0.4962 (0.4927) loss_vfl_enc_0: 0.7574 (0.7454) loss_vfl_pre: 0.7617 (0.7487) time: 0.7531 data: 0.0258 max mem: 9097 Epoch: [28] [1700/3696] eta: 0:25:15 lr: 0.000013 loss: 31.5852 (32.0529) loss_bbox: 0.1676 (0.1828) loss_bbox_aux_0: 0.1793 (0.1965) loss_bbox_aux_1: 0.1687 (0.1856) loss_bbox_aux_2: 0.1677 (0.1833) loss_bbox_aux_3: 0.1679 (0.1829) loss_bbox_aux_4: 0.1677 (0.1828) loss_bbox_dn_0: 0.2390 (0.2531) loss_bbox_dn_1: 0.1781 (0.1893) loss_bbox_dn_2: 0.1655 (0.1788) loss_bbox_dn_3: 0.1647 (0.1756) loss_bbox_dn_4: 0.1639 (0.1750) loss_bbox_dn_5: 0.1638 (0.1750) loss_bbox_dn_pre: 0.2423 (0.2587) loss_bbox_enc_0: 0.2201 (0.2349) loss_bbox_pre: 0.1799 (0.1967) loss_dfl: 0.9686 (0.9592) loss_fgl_aux_0: 1.0078 (0.9936) loss_fgl_aux_1: 0.9687 (0.9620) loss_fgl_aux_2: 0.9669 (0.9594) loss_fgl_aux_3: 0.9681 (0.9592) loss_fgl_aux_4: 0.9686 (0.9592) loss_fgl_dn_0: 1.0962 (1.0918) loss_fgl_dn_1: 0.9917 (0.9874) loss_fgl_dn_2: 0.9807 (0.9787) loss_fgl_dn_3: 0.9825 (0.9794) loss_fgl_dn_4: 0.9823 (0.9798) loss_fgl_dn_5: 0.9823 (0.9798) loss_giou: 0.5355 (0.5746) loss_giou_aux_0: 0.5731 (0.6011) loss_giou_aux_1: 0.5461 (0.5802) loss_giou_aux_2: 0.5372 (0.5755) loss_giou_aux_3: 0.5347 (0.5747) loss_giou_aux_4: 0.5353 (0.5746) loss_giou_dn_0: 0.5708 (0.5852) loss_giou_dn_1: 0.4529 (0.4745) loss_giou_dn_2: 0.4320 (0.4575) loss_giou_dn_3: 0.4294 (0.4531) loss_giou_dn_4: 0.4278 (0.4523) loss_giou_dn_5: 0.4277 (0.4523) loss_giou_dn_pre: 0.5736 (0.5842) loss_giou_enc_0: 0.6560 (0.6794) loss_giou_pre: 0.5748 (0.5993) loss_ddf_aux_0: 0.0551 (0.0567) loss_ddf_aux_1: 0.0078 (0.0077) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2703 (0.2544) loss_ddf_dn_1: 0.0339 (0.0325) loss_ddf_dn_2: 0.0061 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6751 (0.6727) loss_vfl_aux_0: 0.7507 (0.7470) loss_vfl_aux_1: 0.7262 (0.7217) loss_vfl_aux_2: 0.7017 (0.7007) loss_vfl_aux_3: 0.6901 (0.6833) loss_vfl_aux_4: 0.6780 (0.6749) loss_vfl_dn_0: 0.4907 (0.4922) loss_vfl_dn_1: 0.4286 (0.4293) loss_vfl_dn_2: 0.4131 (0.4141) loss_vfl_dn_3: 0.4031 (0.4053) loss_vfl_dn_4: 0.3995 (0.4022) loss_vfl_dn_5: 0.3975 (0.4017) loss_vfl_dn_pre: 0.4896 (0.4927) loss_vfl_enc_0: 0.7573 (0.7461) loss_vfl_pre: 0.7526 (0.7494) time: 0.7339 data: 0.0237 max mem: 9097 Epoch: [28] [1800/3696] eta: 0:24:00 lr: 0.000013 loss: 31.5059 (32.0593) loss_bbox: 0.1770 (0.1831) loss_bbox_aux_0: 0.1912 (0.1967) loss_bbox_aux_1: 0.1804 (0.1859) loss_bbox_aux_2: 0.1782 (0.1836) loss_bbox_aux_3: 0.1773 (0.1832) loss_bbox_aux_4: 0.1771 (0.1831) loss_bbox_dn_0: 0.2475 (0.2534) loss_bbox_dn_1: 0.1871 (0.1895) loss_bbox_dn_2: 0.1728 (0.1791) loss_bbox_dn_3: 0.1695 (0.1759) loss_bbox_dn_4: 0.1691 (0.1753) loss_bbox_dn_5: 0.1691 (0.1753) loss_bbox_dn_pre: 0.2544 (0.2591) loss_bbox_enc_0: 0.2301 (0.2352) loss_bbox_pre: 0.1926 (0.1970) loss_dfl: 0.9675 (0.9595) loss_fgl_aux_0: 0.9990 (0.9939) loss_fgl_aux_1: 0.9748 (0.9622) loss_fgl_aux_2: 0.9681 (0.9597) loss_fgl_aux_3: 0.9676 (0.9595) loss_fgl_aux_4: 0.9672 (0.9595) loss_fgl_dn_0: 1.0990 (1.0919) loss_fgl_dn_1: 0.9898 (0.9876) loss_fgl_dn_2: 0.9779 (0.9788) loss_fgl_dn_3: 0.9798 (0.9796) loss_fgl_dn_4: 0.9798 (0.9799) loss_fgl_dn_5: 0.9798 (0.9799) loss_giou: 0.5388 (0.5744) loss_giou_aux_0: 0.5741 (0.6009) loss_giou_aux_1: 0.5494 (0.5800) loss_giou_aux_2: 0.5400 (0.5753) loss_giou_aux_3: 0.5385 (0.5745) loss_giou_aux_4: 0.5387 (0.5744) loss_giou_dn_0: 0.5654 (0.5852) loss_giou_dn_1: 0.4542 (0.4746) loss_giou_dn_2: 0.4365 (0.4576) loss_giou_dn_3: 0.4309 (0.4531) loss_giou_dn_4: 0.4302 (0.4523) loss_giou_dn_5: 0.4302 (0.4523) loss_giou_dn_pre: 0.5633 (0.5843) loss_giou_enc_0: 0.6520 (0.6790) loss_giou_pre: 0.5746 (0.5991) loss_ddf_aux_0: 0.0590 (0.0568) loss_ddf_aux_1: 0.0084 (0.0077) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2525 (0.2545) loss_ddf_dn_1: 0.0318 (0.0325) loss_ddf_dn_2: 0.0064 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6578 (0.6729) loss_vfl_aux_0: 0.7287 (0.7471) loss_vfl_aux_1: 0.7045 (0.7218) loss_vfl_aux_2: 0.6801 (0.7009) loss_vfl_aux_3: 0.6694 (0.6834) loss_vfl_aux_4: 0.6555 (0.6751) loss_vfl_dn_0: 0.4914 (0.4923) loss_vfl_dn_1: 0.4233 (0.4293) loss_vfl_dn_2: 0.4059 (0.4141) loss_vfl_dn_3: 0.3975 (0.4053) loss_vfl_dn_4: 0.3955 (0.4022) loss_vfl_dn_5: 0.3950 (0.4017) loss_vfl_dn_pre: 0.4918 (0.4928) loss_vfl_enc_0: 0.7258 (0.7462) loss_vfl_pre: 0.7337 (0.7496) time: 0.7596 data: 0.0290 max mem: 9097 Epoch: [28] [1900/3696] eta: 0:22:46 lr: 0.000013 loss: 32.1325 (32.0661) loss_bbox: 0.1760 (0.1832) loss_bbox_aux_0: 0.1880 (0.1968) loss_bbox_aux_1: 0.1798 (0.1860) loss_bbox_aux_2: 0.1775 (0.1837) loss_bbox_aux_3: 0.1761 (0.1833) loss_bbox_aux_4: 0.1760 (0.1832) loss_bbox_dn_0: 0.2349 (0.2534) loss_bbox_dn_1: 0.1784 (0.1895) loss_bbox_dn_2: 0.1701 (0.1791) loss_bbox_dn_3: 0.1682 (0.1759) loss_bbox_dn_4: 0.1676 (0.1753) loss_bbox_dn_5: 0.1677 (0.1753) loss_bbox_dn_pre: 0.2376 (0.2589) loss_bbox_enc_0: 0.2265 (0.2352) loss_bbox_pre: 0.1870 (0.1971) loss_dfl: 0.9427 (0.9597) loss_fgl_aux_0: 0.9704 (0.9942) loss_fgl_aux_1: 0.9466 (0.9625) loss_fgl_aux_2: 0.9449 (0.9599) loss_fgl_aux_3: 0.9433 (0.9597) loss_fgl_aux_4: 0.9429 (0.9597) loss_fgl_dn_0: 1.0908 (1.0919) loss_fgl_dn_1: 0.9840 (0.9877) loss_fgl_dn_2: 0.9755 (0.9789) loss_fgl_dn_3: 0.9759 (0.9797) loss_fgl_dn_4: 0.9758 (0.9800) loss_fgl_dn_5: 0.9757 (0.9800) loss_giou: 0.5760 (0.5745) loss_giou_aux_0: 0.5985 (0.6010) loss_giou_aux_1: 0.5822 (0.5801) loss_giou_aux_2: 0.5764 (0.5754) loss_giou_aux_3: 0.5767 (0.5746) loss_giou_aux_4: 0.5765 (0.5745) loss_giou_dn_0: 0.5807 (0.5855) loss_giou_dn_1: 0.4800 (0.4749) loss_giou_dn_2: 0.4632 (0.4580) loss_giou_dn_3: 0.4591 (0.4535) loss_giou_dn_4: 0.4581 (0.4527) loss_giou_dn_5: 0.4581 (0.4527) loss_giou_dn_pre: 0.5796 (0.5845) loss_giou_enc_0: 0.6839 (0.6790) loss_giou_pre: 0.5979 (0.5993) loss_ddf_aux_0: 0.0529 (0.0568) loss_ddf_aux_1: 0.0072 (0.0077) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2409 (0.2544) loss_ddf_dn_1: 0.0296 (0.0325) loss_ddf_dn_2: 0.0060 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6591 (0.6729) loss_vfl_aux_0: 0.7335 (0.7472) loss_vfl_aux_1: 0.7231 (0.7220) loss_vfl_aux_2: 0.6951 (0.7012) loss_vfl_aux_3: 0.6788 (0.6834) loss_vfl_aux_4: 0.6619 (0.6751) loss_vfl_dn_0: 0.4897 (0.4923) loss_vfl_dn_1: 0.4261 (0.4293) loss_vfl_dn_2: 0.4125 (0.4141) loss_vfl_dn_3: 0.4052 (0.4053) loss_vfl_dn_4: 0.4016 (0.4022) loss_vfl_dn_5: 0.3994 (0.4017) loss_vfl_dn_pre: 0.4900 (0.4928) loss_vfl_enc_0: 0.7330 (0.7464) loss_vfl_pre: 0.7368 (0.7497) time: 0.7147 data: 0.0240 max mem: 9097 Epoch: [28] [2000/3696] eta: 0:21:30 lr: 0.000013 loss: 32.0370 (32.0635) loss_bbox: 0.1809 (0.1833) loss_bbox_aux_0: 0.1962 (0.1970) loss_bbox_aux_1: 0.1786 (0.1861) loss_bbox_aux_2: 0.1786 (0.1838) loss_bbox_aux_3: 0.1804 (0.1834) loss_bbox_aux_4: 0.1809 (0.1833) loss_bbox_dn_0: 0.2615 (0.2535) loss_bbox_dn_1: 0.1829 (0.1895) loss_bbox_dn_2: 0.1739 (0.1791) loss_bbox_dn_3: 0.1719 (0.1759) loss_bbox_dn_4: 0.1697 (0.1753) loss_bbox_dn_5: 0.1700 (0.1753) loss_bbox_dn_pre: 0.2647 (0.2591) loss_bbox_enc_0: 0.2352 (0.2354) loss_bbox_pre: 0.1935 (0.1972) loss_dfl: 0.9654 (0.9596) loss_fgl_aux_0: 0.9992 (0.9942) loss_fgl_aux_1: 0.9670 (0.9624) loss_fgl_aux_2: 0.9665 (0.9598) loss_fgl_aux_3: 0.9661 (0.9596) loss_fgl_aux_4: 0.9659 (0.9596) loss_fgl_dn_0: 1.0945 (1.0920) loss_fgl_dn_1: 0.9879 (0.9875) loss_fgl_dn_2: 0.9784 (0.9788) loss_fgl_dn_3: 0.9784 (0.9795) loss_fgl_dn_4: 0.9792 (0.9799) loss_fgl_dn_5: 0.9793 (0.9799) loss_giou: 0.5461 (0.5743) loss_giou_aux_0: 0.5702 (0.6009) loss_giou_aux_1: 0.5478 (0.5799) loss_giou_aux_2: 0.5467 (0.5752) loss_giou_aux_3: 0.5459 (0.5744) loss_giou_aux_4: 0.5461 (0.5743) loss_giou_dn_0: 0.5800 (0.5855) loss_giou_dn_1: 0.4740 (0.4748) loss_giou_dn_2: 0.4601 (0.4578) loss_giou_dn_3: 0.4540 (0.4534) loss_giou_dn_4: 0.4531 (0.4526) loss_giou_dn_5: 0.4529 (0.4526) loss_giou_dn_pre: 0.5780 (0.5846) loss_giou_enc_0: 0.6527 (0.6788) loss_giou_pre: 0.5691 (0.5991) loss_ddf_aux_0: 0.0562 (0.0569) loss_ddf_aux_1: 0.0080 (0.0077) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2460 (0.2547) loss_ddf_dn_1: 0.0315 (0.0326) loss_ddf_dn_2: 0.0065 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6631 (0.6726) loss_vfl_aux_0: 0.7455 (0.7471) loss_vfl_aux_1: 0.7295 (0.7221) loss_vfl_aux_2: 0.6979 (0.7012) loss_vfl_aux_3: 0.6893 (0.6832) loss_vfl_aux_4: 0.6668 (0.6747) loss_vfl_dn_0: 0.4902 (0.4923) loss_vfl_dn_1: 0.4286 (0.4293) loss_vfl_dn_2: 0.4142 (0.4141) loss_vfl_dn_3: 0.4048 (0.4053) loss_vfl_dn_4: 0.4007 (0.4022) loss_vfl_dn_5: 0.4003 (0.4017) loss_vfl_dn_pre: 0.4911 (0.4928) loss_vfl_enc_0: 0.7423 (0.7461) loss_vfl_pre: 0.7502 (0.7498) time: 0.7500 data: 0.0271 max mem: 9097 Epoch: [28] [2100/3696] eta: 0:20:16 lr: 0.000013 loss: 32.0835 (32.0646) loss_bbox: 0.1773 (0.1835) loss_bbox_aux_0: 0.1883 (0.1972) loss_bbox_aux_1: 0.1801 (0.1863) loss_bbox_aux_2: 0.1766 (0.1840) loss_bbox_aux_3: 0.1768 (0.1836) loss_bbox_aux_4: 0.1772 (0.1835) loss_bbox_dn_0: 0.2238 (0.2536) loss_bbox_dn_1: 0.1686 (0.1896) loss_bbox_dn_2: 0.1593 (0.1791) loss_bbox_dn_3: 0.1583 (0.1759) loss_bbox_dn_4: 0.1584 (0.1753) loss_bbox_dn_5: 0.1584 (0.1753) loss_bbox_dn_pre: 0.2292 (0.2591) loss_bbox_enc_0: 0.2212 (0.2356) loss_bbox_pre: 0.1880 (0.1975) loss_dfl: 0.9547 (0.9597) loss_fgl_aux_0: 0.9950 (0.9944) loss_fgl_aux_1: 0.9581 (0.9625) loss_fgl_aux_2: 0.9541 (0.9599) loss_fgl_aux_3: 0.9550 (0.9598) loss_fgl_aux_4: 0.9549 (0.9597) loss_fgl_dn_0: 1.0892 (1.0920) loss_fgl_dn_1: 0.9901 (0.9876) loss_fgl_dn_2: 0.9831 (0.9788) loss_fgl_dn_3: 0.9847 (0.9796) loss_fgl_dn_4: 0.9852 (0.9800) loss_fgl_dn_5: 0.9851 (0.9800) loss_giou: 0.5738 (0.5740) loss_giou_aux_0: 0.6029 (0.6005) loss_giou_aux_1: 0.5827 (0.5796) loss_giou_aux_2: 0.5753 (0.5749) loss_giou_aux_3: 0.5750 (0.5741) loss_giou_aux_4: 0.5737 (0.5740) loss_giou_dn_0: 0.5894 (0.5854) loss_giou_dn_1: 0.4762 (0.4747) loss_giou_dn_2: 0.4604 (0.4577) loss_giou_dn_3: 0.4563 (0.4532) loss_giou_dn_4: 0.4556 (0.4524) loss_giou_dn_5: 0.4558 (0.4524) loss_giou_dn_pre: 0.5903 (0.5845) loss_giou_enc_0: 0.6697 (0.6784) loss_giou_pre: 0.6026 (0.5988) loss_ddf_aux_0: 0.0587 (0.0570) loss_ddf_aux_1: 0.0081 (0.0077) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2465 (0.2548) loss_ddf_dn_1: 0.0346 (0.0326) loss_ddf_dn_2: 0.0074 (0.0067) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6703 (0.6728) loss_vfl_aux_0: 0.7287 (0.7472) loss_vfl_aux_1: 0.7173 (0.7221) loss_vfl_aux_2: 0.6989 (0.7013) loss_vfl_aux_3: 0.6732 (0.6833) loss_vfl_aux_4: 0.6731 (0.6748) loss_vfl_dn_0: 0.4902 (0.4923) loss_vfl_dn_1: 0.4326 (0.4293) loss_vfl_dn_2: 0.4165 (0.4141) loss_vfl_dn_3: 0.4084 (0.4053) loss_vfl_dn_4: 0.4057 (0.4022) loss_vfl_dn_5: 0.4041 (0.4018) loss_vfl_dn_pre: 0.4903 (0.4928) loss_vfl_enc_0: 0.7287 (0.7460) loss_vfl_pre: 0.7399 (0.7499) time: 0.7525 data: 0.0288 max mem: 9097 Epoch: [28] [2200/3696] eta: 0:19:01 lr: 0.000013 loss: 32.0712 (32.0610) loss_bbox: 0.1765 (0.1832) loss_bbox_aux_0: 0.1923 (0.1969) loss_bbox_aux_1: 0.1807 (0.1860) loss_bbox_aux_2: 0.1786 (0.1837) loss_bbox_aux_3: 0.1771 (0.1832) loss_bbox_aux_4: 0.1769 (0.1832) loss_bbox_dn_0: 0.2618 (0.2534) loss_bbox_dn_1: 0.1972 (0.1895) loss_bbox_dn_2: 0.1847 (0.1791) loss_bbox_dn_3: 0.1821 (0.1759) loss_bbox_dn_4: 0.1819 (0.1753) loss_bbox_dn_5: 0.1819 (0.1753) loss_bbox_dn_pre: 0.2666 (0.2590) loss_bbox_enc_0: 0.2351 (0.2354) loss_bbox_pre: 0.1914 (0.1971) loss_dfl: 0.9511 (0.9602) loss_fgl_aux_0: 0.9864 (0.9949) loss_fgl_aux_1: 0.9522 (0.9630) loss_fgl_aux_2: 0.9502 (0.9604) loss_fgl_aux_3: 0.9506 (0.9602) loss_fgl_aux_4: 0.9510 (0.9602) loss_fgl_dn_0: 1.0893 (1.0921) loss_fgl_dn_1: 0.9794 (0.9876) loss_fgl_dn_2: 0.9715 (0.9789) loss_fgl_dn_3: 0.9735 (0.9796) loss_fgl_dn_4: 0.9738 (0.9800) loss_fgl_dn_5: 0.9739 (0.9800) loss_giou: 0.5595 (0.5732) loss_giou_aux_0: 0.5898 (0.5997) loss_giou_aux_1: 0.5617 (0.5787) loss_giou_aux_2: 0.5559 (0.5740) loss_giou_aux_3: 0.5573 (0.5732) loss_giou_aux_4: 0.5588 (0.5732) loss_giou_dn_0: 0.5816 (0.5851) loss_giou_dn_1: 0.4744 (0.4744) loss_giou_dn_2: 0.4551 (0.4573) loss_giou_dn_3: 0.4517 (0.4529) loss_giou_dn_4: 0.4505 (0.4520) loss_giou_dn_5: 0.4504 (0.4520) loss_giou_dn_pre: 0.5804 (0.5842) loss_giou_enc_0: 0.6858 (0.6777) loss_giou_pre: 0.5920 (0.5979) loss_ddf_aux_0: 0.0586 (0.0570) loss_ddf_aux_1: 0.0082 (0.0078) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2538 (0.2548) loss_ddf_dn_1: 0.0339 (0.0327) loss_ddf_dn_2: 0.0070 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7018 (0.6735) loss_vfl_aux_0: 0.7556 (0.7477) loss_vfl_aux_1: 0.7443 (0.7227) loss_vfl_aux_2: 0.7117 (0.7021) loss_vfl_aux_3: 0.7037 (0.6839) loss_vfl_aux_4: 0.6969 (0.6755) loss_vfl_dn_0: 0.4935 (0.4924) loss_vfl_dn_1: 0.4377 (0.4294) loss_vfl_dn_2: 0.4179 (0.4142) loss_vfl_dn_3: 0.4096 (0.4054) loss_vfl_dn_4: 0.4055 (0.4023) loss_vfl_dn_5: 0.4063 (0.4018) loss_vfl_dn_pre: 0.4943 (0.4929) loss_vfl_enc_0: 0.7388 (0.7465) loss_vfl_pre: 0.7571 (0.7504) time: 0.7151 data: 0.0238 max mem: 9097 Epoch: [28] [2300/3696] eta: 0:17:44 lr: 0.000013 loss: 31.7355 (32.0652) loss_bbox: 0.1723 (0.1830) loss_bbox_aux_0: 0.1875 (0.1968) loss_bbox_aux_1: 0.1742 (0.1859) loss_bbox_aux_2: 0.1730 (0.1836) loss_bbox_aux_3: 0.1722 (0.1831) loss_bbox_aux_4: 0.1723 (0.1831) loss_bbox_dn_0: 0.2433 (0.2534) loss_bbox_dn_1: 0.1734 (0.1895) loss_bbox_dn_2: 0.1655 (0.1790) loss_bbox_dn_3: 0.1635 (0.1758) loss_bbox_dn_4: 0.1643 (0.1753) loss_bbox_dn_5: 0.1643 (0.1752) loss_bbox_dn_pre: 0.2499 (0.2589) loss_bbox_enc_0: 0.2174 (0.2353) loss_bbox_pre: 0.1871 (0.1971) loss_dfl: 0.9647 (0.9601) loss_fgl_aux_0: 1.0018 (0.9948) loss_fgl_aux_1: 0.9720 (0.9630) loss_fgl_aux_2: 0.9675 (0.9603) loss_fgl_aux_3: 0.9654 (0.9602) loss_fgl_aux_4: 0.9647 (0.9602) loss_fgl_dn_0: 1.0943 (1.0920) loss_fgl_dn_1: 0.9891 (0.9877) loss_fgl_dn_2: 0.9824 (0.9790) loss_fgl_dn_3: 0.9831 (0.9797) loss_fgl_dn_4: 0.9831 (0.9801) loss_fgl_dn_5: 0.9831 (0.9801) loss_giou: 0.5298 (0.5734) loss_giou_aux_0: 0.5566 (0.6000) loss_giou_aux_1: 0.5341 (0.5789) loss_giou_aux_2: 0.5266 (0.5742) loss_giou_aux_3: 0.5279 (0.5734) loss_giou_aux_4: 0.5294 (0.5734) loss_giou_dn_0: 0.5585 (0.5852) loss_giou_dn_1: 0.4622 (0.4745) loss_giou_dn_2: 0.4418 (0.4575) loss_giou_dn_3: 0.4394 (0.4530) loss_giou_dn_4: 0.4389 (0.4522) loss_giou_dn_5: 0.4387 (0.4522) loss_giou_dn_pre: 0.5593 (0.5843) loss_giou_enc_0: 0.6260 (0.6779) loss_giou_pre: 0.5537 (0.5982) loss_ddf_aux_0: 0.0590 (0.0572) loss_ddf_aux_1: 0.0083 (0.0078) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2526 (0.2548) loss_ddf_dn_1: 0.0304 (0.0327) loss_ddf_dn_2: 0.0060 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6844 (0.6737) loss_vfl_aux_0: 0.7562 (0.7479) loss_vfl_aux_1: 0.7090 (0.7229) loss_vfl_aux_2: 0.6889 (0.7023) loss_vfl_aux_3: 0.6812 (0.6841) loss_vfl_aux_4: 0.6828 (0.6757) loss_vfl_dn_0: 0.4905 (0.4925) loss_vfl_dn_1: 0.4279 (0.4295) loss_vfl_dn_2: 0.4099 (0.4143) loss_vfl_dn_3: 0.4020 (0.4055) loss_vfl_dn_4: 0.3998 (0.4024) loss_vfl_dn_5: 0.3998 (0.4019) loss_vfl_dn_pre: 0.4906 (0.4930) loss_vfl_enc_0: 0.7466 (0.7466) loss_vfl_pre: 0.7541 (0.7506) time: 0.7576 data: 0.0325 max mem: 9097 Epoch: [28] [2400/3696] eta: 0:16:28 lr: 0.000013 loss: 31.4613 (32.0668) loss_bbox: 0.1719 (0.1831) loss_bbox_aux_0: 0.1792 (0.1968) loss_bbox_aux_1: 0.1724 (0.1859) loss_bbox_aux_2: 0.1713 (0.1836) loss_bbox_aux_3: 0.1717 (0.1831) loss_bbox_aux_4: 0.1719 (0.1831) loss_bbox_dn_0: 0.2307 (0.2534) loss_bbox_dn_1: 0.1695 (0.1895) loss_bbox_dn_2: 0.1606 (0.1791) loss_bbox_dn_3: 0.1574 (0.1759) loss_bbox_dn_4: 0.1569 (0.1753) loss_bbox_dn_5: 0.1570 (0.1753) loss_bbox_dn_pre: 0.2371 (0.2590) loss_bbox_enc_0: 0.2116 (0.2352) loss_bbox_pre: 0.1814 (0.1971) loss_dfl: 0.9548 (0.9604) loss_fgl_aux_0: 0.9934 (0.9951) loss_fgl_aux_1: 0.9588 (0.9632) loss_fgl_aux_2: 0.9563 (0.9606) loss_fgl_aux_3: 0.9554 (0.9604) loss_fgl_aux_4: 0.9549 (0.9604) loss_fgl_dn_0: 1.0936 (1.0920) loss_fgl_dn_1: 0.9864 (0.9878) loss_fgl_dn_2: 0.9780 (0.9790) loss_fgl_dn_3: 0.9789 (0.9798) loss_fgl_dn_4: 0.9792 (0.9802) loss_fgl_dn_5: 0.9792 (0.9802) loss_giou: 0.5735 (0.5732) loss_giou_aux_0: 0.6012 (0.5997) loss_giou_aux_1: 0.5768 (0.5787) loss_giou_aux_2: 0.5735 (0.5740) loss_giou_aux_3: 0.5730 (0.5732) loss_giou_aux_4: 0.5734 (0.5731) loss_giou_dn_0: 0.5757 (0.5852) loss_giou_dn_1: 0.4689 (0.4743) loss_giou_dn_2: 0.4478 (0.4573) loss_giou_dn_3: 0.4470 (0.4528) loss_giou_dn_4: 0.4477 (0.4520) loss_giou_dn_5: 0.4478 (0.4520) loss_giou_dn_pre: 0.5730 (0.5842) loss_giou_enc_0: 0.6850 (0.6778) loss_giou_pre: 0.5997 (0.5980) loss_ddf_aux_0: 0.0545 (0.0572) loss_ddf_aux_1: 0.0074 (0.0078) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2570 (0.2548) loss_ddf_dn_1: 0.0319 (0.0327) loss_ddf_dn_2: 0.0066 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6592 (0.6738) loss_vfl_aux_0: 0.7312 (0.7482) loss_vfl_aux_1: 0.7110 (0.7231) loss_vfl_aux_2: 0.6849 (0.7026) loss_vfl_aux_3: 0.6714 (0.6843) loss_vfl_aux_4: 0.6631 (0.6758) loss_vfl_dn_0: 0.4812 (0.4924) loss_vfl_dn_1: 0.4215 (0.4296) loss_vfl_dn_2: 0.4055 (0.4144) loss_vfl_dn_3: 0.4059 (0.4056) loss_vfl_dn_4: 0.3990 (0.4025) loss_vfl_dn_5: 0.3972 (0.4020) loss_vfl_dn_pre: 0.4826 (0.4929) loss_vfl_enc_0: 0.7350 (0.7468) loss_vfl_pre: 0.7303 (0.7508) time: 0.7573 data: 0.0322 max mem: 9097 Epoch: [28] [2500/3696] eta: 0:15:12 lr: 0.000013 loss: 32.3050 (32.0720) loss_bbox: 0.1809 (0.1831) loss_bbox_aux_0: 0.1885 (0.1968) loss_bbox_aux_1: 0.1861 (0.1860) loss_bbox_aux_2: 0.1818 (0.1836) loss_bbox_aux_3: 0.1813 (0.1832) loss_bbox_aux_4: 0.1810 (0.1831) loss_bbox_dn_0: 0.2412 (0.2536) loss_bbox_dn_1: 0.1926 (0.1897) loss_bbox_dn_2: 0.1815 (0.1792) loss_bbox_dn_3: 0.1740 (0.1761) loss_bbox_dn_4: 0.1719 (0.1755) loss_bbox_dn_5: 0.1720 (0.1755) loss_bbox_dn_pre: 0.2456 (0.2592) loss_bbox_enc_0: 0.2119 (0.2352) loss_bbox_pre: 0.1880 (0.1971) loss_dfl: 0.9599 (0.9606) loss_fgl_aux_0: 0.9925 (0.9954) loss_fgl_aux_1: 0.9604 (0.9635) loss_fgl_aux_2: 0.9589 (0.9608) loss_fgl_aux_3: 0.9599 (0.9607) loss_fgl_aux_4: 0.9599 (0.9606) loss_fgl_dn_0: 1.0832 (1.0920) loss_fgl_dn_1: 0.9924 (0.9878) loss_fgl_dn_2: 0.9857 (0.9791) loss_fgl_dn_3: 0.9865 (0.9799) loss_fgl_dn_4: 0.9868 (0.9802) loss_fgl_dn_5: 0.9868 (0.9802) loss_giou: 0.5975 (0.5729) loss_giou_aux_0: 0.6170 (0.5995) loss_giou_aux_1: 0.6004 (0.5785) loss_giou_aux_2: 0.5957 (0.5738) loss_giou_aux_3: 0.5963 (0.5730) loss_giou_aux_4: 0.5972 (0.5729) loss_giou_dn_0: 0.6056 (0.5852) loss_giou_dn_1: 0.4984 (0.4744) loss_giou_dn_2: 0.4785 (0.4574) loss_giou_dn_3: 0.4739 (0.4529) loss_giou_dn_4: 0.4718 (0.4521) loss_giou_dn_5: 0.4717 (0.4521) loss_giou_dn_pre: 0.6050 (0.5843) loss_giou_enc_0: 0.6860 (0.6775) loss_giou_pre: 0.6145 (0.5977) loss_ddf_aux_0: 0.0546 (0.0572) loss_ddf_aux_1: 0.0073 (0.0078) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2568 (0.2546) loss_ddf_dn_1: 0.0310 (0.0326) loss_ddf_dn_2: 0.0057 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6886 (0.6742) loss_vfl_aux_0: 0.7637 (0.7488) loss_vfl_aux_1: 0.7369 (0.7236) loss_vfl_aux_2: 0.7203 (0.7031) loss_vfl_aux_3: 0.7018 (0.6847) loss_vfl_aux_4: 0.6892 (0.6761) loss_vfl_dn_0: 0.4911 (0.4925) loss_vfl_dn_1: 0.4332 (0.4297) loss_vfl_dn_2: 0.4210 (0.4144) loss_vfl_dn_3: 0.4143 (0.4057) loss_vfl_dn_4: 0.4087 (0.4025) loss_vfl_dn_5: 0.4098 (0.4020) loss_vfl_dn_pre: 0.4917 (0.4930) loss_vfl_enc_0: 0.7485 (0.7472) loss_vfl_pre: 0.7676 (0.7514) time: 0.7526 data: 0.0273 max mem: 9097 Epoch: [28] [2600/3696] eta: 0:13:55 lr: 0.000013 loss: 31.9500 (32.0739) loss_bbox: 0.1744 (0.1831) loss_bbox_aux_0: 0.1844 (0.1968) loss_bbox_aux_1: 0.1766 (0.1859) loss_bbox_aux_2: 0.1754 (0.1836) loss_bbox_aux_3: 0.1747 (0.1832) loss_bbox_aux_4: 0.1744 (0.1831) loss_bbox_dn_0: 0.2301 (0.2537) loss_bbox_dn_1: 0.1779 (0.1897) loss_bbox_dn_2: 0.1656 (0.1793) loss_bbox_dn_3: 0.1599 (0.1761) loss_bbox_dn_4: 0.1581 (0.1755) loss_bbox_dn_5: 0.1581 (0.1755) loss_bbox_dn_pre: 0.2326 (0.2593) loss_bbox_enc_0: 0.2191 (0.2352) loss_bbox_pre: 0.1852 (0.1970) loss_dfl: 0.9661 (0.9604) loss_fgl_aux_0: 1.0083 (0.9952) loss_fgl_aux_1: 0.9705 (0.9633) loss_fgl_aux_2: 0.9665 (0.9606) loss_fgl_aux_3: 0.9662 (0.9605) loss_fgl_aux_4: 0.9663 (0.9605) loss_fgl_dn_0: 1.0970 (1.0920) loss_fgl_dn_1: 0.9952 (0.9877) loss_fgl_dn_2: 0.9855 (0.9790) loss_fgl_dn_3: 0.9874 (0.9798) loss_fgl_dn_4: 0.9882 (0.9801) loss_fgl_dn_5: 0.9881 (0.9801) loss_giou: 0.5800 (0.5730) loss_giou_aux_0: 0.5959 (0.5996) loss_giou_aux_1: 0.5810 (0.5786) loss_giou_aux_2: 0.5770 (0.5739) loss_giou_aux_3: 0.5787 (0.5731) loss_giou_aux_4: 0.5795 (0.5730) loss_giou_dn_0: 0.5853 (0.5853) loss_giou_dn_1: 0.4743 (0.4744) loss_giou_dn_2: 0.4610 (0.4574) loss_giou_dn_3: 0.4562 (0.4529) loss_giou_dn_4: 0.4555 (0.4521) loss_giou_dn_5: 0.4556 (0.4521) loss_giou_dn_pre: 0.5825 (0.5843) loss_giou_enc_0: 0.6758 (0.6777) loss_giou_pre: 0.5944 (0.5979) loss_ddf_aux_0: 0.0531 (0.0572) loss_ddf_aux_1: 0.0079 (0.0078) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2452 (0.2547) loss_ddf_dn_1: 0.0310 (0.0326) loss_ddf_dn_2: 0.0065 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6409 (0.6744) loss_vfl_aux_0: 0.7054 (0.7491) loss_vfl_aux_1: 0.6861 (0.7238) loss_vfl_aux_2: 0.6609 (0.7032) loss_vfl_aux_3: 0.6590 (0.6848) loss_vfl_aux_4: 0.6450 (0.6763) loss_vfl_dn_0: 0.4928 (0.4925) loss_vfl_dn_1: 0.4366 (0.4296) loss_vfl_dn_2: 0.4223 (0.4144) loss_vfl_dn_3: 0.4133 (0.4057) loss_vfl_dn_4: 0.4099 (0.4026) loss_vfl_dn_5: 0.4082 (0.4020) loss_vfl_dn_pre: 0.4929 (0.4930) loss_vfl_enc_0: 0.7380 (0.7473) loss_vfl_pre: 0.7165 (0.7518) time: 0.7261 data: 0.0236 max mem: 9097 Epoch: [28] [2700/3696] eta: 0:12:39 lr: 0.000013 loss: 31.8765 (32.0716) loss_bbox: 0.1789 (0.1828) loss_bbox_aux_0: 0.1937 (0.1965) loss_bbox_aux_1: 0.1809 (0.1857) loss_bbox_aux_2: 0.1790 (0.1834) loss_bbox_aux_3: 0.1788 (0.1829) loss_bbox_aux_4: 0.1789 (0.1828) loss_bbox_dn_0: 0.2528 (0.2535) loss_bbox_dn_1: 0.1862 (0.1896) loss_bbox_dn_2: 0.1759 (0.1792) loss_bbox_dn_3: 0.1721 (0.1760) loss_bbox_dn_4: 0.1724 (0.1754) loss_bbox_dn_5: 0.1725 (0.1754) loss_bbox_dn_pre: 0.2550 (0.2590) loss_bbox_enc_0: 0.2403 (0.2349) loss_bbox_pre: 0.1935 (0.1968) loss_dfl: 0.9578 (0.9605) loss_fgl_aux_0: 0.9882 (0.9952) loss_fgl_aux_1: 0.9591 (0.9634) loss_fgl_aux_2: 0.9571 (0.9607) loss_fgl_aux_3: 0.9574 (0.9605) loss_fgl_aux_4: 0.9578 (0.9605) loss_fgl_dn_0: 1.0840 (1.0919) loss_fgl_dn_1: 0.9820 (0.9877) loss_fgl_dn_2: 0.9747 (0.9790) loss_fgl_dn_3: 0.9716 (0.9798) loss_fgl_dn_4: 0.9721 (0.9801) loss_fgl_dn_5: 0.9721 (0.9801) loss_giou: 0.5701 (0.5729) loss_giou_aux_0: 0.5859 (0.5995) loss_giou_aux_1: 0.5758 (0.5785) loss_giou_aux_2: 0.5739 (0.5738) loss_giou_aux_3: 0.5708 (0.5730) loss_giou_aux_4: 0.5701 (0.5729) loss_giou_dn_0: 0.5667 (0.5853) loss_giou_dn_1: 0.4627 (0.4744) loss_giou_dn_2: 0.4430 (0.4574) loss_giou_dn_3: 0.4386 (0.4529) loss_giou_dn_4: 0.4373 (0.4521) loss_giou_dn_5: 0.4371 (0.4521) loss_giou_dn_pre: 0.5676 (0.5843) loss_giou_enc_0: 0.6794 (0.6775) loss_giou_pre: 0.5850 (0.5977) loss_ddf_aux_0: 0.0533 (0.0571) loss_ddf_aux_1: 0.0077 (0.0078) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2389 (0.2547) loss_ddf_dn_1: 0.0291 (0.0326) loss_ddf_dn_2: 0.0053 (0.0067) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6660 (0.6746) loss_vfl_aux_0: 0.7336 (0.7494) loss_vfl_aux_1: 0.7052 (0.7240) loss_vfl_aux_2: 0.6918 (0.7036) loss_vfl_aux_3: 0.6563 (0.6851) loss_vfl_aux_4: 0.6663 (0.6765) loss_vfl_dn_0: 0.4876 (0.4924) loss_vfl_dn_1: 0.4239 (0.4296) loss_vfl_dn_2: 0.4113 (0.4144) loss_vfl_dn_3: 0.4004 (0.4056) loss_vfl_dn_4: 0.3971 (0.4025) loss_vfl_dn_5: 0.3962 (0.4020) loss_vfl_dn_pre: 0.4885 (0.4930) loss_vfl_enc_0: 0.7299 (0.7476) loss_vfl_pre: 0.7331 (0.7520) time: 0.7637 data: 0.0325 max mem: 9097 Epoch: [28] [2800/3696] eta: 0:11:23 lr: 0.000013 loss: 32.3230 (32.0718) loss_bbox: 0.1686 (0.1827) loss_bbox_aux_0: 0.1849 (0.1964) loss_bbox_aux_1: 0.1731 (0.1856) loss_bbox_aux_2: 0.1704 (0.1832) loss_bbox_aux_3: 0.1690 (0.1828) loss_bbox_aux_4: 0.1685 (0.1827) loss_bbox_dn_0: 0.2504 (0.2536) loss_bbox_dn_1: 0.1874 (0.1897) loss_bbox_dn_2: 0.1740 (0.1792) loss_bbox_dn_3: 0.1706 (0.1761) loss_bbox_dn_4: 0.1705 (0.1755) loss_bbox_dn_5: 0.1705 (0.1755) loss_bbox_dn_pre: 0.2569 (0.2591) loss_bbox_enc_0: 0.2263 (0.2348) loss_bbox_pre: 0.1850 (0.1967) loss_dfl: 0.9508 (0.9607) loss_fgl_aux_0: 0.9828 (0.9953) loss_fgl_aux_1: 0.9530 (0.9635) loss_fgl_aux_2: 0.9514 (0.9609) loss_fgl_aux_3: 0.9507 (0.9607) loss_fgl_aux_4: 0.9508 (0.9607) loss_fgl_dn_0: 1.0847 (1.0919) loss_fgl_dn_1: 0.9800 (0.9878) loss_fgl_dn_2: 0.9675 (0.9790) loss_fgl_dn_3: 0.9678 (0.9798) loss_fgl_dn_4: 0.9681 (0.9802) loss_fgl_dn_5: 0.9681 (0.9802) loss_giou: 0.6054 (0.5727) loss_giou_aux_0: 0.6303 (0.5993) loss_giou_aux_1: 0.6112 (0.5783) loss_giou_aux_2: 0.6057 (0.5736) loss_giou_aux_3: 0.6054 (0.5728) loss_giou_aux_4: 0.6054 (0.5727) loss_giou_dn_0: 0.6048 (0.5854) loss_giou_dn_1: 0.4836 (0.4745) loss_giou_dn_2: 0.4650 (0.4575) loss_giou_dn_3: 0.4567 (0.4530) loss_giou_dn_4: 0.4567 (0.4522) loss_giou_dn_5: 0.4566 (0.4522) loss_giou_dn_pre: 0.6024 (0.5845) loss_giou_enc_0: 0.7094 (0.6774) loss_giou_pre: 0.6306 (0.5975) loss_ddf_aux_0: 0.0564 (0.0570) loss_ddf_aux_1: 0.0080 (0.0078) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2485 (0.2545) loss_ddf_dn_1: 0.0316 (0.0326) loss_ddf_dn_2: 0.0065 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6667 (0.6746) loss_vfl_aux_0: 0.7439 (0.7494) loss_vfl_aux_1: 0.7230 (0.7240) loss_vfl_aux_2: 0.6998 (0.7036) loss_vfl_aux_3: 0.6836 (0.6852) loss_vfl_aux_4: 0.6674 (0.6765) loss_vfl_dn_0: 0.4927 (0.4924) loss_vfl_dn_1: 0.4313 (0.4297) loss_vfl_dn_2: 0.4160 (0.4145) loss_vfl_dn_3: 0.4067 (0.4057) loss_vfl_dn_4: 0.4030 (0.4026) loss_vfl_dn_5: 0.4017 (0.4021) loss_vfl_dn_pre: 0.4930 (0.4930) loss_vfl_enc_0: 0.7386 (0.7476) loss_vfl_pre: 0.7529 (0.7520) time: 0.7632 data: 0.0288 max mem: 9097 Epoch: [28] [2900/3696] eta: 0:10:06 lr: 0.000013 loss: 32.0201 (32.0734) loss_bbox: 0.1801 (0.1827) loss_bbox_aux_0: 0.1895 (0.1964) loss_bbox_aux_1: 0.1821 (0.1856) loss_bbox_aux_2: 0.1802 (0.1832) loss_bbox_aux_3: 0.1803 (0.1828) loss_bbox_aux_4: 0.1803 (0.1827) loss_bbox_dn_0: 0.2332 (0.2534) loss_bbox_dn_1: 0.1730 (0.1896) loss_bbox_dn_2: 0.1630 (0.1791) loss_bbox_dn_3: 0.1598 (0.1760) loss_bbox_dn_4: 0.1596 (0.1754) loss_bbox_dn_5: 0.1596 (0.1754) loss_bbox_dn_pre: 0.2456 (0.2590) loss_bbox_enc_0: 0.2353 (0.2347) loss_bbox_pre: 0.1890 (0.1966) loss_dfl: 0.9644 (0.9607) loss_fgl_aux_0: 1.0021 (0.9954) loss_fgl_aux_1: 0.9678 (0.9636) loss_fgl_aux_2: 0.9650 (0.9609) loss_fgl_aux_3: 0.9646 (0.9607) loss_fgl_aux_4: 0.9646 (0.9607) loss_fgl_dn_0: 1.0821 (1.0919) loss_fgl_dn_1: 0.9845 (0.9879) loss_fgl_dn_2: 0.9739 (0.9791) loss_fgl_dn_3: 0.9735 (0.9799) loss_fgl_dn_4: 0.9738 (0.9803) loss_fgl_dn_5: 0.9738 (0.9803) loss_giou: 0.5710 (0.5729) loss_giou_aux_0: 0.5915 (0.5995) loss_giou_aux_1: 0.5752 (0.5785) loss_giou_aux_2: 0.5742 (0.5738) loss_giou_aux_3: 0.5725 (0.5730) loss_giou_aux_4: 0.5712 (0.5729) loss_giou_dn_0: 0.5849 (0.5856) loss_giou_dn_1: 0.4722 (0.4746) loss_giou_dn_2: 0.4542 (0.4576) loss_giou_dn_3: 0.4471 (0.4531) loss_giou_dn_4: 0.4458 (0.4523) loss_giou_dn_5: 0.4456 (0.4523) loss_giou_dn_pre: 0.5845 (0.5846) loss_giou_enc_0: 0.6703 (0.6775) loss_giou_pre: 0.5927 (0.5977) loss_ddf_aux_0: 0.0496 (0.0569) loss_ddf_aux_1: 0.0073 (0.0078) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2505 (0.2546) loss_ddf_dn_1: 0.0326 (0.0326) loss_ddf_dn_2: 0.0073 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6661 (0.6745) loss_vfl_aux_0: 0.7345 (0.7494) loss_vfl_aux_1: 0.7327 (0.7238) loss_vfl_aux_2: 0.6981 (0.7034) loss_vfl_aux_3: 0.6950 (0.6851) loss_vfl_aux_4: 0.6741 (0.6763) loss_vfl_dn_0: 0.4880 (0.4924) loss_vfl_dn_1: 0.4253 (0.4297) loss_vfl_dn_2: 0.4131 (0.4145) loss_vfl_dn_3: 0.4039 (0.4057) loss_vfl_dn_4: 0.4031 (0.4027) loss_vfl_dn_5: 0.4045 (0.4021) loss_vfl_dn_pre: 0.4884 (0.4929) loss_vfl_enc_0: 0.7371 (0.7476) loss_vfl_pre: 0.7474 (0.7520) time: 0.7466 data: 0.0246 max mem: 9097 Epoch: [28] [3000/3696] eta: 0:08:50 lr: 0.000013 loss: 32.2350 (32.0773) loss_bbox: 0.1777 (0.1828) loss_bbox_aux_0: 0.1897 (0.1964) loss_bbox_aux_1: 0.1821 (0.1856) loss_bbox_aux_2: 0.1797 (0.1833) loss_bbox_aux_3: 0.1781 (0.1829) loss_bbox_aux_4: 0.1777 (0.1828) loss_bbox_dn_0: 0.2284 (0.2535) loss_bbox_dn_1: 0.1652 (0.1896) loss_bbox_dn_2: 0.1522 (0.1792) loss_bbox_dn_3: 0.1495 (0.1760) loss_bbox_dn_4: 0.1496 (0.1754) loss_bbox_dn_5: 0.1496 (0.1754) loss_bbox_dn_pre: 0.2320 (0.2590) loss_bbox_enc_0: 0.2300 (0.2348) loss_bbox_pre: 0.1904 (0.1967) loss_dfl: 0.9530 (0.9606) loss_fgl_aux_0: 0.9835 (0.9952) loss_fgl_aux_1: 0.9536 (0.9634) loss_fgl_aux_2: 0.9536 (0.9608) loss_fgl_aux_3: 0.9529 (0.9606) loss_fgl_aux_4: 0.9529 (0.9606) loss_fgl_dn_0: 1.0823 (1.0920) loss_fgl_dn_1: 0.9887 (0.9880) loss_fgl_dn_2: 0.9816 (0.9793) loss_fgl_dn_3: 0.9820 (0.9800) loss_fgl_dn_4: 0.9821 (0.9804) loss_fgl_dn_5: 0.9821 (0.9804) loss_giou: 0.6053 (0.5734) loss_giou_aux_0: 0.6247 (0.5999) loss_giou_aux_1: 0.6076 (0.5789) loss_giou_aux_2: 0.6059 (0.5742) loss_giou_aux_3: 0.6058 (0.5735) loss_giou_aux_4: 0.6055 (0.5734) loss_giou_dn_0: 0.6012 (0.5857) loss_giou_dn_1: 0.4927 (0.4747) loss_giou_dn_2: 0.4698 (0.4577) loss_giou_dn_3: 0.4657 (0.4532) loss_giou_dn_4: 0.4654 (0.4524) loss_giou_dn_5: 0.4654 (0.4524) loss_giou_dn_pre: 0.6014 (0.5847) loss_giou_enc_0: 0.6869 (0.6779) loss_giou_pre: 0.6190 (0.5981) loss_ddf_aux_0: 0.0536 (0.0568) loss_ddf_aux_1: 0.0078 (0.0078) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2433 (0.2545) loss_ddf_dn_1: 0.0317 (0.0326) loss_ddf_dn_2: 0.0065 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6494 (0.6742) loss_vfl_aux_0: 0.7297 (0.7493) loss_vfl_aux_1: 0.7049 (0.7236) loss_vfl_aux_2: 0.6838 (0.7031) loss_vfl_aux_3: 0.6569 (0.6850) loss_vfl_aux_4: 0.6526 (0.6761) loss_vfl_dn_0: 0.4984 (0.4924) loss_vfl_dn_1: 0.4341 (0.4298) loss_vfl_dn_2: 0.4188 (0.4146) loss_vfl_dn_3: 0.4108 (0.4059) loss_vfl_dn_4: 0.4062 (0.4028) loss_vfl_dn_5: 0.4069 (0.4022) loss_vfl_dn_pre: 0.4977 (0.4930) loss_vfl_enc_0: 0.7440 (0.7475) loss_vfl_pre: 0.7346 (0.7520) time: 0.7545 data: 0.0257 max mem: 9097 Epoch: [28] [3100/3696] eta: 0:07:33 lr: 0.000013 loss: 31.7673 (32.0687) loss_bbox: 0.1719 (0.1826) loss_bbox_aux_0: 0.1874 (0.1963) loss_bbox_aux_1: 0.1723 (0.1854) loss_bbox_aux_2: 0.1713 (0.1831) loss_bbox_aux_3: 0.1723 (0.1827) loss_bbox_aux_4: 0.1719 (0.1826) loss_bbox_dn_0: 0.2489 (0.2535) loss_bbox_dn_1: 0.1862 (0.1896) loss_bbox_dn_2: 0.1729 (0.1792) loss_bbox_dn_3: 0.1719 (0.1760) loss_bbox_dn_4: 0.1728 (0.1754) loss_bbox_dn_5: 0.1727 (0.1754) loss_bbox_dn_pre: 0.2541 (0.2591) loss_bbox_enc_0: 0.2197 (0.2346) loss_bbox_pre: 0.1886 (0.1965) loss_dfl: 0.9724 (0.9607) loss_fgl_aux_0: 1.0010 (0.9953) loss_fgl_aux_1: 0.9707 (0.9636) loss_fgl_aux_2: 0.9716 (0.9609) loss_fgl_aux_3: 0.9723 (0.9607) loss_fgl_aux_4: 0.9723 (0.9607) loss_fgl_dn_0: 1.0961 (1.0920) loss_fgl_dn_1: 0.9803 (0.9880) loss_fgl_dn_2: 0.9692 (0.9792) loss_fgl_dn_3: 0.9720 (0.9800) loss_fgl_dn_4: 0.9725 (0.9804) loss_fgl_dn_5: 0.9722 (0.9804) loss_giou: 0.5576 (0.5728) loss_giou_aux_0: 0.5883 (0.5993) loss_giou_aux_1: 0.5683 (0.5784) loss_giou_aux_2: 0.5579 (0.5737) loss_giou_aux_3: 0.5577 (0.5729) loss_giou_aux_4: 0.5578 (0.5728) loss_giou_dn_0: 0.5700 (0.5853) loss_giou_dn_1: 0.4494 (0.4744) loss_giou_dn_2: 0.4364 (0.4574) loss_giou_dn_3: 0.4328 (0.4529) loss_giou_dn_4: 0.4322 (0.4521) loss_giou_dn_5: 0.4323 (0.4521) loss_giou_dn_pre: 0.5695 (0.5843) loss_giou_enc_0: 0.6582 (0.6773) loss_giou_pre: 0.5856 (0.5976) loss_ddf_aux_0: 0.0554 (0.0567) loss_ddf_aux_1: 0.0070 (0.0078) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2437 (0.2543) loss_ddf_dn_1: 0.0280 (0.0326) loss_ddf_dn_2: 0.0054 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6712 (0.6742) loss_vfl_aux_0: 0.7571 (0.7493) loss_vfl_aux_1: 0.7177 (0.7235) loss_vfl_aux_2: 0.7051 (0.7032) loss_vfl_aux_3: 0.6817 (0.6850) loss_vfl_aux_4: 0.6732 (0.6760) loss_vfl_dn_0: 0.4915 (0.4924) loss_vfl_dn_1: 0.4312 (0.4297) loss_vfl_dn_2: 0.4182 (0.4146) loss_vfl_dn_3: 0.4036 (0.4058) loss_vfl_dn_4: 0.4012 (0.4026) loss_vfl_dn_5: 0.4016 (0.4021) loss_vfl_dn_pre: 0.4938 (0.4929) loss_vfl_enc_0: 0.7466 (0.7475) loss_vfl_pre: 0.7596 (0.7519) time: 0.7516 data: 0.0283 max mem: 9097 Epoch: [28] [3200/3696] eta: 0:06:17 lr: 0.000013 loss: 32.2253 (32.0626) loss_bbox: 0.1732 (0.1826) loss_bbox_aux_0: 0.1892 (0.1962) loss_bbox_aux_1: 0.1770 (0.1854) loss_bbox_aux_2: 0.1732 (0.1831) loss_bbox_aux_3: 0.1731 (0.1826) loss_bbox_aux_4: 0.1731 (0.1826) loss_bbox_dn_0: 0.2487 (0.2534) loss_bbox_dn_1: 0.1811 (0.1895) loss_bbox_dn_2: 0.1712 (0.1791) loss_bbox_dn_3: 0.1699 (0.1759) loss_bbox_dn_4: 0.1690 (0.1754) loss_bbox_dn_5: 0.1687 (0.1754) loss_bbox_dn_pre: 0.2546 (0.2590) loss_bbox_enc_0: 0.2258 (0.2346) loss_bbox_pre: 0.1874 (0.1965) loss_dfl: 0.9509 (0.9607) loss_fgl_aux_0: 0.9878 (0.9953) loss_fgl_aux_1: 0.9499 (0.9635) loss_fgl_aux_2: 0.9506 (0.9609) loss_fgl_aux_3: 0.9506 (0.9607) loss_fgl_aux_4: 0.9509 (0.9607) loss_fgl_dn_0: 1.0886 (1.0920) loss_fgl_dn_1: 0.9854 (0.9880) loss_fgl_dn_2: 0.9777 (0.9792) loss_fgl_dn_3: 0.9783 (0.9799) loss_fgl_dn_4: 0.9785 (0.9803) loss_fgl_dn_5: 0.9786 (0.9803) loss_giou: 0.5867 (0.5727) loss_giou_aux_0: 0.6199 (0.5993) loss_giou_aux_1: 0.5948 (0.5783) loss_giou_aux_2: 0.5878 (0.5736) loss_giou_aux_3: 0.5866 (0.5728) loss_giou_aux_4: 0.5865 (0.5727) loss_giou_dn_0: 0.5929 (0.5851) loss_giou_dn_1: 0.4817 (0.4742) loss_giou_dn_2: 0.4669 (0.4572) loss_giou_dn_3: 0.4632 (0.4527) loss_giou_dn_4: 0.4614 (0.4519) loss_giou_dn_5: 0.4611 (0.4519) loss_giou_dn_pre: 0.5911 (0.5841) loss_giou_enc_0: 0.6976 (0.6772) loss_giou_pre: 0.6177 (0.5975) loss_ddf_aux_0: 0.0531 (0.0567) loss_ddf_aux_1: 0.0068 (0.0077) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2441 (0.2543) loss_ddf_dn_1: 0.0317 (0.0326) loss_ddf_dn_2: 0.0063 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6653 (0.6741) loss_vfl_aux_0: 0.7369 (0.7489) loss_vfl_aux_1: 0.7188 (0.7231) loss_vfl_aux_2: 0.6915 (0.7029) loss_vfl_aux_3: 0.6725 (0.6848) loss_vfl_aux_4: 0.6685 (0.6758) loss_vfl_dn_0: 0.4854 (0.4924) loss_vfl_dn_1: 0.4244 (0.4296) loss_vfl_dn_2: 0.4086 (0.4145) loss_vfl_dn_3: 0.3981 (0.4057) loss_vfl_dn_4: 0.3956 (0.4026) loss_vfl_dn_5: 0.3963 (0.4021) loss_vfl_dn_pre: 0.4854 (0.4929) loss_vfl_enc_0: 0.7471 (0.7474) loss_vfl_pre: 0.7386 (0.7515) time: 0.7562 data: 0.0300 max mem: 9097 Epoch: [28] [3300/3696] eta: 0:05:01 lr: 0.000013 loss: 32.6312 (32.0678) loss_bbox: 0.1781 (0.1827) loss_bbox_aux_0: 0.1878 (0.1964) loss_bbox_aux_1: 0.1768 (0.1856) loss_bbox_aux_2: 0.1765 (0.1833) loss_bbox_aux_3: 0.1779 (0.1828) loss_bbox_aux_4: 0.1781 (0.1828) loss_bbox_dn_0: 0.2570 (0.2536) loss_bbox_dn_1: 0.1880 (0.1897) loss_bbox_dn_2: 0.1743 (0.1793) loss_bbox_dn_3: 0.1723 (0.1761) loss_bbox_dn_4: 0.1702 (0.1756) loss_bbox_dn_5: 0.1702 (0.1756) loss_bbox_dn_pre: 0.2657 (0.2592) loss_bbox_enc_0: 0.2197 (0.2347) loss_bbox_pre: 0.1859 (0.1967) loss_dfl: 0.9573 (0.9606) loss_fgl_aux_0: 0.9958 (0.9952) loss_fgl_aux_1: 0.9609 (0.9635) loss_fgl_aux_2: 0.9562 (0.9608) loss_fgl_aux_3: 0.9572 (0.9607) loss_fgl_aux_4: 0.9572 (0.9606) loss_fgl_dn_0: 1.0957 (1.0919) loss_fgl_dn_1: 1.0021 (0.9880) loss_fgl_dn_2: 0.9911 (0.9792) loss_fgl_dn_3: 0.9932 (0.9799) loss_fgl_dn_4: 0.9935 (0.9803) loss_fgl_dn_5: 0.9937 (0.9803) loss_giou: 0.6121 (0.5728) loss_giou_aux_0: 0.6428 (0.5994) loss_giou_aux_1: 0.6195 (0.5784) loss_giou_aux_2: 0.6152 (0.5737) loss_giou_aux_3: 0.6127 (0.5729) loss_giou_aux_4: 0.6118 (0.5728) loss_giou_dn_0: 0.6032 (0.5852) loss_giou_dn_1: 0.4932 (0.4743) loss_giou_dn_2: 0.4778 (0.4573) loss_giou_dn_3: 0.4717 (0.4528) loss_giou_dn_4: 0.4703 (0.4519) loss_giou_dn_5: 0.4703 (0.4519) loss_giou_dn_pre: 0.5998 (0.5842) loss_giou_enc_0: 0.7003 (0.6772) loss_giou_pre: 0.6398 (0.5976) loss_ddf_aux_0: 0.0544 (0.0568) loss_ddf_aux_1: 0.0073 (0.0077) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2452 (0.2543) loss_ddf_dn_1: 0.0306 (0.0325) loss_ddf_dn_2: 0.0069 (0.0066) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6761 (0.6743) loss_vfl_aux_0: 0.7296 (0.7491) loss_vfl_aux_1: 0.7070 (0.7233) loss_vfl_aux_2: 0.7003 (0.7031) loss_vfl_aux_3: 0.6805 (0.6849) loss_vfl_aux_4: 0.6796 (0.6760) loss_vfl_dn_0: 0.4895 (0.4924) loss_vfl_dn_1: 0.4348 (0.4297) loss_vfl_dn_2: 0.4218 (0.4145) loss_vfl_dn_3: 0.4133 (0.4057) loss_vfl_dn_4: 0.4114 (0.4026) loss_vfl_dn_5: 0.4096 (0.4021) loss_vfl_dn_pre: 0.4890 (0.4929) loss_vfl_enc_0: 0.7382 (0.7474) loss_vfl_pre: 0.7284 (0.7517) time: 0.7401 data: 0.0333 max mem: 9097 Epoch: [28] [3400/3696] eta: 0:03:45 lr: 0.000013 loss: 32.0535 (32.0692) loss_bbox: 0.1781 (0.1828) loss_bbox_aux_0: 0.1996 (0.1965) loss_bbox_aux_1: 0.1826 (0.1857) loss_bbox_aux_2: 0.1794 (0.1834) loss_bbox_aux_3: 0.1782 (0.1829) loss_bbox_aux_4: 0.1781 (0.1829) loss_bbox_dn_0: 0.2472 (0.2538) loss_bbox_dn_1: 0.1877 (0.1900) loss_bbox_dn_2: 0.1841 (0.1796) loss_bbox_dn_3: 0.1779 (0.1764) loss_bbox_dn_4: 0.1760 (0.1758) loss_bbox_dn_5: 0.1758 (0.1758) loss_bbox_dn_pre: 0.2540 (0.2594) loss_bbox_enc_0: 0.2327 (0.2348) loss_bbox_pre: 0.1982 (0.1968) loss_dfl: 0.9711 (0.9608) loss_fgl_aux_0: 0.9956 (0.9953) loss_fgl_aux_1: 0.9711 (0.9636) loss_fgl_aux_2: 0.9698 (0.9610) loss_fgl_aux_3: 0.9705 (0.9608) loss_fgl_aux_4: 0.9712 (0.9608) loss_fgl_dn_0: 1.0900 (1.0919) loss_fgl_dn_1: 0.9909 (0.9879) loss_fgl_dn_2: 0.9820 (0.9791) loss_fgl_dn_3: 0.9819 (0.9799) loss_fgl_dn_4: 0.9824 (0.9803) loss_fgl_dn_5: 0.9824 (0.9803) loss_giou: 0.5725 (0.5726) loss_giou_aux_0: 0.5928 (0.5991) loss_giou_aux_1: 0.5761 (0.5782) loss_giou_aux_2: 0.5731 (0.5735) loss_giou_aux_3: 0.5725 (0.5727) loss_giou_aux_4: 0.5726 (0.5726) loss_giou_dn_0: 0.5714 (0.5851) loss_giou_dn_1: 0.4539 (0.4742) loss_giou_dn_2: 0.4399 (0.4572) loss_giou_dn_3: 0.4342 (0.4527) loss_giou_dn_4: 0.4320 (0.4519) loss_giou_dn_5: 0.4320 (0.4519) loss_giou_dn_pre: 0.5714 (0.5841) loss_giou_enc_0: 0.6667 (0.6770) loss_giou_pre: 0.5922 (0.5973) loss_ddf_aux_0: 0.0503 (0.0567) loss_ddf_aux_1: 0.0071 (0.0077) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2456 (0.2543) loss_ddf_dn_1: 0.0318 (0.0325) loss_ddf_dn_2: 0.0063 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6588 (0.6744) loss_vfl_aux_0: 0.7550 (0.7492) loss_vfl_aux_1: 0.7081 (0.7234) loss_vfl_aux_2: 0.7042 (0.7032) loss_vfl_aux_3: 0.6743 (0.6850) loss_vfl_aux_4: 0.6697 (0.6761) loss_vfl_dn_0: 0.4919 (0.4924) loss_vfl_dn_1: 0.4373 (0.4297) loss_vfl_dn_2: 0.4194 (0.4145) loss_vfl_dn_3: 0.4099 (0.4057) loss_vfl_dn_4: 0.4053 (0.4026) loss_vfl_dn_5: 0.4029 (0.4021) loss_vfl_dn_pre: 0.4920 (0.4929) loss_vfl_enc_0: 0.7500 (0.7475) loss_vfl_pre: 0.7612 (0.7518) time: 0.7400 data: 0.0280 max mem: 9097 Epoch: [28] [3500/3696] eta: 0:02:29 lr: 0.000013 loss: 32.0623 (32.0692) loss_bbox: 0.1698 (0.1827) loss_bbox_aux_0: 0.1817 (0.1964) loss_bbox_aux_1: 0.1735 (0.1856) loss_bbox_aux_2: 0.1704 (0.1833) loss_bbox_aux_3: 0.1695 (0.1828) loss_bbox_aux_4: 0.1699 (0.1827) loss_bbox_dn_0: 0.2486 (0.2537) loss_bbox_dn_1: 0.1836 (0.1898) loss_bbox_dn_2: 0.1719 (0.1794) loss_bbox_dn_3: 0.1706 (0.1762) loss_bbox_dn_4: 0.1710 (0.1756) loss_bbox_dn_5: 0.1710 (0.1756) loss_bbox_dn_pre: 0.2519 (0.2593) loss_bbox_enc_0: 0.2204 (0.2347) loss_bbox_pre: 0.1829 (0.1967) loss_dfl: 0.9655 (0.9609) loss_fgl_aux_0: 0.9984 (0.9955) loss_fgl_aux_1: 0.9700 (0.9637) loss_fgl_aux_2: 0.9651 (0.9611) loss_fgl_aux_3: 0.9662 (0.9609) loss_fgl_aux_4: 0.9660 (0.9609) loss_fgl_dn_0: 1.0831 (1.0920) loss_fgl_dn_1: 0.9813 (0.9879) loss_fgl_dn_2: 0.9694 (0.9791) loss_fgl_dn_3: 0.9709 (0.9799) loss_fgl_dn_4: 0.9714 (0.9803) loss_fgl_dn_5: 0.9715 (0.9803) loss_giou: 0.5644 (0.5726) loss_giou_aux_0: 0.5924 (0.5990) loss_giou_aux_1: 0.5722 (0.5781) loss_giou_aux_2: 0.5684 (0.5734) loss_giou_aux_3: 0.5648 (0.5726) loss_giou_aux_4: 0.5643 (0.5726) loss_giou_dn_0: 0.5775 (0.5852) loss_giou_dn_1: 0.4633 (0.4743) loss_giou_dn_2: 0.4486 (0.4573) loss_giou_dn_3: 0.4428 (0.4528) loss_giou_dn_4: 0.4412 (0.4520) loss_giou_dn_5: 0.4413 (0.4519) loss_giou_dn_pre: 0.5760 (0.5843) loss_giou_enc_0: 0.6680 (0.6769) loss_giou_pre: 0.5940 (0.5973) loss_ddf_aux_0: 0.0535 (0.0567) loss_ddf_aux_1: 0.0077 (0.0077) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2593 (0.2546) loss_ddf_dn_1: 0.0317 (0.0325) loss_ddf_dn_2: 0.0062 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6624 (0.6743) loss_vfl_aux_0: 0.7648 (0.7492) loss_vfl_aux_1: 0.7184 (0.7236) loss_vfl_aux_2: 0.7104 (0.7033) loss_vfl_aux_3: 0.7000 (0.6851) loss_vfl_aux_4: 0.6738 (0.6761) loss_vfl_dn_0: 0.4918 (0.4924) loss_vfl_dn_1: 0.4319 (0.4297) loss_vfl_dn_2: 0.4136 (0.4145) loss_vfl_dn_3: 0.4033 (0.4058) loss_vfl_dn_4: 0.4001 (0.4026) loss_vfl_dn_5: 0.4009 (0.4021) loss_vfl_dn_pre: 0.4916 (0.4929) loss_vfl_enc_0: 0.7612 (0.7477) loss_vfl_pre: 0.7654 (0.7519) time: 0.7592 data: 0.0277 max mem: 9097 Epoch: [28] [3600/3696] eta: 0:01:13 lr: 0.000013 loss: 31.9807 (32.0699) loss_bbox: 0.1885 (0.1827) loss_bbox_aux_0: 0.2040 (0.1964) loss_bbox_aux_1: 0.1904 (0.1855) loss_bbox_aux_2: 0.1891 (0.1832) loss_bbox_aux_3: 0.1890 (0.1828) loss_bbox_aux_4: 0.1885 (0.1827) loss_bbox_dn_0: 0.2370 (0.2535) loss_bbox_dn_1: 0.1771 (0.1896) loss_bbox_dn_2: 0.1625 (0.1792) loss_bbox_dn_3: 0.1620 (0.1761) loss_bbox_dn_4: 0.1609 (0.1755) loss_bbox_dn_5: 0.1610 (0.1755) loss_bbox_dn_pre: 0.2420 (0.2590) loss_bbox_enc_0: 0.2374 (0.2345) loss_bbox_pre: 0.2051 (0.1966) loss_dfl: 0.9391 (0.9609) loss_fgl_aux_0: 0.9800 (0.9954) loss_fgl_aux_1: 0.9386 (0.9637) loss_fgl_aux_2: 0.9393 (0.9611) loss_fgl_aux_3: 0.9395 (0.9609) loss_fgl_aux_4: 0.9393 (0.9609) loss_fgl_dn_0: 1.0899 (1.0920) loss_fgl_dn_1: 0.9819 (0.9880) loss_fgl_dn_2: 0.9732 (0.9792) loss_fgl_dn_3: 0.9775 (0.9800) loss_fgl_dn_4: 0.9786 (0.9803) loss_fgl_dn_5: 0.9786 (0.9803) loss_giou: 0.5901 (0.5728) loss_giou_aux_0: 0.6211 (0.5994) loss_giou_aux_1: 0.5956 (0.5784) loss_giou_aux_2: 0.5907 (0.5737) loss_giou_aux_3: 0.5904 (0.5729) loss_giou_aux_4: 0.5902 (0.5728) loss_giou_dn_0: 0.5758 (0.5853) loss_giou_dn_1: 0.4605 (0.4744) loss_giou_dn_2: 0.4429 (0.4574) loss_giou_dn_3: 0.4371 (0.4529) loss_giou_dn_4: 0.4359 (0.4520) loss_giou_dn_5: 0.4358 (0.4520) loss_giou_dn_pre: 0.5751 (0.5843) loss_giou_enc_0: 0.6860 (0.6771) loss_giou_pre: 0.6189 (0.5976) loss_ddf_aux_0: 0.0571 (0.0567) loss_ddf_aux_1: 0.0077 (0.0077) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2471 (0.2545) loss_ddf_dn_1: 0.0310 (0.0325) loss_ddf_dn_2: 0.0064 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6603 (0.6743) loss_vfl_aux_0: 0.7253 (0.7490) loss_vfl_aux_1: 0.7153 (0.7235) loss_vfl_aux_2: 0.7030 (0.7034) loss_vfl_aux_3: 0.6782 (0.6851) loss_vfl_aux_4: 0.6613 (0.6761) loss_vfl_dn_0: 0.4983 (0.4924) loss_vfl_dn_1: 0.4321 (0.4297) loss_vfl_dn_2: 0.4201 (0.4146) loss_vfl_dn_3: 0.4128 (0.4058) loss_vfl_dn_4: 0.4101 (0.4027) loss_vfl_dn_5: 0.4073 (0.4022) loss_vfl_dn_pre: 0.4986 (0.4929) loss_vfl_enc_0: 0.7307 (0.7477) loss_vfl_pre: 0.7291 (0.7516) time: 0.7883 data: 0.0311 max mem: 9097 Epoch: [28] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 32.2084 (32.0696) loss_bbox: 0.1661 (0.1826) loss_bbox_aux_0: 0.1791 (0.1962) loss_bbox_aux_1: 0.1670 (0.1854) loss_bbox_aux_2: 0.1659 (0.1831) loss_bbox_aux_3: 0.1659 (0.1826) loss_bbox_aux_4: 0.1660 (0.1826) loss_bbox_dn_0: 0.2131 (0.2534) loss_bbox_dn_1: 0.1574 (0.1896) loss_bbox_dn_2: 0.1475 (0.1792) loss_bbox_dn_3: 0.1445 (0.1760) loss_bbox_dn_4: 0.1444 (0.1754) loss_bbox_dn_5: 0.1444 (0.1754) loss_bbox_dn_pre: 0.2147 (0.2589) loss_bbox_enc_0: 0.2067 (0.2344) loss_bbox_pre: 0.1779 (0.1965) loss_dfl: 0.9824 (0.9609) loss_fgl_aux_0: 1.0038 (0.9955) loss_fgl_aux_1: 0.9809 (0.9637) loss_fgl_aux_2: 0.9823 (0.9611) loss_fgl_aux_3: 0.9829 (0.9609) loss_fgl_aux_4: 0.9825 (0.9609) loss_fgl_dn_0: 1.1079 (1.0920) loss_fgl_dn_1: 0.9981 (0.9880) loss_fgl_dn_2: 0.9890 (0.9792) loss_fgl_dn_3: 0.9880 (0.9800) loss_fgl_dn_4: 0.9887 (0.9804) loss_fgl_dn_5: 0.9887 (0.9804) loss_giou: 0.5749 (0.5730) loss_giou_aux_0: 0.6115 (0.5995) loss_giou_aux_1: 0.5828 (0.5786) loss_giou_aux_2: 0.5768 (0.5739) loss_giou_aux_3: 0.5753 (0.5731) loss_giou_aux_4: 0.5751 (0.5730) loss_giou_dn_0: 0.5820 (0.5853) loss_giou_dn_1: 0.4741 (0.4744) loss_giou_dn_2: 0.4540 (0.4574) loss_giou_dn_3: 0.4482 (0.4529) loss_giou_dn_4: 0.4482 (0.4521) loss_giou_dn_5: 0.4482 (0.4521) loss_giou_dn_pre: 0.5818 (0.5843) loss_giou_enc_0: 0.6854 (0.6772) loss_giou_pre: 0.6079 (0.5978) loss_ddf_aux_0: 0.0547 (0.0567) loss_ddf_aux_1: 0.0074 (0.0077) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2483 (0.2543) loss_ddf_dn_1: 0.0330 (0.0325) loss_ddf_dn_2: 0.0065 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6545 (0.6743) loss_vfl_aux_0: 0.7186 (0.7488) loss_vfl_aux_1: 0.7088 (0.7235) loss_vfl_aux_2: 0.6828 (0.7033) loss_vfl_aux_3: 0.6617 (0.6850) loss_vfl_aux_4: 0.6534 (0.6761) loss_vfl_dn_0: 0.4985 (0.4924) loss_vfl_dn_1: 0.4349 (0.4297) loss_vfl_dn_2: 0.4204 (0.4146) loss_vfl_dn_3: 0.4127 (0.4058) loss_vfl_dn_4: 0.4084 (0.4027) loss_vfl_dn_5: 0.4082 (0.4022) loss_vfl_dn_pre: 0.4984 (0.4929) loss_vfl_enc_0: 0.7275 (0.7476) loss_vfl_pre: 0.7239 (0.7515) time: 0.7195 data: 0.0233 max mem: 9097 Epoch: [28] Total time: 0:47:01 (0.7633 s / it) Averaged stats: lr: 0.000013 loss: 32.2084 (32.0696) loss_bbox: 0.1661 (0.1826) loss_bbox_aux_0: 0.1791 (0.1962) loss_bbox_aux_1: 0.1670 (0.1854) loss_bbox_aux_2: 0.1659 (0.1831) loss_bbox_aux_3: 0.1659 (0.1826) loss_bbox_aux_4: 0.1660 (0.1826) loss_bbox_dn_0: 0.2131 (0.2534) loss_bbox_dn_1: 0.1574 (0.1896) loss_bbox_dn_2: 0.1475 (0.1792) loss_bbox_dn_3: 0.1445 (0.1760) loss_bbox_dn_4: 0.1444 (0.1754) loss_bbox_dn_5: 0.1444 (0.1754) loss_bbox_dn_pre: 0.2147 (0.2589) loss_bbox_enc_0: 0.2067 (0.2344) loss_bbox_pre: 0.1779 (0.1965) loss_dfl: 0.9824 (0.9609) loss_fgl_aux_0: 1.0038 (0.9955) loss_fgl_aux_1: 0.9809 (0.9637) loss_fgl_aux_2: 0.9823 (0.9611) loss_fgl_aux_3: 0.9829 (0.9609) loss_fgl_aux_4: 0.9825 (0.9609) loss_fgl_dn_0: 1.1079 (1.0920) loss_fgl_dn_1: 0.9981 (0.9880) loss_fgl_dn_2: 0.9890 (0.9792) loss_fgl_dn_3: 0.9880 (0.9800) loss_fgl_dn_4: 0.9887 (0.9804) loss_fgl_dn_5: 0.9887 (0.9804) loss_giou: 0.5749 (0.5730) loss_giou_aux_0: 0.6115 (0.5995) loss_giou_aux_1: 0.5828 (0.5786) loss_giou_aux_2: 0.5768 (0.5739) loss_giou_aux_3: 0.5753 (0.5731) loss_giou_aux_4: 0.5751 (0.5730) loss_giou_dn_0: 0.5820 (0.5853) loss_giou_dn_1: 0.4741 (0.4744) loss_giou_dn_2: 0.4540 (0.4574) loss_giou_dn_3: 0.4482 (0.4529) loss_giou_dn_4: 0.4482 (0.4521) loss_giou_dn_5: 0.4482 (0.4521) loss_giou_dn_pre: 0.5818 (0.5843) loss_giou_enc_0: 0.6854 (0.6772) loss_giou_pre: 0.6079 (0.5978) loss_ddf_aux_0: 0.0547 (0.0567) loss_ddf_aux_1: 0.0074 (0.0077) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2483 (0.2543) loss_ddf_dn_1: 0.0330 (0.0325) loss_ddf_dn_2: 0.0065 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6545 (0.6743) loss_vfl_aux_0: 0.7186 (0.7488) loss_vfl_aux_1: 0.7088 (0.7235) loss_vfl_aux_2: 0.6828 (0.7033) loss_vfl_aux_3: 0.6617 (0.6850) loss_vfl_aux_4: 0.6534 (0.6761) loss_vfl_dn_0: 0.4985 (0.4924) loss_vfl_dn_1: 0.4349 (0.4297) loss_vfl_dn_2: 0.4204 (0.4146) loss_vfl_dn_3: 0.4127 (0.4058) loss_vfl_dn_4: 0.4084 (0.4027) loss_vfl_dn_5: 0.4082 (0.4022) loss_vfl_dn_pre: 0.4984 (0.4929) loss_vfl_enc_0: 0.7275 (0.7476) loss_vfl_pre: 0.7239 (0.7515) Test: [ 0/79] eta: 0:03:22 time: 2.5649 data: 2.0101 max mem: 9097 Test: [10/79] eta: 0:00:53 time: 0.7733 data: 0.2361 max mem: 9097 Test: [20/79] eta: 0:00:41 time: 0.6089 data: 0.0678 max mem: 9097 Test: [30/79] eta: 0:00:33 time: 0.6349 data: 0.0739 max mem: 9097 Test: [40/79] eta: 0:00:26 time: 0.6390 data: 0.0727 max mem: 9097 Test: [50/79] eta: 0:00:20 time: 0.7571 data: 0.0680 max mem: 9097 Test: [60/79] eta: 0:00:13 time: 0.7213 data: 0.0588 max mem: 9097 Test: [70/79] eta: 0:00:06 time: 0.5789 data: 0.0607 max mem: 9097 Test: [78/79] eta: 0:00:00 time: 0.5621 data: 0.0615 max mem: 9097 Test: Total time: 0:00:52 (0.6623 s / it) Averaged stats: Accumulating evaluation results... DONE (t=24.11s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.528 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.703 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.571 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.348 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.570 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.707 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.657 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.724 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.547 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.770 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.894 best_stat: {'epoch': 28, 'coco_eval_bbox': 0.5277584580734577} Epoch: [29] [ 0/3696] eta: 2:53:56 lr: 0.000013 loss: 30.7001 (30.7001) loss_bbox: 0.1317 (0.1317) loss_bbox_aux_0: 0.1406 (0.1406) loss_bbox_aux_1: 0.1326 (0.1326) loss_bbox_aux_2: 0.1312 (0.1312) loss_bbox_aux_3: 0.1311 (0.1311) loss_bbox_aux_4: 0.1316 (0.1316) loss_bbox_dn_0: 0.1729 (0.1729) loss_bbox_dn_1: 0.1215 (0.1215) loss_bbox_dn_2: 0.1147 (0.1147) loss_bbox_dn_3: 0.1157 (0.1157) loss_bbox_dn_4: 0.1170 (0.1170) loss_bbox_dn_5: 0.1171 (0.1171) loss_bbox_dn_pre: 0.1775 (0.1775) loss_bbox_enc_0: 0.1687 (0.1687) loss_bbox_pre: 0.1417 (0.1417) loss_dfl: 0.9198 (0.9198) loss_fgl_aux_0: 0.9459 (0.9459) loss_fgl_aux_1: 0.9160 (0.9160) loss_fgl_aux_2: 0.9199 (0.9199) loss_fgl_aux_3: 0.9192 (0.9192) loss_fgl_aux_4: 0.9196 (0.9196) loss_fgl_dn_0: 1.0926 (1.0926) loss_fgl_dn_1: 0.9912 (0.9912) loss_fgl_dn_2: 0.9805 (0.9805) loss_fgl_dn_3: 0.9813 (0.9813) loss_fgl_dn_4: 0.9819 (0.9819) loss_fgl_dn_5: 0.9820 (0.9820) loss_giou: 0.6648 (0.6648) loss_giou_aux_0: 0.6879 (0.6879) loss_giou_aux_1: 0.6780 (0.6780) loss_giou_aux_2: 0.6695 (0.6695) loss_giou_aux_3: 0.6669 (0.6669) loss_giou_aux_4: 0.6660 (0.6660) loss_giou_dn_0: 0.5825 (0.5825) loss_giou_dn_1: 0.4660 (0.4660) loss_giou_dn_2: 0.4520 (0.4520) loss_giou_dn_3: 0.4501 (0.4501) loss_giou_dn_4: 0.4500 (0.4500) loss_giou_dn_5: 0.4498 (0.4498) loss_giou_dn_pre: 0.5795 (0.5795) loss_giou_enc_0: 0.7582 (0.7582) loss_giou_pre: 0.6878 (0.6878) loss_ddf_aux_0: 0.0497 (0.0497) loss_ddf_aux_1: 0.0066 (0.0066) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0004 (0.0004) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2373 (0.2373) loss_ddf_dn_1: 0.0304 (0.0304) loss_ddf_dn_2: 0.0078 (0.0078) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5977 (0.5977) loss_vfl_aux_0: 0.6306 (0.6306) loss_vfl_aux_1: 0.6356 (0.6356) loss_vfl_aux_2: 0.5866 (0.5866) loss_vfl_aux_3: 0.5856 (0.5856) loss_vfl_aux_4: 0.6017 (0.6017) loss_vfl_dn_0: 0.4780 (0.4780) loss_vfl_dn_1: 0.4185 (0.4185) loss_vfl_dn_2: 0.4021 (0.4021) loss_vfl_dn_3: 0.3946 (0.3946) loss_vfl_dn_4: 0.3923 (0.3923) loss_vfl_dn_5: 0.3917 (0.3917) loss_vfl_dn_pre: 0.4786 (0.4786) loss_vfl_enc_0: 0.6392 (0.6392) loss_vfl_pre: 0.6285 (0.6285) time: 2.8238 data: 2.1389 max mem: 9097 Epoch: [29] [ 100/3696] eta: 0:48:43 lr: 0.000013 loss: 31.9902 (31.8430) loss_bbox: 0.1833 (0.1770) loss_bbox_aux_0: 0.1962 (0.1912) loss_bbox_aux_1: 0.1859 (0.1800) loss_bbox_aux_2: 0.1832 (0.1774) loss_bbox_aux_3: 0.1833 (0.1771) loss_bbox_aux_4: 0.1833 (0.1770) loss_bbox_dn_0: 0.2373 (0.2486) loss_bbox_dn_1: 0.1743 (0.1842) loss_bbox_dn_2: 0.1618 (0.1737) loss_bbox_dn_3: 0.1579 (0.1705) loss_bbox_dn_4: 0.1563 (0.1698) loss_bbox_dn_5: 0.1564 (0.1698) loss_bbox_dn_pre: 0.2445 (0.2540) loss_bbox_enc_0: 0.2246 (0.2307) loss_bbox_pre: 0.1977 (0.1916) loss_dfl: 0.9596 (0.9577) loss_fgl_aux_0: 1.0029 (0.9947) loss_fgl_aux_1: 0.9636 (0.9610) loss_fgl_aux_2: 0.9600 (0.9580) loss_fgl_aux_3: 0.9605 (0.9578) loss_fgl_aux_4: 0.9597 (0.9577) loss_fgl_dn_0: 1.0952 (1.0932) loss_fgl_dn_1: 0.9863 (0.9849) loss_fgl_dn_2: 0.9770 (0.9752) loss_fgl_dn_3: 0.9758 (0.9757) loss_fgl_dn_4: 0.9762 (0.9761) loss_fgl_dn_5: 0.9762 (0.9761) loss_giou: 0.5730 (0.5702) loss_giou_aux_0: 0.5963 (0.5974) loss_giou_aux_1: 0.5794 (0.5764) loss_giou_aux_2: 0.5751 (0.5712) loss_giou_aux_3: 0.5732 (0.5704) loss_giou_aux_4: 0.5739 (0.5703) loss_giou_dn_0: 0.5790 (0.5805) loss_giou_dn_1: 0.4694 (0.4697) loss_giou_dn_2: 0.4507 (0.4524) loss_giou_dn_3: 0.4460 (0.4481) loss_giou_dn_4: 0.4450 (0.4471) loss_giou_dn_5: 0.4449 (0.4471) loss_giou_dn_pre: 0.5781 (0.5798) loss_giou_enc_0: 0.6849 (0.6717) loss_giou_pre: 0.5931 (0.5958) loss_ddf_aux_0: 0.0576 (0.0602) loss_ddf_aux_1: 0.0086 (0.0083) loss_ddf_aux_2: 0.0016 (0.0017) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2469 (0.2615) loss_ddf_dn_1: 0.0293 (0.0341) loss_ddf_dn_2: 0.0061 (0.0076) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6546 (0.6670) loss_vfl_aux_0: 0.7196 (0.7380) loss_vfl_aux_1: 0.6952 (0.7122) loss_vfl_aux_2: 0.6813 (0.6905) loss_vfl_aux_3: 0.6611 (0.6756) loss_vfl_aux_4: 0.6608 (0.6685) loss_vfl_dn_0: 0.4924 (0.4927) loss_vfl_dn_1: 0.4277 (0.4303) loss_vfl_dn_2: 0.4129 (0.4142) loss_vfl_dn_3: 0.4071 (0.4057) loss_vfl_dn_4: 0.4044 (0.4021) loss_vfl_dn_5: 0.4031 (0.4017) loss_vfl_dn_pre: 0.4930 (0.4930) loss_vfl_enc_0: 0.7497 (0.7469) loss_vfl_pre: 0.7269 (0.7410) time: 0.7519 data: 0.0289 max mem: 9097 Epoch: [29] [ 200/3696] eta: 0:45:18 lr: 0.000013 loss: 32.2685 (31.8222) loss_bbox: 0.1745 (0.1760) loss_bbox_aux_0: 0.1861 (0.1895) loss_bbox_aux_1: 0.1753 (0.1789) loss_bbox_aux_2: 0.1742 (0.1765) loss_bbox_aux_3: 0.1747 (0.1761) loss_bbox_aux_4: 0.1746 (0.1760) loss_bbox_dn_0: 0.2345 (0.2472) loss_bbox_dn_1: 0.1818 (0.1836) loss_bbox_dn_2: 0.1745 (0.1734) loss_bbox_dn_3: 0.1718 (0.1703) loss_bbox_dn_4: 0.1717 (0.1697) loss_bbox_dn_5: 0.1718 (0.1697) loss_bbox_dn_pre: 0.2432 (0.2526) loss_bbox_enc_0: 0.2113 (0.2286) loss_bbox_pre: 0.1866 (0.1898) loss_dfl: 0.9615 (0.9598) loss_fgl_aux_0: 0.9972 (0.9963) loss_fgl_aux_1: 0.9648 (0.9629) loss_fgl_aux_2: 0.9613 (0.9601) loss_fgl_aux_3: 0.9609 (0.9599) loss_fgl_aux_4: 0.9612 (0.9598) loss_fgl_dn_0: 1.0967 (1.0931) loss_fgl_dn_1: 0.9874 (0.9851) loss_fgl_dn_2: 0.9806 (0.9759) loss_fgl_dn_3: 0.9807 (0.9764) loss_fgl_dn_4: 0.9810 (0.9768) loss_fgl_dn_5: 0.9809 (0.9768) loss_giou: 0.5722 (0.5678) loss_giou_aux_0: 0.5925 (0.5945) loss_giou_aux_1: 0.5730 (0.5735) loss_giou_aux_2: 0.5692 (0.5686) loss_giou_aux_3: 0.5716 (0.5679) loss_giou_aux_4: 0.5723 (0.5679) loss_giou_dn_0: 0.5718 (0.5812) loss_giou_dn_1: 0.4544 (0.4699) loss_giou_dn_2: 0.4386 (0.4528) loss_giou_dn_3: 0.4389 (0.4484) loss_giou_dn_4: 0.4391 (0.4476) loss_giou_dn_5: 0.4390 (0.4475) loss_giou_dn_pre: 0.5707 (0.5803) loss_giou_enc_0: 0.6608 (0.6700) loss_giou_pre: 0.5917 (0.5929) loss_ddf_aux_0: 0.0518 (0.0586) loss_ddf_aux_1: 0.0074 (0.0080) loss_ddf_aux_2: 0.0012 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2512 (0.2569) loss_ddf_dn_1: 0.0291 (0.0325) loss_ddf_dn_2: 0.0052 (0.0068) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6820 (0.6701) loss_vfl_aux_0: 0.7219 (0.7397) loss_vfl_aux_1: 0.7144 (0.7138) loss_vfl_aux_2: 0.6976 (0.6952) loss_vfl_aux_3: 0.6856 (0.6794) loss_vfl_aux_4: 0.6804 (0.6720) loss_vfl_dn_0: 0.4867 (0.4915) loss_vfl_dn_1: 0.4293 (0.4286) loss_vfl_dn_2: 0.4114 (0.4130) loss_vfl_dn_3: 0.4020 (0.4039) loss_vfl_dn_4: 0.3983 (0.4006) loss_vfl_dn_5: 0.3977 (0.4001) loss_vfl_dn_pre: 0.4875 (0.4919) loss_vfl_enc_0: 0.7225 (0.7429) loss_vfl_pre: 0.7207 (0.7422) time: 0.7448 data: 0.0250 max mem: 9097 Epoch: [29] [ 300/3696] eta: 0:43:35 lr: 0.000013 loss: 32.0910 (31.9302) loss_bbox: 0.1845 (0.1769) loss_bbox_aux_0: 0.1952 (0.1905) loss_bbox_aux_1: 0.1875 (0.1796) loss_bbox_aux_2: 0.1865 (0.1773) loss_bbox_aux_3: 0.1849 (0.1769) loss_bbox_aux_4: 0.1848 (0.1769) loss_bbox_dn_0: 0.2326 (0.2469) loss_bbox_dn_1: 0.1763 (0.1834) loss_bbox_dn_2: 0.1645 (0.1732) loss_bbox_dn_3: 0.1627 (0.1701) loss_bbox_dn_4: 0.1633 (0.1696) loss_bbox_dn_5: 0.1633 (0.1696) loss_bbox_dn_pre: 0.2337 (0.2524) loss_bbox_enc_0: 0.2323 (0.2292) loss_bbox_pre: 0.1963 (0.1908) loss_dfl: 0.9590 (0.9607) loss_fgl_aux_0: 0.9988 (0.9967) loss_fgl_aux_1: 0.9626 (0.9636) loss_fgl_aux_2: 0.9599 (0.9609) loss_fgl_aux_3: 0.9586 (0.9607) loss_fgl_aux_4: 0.9589 (0.9606) loss_fgl_dn_0: 1.0949 (1.0926) loss_fgl_dn_1: 0.9906 (0.9868) loss_fgl_dn_2: 0.9857 (0.9779) loss_fgl_dn_3: 0.9848 (0.9785) loss_fgl_dn_4: 0.9862 (0.9788) loss_fgl_dn_5: 0.9863 (0.9788) loss_giou: 0.5759 (0.5709) loss_giou_aux_0: 0.6117 (0.5977) loss_giou_aux_1: 0.5890 (0.5767) loss_giou_aux_2: 0.5769 (0.5718) loss_giou_aux_3: 0.5757 (0.5711) loss_giou_aux_4: 0.5757 (0.5710) loss_giou_dn_0: 0.5814 (0.5836) loss_giou_dn_1: 0.4677 (0.4724) loss_giou_dn_2: 0.4535 (0.4551) loss_giou_dn_3: 0.4517 (0.4508) loss_giou_dn_4: 0.4514 (0.4500) loss_giou_dn_5: 0.4515 (0.4499) loss_giou_dn_pre: 0.5802 (0.5827) loss_giou_enc_0: 0.6977 (0.6732) loss_giou_pre: 0.6082 (0.5959) loss_ddf_aux_0: 0.0562 (0.0580) loss_ddf_aux_1: 0.0078 (0.0079) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2452 (0.2556) loss_ddf_dn_1: 0.0310 (0.0321) loss_ddf_dn_2: 0.0060 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6794 (0.6749) loss_vfl_aux_0: 0.7499 (0.7466) loss_vfl_aux_1: 0.7216 (0.7195) loss_vfl_aux_2: 0.7106 (0.7017) loss_vfl_aux_3: 0.6939 (0.6842) loss_vfl_aux_4: 0.6793 (0.6770) loss_vfl_dn_0: 0.4942 (0.4918) loss_vfl_dn_1: 0.4324 (0.4292) loss_vfl_dn_2: 0.4153 (0.4138) loss_vfl_dn_3: 0.4059 (0.4049) loss_vfl_dn_4: 0.4039 (0.4017) loss_vfl_dn_5: 0.4039 (0.4012) loss_vfl_dn_pre: 0.4940 (0.4921) loss_vfl_enc_0: 0.7582 (0.7467) loss_vfl_pre: 0.7569 (0.7493) time: 0.7525 data: 0.0292 max mem: 9097 Epoch: [29] [ 400/3696] eta: 0:42:24 lr: 0.000013 loss: 32.2828 (31.9664) loss_bbox: 0.1673 (0.1784) loss_bbox_aux_0: 0.1816 (0.1924) loss_bbox_aux_1: 0.1739 (0.1813) loss_bbox_aux_2: 0.1713 (0.1789) loss_bbox_aux_3: 0.1683 (0.1785) loss_bbox_aux_4: 0.1669 (0.1784) loss_bbox_dn_0: 0.2569 (0.2496) loss_bbox_dn_1: 0.1807 (0.1855) loss_bbox_dn_2: 0.1671 (0.1751) loss_bbox_dn_3: 0.1642 (0.1720) loss_bbox_dn_4: 0.1636 (0.1714) loss_bbox_dn_5: 0.1636 (0.1714) loss_bbox_dn_pre: 0.2675 (0.2553) loss_bbox_enc_0: 0.2121 (0.2312) loss_bbox_pre: 0.1827 (0.1927) loss_dfl: 0.9634 (0.9618) loss_fgl_aux_0: 0.9990 (0.9974) loss_fgl_aux_1: 0.9683 (0.9646) loss_fgl_aux_2: 0.9629 (0.9620) loss_fgl_aux_3: 0.9631 (0.9618) loss_fgl_aux_4: 0.9636 (0.9617) loss_fgl_dn_0: 1.0862 (1.0928) loss_fgl_dn_1: 0.9876 (0.9874) loss_fgl_dn_2: 0.9852 (0.9785) loss_fgl_dn_3: 0.9854 (0.9791) loss_fgl_dn_4: 0.9853 (0.9795) loss_fgl_dn_5: 0.9853 (0.9795) loss_giou: 0.5716 (0.5693) loss_giou_aux_0: 0.5973 (0.5961) loss_giou_aux_1: 0.5784 (0.5750) loss_giou_aux_2: 0.5745 (0.5702) loss_giou_aux_3: 0.5728 (0.5694) loss_giou_aux_4: 0.5725 (0.5693) loss_giou_dn_0: 0.5823 (0.5837) loss_giou_dn_1: 0.4667 (0.4726) loss_giou_dn_2: 0.4516 (0.4553) loss_giou_dn_3: 0.4512 (0.4509) loss_giou_dn_4: 0.4496 (0.4501) loss_giou_dn_5: 0.4494 (0.4501) loss_giou_dn_pre: 0.5833 (0.5830) loss_giou_enc_0: 0.6803 (0.6719) loss_giou_pre: 0.5953 (0.5944) loss_ddf_aux_0: 0.0524 (0.0582) loss_ddf_aux_1: 0.0075 (0.0079) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2564 (0.2579) loss_ddf_dn_1: 0.0338 (0.0325) loss_ddf_dn_2: 0.0076 (0.0066) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6533 (0.6747) loss_vfl_aux_0: 0.7289 (0.7471) loss_vfl_aux_1: 0.7030 (0.7205) loss_vfl_aux_2: 0.6835 (0.7022) loss_vfl_aux_3: 0.6801 (0.6845) loss_vfl_aux_4: 0.6658 (0.6767) loss_vfl_dn_0: 0.4881 (0.4921) loss_vfl_dn_1: 0.4311 (0.4294) loss_vfl_dn_2: 0.4208 (0.4143) loss_vfl_dn_3: 0.4092 (0.4052) loss_vfl_dn_4: 0.4066 (0.4022) loss_vfl_dn_5: 0.4066 (0.4016) loss_vfl_dn_pre: 0.4884 (0.4924) loss_vfl_enc_0: 0.7412 (0.7485) loss_vfl_pre: 0.7321 (0.7497) time: 0.7567 data: 0.0319 max mem: 9097 Epoch: [29] [ 500/3696] eta: 0:40:52 lr: 0.000013 loss: 32.0171 (32.0136) loss_bbox: 0.1791 (0.1785) loss_bbox_aux_0: 0.1936 (0.1925) loss_bbox_aux_1: 0.1829 (0.1814) loss_bbox_aux_2: 0.1800 (0.1790) loss_bbox_aux_3: 0.1792 (0.1786) loss_bbox_aux_4: 0.1792 (0.1785) loss_bbox_dn_0: 0.2356 (0.2487) loss_bbox_dn_1: 0.1747 (0.1850) loss_bbox_dn_2: 0.1671 (0.1747) loss_bbox_dn_3: 0.1629 (0.1716) loss_bbox_dn_4: 0.1631 (0.1711) loss_bbox_dn_5: 0.1632 (0.1711) loss_bbox_dn_pre: 0.2446 (0.2542) loss_bbox_enc_0: 0.2207 (0.2310) loss_bbox_pre: 0.1936 (0.1928) loss_dfl: 0.9551 (0.9613) loss_fgl_aux_0: 0.9940 (0.9968) loss_fgl_aux_1: 0.9605 (0.9643) loss_fgl_aux_2: 0.9566 (0.9616) loss_fgl_aux_3: 0.9551 (0.9614) loss_fgl_aux_4: 0.9550 (0.9613) loss_fgl_dn_0: 1.0980 (1.0928) loss_fgl_dn_1: 0.9858 (0.9881) loss_fgl_dn_2: 0.9765 (0.9794) loss_fgl_dn_3: 0.9782 (0.9799) loss_fgl_dn_4: 0.9793 (0.9803) loss_fgl_dn_5: 0.9793 (0.9803) loss_giou: 0.5616 (0.5733) loss_giou_aux_0: 0.5850 (0.6000) loss_giou_aux_1: 0.5655 (0.5789) loss_giou_aux_2: 0.5610 (0.5741) loss_giou_aux_3: 0.5611 (0.5734) loss_giou_aux_4: 0.5620 (0.5733) loss_giou_dn_0: 0.5888 (0.5856) loss_giou_dn_1: 0.4709 (0.4743) loss_giou_dn_2: 0.4547 (0.4571) loss_giou_dn_3: 0.4524 (0.4528) loss_giou_dn_4: 0.4510 (0.4519) loss_giou_dn_5: 0.4510 (0.4519) loss_giou_dn_pre: 0.5856 (0.5848) loss_giou_enc_0: 0.6686 (0.6760) loss_giou_pre: 0.5832 (0.5982) loss_ddf_aux_0: 0.0600 (0.0581) loss_ddf_aux_1: 0.0081 (0.0079) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2563 (0.2582) loss_ddf_dn_1: 0.0343 (0.0325) loss_ddf_dn_2: 0.0067 (0.0065) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6584 (0.6746) loss_vfl_aux_0: 0.7278 (0.7469) loss_vfl_aux_1: 0.7128 (0.7216) loss_vfl_aux_2: 0.6891 (0.7025) loss_vfl_aux_3: 0.6627 (0.6847) loss_vfl_aux_4: 0.6560 (0.6766) loss_vfl_dn_0: 0.4938 (0.4926) loss_vfl_dn_1: 0.4323 (0.4301) loss_vfl_dn_2: 0.4200 (0.4152) loss_vfl_dn_3: 0.4106 (0.4060) loss_vfl_dn_4: 0.4099 (0.4029) loss_vfl_dn_5: 0.4094 (0.4023) loss_vfl_dn_pre: 0.4936 (0.4929) loss_vfl_enc_0: 0.7470 (0.7478) loss_vfl_pre: 0.7300 (0.7495) time: 0.7553 data: 0.0327 max mem: 9097 Epoch: [29] [ 600/3696] eta: 0:39:38 lr: 0.000013 loss: 32.0920 (32.0163) loss_bbox: 0.1759 (0.1794) loss_bbox_aux_0: 0.1911 (0.1934) loss_bbox_aux_1: 0.1792 (0.1824) loss_bbox_aux_2: 0.1768 (0.1799) loss_bbox_aux_3: 0.1759 (0.1795) loss_bbox_aux_4: 0.1760 (0.1794) loss_bbox_dn_0: 0.2378 (0.2503) loss_bbox_dn_1: 0.1747 (0.1864) loss_bbox_dn_2: 0.1693 (0.1761) loss_bbox_dn_3: 0.1662 (0.1730) loss_bbox_dn_4: 0.1659 (0.1725) loss_bbox_dn_5: 0.1659 (0.1725) loss_bbox_dn_pre: 0.2426 (0.2558) loss_bbox_enc_0: 0.2281 (0.2321) loss_bbox_pre: 0.1913 (0.1937) loss_dfl: 0.9582 (0.9605) loss_fgl_aux_0: 0.9954 (0.9960) loss_fgl_aux_1: 0.9593 (0.9634) loss_fgl_aux_2: 0.9576 (0.9607) loss_fgl_aux_3: 0.9576 (0.9606) loss_fgl_aux_4: 0.9581 (0.9605) loss_fgl_dn_0: 1.0916 (1.0930) loss_fgl_dn_1: 0.9857 (0.9879) loss_fgl_dn_2: 0.9764 (0.9790) loss_fgl_dn_3: 0.9782 (0.9796) loss_fgl_dn_4: 0.9796 (0.9800) loss_fgl_dn_5: 0.9796 (0.9800) loss_giou: 0.5742 (0.5733) loss_giou_aux_0: 0.5889 (0.6000) loss_giou_aux_1: 0.5747 (0.5789) loss_giou_aux_2: 0.5743 (0.5741) loss_giou_aux_3: 0.5725 (0.5734) loss_giou_aux_4: 0.5739 (0.5734) loss_giou_dn_0: 0.5846 (0.5851) loss_giou_dn_1: 0.4741 (0.4737) loss_giou_dn_2: 0.4582 (0.4565) loss_giou_dn_3: 0.4553 (0.4522) loss_giou_dn_4: 0.4534 (0.4513) loss_giou_dn_5: 0.4535 (0.4513) loss_giou_dn_pre: 0.5842 (0.5843) loss_giou_enc_0: 0.6534 (0.6759) loss_giou_pre: 0.5860 (0.5982) loss_ddf_aux_0: 0.0545 (0.0580) loss_ddf_aux_1: 0.0081 (0.0079) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2544 (0.2587) loss_ddf_dn_1: 0.0326 (0.0326) loss_ddf_dn_2: 0.0066 (0.0065) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6459 (0.6739) loss_vfl_aux_0: 0.7372 (0.7461) loss_vfl_aux_1: 0.7021 (0.7207) loss_vfl_aux_2: 0.6926 (0.7020) loss_vfl_aux_3: 0.6688 (0.6841) loss_vfl_aux_4: 0.6555 (0.6760) loss_vfl_dn_0: 0.4913 (0.4927) loss_vfl_dn_1: 0.4297 (0.4302) loss_vfl_dn_2: 0.4170 (0.4150) loss_vfl_dn_3: 0.4070 (0.4060) loss_vfl_dn_4: 0.4050 (0.4028) loss_vfl_dn_5: 0.4044 (0.4022) loss_vfl_dn_pre: 0.4915 (0.4930) loss_vfl_enc_0: 0.7380 (0.7475) loss_vfl_pre: 0.7389 (0.7487) time: 0.7505 data: 0.0344 max mem: 9097 Epoch: [29] [ 700/3696] eta: 0:38:07 lr: 0.000013 loss: 32.6293 (32.0315) loss_bbox: 0.1801 (0.1800) loss_bbox_aux_0: 0.2000 (0.1941) loss_bbox_aux_1: 0.1852 (0.1829) loss_bbox_aux_2: 0.1818 (0.1806) loss_bbox_aux_3: 0.1802 (0.1801) loss_bbox_aux_4: 0.1800 (0.1800) loss_bbox_dn_0: 0.2567 (0.2514) loss_bbox_dn_1: 0.1912 (0.1877) loss_bbox_dn_2: 0.1796 (0.1774) loss_bbox_dn_3: 0.1749 (0.1742) loss_bbox_dn_4: 0.1734 (0.1736) loss_bbox_dn_5: 0.1735 (0.1736) loss_bbox_dn_pre: 0.2760 (0.2570) loss_bbox_enc_0: 0.2429 (0.2327) loss_bbox_pre: 0.1992 (0.1944) loss_dfl: 0.9580 (0.9616) loss_fgl_aux_0: 0.9997 (0.9971) loss_fgl_aux_1: 0.9590 (0.9645) loss_fgl_aux_2: 0.9583 (0.9618) loss_fgl_aux_3: 0.9583 (0.9617) loss_fgl_aux_4: 0.9579 (0.9616) loss_fgl_dn_0: 1.0875 (1.0932) loss_fgl_dn_1: 0.9869 (0.9882) loss_fgl_dn_2: 0.9789 (0.9793) loss_fgl_dn_3: 0.9802 (0.9799) loss_fgl_dn_4: 0.9799 (0.9803) loss_fgl_dn_5: 0.9800 (0.9803) loss_giou: 0.5647 (0.5719) loss_giou_aux_0: 0.5958 (0.5985) loss_giou_aux_1: 0.5658 (0.5776) loss_giou_aux_2: 0.5629 (0.5727) loss_giou_aux_3: 0.5643 (0.5720) loss_giou_aux_4: 0.5647 (0.5720) loss_giou_dn_0: 0.5878 (0.5846) loss_giou_dn_1: 0.4897 (0.4736) loss_giou_dn_2: 0.4718 (0.4565) loss_giou_dn_3: 0.4667 (0.4521) loss_giou_dn_4: 0.4671 (0.4512) loss_giou_dn_5: 0.4669 (0.4512) loss_giou_dn_pre: 0.5875 (0.5839) loss_giou_enc_0: 0.6667 (0.6744) loss_giou_pre: 0.5917 (0.5967) loss_ddf_aux_0: 0.0563 (0.0580) loss_ddf_aux_1: 0.0080 (0.0079) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2478 (0.2580) loss_ddf_dn_1: 0.0309 (0.0324) loss_ddf_dn_2: 0.0058 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6877 (0.6742) loss_vfl_aux_0: 0.7809 (0.7472) loss_vfl_aux_1: 0.7400 (0.7210) loss_vfl_aux_2: 0.7272 (0.7022) loss_vfl_aux_3: 0.7022 (0.6845) loss_vfl_aux_4: 0.6995 (0.6765) loss_vfl_dn_0: 0.4951 (0.4929) loss_vfl_dn_1: 0.4333 (0.4303) loss_vfl_dn_2: 0.4218 (0.4152) loss_vfl_dn_3: 0.4112 (0.4062) loss_vfl_dn_4: 0.4080 (0.4030) loss_vfl_dn_5: 0.4075 (0.4024) loss_vfl_dn_pre: 0.4957 (0.4933) loss_vfl_enc_0: 0.7855 (0.7485) loss_vfl_pre: 0.7859 (0.7499) time: 0.7462 data: 0.0339 max mem: 9097 Epoch: [29] [ 800/3696] eta: 0:36:47 lr: 0.000013 loss: 32.2543 (32.0332) loss_bbox: 0.1762 (0.1801) loss_bbox_aux_0: 0.1811 (0.1942) loss_bbox_aux_1: 0.1781 (0.1830) loss_bbox_aux_2: 0.1770 (0.1807) loss_bbox_aux_3: 0.1760 (0.1802) loss_bbox_aux_4: 0.1763 (0.1801) loss_bbox_dn_0: 0.2323 (0.2513) loss_bbox_dn_1: 0.1757 (0.1876) loss_bbox_dn_2: 0.1685 (0.1773) loss_bbox_dn_3: 0.1670 (0.1742) loss_bbox_dn_4: 0.1669 (0.1736) loss_bbox_dn_5: 0.1670 (0.1736) loss_bbox_dn_pre: 0.2397 (0.2568) loss_bbox_enc_0: 0.2137 (0.2326) loss_bbox_pre: 0.1814 (0.1944) loss_dfl: 0.9600 (0.9618) loss_fgl_aux_0: 0.9979 (0.9973) loss_fgl_aux_1: 0.9618 (0.9647) loss_fgl_aux_2: 0.9618 (0.9620) loss_fgl_aux_3: 0.9599 (0.9618) loss_fgl_aux_4: 0.9597 (0.9618) loss_fgl_dn_0: 1.0949 (1.0932) loss_fgl_dn_1: 0.9946 (0.9882) loss_fgl_dn_2: 0.9833 (0.9793) loss_fgl_dn_3: 0.9857 (0.9800) loss_fgl_dn_4: 0.9858 (0.9804) loss_fgl_dn_5: 0.9859 (0.9804) loss_giou: 0.5403 (0.5714) loss_giou_aux_0: 0.5666 (0.5980) loss_giou_aux_1: 0.5429 (0.5771) loss_giou_aux_2: 0.5396 (0.5722) loss_giou_aux_3: 0.5395 (0.5715) loss_giou_aux_4: 0.5401 (0.5714) loss_giou_dn_0: 0.5809 (0.5841) loss_giou_dn_1: 0.4758 (0.4733) loss_giou_dn_2: 0.4538 (0.4563) loss_giou_dn_3: 0.4484 (0.4519) loss_giou_dn_4: 0.4469 (0.4510) loss_giou_dn_5: 0.4470 (0.4510) loss_giou_dn_pre: 0.5750 (0.5833) loss_giou_enc_0: 0.6441 (0.6740) loss_giou_pre: 0.5635 (0.5962) loss_ddf_aux_0: 0.0543 (0.0580) loss_ddf_aux_1: 0.0076 (0.0079) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2369 (0.2581) loss_ddf_dn_1: 0.0301 (0.0324) loss_ddf_dn_2: 0.0066 (0.0065) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6819 (0.6752) loss_vfl_aux_0: 0.7450 (0.7479) loss_vfl_aux_1: 0.7230 (0.7222) loss_vfl_aux_2: 0.7149 (0.7034) loss_vfl_aux_3: 0.6929 (0.6856) loss_vfl_aux_4: 0.6877 (0.6773) loss_vfl_dn_0: 0.4969 (0.4931) loss_vfl_dn_1: 0.4335 (0.4303) loss_vfl_dn_2: 0.4222 (0.4151) loss_vfl_dn_3: 0.4122 (0.4061) loss_vfl_dn_4: 0.4088 (0.4030) loss_vfl_dn_5: 0.4092 (0.4024) loss_vfl_dn_pre: 0.4972 (0.4934) loss_vfl_enc_0: 0.7655 (0.7493) loss_vfl_pre: 0.7554 (0.7505) time: 0.7591 data: 0.0286 max mem: 9097 Epoch: [29] [ 900/3696] eta: 0:35:23 lr: 0.000013 loss: 31.5587 (32.0203) loss_bbox: 0.1751 (0.1796) loss_bbox_aux_0: 0.1845 (0.1936) loss_bbox_aux_1: 0.1771 (0.1825) loss_bbox_aux_2: 0.1746 (0.1802) loss_bbox_aux_3: 0.1752 (0.1797) loss_bbox_aux_4: 0.1751 (0.1796) loss_bbox_dn_0: 0.2318 (0.2505) loss_bbox_dn_1: 0.1749 (0.1870) loss_bbox_dn_2: 0.1647 (0.1768) loss_bbox_dn_3: 0.1595 (0.1736) loss_bbox_dn_4: 0.1589 (0.1730) loss_bbox_dn_5: 0.1590 (0.1730) loss_bbox_dn_pre: 0.2350 (0.2560) loss_bbox_enc_0: 0.2272 (0.2318) loss_bbox_pre: 0.1844 (0.1938) loss_dfl: 0.9526 (0.9615) loss_fgl_aux_0: 0.9904 (0.9969) loss_fgl_aux_1: 0.9575 (0.9644) loss_fgl_aux_2: 0.9532 (0.9617) loss_fgl_aux_3: 0.9521 (0.9615) loss_fgl_aux_4: 0.9523 (0.9614) loss_fgl_dn_0: 1.0912 (1.0930) loss_fgl_dn_1: 0.9763 (0.9882) loss_fgl_dn_2: 0.9674 (0.9794) loss_fgl_dn_3: 0.9688 (0.9800) loss_fgl_dn_4: 0.9689 (0.9804) loss_fgl_dn_5: 0.9689 (0.9804) loss_giou: 0.5588 (0.5721) loss_giou_aux_0: 0.5878 (0.5985) loss_giou_aux_1: 0.5609 (0.5777) loss_giou_aux_2: 0.5581 (0.5729) loss_giou_aux_3: 0.5584 (0.5722) loss_giou_aux_4: 0.5585 (0.5721) loss_giou_dn_0: 0.5522 (0.5841) loss_giou_dn_1: 0.4319 (0.4734) loss_giou_dn_2: 0.4158 (0.4564) loss_giou_dn_3: 0.4086 (0.4520) loss_giou_dn_4: 0.4080 (0.4511) loss_giou_dn_5: 0.4079 (0.4511) loss_giou_dn_pre: 0.5502 (0.5833) loss_giou_enc_0: 0.6653 (0.6747) loss_giou_pre: 0.5855 (0.5968) loss_ddf_aux_0: 0.0526 (0.0576) loss_ddf_aux_1: 0.0071 (0.0078) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2555 (0.2576) loss_ddf_dn_1: 0.0331 (0.0325) loss_ddf_dn_2: 0.0074 (0.0066) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6696 (0.6745) loss_vfl_aux_0: 0.7324 (0.7474) loss_vfl_aux_1: 0.7048 (0.7213) loss_vfl_aux_2: 0.6967 (0.7030) loss_vfl_aux_3: 0.6786 (0.6850) loss_vfl_aux_4: 0.6645 (0.6766) loss_vfl_dn_0: 0.4908 (0.4928) loss_vfl_dn_1: 0.4230 (0.4300) loss_vfl_dn_2: 0.4073 (0.4148) loss_vfl_dn_3: 0.3959 (0.4058) loss_vfl_dn_4: 0.3929 (0.4027) loss_vfl_dn_5: 0.3932 (0.4021) loss_vfl_dn_pre: 0.4921 (0.4932) loss_vfl_enc_0: 0.7375 (0.7483) loss_vfl_pre: 0.7378 (0.7499) time: 0.7465 data: 0.0325 max mem: 9097 Epoch: [29] [1000/3696] eta: 0:34:05 lr: 0.000013 loss: 31.1382 (32.0161) loss_bbox: 0.1824 (0.1794) loss_bbox_aux_0: 0.1935 (0.1932) loss_bbox_aux_1: 0.1852 (0.1822) loss_bbox_aux_2: 0.1831 (0.1799) loss_bbox_aux_3: 0.1821 (0.1795) loss_bbox_aux_4: 0.1824 (0.1794) loss_bbox_dn_0: 0.2320 (0.2496) loss_bbox_dn_1: 0.1754 (0.1863) loss_bbox_dn_2: 0.1614 (0.1761) loss_bbox_dn_3: 0.1562 (0.1729) loss_bbox_dn_4: 0.1550 (0.1724) loss_bbox_dn_5: 0.1550 (0.1724) loss_bbox_dn_pre: 0.2377 (0.2551) loss_bbox_enc_0: 0.2260 (0.2311) loss_bbox_pre: 0.1927 (0.1934) loss_dfl: 0.9527 (0.9614) loss_fgl_aux_0: 0.9893 (0.9966) loss_fgl_aux_1: 0.9563 (0.9643) loss_fgl_aux_2: 0.9521 (0.9616) loss_fgl_aux_3: 0.9533 (0.9614) loss_fgl_aux_4: 0.9527 (0.9614) loss_fgl_dn_0: 1.0930 (1.0928) loss_fgl_dn_1: 0.9932 (0.9884) loss_fgl_dn_2: 0.9829 (0.9795) loss_fgl_dn_3: 0.9852 (0.9802) loss_fgl_dn_4: 0.9850 (0.9806) loss_fgl_dn_5: 0.9850 (0.9806) loss_giou: 0.5638 (0.5732) loss_giou_aux_0: 0.5749 (0.5996) loss_giou_aux_1: 0.5602 (0.5788) loss_giou_aux_2: 0.5616 (0.5740) loss_giou_aux_3: 0.5630 (0.5733) loss_giou_aux_4: 0.5635 (0.5732) loss_giou_dn_0: 0.5727 (0.5844) loss_giou_dn_1: 0.4655 (0.4737) loss_giou_dn_2: 0.4426 (0.4567) loss_giou_dn_3: 0.4411 (0.4523) loss_giou_dn_4: 0.4403 (0.4515) loss_giou_dn_5: 0.4403 (0.4515) loss_giou_dn_pre: 0.5700 (0.5836) loss_giou_enc_0: 0.6386 (0.6758) loss_giou_pre: 0.5734 (0.5978) loss_ddf_aux_0: 0.0526 (0.0573) loss_ddf_aux_1: 0.0069 (0.0078) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2394 (0.2575) loss_ddf_dn_1: 0.0301 (0.0325) loss_ddf_dn_2: 0.0058 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6589 (0.6736) loss_vfl_aux_0: 0.7154 (0.7468) loss_vfl_aux_1: 0.7070 (0.7210) loss_vfl_aux_2: 0.6867 (0.7025) loss_vfl_aux_3: 0.6666 (0.6842) loss_vfl_aux_4: 0.6534 (0.6755) loss_vfl_dn_0: 0.4863 (0.4926) loss_vfl_dn_1: 0.4191 (0.4299) loss_vfl_dn_2: 0.3997 (0.4146) loss_vfl_dn_3: 0.3957 (0.4057) loss_vfl_dn_4: 0.3928 (0.4026) loss_vfl_dn_5: 0.3928 (0.4020) loss_vfl_dn_pre: 0.4868 (0.4930) loss_vfl_enc_0: 0.7469 (0.7472) loss_vfl_pre: 0.7239 (0.7493) time: 0.7534 data: 0.0270 max mem: 9097 Epoch: [29] [1100/3696] eta: 0:32:48 lr: 0.000013 loss: 31.5712 (32.0290) loss_bbox: 0.1766 (0.1793) loss_bbox_aux_0: 0.1961 (0.1930) loss_bbox_aux_1: 0.1761 (0.1822) loss_bbox_aux_2: 0.1762 (0.1799) loss_bbox_aux_3: 0.1765 (0.1794) loss_bbox_aux_4: 0.1766 (0.1793) loss_bbox_dn_0: 0.2554 (0.2493) loss_bbox_dn_1: 0.1830 (0.1863) loss_bbox_dn_2: 0.1671 (0.1760) loss_bbox_dn_3: 0.1640 (0.1728) loss_bbox_dn_4: 0.1634 (0.1723) loss_bbox_dn_5: 0.1633 (0.1723) loss_bbox_dn_pre: 0.2575 (0.2549) loss_bbox_enc_0: 0.2376 (0.2308) loss_bbox_pre: 0.1969 (0.1933) loss_dfl: 0.9563 (0.9621) loss_fgl_aux_0: 1.0065 (0.9972) loss_fgl_aux_1: 0.9631 (0.9650) loss_fgl_aux_2: 0.9596 (0.9623) loss_fgl_aux_3: 0.9570 (0.9621) loss_fgl_aux_4: 0.9569 (0.9621) loss_fgl_dn_0: 1.0936 (1.0930) loss_fgl_dn_1: 0.9874 (0.9888) loss_fgl_dn_2: 0.9797 (0.9799) loss_fgl_dn_3: 0.9808 (0.9806) loss_fgl_dn_4: 0.9814 (0.9810) loss_fgl_dn_5: 0.9814 (0.9810) loss_giou: 0.5245 (0.5731) loss_giou_aux_0: 0.5515 (0.5993) loss_giou_aux_1: 0.5276 (0.5786) loss_giou_aux_2: 0.5234 (0.5739) loss_giou_aux_3: 0.5247 (0.5732) loss_giou_aux_4: 0.5244 (0.5731) loss_giou_dn_0: 0.5649 (0.5845) loss_giou_dn_1: 0.4540 (0.4739) loss_giou_dn_2: 0.4379 (0.4569) loss_giou_dn_3: 0.4320 (0.4524) loss_giou_dn_4: 0.4311 (0.4516) loss_giou_dn_5: 0.4313 (0.4516) loss_giou_dn_pre: 0.5665 (0.5837) loss_giou_enc_0: 0.6432 (0.6755) loss_giou_pre: 0.5507 (0.5976) loss_ddf_aux_0: 0.0584 (0.0573) loss_ddf_aux_1: 0.0080 (0.0078) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2647 (0.2578) loss_ddf_dn_1: 0.0363 (0.0327) loss_ddf_dn_2: 0.0072 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6895 (0.6746) loss_vfl_aux_0: 0.7496 (0.7474) loss_vfl_aux_1: 0.7491 (0.7224) loss_vfl_aux_2: 0.7173 (0.7038) loss_vfl_aux_3: 0.6949 (0.6855) loss_vfl_aux_4: 0.6838 (0.6764) loss_vfl_dn_0: 0.4934 (0.4927) loss_vfl_dn_1: 0.4292 (0.4301) loss_vfl_dn_2: 0.4116 (0.4148) loss_vfl_dn_3: 0.4033 (0.4060) loss_vfl_dn_4: 0.3972 (0.4028) loss_vfl_dn_5: 0.3968 (0.4022) loss_vfl_dn_pre: 0.4946 (0.4932) loss_vfl_enc_0: 0.7453 (0.7472) loss_vfl_pre: 0.7538 (0.7500) time: 0.7531 data: 0.0293 max mem: 9097 Epoch: [29] [1200/3696] eta: 0:31:31 lr: 0.000013 loss: 32.6181 (32.0358) loss_bbox: 0.1684 (0.1794) loss_bbox_aux_0: 0.1826 (0.1930) loss_bbox_aux_1: 0.1698 (0.1822) loss_bbox_aux_2: 0.1681 (0.1799) loss_bbox_aux_3: 0.1683 (0.1795) loss_bbox_aux_4: 0.1683 (0.1794) loss_bbox_dn_0: 0.2730 (0.2497) loss_bbox_dn_1: 0.1978 (0.1866) loss_bbox_dn_2: 0.1898 (0.1763) loss_bbox_dn_3: 0.1891 (0.1732) loss_bbox_dn_4: 0.1890 (0.1726) loss_bbox_dn_5: 0.1889 (0.1726) loss_bbox_dn_pre: 0.2775 (0.2553) loss_bbox_enc_0: 0.2228 (0.2308) loss_bbox_pre: 0.1814 (0.1933) loss_dfl: 0.9495 (0.9621) loss_fgl_aux_0: 1.0029 (0.9971) loss_fgl_aux_1: 0.9534 (0.9650) loss_fgl_aux_2: 0.9501 (0.9623) loss_fgl_aux_3: 0.9497 (0.9621) loss_fgl_aux_4: 0.9496 (0.9621) loss_fgl_dn_0: 1.0899 (1.0930) loss_fgl_dn_1: 0.9875 (0.9889) loss_fgl_dn_2: 0.9820 (0.9801) loss_fgl_dn_3: 0.9838 (0.9807) loss_fgl_dn_4: 0.9838 (0.9811) loss_fgl_dn_5: 0.9838 (0.9811) loss_giou: 0.5672 (0.5732) loss_giou_aux_0: 0.5957 (0.5995) loss_giou_aux_1: 0.5757 (0.5787) loss_giou_aux_2: 0.5685 (0.5740) loss_giou_aux_3: 0.5670 (0.5733) loss_giou_aux_4: 0.5673 (0.5732) loss_giou_dn_0: 0.6036 (0.5849) loss_giou_dn_1: 0.5003 (0.4741) loss_giou_dn_2: 0.4821 (0.4572) loss_giou_dn_3: 0.4764 (0.4527) loss_giou_dn_4: 0.4768 (0.4519) loss_giou_dn_5: 0.4768 (0.4519) loss_giou_dn_pre: 0.6045 (0.5841) loss_giou_enc_0: 0.6821 (0.6758) loss_giou_pre: 0.5949 (0.5977) loss_ddf_aux_0: 0.0552 (0.0573) loss_ddf_aux_1: 0.0081 (0.0077) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2522 (0.2577) loss_ddf_dn_1: 0.0335 (0.0328) loss_ddf_dn_2: 0.0066 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6776 (0.6744) loss_vfl_aux_0: 0.7912 (0.7477) loss_vfl_aux_1: 0.7381 (0.7227) loss_vfl_aux_2: 0.6986 (0.7035) loss_vfl_aux_3: 0.6862 (0.6855) loss_vfl_aux_4: 0.6756 (0.6763) loss_vfl_dn_0: 0.4934 (0.4927) loss_vfl_dn_1: 0.4315 (0.4301) loss_vfl_dn_2: 0.4253 (0.4148) loss_vfl_dn_3: 0.4116 (0.4060) loss_vfl_dn_4: 0.4074 (0.4028) loss_vfl_dn_5: 0.4070 (0.4022) loss_vfl_dn_pre: 0.4932 (0.4931) loss_vfl_enc_0: 0.7545 (0.7471) loss_vfl_pre: 0.7928 (0.7502) time: 0.7399 data: 0.0265 max mem: 9097 Epoch: [29] [1300/3696] eta: 0:30:15 lr: 0.000013 loss: 32.0788 (32.0292) loss_bbox: 0.1874 (0.1795) loss_bbox_aux_0: 0.2008 (0.1931) loss_bbox_aux_1: 0.1888 (0.1823) loss_bbox_aux_2: 0.1860 (0.1800) loss_bbox_aux_3: 0.1870 (0.1796) loss_bbox_aux_4: 0.1874 (0.1795) loss_bbox_dn_0: 0.2581 (0.2502) loss_bbox_dn_1: 0.1940 (0.1871) loss_bbox_dn_2: 0.1837 (0.1767) loss_bbox_dn_3: 0.1814 (0.1736) loss_bbox_dn_4: 0.1805 (0.1730) loss_bbox_dn_5: 0.1805 (0.1730) loss_bbox_dn_pre: 0.2667 (0.2558) loss_bbox_enc_0: 0.2371 (0.2309) loss_bbox_pre: 0.2010 (0.1934) loss_dfl: 0.9492 (0.9618) loss_fgl_aux_0: 0.9793 (0.9968) loss_fgl_aux_1: 0.9536 (0.9647) loss_fgl_aux_2: 0.9492 (0.9619) loss_fgl_aux_3: 0.9490 (0.9618) loss_fgl_aux_4: 0.9495 (0.9618) loss_fgl_dn_0: 1.0847 (1.0927) loss_fgl_dn_1: 0.9784 (0.9885) loss_fgl_dn_2: 0.9671 (0.9796) loss_fgl_dn_3: 0.9682 (0.9802) loss_fgl_dn_4: 0.9687 (0.9806) loss_fgl_dn_5: 0.9685 (0.9806) loss_giou: 0.5302 (0.5728) loss_giou_aux_0: 0.5515 (0.5990) loss_giou_aux_1: 0.5349 (0.5784) loss_giou_aux_2: 0.5302 (0.5737) loss_giou_aux_3: 0.5298 (0.5729) loss_giou_aux_4: 0.5298 (0.5729) loss_giou_dn_0: 0.5688 (0.5848) loss_giou_dn_1: 0.4588 (0.4740) loss_giou_dn_2: 0.4422 (0.4569) loss_giou_dn_3: 0.4355 (0.4525) loss_giou_dn_4: 0.4348 (0.4517) loss_giou_dn_5: 0.4347 (0.4516) loss_giou_dn_pre: 0.5676 (0.5840) loss_giou_enc_0: 0.6187 (0.6754) loss_giou_pre: 0.5500 (0.5973) loss_ddf_aux_0: 0.0542 (0.0571) loss_ddf_aux_1: 0.0077 (0.0077) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2660 (0.2578) loss_ddf_dn_1: 0.0350 (0.0329) loss_ddf_dn_2: 0.0076 (0.0066) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6843 (0.6744) loss_vfl_aux_0: 0.7452 (0.7474) loss_vfl_aux_1: 0.7260 (0.7224) loss_vfl_aux_2: 0.7078 (0.7037) loss_vfl_aux_3: 0.6907 (0.6857) loss_vfl_aux_4: 0.6877 (0.6762) loss_vfl_dn_0: 0.4946 (0.4927) loss_vfl_dn_1: 0.4299 (0.4300) loss_vfl_dn_2: 0.4158 (0.4147) loss_vfl_dn_3: 0.4064 (0.4059) loss_vfl_dn_4: 0.4064 (0.4027) loss_vfl_dn_5: 0.4060 (0.4021) loss_vfl_dn_pre: 0.4943 (0.4931) loss_vfl_enc_0: 0.7617 (0.7470) loss_vfl_pre: 0.7465 (0.7499) time: 0.7365 data: 0.0286 max mem: 9097 Epoch: [29] [1400/3696] eta: 0:29:04 lr: 0.000013 loss: 31.8690 (32.0226) loss_bbox: 0.1758 (0.1791) loss_bbox_aux_0: 0.1858 (0.1927) loss_bbox_aux_1: 0.1774 (0.1819) loss_bbox_aux_2: 0.1760 (0.1796) loss_bbox_aux_3: 0.1754 (0.1792) loss_bbox_aux_4: 0.1757 (0.1791) loss_bbox_dn_0: 0.2501 (0.2498) loss_bbox_dn_1: 0.1824 (0.1868) loss_bbox_dn_2: 0.1745 (0.1764) loss_bbox_dn_3: 0.1699 (0.1732) loss_bbox_dn_4: 0.1703 (0.1726) loss_bbox_dn_5: 0.1703 (0.1726) loss_bbox_dn_pre: 0.2542 (0.2554) loss_bbox_enc_0: 0.2199 (0.2303) loss_bbox_pre: 0.1874 (0.1930) loss_dfl: 0.9601 (0.9622) loss_fgl_aux_0: 1.0019 (0.9971) loss_fgl_aux_1: 0.9634 (0.9651) loss_fgl_aux_2: 0.9607 (0.9624) loss_fgl_aux_3: 0.9605 (0.9623) loss_fgl_aux_4: 0.9600 (0.9622) loss_fgl_dn_0: 1.0870 (1.0927) loss_fgl_dn_1: 0.9812 (0.9887) loss_fgl_dn_2: 0.9762 (0.9798) loss_fgl_dn_3: 0.9777 (0.9805) loss_fgl_dn_4: 0.9785 (0.9809) loss_fgl_dn_5: 0.9786 (0.9809) loss_giou: 0.5512 (0.5729) loss_giou_aux_0: 0.5723 (0.5990) loss_giou_aux_1: 0.5546 (0.5784) loss_giou_aux_2: 0.5505 (0.5737) loss_giou_aux_3: 0.5507 (0.5730) loss_giou_aux_4: 0.5506 (0.5729) loss_giou_dn_0: 0.5779 (0.5848) loss_giou_dn_1: 0.4710 (0.4741) loss_giou_dn_2: 0.4527 (0.4571) loss_giou_dn_3: 0.4478 (0.4527) loss_giou_dn_4: 0.4470 (0.4518) loss_giou_dn_5: 0.4470 (0.4518) loss_giou_dn_pre: 0.5784 (0.5840) loss_giou_enc_0: 0.6615 (0.6754) loss_giou_pre: 0.5713 (0.5973) loss_ddf_aux_0: 0.0571 (0.0569) loss_ddf_aux_1: 0.0076 (0.0077) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2423 (0.2570) loss_ddf_dn_1: 0.0326 (0.0328) loss_ddf_dn_2: 0.0075 (0.0066) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6728 (0.6740) loss_vfl_aux_0: 0.7473 (0.7466) loss_vfl_aux_1: 0.7206 (0.7220) loss_vfl_aux_2: 0.7105 (0.7032) loss_vfl_aux_3: 0.6932 (0.6853) loss_vfl_aux_4: 0.6855 (0.6758) loss_vfl_dn_0: 0.4858 (0.4926) loss_vfl_dn_1: 0.4311 (0.4300) loss_vfl_dn_2: 0.4115 (0.4146) loss_vfl_dn_3: 0.4034 (0.4058) loss_vfl_dn_4: 0.3993 (0.4026) loss_vfl_dn_5: 0.3976 (0.4020) loss_vfl_dn_pre: 0.4872 (0.4931) loss_vfl_enc_0: 0.7444 (0.7465) loss_vfl_pre: 0.7495 (0.7491) time: 0.7746 data: 0.0301 max mem: 9097 Epoch: [29] [1500/3696] eta: 0:27:46 lr: 0.000013 loss: 31.2305 (32.0191) loss_bbox: 0.1726 (0.1796) loss_bbox_aux_0: 0.1874 (0.1931) loss_bbox_aux_1: 0.1759 (0.1824) loss_bbox_aux_2: 0.1724 (0.1801) loss_bbox_aux_3: 0.1726 (0.1797) loss_bbox_aux_4: 0.1727 (0.1796) loss_bbox_dn_0: 0.2352 (0.2503) loss_bbox_dn_1: 0.1768 (0.1871) loss_bbox_dn_2: 0.1691 (0.1767) loss_bbox_dn_3: 0.1658 (0.1736) loss_bbox_dn_4: 0.1646 (0.1730) loss_bbox_dn_5: 0.1644 (0.1730) loss_bbox_dn_pre: 0.2446 (0.2559) loss_bbox_enc_0: 0.2219 (0.2308) loss_bbox_pre: 0.1869 (0.1934) loss_dfl: 0.9526 (0.9623) loss_fgl_aux_0: 0.9890 (0.9970) loss_fgl_aux_1: 0.9571 (0.9651) loss_fgl_aux_2: 0.9532 (0.9624) loss_fgl_aux_3: 0.9531 (0.9623) loss_fgl_aux_4: 0.9526 (0.9622) loss_fgl_dn_0: 1.0885 (1.0927) loss_fgl_dn_1: 0.9890 (0.9885) loss_fgl_dn_2: 0.9808 (0.9796) loss_fgl_dn_3: 0.9820 (0.9803) loss_fgl_dn_4: 0.9827 (0.9807) loss_fgl_dn_5: 0.9827 (0.9807) loss_giou: 0.5318 (0.5723) loss_giou_aux_0: 0.5616 (0.5984) loss_giou_aux_1: 0.5369 (0.5778) loss_giou_aux_2: 0.5321 (0.5731) loss_giou_aux_3: 0.5314 (0.5724) loss_giou_aux_4: 0.5317 (0.5723) loss_giou_dn_0: 0.5485 (0.5844) loss_giou_dn_1: 0.4439 (0.4737) loss_giou_dn_2: 0.4242 (0.4567) loss_giou_dn_3: 0.4245 (0.4522) loss_giou_dn_4: 0.4221 (0.4514) loss_giou_dn_5: 0.4219 (0.4514) loss_giou_dn_pre: 0.5475 (0.5836) loss_giou_enc_0: 0.6440 (0.6748) loss_giou_pre: 0.5612 (0.5967) loss_ddf_aux_0: 0.0491 (0.0568) loss_ddf_aux_1: 0.0066 (0.0077) loss_ddf_aux_2: 0.0011 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2494 (0.2566) loss_ddf_dn_1: 0.0286 (0.0327) loss_ddf_dn_2: 0.0060 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6519 (0.6741) loss_vfl_aux_0: 0.7354 (0.7467) loss_vfl_aux_1: 0.7237 (0.7222) loss_vfl_aux_2: 0.6868 (0.7032) loss_vfl_aux_3: 0.6583 (0.6853) loss_vfl_aux_4: 0.6524 (0.6759) loss_vfl_dn_0: 0.4908 (0.4925) loss_vfl_dn_1: 0.4232 (0.4298) loss_vfl_dn_2: 0.4071 (0.4144) loss_vfl_dn_3: 0.3978 (0.4056) loss_vfl_dn_4: 0.3917 (0.4024) loss_vfl_dn_5: 0.3912 (0.4018) loss_vfl_dn_pre: 0.4913 (0.4930) loss_vfl_enc_0: 0.7389 (0.7468) loss_vfl_pre: 0.7328 (0.7492) time: 0.7466 data: 0.0311 max mem: 9097 Epoch: [29] [1600/3696] eta: 0:26:30 lr: 0.000013 loss: 31.9474 (32.0127) loss_bbox: 0.1817 (0.1797) loss_bbox_aux_0: 0.1896 (0.1933) loss_bbox_aux_1: 0.1827 (0.1826) loss_bbox_aux_2: 0.1825 (0.1803) loss_bbox_aux_3: 0.1819 (0.1798) loss_bbox_aux_4: 0.1818 (0.1797) loss_bbox_dn_0: 0.2403 (0.2507) loss_bbox_dn_1: 0.1785 (0.1874) loss_bbox_dn_2: 0.1673 (0.1770) loss_bbox_dn_3: 0.1680 (0.1739) loss_bbox_dn_4: 0.1689 (0.1733) loss_bbox_dn_5: 0.1690 (0.1733) loss_bbox_dn_pre: 0.2458 (0.2563) loss_bbox_enc_0: 0.2266 (0.2311) loss_bbox_pre: 0.1908 (0.1936) loss_dfl: 0.9629 (0.9627) loss_fgl_aux_0: 1.0012 (0.9974) loss_fgl_aux_1: 0.9674 (0.9656) loss_fgl_aux_2: 0.9619 (0.9629) loss_fgl_aux_3: 0.9630 (0.9627) loss_fgl_aux_4: 0.9629 (0.9627) loss_fgl_dn_0: 1.0894 (1.0928) loss_fgl_dn_1: 0.9866 (0.9885) loss_fgl_dn_2: 0.9774 (0.9796) loss_fgl_dn_3: 0.9796 (0.9803) loss_fgl_dn_4: 0.9800 (0.9807) loss_fgl_dn_5: 0.9800 (0.9807) loss_giou: 0.5511 (0.5709) loss_giou_aux_0: 0.5816 (0.5969) loss_giou_aux_1: 0.5560 (0.5764) loss_giou_aux_2: 0.5528 (0.5717) loss_giou_aux_3: 0.5517 (0.5710) loss_giou_aux_4: 0.5512 (0.5709) loss_giou_dn_0: 0.5848 (0.5835) loss_giou_dn_1: 0.4721 (0.4729) loss_giou_dn_2: 0.4548 (0.4558) loss_giou_dn_3: 0.4496 (0.4514) loss_giou_dn_4: 0.4491 (0.4506) loss_giou_dn_5: 0.4491 (0.4506) loss_giou_dn_pre: 0.5847 (0.5827) loss_giou_enc_0: 0.6599 (0.6734) loss_giou_pre: 0.5826 (0.5952) loss_ddf_aux_0: 0.0538 (0.0567) loss_ddf_aux_1: 0.0072 (0.0077) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2356 (0.2564) loss_ddf_dn_1: 0.0296 (0.0326) loss_ddf_dn_2: 0.0061 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6783 (0.6745) loss_vfl_aux_0: 0.7626 (0.7474) loss_vfl_aux_1: 0.7370 (0.7230) loss_vfl_aux_2: 0.7053 (0.7037) loss_vfl_aux_3: 0.6949 (0.6859) loss_vfl_aux_4: 0.6852 (0.6762) loss_vfl_dn_0: 0.4922 (0.4926) loss_vfl_dn_1: 0.4272 (0.4298) loss_vfl_dn_2: 0.4091 (0.4144) loss_vfl_dn_3: 0.3991 (0.4055) loss_vfl_dn_4: 0.3964 (0.4023) loss_vfl_dn_5: 0.3945 (0.4018) loss_vfl_dn_pre: 0.4930 (0.4931) loss_vfl_enc_0: 0.7460 (0.7476) loss_vfl_pre: 0.7594 (0.7499) time: 0.7520 data: 0.0294 max mem: 9097 Epoch: [29] [1700/3696] eta: 0:25:13 lr: 0.000013 loss: 32.3002 (32.0136) loss_bbox: 0.1824 (0.1797) loss_bbox_aux_0: 0.1996 (0.1934) loss_bbox_aux_1: 0.1874 (0.1826) loss_bbox_aux_2: 0.1823 (0.1803) loss_bbox_aux_3: 0.1822 (0.1798) loss_bbox_aux_4: 0.1825 (0.1798) loss_bbox_dn_0: 0.2480 (0.2508) loss_bbox_dn_1: 0.1877 (0.1875) loss_bbox_dn_2: 0.1782 (0.1771) loss_bbox_dn_3: 0.1741 (0.1740) loss_bbox_dn_4: 0.1735 (0.1734) loss_bbox_dn_5: 0.1736 (0.1734) loss_bbox_dn_pre: 0.2544 (0.2565) loss_bbox_enc_0: 0.2384 (0.2312) loss_bbox_pre: 0.1991 (0.1936) loss_dfl: 0.9562 (0.9626) loss_fgl_aux_0: 0.9954 (0.9975) loss_fgl_aux_1: 0.9594 (0.9656) loss_fgl_aux_2: 0.9550 (0.9628) loss_fgl_aux_3: 0.9556 (0.9627) loss_fgl_aux_4: 0.9556 (0.9626) loss_fgl_dn_0: 1.0931 (1.0927) loss_fgl_dn_1: 0.9778 (0.9885) loss_fgl_dn_2: 0.9706 (0.9796) loss_fgl_dn_3: 0.9726 (0.9803) loss_fgl_dn_4: 0.9731 (0.9807) loss_fgl_dn_5: 0.9731 (0.9807) loss_giou: 0.5336 (0.5708) loss_giou_aux_0: 0.5656 (0.5968) loss_giou_aux_1: 0.5358 (0.5763) loss_giou_aux_2: 0.5332 (0.5716) loss_giou_aux_3: 0.5343 (0.5709) loss_giou_aux_4: 0.5334 (0.5708) loss_giou_dn_0: 0.5700 (0.5835) loss_giou_dn_1: 0.4689 (0.4728) loss_giou_dn_2: 0.4536 (0.4558) loss_giou_dn_3: 0.4508 (0.4514) loss_giou_dn_4: 0.4506 (0.4505) loss_giou_dn_5: 0.4506 (0.4505) loss_giou_dn_pre: 0.5676 (0.5826) loss_giou_enc_0: 0.6417 (0.6734) loss_giou_pre: 0.5641 (0.5952) loss_ddf_aux_0: 0.0595 (0.0567) loss_ddf_aux_1: 0.0080 (0.0077) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2576 (0.2563) loss_ddf_dn_1: 0.0321 (0.0326) loss_ddf_dn_2: 0.0061 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7085 (0.6745) loss_vfl_aux_0: 0.7727 (0.7477) loss_vfl_aux_1: 0.7628 (0.7233) loss_vfl_aux_2: 0.7386 (0.7037) loss_vfl_aux_3: 0.7217 (0.6861) loss_vfl_aux_4: 0.7019 (0.6763) loss_vfl_dn_0: 0.4936 (0.4926) loss_vfl_dn_1: 0.4241 (0.4297) loss_vfl_dn_2: 0.4108 (0.4143) loss_vfl_dn_3: 0.4014 (0.4055) loss_vfl_dn_4: 0.3996 (0.4022) loss_vfl_dn_5: 0.3976 (0.4017) loss_vfl_dn_pre: 0.4948 (0.4931) loss_vfl_enc_0: 0.7759 (0.7480) loss_vfl_pre: 0.7774 (0.7502) time: 0.7528 data: 0.0319 max mem: 9097 Epoch: [29] [1800/3696] eta: 0:23:55 lr: 0.000013 loss: 32.0513 (32.0168) loss_bbox: 0.1822 (0.1797) loss_bbox_aux_0: 0.1919 (0.1933) loss_bbox_aux_1: 0.1855 (0.1826) loss_bbox_aux_2: 0.1838 (0.1802) loss_bbox_aux_3: 0.1826 (0.1798) loss_bbox_aux_4: 0.1825 (0.1797) loss_bbox_dn_0: 0.2395 (0.2506) loss_bbox_dn_1: 0.1811 (0.1873) loss_bbox_dn_2: 0.1718 (0.1770) loss_bbox_dn_3: 0.1720 (0.1738) loss_bbox_dn_4: 0.1720 (0.1732) loss_bbox_dn_5: 0.1720 (0.1732) loss_bbox_dn_pre: 0.2422 (0.2562) loss_bbox_enc_0: 0.2292 (0.2310) loss_bbox_pre: 0.1915 (0.1936) loss_dfl: 0.9537 (0.9625) loss_fgl_aux_0: 0.9858 (0.9972) loss_fgl_aux_1: 0.9546 (0.9654) loss_fgl_aux_2: 0.9537 (0.9627) loss_fgl_aux_3: 0.9541 (0.9625) loss_fgl_aux_4: 0.9538 (0.9625) loss_fgl_dn_0: 1.0951 (1.0929) loss_fgl_dn_1: 0.9957 (0.9886) loss_fgl_dn_2: 0.9868 (0.9797) loss_fgl_dn_3: 0.9889 (0.9804) loss_fgl_dn_4: 0.9896 (0.9808) loss_fgl_dn_5: 0.9897 (0.9808) loss_giou: 0.5854 (0.5713) loss_giou_aux_0: 0.6081 (0.5972) loss_giou_aux_1: 0.5867 (0.5768) loss_giou_aux_2: 0.5854 (0.5721) loss_giou_aux_3: 0.5844 (0.5713) loss_giou_aux_4: 0.5851 (0.5713) loss_giou_dn_0: 0.5864 (0.5835) loss_giou_dn_1: 0.4738 (0.4728) loss_giou_dn_2: 0.4519 (0.4558) loss_giou_dn_3: 0.4440 (0.4514) loss_giou_dn_4: 0.4421 (0.4506) loss_giou_dn_5: 0.4421 (0.4505) loss_giou_dn_pre: 0.5862 (0.5827) loss_giou_enc_0: 0.6792 (0.6737) loss_giou_pre: 0.6058 (0.5956) loss_ddf_aux_0: 0.0526 (0.0566) loss_ddf_aux_1: 0.0069 (0.0076) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2382 (0.2561) loss_ddf_dn_1: 0.0281 (0.0326) loss_ddf_dn_2: 0.0060 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6514 (0.6748) loss_vfl_aux_0: 0.7458 (0.7478) loss_vfl_aux_1: 0.7014 (0.7234) loss_vfl_aux_2: 0.6845 (0.7039) loss_vfl_aux_3: 0.6620 (0.6863) loss_vfl_aux_4: 0.6584 (0.6766) loss_vfl_dn_0: 0.4947 (0.4928) loss_vfl_dn_1: 0.4279 (0.4298) loss_vfl_dn_2: 0.4138 (0.4144) loss_vfl_dn_3: 0.4036 (0.4056) loss_vfl_dn_4: 0.4006 (0.4024) loss_vfl_dn_5: 0.3984 (0.4018) loss_vfl_dn_pre: 0.4940 (0.4932) loss_vfl_enc_0: 0.7401 (0.7479) loss_vfl_pre: 0.7446 (0.7502) time: 0.7493 data: 0.0297 max mem: 9097 Epoch: [29] [1900/3696] eta: 0:22:42 lr: 0.000013 loss: 32.2089 (32.0223) loss_bbox: 0.1684 (0.1798) loss_bbox_aux_0: 0.1800 (0.1933) loss_bbox_aux_1: 0.1699 (0.1826) loss_bbox_aux_2: 0.1691 (0.1803) loss_bbox_aux_3: 0.1684 (0.1799) loss_bbox_aux_4: 0.1685 (0.1798) loss_bbox_dn_0: 0.2421 (0.2505) loss_bbox_dn_1: 0.1806 (0.1873) loss_bbox_dn_2: 0.1727 (0.1769) loss_bbox_dn_3: 0.1686 (0.1737) loss_bbox_dn_4: 0.1683 (0.1732) loss_bbox_dn_5: 0.1683 (0.1732) loss_bbox_dn_pre: 0.2509 (0.2561) loss_bbox_enc_0: 0.2216 (0.2309) loss_bbox_pre: 0.1802 (0.1936) loss_dfl: 0.9672 (0.9625) loss_fgl_aux_0: 1.0067 (0.9972) loss_fgl_aux_1: 0.9695 (0.9654) loss_fgl_aux_2: 0.9692 (0.9627) loss_fgl_aux_3: 0.9674 (0.9626) loss_fgl_aux_4: 0.9673 (0.9625) loss_fgl_dn_0: 1.0885 (1.0928) loss_fgl_dn_1: 0.9917 (0.9887) loss_fgl_dn_2: 0.9866 (0.9798) loss_fgl_dn_3: 0.9860 (0.9805) loss_fgl_dn_4: 0.9859 (0.9809) loss_fgl_dn_5: 0.9858 (0.9809) loss_giou: 0.5633 (0.5716) loss_giou_aux_0: 0.5930 (0.5976) loss_giou_aux_1: 0.5705 (0.5771) loss_giou_aux_2: 0.5623 (0.5724) loss_giou_aux_3: 0.5616 (0.5717) loss_giou_aux_4: 0.5627 (0.5716) loss_giou_dn_0: 0.5964 (0.5840) loss_giou_dn_1: 0.4824 (0.4733) loss_giou_dn_2: 0.4621 (0.4562) loss_giou_dn_3: 0.4611 (0.4518) loss_giou_dn_4: 0.4603 (0.4510) loss_giou_dn_5: 0.4602 (0.4510) loss_giou_dn_pre: 0.5975 (0.5832) loss_giou_enc_0: 0.6576 (0.6741) loss_giou_pre: 0.5922 (0.5960) loss_ddf_aux_0: 0.0534 (0.0564) loss_ddf_aux_1: 0.0078 (0.0076) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2547 (0.2561) loss_ddf_dn_1: 0.0319 (0.0325) loss_ddf_dn_2: 0.0065 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6796 (0.6748) loss_vfl_aux_0: 0.7546 (0.7479) loss_vfl_aux_1: 0.7369 (0.7235) loss_vfl_aux_2: 0.7246 (0.7040) loss_vfl_aux_3: 0.6929 (0.6863) loss_vfl_aux_4: 0.6816 (0.6765) loss_vfl_dn_0: 0.4891 (0.4926) loss_vfl_dn_1: 0.4281 (0.4298) loss_vfl_dn_2: 0.4162 (0.4144) loss_vfl_dn_3: 0.4056 (0.4055) loss_vfl_dn_4: 0.4020 (0.4023) loss_vfl_dn_5: 0.4015 (0.4018) loss_vfl_dn_pre: 0.4906 (0.4931) loss_vfl_enc_0: 0.7322 (0.7475) loss_vfl_pre: 0.7546 (0.7504) time: 0.7514 data: 0.0278 max mem: 9097 Epoch: [29] [2000/3696] eta: 0:21:27 lr: 0.000013 loss: 31.8378 (32.0249) loss_bbox: 0.1852 (0.1796) loss_bbox_aux_0: 0.2003 (0.1931) loss_bbox_aux_1: 0.1906 (0.1825) loss_bbox_aux_2: 0.1874 (0.1801) loss_bbox_aux_3: 0.1855 (0.1797) loss_bbox_aux_4: 0.1853 (0.1796) loss_bbox_dn_0: 0.2353 (0.2502) loss_bbox_dn_1: 0.1703 (0.1871) loss_bbox_dn_2: 0.1635 (0.1767) loss_bbox_dn_3: 0.1628 (0.1736) loss_bbox_dn_4: 0.1631 (0.1730) loss_bbox_dn_5: 0.1632 (0.1730) loss_bbox_dn_pre: 0.2463 (0.2558) loss_bbox_enc_0: 0.2317 (0.2307) loss_bbox_pre: 0.2018 (0.1934) loss_dfl: 0.9671 (0.9626) loss_fgl_aux_0: 0.9985 (0.9972) loss_fgl_aux_1: 0.9705 (0.9655) loss_fgl_aux_2: 0.9667 (0.9628) loss_fgl_aux_3: 0.9673 (0.9626) loss_fgl_aux_4: 0.9672 (0.9626) loss_fgl_dn_0: 1.0945 (1.0928) loss_fgl_dn_1: 0.9835 (0.9887) loss_fgl_dn_2: 0.9761 (0.9799) loss_fgl_dn_3: 0.9765 (0.9806) loss_fgl_dn_4: 0.9766 (0.9809) loss_fgl_dn_5: 0.9767 (0.9810) loss_giou: 0.5905 (0.5720) loss_giou_aux_0: 0.6155 (0.5980) loss_giou_aux_1: 0.5993 (0.5775) loss_giou_aux_2: 0.5946 (0.5728) loss_giou_aux_3: 0.5917 (0.5721) loss_giou_aux_4: 0.5906 (0.5720) loss_giou_dn_0: 0.5727 (0.5844) loss_giou_dn_1: 0.4656 (0.4736) loss_giou_dn_2: 0.4477 (0.4565) loss_giou_dn_3: 0.4426 (0.4521) loss_giou_dn_4: 0.4419 (0.4512) loss_giou_dn_5: 0.4420 (0.4512) loss_giou_dn_pre: 0.5726 (0.5835) loss_giou_enc_0: 0.6891 (0.6746) loss_giou_pre: 0.6121 (0.5964) loss_ddf_aux_0: 0.0528 (0.0564) loss_ddf_aux_1: 0.0071 (0.0076) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2503 (0.2561) loss_ddf_dn_1: 0.0314 (0.0325) loss_ddf_dn_2: 0.0061 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6753 (0.6749) loss_vfl_aux_0: 0.7330 (0.7478) loss_vfl_aux_1: 0.7102 (0.7234) loss_vfl_aux_2: 0.6993 (0.7040) loss_vfl_aux_3: 0.6817 (0.6863) loss_vfl_aux_4: 0.6824 (0.6766) loss_vfl_dn_0: 0.4928 (0.4926) loss_vfl_dn_1: 0.4350 (0.4298) loss_vfl_dn_2: 0.4189 (0.4144) loss_vfl_dn_3: 0.4089 (0.4056) loss_vfl_dn_4: 0.4028 (0.4023) loss_vfl_dn_5: 0.4033 (0.4017) loss_vfl_dn_pre: 0.4927 (0.4930) loss_vfl_enc_0: 0.7482 (0.7474) loss_vfl_pre: 0.7440 (0.7502) time: 0.7796 data: 0.0380 max mem: 9097 Epoch: [29] [2100/3696] eta: 0:20:13 lr: 0.000013 loss: 32.0773 (32.0271) loss_bbox: 0.1706 (0.1797) loss_bbox_aux_0: 0.1891 (0.1932) loss_bbox_aux_1: 0.1732 (0.1825) loss_bbox_aux_2: 0.1704 (0.1802) loss_bbox_aux_3: 0.1709 (0.1797) loss_bbox_aux_4: 0.1705 (0.1797) loss_bbox_dn_0: 0.2525 (0.2502) loss_bbox_dn_1: 0.1857 (0.1871) loss_bbox_dn_2: 0.1713 (0.1767) loss_bbox_dn_3: 0.1690 (0.1736) loss_bbox_dn_4: 0.1682 (0.1730) loss_bbox_dn_5: 0.1683 (0.1730) loss_bbox_dn_pre: 0.2551 (0.2558) loss_bbox_enc_0: 0.2337 (0.2307) loss_bbox_pre: 0.1888 (0.1935) loss_dfl: 0.9579 (0.9628) loss_fgl_aux_0: 0.9938 (0.9973) loss_fgl_aux_1: 0.9636 (0.9656) loss_fgl_aux_2: 0.9587 (0.9629) loss_fgl_aux_3: 0.9575 (0.9628) loss_fgl_aux_4: 0.9578 (0.9628) loss_fgl_dn_0: 1.0914 (1.0929) loss_fgl_dn_1: 0.9907 (0.9889) loss_fgl_dn_2: 0.9815 (0.9800) loss_fgl_dn_3: 0.9821 (0.9807) loss_fgl_dn_4: 0.9832 (0.9811) loss_fgl_dn_5: 0.9831 (0.9811) loss_giou: 0.5555 (0.5722) loss_giou_aux_0: 0.5913 (0.5982) loss_giou_aux_1: 0.5695 (0.5777) loss_giou_aux_2: 0.5558 (0.5730) loss_giou_aux_3: 0.5558 (0.5723) loss_giou_aux_4: 0.5549 (0.5722) loss_giou_dn_0: 0.5846 (0.5843) loss_giou_dn_1: 0.4740 (0.4735) loss_giou_dn_2: 0.4601 (0.4564) loss_giou_dn_3: 0.4552 (0.4520) loss_giou_dn_4: 0.4547 (0.4511) loss_giou_dn_5: 0.4547 (0.4511) loss_giou_dn_pre: 0.5836 (0.5835) loss_giou_enc_0: 0.6673 (0.6748) loss_giou_pre: 0.5893 (0.5966) loss_ddf_aux_0: 0.0555 (0.0563) loss_ddf_aux_1: 0.0079 (0.0076) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2455 (0.2559) loss_ddf_dn_1: 0.0319 (0.0325) loss_ddf_dn_2: 0.0057 (0.0066) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6951 (0.6747) loss_vfl_aux_0: 0.7560 (0.7476) loss_vfl_aux_1: 0.7252 (0.7234) loss_vfl_aux_2: 0.7208 (0.7039) loss_vfl_aux_3: 0.7041 (0.6862) loss_vfl_aux_4: 0.6941 (0.6765) loss_vfl_dn_0: 0.4948 (0.4926) loss_vfl_dn_1: 0.4302 (0.4298) loss_vfl_dn_2: 0.4149 (0.4145) loss_vfl_dn_3: 0.4080 (0.4056) loss_vfl_dn_4: 0.4051 (0.4024) loss_vfl_dn_5: 0.4033 (0.4018) loss_vfl_dn_pre: 0.4958 (0.4931) loss_vfl_enc_0: 0.7501 (0.7473) loss_vfl_pre: 0.7574 (0.7501) time: 0.9101 data: 0.0245 max mem: 9097 Epoch: [29] [2200/3696] eta: 0:18:57 lr: 0.000013 loss: 32.2806 (32.0295) loss_bbox: 0.1710 (0.1795) loss_bbox_aux_0: 0.1852 (0.1930) loss_bbox_aux_1: 0.1705 (0.1824) loss_bbox_aux_2: 0.1704 (0.1800) loss_bbox_aux_3: 0.1708 (0.1796) loss_bbox_aux_4: 0.1707 (0.1795) loss_bbox_dn_0: 0.2442 (0.2501) loss_bbox_dn_1: 0.1835 (0.1870) loss_bbox_dn_2: 0.1667 (0.1766) loss_bbox_dn_3: 0.1623 (0.1734) loss_bbox_dn_4: 0.1636 (0.1729) loss_bbox_dn_5: 0.1636 (0.1729) loss_bbox_dn_pre: 0.2567 (0.2557) loss_bbox_enc_0: 0.2251 (0.2305) loss_bbox_pre: 0.1835 (0.1933) loss_dfl: 0.9674 (0.9627) loss_fgl_aux_0: 1.0007 (0.9972) loss_fgl_aux_1: 0.9707 (0.9655) loss_fgl_aux_2: 0.9675 (0.9629) loss_fgl_aux_3: 0.9679 (0.9627) loss_fgl_aux_4: 0.9672 (0.9627) loss_fgl_dn_0: 1.0843 (1.0929) loss_fgl_dn_1: 0.9940 (0.9889) loss_fgl_dn_2: 0.9856 (0.9801) loss_fgl_dn_3: 0.9876 (0.9808) loss_fgl_dn_4: 0.9879 (0.9812) loss_fgl_dn_5: 0.9879 (0.9812) loss_giou: 0.5858 (0.5728) loss_giou_aux_0: 0.6108 (0.5988) loss_giou_aux_1: 0.5893 (0.5783) loss_giou_aux_2: 0.5856 (0.5736) loss_giou_aux_3: 0.5845 (0.5729) loss_giou_aux_4: 0.5857 (0.5728) loss_giou_dn_0: 0.5915 (0.5846) loss_giou_dn_1: 0.4811 (0.4737) loss_giou_dn_2: 0.4659 (0.4566) loss_giou_dn_3: 0.4590 (0.4522) loss_giou_dn_4: 0.4585 (0.4513) loss_giou_dn_5: 0.4586 (0.4513) loss_giou_dn_pre: 0.5888 (0.5838) loss_giou_enc_0: 0.6830 (0.6755) loss_giou_pre: 0.6111 (0.5972) loss_ddf_aux_0: 0.0590 (0.0563) loss_ddf_aux_1: 0.0085 (0.0077) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2666 (0.2558) loss_ddf_dn_1: 0.0331 (0.0325) loss_ddf_dn_2: 0.0065 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6806 (0.6744) loss_vfl_aux_0: 0.7590 (0.7475) loss_vfl_aux_1: 0.7368 (0.7231) loss_vfl_aux_2: 0.7115 (0.7038) loss_vfl_aux_3: 0.6881 (0.6859) loss_vfl_aux_4: 0.6865 (0.6761) loss_vfl_dn_0: 0.4917 (0.4925) loss_vfl_dn_1: 0.4325 (0.4297) loss_vfl_dn_2: 0.4156 (0.4144) loss_vfl_dn_3: 0.4067 (0.4056) loss_vfl_dn_4: 0.4048 (0.4024) loss_vfl_dn_5: 0.4041 (0.4018) loss_vfl_dn_pre: 0.4927 (0.4930) loss_vfl_enc_0: 0.7527 (0.7472) loss_vfl_pre: 0.7672 (0.7499) time: 0.7533 data: 0.0257 max mem: 9097 Epoch: [29] [2300/3696] eta: 0:17:41 lr: 0.000013 loss: 32.1266 (32.0331) loss_bbox: 0.1632 (0.1796) loss_bbox_aux_0: 0.1811 (0.1931) loss_bbox_aux_1: 0.1676 (0.1825) loss_bbox_aux_2: 0.1647 (0.1801) loss_bbox_aux_3: 0.1634 (0.1797) loss_bbox_aux_4: 0.1631 (0.1796) loss_bbox_dn_0: 0.2491 (0.2501) loss_bbox_dn_1: 0.1837 (0.1870) loss_bbox_dn_2: 0.1715 (0.1767) loss_bbox_dn_3: 0.1678 (0.1735) loss_bbox_dn_4: 0.1665 (0.1729) loss_bbox_dn_5: 0.1664 (0.1729) loss_bbox_dn_pre: 0.2513 (0.2557) loss_bbox_enc_0: 0.2234 (0.2305) loss_bbox_pre: 0.1809 (0.1934) loss_dfl: 0.9597 (0.9626) loss_fgl_aux_0: 0.9921 (0.9971) loss_fgl_aux_1: 0.9612 (0.9655) loss_fgl_aux_2: 0.9590 (0.9628) loss_fgl_aux_3: 0.9598 (0.9627) loss_fgl_aux_4: 0.9598 (0.9626) loss_fgl_dn_0: 1.0936 (1.0928) loss_fgl_dn_1: 0.9830 (0.9890) loss_fgl_dn_2: 0.9720 (0.9802) loss_fgl_dn_3: 0.9737 (0.9809) loss_fgl_dn_4: 0.9740 (0.9812) loss_fgl_dn_5: 0.9739 (0.9813) loss_giou: 0.5405 (0.5731) loss_giou_aux_0: 0.5657 (0.5992) loss_giou_aux_1: 0.5473 (0.5787) loss_giou_aux_2: 0.5436 (0.5739) loss_giou_aux_3: 0.5417 (0.5732) loss_giou_aux_4: 0.5405 (0.5731) loss_giou_dn_0: 0.5808 (0.5848) loss_giou_dn_1: 0.4682 (0.4739) loss_giou_dn_2: 0.4508 (0.4568) loss_giou_dn_3: 0.4467 (0.4523) loss_giou_dn_4: 0.4469 (0.4515) loss_giou_dn_5: 0.4471 (0.4515) loss_giou_dn_pre: 0.5795 (0.5840) loss_giou_enc_0: 0.6455 (0.6759) loss_giou_pre: 0.5639 (0.5975) loss_ddf_aux_0: 0.0578 (0.0563) loss_ddf_aux_1: 0.0083 (0.0077) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2586 (0.2558) loss_ddf_dn_1: 0.0340 (0.0326) loss_ddf_dn_2: 0.0070 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6779 (0.6743) loss_vfl_aux_0: 0.7549 (0.7475) loss_vfl_aux_1: 0.7219 (0.7230) loss_vfl_aux_2: 0.7026 (0.7036) loss_vfl_aux_3: 0.6775 (0.6858) loss_vfl_aux_4: 0.6697 (0.6759) loss_vfl_dn_0: 0.4911 (0.4924) loss_vfl_dn_1: 0.4268 (0.4297) loss_vfl_dn_2: 0.4138 (0.4144) loss_vfl_dn_3: 0.4056 (0.4056) loss_vfl_dn_4: 0.4034 (0.4024) loss_vfl_dn_5: 0.4035 (0.4018) loss_vfl_dn_pre: 0.4913 (0.4929) loss_vfl_enc_0: 0.7383 (0.7469) loss_vfl_pre: 0.7583 (0.7499) time: 0.7924 data: 0.0298 max mem: 9097 Epoch: [29] [2400/3696] eta: 0:16:24 lr: 0.000013 loss: 31.6814 (32.0299) loss_bbox: 0.1804 (0.1796) loss_bbox_aux_0: 0.1939 (0.1931) loss_bbox_aux_1: 0.1836 (0.1825) loss_bbox_aux_2: 0.1817 (0.1801) loss_bbox_aux_3: 0.1814 (0.1797) loss_bbox_aux_4: 0.1804 (0.1796) loss_bbox_dn_0: 0.2333 (0.2502) loss_bbox_dn_1: 0.1733 (0.1870) loss_bbox_dn_2: 0.1666 (0.1767) loss_bbox_dn_3: 0.1639 (0.1735) loss_bbox_dn_4: 0.1638 (0.1729) loss_bbox_dn_5: 0.1637 (0.1729) loss_bbox_dn_pre: 0.2391 (0.2557) loss_bbox_enc_0: 0.2234 (0.2306) loss_bbox_pre: 0.1921 (0.1934) loss_dfl: 0.9705 (0.9628) loss_fgl_aux_0: 1.0140 (0.9973) loss_fgl_aux_1: 0.9752 (0.9657) loss_fgl_aux_2: 0.9720 (0.9630) loss_fgl_aux_3: 0.9701 (0.9628) loss_fgl_aux_4: 0.9702 (0.9628) loss_fgl_dn_0: 1.0963 (1.0929) loss_fgl_dn_1: 0.9926 (0.9890) loss_fgl_dn_2: 0.9812 (0.9801) loss_fgl_dn_3: 0.9813 (0.9808) loss_fgl_dn_4: 0.9816 (0.9812) loss_fgl_dn_5: 0.9817 (0.9812) loss_giou: 0.5039 (0.5727) loss_giou_aux_0: 0.5283 (0.5987) loss_giou_aux_1: 0.5086 (0.5782) loss_giou_aux_2: 0.5041 (0.5735) loss_giou_aux_3: 0.5033 (0.5728) loss_giou_aux_4: 0.5038 (0.5727) loss_giou_dn_0: 0.5520 (0.5846) loss_giou_dn_1: 0.4356 (0.4736) loss_giou_dn_2: 0.4137 (0.4566) loss_giou_dn_3: 0.4099 (0.4521) loss_giou_dn_4: 0.4082 (0.4513) loss_giou_dn_5: 0.4082 (0.4512) loss_giou_dn_pre: 0.5490 (0.5837) loss_giou_enc_0: 0.6104 (0.6754) loss_giou_pre: 0.5272 (0.5971) loss_ddf_aux_0: 0.0602 (0.0563) loss_ddf_aux_1: 0.0081 (0.0077) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2600 (0.2557) loss_ddf_dn_1: 0.0310 (0.0326) loss_ddf_dn_2: 0.0060 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6823 (0.6746) loss_vfl_aux_0: 0.7478 (0.7476) loss_vfl_aux_1: 0.7198 (0.7233) loss_vfl_aux_2: 0.7100 (0.7037) loss_vfl_aux_3: 0.6876 (0.6859) loss_vfl_aux_4: 0.6812 (0.6762) loss_vfl_dn_0: 0.4971 (0.4924) loss_vfl_dn_1: 0.4308 (0.4297) loss_vfl_dn_2: 0.4145 (0.4144) loss_vfl_dn_3: 0.4053 (0.4056) loss_vfl_dn_4: 0.4037 (0.4024) loss_vfl_dn_5: 0.4009 (0.4018) loss_vfl_dn_pre: 0.4978 (0.4929) loss_vfl_enc_0: 0.7632 (0.7470) loss_vfl_pre: 0.7524 (0.7500) time: 0.7848 data: 0.0289 max mem: 9097 Epoch: [29] [2500/3696] eta: 0:15:08 lr: 0.000013 loss: 32.0545 (32.0225) loss_bbox: 0.1625 (0.1795) loss_bbox_aux_0: 0.1726 (0.1929) loss_bbox_aux_1: 0.1659 (0.1823) loss_bbox_aux_2: 0.1633 (0.1800) loss_bbox_aux_3: 0.1629 (0.1796) loss_bbox_aux_4: 0.1627 (0.1795) loss_bbox_dn_0: 0.2318 (0.2502) loss_bbox_dn_1: 0.1719 (0.1871) loss_bbox_dn_2: 0.1581 (0.1767) loss_bbox_dn_3: 0.1571 (0.1735) loss_bbox_dn_4: 0.1559 (0.1729) loss_bbox_dn_5: 0.1560 (0.1729) loss_bbox_dn_pre: 0.2324 (0.2558) loss_bbox_enc_0: 0.2037 (0.2304) loss_bbox_pre: 0.1724 (0.1932) loss_dfl: 0.9653 (0.9630) loss_fgl_aux_0: 1.0016 (0.9975) loss_fgl_aux_1: 0.9683 (0.9659) loss_fgl_aux_2: 0.9644 (0.9632) loss_fgl_aux_3: 0.9655 (0.9630) loss_fgl_aux_4: 0.9654 (0.9630) loss_fgl_dn_0: 1.0895 (1.0928) loss_fgl_dn_1: 0.9829 (0.9890) loss_fgl_dn_2: 0.9739 (0.9801) loss_fgl_dn_3: 0.9739 (0.9808) loss_fgl_dn_4: 0.9740 (0.9812) loss_fgl_dn_5: 0.9740 (0.9812) loss_giou: 0.5690 (0.5720) loss_giou_aux_0: 0.5987 (0.5980) loss_giou_aux_1: 0.5742 (0.5775) loss_giou_aux_2: 0.5701 (0.5728) loss_giou_aux_3: 0.5691 (0.5721) loss_giou_aux_4: 0.5688 (0.5720) loss_giou_dn_0: 0.5738 (0.5842) loss_giou_dn_1: 0.4610 (0.4733) loss_giou_dn_2: 0.4482 (0.4562) loss_giou_dn_3: 0.4434 (0.4517) loss_giou_dn_4: 0.4424 (0.4509) loss_giou_dn_5: 0.4425 (0.4509) loss_giou_dn_pre: 0.5746 (0.5833) loss_giou_enc_0: 0.6667 (0.6747) loss_giou_pre: 0.5986 (0.5964) loss_ddf_aux_0: 0.0530 (0.0562) loss_ddf_aux_1: 0.0074 (0.0077) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2480 (0.2555) loss_ddf_dn_1: 0.0316 (0.0325) loss_ddf_dn_2: 0.0065 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6789 (0.6748) loss_vfl_aux_0: 0.7411 (0.7477) loss_vfl_aux_1: 0.7243 (0.7233) loss_vfl_aux_2: 0.7019 (0.7040) loss_vfl_aux_3: 0.6853 (0.6860) loss_vfl_aux_4: 0.6768 (0.6764) loss_vfl_dn_0: 0.4934 (0.4924) loss_vfl_dn_1: 0.4299 (0.4296) loss_vfl_dn_2: 0.4166 (0.4144) loss_vfl_dn_3: 0.4049 (0.4056) loss_vfl_dn_4: 0.4053 (0.4024) loss_vfl_dn_5: 0.4045 (0.4018) loss_vfl_dn_pre: 0.4940 (0.4929) loss_vfl_enc_0: 0.7529 (0.7471) loss_vfl_pre: 0.7477 (0.7502) time: 0.7472 data: 0.0259 max mem: 9097 Epoch: [29] [2600/3696] eta: 0:13:52 lr: 0.000013 loss: 31.9864 (32.0240) loss_bbox: 0.1760 (0.1795) loss_bbox_aux_0: 0.1919 (0.1930) loss_bbox_aux_1: 0.1776 (0.1823) loss_bbox_aux_2: 0.1762 (0.1800) loss_bbox_aux_3: 0.1763 (0.1796) loss_bbox_aux_4: 0.1761 (0.1795) loss_bbox_dn_0: 0.2548 (0.2504) loss_bbox_dn_1: 0.1917 (0.1871) loss_bbox_dn_2: 0.1786 (0.1767) loss_bbox_dn_3: 0.1746 (0.1735) loss_bbox_dn_4: 0.1742 (0.1729) loss_bbox_dn_5: 0.1742 (0.1729) loss_bbox_dn_pre: 0.2625 (0.2559) loss_bbox_enc_0: 0.2183 (0.2305) loss_bbox_pre: 0.1888 (0.1932) loss_dfl: 0.9694 (0.9630) loss_fgl_aux_0: 1.0000 (0.9974) loss_fgl_aux_1: 0.9714 (0.9659) loss_fgl_aux_2: 0.9687 (0.9632) loss_fgl_aux_3: 0.9688 (0.9630) loss_fgl_aux_4: 0.9694 (0.9630) loss_fgl_dn_0: 1.0912 (1.0928) loss_fgl_dn_1: 0.9908 (0.9889) loss_fgl_dn_2: 0.9840 (0.9801) loss_fgl_dn_3: 0.9853 (0.9808) loss_fgl_dn_4: 0.9852 (0.9812) loss_fgl_dn_5: 0.9852 (0.9812) loss_giou: 0.5490 (0.5719) loss_giou_aux_0: 0.5809 (0.5979) loss_giou_aux_1: 0.5580 (0.5775) loss_giou_aux_2: 0.5525 (0.5728) loss_giou_aux_3: 0.5493 (0.5720) loss_giou_aux_4: 0.5489 (0.5720) loss_giou_dn_0: 0.5833 (0.5841) loss_giou_dn_1: 0.4664 (0.4732) loss_giou_dn_2: 0.4494 (0.4562) loss_giou_dn_3: 0.4440 (0.4517) loss_giou_dn_4: 0.4426 (0.4508) loss_giou_dn_5: 0.4427 (0.4508) loss_giou_dn_pre: 0.5808 (0.5832) loss_giou_enc_0: 0.6546 (0.6746) loss_giou_pre: 0.5791 (0.5962) loss_ddf_aux_0: 0.0528 (0.0562) loss_ddf_aux_1: 0.0073 (0.0077) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2410 (0.2552) loss_ddf_dn_1: 0.0315 (0.0325) loss_ddf_dn_2: 0.0066 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6802 (0.6751) loss_vfl_aux_0: 0.7402 (0.7480) loss_vfl_aux_1: 0.7234 (0.7234) loss_vfl_aux_2: 0.6992 (0.7042) loss_vfl_aux_3: 0.6858 (0.6863) loss_vfl_aux_4: 0.6835 (0.6767) loss_vfl_dn_0: 0.4963 (0.4925) loss_vfl_dn_1: 0.4350 (0.4296) loss_vfl_dn_2: 0.4171 (0.4144) loss_vfl_dn_3: 0.4097 (0.4056) loss_vfl_dn_4: 0.4039 (0.4024) loss_vfl_dn_5: 0.4027 (0.4018) loss_vfl_dn_pre: 0.4968 (0.4930) loss_vfl_enc_0: 0.7422 (0.7473) loss_vfl_pre: 0.7465 (0.7504) time: 0.7759 data: 0.0281 max mem: 9097 Epoch: [29] [2700/3696] eta: 0:12:37 lr: 0.000013 loss: 31.8622 (32.0246) loss_bbox: 0.1596 (0.1795) loss_bbox_aux_0: 0.1718 (0.1930) loss_bbox_aux_1: 0.1633 (0.1823) loss_bbox_aux_2: 0.1604 (0.1800) loss_bbox_aux_3: 0.1597 (0.1796) loss_bbox_aux_4: 0.1597 (0.1795) loss_bbox_dn_0: 0.2204 (0.2502) loss_bbox_dn_1: 0.1591 (0.1870) loss_bbox_dn_2: 0.1524 (0.1766) loss_bbox_dn_3: 0.1467 (0.1734) loss_bbox_dn_4: 0.1469 (0.1728) loss_bbox_dn_5: 0.1468 (0.1728) loss_bbox_dn_pre: 0.2242 (0.2558) loss_bbox_enc_0: 0.2117 (0.2304) loss_bbox_pre: 0.1735 (0.1932) loss_dfl: 0.9563 (0.9626) loss_fgl_aux_0: 0.9807 (0.9969) loss_fgl_aux_1: 0.9593 (0.9654) loss_fgl_aux_2: 0.9564 (0.9627) loss_fgl_aux_3: 0.9570 (0.9626) loss_fgl_aux_4: 0.9565 (0.9626) loss_fgl_dn_0: 1.0858 (1.0926) loss_fgl_dn_1: 0.9868 (0.9887) loss_fgl_dn_2: 0.9785 (0.9799) loss_fgl_dn_3: 0.9798 (0.9806) loss_fgl_dn_4: 0.9796 (0.9810) loss_fgl_dn_5: 0.9796 (0.9810) loss_giou: 0.5976 (0.5728) loss_giou_aux_0: 0.6196 (0.5987) loss_giou_aux_1: 0.6041 (0.5783) loss_giou_aux_2: 0.5968 (0.5736) loss_giou_aux_3: 0.5971 (0.5729) loss_giou_aux_4: 0.5975 (0.5728) loss_giou_dn_0: 0.5921 (0.5844) loss_giou_dn_1: 0.4771 (0.4736) loss_giou_dn_2: 0.4616 (0.4565) loss_giou_dn_3: 0.4596 (0.4521) loss_giou_dn_4: 0.4598 (0.4512) loss_giou_dn_5: 0.4599 (0.4512) loss_giou_dn_pre: 0.5891 (0.5836) loss_giou_enc_0: 0.6937 (0.6754) loss_giou_pre: 0.6195 (0.5971) loss_ddf_aux_0: 0.0543 (0.0562) loss_ddf_aux_1: 0.0071 (0.0077) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2495 (0.2553) loss_ddf_dn_1: 0.0307 (0.0325) loss_ddf_dn_2: 0.0062 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6335 (0.6748) loss_vfl_aux_0: 0.6920 (0.7474) loss_vfl_aux_1: 0.6664 (0.7230) loss_vfl_aux_2: 0.6528 (0.7039) loss_vfl_aux_3: 0.6458 (0.6860) loss_vfl_aux_4: 0.6442 (0.6765) loss_vfl_dn_0: 0.4856 (0.4923) loss_vfl_dn_1: 0.4267 (0.4296) loss_vfl_dn_2: 0.4118 (0.4144) loss_vfl_dn_3: 0.4024 (0.4056) loss_vfl_dn_4: 0.3982 (0.4024) loss_vfl_dn_5: 0.3962 (0.4018) loss_vfl_dn_pre: 0.4861 (0.4928) loss_vfl_enc_0: 0.7068 (0.7469) loss_vfl_pre: 0.6927 (0.7499) time: 0.7631 data: 0.0256 max mem: 9097 Epoch: [29] [2800/3696] eta: 0:11:21 lr: 0.000013 loss: 31.8879 (32.0254) loss_bbox: 0.1627 (0.1795) loss_bbox_aux_0: 0.1811 (0.1929) loss_bbox_aux_1: 0.1681 (0.1823) loss_bbox_aux_2: 0.1637 (0.1800) loss_bbox_aux_3: 0.1628 (0.1795) loss_bbox_aux_4: 0.1628 (0.1795) loss_bbox_dn_0: 0.2354 (0.2500) loss_bbox_dn_1: 0.1815 (0.1868) loss_bbox_dn_2: 0.1693 (0.1765) loss_bbox_dn_3: 0.1652 (0.1733) loss_bbox_dn_4: 0.1648 (0.1727) loss_bbox_dn_5: 0.1648 (0.1727) loss_bbox_dn_pre: 0.2399 (0.2555) loss_bbox_enc_0: 0.2219 (0.2304) loss_bbox_pre: 0.1827 (0.1932) loss_dfl: 0.9537 (0.9625) loss_fgl_aux_0: 0.9952 (0.9969) loss_fgl_aux_1: 0.9531 (0.9654) loss_fgl_aux_2: 0.9502 (0.9627) loss_fgl_aux_3: 0.9531 (0.9626) loss_fgl_aux_4: 0.9540 (0.9625) loss_fgl_dn_0: 1.0859 (1.0925) loss_fgl_dn_1: 0.9865 (0.9887) loss_fgl_dn_2: 0.9793 (0.9799) loss_fgl_dn_3: 0.9792 (0.9806) loss_fgl_dn_4: 0.9800 (0.9810) loss_fgl_dn_5: 0.9800 (0.9810) loss_giou: 0.5953 (0.5731) loss_giou_aux_0: 0.6151 (0.5990) loss_giou_aux_1: 0.5986 (0.5786) loss_giou_aux_2: 0.5947 (0.5739) loss_giou_aux_3: 0.5948 (0.5732) loss_giou_aux_4: 0.5952 (0.5731) loss_giou_dn_0: 0.6054 (0.5846) loss_giou_dn_1: 0.4929 (0.4738) loss_giou_dn_2: 0.4753 (0.4568) loss_giou_dn_3: 0.4696 (0.4523) loss_giou_dn_4: 0.4692 (0.4515) loss_giou_dn_5: 0.4687 (0.4515) loss_giou_dn_pre: 0.6027 (0.5838) loss_giou_enc_0: 0.6975 (0.6757) loss_giou_pre: 0.6123 (0.5974) loss_ddf_aux_0: 0.0611 (0.0563) loss_ddf_aux_1: 0.0086 (0.0077) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2677 (0.2552) loss_ddf_dn_1: 0.0338 (0.0325) loss_ddf_dn_2: 0.0074 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6667 (0.6746) loss_vfl_aux_0: 0.7356 (0.7472) loss_vfl_aux_1: 0.7000 (0.7227) loss_vfl_aux_2: 0.7065 (0.7037) loss_vfl_aux_3: 0.6802 (0.6859) loss_vfl_aux_4: 0.6703 (0.6763) loss_vfl_dn_0: 0.4864 (0.4923) loss_vfl_dn_1: 0.4263 (0.4296) loss_vfl_dn_2: 0.4119 (0.4144) loss_vfl_dn_3: 0.4030 (0.4055) loss_vfl_dn_4: 0.4005 (0.4024) loss_vfl_dn_5: 0.3998 (0.4018) loss_vfl_dn_pre: 0.4880 (0.4929) loss_vfl_enc_0: 0.7390 (0.7467) loss_vfl_pre: 0.7474 (0.7496) time: 0.7663 data: 0.0269 max mem: 9097 Epoch: [29] [2900/3696] eta: 0:10:04 lr: 0.000013 loss: 31.5929 (32.0248) loss_bbox: 0.1689 (0.1793) loss_bbox_aux_0: 0.1858 (0.1928) loss_bbox_aux_1: 0.1764 (0.1822) loss_bbox_aux_2: 0.1706 (0.1798) loss_bbox_aux_3: 0.1693 (0.1794) loss_bbox_aux_4: 0.1690 (0.1794) loss_bbox_dn_0: 0.2502 (0.2500) loss_bbox_dn_1: 0.1891 (0.1868) loss_bbox_dn_2: 0.1783 (0.1765) loss_bbox_dn_3: 0.1750 (0.1733) loss_bbox_dn_4: 0.1750 (0.1727) loss_bbox_dn_5: 0.1750 (0.1727) loss_bbox_dn_pre: 0.2571 (0.2555) loss_bbox_enc_0: 0.2239 (0.2303) loss_bbox_pre: 0.1871 (0.1931) loss_dfl: 0.9712 (0.9628) loss_fgl_aux_0: 1.0074 (0.9971) loss_fgl_aux_1: 0.9738 (0.9657) loss_fgl_aux_2: 0.9718 (0.9630) loss_fgl_aux_3: 0.9711 (0.9629) loss_fgl_aux_4: 0.9708 (0.9628) loss_fgl_dn_0: 1.0953 (1.0925) loss_fgl_dn_1: 0.9816 (0.9888) loss_fgl_dn_2: 0.9707 (0.9800) loss_fgl_dn_3: 0.9707 (0.9807) loss_fgl_dn_4: 0.9717 (0.9811) loss_fgl_dn_5: 0.9718 (0.9811) loss_giou: 0.4944 (0.5728) loss_giou_aux_0: 0.5165 (0.5987) loss_giou_aux_1: 0.4959 (0.5783) loss_giou_aux_2: 0.4941 (0.5737) loss_giou_aux_3: 0.4948 (0.5729) loss_giou_aux_4: 0.4944 (0.5729) loss_giou_dn_0: 0.5433 (0.5844) loss_giou_dn_1: 0.4299 (0.4736) loss_giou_dn_2: 0.4145 (0.4565) loss_giou_dn_3: 0.4102 (0.4521) loss_giou_dn_4: 0.4089 (0.4512) loss_giou_dn_5: 0.4089 (0.4512) loss_giou_dn_pre: 0.5431 (0.5835) loss_giou_enc_0: 0.6344 (0.6756) loss_giou_pre: 0.5139 (0.5971) loss_ddf_aux_0: 0.0552 (0.0563) loss_ddf_aux_1: 0.0076 (0.0077) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2508 (0.2550) loss_ddf_dn_1: 0.0323 (0.0325) loss_ddf_dn_2: 0.0061 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6711 (0.6749) loss_vfl_aux_0: 0.7434 (0.7475) loss_vfl_aux_1: 0.7191 (0.7230) loss_vfl_aux_2: 0.7002 (0.7041) loss_vfl_aux_3: 0.6882 (0.6862) loss_vfl_aux_4: 0.6714 (0.6767) loss_vfl_dn_0: 0.4959 (0.4923) loss_vfl_dn_1: 0.4188 (0.4295) loss_vfl_dn_2: 0.4034 (0.4143) loss_vfl_dn_3: 0.3961 (0.4055) loss_vfl_dn_4: 0.3941 (0.4023) loss_vfl_dn_5: 0.3941 (0.4017) loss_vfl_dn_pre: 0.4970 (0.4928) loss_vfl_enc_0: 0.7478 (0.7468) loss_vfl_pre: 0.7443 (0.7500) time: 0.7837 data: 0.0373 max mem: 9097 Epoch: [29] [3000/3696] eta: 0:08:49 lr: 0.000013 loss: 31.9257 (32.0225) loss_bbox: 0.1809 (0.1794) loss_bbox_aux_0: 0.1958 (0.1929) loss_bbox_aux_1: 0.1850 (0.1822) loss_bbox_aux_2: 0.1829 (0.1799) loss_bbox_aux_3: 0.1812 (0.1795) loss_bbox_aux_4: 0.1812 (0.1794) loss_bbox_dn_0: 0.2541 (0.2501) loss_bbox_dn_1: 0.1980 (0.1869) loss_bbox_dn_2: 0.1863 (0.1766) loss_bbox_dn_3: 0.1863 (0.1734) loss_bbox_dn_4: 0.1859 (0.1728) loss_bbox_dn_5: 0.1859 (0.1728) loss_bbox_dn_pre: 0.2596 (0.2556) loss_bbox_enc_0: 0.2379 (0.2305) loss_bbox_pre: 0.1961 (0.1932) loss_dfl: 0.9577 (0.9628) loss_fgl_aux_0: 0.9929 (0.9971) loss_fgl_aux_1: 0.9613 (0.9656) loss_fgl_aux_2: 0.9592 (0.9630) loss_fgl_aux_3: 0.9584 (0.9628) loss_fgl_aux_4: 0.9580 (0.9628) loss_fgl_dn_0: 1.0883 (1.0924) loss_fgl_dn_1: 0.9779 (0.9887) loss_fgl_dn_2: 0.9650 (0.9799) loss_fgl_dn_3: 0.9655 (0.9806) loss_fgl_dn_4: 0.9661 (0.9810) loss_fgl_dn_5: 0.9661 (0.9810) loss_giou: 0.5534 (0.5726) loss_giou_aux_0: 0.5780 (0.5985) loss_giou_aux_1: 0.5577 (0.5781) loss_giou_aux_2: 0.5553 (0.5734) loss_giou_aux_3: 0.5537 (0.5727) loss_giou_aux_4: 0.5532 (0.5726) loss_giou_dn_0: 0.5875 (0.5842) loss_giou_dn_1: 0.4724 (0.4735) loss_giou_dn_2: 0.4558 (0.4565) loss_giou_dn_3: 0.4488 (0.4520) loss_giou_dn_4: 0.4473 (0.4512) loss_giou_dn_5: 0.4474 (0.4511) loss_giou_dn_pre: 0.5844 (0.5833) loss_giou_enc_0: 0.6701 (0.6754) loss_giou_pre: 0.5748 (0.5969) loss_ddf_aux_0: 0.0584 (0.0564) loss_ddf_aux_1: 0.0076 (0.0077) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2530 (0.2548) loss_ddf_dn_1: 0.0323 (0.0325) loss_ddf_dn_2: 0.0063 (0.0066) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6520 (0.6748) loss_vfl_aux_0: 0.7374 (0.7475) loss_vfl_aux_1: 0.6918 (0.7228) loss_vfl_aux_2: 0.6951 (0.7040) loss_vfl_aux_3: 0.6686 (0.6861) loss_vfl_aux_4: 0.6551 (0.6765) loss_vfl_dn_0: 0.4931 (0.4923) loss_vfl_dn_1: 0.4260 (0.4295) loss_vfl_dn_2: 0.4113 (0.4143) loss_vfl_dn_3: 0.4031 (0.4055) loss_vfl_dn_4: 0.4022 (0.4023) loss_vfl_dn_5: 0.4029 (0.4018) loss_vfl_dn_pre: 0.4933 (0.4929) loss_vfl_enc_0: 0.7278 (0.7468) loss_vfl_pre: 0.7444 (0.7500) time: 0.9326 data: 0.0277 max mem: 9097 Epoch: [29] [3100/3696] eta: 0:07:33 lr: 0.000013 loss: 31.8620 (32.0194) loss_bbox: 0.1757 (0.1794) loss_bbox_aux_0: 0.1867 (0.1928) loss_bbox_aux_1: 0.1779 (0.1822) loss_bbox_aux_2: 0.1756 (0.1799) loss_bbox_aux_3: 0.1756 (0.1795) loss_bbox_aux_4: 0.1757 (0.1794) loss_bbox_dn_0: 0.2658 (0.2502) loss_bbox_dn_1: 0.2047 (0.1870) loss_bbox_dn_2: 0.1898 (0.1767) loss_bbox_dn_3: 0.1892 (0.1735) loss_bbox_dn_4: 0.1899 (0.1729) loss_bbox_dn_5: 0.1898 (0.1729) loss_bbox_dn_pre: 0.2710 (0.2557) loss_bbox_enc_0: 0.2283 (0.2304) loss_bbox_pre: 0.1890 (0.1931) loss_dfl: 0.9673 (0.9629) loss_fgl_aux_0: 1.0027 (0.9973) loss_fgl_aux_1: 0.9683 (0.9658) loss_fgl_aux_2: 0.9669 (0.9631) loss_fgl_aux_3: 0.9680 (0.9630) loss_fgl_aux_4: 0.9673 (0.9629) loss_fgl_dn_0: 1.0937 (1.0924) loss_fgl_dn_1: 0.9879 (0.9886) loss_fgl_dn_2: 0.9804 (0.9798) loss_fgl_dn_3: 0.9819 (0.9805) loss_fgl_dn_4: 0.9827 (0.9809) loss_fgl_dn_5: 0.9828 (0.9809) loss_giou: 0.5179 (0.5722) loss_giou_aux_0: 0.5385 (0.5980) loss_giou_aux_1: 0.5233 (0.5776) loss_giou_aux_2: 0.5193 (0.5730) loss_giou_aux_3: 0.5190 (0.5723) loss_giou_aux_4: 0.5179 (0.5722) loss_giou_dn_0: 0.5637 (0.5840) loss_giou_dn_1: 0.4537 (0.4734) loss_giou_dn_2: 0.4358 (0.4564) loss_giou_dn_3: 0.4358 (0.4519) loss_giou_dn_4: 0.4357 (0.4511) loss_giou_dn_5: 0.4357 (0.4510) loss_giou_dn_pre: 0.5610 (0.5832) loss_giou_enc_0: 0.6052 (0.6750) loss_giou_pre: 0.5373 (0.5964) loss_ddf_aux_0: 0.0509 (0.0563) loss_ddf_aux_1: 0.0071 (0.0077) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2418 (0.2547) loss_ddf_dn_1: 0.0322 (0.0325) loss_ddf_dn_2: 0.0064 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6920 (0.6750) loss_vfl_aux_0: 0.7661 (0.7477) loss_vfl_aux_1: 0.7466 (0.7229) loss_vfl_aux_2: 0.7155 (0.7041) loss_vfl_aux_3: 0.6927 (0.6862) loss_vfl_aux_4: 0.6923 (0.6767) loss_vfl_dn_0: 0.4897 (0.4923) loss_vfl_dn_1: 0.4279 (0.4294) loss_vfl_dn_2: 0.4136 (0.4142) loss_vfl_dn_3: 0.4022 (0.4054) loss_vfl_dn_4: 0.3989 (0.4022) loss_vfl_dn_5: 0.3976 (0.4017) loss_vfl_dn_pre: 0.4918 (0.4928) loss_vfl_enc_0: 0.7505 (0.7469) loss_vfl_pre: 0.7727 (0.7502) time: 0.7940 data: 0.0293 max mem: 9097 Epoch: [29] [3200/3696] eta: 0:06:17 lr: 0.000013 loss: 31.8474 (32.0182) loss_bbox: 0.1676 (0.1795) loss_bbox_aux_0: 0.1855 (0.1930) loss_bbox_aux_1: 0.1721 (0.1824) loss_bbox_aux_2: 0.1683 (0.1800) loss_bbox_aux_3: 0.1677 (0.1796) loss_bbox_aux_4: 0.1676 (0.1795) loss_bbox_dn_0: 0.2416 (0.2503) loss_bbox_dn_1: 0.1772 (0.1871) loss_bbox_dn_2: 0.1692 (0.1767) loss_bbox_dn_3: 0.1646 (0.1735) loss_bbox_dn_4: 0.1652 (0.1730) loss_bbox_dn_5: 0.1653 (0.1730) loss_bbox_dn_pre: 0.2460 (0.2558) loss_bbox_enc_0: 0.2234 (0.2306) loss_bbox_pre: 0.1848 (0.1932) loss_dfl: 0.9785 (0.9629) loss_fgl_aux_0: 1.0085 (0.9972) loss_fgl_aux_1: 0.9777 (0.9657) loss_fgl_aux_2: 0.9769 (0.9631) loss_fgl_aux_3: 0.9782 (0.9629) loss_fgl_aux_4: 0.9785 (0.9629) loss_fgl_dn_0: 1.0981 (1.0924) loss_fgl_dn_1: 0.9935 (0.9886) loss_fgl_dn_2: 0.9847 (0.9798) loss_fgl_dn_3: 0.9850 (0.9805) loss_fgl_dn_4: 0.9857 (0.9809) loss_fgl_dn_5: 0.9857 (0.9809) loss_giou: 0.5571 (0.5720) loss_giou_aux_0: 0.5781 (0.5979) loss_giou_aux_1: 0.5624 (0.5775) loss_giou_aux_2: 0.5568 (0.5728) loss_giou_aux_3: 0.5572 (0.5721) loss_giou_aux_4: 0.5571 (0.5720) loss_giou_dn_0: 0.5743 (0.5839) loss_giou_dn_1: 0.4595 (0.4732) loss_giou_dn_2: 0.4364 (0.4562) loss_giou_dn_3: 0.4365 (0.4517) loss_giou_dn_4: 0.4372 (0.4509) loss_giou_dn_5: 0.4374 (0.4509) loss_giou_dn_pre: 0.5736 (0.5830) loss_giou_enc_0: 0.6478 (0.6749) loss_giou_pre: 0.5784 (0.5963) loss_ddf_aux_0: 0.0525 (0.0562) loss_ddf_aux_1: 0.0072 (0.0077) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2638 (0.2548) loss_ddf_dn_1: 0.0344 (0.0325) loss_ddf_dn_2: 0.0063 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6750 (0.6749) loss_vfl_aux_0: 0.7637 (0.7478) loss_vfl_aux_1: 0.7325 (0.7229) loss_vfl_aux_2: 0.7134 (0.7040) loss_vfl_aux_3: 0.6870 (0.6862) loss_vfl_aux_4: 0.6705 (0.6767) loss_vfl_dn_0: 0.4964 (0.4923) loss_vfl_dn_1: 0.4300 (0.4294) loss_vfl_dn_2: 0.4151 (0.4142) loss_vfl_dn_3: 0.4051 (0.4054) loss_vfl_dn_4: 0.4027 (0.4022) loss_vfl_dn_5: 0.4034 (0.4017) loss_vfl_dn_pre: 0.4970 (0.4928) loss_vfl_enc_0: 0.7620 (0.7469) loss_vfl_pre: 0.7656 (0.7503) time: 0.7574 data: 0.0272 max mem: 9097 Epoch: [29] [3300/3696] eta: 0:05:01 lr: 0.000013 loss: 31.8348 (32.0154) loss_bbox: 0.1677 (0.1795) loss_bbox_aux_0: 0.1763 (0.1929) loss_bbox_aux_1: 0.1682 (0.1823) loss_bbox_aux_2: 0.1685 (0.1800) loss_bbox_aux_3: 0.1673 (0.1795) loss_bbox_aux_4: 0.1677 (0.1795) loss_bbox_dn_0: 0.2256 (0.2501) loss_bbox_dn_1: 0.1717 (0.1869) loss_bbox_dn_2: 0.1640 (0.1766) loss_bbox_dn_3: 0.1583 (0.1734) loss_bbox_dn_4: 0.1576 (0.1728) loss_bbox_dn_5: 0.1575 (0.1728) loss_bbox_dn_pre: 0.2326 (0.2556) loss_bbox_enc_0: 0.2120 (0.2306) loss_bbox_pre: 0.1779 (0.1932) loss_dfl: 0.9587 (0.9628) loss_fgl_aux_0: 0.9984 (0.9971) loss_fgl_aux_1: 0.9610 (0.9656) loss_fgl_aux_2: 0.9583 (0.9630) loss_fgl_aux_3: 0.9587 (0.9628) loss_fgl_aux_4: 0.9587 (0.9628) loss_fgl_dn_0: 1.0925 (1.0924) loss_fgl_dn_1: 0.9948 (0.9887) loss_fgl_dn_2: 0.9805 (0.9798) loss_fgl_dn_3: 0.9821 (0.9805) loss_fgl_dn_4: 0.9823 (0.9809) loss_fgl_dn_5: 0.9824 (0.9809) loss_giou: 0.5841 (0.5723) loss_giou_aux_0: 0.6067 (0.5982) loss_giou_aux_1: 0.5858 (0.5778) loss_giou_aux_2: 0.5830 (0.5732) loss_giou_aux_3: 0.5833 (0.5724) loss_giou_aux_4: 0.5839 (0.5723) loss_giou_dn_0: 0.5838 (0.5838) loss_giou_dn_1: 0.4703 (0.4731) loss_giou_dn_2: 0.4560 (0.4561) loss_giou_dn_3: 0.4516 (0.4517) loss_giou_dn_4: 0.4503 (0.4508) loss_giou_dn_5: 0.4503 (0.4508) loss_giou_dn_pre: 0.5820 (0.5830) loss_giou_enc_0: 0.6889 (0.6752) loss_giou_pre: 0.6044 (0.5966) loss_ddf_aux_0: 0.0588 (0.0562) loss_ddf_aux_1: 0.0080 (0.0077) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2579 (0.2546) loss_ddf_dn_1: 0.0341 (0.0325) loss_ddf_dn_2: 0.0070 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6595 (0.6746) loss_vfl_aux_0: 0.7351 (0.7475) loss_vfl_aux_1: 0.7143 (0.7225) loss_vfl_aux_2: 0.7037 (0.7037) loss_vfl_aux_3: 0.6732 (0.6859) loss_vfl_aux_4: 0.6627 (0.6764) loss_vfl_dn_0: 0.4907 (0.4923) loss_vfl_dn_1: 0.4327 (0.4293) loss_vfl_dn_2: 0.4143 (0.4141) loss_vfl_dn_3: 0.4056 (0.4053) loss_vfl_dn_4: 0.4009 (0.4022) loss_vfl_dn_5: 0.3997 (0.4016) loss_vfl_dn_pre: 0.4899 (0.4928) loss_vfl_enc_0: 0.7292 (0.7465) loss_vfl_pre: 0.7349 (0.7500) time: 0.7510 data: 0.0263 max mem: 9097 Epoch: [29] [3400/3696] eta: 0:03:45 lr: 0.000013 loss: 32.3110 (32.0162) loss_bbox: 0.1877 (0.1795) loss_bbox_aux_0: 0.2026 (0.1929) loss_bbox_aux_1: 0.1908 (0.1824) loss_bbox_aux_2: 0.1884 (0.1801) loss_bbox_aux_3: 0.1873 (0.1796) loss_bbox_aux_4: 0.1876 (0.1796) loss_bbox_dn_0: 0.2342 (0.2500) loss_bbox_dn_1: 0.1779 (0.1869) loss_bbox_dn_2: 0.1648 (0.1765) loss_bbox_dn_3: 0.1590 (0.1733) loss_bbox_dn_4: 0.1581 (0.1728) loss_bbox_dn_5: 0.1581 (0.1728) loss_bbox_dn_pre: 0.2387 (0.2555) loss_bbox_enc_0: 0.2376 (0.2307) loss_bbox_pre: 0.2016 (0.1932) loss_dfl: 0.9607 (0.9627) loss_fgl_aux_0: 0.9932 (0.9970) loss_fgl_aux_1: 0.9628 (0.9655) loss_fgl_aux_2: 0.9616 (0.9629) loss_fgl_aux_3: 0.9609 (0.9628) loss_fgl_aux_4: 0.9608 (0.9627) loss_fgl_dn_0: 1.0940 (1.0923) loss_fgl_dn_1: 0.9926 (0.9887) loss_fgl_dn_2: 0.9843 (0.9799) loss_fgl_dn_3: 0.9860 (0.9806) loss_fgl_dn_4: 0.9856 (0.9810) loss_fgl_dn_5: 0.9856 (0.9810) loss_giou: 0.6072 (0.5726) loss_giou_aux_0: 0.6337 (0.5985) loss_giou_aux_1: 0.6158 (0.5781) loss_giou_aux_2: 0.6100 (0.5734) loss_giou_aux_3: 0.6080 (0.5727) loss_giou_aux_4: 0.6075 (0.5726) loss_giou_dn_0: 0.6169 (0.5839) loss_giou_dn_1: 0.5062 (0.4732) loss_giou_dn_2: 0.4842 (0.4562) loss_giou_dn_3: 0.4791 (0.4517) loss_giou_dn_4: 0.4780 (0.4509) loss_giou_dn_5: 0.4779 (0.4509) loss_giou_dn_pre: 0.6167 (0.5830) loss_giou_enc_0: 0.7105 (0.6754) loss_giou_pre: 0.6319 (0.5969) loss_ddf_aux_0: 0.0572 (0.0561) loss_ddf_aux_1: 0.0081 (0.0076) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2598 (0.2544) loss_ddf_dn_1: 0.0340 (0.0325) loss_ddf_dn_2: 0.0073 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6698 (0.6745) loss_vfl_aux_0: 0.7440 (0.7474) loss_vfl_aux_1: 0.7186 (0.7223) loss_vfl_aux_2: 0.7063 (0.7035) loss_vfl_aux_3: 0.6849 (0.6858) loss_vfl_aux_4: 0.6757 (0.6762) loss_vfl_dn_0: 0.4904 (0.4923) loss_vfl_dn_1: 0.4281 (0.4294) loss_vfl_dn_2: 0.4174 (0.4142) loss_vfl_dn_3: 0.4118 (0.4053) loss_vfl_dn_4: 0.4086 (0.4022) loss_vfl_dn_5: 0.4077 (0.4016) loss_vfl_dn_pre: 0.4904 (0.4928) loss_vfl_enc_0: 0.7372 (0.7463) loss_vfl_pre: 0.7476 (0.7499) time: 0.7402 data: 0.0270 max mem: 9097 Epoch: [29] [3500/3696] eta: 0:02:28 lr: 0.000013 loss: 32.1007 (32.0188) loss_bbox: 0.1663 (0.1795) loss_bbox_aux_0: 0.1766 (0.1929) loss_bbox_aux_1: 0.1691 (0.1823) loss_bbox_aux_2: 0.1670 (0.1800) loss_bbox_aux_3: 0.1665 (0.1796) loss_bbox_aux_4: 0.1664 (0.1795) loss_bbox_dn_0: 0.2314 (0.2498) loss_bbox_dn_1: 0.1703 (0.1868) loss_bbox_dn_2: 0.1633 (0.1764) loss_bbox_dn_3: 0.1600 (0.1733) loss_bbox_dn_4: 0.1598 (0.1727) loss_bbox_dn_5: 0.1601 (0.1727) loss_bbox_dn_pre: 0.2377 (0.2554) loss_bbox_enc_0: 0.2208 (0.2306) loss_bbox_pre: 0.1774 (0.1932) loss_dfl: 0.9633 (0.9626) loss_fgl_aux_0: 1.0001 (0.9968) loss_fgl_aux_1: 0.9709 (0.9654) loss_fgl_aux_2: 0.9648 (0.9628) loss_fgl_aux_3: 0.9636 (0.9626) loss_fgl_aux_4: 0.9637 (0.9626) loss_fgl_dn_0: 1.0969 (1.0923) loss_fgl_dn_1: 0.9890 (0.9887) loss_fgl_dn_2: 0.9816 (0.9799) loss_fgl_dn_3: 0.9836 (0.9806) loss_fgl_dn_4: 0.9838 (0.9810) loss_fgl_dn_5: 0.9838 (0.9810) loss_giou: 0.5757 (0.5730) loss_giou_aux_0: 0.5981 (0.5990) loss_giou_aux_1: 0.5798 (0.5785) loss_giou_aux_2: 0.5761 (0.5739) loss_giou_aux_3: 0.5746 (0.5731) loss_giou_aux_4: 0.5761 (0.5730) loss_giou_dn_0: 0.5846 (0.5840) loss_giou_dn_1: 0.4806 (0.4733) loss_giou_dn_2: 0.4626 (0.4563) loss_giou_dn_3: 0.4577 (0.4518) loss_giou_dn_4: 0.4558 (0.4510) loss_giou_dn_5: 0.4557 (0.4510) loss_giou_dn_pre: 0.5856 (0.5831) loss_giou_enc_0: 0.6832 (0.6760) loss_giou_pre: 0.5956 (0.5973) loss_ddf_aux_0: 0.0532 (0.0561) loss_ddf_aux_1: 0.0071 (0.0077) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2510 (0.2544) loss_ddf_dn_1: 0.0325 (0.0326) loss_ddf_dn_2: 0.0061 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6654 (0.6744) loss_vfl_aux_0: 0.7406 (0.7473) loss_vfl_aux_1: 0.7184 (0.7222) loss_vfl_aux_2: 0.6871 (0.7034) loss_vfl_aux_3: 0.6835 (0.6858) loss_vfl_aux_4: 0.6675 (0.6762) loss_vfl_dn_0: 0.4989 (0.4923) loss_vfl_dn_1: 0.4349 (0.4294) loss_vfl_dn_2: 0.4210 (0.4142) loss_vfl_dn_3: 0.4119 (0.4054) loss_vfl_dn_4: 0.4093 (0.4022) loss_vfl_dn_5: 0.4099 (0.4017) loss_vfl_dn_pre: 0.4993 (0.4928) loss_vfl_enc_0: 0.7370 (0.7459) loss_vfl_pre: 0.7489 (0.7498) time: 0.7490 data: 0.0273 max mem: 9097 Epoch: [29] [3600/3696] eta: 0:01:13 lr: 0.000013 loss: 32.2458 (32.0251) loss_bbox: 0.1759 (0.1796) loss_bbox_aux_0: 0.1819 (0.1930) loss_bbox_aux_1: 0.1787 (0.1824) loss_bbox_aux_2: 0.1771 (0.1801) loss_bbox_aux_3: 0.1761 (0.1797) loss_bbox_aux_4: 0.1759 (0.1796) loss_bbox_dn_0: 0.2244 (0.2499) loss_bbox_dn_1: 0.1736 (0.1868) loss_bbox_dn_2: 0.1671 (0.1765) loss_bbox_dn_3: 0.1619 (0.1733) loss_bbox_dn_4: 0.1623 (0.1728) loss_bbox_dn_5: 0.1624 (0.1728) loss_bbox_dn_pre: 0.2256 (0.2555) loss_bbox_enc_0: 0.2177 (0.2307) loss_bbox_pre: 0.1834 (0.1933) loss_dfl: 0.9611 (0.9626) loss_fgl_aux_0: 0.9998 (0.9968) loss_fgl_aux_1: 0.9640 (0.9654) loss_fgl_aux_2: 0.9617 (0.9628) loss_fgl_aux_3: 0.9613 (0.9626) loss_fgl_aux_4: 0.9611 (0.9626) loss_fgl_dn_0: 1.0975 (1.0923) loss_fgl_dn_1: 0.9896 (0.9887) loss_fgl_dn_2: 0.9822 (0.9799) loss_fgl_dn_3: 0.9824 (0.9807) loss_fgl_dn_4: 0.9826 (0.9810) loss_fgl_dn_5: 0.9825 (0.9810) loss_giou: 0.5647 (0.5733) loss_giou_aux_0: 0.5876 (0.5993) loss_giou_aux_1: 0.5719 (0.5789) loss_giou_aux_2: 0.5675 (0.5742) loss_giou_aux_3: 0.5649 (0.5734) loss_giou_aux_4: 0.5646 (0.5734) loss_giou_dn_0: 0.5962 (0.5842) loss_giou_dn_1: 0.4783 (0.4735) loss_giou_dn_2: 0.4590 (0.4565) loss_giou_dn_3: 0.4546 (0.4520) loss_giou_dn_4: 0.4540 (0.4512) loss_giou_dn_5: 0.4540 (0.4512) loss_giou_dn_pre: 0.5958 (0.5833) loss_giou_enc_0: 0.6750 (0.6763) loss_giou_pre: 0.5856 (0.5977) loss_ddf_aux_0: 0.0526 (0.0561) loss_ddf_aux_1: 0.0069 (0.0077) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2625 (0.2546) loss_ddf_dn_1: 0.0317 (0.0326) loss_ddf_dn_2: 0.0063 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6846 (0.6745) loss_vfl_aux_0: 0.7592 (0.7474) loss_vfl_aux_1: 0.7421 (0.7224) loss_vfl_aux_2: 0.7263 (0.7036) loss_vfl_aux_3: 0.6948 (0.6859) loss_vfl_aux_4: 0.6886 (0.6763) loss_vfl_dn_0: 0.4941 (0.4923) loss_vfl_dn_1: 0.4337 (0.4295) loss_vfl_dn_2: 0.4155 (0.4143) loss_vfl_dn_3: 0.4099 (0.4054) loss_vfl_dn_4: 0.4044 (0.4023) loss_vfl_dn_5: 0.4030 (0.4018) loss_vfl_dn_pre: 0.4950 (0.4928) loss_vfl_enc_0: 0.7493 (0.7459) loss_vfl_pre: 0.7590 (0.7498) time: 0.8674 data: 0.0233 max mem: 9097 Epoch: [29] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 31.9457 (32.0221) loss_bbox: 0.1760 (0.1797) loss_bbox_aux_0: 0.1908 (0.1931) loss_bbox_aux_1: 0.1792 (0.1825) loss_bbox_aux_2: 0.1777 (0.1802) loss_bbox_aux_3: 0.1764 (0.1798) loss_bbox_aux_4: 0.1761 (0.1797) loss_bbox_dn_0: 0.2565 (0.2502) loss_bbox_dn_1: 0.1890 (0.1870) loss_bbox_dn_2: 0.1749 (0.1766) loss_bbox_dn_3: 0.1729 (0.1735) loss_bbox_dn_4: 0.1735 (0.1729) loss_bbox_dn_5: 0.1735 (0.1729) loss_bbox_dn_pre: 0.2643 (0.2557) loss_bbox_enc_0: 0.2202 (0.2309) loss_bbox_pre: 0.1906 (0.1934) loss_dfl: 0.9699 (0.9627) loss_fgl_aux_0: 1.0036 (0.9969) loss_fgl_aux_1: 0.9747 (0.9655) loss_fgl_aux_2: 0.9696 (0.9629) loss_fgl_aux_3: 0.9705 (0.9628) loss_fgl_aux_4: 0.9701 (0.9627) loss_fgl_dn_0: 1.0970 (1.0923) loss_fgl_dn_1: 0.9891 (0.9887) loss_fgl_dn_2: 0.9806 (0.9799) loss_fgl_dn_3: 0.9808 (0.9806) loss_fgl_dn_4: 0.9810 (0.9810) loss_fgl_dn_5: 0.9812 (0.9810) loss_giou: 0.5202 (0.5728) loss_giou_aux_0: 0.5510 (0.5987) loss_giou_aux_1: 0.5274 (0.5783) loss_giou_aux_2: 0.5240 (0.5736) loss_giou_aux_3: 0.5216 (0.5729) loss_giou_aux_4: 0.5208 (0.5728) loss_giou_dn_0: 0.5539 (0.5838) loss_giou_dn_1: 0.4495 (0.4732) loss_giou_dn_2: 0.4357 (0.4562) loss_giou_dn_3: 0.4263 (0.4517) loss_giou_dn_4: 0.4244 (0.4509) loss_giou_dn_5: 0.4243 (0.4509) loss_giou_dn_pre: 0.5522 (0.5829) loss_giou_enc_0: 0.6170 (0.6756) loss_giou_pre: 0.5507 (0.5971) loss_ddf_aux_0: 0.0549 (0.0560) loss_ddf_aux_1: 0.0081 (0.0077) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2553 (0.2545) loss_ddf_dn_1: 0.0335 (0.0326) loss_ddf_dn_2: 0.0064 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6952 (0.6748) loss_vfl_aux_0: 0.7644 (0.7476) loss_vfl_aux_1: 0.7283 (0.7226) loss_vfl_aux_2: 0.7103 (0.7037) loss_vfl_aux_3: 0.6971 (0.6861) loss_vfl_aux_4: 0.6870 (0.6765) loss_vfl_dn_0: 0.4937 (0.4923) loss_vfl_dn_1: 0.4247 (0.4294) loss_vfl_dn_2: 0.4109 (0.4142) loss_vfl_dn_3: 0.4035 (0.4054) loss_vfl_dn_4: 0.3982 (0.4022) loss_vfl_dn_5: 0.3963 (0.4017) loss_vfl_dn_pre: 0.4945 (0.4928) loss_vfl_enc_0: 0.7715 (0.7462) loss_vfl_pre: 0.7648 (0.7501) time: 0.7417 data: 0.0311 max mem: 9097 Epoch: [29] Total time: 0:46:50 (0.7605 s / it) Averaged stats: lr: 0.000013 loss: 31.9457 (32.0221) loss_bbox: 0.1760 (0.1797) loss_bbox_aux_0: 0.1908 (0.1931) loss_bbox_aux_1: 0.1792 (0.1825) loss_bbox_aux_2: 0.1777 (0.1802) loss_bbox_aux_3: 0.1764 (0.1798) loss_bbox_aux_4: 0.1761 (0.1797) loss_bbox_dn_0: 0.2565 (0.2502) loss_bbox_dn_1: 0.1890 (0.1870) loss_bbox_dn_2: 0.1749 (0.1766) loss_bbox_dn_3: 0.1729 (0.1735) loss_bbox_dn_4: 0.1735 (0.1729) loss_bbox_dn_5: 0.1735 (0.1729) loss_bbox_dn_pre: 0.2643 (0.2557) loss_bbox_enc_0: 0.2202 (0.2309) loss_bbox_pre: 0.1906 (0.1934) loss_dfl: 0.9699 (0.9627) loss_fgl_aux_0: 1.0036 (0.9969) loss_fgl_aux_1: 0.9747 (0.9655) loss_fgl_aux_2: 0.9696 (0.9629) loss_fgl_aux_3: 0.9705 (0.9628) loss_fgl_aux_4: 0.9701 (0.9627) loss_fgl_dn_0: 1.0970 (1.0923) loss_fgl_dn_1: 0.9891 (0.9887) loss_fgl_dn_2: 0.9806 (0.9799) loss_fgl_dn_3: 0.9808 (0.9806) loss_fgl_dn_4: 0.9810 (0.9810) loss_fgl_dn_5: 0.9812 (0.9810) loss_giou: 0.5202 (0.5728) loss_giou_aux_0: 0.5510 (0.5987) loss_giou_aux_1: 0.5274 (0.5783) loss_giou_aux_2: 0.5240 (0.5736) loss_giou_aux_3: 0.5216 (0.5729) loss_giou_aux_4: 0.5208 (0.5728) loss_giou_dn_0: 0.5539 (0.5838) loss_giou_dn_1: 0.4495 (0.4732) loss_giou_dn_2: 0.4357 (0.4562) loss_giou_dn_3: 0.4263 (0.4517) loss_giou_dn_4: 0.4244 (0.4509) loss_giou_dn_5: 0.4243 (0.4509) loss_giou_dn_pre: 0.5522 (0.5829) loss_giou_enc_0: 0.6170 (0.6756) loss_giou_pre: 0.5507 (0.5971) loss_ddf_aux_0: 0.0549 (0.0560) loss_ddf_aux_1: 0.0081 (0.0077) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2553 (0.2545) loss_ddf_dn_1: 0.0335 (0.0326) loss_ddf_dn_2: 0.0064 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6952 (0.6748) loss_vfl_aux_0: 0.7644 (0.7476) loss_vfl_aux_1: 0.7283 (0.7226) loss_vfl_aux_2: 0.7103 (0.7037) loss_vfl_aux_3: 0.6971 (0.6861) loss_vfl_aux_4: 0.6870 (0.6765) loss_vfl_dn_0: 0.4937 (0.4923) loss_vfl_dn_1: 0.4247 (0.4294) loss_vfl_dn_2: 0.4109 (0.4142) loss_vfl_dn_3: 0.4035 (0.4054) loss_vfl_dn_4: 0.3982 (0.4022) loss_vfl_dn_5: 0.3963 (0.4017) loss_vfl_dn_pre: 0.4945 (0.4928) loss_vfl_enc_0: 0.7715 (0.7462) loss_vfl_pre: 0.7648 (0.7501) Test: [ 0/79] eta: 0:03:20 time: 2.5330 data: 1.9855 max mem: 9097 Test: [10/79] eta: 0:00:54 time: 0.7882 data: 0.2390 max mem: 9097 Test: [20/79] eta: 0:00:41 time: 0.6036 data: 0.0637 max mem: 9097 Test: [30/79] eta: 0:00:32 time: 0.6002 data: 0.0600 max mem: 9097 Test: [40/79] eta: 0:00:27 time: 0.7223 data: 0.0569 max mem: 9097 Test: [50/79] eta: 0:00:19 time: 0.7129 data: 0.0575 max mem: 9097 Test: [60/79] eta: 0:00:12 time: 0.5900 data: 0.0606 max mem: 9097 Test: [70/79] eta: 0:00:05 time: 0.5907 data: 0.0614 max mem: 9097 Test: [78/79] eta: 0:00:00 time: 0.6610 data: 0.0593 max mem: 9097 Test: Total time: 0:00:53 (0.6731 s / it) Averaged stats: Accumulating evaluation results... DONE (t=30.93s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.528 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.704 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.349 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.571 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.707 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.389 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.657 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.724 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.548 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.771 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.895 best_stat: {'epoch': 29, 'coco_eval_bbox': 0.528114455919231} Epoch: [30] [ 0/3696] eta: 9:51:20 lr: 0.000013 loss: 32.7098 (32.7098) loss_bbox: 0.1777 (0.1777) loss_bbox_aux_0: 0.2045 (0.2045) loss_bbox_aux_1: 0.1828 (0.1828) loss_bbox_aux_2: 0.1793 (0.1793) loss_bbox_aux_3: 0.1782 (0.1782) loss_bbox_aux_4: 0.1782 (0.1782) loss_bbox_dn_0: 0.3043 (0.3043) loss_bbox_dn_1: 0.2300 (0.2300) loss_bbox_dn_2: 0.2189 (0.2189) loss_bbox_dn_3: 0.2169 (0.2169) loss_bbox_dn_4: 0.2166 (0.2166) loss_bbox_dn_5: 0.2165 (0.2165) loss_bbox_dn_pre: 0.3207 (0.3207) loss_bbox_enc_0: 0.2657 (0.2657) loss_bbox_pre: 0.2005 (0.2005) loss_dfl: 0.9854 (0.9854) loss_fgl_aux_0: 1.0366 (1.0366) loss_fgl_aux_1: 0.9865 (0.9865) loss_fgl_aux_2: 0.9857 (0.9857) loss_fgl_aux_3: 0.9850 (0.9850) loss_fgl_aux_4: 0.9852 (0.9852) loss_fgl_dn_0: 1.0982 (1.0982) loss_fgl_dn_1: 0.9888 (0.9888) loss_fgl_dn_2: 0.9796 (0.9796) loss_fgl_dn_3: 0.9813 (0.9813) loss_fgl_dn_4: 0.9814 (0.9814) loss_fgl_dn_5: 0.9813 (0.9813) loss_giou: 0.5122 (0.5122) loss_giou_aux_0: 0.5249 (0.5249) loss_giou_aux_1: 0.5162 (0.5162) loss_giou_aux_2: 0.5118 (0.5118) loss_giou_aux_3: 0.5126 (0.5126) loss_giou_aux_4: 0.5125 (0.5125) loss_giou_dn_0: 0.5681 (0.5681) loss_giou_dn_1: 0.4665 (0.4665) loss_giou_dn_2: 0.4501 (0.4501) loss_giou_dn_3: 0.4466 (0.4466) loss_giou_dn_4: 0.4469 (0.4469) loss_giou_dn_5: 0.4470 (0.4470) loss_giou_dn_pre: 0.5677 (0.5677) loss_giou_enc_0: 0.5982 (0.5982) loss_giou_pre: 0.5224 (0.5224) loss_ddf_aux_0: 0.0704 (0.0704) loss_ddf_aux_1: 0.0087 (0.0087) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2412 (0.2412) loss_ddf_dn_1: 0.0299 (0.0299) loss_ddf_dn_2: 0.0057 (0.0057) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.7614 (0.7614) loss_vfl_aux_0: 0.8735 (0.8735) loss_vfl_aux_1: 0.7936 (0.7936) loss_vfl_aux_2: 0.7898 (0.7898) loss_vfl_aux_3: 0.7598 (0.7598) loss_vfl_aux_4: 0.7710 (0.7710) loss_vfl_dn_0: 0.4908 (0.4908) loss_vfl_dn_1: 0.4191 (0.4191) loss_vfl_dn_2: 0.4109 (0.4109) loss_vfl_dn_3: 0.3995 (0.3995) loss_vfl_dn_4: 0.3949 (0.3949) loss_vfl_dn_5: 0.3946 (0.3946) loss_vfl_dn_pre: 0.4896 (0.4896) loss_vfl_enc_0: 0.8579 (0.8579) loss_vfl_pre: 0.8754 (0.8754) time: 9.5996 data: 1.3752 max mem: 8942 Epoch: [30] [ 100/3696] eta: 0:51:11 lr: 0.000013 loss: 31.5842 (31.8717) loss_bbox: 0.1640 (0.1749) loss_bbox_aux_0: 0.1758 (0.1881) loss_bbox_aux_1: 0.1687 (0.1777) loss_bbox_aux_2: 0.1656 (0.1754) loss_bbox_aux_3: 0.1638 (0.1750) loss_bbox_aux_4: 0.1638 (0.1749) loss_bbox_dn_0: 0.2283 (0.2419) loss_bbox_dn_1: 0.1774 (0.1799) loss_bbox_dn_2: 0.1647 (0.1696) loss_bbox_dn_3: 0.1574 (0.1666) loss_bbox_dn_4: 0.1572 (0.1660) loss_bbox_dn_5: 0.1573 (0.1660) loss_bbox_dn_pre: 0.2334 (0.2474) loss_bbox_enc_0: 0.2227 (0.2257) loss_bbox_pre: 0.1759 (0.1885) loss_dfl: 0.9445 (0.9585) loss_fgl_aux_0: 0.9744 (0.9938) loss_fgl_aux_1: 0.9489 (0.9618) loss_fgl_aux_2: 0.9429 (0.9587) loss_fgl_aux_3: 0.9441 (0.9586) loss_fgl_aux_4: 0.9445 (0.9585) loss_fgl_dn_0: 1.0868 (1.0919) loss_fgl_dn_1: 0.9815 (0.9880) loss_fgl_dn_2: 0.9706 (0.9791) loss_fgl_dn_3: 0.9725 (0.9797) loss_fgl_dn_4: 0.9733 (0.9801) loss_fgl_dn_5: 0.9733 (0.9801) loss_giou: 0.5902 (0.5752) loss_giou_aux_0: 0.6121 (0.6003) loss_giou_aux_1: 0.5951 (0.5800) loss_giou_aux_2: 0.5914 (0.5759) loss_giou_aux_3: 0.5903 (0.5753) loss_giou_aux_4: 0.5896 (0.5752) loss_giou_dn_0: 0.5663 (0.5815) loss_giou_dn_1: 0.4621 (0.4707) loss_giou_dn_2: 0.4504 (0.4540) loss_giou_dn_3: 0.4468 (0.4498) loss_giou_dn_4: 0.4466 (0.4488) loss_giou_dn_5: 0.4465 (0.4488) loss_giou_dn_pre: 0.5638 (0.5803) loss_giou_enc_0: 0.6797 (0.6766) loss_giou_pre: 0.6127 (0.5988) loss_ddf_aux_0: 0.0530 (0.0556) loss_ddf_aux_1: 0.0074 (0.0077) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2497 (0.2547) loss_ddf_dn_1: 0.0315 (0.0342) loss_ddf_dn_2: 0.0065 (0.0070) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6574 (0.6726) loss_vfl_aux_0: 0.7356 (0.7466) loss_vfl_aux_1: 0.7151 (0.7243) loss_vfl_aux_2: 0.7003 (0.7021) loss_vfl_aux_3: 0.6759 (0.6809) loss_vfl_aux_4: 0.6531 (0.6729) loss_vfl_dn_0: 0.4821 (0.4906) loss_vfl_dn_1: 0.4219 (0.4272) loss_vfl_dn_2: 0.4044 (0.4114) loss_vfl_dn_3: 0.3960 (0.4029) loss_vfl_dn_4: 0.3948 (0.4000) loss_vfl_dn_5: 0.3924 (0.3997) loss_vfl_dn_pre: 0.4824 (0.4912) loss_vfl_enc_0: 0.7325 (0.7403) loss_vfl_pre: 0.7335 (0.7494) time: 0.7285 data: 0.0271 max mem: 9076 Epoch: [30] [ 200/3696] eta: 0:53:29 lr: 0.000013 loss: 32.0828 (31.9598) loss_bbox: 0.1698 (0.1794) loss_bbox_aux_0: 0.1858 (0.1931) loss_bbox_aux_1: 0.1753 (0.1823) loss_bbox_aux_2: 0.1725 (0.1799) loss_bbox_aux_3: 0.1702 (0.1795) loss_bbox_aux_4: 0.1698 (0.1794) loss_bbox_dn_0: 0.2383 (0.2476) loss_bbox_dn_1: 0.1678 (0.1854) loss_bbox_dn_2: 0.1593 (0.1752) loss_bbox_dn_3: 0.1557 (0.1723) loss_bbox_dn_4: 0.1562 (0.1718) loss_bbox_dn_5: 0.1562 (0.1718) loss_bbox_dn_pre: 0.2390 (0.2528) loss_bbox_enc_0: 0.2249 (0.2312) loss_bbox_pre: 0.1877 (0.1933) loss_dfl: 0.9858 (0.9645) loss_fgl_aux_0: 1.0182 (0.9987) loss_fgl_aux_1: 0.9840 (0.9675) loss_fgl_aux_2: 0.9848 (0.9647) loss_fgl_aux_3: 0.9859 (0.9646) loss_fgl_aux_4: 0.9857 (0.9645) loss_fgl_dn_0: 1.0966 (1.0918) loss_fgl_dn_1: 0.9995 (0.9891) loss_fgl_dn_2: 0.9931 (0.9803) loss_fgl_dn_3: 0.9945 (0.9809) loss_fgl_dn_4: 0.9948 (0.9813) loss_fgl_dn_5: 0.9949 (0.9813) loss_giou: 0.5268 (0.5687) loss_giou_aux_0: 0.5521 (0.5943) loss_giou_aux_1: 0.5318 (0.5740) loss_giou_aux_2: 0.5285 (0.5694) loss_giou_aux_3: 0.5279 (0.5688) loss_giou_aux_4: 0.5270 (0.5687) loss_giou_dn_0: 0.5621 (0.5804) loss_giou_dn_1: 0.4579 (0.4707) loss_giou_dn_2: 0.4458 (0.4540) loss_giou_dn_3: 0.4424 (0.4497) loss_giou_dn_4: 0.4422 (0.4488) loss_giou_dn_5: 0.4422 (0.4488) loss_giou_dn_pre: 0.5605 (0.5793) loss_giou_enc_0: 0.6279 (0.6726) loss_giou_pre: 0.5507 (0.5928) loss_ddf_aux_0: 0.0565 (0.0553) loss_ddf_aux_1: 0.0084 (0.0078) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2443 (0.2521) loss_ddf_dn_1: 0.0313 (0.0332) loss_ddf_dn_2: 0.0060 (0.0067) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6760 (0.6742) loss_vfl_aux_0: 0.7358 (0.7469) loss_vfl_aux_1: 0.7100 (0.7254) loss_vfl_aux_2: 0.6974 (0.7037) loss_vfl_aux_3: 0.6890 (0.6850) loss_vfl_aux_4: 0.6836 (0.6754) loss_vfl_dn_0: 0.4915 (0.4917) loss_vfl_dn_1: 0.4254 (0.4285) loss_vfl_dn_2: 0.4119 (0.4130) loss_vfl_dn_3: 0.4000 (0.4041) loss_vfl_dn_4: 0.3967 (0.4013) loss_vfl_dn_5: 0.3966 (0.4007) loss_vfl_dn_pre: 0.4916 (0.4923) loss_vfl_enc_0: 0.7452 (0.7446) loss_vfl_pre: 0.7407 (0.7503) time: 0.7364 data: 0.0292 max mem: 9081 Epoch: [30] [ 300/3696] eta: 0:53:59 lr: 0.000013 loss: 32.2545 (31.9699) loss_bbox: 0.1652 (0.1793) loss_bbox_aux_0: 0.1850 (0.1930) loss_bbox_aux_1: 0.1709 (0.1823) loss_bbox_aux_2: 0.1680 (0.1799) loss_bbox_aux_3: 0.1654 (0.1795) loss_bbox_aux_4: 0.1652 (0.1794) loss_bbox_dn_0: 0.2471 (0.2474) loss_bbox_dn_1: 0.1842 (0.1849) loss_bbox_dn_2: 0.1706 (0.1747) loss_bbox_dn_3: 0.1665 (0.1715) loss_bbox_dn_4: 0.1658 (0.1710) loss_bbox_dn_5: 0.1657 (0.1710) loss_bbox_dn_pre: 0.2539 (0.2529) loss_bbox_enc_0: 0.2241 (0.2307) loss_bbox_pre: 0.1850 (0.1932) loss_dfl: 0.9839 (0.9630) loss_fgl_aux_0: 1.0123 (0.9966) loss_fgl_aux_1: 0.9846 (0.9657) loss_fgl_aux_2: 0.9837 (0.9632) loss_fgl_aux_3: 0.9847 (0.9630) loss_fgl_aux_4: 0.9840 (0.9630) loss_fgl_dn_0: 1.0918 (1.0913) loss_fgl_dn_1: 0.9975 (0.9886) loss_fgl_dn_2: 0.9914 (0.9799) loss_fgl_dn_3: 0.9926 (0.9807) loss_fgl_dn_4: 0.9928 (0.9810) loss_fgl_dn_5: 0.9927 (0.9810) loss_giou: 0.5520 (0.5734) loss_giou_aux_0: 0.5690 (0.5992) loss_giou_aux_1: 0.5543 (0.5791) loss_giou_aux_2: 0.5528 (0.5742) loss_giou_aux_3: 0.5523 (0.5735) loss_giou_aux_4: 0.5523 (0.5734) loss_giou_dn_0: 0.5943 (0.5823) loss_giou_dn_1: 0.4885 (0.4728) loss_giou_dn_2: 0.4683 (0.4558) loss_giou_dn_3: 0.4620 (0.4513) loss_giou_dn_4: 0.4622 (0.4505) loss_giou_dn_5: 0.4622 (0.4505) loss_giou_dn_pre: 0.5919 (0.5814) loss_giou_enc_0: 0.6420 (0.6774) loss_giou_pre: 0.5674 (0.5976) loss_ddf_aux_0: 0.0510 (0.0548) loss_ddf_aux_1: 0.0078 (0.0077) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2449 (0.2510) loss_ddf_dn_1: 0.0331 (0.0327) loss_ddf_dn_2: 0.0061 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6832 (0.6713) loss_vfl_aux_0: 0.7668 (0.7438) loss_vfl_aux_1: 0.7474 (0.7230) loss_vfl_aux_2: 0.7205 (0.7013) loss_vfl_aux_3: 0.6957 (0.6818) loss_vfl_aux_4: 0.6887 (0.6724) loss_vfl_dn_0: 0.4907 (0.4915) loss_vfl_dn_1: 0.4288 (0.4281) loss_vfl_dn_2: 0.4154 (0.4126) loss_vfl_dn_3: 0.4059 (0.4039) loss_vfl_dn_4: 0.4034 (0.4009) loss_vfl_dn_5: 0.4019 (0.4004) loss_vfl_dn_pre: 0.4911 (0.4922) loss_vfl_enc_0: 0.7449 (0.7436) loss_vfl_pre: 0.7708 (0.7474) time: 0.7978 data: 0.0290 max mem: 9081 Epoch: [30] [ 400/3696] eta: 0:52:10 lr: 0.000013 loss: 31.8593 (31.9762) loss_bbox: 0.1863 (0.1809) loss_bbox_aux_0: 0.2036 (0.1947) loss_bbox_aux_1: 0.1871 (0.1838) loss_bbox_aux_2: 0.1865 (0.1815) loss_bbox_aux_3: 0.1864 (0.1810) loss_bbox_aux_4: 0.1862 (0.1809) loss_bbox_dn_0: 0.2465 (0.2516) loss_bbox_dn_1: 0.1911 (0.1879) loss_bbox_dn_2: 0.1801 (0.1776) loss_bbox_dn_3: 0.1801 (0.1743) loss_bbox_dn_4: 0.1779 (0.1737) loss_bbox_dn_5: 0.1781 (0.1737) loss_bbox_dn_pre: 0.2572 (0.2571) loss_bbox_enc_0: 0.2394 (0.2334) loss_bbox_pre: 0.2015 (0.1950) loss_dfl: 0.9395 (0.9619) loss_fgl_aux_0: 0.9790 (0.9965) loss_fgl_aux_1: 0.9421 (0.9648) loss_fgl_aux_2: 0.9396 (0.9621) loss_fgl_aux_3: 0.9395 (0.9619) loss_fgl_aux_4: 0.9392 (0.9619) loss_fgl_dn_0: 1.0875 (1.0909) loss_fgl_dn_1: 0.9795 (0.9872) loss_fgl_dn_2: 0.9701 (0.9782) loss_fgl_dn_3: 0.9707 (0.9790) loss_fgl_dn_4: 0.9710 (0.9794) loss_fgl_dn_5: 0.9711 (0.9794) loss_giou: 0.5616 (0.5703) loss_giou_aux_0: 0.5852 (0.5964) loss_giou_aux_1: 0.5682 (0.5759) loss_giou_aux_2: 0.5639 (0.5712) loss_giou_aux_3: 0.5626 (0.5704) loss_giou_aux_4: 0.5616 (0.5703) loss_giou_dn_0: 0.5677 (0.5815) loss_giou_dn_1: 0.4508 (0.4710) loss_giou_dn_2: 0.4347 (0.4541) loss_giou_dn_3: 0.4301 (0.4495) loss_giou_dn_4: 0.4284 (0.4486) loss_giou_dn_5: 0.4284 (0.4486) loss_giou_dn_pre: 0.5677 (0.5806) loss_giou_enc_0: 0.6712 (0.6743) loss_giou_pre: 0.5835 (0.5948) loss_ddf_aux_0: 0.0548 (0.0555) loss_ddf_aux_1: 0.0079 (0.0078) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2418 (0.2525) loss_ddf_dn_1: 0.0316 (0.0330) loss_ddf_dn_2: 0.0063 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6712 (0.6727) loss_vfl_aux_0: 0.7521 (0.7467) loss_vfl_aux_1: 0.7097 (0.7243) loss_vfl_aux_2: 0.6926 (0.7026) loss_vfl_aux_3: 0.6843 (0.6842) loss_vfl_aux_4: 0.6705 (0.6741) loss_vfl_dn_0: 0.4876 (0.4918) loss_vfl_dn_1: 0.4249 (0.4281) loss_vfl_dn_2: 0.4089 (0.4126) loss_vfl_dn_3: 0.3940 (0.4038) loss_vfl_dn_4: 0.3912 (0.4006) loss_vfl_dn_5: 0.3932 (0.4002) loss_vfl_dn_pre: 0.4885 (0.4924) loss_vfl_enc_0: 0.7266 (0.7457) loss_vfl_pre: 0.7526 (0.7503) time: 0.7311 data: 0.0244 max mem: 9082 Epoch: [30] [ 500/3696] eta: 0:48:28 lr: 0.000013 loss: 31.9482 (31.9934) loss_bbox: 0.1779 (0.1811) loss_bbox_aux_0: 0.1931 (0.1949) loss_bbox_aux_1: 0.1802 (0.1839) loss_bbox_aux_2: 0.1802 (0.1817) loss_bbox_aux_3: 0.1777 (0.1812) loss_bbox_aux_4: 0.1780 (0.1811) loss_bbox_dn_0: 0.2559 (0.2517) loss_bbox_dn_1: 0.1851 (0.1881) loss_bbox_dn_2: 0.1736 (0.1777) loss_bbox_dn_3: 0.1714 (0.1744) loss_bbox_dn_4: 0.1717 (0.1739) loss_bbox_dn_5: 0.1721 (0.1739) loss_bbox_dn_pre: 0.2596 (0.2573) loss_bbox_enc_0: 0.2314 (0.2335) loss_bbox_pre: 0.1926 (0.1951) loss_dfl: 0.9591 (0.9607) loss_fgl_aux_0: 0.9960 (0.9956) loss_fgl_aux_1: 0.9618 (0.9636) loss_fgl_aux_2: 0.9580 (0.9609) loss_fgl_aux_3: 0.9588 (0.9607) loss_fgl_aux_4: 0.9588 (0.9607) loss_fgl_dn_0: 1.0871 (1.0904) loss_fgl_dn_1: 0.9857 (0.9865) loss_fgl_dn_2: 0.9803 (0.9775) loss_fgl_dn_3: 0.9811 (0.9783) loss_fgl_dn_4: 0.9813 (0.9787) loss_fgl_dn_5: 0.9815 (0.9787) loss_giou: 0.5566 (0.5711) loss_giou_aux_0: 0.5863 (0.5974) loss_giou_aux_1: 0.5640 (0.5767) loss_giou_aux_2: 0.5587 (0.5720) loss_giou_aux_3: 0.5566 (0.5712) loss_giou_aux_4: 0.5565 (0.5711) loss_giou_dn_0: 0.5798 (0.5826) loss_giou_dn_1: 0.4616 (0.4719) loss_giou_dn_2: 0.4409 (0.4550) loss_giou_dn_3: 0.4361 (0.4503) loss_giou_dn_4: 0.4349 (0.4494) loss_giou_dn_5: 0.4349 (0.4494) loss_giou_dn_pre: 0.5760 (0.5817) loss_giou_enc_0: 0.6804 (0.6755) loss_giou_pre: 0.5835 (0.5958) loss_ddf_aux_0: 0.0571 (0.0558) loss_ddf_aux_1: 0.0077 (0.0078) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2605 (0.2530) loss_ddf_dn_1: 0.0326 (0.0331) loss_ddf_dn_2: 0.0066 (0.0070) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6715 (0.6740) loss_vfl_aux_0: 0.7556 (0.7484) loss_vfl_aux_1: 0.7229 (0.7261) loss_vfl_aux_2: 0.6890 (0.7030) loss_vfl_aux_3: 0.6812 (0.6856) loss_vfl_aux_4: 0.6730 (0.6755) loss_vfl_dn_0: 0.4854 (0.4914) loss_vfl_dn_1: 0.4303 (0.4280) loss_vfl_dn_2: 0.4141 (0.4126) loss_vfl_dn_3: 0.4063 (0.4038) loss_vfl_dn_4: 0.4042 (0.4008) loss_vfl_dn_5: 0.4039 (0.4003) loss_vfl_dn_pre: 0.4864 (0.4921) loss_vfl_enc_0: 0.7435 (0.7475) loss_vfl_pre: 0.7588 (0.7518) time: 0.6785 data: 0.0233 max mem: 9082 Epoch: [30] [ 600/3696] eta: 0:45:30 lr: 0.000013 loss: 31.8509 (31.9584) loss_bbox: 0.1659 (0.1806) loss_bbox_aux_0: 0.1773 (0.1942) loss_bbox_aux_1: 0.1625 (0.1834) loss_bbox_aux_2: 0.1646 (0.1811) loss_bbox_aux_3: 0.1660 (0.1807) loss_bbox_aux_4: 0.1659 (0.1806) loss_bbox_dn_0: 0.2298 (0.2510) loss_bbox_dn_1: 0.1677 (0.1876) loss_bbox_dn_2: 0.1631 (0.1774) loss_bbox_dn_3: 0.1588 (0.1741) loss_bbox_dn_4: 0.1572 (0.1735) loss_bbox_dn_5: 0.1570 (0.1735) loss_bbox_dn_pre: 0.2349 (0.2566) loss_bbox_enc_0: 0.2111 (0.2328) loss_bbox_pre: 0.1765 (0.1945) loss_dfl: 0.9548 (0.9600) loss_fgl_aux_0: 0.9829 (0.9950) loss_fgl_aux_1: 0.9571 (0.9629) loss_fgl_aux_2: 0.9551 (0.9602) loss_fgl_aux_3: 0.9555 (0.9600) loss_fgl_aux_4: 0.9554 (0.9600) loss_fgl_dn_0: 1.0832 (1.0902) loss_fgl_dn_1: 0.9823 (0.9859) loss_fgl_dn_2: 0.9739 (0.9769) loss_fgl_dn_3: 0.9745 (0.9777) loss_fgl_dn_4: 0.9751 (0.9781) loss_fgl_dn_5: 0.9751 (0.9781) loss_giou: 0.5965 (0.5711) loss_giou_aux_0: 0.6169 (0.5974) loss_giou_aux_1: 0.6035 (0.5767) loss_giou_aux_2: 0.5973 (0.5720) loss_giou_aux_3: 0.5968 (0.5712) loss_giou_aux_4: 0.5968 (0.5711) loss_giou_dn_0: 0.5832 (0.5823) loss_giou_dn_1: 0.4848 (0.4715) loss_giou_dn_2: 0.4703 (0.4546) loss_giou_dn_3: 0.4672 (0.4500) loss_giou_dn_4: 0.4664 (0.4492) loss_giou_dn_5: 0.4663 (0.4492) loss_giou_dn_pre: 0.5827 (0.5814) loss_giou_enc_0: 0.6949 (0.6751) loss_giou_pre: 0.6159 (0.5958) loss_ddf_aux_0: 0.0536 (0.0561) loss_ddf_aux_1: 0.0070 (0.0078) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2369 (0.2530) loss_ddf_dn_1: 0.0299 (0.0330) loss_ddf_dn_2: 0.0067 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6301 (0.6725) loss_vfl_aux_0: 0.7109 (0.7465) loss_vfl_aux_1: 0.6832 (0.7240) loss_vfl_aux_2: 0.6700 (0.7014) loss_vfl_aux_3: 0.6497 (0.6835) loss_vfl_aux_4: 0.6330 (0.6739) loss_vfl_dn_0: 0.4886 (0.4911) loss_vfl_dn_1: 0.4209 (0.4276) loss_vfl_dn_2: 0.4106 (0.4121) loss_vfl_dn_3: 0.4005 (0.4034) loss_vfl_dn_4: 0.3989 (0.4004) loss_vfl_dn_5: 0.3980 (0.3999) loss_vfl_dn_pre: 0.4901 (0.4918) loss_vfl_enc_0: 0.7097 (0.7459) loss_vfl_pre: 0.7123 (0.7496) time: 0.7432 data: 0.0280 max mem: 9082 Epoch: [30] [ 700/3696] eta: 0:43:09 lr: 0.000013 loss: 31.3879 (31.9492) loss_bbox: 0.1746 (0.1801) loss_bbox_aux_0: 0.1813 (0.1937) loss_bbox_aux_1: 0.1746 (0.1829) loss_bbox_aux_2: 0.1727 (0.1807) loss_bbox_aux_3: 0.1745 (0.1802) loss_bbox_aux_4: 0.1748 (0.1801) loss_bbox_dn_0: 0.2425 (0.2503) loss_bbox_dn_1: 0.1824 (0.1870) loss_bbox_dn_2: 0.1728 (0.1767) loss_bbox_dn_3: 0.1622 (0.1735) loss_bbox_dn_4: 0.1599 (0.1729) loss_bbox_dn_5: 0.1596 (0.1729) loss_bbox_dn_pre: 0.2519 (0.2559) loss_bbox_enc_0: 0.2116 (0.2322) loss_bbox_pre: 0.1804 (0.1940) loss_dfl: 0.9712 (0.9602) loss_fgl_aux_0: 0.9894 (0.9950) loss_fgl_aux_1: 0.9730 (0.9631) loss_fgl_aux_2: 0.9715 (0.9604) loss_fgl_aux_3: 0.9717 (0.9603) loss_fgl_aux_4: 0.9714 (0.9602) loss_fgl_dn_0: 1.0979 (1.0903) loss_fgl_dn_1: 0.9911 (0.9865) loss_fgl_dn_2: 0.9822 (0.9776) loss_fgl_dn_3: 0.9839 (0.9784) loss_fgl_dn_4: 0.9843 (0.9788) loss_fgl_dn_5: 0.9845 (0.9788) loss_giou: 0.5215 (0.5716) loss_giou_aux_0: 0.5451 (0.5978) loss_giou_aux_1: 0.5274 (0.5773) loss_giou_aux_2: 0.5220 (0.5726) loss_giou_aux_3: 0.5225 (0.5718) loss_giou_aux_4: 0.5222 (0.5717) loss_giou_dn_0: 0.5503 (0.5823) loss_giou_dn_1: 0.4366 (0.4719) loss_giou_dn_2: 0.4219 (0.4550) loss_giou_dn_3: 0.4189 (0.4504) loss_giou_dn_4: 0.4190 (0.4495) loss_giou_dn_5: 0.4190 (0.4495) loss_giou_dn_pre: 0.5539 (0.5814) loss_giou_enc_0: 0.6063 (0.6756) loss_giou_pre: 0.5450 (0.5962) loss_ddf_aux_0: 0.0485 (0.0558) loss_ddf_aux_1: 0.0070 (0.0077) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2414 (0.2525) loss_ddf_dn_1: 0.0325 (0.0329) loss_ddf_dn_2: 0.0067 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6486 (0.6708) loss_vfl_aux_0: 0.7209 (0.7454) loss_vfl_aux_1: 0.6920 (0.7225) loss_vfl_aux_2: 0.6732 (0.7001) loss_vfl_aux_3: 0.6562 (0.6817) loss_vfl_aux_4: 0.6521 (0.6724) loss_vfl_dn_0: 0.4926 (0.4912) loss_vfl_dn_1: 0.4313 (0.4278) loss_vfl_dn_2: 0.4142 (0.4123) loss_vfl_dn_3: 0.4064 (0.4036) loss_vfl_dn_4: 0.4050 (0.4006) loss_vfl_dn_5: 0.4058 (0.4001) loss_vfl_dn_pre: 0.4930 (0.4918) loss_vfl_enc_0: 0.7418 (0.7448) loss_vfl_pre: 0.7251 (0.7483) time: 0.7501 data: 0.0340 max mem: 9082 Epoch: [30] [ 800/3696] eta: 0:41:00 lr: 0.000013 loss: 32.2438 (31.9705) loss_bbox: 0.1828 (0.1802) loss_bbox_aux_0: 0.1940 (0.1936) loss_bbox_aux_1: 0.1865 (0.1830) loss_bbox_aux_2: 0.1838 (0.1807) loss_bbox_aux_3: 0.1825 (0.1803) loss_bbox_aux_4: 0.1828 (0.1802) loss_bbox_dn_0: 0.2363 (0.2503) loss_bbox_dn_1: 0.1817 (0.1872) loss_bbox_dn_2: 0.1678 (0.1769) loss_bbox_dn_3: 0.1663 (0.1736) loss_bbox_dn_4: 0.1667 (0.1731) loss_bbox_dn_5: 0.1666 (0.1731) loss_bbox_dn_pre: 0.2399 (0.2558) loss_bbox_enc_0: 0.2318 (0.2320) loss_bbox_pre: 0.1929 (0.1939) loss_dfl: 0.9609 (0.9604) loss_fgl_aux_0: 0.9943 (0.9949) loss_fgl_aux_1: 0.9630 (0.9632) loss_fgl_aux_2: 0.9615 (0.9606) loss_fgl_aux_3: 0.9612 (0.9604) loss_fgl_aux_4: 0.9610 (0.9604) loss_fgl_dn_0: 1.0955 (1.0903) loss_fgl_dn_1: 0.9962 (0.9869) loss_fgl_dn_2: 0.9864 (0.9779) loss_fgl_dn_3: 0.9869 (0.9787) loss_fgl_dn_4: 0.9871 (0.9790) loss_fgl_dn_5: 0.9869 (0.9791) loss_giou: 0.5825 (0.5727) loss_giou_aux_0: 0.6162 (0.5988) loss_giou_aux_1: 0.5843 (0.5783) loss_giou_aux_2: 0.5833 (0.5736) loss_giou_aux_3: 0.5823 (0.5728) loss_giou_aux_4: 0.5825 (0.5727) loss_giou_dn_0: 0.6049 (0.5834) loss_giou_dn_1: 0.4966 (0.4729) loss_giou_dn_2: 0.4791 (0.4561) loss_giou_dn_3: 0.4738 (0.4514) loss_giou_dn_4: 0.4743 (0.4506) loss_giou_dn_5: 0.4745 (0.4506) loss_giou_dn_pre: 0.6023 (0.5825) loss_giou_enc_0: 0.6772 (0.6766) loss_giou_pre: 0.6144 (0.5972) loss_ddf_aux_0: 0.0522 (0.0556) loss_ddf_aux_1: 0.0071 (0.0077) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2396 (0.2527) loss_ddf_dn_1: 0.0308 (0.0329) loss_ddf_dn_2: 0.0068 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6642 (0.6709) loss_vfl_aux_0: 0.7209 (0.7453) loss_vfl_aux_1: 0.7236 (0.7228) loss_vfl_aux_2: 0.7026 (0.7002) loss_vfl_aux_3: 0.6802 (0.6821) loss_vfl_aux_4: 0.6660 (0.6725) loss_vfl_dn_0: 0.4933 (0.4913) loss_vfl_dn_1: 0.4323 (0.4281) loss_vfl_dn_2: 0.4169 (0.4127) loss_vfl_dn_3: 0.4072 (0.4039) loss_vfl_dn_4: 0.4040 (0.4009) loss_vfl_dn_5: 0.4036 (0.4004) loss_vfl_dn_pre: 0.4930 (0.4919) loss_vfl_enc_0: 0.7219 (0.7449) loss_vfl_pre: 0.7192 (0.7482) time: 0.7530 data: 0.0292 max mem: 9082 Epoch: [30] [ 900/3696] eta: 0:39:02 lr: 0.000013 loss: 31.7558 (31.9498) loss_bbox: 0.1827 (0.1799) loss_bbox_aux_0: 0.1983 (0.1934) loss_bbox_aux_1: 0.1858 (0.1827) loss_bbox_aux_2: 0.1828 (0.1804) loss_bbox_aux_3: 0.1825 (0.1800) loss_bbox_aux_4: 0.1826 (0.1799) loss_bbox_dn_0: 0.2531 (0.2504) loss_bbox_dn_1: 0.1893 (0.1871) loss_bbox_dn_2: 0.1781 (0.1769) loss_bbox_dn_3: 0.1764 (0.1736) loss_bbox_dn_4: 0.1751 (0.1731) loss_bbox_dn_5: 0.1751 (0.1731) loss_bbox_dn_pre: 0.2583 (0.2559) loss_bbox_enc_0: 0.2320 (0.2320) loss_bbox_pre: 0.1976 (0.1937) loss_dfl: 0.9627 (0.9606) loss_fgl_aux_0: 1.0012 (0.9954) loss_fgl_aux_1: 0.9674 (0.9635) loss_fgl_aux_2: 0.9623 (0.9608) loss_fgl_aux_3: 0.9612 (0.9607) loss_fgl_aux_4: 0.9618 (0.9606) loss_fgl_dn_0: 1.0939 (1.0906) loss_fgl_dn_1: 0.9860 (0.9868) loss_fgl_dn_2: 0.9760 (0.9778) loss_fgl_dn_3: 0.9763 (0.9786) loss_fgl_dn_4: 0.9769 (0.9789) loss_fgl_dn_5: 0.9770 (0.9789) loss_giou: 0.5306 (0.5705) loss_giou_aux_0: 0.5614 (0.5967) loss_giou_aux_1: 0.5396 (0.5761) loss_giou_aux_2: 0.5341 (0.5714) loss_giou_aux_3: 0.5308 (0.5706) loss_giou_aux_4: 0.5304 (0.5705) loss_giou_dn_0: 0.5670 (0.5823) loss_giou_dn_1: 0.4519 (0.4718) loss_giou_dn_2: 0.4348 (0.4549) loss_giou_dn_3: 0.4271 (0.4503) loss_giou_dn_4: 0.4260 (0.4495) loss_giou_dn_5: 0.4260 (0.4495) loss_giou_dn_pre: 0.5670 (0.5814) loss_giou_enc_0: 0.6569 (0.6749) loss_giou_pre: 0.5606 (0.5951) loss_ddf_aux_0: 0.0540 (0.0557) loss_ddf_aux_1: 0.0074 (0.0077) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2594 (0.2528) loss_ddf_dn_1: 0.0331 (0.0328) loss_ddf_dn_2: 0.0068 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6656 (0.6711) loss_vfl_aux_0: 0.7651 (0.7461) loss_vfl_aux_1: 0.7261 (0.7234) loss_vfl_aux_2: 0.6995 (0.7007) loss_vfl_aux_3: 0.6686 (0.6825) loss_vfl_aux_4: 0.6703 (0.6729) loss_vfl_dn_0: 0.4931 (0.4916) loss_vfl_dn_1: 0.4226 (0.4282) loss_vfl_dn_2: 0.4069 (0.4127) loss_vfl_dn_3: 0.4000 (0.4039) loss_vfl_dn_4: 0.3960 (0.4008) loss_vfl_dn_5: 0.3953 (0.4003) loss_vfl_dn_pre: 0.4936 (0.4921) loss_vfl_enc_0: 0.7574 (0.7455) loss_vfl_pre: 0.7642 (0.7489) time: 0.7543 data: 0.0260 max mem: 9082 Epoch: [30] [1000/3696] eta: 0:37:15 lr: 0.000013 loss: 32.1755 (31.9629) loss_bbox: 0.1829 (0.1808) loss_bbox_aux_0: 0.1961 (0.1944) loss_bbox_aux_1: 0.1835 (0.1836) loss_bbox_aux_2: 0.1820 (0.1813) loss_bbox_aux_3: 0.1829 (0.1808) loss_bbox_aux_4: 0.1830 (0.1808) loss_bbox_dn_0: 0.2502 (0.2517) loss_bbox_dn_1: 0.1866 (0.1881) loss_bbox_dn_2: 0.1762 (0.1778) loss_bbox_dn_3: 0.1698 (0.1746) loss_bbox_dn_4: 0.1698 (0.1740) loss_bbox_dn_5: 0.1698 (0.1740) loss_bbox_dn_pre: 0.2582 (0.2572) loss_bbox_enc_0: 0.2364 (0.2332) loss_bbox_pre: 0.1968 (0.1946) loss_dfl: 0.9609 (0.9610) loss_fgl_aux_0: 0.9961 (0.9958) loss_fgl_aux_1: 0.9631 (0.9638) loss_fgl_aux_2: 0.9609 (0.9611) loss_fgl_aux_3: 0.9609 (0.9610) loss_fgl_aux_4: 0.9607 (0.9610) loss_fgl_dn_0: 1.0908 (1.0909) loss_fgl_dn_1: 0.9844 (0.9868) loss_fgl_dn_2: 0.9784 (0.9778) loss_fgl_dn_3: 0.9788 (0.9786) loss_fgl_dn_4: 0.9793 (0.9790) loss_fgl_dn_5: 0.9793 (0.9790) loss_giou: 0.5943 (0.5695) loss_giou_aux_0: 0.6124 (0.5956) loss_giou_aux_1: 0.5940 (0.5751) loss_giou_aux_2: 0.5928 (0.5704) loss_giou_aux_3: 0.5954 (0.5696) loss_giou_aux_4: 0.5943 (0.5695) loss_giou_dn_0: 0.6011 (0.5818) loss_giou_dn_1: 0.4851 (0.4712) loss_giou_dn_2: 0.4688 (0.4543) loss_giou_dn_3: 0.4643 (0.4498) loss_giou_dn_4: 0.4646 (0.4489) loss_giou_dn_5: 0.4647 (0.4489) loss_giou_dn_pre: 0.5997 (0.5809) loss_giou_enc_0: 0.6804 (0.6738) loss_giou_pre: 0.6111 (0.5940) loss_ddf_aux_0: 0.0554 (0.0557) loss_ddf_aux_1: 0.0074 (0.0077) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2436 (0.2530) loss_ddf_dn_1: 0.0294 (0.0326) loss_ddf_dn_2: 0.0062 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6447 (0.6718) loss_vfl_aux_0: 0.7205 (0.7472) loss_vfl_aux_1: 0.7037 (0.7236) loss_vfl_aux_2: 0.6830 (0.7014) loss_vfl_aux_3: 0.6592 (0.6831) loss_vfl_aux_4: 0.6456 (0.6735) loss_vfl_dn_0: 0.4961 (0.4919) loss_vfl_dn_1: 0.4378 (0.4285) loss_vfl_dn_2: 0.4177 (0.4129) loss_vfl_dn_3: 0.4087 (0.4041) loss_vfl_dn_4: 0.4072 (0.4010) loss_vfl_dn_5: 0.4035 (0.4005) loss_vfl_dn_pre: 0.4969 (0.4924) loss_vfl_enc_0: 0.7312 (0.7464) loss_vfl_pre: 0.7239 (0.7499) time: 0.7149 data: 0.0242 max mem: 9082 Epoch: [30] [1100/3696] eta: 0:35:32 lr: 0.000013 loss: 32.0168 (31.9514) loss_bbox: 0.1896 (0.1809) loss_bbox_aux_0: 0.2029 (0.1944) loss_bbox_aux_1: 0.1930 (0.1837) loss_bbox_aux_2: 0.1890 (0.1814) loss_bbox_aux_3: 0.1889 (0.1810) loss_bbox_aux_4: 0.1897 (0.1809) loss_bbox_dn_0: 0.2421 (0.2523) loss_bbox_dn_1: 0.1827 (0.1885) loss_bbox_dn_2: 0.1734 (0.1782) loss_bbox_dn_3: 0.1713 (0.1750) loss_bbox_dn_4: 0.1707 (0.1744) loss_bbox_dn_5: 0.1707 (0.1744) loss_bbox_dn_pre: 0.2468 (0.2578) loss_bbox_enc_0: 0.2262 (0.2333) loss_bbox_pre: 0.2049 (0.1947) loss_dfl: 0.9723 (0.9613) loss_fgl_aux_0: 1.0054 (0.9961) loss_fgl_aux_1: 0.9753 (0.9641) loss_fgl_aux_2: 0.9724 (0.9614) loss_fgl_aux_3: 0.9722 (0.9613) loss_fgl_aux_4: 0.9724 (0.9613) loss_fgl_dn_0: 1.0942 (1.0907) loss_fgl_dn_1: 0.9867 (0.9864) loss_fgl_dn_2: 0.9781 (0.9774) loss_fgl_dn_3: 0.9791 (0.9782) loss_fgl_dn_4: 0.9801 (0.9785) loss_fgl_dn_5: 0.9800 (0.9785) loss_giou: 0.5775 (0.5686) loss_giou_aux_0: 0.6004 (0.5947) loss_giou_aux_1: 0.5824 (0.5742) loss_giou_aux_2: 0.5786 (0.5695) loss_giou_aux_3: 0.5783 (0.5687) loss_giou_aux_4: 0.5777 (0.5686) loss_giou_dn_0: 0.5751 (0.5812) loss_giou_dn_1: 0.4674 (0.4705) loss_giou_dn_2: 0.4545 (0.4537) loss_giou_dn_3: 0.4488 (0.4491) loss_giou_dn_4: 0.4481 (0.4483) loss_giou_dn_5: 0.4481 (0.4483) loss_giou_dn_pre: 0.5732 (0.5803) loss_giou_enc_0: 0.6732 (0.6728) loss_giou_pre: 0.5961 (0.5931) loss_ddf_aux_0: 0.0505 (0.0557) loss_ddf_aux_1: 0.0071 (0.0077) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2455 (0.2536) loss_ddf_dn_1: 0.0289 (0.0326) loss_ddf_dn_2: 0.0053 (0.0068) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6717 (0.6719) loss_vfl_aux_0: 0.7302 (0.7469) loss_vfl_aux_1: 0.7075 (0.7230) loss_vfl_aux_2: 0.6957 (0.7012) loss_vfl_aux_3: 0.6655 (0.6831) loss_vfl_aux_4: 0.6641 (0.6734) loss_vfl_dn_0: 0.4886 (0.4918) loss_vfl_dn_1: 0.4238 (0.4282) loss_vfl_dn_2: 0.4124 (0.4126) loss_vfl_dn_3: 0.4046 (0.4038) loss_vfl_dn_4: 0.4013 (0.4008) loss_vfl_dn_5: 0.4008 (0.4002) loss_vfl_dn_pre: 0.4891 (0.4923) loss_vfl_enc_0: 0.7296 (0.7461) loss_vfl_pre: 0.7325 (0.7497) time: 0.7415 data: 0.0336 max mem: 9082 Epoch: [30] [1200/3696] eta: 0:33:49 lr: 0.000013 loss: 31.9351 (31.9596) loss_bbox: 0.1698 (0.1806) loss_bbox_aux_0: 0.1859 (0.1942) loss_bbox_aux_1: 0.1735 (0.1834) loss_bbox_aux_2: 0.1705 (0.1811) loss_bbox_aux_3: 0.1699 (0.1807) loss_bbox_aux_4: 0.1697 (0.1806) loss_bbox_dn_0: 0.2400 (0.2522) loss_bbox_dn_1: 0.1784 (0.1885) loss_bbox_dn_2: 0.1668 (0.1781) loss_bbox_dn_3: 0.1606 (0.1749) loss_bbox_dn_4: 0.1600 (0.1743) loss_bbox_dn_5: 0.1601 (0.1743) loss_bbox_dn_pre: 0.2461 (0.2578) loss_bbox_enc_0: 0.2237 (0.2331) loss_bbox_pre: 0.1864 (0.1944) loss_dfl: 0.9741 (0.9609) loss_fgl_aux_0: 1.0050 (0.9957) loss_fgl_aux_1: 0.9758 (0.9637) loss_fgl_aux_2: 0.9739 (0.9611) loss_fgl_aux_3: 0.9736 (0.9610) loss_fgl_aux_4: 0.9743 (0.9610) loss_fgl_dn_0: 1.0895 (1.0905) loss_fgl_dn_1: 0.9834 (0.9864) loss_fgl_dn_2: 0.9772 (0.9775) loss_fgl_dn_3: 0.9797 (0.9783) loss_fgl_dn_4: 0.9800 (0.9787) loss_fgl_dn_5: 0.9801 (0.9787) loss_giou: 0.5821 (0.5697) loss_giou_aux_0: 0.6089 (0.5960) loss_giou_aux_1: 0.5888 (0.5754) loss_giou_aux_2: 0.5820 (0.5706) loss_giou_aux_3: 0.5840 (0.5699) loss_giou_aux_4: 0.5826 (0.5697) loss_giou_dn_0: 0.5875 (0.5822) loss_giou_dn_1: 0.4754 (0.4715) loss_giou_dn_2: 0.4576 (0.4546) loss_giou_dn_3: 0.4531 (0.4500) loss_giou_dn_4: 0.4524 (0.4492) loss_giou_dn_5: 0.4523 (0.4492) loss_giou_dn_pre: 0.5861 (0.5813) loss_giou_enc_0: 0.6887 (0.6741) loss_giou_pre: 0.6055 (0.5944) loss_ddf_aux_0: 0.0544 (0.0558) loss_ddf_aux_1: 0.0077 (0.0076) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2690 (0.2538) loss_ddf_dn_1: 0.0323 (0.0326) loss_ddf_dn_2: 0.0062 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6511 (0.6716) loss_vfl_aux_0: 0.7273 (0.7462) loss_vfl_aux_1: 0.7056 (0.7223) loss_vfl_aux_2: 0.6895 (0.7010) loss_vfl_aux_3: 0.6684 (0.6828) loss_vfl_aux_4: 0.6538 (0.6731) loss_vfl_dn_0: 0.4904 (0.4916) loss_vfl_dn_1: 0.4244 (0.4282) loss_vfl_dn_2: 0.4116 (0.4127) loss_vfl_dn_3: 0.4026 (0.4039) loss_vfl_dn_4: 0.3973 (0.4009) loss_vfl_dn_5: 0.3972 (0.4003) loss_vfl_dn_pre: 0.4906 (0.4921) loss_vfl_enc_0: 0.7305 (0.7453) loss_vfl_pre: 0.7277 (0.7490) time: 0.7540 data: 0.0316 max mem: 9082 Epoch: [30] [1300/3696] eta: 0:32:18 lr: 0.000013 loss: 31.5959 (31.9429) loss_bbox: 0.1740 (0.1809) loss_bbox_aux_0: 0.1969 (0.1945) loss_bbox_aux_1: 0.1799 (0.1837) loss_bbox_aux_2: 0.1768 (0.1814) loss_bbox_aux_3: 0.1747 (0.1809) loss_bbox_aux_4: 0.1741 (0.1809) loss_bbox_dn_0: 0.2607 (0.2527) loss_bbox_dn_1: 0.1913 (0.1887) loss_bbox_dn_2: 0.1781 (0.1783) loss_bbox_dn_3: 0.1768 (0.1751) loss_bbox_dn_4: 0.1751 (0.1745) loss_bbox_dn_5: 0.1751 (0.1745) loss_bbox_dn_pre: 0.2674 (0.2583) loss_bbox_enc_0: 0.2310 (0.2335) loss_bbox_pre: 0.1965 (0.1947) loss_dfl: 0.9573 (0.9613) loss_fgl_aux_0: 0.9999 (0.9961) loss_fgl_aux_1: 0.9628 (0.9641) loss_fgl_aux_2: 0.9587 (0.9615) loss_fgl_aux_3: 0.9583 (0.9614) loss_fgl_aux_4: 0.9576 (0.9613) loss_fgl_dn_0: 1.0910 (1.0905) loss_fgl_dn_1: 0.9918 (0.9862) loss_fgl_dn_2: 0.9832 (0.9773) loss_fgl_dn_3: 0.9846 (0.9780) loss_fgl_dn_4: 0.9848 (0.9784) loss_fgl_dn_5: 0.9849 (0.9784) loss_giou: 0.5301 (0.5676) loss_giou_aux_0: 0.5485 (0.5939) loss_giou_aux_1: 0.5336 (0.5732) loss_giou_aux_2: 0.5312 (0.5685) loss_giou_aux_3: 0.5295 (0.5677) loss_giou_aux_4: 0.5299 (0.5676) loss_giou_dn_0: 0.5613 (0.5809) loss_giou_dn_1: 0.4498 (0.4703) loss_giou_dn_2: 0.4335 (0.4534) loss_giou_dn_3: 0.4275 (0.4488) loss_giou_dn_4: 0.4268 (0.4479) loss_giou_dn_5: 0.4270 (0.4479) loss_giou_dn_pre: 0.5602 (0.5800) loss_giou_enc_0: 0.6310 (0.6718) loss_giou_pre: 0.5470 (0.5923) loss_ddf_aux_0: 0.0546 (0.0559) loss_ddf_aux_1: 0.0076 (0.0076) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2469 (0.2541) loss_ddf_dn_1: 0.0313 (0.0325) loss_ddf_dn_2: 0.0066 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6797 (0.6720) loss_vfl_aux_0: 0.7476 (0.7467) loss_vfl_aux_1: 0.7142 (0.7225) loss_vfl_aux_2: 0.6920 (0.7014) loss_vfl_aux_3: 0.6924 (0.6834) loss_vfl_aux_4: 0.6866 (0.6736) loss_vfl_dn_0: 0.4877 (0.4916) loss_vfl_dn_1: 0.4225 (0.4281) loss_vfl_dn_2: 0.4100 (0.4125) loss_vfl_dn_3: 0.3965 (0.4037) loss_vfl_dn_4: 0.3941 (0.4006) loss_vfl_dn_5: 0.3939 (0.4001) loss_vfl_dn_pre: 0.4875 (0.4921) loss_vfl_enc_0: 0.7598 (0.7463) loss_vfl_pre: 0.7480 (0.7496) time: 0.7612 data: 0.0311 max mem: 9082 Epoch: [30] [1400/3696] eta: 0:30:48 lr: 0.000013 loss: 31.8056 (31.9399) loss_bbox: 0.1957 (0.1805) loss_bbox_aux_0: 0.2147 (0.1941) loss_bbox_aux_1: 0.2020 (0.1834) loss_bbox_aux_2: 0.1960 (0.1810) loss_bbox_aux_3: 0.1961 (0.1806) loss_bbox_aux_4: 0.1957 (0.1805) loss_bbox_dn_0: 0.2722 (0.2521) loss_bbox_dn_1: 0.1945 (0.1883) loss_bbox_dn_2: 0.1802 (0.1779) loss_bbox_dn_3: 0.1763 (0.1746) loss_bbox_dn_4: 0.1766 (0.1741) loss_bbox_dn_5: 0.1764 (0.1741) loss_bbox_dn_pre: 0.2832 (0.2577) loss_bbox_enc_0: 0.2487 (0.2329) loss_bbox_pre: 0.2161 (0.1943) loss_dfl: 0.9516 (0.9614) loss_fgl_aux_0: 0.9877 (0.9961) loss_fgl_aux_1: 0.9563 (0.9642) loss_fgl_aux_2: 0.9541 (0.9616) loss_fgl_aux_3: 0.9522 (0.9614) loss_fgl_aux_4: 0.9516 (0.9614) loss_fgl_dn_0: 1.0852 (1.0904) loss_fgl_dn_1: 0.9754 (0.9865) loss_fgl_dn_2: 0.9684 (0.9776) loss_fgl_dn_3: 0.9709 (0.9783) loss_fgl_dn_4: 0.9717 (0.9787) loss_fgl_dn_5: 0.9717 (0.9787) loss_giou: 0.5705 (0.5682) loss_giou_aux_0: 0.5967 (0.5944) loss_giou_aux_1: 0.5778 (0.5738) loss_giou_aux_2: 0.5702 (0.5691) loss_giou_aux_3: 0.5705 (0.5683) loss_giou_aux_4: 0.5706 (0.5682) loss_giou_dn_0: 0.5720 (0.5811) loss_giou_dn_1: 0.4519 (0.4705) loss_giou_dn_2: 0.4317 (0.4536) loss_giou_dn_3: 0.4286 (0.4490) loss_giou_dn_4: 0.4276 (0.4482) loss_giou_dn_5: 0.4276 (0.4482) loss_giou_dn_pre: 0.5711 (0.5802) loss_giou_enc_0: 0.6712 (0.6725) loss_giou_pre: 0.5939 (0.5928) loss_ddf_aux_0: 0.0554 (0.0559) loss_ddf_aux_1: 0.0077 (0.0077) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2538 (0.2536) loss_ddf_dn_1: 0.0357 (0.0325) loss_ddf_dn_2: 0.0072 (0.0067) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6530 (0.6718) loss_vfl_aux_0: 0.7191 (0.7459) loss_vfl_aux_1: 0.7031 (0.7219) loss_vfl_aux_2: 0.6868 (0.7013) loss_vfl_aux_3: 0.6622 (0.6831) loss_vfl_aux_4: 0.6502 (0.6734) loss_vfl_dn_0: 0.4867 (0.4915) loss_vfl_dn_1: 0.4186 (0.4279) loss_vfl_dn_2: 0.4053 (0.4125) loss_vfl_dn_3: 0.3985 (0.4037) loss_vfl_dn_4: 0.3959 (0.4007) loss_vfl_dn_5: 0.3958 (0.4002) loss_vfl_dn_pre: 0.4874 (0.4920) loss_vfl_enc_0: 0.7238 (0.7455) loss_vfl_pre: 0.7249 (0.7488) time: 0.7221 data: 0.0271 max mem: 9082 Epoch: [30] [1500/3696] eta: 0:29:21 lr: 0.000013 loss: 32.4628 (31.9480) loss_bbox: 0.1778 (0.1801) loss_bbox_aux_0: 0.1918 (0.1936) loss_bbox_aux_1: 0.1816 (0.1829) loss_bbox_aux_2: 0.1774 (0.1806) loss_bbox_aux_3: 0.1776 (0.1802) loss_bbox_aux_4: 0.1778 (0.1801) loss_bbox_dn_0: 0.2313 (0.2513) loss_bbox_dn_1: 0.1687 (0.1876) loss_bbox_dn_2: 0.1599 (0.1773) loss_bbox_dn_3: 0.1585 (0.1740) loss_bbox_dn_4: 0.1585 (0.1735) loss_bbox_dn_5: 0.1585 (0.1735) loss_bbox_dn_pre: 0.2362 (0.2569) loss_bbox_enc_0: 0.2306 (0.2324) loss_bbox_pre: 0.1911 (0.1939) loss_dfl: 0.9667 (0.9619) loss_fgl_aux_0: 1.0009 (0.9966) loss_fgl_aux_1: 0.9723 (0.9647) loss_fgl_aux_2: 0.9679 (0.9621) loss_fgl_aux_3: 0.9673 (0.9620) loss_fgl_aux_4: 0.9669 (0.9619) loss_fgl_dn_0: 1.0865 (1.0907) loss_fgl_dn_1: 0.9985 (0.9868) loss_fgl_dn_2: 0.9885 (0.9779) loss_fgl_dn_3: 0.9887 (0.9787) loss_fgl_dn_4: 0.9895 (0.9791) loss_fgl_dn_5: 0.9895 (0.9791) loss_giou: 0.6019 (0.5687) loss_giou_aux_0: 0.6281 (0.5950) loss_giou_aux_1: 0.6071 (0.5744) loss_giou_aux_2: 0.6044 (0.5696) loss_giou_aux_3: 0.6031 (0.5688) loss_giou_aux_4: 0.6022 (0.5687) loss_giou_dn_0: 0.6028 (0.5815) loss_giou_dn_1: 0.4954 (0.4708) loss_giou_dn_2: 0.4760 (0.4539) loss_giou_dn_3: 0.4709 (0.4494) loss_giou_dn_4: 0.4693 (0.4485) loss_giou_dn_5: 0.4693 (0.4485) loss_giou_dn_pre: 0.6002 (0.5806) loss_giou_enc_0: 0.7055 (0.6731) loss_giou_pre: 0.6280 (0.5934) loss_ddf_aux_0: 0.0572 (0.0560) loss_ddf_aux_1: 0.0077 (0.0077) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2489 (0.2539) loss_ddf_dn_1: 0.0316 (0.0324) loss_ddf_dn_2: 0.0066 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6720 (0.6724) loss_vfl_aux_0: 0.7316 (0.7459) loss_vfl_aux_1: 0.7064 (0.7221) loss_vfl_aux_2: 0.7050 (0.7017) loss_vfl_aux_3: 0.6729 (0.6836) loss_vfl_aux_4: 0.6725 (0.6741) loss_vfl_dn_0: 0.4904 (0.4915) loss_vfl_dn_1: 0.4322 (0.4281) loss_vfl_dn_2: 0.4203 (0.4127) loss_vfl_dn_3: 0.4119 (0.4039) loss_vfl_dn_4: 0.4087 (0.4009) loss_vfl_dn_5: 0.4077 (0.4004) loss_vfl_dn_pre: 0.4918 (0.4921) loss_vfl_enc_0: 0.7470 (0.7460) loss_vfl_pre: 0.7344 (0.7488) time: 0.7741 data: 0.0295 max mem: 9082 Epoch: [30] [1600/3696] eta: 0:27:55 lr: 0.000013 loss: 32.4706 (31.9496) loss_bbox: 0.1785 (0.1801) loss_bbox_aux_0: 0.1935 (0.1937) loss_bbox_aux_1: 0.1840 (0.1830) loss_bbox_aux_2: 0.1797 (0.1807) loss_bbox_aux_3: 0.1790 (0.1802) loss_bbox_aux_4: 0.1785 (0.1802) loss_bbox_dn_0: 0.2412 (0.2513) loss_bbox_dn_1: 0.1783 (0.1876) loss_bbox_dn_2: 0.1704 (0.1772) loss_bbox_dn_3: 0.1667 (0.1740) loss_bbox_dn_4: 0.1670 (0.1734) loss_bbox_dn_5: 0.1671 (0.1734) loss_bbox_dn_pre: 0.2426 (0.2569) loss_bbox_enc_0: 0.2280 (0.2325) loss_bbox_pre: 0.1927 (0.1939) loss_dfl: 0.9649 (0.9622) loss_fgl_aux_0: 0.9978 (0.9969) loss_fgl_aux_1: 0.9659 (0.9650) loss_fgl_aux_2: 0.9656 (0.9624) loss_fgl_aux_3: 0.9650 (0.9622) loss_fgl_aux_4: 0.9653 (0.9622) loss_fgl_dn_0: 1.0927 (1.0910) loss_fgl_dn_1: 0.9914 (0.9869) loss_fgl_dn_2: 0.9827 (0.9780) loss_fgl_dn_3: 0.9835 (0.9788) loss_fgl_dn_4: 0.9839 (0.9791) loss_fgl_dn_5: 0.9840 (0.9791) loss_giou: 0.5703 (0.5680) loss_giou_aux_0: 0.6052 (0.5943) loss_giou_aux_1: 0.5751 (0.5737) loss_giou_aux_2: 0.5724 (0.5689) loss_giou_aux_3: 0.5720 (0.5681) loss_giou_aux_4: 0.5705 (0.5680) loss_giou_dn_0: 0.5940 (0.5811) loss_giou_dn_1: 0.4809 (0.4704) loss_giou_dn_2: 0.4611 (0.4535) loss_giou_dn_3: 0.4567 (0.4490) loss_giou_dn_4: 0.4542 (0.4481) loss_giou_dn_5: 0.4543 (0.4481) loss_giou_dn_pre: 0.5938 (0.5801) loss_giou_enc_0: 0.6675 (0.6726) loss_giou_pre: 0.6045 (0.5927) loss_ddf_aux_0: 0.0562 (0.0562) loss_ddf_aux_1: 0.0075 (0.0077) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2573 (0.2543) loss_ddf_dn_1: 0.0315 (0.0325) loss_ddf_dn_2: 0.0061 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6801 (0.6733) loss_vfl_aux_0: 0.7490 (0.7465) loss_vfl_aux_1: 0.7314 (0.7230) loss_vfl_aux_2: 0.7122 (0.7026) loss_vfl_aux_3: 0.6954 (0.6846) loss_vfl_aux_4: 0.6840 (0.6749) loss_vfl_dn_0: 0.4938 (0.4916) loss_vfl_dn_1: 0.4265 (0.4281) loss_vfl_dn_2: 0.4161 (0.4127) loss_vfl_dn_3: 0.4052 (0.4040) loss_vfl_dn_4: 0.4015 (0.4009) loss_vfl_dn_5: 0.4026 (0.4004) loss_vfl_dn_pre: 0.4935 (0.4922) loss_vfl_enc_0: 0.7599 (0.7467) loss_vfl_pre: 0.7499 (0.7494) time: 0.7399 data: 0.0332 max mem: 9082 Epoch: [30] [1700/3696] eta: 0:26:30 lr: 0.000013 loss: 32.0179 (31.9572) loss_bbox: 0.1834 (0.1802) loss_bbox_aux_0: 0.1952 (0.1937) loss_bbox_aux_1: 0.1864 (0.1831) loss_bbox_aux_2: 0.1846 (0.1808) loss_bbox_aux_3: 0.1835 (0.1803) loss_bbox_aux_4: 0.1835 (0.1802) loss_bbox_dn_0: 0.2343 (0.2512) loss_bbox_dn_1: 0.1738 (0.1875) loss_bbox_dn_2: 0.1664 (0.1772) loss_bbox_dn_3: 0.1666 (0.1739) loss_bbox_dn_4: 0.1673 (0.1734) loss_bbox_dn_5: 0.1671 (0.1734) loss_bbox_dn_pre: 0.2410 (0.2568) loss_bbox_enc_0: 0.2309 (0.2325) loss_bbox_pre: 0.1957 (0.1939) loss_dfl: 0.9517 (0.9621) loss_fgl_aux_0: 0.9885 (0.9968) loss_fgl_aux_1: 0.9602 (0.9649) loss_fgl_aux_2: 0.9524 (0.9623) loss_fgl_aux_3: 0.9522 (0.9621) loss_fgl_aux_4: 0.9519 (0.9621) loss_fgl_dn_0: 1.0878 (1.0911) loss_fgl_dn_1: 0.9864 (0.9870) loss_fgl_dn_2: 0.9761 (0.9781) loss_fgl_dn_3: 0.9776 (0.9789) loss_fgl_dn_4: 0.9776 (0.9792) loss_fgl_dn_5: 0.9777 (0.9793) loss_giou: 0.5955 (0.5689) loss_giou_aux_0: 0.6171 (0.5952) loss_giou_aux_1: 0.5975 (0.5745) loss_giou_aux_2: 0.5968 (0.5698) loss_giou_aux_3: 0.5964 (0.5690) loss_giou_aux_4: 0.5957 (0.5689) loss_giou_dn_0: 0.5905 (0.5815) loss_giou_dn_1: 0.4853 (0.4709) loss_giou_dn_2: 0.4640 (0.4540) loss_giou_dn_3: 0.4560 (0.4494) loss_giou_dn_4: 0.4556 (0.4486) loss_giou_dn_5: 0.4557 (0.4486) loss_giou_dn_pre: 0.5911 (0.5806) loss_giou_enc_0: 0.7001 (0.6733) loss_giou_pre: 0.6144 (0.5935) loss_ddf_aux_0: 0.0514 (0.0563) loss_ddf_aux_1: 0.0073 (0.0077) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2484 (0.2545) loss_ddf_dn_1: 0.0318 (0.0325) loss_ddf_dn_2: 0.0063 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6449 (0.6729) loss_vfl_aux_0: 0.7235 (0.7463) loss_vfl_aux_1: 0.6987 (0.7228) loss_vfl_aux_2: 0.6761 (0.7023) loss_vfl_aux_3: 0.6577 (0.6842) loss_vfl_aux_4: 0.6512 (0.6745) loss_vfl_dn_0: 0.4813 (0.4915) loss_vfl_dn_1: 0.4218 (0.4280) loss_vfl_dn_2: 0.4089 (0.4127) loss_vfl_dn_3: 0.4006 (0.4040) loss_vfl_dn_4: 0.3967 (0.4009) loss_vfl_dn_5: 0.3976 (0.4004) loss_vfl_dn_pre: 0.4815 (0.4920) loss_vfl_enc_0: 0.7368 (0.7465) loss_vfl_pre: 0.7278 (0.7492) time: 0.7596 data: 0.0277 max mem: 9082 Epoch: [30] [1800/3696] eta: 0:25:02 lr: 0.000013 loss: 31.9471 (31.9569) loss_bbox: 0.1741 (0.1802) loss_bbox_aux_0: 0.1867 (0.1937) loss_bbox_aux_1: 0.1765 (0.1830) loss_bbox_aux_2: 0.1745 (0.1807) loss_bbox_aux_3: 0.1740 (0.1803) loss_bbox_aux_4: 0.1740 (0.1802) loss_bbox_dn_0: 0.2276 (0.2512) loss_bbox_dn_1: 0.1717 (0.1875) loss_bbox_dn_2: 0.1649 (0.1771) loss_bbox_dn_3: 0.1566 (0.1739) loss_bbox_dn_4: 0.1556 (0.1733) loss_bbox_dn_5: 0.1556 (0.1733) loss_bbox_dn_pre: 0.2305 (0.2568) loss_bbox_enc_0: 0.2257 (0.2325) loss_bbox_pre: 0.1871 (0.1939) loss_dfl: 0.9390 (0.9617) loss_fgl_aux_0: 0.9810 (0.9965) loss_fgl_aux_1: 0.9420 (0.9645) loss_fgl_aux_2: 0.9396 (0.9619) loss_fgl_aux_3: 0.9387 (0.9618) loss_fgl_aux_4: 0.9386 (0.9618) loss_fgl_dn_0: 1.0860 (1.0911) loss_fgl_dn_1: 0.9866 (0.9870) loss_fgl_dn_2: 0.9780 (0.9780) loss_fgl_dn_3: 0.9769 (0.9788) loss_fgl_dn_4: 0.9772 (0.9792) loss_fgl_dn_5: 0.9772 (0.9792) loss_giou: 0.5804 (0.5691) loss_giou_aux_0: 0.5992 (0.5954) loss_giou_aux_1: 0.5839 (0.5748) loss_giou_aux_2: 0.5823 (0.5700) loss_giou_aux_3: 0.5805 (0.5692) loss_giou_aux_4: 0.5803 (0.5691) loss_giou_dn_0: 0.5739 (0.5813) loss_giou_dn_1: 0.4693 (0.4707) loss_giou_dn_2: 0.4528 (0.4538) loss_giou_dn_3: 0.4484 (0.4493) loss_giou_dn_4: 0.4472 (0.4484) loss_giou_dn_5: 0.4473 (0.4484) loss_giou_dn_pre: 0.5733 (0.5804) loss_giou_enc_0: 0.6838 (0.6736) loss_giou_pre: 0.5993 (0.5938) loss_ddf_aux_0: 0.0534 (0.0562) loss_ddf_aux_1: 0.0067 (0.0077) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2537 (0.2545) loss_ddf_dn_1: 0.0320 (0.0325) loss_ddf_dn_2: 0.0071 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6777 (0.6730) loss_vfl_aux_0: 0.7589 (0.7467) loss_vfl_aux_1: 0.7227 (0.7232) loss_vfl_aux_2: 0.6929 (0.7026) loss_vfl_aux_3: 0.6725 (0.6843) loss_vfl_aux_4: 0.6643 (0.6747) loss_vfl_dn_0: 0.4831 (0.4915) loss_vfl_dn_1: 0.4208 (0.4280) loss_vfl_dn_2: 0.4098 (0.4127) loss_vfl_dn_3: 0.3983 (0.4040) loss_vfl_dn_4: 0.3965 (0.4009) loss_vfl_dn_5: 0.3960 (0.4004) loss_vfl_dn_pre: 0.4848 (0.4921) loss_vfl_enc_0: 0.7498 (0.7468) loss_vfl_pre: 0.7573 (0.7496) time: 0.7288 data: 0.0270 max mem: 9082 Epoch: [30] [1900/3696] eta: 0:23:38 lr: 0.000013 loss: 31.6561 (31.9574) loss_bbox: 0.1736 (0.1802) loss_bbox_aux_0: 0.1905 (0.1937) loss_bbox_aux_1: 0.1810 (0.1831) loss_bbox_aux_2: 0.1755 (0.1808) loss_bbox_aux_3: 0.1741 (0.1803) loss_bbox_aux_4: 0.1736 (0.1802) loss_bbox_dn_0: 0.2281 (0.2509) loss_bbox_dn_1: 0.1674 (0.1873) loss_bbox_dn_2: 0.1530 (0.1769) loss_bbox_dn_3: 0.1500 (0.1737) loss_bbox_dn_4: 0.1502 (0.1731) loss_bbox_dn_5: 0.1501 (0.1731) loss_bbox_dn_pre: 0.2331 (0.2565) loss_bbox_enc_0: 0.2210 (0.2325) loss_bbox_pre: 0.1898 (0.1939) loss_dfl: 0.9588 (0.9615) loss_fgl_aux_0: 1.0062 (0.9963) loss_fgl_aux_1: 0.9645 (0.9643) loss_fgl_aux_2: 0.9592 (0.9617) loss_fgl_aux_3: 0.9583 (0.9616) loss_fgl_aux_4: 0.9588 (0.9615) loss_fgl_dn_0: 1.0939 (1.0912) loss_fgl_dn_1: 0.9874 (0.9871) loss_fgl_dn_2: 0.9785 (0.9781) loss_fgl_dn_3: 0.9781 (0.9789) loss_fgl_dn_4: 0.9785 (0.9793) loss_fgl_dn_5: 0.9786 (0.9793) loss_giou: 0.5324 (0.5694) loss_giou_aux_0: 0.5618 (0.5958) loss_giou_aux_1: 0.5390 (0.5751) loss_giou_aux_2: 0.5331 (0.5703) loss_giou_aux_3: 0.5320 (0.5695) loss_giou_aux_4: 0.5323 (0.5694) loss_giou_dn_0: 0.5601 (0.5814) loss_giou_dn_1: 0.4430 (0.4707) loss_giou_dn_2: 0.4228 (0.4538) loss_giou_dn_3: 0.4191 (0.4493) loss_giou_dn_4: 0.4183 (0.4484) loss_giou_dn_5: 0.4185 (0.4484) loss_giou_dn_pre: 0.5573 (0.5805) loss_giou_enc_0: 0.6512 (0.6740) loss_giou_pre: 0.5602 (0.5942) loss_ddf_aux_0: 0.0570 (0.0563) loss_ddf_aux_1: 0.0079 (0.0077) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2465 (0.2544) loss_ddf_dn_1: 0.0319 (0.0326) loss_ddf_dn_2: 0.0059 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6950 (0.6731) loss_vfl_aux_0: 0.7529 (0.7464) loss_vfl_aux_1: 0.7357 (0.7229) loss_vfl_aux_2: 0.7225 (0.7024) loss_vfl_aux_3: 0.6936 (0.6843) loss_vfl_aux_4: 0.6842 (0.6746) loss_vfl_dn_0: 0.4903 (0.4916) loss_vfl_dn_1: 0.4282 (0.4281) loss_vfl_dn_2: 0.4086 (0.4127) loss_vfl_dn_3: 0.4038 (0.4040) loss_vfl_dn_4: 0.3973 (0.4010) loss_vfl_dn_5: 0.3975 (0.4005) loss_vfl_dn_pre: 0.4912 (0.4921) loss_vfl_enc_0: 0.7542 (0.7468) loss_vfl_pre: 0.7555 (0.7493) time: 0.7473 data: 0.0310 max mem: 9082 Epoch: [30] [2000/3696] eta: 0:22:14 lr: 0.000013 loss: 32.0597 (31.9600) loss_bbox: 0.1820 (0.1801) loss_bbox_aux_0: 0.1957 (0.1937) loss_bbox_aux_1: 0.1854 (0.1830) loss_bbox_aux_2: 0.1832 (0.1807) loss_bbox_aux_3: 0.1818 (0.1802) loss_bbox_aux_4: 0.1820 (0.1802) loss_bbox_dn_0: 0.2537 (0.2511) loss_bbox_dn_1: 0.1995 (0.1875) loss_bbox_dn_2: 0.1924 (0.1771) loss_bbox_dn_3: 0.1889 (0.1739) loss_bbox_dn_4: 0.1884 (0.1733) loss_bbox_dn_5: 0.1885 (0.1733) loss_bbox_dn_pre: 0.2580 (0.2567) loss_bbox_enc_0: 0.2373 (0.2325) loss_bbox_pre: 0.1981 (0.1939) loss_dfl: 0.9603 (0.9616) loss_fgl_aux_0: 0.9977 (0.9964) loss_fgl_aux_1: 0.9631 (0.9644) loss_fgl_aux_2: 0.9588 (0.9618) loss_fgl_aux_3: 0.9591 (0.9617) loss_fgl_aux_4: 0.9593 (0.9616) loss_fgl_dn_0: 1.0939 (1.0912) loss_fgl_dn_1: 0.9879 (0.9871) loss_fgl_dn_2: 0.9787 (0.9781) loss_fgl_dn_3: 0.9780 (0.9789) loss_fgl_dn_4: 0.9782 (0.9792) loss_fgl_dn_5: 0.9783 (0.9793) loss_giou: 0.5156 (0.5693) loss_giou_aux_0: 0.5551 (0.5957) loss_giou_aux_1: 0.5252 (0.5749) loss_giou_aux_2: 0.5192 (0.5702) loss_giou_aux_3: 0.5157 (0.5694) loss_giou_aux_4: 0.5158 (0.5693) loss_giou_dn_0: 0.5580 (0.5813) loss_giou_dn_1: 0.4535 (0.4707) loss_giou_dn_2: 0.4342 (0.4538) loss_giou_dn_3: 0.4276 (0.4493) loss_giou_dn_4: 0.4270 (0.4484) loss_giou_dn_5: 0.4270 (0.4484) loss_giou_dn_pre: 0.5553 (0.5804) loss_giou_enc_0: 0.6245 (0.6739) loss_giou_pre: 0.5564 (0.5941) loss_ddf_aux_0: 0.0575 (0.0564) loss_ddf_aux_1: 0.0073 (0.0077) loss_ddf_aux_2: 0.0011 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2509 (0.2545) loss_ddf_dn_1: 0.0333 (0.0326) loss_ddf_dn_2: 0.0061 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6842 (0.6734) loss_vfl_aux_0: 0.7524 (0.7464) loss_vfl_aux_1: 0.7516 (0.7231) loss_vfl_aux_2: 0.7286 (0.7026) loss_vfl_aux_3: 0.7143 (0.6847) loss_vfl_aux_4: 0.6911 (0.6749) loss_vfl_dn_0: 0.4934 (0.4916) loss_vfl_dn_1: 0.4314 (0.4282) loss_vfl_dn_2: 0.4166 (0.4128) loss_vfl_dn_3: 0.4126 (0.4041) loss_vfl_dn_4: 0.4087 (0.4010) loss_vfl_dn_5: 0.4088 (0.4005) loss_vfl_dn_pre: 0.4936 (0.4922) loss_vfl_enc_0: 0.7481 (0.7471) loss_vfl_pre: 0.7577 (0.7494) time: 0.7210 data: 0.0300 max mem: 9082 Epoch: [30] [2100/3696] eta: 0:21:23 lr: 0.000013 loss: 32.1010 (31.9639) loss_bbox: 0.1915 (0.1804) loss_bbox_aux_0: 0.2030 (0.1939) loss_bbox_aux_1: 0.1965 (0.1833) loss_bbox_aux_2: 0.1942 (0.1809) loss_bbox_aux_3: 0.1917 (0.1805) loss_bbox_aux_4: 0.1916 (0.1804) loss_bbox_dn_0: 0.2697 (0.2514) loss_bbox_dn_1: 0.2019 (0.1877) loss_bbox_dn_2: 0.1903 (0.1773) loss_bbox_dn_3: 0.1873 (0.1741) loss_bbox_dn_4: 0.1879 (0.1735) loss_bbox_dn_5: 0.1880 (0.1735) loss_bbox_dn_pre: 0.2775 (0.2569) loss_bbox_enc_0: 0.2343 (0.2327) loss_bbox_pre: 0.2049 (0.1941) loss_dfl: 0.9671 (0.9618) loss_fgl_aux_0: 0.9973 (0.9965) loss_fgl_aux_1: 0.9698 (0.9645) loss_fgl_aux_2: 0.9687 (0.9619) loss_fgl_aux_3: 0.9675 (0.9618) loss_fgl_aux_4: 0.9672 (0.9618) loss_fgl_dn_0: 1.0786 (1.0911) loss_fgl_dn_1: 0.9761 (0.9870) loss_fgl_dn_2: 0.9662 (0.9781) loss_fgl_dn_3: 0.9676 (0.9789) loss_fgl_dn_4: 0.9683 (0.9792) loss_fgl_dn_5: 0.9684 (0.9792) loss_giou: 0.5752 (0.5689) loss_giou_aux_0: 0.5949 (0.5953) loss_giou_aux_1: 0.5808 (0.5745) loss_giou_aux_2: 0.5747 (0.5698) loss_giou_aux_3: 0.5749 (0.5690) loss_giou_aux_4: 0.5753 (0.5689) loss_giou_dn_0: 0.5623 (0.5810) loss_giou_dn_1: 0.4519 (0.4705) loss_giou_dn_2: 0.4338 (0.4536) loss_giou_dn_3: 0.4323 (0.4490) loss_giou_dn_4: 0.4312 (0.4482) loss_giou_dn_5: 0.4311 (0.4482) loss_giou_dn_pre: 0.5612 (0.5801) loss_giou_enc_0: 0.6738 (0.6735) loss_giou_pre: 0.5960 (0.5937) loss_ddf_aux_0: 0.0536 (0.0564) loss_ddf_aux_1: 0.0072 (0.0077) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2492 (0.2542) loss_ddf_dn_1: 0.0340 (0.0326) loss_ddf_dn_2: 0.0062 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6749 (0.6738) loss_vfl_aux_0: 0.7656 (0.7472) loss_vfl_aux_1: 0.7343 (0.7238) loss_vfl_aux_2: 0.7085 (0.7032) loss_vfl_aux_3: 0.6857 (0.6851) loss_vfl_aux_4: 0.6748 (0.6753) loss_vfl_dn_0: 0.4888 (0.4917) loss_vfl_dn_1: 0.4280 (0.4283) loss_vfl_dn_2: 0.4120 (0.4129) loss_vfl_dn_3: 0.4006 (0.4042) loss_vfl_dn_4: 0.4000 (0.4011) loss_vfl_dn_5: 0.4013 (0.4006) loss_vfl_dn_pre: 0.4895 (0.4922) loss_vfl_enc_0: 0.7546 (0.7477) loss_vfl_pre: 0.7662 (0.7501) time: 2.8179 data: 0.0209 max mem: 9082 Epoch: [30] [2200/3696] eta: 0:20:44 lr: 0.000013 loss: 31.7627 (31.9675) loss_bbox: 0.1648 (0.1802) loss_bbox_aux_0: 0.1704 (0.1936) loss_bbox_aux_1: 0.1666 (0.1830) loss_bbox_aux_2: 0.1659 (0.1807) loss_bbox_aux_3: 0.1653 (0.1802) loss_bbox_aux_4: 0.1648 (0.1802) loss_bbox_dn_0: 0.2317 (0.2511) loss_bbox_dn_1: 0.1676 (0.1874) loss_bbox_dn_2: 0.1634 (0.1770) loss_bbox_dn_3: 0.1598 (0.1738) loss_bbox_dn_4: 0.1595 (0.1733) loss_bbox_dn_5: 0.1596 (0.1732) loss_bbox_dn_pre: 0.2358 (0.2566) loss_bbox_enc_0: 0.2093 (0.2323) loss_bbox_pre: 0.1705 (0.1938) loss_dfl: 0.9573 (0.9616) loss_fgl_aux_0: 0.9949 (0.9963) loss_fgl_aux_1: 0.9589 (0.9644) loss_fgl_aux_2: 0.9569 (0.9618) loss_fgl_aux_3: 0.9572 (0.9616) loss_fgl_aux_4: 0.9569 (0.9616) loss_fgl_dn_0: 1.0858 (1.0910) loss_fgl_dn_1: 0.9867 (0.9871) loss_fgl_dn_2: 0.9815 (0.9782) loss_fgl_dn_3: 0.9820 (0.9790) loss_fgl_dn_4: 0.9824 (0.9793) loss_fgl_dn_5: 0.9825 (0.9793) loss_giou: 0.5548 (0.5696) loss_giou_aux_0: 0.5813 (0.5960) loss_giou_aux_1: 0.5606 (0.5752) loss_giou_aux_2: 0.5570 (0.5705) loss_giou_aux_3: 0.5548 (0.5698) loss_giou_aux_4: 0.5548 (0.5696) loss_giou_dn_0: 0.5756 (0.5816) loss_giou_dn_1: 0.4733 (0.4710) loss_giou_dn_2: 0.4523 (0.4541) loss_giou_dn_3: 0.4534 (0.4496) loss_giou_dn_4: 0.4536 (0.4487) loss_giou_dn_5: 0.4533 (0.4487) loss_giou_dn_pre: 0.5741 (0.5807) loss_giou_enc_0: 0.6604 (0.6741) loss_giou_pre: 0.5815 (0.5944) loss_ddf_aux_0: 0.0544 (0.0563) loss_ddf_aux_1: 0.0082 (0.0077) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2509 (0.2539) loss_ddf_dn_1: 0.0344 (0.0326) loss_ddf_dn_2: 0.0062 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6481 (0.6738) loss_vfl_aux_0: 0.7119 (0.7471) loss_vfl_aux_1: 0.6751 (0.7236) loss_vfl_aux_2: 0.6696 (0.7030) loss_vfl_aux_3: 0.6595 (0.6850) loss_vfl_aux_4: 0.6466 (0.6753) loss_vfl_dn_0: 0.4842 (0.4917) loss_vfl_dn_1: 0.4288 (0.4283) loss_vfl_dn_2: 0.4161 (0.4130) loss_vfl_dn_3: 0.4066 (0.4042) loss_vfl_dn_4: 0.4019 (0.4012) loss_vfl_dn_5: 0.4002 (0.4007) loss_vfl_dn_pre: 0.4854 (0.4922) loss_vfl_enc_0: 0.7117 (0.7475) loss_vfl_pre: 0.7138 (0.7501) time: 0.6923 data: 0.0223 max mem: 9082 Epoch: [30] [2300/3696] eta: 0:19:18 lr: 0.000013 loss: 32.2078 (31.9629) loss_bbox: 0.1790 (0.1799) loss_bbox_aux_0: 0.1891 (0.1933) loss_bbox_aux_1: 0.1820 (0.1828) loss_bbox_aux_2: 0.1789 (0.1805) loss_bbox_aux_3: 0.1796 (0.1800) loss_bbox_aux_4: 0.1791 (0.1799) loss_bbox_dn_0: 0.2326 (0.2506) loss_bbox_dn_1: 0.1764 (0.1870) loss_bbox_dn_2: 0.1670 (0.1766) loss_bbox_dn_3: 0.1660 (0.1734) loss_bbox_dn_4: 0.1657 (0.1728) loss_bbox_dn_5: 0.1657 (0.1728) loss_bbox_dn_pre: 0.2414 (0.2561) loss_bbox_enc_0: 0.2244 (0.2319) loss_bbox_pre: 0.1894 (0.1935) loss_dfl: 0.9463 (0.9612) loss_fgl_aux_0: 0.9762 (0.9959) loss_fgl_aux_1: 0.9518 (0.9640) loss_fgl_aux_2: 0.9469 (0.9614) loss_fgl_aux_3: 0.9462 (0.9613) loss_fgl_aux_4: 0.9465 (0.9613) loss_fgl_dn_0: 1.0816 (1.0907) loss_fgl_dn_1: 0.9825 (0.9871) loss_fgl_dn_2: 0.9743 (0.9781) loss_fgl_dn_3: 0.9764 (0.9789) loss_fgl_dn_4: 0.9769 (0.9793) loss_fgl_dn_5: 0.9769 (0.9793) loss_giou: 0.6021 (0.5706) loss_giou_aux_0: 0.6266 (0.5969) loss_giou_aux_1: 0.6065 (0.5762) loss_giou_aux_2: 0.6019 (0.5714) loss_giou_aux_3: 0.6016 (0.5707) loss_giou_aux_4: 0.6021 (0.5706) loss_giou_dn_0: 0.5919 (0.5819) loss_giou_dn_1: 0.4766 (0.4714) loss_giou_dn_2: 0.4602 (0.4544) loss_giou_dn_3: 0.4556 (0.4499) loss_giou_dn_4: 0.4545 (0.4490) loss_giou_dn_5: 0.4544 (0.4490) loss_giou_dn_pre: 0.5911 (0.5810) loss_giou_enc_0: 0.7058 (0.6749) loss_giou_pre: 0.6247 (0.5953) loss_ddf_aux_0: 0.0545 (0.0562) loss_ddf_aux_1: 0.0075 (0.0077) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2513 (0.2538) loss_ddf_dn_1: 0.0334 (0.0326) loss_ddf_dn_2: 0.0067 (0.0067) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6487 (0.6730) loss_vfl_aux_0: 0.7272 (0.7466) loss_vfl_aux_1: 0.6985 (0.7228) loss_vfl_aux_2: 0.6916 (0.7023) loss_vfl_aux_3: 0.6608 (0.6843) loss_vfl_aux_4: 0.6484 (0.6746) loss_vfl_dn_0: 0.4872 (0.4915) loss_vfl_dn_1: 0.4282 (0.4283) loss_vfl_dn_2: 0.4076 (0.4129) loss_vfl_dn_3: 0.3984 (0.4042) loss_vfl_dn_4: 0.3960 (0.4011) loss_vfl_dn_5: 0.3945 (0.4006) loss_vfl_dn_pre: 0.4881 (0.4921) loss_vfl_enc_0: 0.7281 (0.7469) loss_vfl_pre: 0.7283 (0.7495) time: 0.7958 data: 0.0214 max mem: 9082 Epoch: [30] [2400/3696] eta: 0:17:49 lr: 0.000013 loss: 32.0186 (31.9628) loss_bbox: 0.1656 (0.1800) loss_bbox_aux_0: 0.1788 (0.1934) loss_bbox_aux_1: 0.1670 (0.1829) loss_bbox_aux_2: 0.1669 (0.1805) loss_bbox_aux_3: 0.1661 (0.1801) loss_bbox_aux_4: 0.1656 (0.1800) loss_bbox_dn_0: 0.2365 (0.2506) loss_bbox_dn_1: 0.1729 (0.1870) loss_bbox_dn_2: 0.1705 (0.1767) loss_bbox_dn_3: 0.1611 (0.1735) loss_bbox_dn_4: 0.1605 (0.1729) loss_bbox_dn_5: 0.1603 (0.1729) loss_bbox_dn_pre: 0.2488 (0.2562) loss_bbox_enc_0: 0.2101 (0.2320) loss_bbox_pre: 0.1771 (0.1936) loss_dfl: 0.9582 (0.9612) loss_fgl_aux_0: 0.9842 (0.9959) loss_fgl_aux_1: 0.9597 (0.9640) loss_fgl_aux_2: 0.9606 (0.9614) loss_fgl_aux_3: 0.9580 (0.9613) loss_fgl_aux_4: 0.9580 (0.9613) loss_fgl_dn_0: 1.0856 (1.0907) loss_fgl_dn_1: 0.9791 (0.9870) loss_fgl_dn_2: 0.9679 (0.9781) loss_fgl_dn_3: 0.9683 (0.9788) loss_fgl_dn_4: 0.9692 (0.9792) loss_fgl_dn_5: 0.9693 (0.9792) loss_giou: 0.5862 (0.5703) loss_giou_aux_0: 0.6150 (0.5967) loss_giou_aux_1: 0.5921 (0.5759) loss_giou_aux_2: 0.5846 (0.5712) loss_giou_aux_3: 0.5863 (0.5705) loss_giou_aux_4: 0.5864 (0.5703) loss_giou_dn_0: 0.5786 (0.5818) loss_giou_dn_1: 0.4693 (0.4712) loss_giou_dn_2: 0.4512 (0.4543) loss_giou_dn_3: 0.4456 (0.4497) loss_giou_dn_4: 0.4450 (0.4489) loss_giou_dn_5: 0.4448 (0.4489) loss_giou_dn_pre: 0.5788 (0.5809) loss_giou_enc_0: 0.6872 (0.6747) loss_giou_pre: 0.6124 (0.5951) loss_ddf_aux_0: 0.0569 (0.0562) loss_ddf_aux_1: 0.0078 (0.0077) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2612 (0.2538) loss_ddf_dn_1: 0.0334 (0.0326) loss_ddf_dn_2: 0.0079 (0.0067) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6767 (0.6732) loss_vfl_aux_0: 0.7581 (0.7468) loss_vfl_aux_1: 0.7284 (0.7230) loss_vfl_aux_2: 0.6932 (0.7025) loss_vfl_aux_3: 0.6695 (0.6845) loss_vfl_aux_4: 0.6689 (0.6749) loss_vfl_dn_0: 0.4931 (0.4916) loss_vfl_dn_1: 0.4349 (0.4283) loss_vfl_dn_2: 0.4171 (0.4129) loss_vfl_dn_3: 0.4053 (0.4042) loss_vfl_dn_4: 0.4033 (0.4011) loss_vfl_dn_5: 0.4035 (0.4006) loss_vfl_dn_pre: 0.4951 (0.4921) loss_vfl_enc_0: 0.7477 (0.7470) loss_vfl_pre: 0.7563 (0.7497) time: 0.7046 data: 0.0327 max mem: 9082 Epoch: [30] [2500/3696] eta: 0:16:24 lr: 0.000013 loss: 32.0380 (31.9621) loss_bbox: 0.1603 (0.1801) loss_bbox_aux_0: 0.1773 (0.1935) loss_bbox_aux_1: 0.1653 (0.1830) loss_bbox_aux_2: 0.1610 (0.1806) loss_bbox_aux_3: 0.1601 (0.1802) loss_bbox_aux_4: 0.1603 (0.1801) loss_bbox_dn_0: 0.2290 (0.2506) loss_bbox_dn_1: 0.1699 (0.1870) loss_bbox_dn_2: 0.1576 (0.1767) loss_bbox_dn_3: 0.1552 (0.1735) loss_bbox_dn_4: 0.1571 (0.1729) loss_bbox_dn_5: 0.1570 (0.1729) loss_bbox_dn_pre: 0.2345 (0.2561) loss_bbox_enc_0: 0.2116 (0.2321) loss_bbox_pre: 0.1770 (0.1937) loss_dfl: 0.9729 (0.9616) loss_fgl_aux_0: 1.0031 (0.9961) loss_fgl_aux_1: 0.9718 (0.9643) loss_fgl_aux_2: 0.9722 (0.9618) loss_fgl_aux_3: 0.9730 (0.9616) loss_fgl_aux_4: 0.9728 (0.9616) loss_fgl_dn_0: 1.0858 (1.0907) loss_fgl_dn_1: 0.9876 (0.9871) loss_fgl_dn_2: 0.9794 (0.9782) loss_fgl_dn_3: 0.9804 (0.9790) loss_fgl_dn_4: 0.9802 (0.9793) loss_fgl_dn_5: 0.9804 (0.9793) loss_giou: 0.5772 (0.5702) loss_giou_aux_0: 0.6011 (0.5965) loss_giou_aux_1: 0.5834 (0.5758) loss_giou_aux_2: 0.5772 (0.5710) loss_giou_aux_3: 0.5767 (0.5703) loss_giou_aux_4: 0.5771 (0.5702) loss_giou_dn_0: 0.5801 (0.5816) loss_giou_dn_1: 0.4757 (0.4710) loss_giou_dn_2: 0.4623 (0.4541) loss_giou_dn_3: 0.4577 (0.4496) loss_giou_dn_4: 0.4563 (0.4487) loss_giou_dn_5: 0.4562 (0.4487) loss_giou_dn_pre: 0.5793 (0.5807) loss_giou_enc_0: 0.6812 (0.6745) loss_giou_pre: 0.5990 (0.5949) loss_ddf_aux_0: 0.0538 (0.0562) loss_ddf_aux_1: 0.0075 (0.0077) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2328 (0.2534) loss_ddf_dn_1: 0.0299 (0.0325) loss_ddf_dn_2: 0.0057 (0.0067) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6575 (0.6733) loss_vfl_aux_0: 0.7319 (0.7467) loss_vfl_aux_1: 0.7177 (0.7229) loss_vfl_aux_2: 0.6846 (0.7025) loss_vfl_aux_3: 0.6707 (0.6846) loss_vfl_aux_4: 0.6629 (0.6750) loss_vfl_dn_0: 0.4943 (0.4916) loss_vfl_dn_1: 0.4285 (0.4282) loss_vfl_dn_2: 0.4138 (0.4129) loss_vfl_dn_3: 0.4048 (0.4041) loss_vfl_dn_4: 0.3990 (0.4010) loss_vfl_dn_5: 0.3997 (0.4005) loss_vfl_dn_pre: 0.4933 (0.4921) loss_vfl_enc_0: 0.7279 (0.7469) loss_vfl_pre: 0.7274 (0.7496) time: 0.7409 data: 0.0296 max mem: 9082 Epoch: [30] [2600/3696] eta: 0:15:16 lr: 0.000013 loss: 31.9269 (31.9512) loss_bbox: 0.1769 (0.1798) loss_bbox_aux_0: 0.1883 (0.1933) loss_bbox_aux_1: 0.1809 (0.1827) loss_bbox_aux_2: 0.1773 (0.1804) loss_bbox_aux_3: 0.1766 (0.1799) loss_bbox_aux_4: 0.1768 (0.1799) loss_bbox_dn_0: 0.2470 (0.2503) loss_bbox_dn_1: 0.1872 (0.1868) loss_bbox_dn_2: 0.1779 (0.1764) loss_bbox_dn_3: 0.1748 (0.1732) loss_bbox_dn_4: 0.1738 (0.1727) loss_bbox_dn_5: 0.1739 (0.1727) loss_bbox_dn_pre: 0.2545 (0.2559) loss_bbox_enc_0: 0.2243 (0.2318) loss_bbox_pre: 0.1894 (0.1935) loss_dfl: 0.9563 (0.9614) loss_fgl_aux_0: 1.0006 (0.9960) loss_fgl_aux_1: 0.9611 (0.9641) loss_fgl_aux_2: 0.9563 (0.9616) loss_fgl_aux_3: 0.9563 (0.9614) loss_fgl_aux_4: 0.9563 (0.9614) loss_fgl_dn_0: 1.0873 (1.0906) loss_fgl_dn_1: 0.9864 (0.9869) loss_fgl_dn_2: 0.9801 (0.9780) loss_fgl_dn_3: 0.9816 (0.9788) loss_fgl_dn_4: 0.9819 (0.9791) loss_fgl_dn_5: 0.9820 (0.9791) loss_giou: 0.5536 (0.5699) loss_giou_aux_0: 0.5708 (0.5962) loss_giou_aux_1: 0.5575 (0.5755) loss_giou_aux_2: 0.5546 (0.5707) loss_giou_aux_3: 0.5541 (0.5700) loss_giou_aux_4: 0.5537 (0.5699) loss_giou_dn_0: 0.5723 (0.5814) loss_giou_dn_1: 0.4694 (0.4708) loss_giou_dn_2: 0.4504 (0.4539) loss_giou_dn_3: 0.4460 (0.4494) loss_giou_dn_4: 0.4439 (0.4485) loss_giou_dn_5: 0.4439 (0.4485) loss_giou_dn_pre: 0.5713 (0.5805) loss_giou_enc_0: 0.6468 (0.6742) loss_giou_pre: 0.5709 (0.5946) loss_ddf_aux_0: 0.0570 (0.0562) loss_ddf_aux_1: 0.0076 (0.0077) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2502 (0.2532) loss_ddf_dn_1: 0.0319 (0.0325) loss_ddf_dn_2: 0.0060 (0.0067) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6859 (0.6733) loss_vfl_aux_0: 0.7605 (0.7465) loss_vfl_aux_1: 0.7495 (0.7229) loss_vfl_aux_2: 0.7014 (0.7024) loss_vfl_aux_3: 0.7041 (0.6846) loss_vfl_aux_4: 0.6929 (0.6750) loss_vfl_dn_0: 0.4903 (0.4915) loss_vfl_dn_1: 0.4258 (0.4281) loss_vfl_dn_2: 0.4112 (0.4128) loss_vfl_dn_3: 0.4033 (0.4040) loss_vfl_dn_4: 0.4016 (0.4009) loss_vfl_dn_5: 0.4013 (0.4004) loss_vfl_dn_pre: 0.4918 (0.4920) loss_vfl_enc_0: 0.7635 (0.7468) loss_vfl_pre: 0.7628 (0.7494) time: 0.7327 data: 0.0331 max mem: 9082 Epoch: [30] [2700/3696] eta: 0:13:55 lr: 0.000013 loss: 32.1532 (31.9586) loss_bbox: 0.1638 (0.1801) loss_bbox_aux_0: 0.1810 (0.1936) loss_bbox_aux_1: 0.1667 (0.1830) loss_bbox_aux_2: 0.1652 (0.1806) loss_bbox_aux_3: 0.1649 (0.1802) loss_bbox_aux_4: 0.1641 (0.1801) loss_bbox_dn_0: 0.2571 (0.2504) loss_bbox_dn_1: 0.1909 (0.1869) loss_bbox_dn_2: 0.1816 (0.1765) loss_bbox_dn_3: 0.1788 (0.1733) loss_bbox_dn_4: 0.1792 (0.1728) loss_bbox_dn_5: 0.1791 (0.1727) loss_bbox_dn_pre: 0.2614 (0.2560) loss_bbox_enc_0: 0.2176 (0.2320) loss_bbox_pre: 0.1815 (0.1938) loss_dfl: 0.9692 (0.9613) loss_fgl_aux_0: 1.0043 (0.9959) loss_fgl_aux_1: 0.9718 (0.9641) loss_fgl_aux_2: 0.9693 (0.9615) loss_fgl_aux_3: 0.9690 (0.9613) loss_fgl_aux_4: 0.9691 (0.9613) loss_fgl_dn_0: 1.0893 (1.0906) loss_fgl_dn_1: 0.9849 (0.9871) loss_fgl_dn_2: 0.9779 (0.9781) loss_fgl_dn_3: 0.9781 (0.9789) loss_fgl_dn_4: 0.9780 (0.9793) loss_fgl_dn_5: 0.9781 (0.9793) loss_giou: 0.5437 (0.5702) loss_giou_aux_0: 0.5760 (0.5966) loss_giou_aux_1: 0.5509 (0.5758) loss_giou_aux_2: 0.5449 (0.5711) loss_giou_aux_3: 0.5437 (0.5703) loss_giou_aux_4: 0.5434 (0.5702) loss_giou_dn_0: 0.5871 (0.5814) loss_giou_dn_1: 0.4657 (0.4708) loss_giou_dn_2: 0.4472 (0.4539) loss_giou_dn_3: 0.4433 (0.4494) loss_giou_dn_4: 0.4433 (0.4486) loss_giou_dn_5: 0.4432 (0.4486) loss_giou_dn_pre: 0.5884 (0.5805) loss_giou_enc_0: 0.6592 (0.6746) loss_giou_pre: 0.5712 (0.5950) loss_ddf_aux_0: 0.0595 (0.0563) loss_ddf_aux_1: 0.0081 (0.0077) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2490 (0.2532) loss_ddf_dn_1: 0.0323 (0.0325) loss_ddf_dn_2: 0.0073 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6875 (0.6735) loss_vfl_aux_0: 0.7384 (0.7465) loss_vfl_aux_1: 0.7301 (0.7230) loss_vfl_aux_2: 0.7068 (0.7026) loss_vfl_aux_3: 0.6995 (0.6848) loss_vfl_aux_4: 0.6863 (0.6753) loss_vfl_dn_0: 0.4922 (0.4915) loss_vfl_dn_1: 0.4225 (0.4282) loss_vfl_dn_2: 0.4087 (0.4128) loss_vfl_dn_3: 0.3966 (0.4041) loss_vfl_dn_4: 0.3942 (0.4010) loss_vfl_dn_5: 0.3932 (0.4005) loss_vfl_dn_pre: 0.4920 (0.4920) loss_vfl_enc_0: 0.7256 (0.7467) loss_vfl_pre: 0.7393 (0.7494) time: 0.7530 data: 0.0290 max mem: 9082 Epoch: [30] [2800/3696] eta: 0:12:32 lr: 0.000013 loss: 32.1904 (31.9590) loss_bbox: 0.1799 (0.1801) loss_bbox_aux_0: 0.1941 (0.1936) loss_bbox_aux_1: 0.1814 (0.1830) loss_bbox_aux_2: 0.1785 (0.1807) loss_bbox_aux_3: 0.1795 (0.1802) loss_bbox_aux_4: 0.1800 (0.1802) loss_bbox_dn_0: 0.2534 (0.2506) loss_bbox_dn_1: 0.1966 (0.1870) loss_bbox_dn_2: 0.1872 (0.1766) loss_bbox_dn_3: 0.1810 (0.1734) loss_bbox_dn_4: 0.1778 (0.1728) loss_bbox_dn_5: 0.1776 (0.1728) loss_bbox_dn_pre: 0.2626 (0.2561) loss_bbox_enc_0: 0.2314 (0.2320) loss_bbox_pre: 0.1937 (0.1938) loss_dfl: 0.9578 (0.9612) loss_fgl_aux_0: 0.9922 (0.9958) loss_fgl_aux_1: 0.9615 (0.9640) loss_fgl_aux_2: 0.9591 (0.9614) loss_fgl_aux_3: 0.9581 (0.9612) loss_fgl_aux_4: 0.9577 (0.9612) loss_fgl_dn_0: 1.0950 (1.0906) loss_fgl_dn_1: 0.9886 (0.9871) loss_fgl_dn_2: 0.9773 (0.9781) loss_fgl_dn_3: 0.9782 (0.9789) loss_fgl_dn_4: 0.9785 (0.9793) loss_fgl_dn_5: 0.9785 (0.9793) loss_giou: 0.5671 (0.5704) loss_giou_aux_0: 0.5871 (0.5968) loss_giou_aux_1: 0.5651 (0.5760) loss_giou_aux_2: 0.5632 (0.5713) loss_giou_aux_3: 0.5673 (0.5705) loss_giou_aux_4: 0.5676 (0.5704) loss_giou_dn_0: 0.5817 (0.5815) loss_giou_dn_1: 0.4802 (0.4709) loss_giou_dn_2: 0.4579 (0.4539) loss_giou_dn_3: 0.4507 (0.4494) loss_giou_dn_4: 0.4499 (0.4485) loss_giou_dn_5: 0.4500 (0.4485) loss_giou_dn_pre: 0.5789 (0.5805) loss_giou_enc_0: 0.6769 (0.6746) loss_giou_pre: 0.5856 (0.5952) loss_ddf_aux_0: 0.0556 (0.0563) loss_ddf_aux_1: 0.0081 (0.0077) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0004 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2559 (0.2531) loss_ddf_dn_1: 0.0321 (0.0326) loss_ddf_dn_2: 0.0061 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6724 (0.6732) loss_vfl_aux_0: 0.7575 (0.7464) loss_vfl_aux_1: 0.7440 (0.7229) loss_vfl_aux_2: 0.7201 (0.7024) loss_vfl_aux_3: 0.6931 (0.6847) loss_vfl_aux_4: 0.6801 (0.6750) loss_vfl_dn_0: 0.4962 (0.4915) loss_vfl_dn_1: 0.4288 (0.4281) loss_vfl_dn_2: 0.4130 (0.4128) loss_vfl_dn_3: 0.4040 (0.4040) loss_vfl_dn_4: 0.4013 (0.4009) loss_vfl_dn_5: 0.4008 (0.4004) loss_vfl_dn_pre: 0.4973 (0.4920) loss_vfl_enc_0: 0.7549 (0.7466) loss_vfl_pre: 0.7658 (0.7492) time: 0.7362 data: 0.0293 max mem: 9082 Epoch: [30] [2900/3696] eta: 0:11:05 lr: 0.000013 loss: 32.1640 (31.9580) loss_bbox: 0.1988 (0.1803) loss_bbox_aux_0: 0.2133 (0.1938) loss_bbox_aux_1: 0.2028 (0.1831) loss_bbox_aux_2: 0.2016 (0.1808) loss_bbox_aux_3: 0.1995 (0.1804) loss_bbox_aux_4: 0.1989 (0.1803) loss_bbox_dn_0: 0.2696 (0.2507) loss_bbox_dn_1: 0.1941 (0.1871) loss_bbox_dn_2: 0.1828 (0.1767) loss_bbox_dn_3: 0.1808 (0.1735) loss_bbox_dn_4: 0.1805 (0.1729) loss_bbox_dn_5: 0.1805 (0.1729) loss_bbox_dn_pre: 0.2779 (0.2562) loss_bbox_enc_0: 0.2477 (0.2321) loss_bbox_pre: 0.2119 (0.1940) loss_dfl: 0.9662 (0.9610) loss_fgl_aux_0: 1.0023 (0.9956) loss_fgl_aux_1: 0.9726 (0.9639) loss_fgl_aux_2: 0.9661 (0.9612) loss_fgl_aux_3: 0.9666 (0.9611) loss_fgl_aux_4: 0.9663 (0.9611) loss_fgl_dn_0: 1.0870 (1.0905) loss_fgl_dn_1: 0.9775 (0.9870) loss_fgl_dn_2: 0.9678 (0.9780) loss_fgl_dn_3: 0.9681 (0.9788) loss_fgl_dn_4: 0.9682 (0.9792) loss_fgl_dn_5: 0.9683 (0.9792) loss_giou: 0.5635 (0.5705) loss_giou_aux_0: 0.5855 (0.5969) loss_giou_aux_1: 0.5669 (0.5762) loss_giou_aux_2: 0.5632 (0.5714) loss_giou_aux_3: 0.5640 (0.5707) loss_giou_aux_4: 0.5639 (0.5705) loss_giou_dn_0: 0.5790 (0.5814) loss_giou_dn_1: 0.4745 (0.4708) loss_giou_dn_2: 0.4584 (0.4538) loss_giou_dn_3: 0.4492 (0.4493) loss_giou_dn_4: 0.4482 (0.4484) loss_giou_dn_5: 0.4482 (0.4484) loss_giou_dn_pre: 0.5754 (0.5805) loss_giou_enc_0: 0.6588 (0.6747) loss_giou_pre: 0.5842 (0.5953) loss_ddf_aux_0: 0.0582 (0.0564) loss_ddf_aux_1: 0.0080 (0.0077) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2545 (0.2530) loss_ddf_dn_1: 0.0316 (0.0325) loss_ddf_dn_2: 0.0078 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6877 (0.6732) loss_vfl_aux_0: 0.7661 (0.7462) loss_vfl_aux_1: 0.7084 (0.7227) loss_vfl_aux_2: 0.7197 (0.7022) loss_vfl_aux_3: 0.6949 (0.6846) loss_vfl_aux_4: 0.6823 (0.6750) loss_vfl_dn_0: 0.4961 (0.4915) loss_vfl_dn_1: 0.4269 (0.4281) loss_vfl_dn_2: 0.4117 (0.4128) loss_vfl_dn_3: 0.4013 (0.4040) loss_vfl_dn_4: 0.3979 (0.4009) loss_vfl_dn_5: 0.4005 (0.4004) loss_vfl_dn_pre: 0.4963 (0.4920) loss_vfl_enc_0: 0.7480 (0.7464) loss_vfl_pre: 0.7673 (0.7491) time: 0.7271 data: 0.0278 max mem: 9082 Epoch: [30] [3000/3696] eta: 0:09:54 lr: 0.000013 loss: 32.1394 (31.9595) loss_bbox: 0.1840 (0.1802) loss_bbox_aux_0: 0.2016 (0.1937) loss_bbox_aux_1: 0.1877 (0.1831) loss_bbox_aux_2: 0.1847 (0.1807) loss_bbox_aux_3: 0.1837 (0.1803) loss_bbox_aux_4: 0.1840 (0.1802) loss_bbox_dn_0: 0.2436 (0.2506) loss_bbox_dn_1: 0.1872 (0.1870) loss_bbox_dn_2: 0.1763 (0.1767) loss_bbox_dn_3: 0.1716 (0.1735) loss_bbox_dn_4: 0.1700 (0.1729) loss_bbox_dn_5: 0.1700 (0.1729) loss_bbox_dn_pre: 0.2490 (0.2561) loss_bbox_enc_0: 0.2270 (0.2319) loss_bbox_pre: 0.2008 (0.1939) loss_dfl: 0.9746 (0.9612) loss_fgl_aux_0: 1.0123 (0.9958) loss_fgl_aux_1: 0.9782 (0.9640) loss_fgl_aux_2: 0.9754 (0.9614) loss_fgl_aux_3: 0.9740 (0.9612) loss_fgl_aux_4: 0.9745 (0.9612) loss_fgl_dn_0: 1.0991 (1.0905) loss_fgl_dn_1: 0.9922 (0.9870) loss_fgl_dn_2: 0.9785 (0.9781) loss_fgl_dn_3: 0.9785 (0.9789) loss_fgl_dn_4: 0.9786 (0.9792) loss_fgl_dn_5: 0.9784 (0.9792) loss_giou: 0.5622 (0.5705) loss_giou_aux_0: 0.5932 (0.5969) loss_giou_aux_1: 0.5686 (0.5761) loss_giou_aux_2: 0.5638 (0.5714) loss_giou_aux_3: 0.5629 (0.5706) loss_giou_aux_4: 0.5625 (0.5705) loss_giou_dn_0: 0.5805 (0.5814) loss_giou_dn_1: 0.4766 (0.4708) loss_giou_dn_2: 0.4573 (0.4539) loss_giou_dn_3: 0.4525 (0.4494) loss_giou_dn_4: 0.4517 (0.4485) loss_giou_dn_5: 0.4518 (0.4485) loss_giou_dn_pre: 0.5791 (0.5805) loss_giou_enc_0: 0.6662 (0.6746) loss_giou_pre: 0.5914 (0.5953) loss_ddf_aux_0: 0.0579 (0.0564) loss_ddf_aux_1: 0.0081 (0.0077) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2571 (0.2528) loss_ddf_dn_1: 0.0355 (0.0325) loss_ddf_dn_2: 0.0076 (0.0067) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6546 (0.6734) loss_vfl_aux_0: 0.7272 (0.7462) loss_vfl_aux_1: 0.7114 (0.7229) loss_vfl_aux_2: 0.6892 (0.7023) loss_vfl_aux_3: 0.6617 (0.6847) loss_vfl_aux_4: 0.6589 (0.6752) loss_vfl_dn_0: 0.4860 (0.4915) loss_vfl_dn_1: 0.4233 (0.4281) loss_vfl_dn_2: 0.4106 (0.4128) loss_vfl_dn_3: 0.3997 (0.4040) loss_vfl_dn_4: 0.3989 (0.4009) loss_vfl_dn_5: 0.3983 (0.4004) loss_vfl_dn_pre: 0.4865 (0.4920) loss_vfl_enc_0: 0.7267 (0.7464) loss_vfl_pre: 0.7278 (0.7491) time: 0.6868 data: 0.0209 max mem: 9082 Epoch: [30] [3100/3696] eta: 0:08:29 lr: 0.000013 loss: 31.4930 (31.9599) loss_bbox: 0.1756 (0.1802) loss_bbox_aux_0: 0.1932 (0.1937) loss_bbox_aux_1: 0.1817 (0.1830) loss_bbox_aux_2: 0.1796 (0.1807) loss_bbox_aux_3: 0.1761 (0.1803) loss_bbox_aux_4: 0.1755 (0.1802) loss_bbox_dn_0: 0.2369 (0.2504) loss_bbox_dn_1: 0.1789 (0.1869) loss_bbox_dn_2: 0.1697 (0.1765) loss_bbox_dn_3: 0.1655 (0.1733) loss_bbox_dn_4: 0.1644 (0.1727) loss_bbox_dn_5: 0.1643 (0.1727) loss_bbox_dn_pre: 0.2447 (0.2559) loss_bbox_enc_0: 0.2237 (0.2318) loss_bbox_pre: 0.1926 (0.1939) loss_dfl: 0.9497 (0.9611) loss_fgl_aux_0: 0.9834 (0.9956) loss_fgl_aux_1: 0.9531 (0.9639) loss_fgl_aux_2: 0.9506 (0.9613) loss_fgl_aux_3: 0.9497 (0.9611) loss_fgl_aux_4: 0.9497 (0.9611) loss_fgl_dn_0: 1.0805 (1.0904) loss_fgl_dn_1: 0.9706 (0.9870) loss_fgl_dn_2: 0.9633 (0.9780) loss_fgl_dn_3: 0.9641 (0.9788) loss_fgl_dn_4: 0.9645 (0.9792) loss_fgl_dn_5: 0.9645 (0.9792) loss_giou: 0.5521 (0.5708) loss_giou_aux_0: 0.5755 (0.5972) loss_giou_aux_1: 0.5594 (0.5764) loss_giou_aux_2: 0.5530 (0.5717) loss_giou_aux_3: 0.5518 (0.5710) loss_giou_aux_4: 0.5517 (0.5708) loss_giou_dn_0: 0.5707 (0.5815) loss_giou_dn_1: 0.4587 (0.4710) loss_giou_dn_2: 0.4407 (0.4540) loss_giou_dn_3: 0.4386 (0.4495) loss_giou_dn_4: 0.4384 (0.4487) loss_giou_dn_5: 0.4386 (0.4486) loss_giou_dn_pre: 0.5676 (0.5806) loss_giou_enc_0: 0.6439 (0.6748) loss_giou_pre: 0.5728 (0.5956) loss_ddf_aux_0: 0.0549 (0.0564) loss_ddf_aux_1: 0.0072 (0.0077) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2333 (0.2527) loss_ddf_dn_1: 0.0302 (0.0325) loss_ddf_dn_2: 0.0064 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6586 (0.6735) loss_vfl_aux_0: 0.7183 (0.7462) loss_vfl_aux_1: 0.7128 (0.7229) loss_vfl_aux_2: 0.6862 (0.7024) loss_vfl_aux_3: 0.6749 (0.6848) loss_vfl_aux_4: 0.6599 (0.6753) loss_vfl_dn_0: 0.4905 (0.4915) loss_vfl_dn_1: 0.4280 (0.4281) loss_vfl_dn_2: 0.4119 (0.4128) loss_vfl_dn_3: 0.4032 (0.4040) loss_vfl_dn_4: 0.4008 (0.4009) loss_vfl_dn_5: 0.4015 (0.4004) loss_vfl_dn_pre: 0.4899 (0.4920) loss_vfl_enc_0: 0.7158 (0.7463) loss_vfl_pre: 0.7216 (0.7491) time: 0.7083 data: 0.0285 max mem: 9082 Epoch: [30] [3200/3696] eta: 0:07:02 lr: 0.000013 loss: 32.7237 (31.9649) loss_bbox: 0.1719 (0.1802) loss_bbox_aux_0: 0.1844 (0.1937) loss_bbox_aux_1: 0.1747 (0.1831) loss_bbox_aux_2: 0.1731 (0.1807) loss_bbox_aux_3: 0.1716 (0.1803) loss_bbox_aux_4: 0.1718 (0.1802) loss_bbox_dn_0: 0.2317 (0.2504) loss_bbox_dn_1: 0.1716 (0.1869) loss_bbox_dn_2: 0.1663 (0.1766) loss_bbox_dn_3: 0.1629 (0.1733) loss_bbox_dn_4: 0.1623 (0.1728) loss_bbox_dn_5: 0.1622 (0.1728) loss_bbox_dn_pre: 0.2341 (0.2559) loss_bbox_enc_0: 0.2171 (0.2318) loss_bbox_pre: 0.1829 (0.1939) loss_dfl: 0.9706 (0.9611) loss_fgl_aux_0: 1.0022 (0.9956) loss_fgl_aux_1: 0.9711 (0.9639) loss_fgl_aux_2: 0.9702 (0.9613) loss_fgl_aux_3: 0.9699 (0.9611) loss_fgl_aux_4: 0.9704 (0.9611) loss_fgl_dn_0: 1.0899 (1.0904) loss_fgl_dn_1: 0.9959 (0.9870) loss_fgl_dn_2: 0.9878 (0.9781) loss_fgl_dn_3: 0.9894 (0.9789) loss_fgl_dn_4: 0.9908 (0.9793) loss_fgl_dn_5: 0.9908 (0.9793) loss_giou: 0.5845 (0.5711) loss_giou_aux_0: 0.6212 (0.5975) loss_giou_aux_1: 0.5927 (0.5767) loss_giou_aux_2: 0.5875 (0.5720) loss_giou_aux_3: 0.5851 (0.5713) loss_giou_aux_4: 0.5848 (0.5711) loss_giou_dn_0: 0.6148 (0.5818) loss_giou_dn_1: 0.5007 (0.4713) loss_giou_dn_2: 0.4850 (0.4544) loss_giou_dn_3: 0.4812 (0.4498) loss_giou_dn_4: 0.4806 (0.4490) loss_giou_dn_5: 0.4807 (0.4490) loss_giou_dn_pre: 0.6158 (0.5809) loss_giou_enc_0: 0.6970 (0.6750) loss_giou_pre: 0.6206 (0.5959) loss_ddf_aux_0: 0.0500 (0.0564) loss_ddf_aux_1: 0.0068 (0.0077) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2444 (0.2526) loss_ddf_dn_1: 0.0333 (0.0325) loss_ddf_dn_2: 0.0070 (0.0067) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6624 (0.6735) loss_vfl_aux_0: 0.7338 (0.7460) loss_vfl_aux_1: 0.7261 (0.7228) loss_vfl_aux_2: 0.6986 (0.7022) loss_vfl_aux_3: 0.6755 (0.6847) loss_vfl_aux_4: 0.6639 (0.6753) loss_vfl_dn_0: 0.4912 (0.4914) loss_vfl_dn_1: 0.4267 (0.4281) loss_vfl_dn_2: 0.4163 (0.4129) loss_vfl_dn_3: 0.4049 (0.4041) loss_vfl_dn_4: 0.4008 (0.4010) loss_vfl_dn_5: 0.3989 (0.4005) loss_vfl_dn_pre: 0.4910 (0.4920) loss_vfl_enc_0: 0.7410 (0.7463) loss_vfl_pre: 0.7367 (0.7489) time: 0.7286 data: 0.0286 max mem: 9082 Epoch: [30] [3300/3696] eta: 0:05:35 lr: 0.000013 loss: 32.1704 (31.9644) loss_bbox: 0.1711 (0.1802) loss_bbox_aux_0: 0.1883 (0.1936) loss_bbox_aux_1: 0.1736 (0.1830) loss_bbox_aux_2: 0.1708 (0.1807) loss_bbox_aux_3: 0.1713 (0.1803) loss_bbox_aux_4: 0.1712 (0.1802) loss_bbox_dn_0: 0.2559 (0.2505) loss_bbox_dn_1: 0.1858 (0.1870) loss_bbox_dn_2: 0.1710 (0.1766) loss_bbox_dn_3: 0.1674 (0.1734) loss_bbox_dn_4: 0.1672 (0.1728) loss_bbox_dn_5: 0.1670 (0.1728) loss_bbox_dn_pre: 0.2599 (0.2561) loss_bbox_enc_0: 0.2259 (0.2317) loss_bbox_pre: 0.1873 (0.1938) loss_dfl: 0.9809 (0.9612) loss_fgl_aux_0: 1.0120 (0.9957) loss_fgl_aux_1: 0.9834 (0.9640) loss_fgl_aux_2: 0.9822 (0.9614) loss_fgl_aux_3: 0.9819 (0.9613) loss_fgl_aux_4: 0.9810 (0.9612) loss_fgl_dn_0: 1.0934 (1.0905) loss_fgl_dn_1: 0.9916 (0.9870) loss_fgl_dn_2: 0.9826 (0.9781) loss_fgl_dn_3: 0.9838 (0.9789) loss_fgl_dn_4: 0.9842 (0.9792) loss_fgl_dn_5: 0.9843 (0.9792) loss_giou: 0.5292 (0.5708) loss_giou_aux_0: 0.5613 (0.5972) loss_giou_aux_1: 0.5365 (0.5764) loss_giou_aux_2: 0.5338 (0.5717) loss_giou_aux_3: 0.5299 (0.5710) loss_giou_aux_4: 0.5295 (0.5708) loss_giou_dn_0: 0.5804 (0.5819) loss_giou_dn_1: 0.4647 (0.4713) loss_giou_dn_2: 0.4404 (0.4543) loss_giou_dn_3: 0.4333 (0.4498) loss_giou_dn_4: 0.4316 (0.4489) loss_giou_dn_5: 0.4317 (0.4489) loss_giou_dn_pre: 0.5782 (0.5809) loss_giou_enc_0: 0.6376 (0.6747) loss_giou_pre: 0.5574 (0.5956) loss_ddf_aux_0: 0.0558 (0.0564) loss_ddf_aux_1: 0.0077 (0.0077) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2613 (0.2528) loss_ddf_dn_1: 0.0341 (0.0325) loss_ddf_dn_2: 0.0067 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6832 (0.6737) loss_vfl_aux_0: 0.7396 (0.7461) loss_vfl_aux_1: 0.7256 (0.7229) loss_vfl_aux_2: 0.7174 (0.7024) loss_vfl_aux_3: 0.6895 (0.6848) loss_vfl_aux_4: 0.6844 (0.6755) loss_vfl_dn_0: 0.4944 (0.4915) loss_vfl_dn_1: 0.4290 (0.4282) loss_vfl_dn_2: 0.4106 (0.4129) loss_vfl_dn_3: 0.4064 (0.4041) loss_vfl_dn_4: 0.4042 (0.4010) loss_vfl_dn_5: 0.4052 (0.4005) loss_vfl_dn_pre: 0.4952 (0.4920) loss_vfl_enc_0: 0.7496 (0.7465) loss_vfl_pre: 0.7451 (0.7490) time: 0.7446 data: 0.0307 max mem: 9082 Epoch: [30] [3400/3696] eta: 0:04:10 lr: 0.000013 loss: 31.9703 (31.9726) loss_bbox: 0.1709 (0.1802) loss_bbox_aux_0: 0.1836 (0.1937) loss_bbox_aux_1: 0.1741 (0.1830) loss_bbox_aux_2: 0.1718 (0.1807) loss_bbox_aux_3: 0.1710 (0.1803) loss_bbox_aux_4: 0.1709 (0.1802) loss_bbox_dn_0: 0.2359 (0.2506) loss_bbox_dn_1: 0.1732 (0.1871) loss_bbox_dn_2: 0.1681 (0.1767) loss_bbox_dn_3: 0.1666 (0.1735) loss_bbox_dn_4: 0.1658 (0.1729) loss_bbox_dn_5: 0.1657 (0.1729) loss_bbox_dn_pre: 0.2458 (0.2562) loss_bbox_enc_0: 0.2237 (0.2317) loss_bbox_pre: 0.1834 (0.1939) loss_dfl: 0.9584 (0.9613) loss_fgl_aux_0: 0.9966 (0.9958) loss_fgl_aux_1: 0.9599 (0.9641) loss_fgl_aux_2: 0.9574 (0.9615) loss_fgl_aux_3: 0.9585 (0.9613) loss_fgl_aux_4: 0.9581 (0.9613) loss_fgl_dn_0: 1.0893 (1.0904) loss_fgl_dn_1: 0.9940 (0.9871) loss_fgl_dn_2: 0.9876 (0.9782) loss_fgl_dn_3: 0.9891 (0.9789) loss_fgl_dn_4: 0.9887 (0.9793) loss_fgl_dn_5: 0.9888 (0.9793) loss_giou: 0.5755 (0.5711) loss_giou_aux_0: 0.5983 (0.5975) loss_giou_aux_1: 0.5769 (0.5767) loss_giou_aux_2: 0.5746 (0.5720) loss_giou_aux_3: 0.5755 (0.5713) loss_giou_aux_4: 0.5752 (0.5711) loss_giou_dn_0: 0.5705 (0.5822) loss_giou_dn_1: 0.4629 (0.4716) loss_giou_dn_2: 0.4474 (0.4547) loss_giou_dn_3: 0.4422 (0.4501) loss_giou_dn_4: 0.4420 (0.4493) loss_giou_dn_5: 0.4421 (0.4493) loss_giou_dn_pre: 0.5697 (0.5813) loss_giou_enc_0: 0.6661 (0.6749) loss_giou_pre: 0.5976 (0.5959) loss_ddf_aux_0: 0.0570 (0.0564) loss_ddf_aux_1: 0.0077 (0.0077) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2445 (0.2527) loss_ddf_dn_1: 0.0308 (0.0325) loss_ddf_dn_2: 0.0062 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6852 (0.6739) loss_vfl_aux_0: 0.7595 (0.7464) loss_vfl_aux_1: 0.7382 (0.7231) loss_vfl_aux_2: 0.7190 (0.7026) loss_vfl_aux_3: 0.6974 (0.6850) loss_vfl_aux_4: 0.6805 (0.6757) loss_vfl_dn_0: 0.4875 (0.4915) loss_vfl_dn_1: 0.4209 (0.4282) loss_vfl_dn_2: 0.4110 (0.4129) loss_vfl_dn_3: 0.4015 (0.4041) loss_vfl_dn_4: 0.3986 (0.4011) loss_vfl_dn_5: 0.3986 (0.4006) loss_vfl_dn_pre: 0.4885 (0.4920) loss_vfl_enc_0: 0.7603 (0.7469) loss_vfl_pre: 0.7671 (0.7492) time: 0.7544 data: 0.0330 max mem: 9082 Epoch: [30] [3500/3696] eta: 0:02:45 lr: 0.000013 loss: 31.2141 (31.9680) loss_bbox: 0.1728 (0.1801) loss_bbox_aux_0: 0.1879 (0.1936) loss_bbox_aux_1: 0.1743 (0.1829) loss_bbox_aux_2: 0.1741 (0.1806) loss_bbox_aux_3: 0.1728 (0.1802) loss_bbox_aux_4: 0.1727 (0.1801) loss_bbox_dn_0: 0.2620 (0.2507) loss_bbox_dn_1: 0.1968 (0.1871) loss_bbox_dn_2: 0.1860 (0.1767) loss_bbox_dn_3: 0.1798 (0.1734) loss_bbox_dn_4: 0.1803 (0.1729) loss_bbox_dn_5: 0.1804 (0.1729) loss_bbox_dn_pre: 0.2668 (0.2562) loss_bbox_enc_0: 0.2261 (0.2316) loss_bbox_pre: 0.1868 (0.1938) loss_dfl: 0.9668 (0.9614) loss_fgl_aux_0: 0.9986 (0.9959) loss_fgl_aux_1: 0.9677 (0.9642) loss_fgl_aux_2: 0.9653 (0.9616) loss_fgl_aux_3: 0.9659 (0.9614) loss_fgl_aux_4: 0.9668 (0.9614) loss_fgl_dn_0: 1.0877 (1.0904) loss_fgl_dn_1: 0.9904 (0.9870) loss_fgl_dn_2: 0.9815 (0.9781) loss_fgl_dn_3: 0.9822 (0.9789) loss_fgl_dn_4: 0.9821 (0.9792) loss_fgl_dn_5: 0.9821 (0.9793) loss_giou: 0.5123 (0.5706) loss_giou_aux_0: 0.5432 (0.5970) loss_giou_aux_1: 0.5169 (0.5763) loss_giou_aux_2: 0.5146 (0.5715) loss_giou_aux_3: 0.5130 (0.5708) loss_giou_aux_4: 0.5124 (0.5706) loss_giou_dn_0: 0.5667 (0.5820) loss_giou_dn_1: 0.4406 (0.4714) loss_giou_dn_2: 0.4203 (0.4544) loss_giou_dn_3: 0.4178 (0.4499) loss_giou_dn_4: 0.4177 (0.4490) loss_giou_dn_5: 0.4179 (0.4490) loss_giou_dn_pre: 0.5663 (0.5811) loss_giou_enc_0: 0.6230 (0.6744) loss_giou_pre: 0.5413 (0.5954) loss_ddf_aux_0: 0.0507 (0.0563) loss_ddf_aux_1: 0.0074 (0.0077) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2544 (0.2529) loss_ddf_dn_1: 0.0340 (0.0326) loss_ddf_dn_2: 0.0063 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6495 (0.6741) loss_vfl_aux_0: 0.7333 (0.7466) loss_vfl_aux_1: 0.7097 (0.7231) loss_vfl_aux_2: 0.6918 (0.7027) loss_vfl_aux_3: 0.6644 (0.6851) loss_vfl_aux_4: 0.6533 (0.6759) loss_vfl_dn_0: 0.4871 (0.4915) loss_vfl_dn_1: 0.4217 (0.4282) loss_vfl_dn_2: 0.4071 (0.4129) loss_vfl_dn_3: 0.3948 (0.4041) loss_vfl_dn_4: 0.3907 (0.4010) loss_vfl_dn_5: 0.3904 (0.4005) loss_vfl_dn_pre: 0.4886 (0.4920) loss_vfl_enc_0: 0.7483 (0.7471) loss_vfl_pre: 0.7372 (0.7494) time: 0.7308 data: 0.0240 max mem: 9082 Epoch: [30] [3600/3696] eta: 0:01:20 lr: 0.000013 loss: 32.0708 (31.9760) loss_bbox: 0.1677 (0.1802) loss_bbox_aux_0: 0.1824 (0.1937) loss_bbox_aux_1: 0.1712 (0.1831) loss_bbox_aux_2: 0.1680 (0.1807) loss_bbox_aux_3: 0.1678 (0.1803) loss_bbox_aux_4: 0.1677 (0.1802) loss_bbox_dn_0: 0.2395 (0.2508) loss_bbox_dn_1: 0.1797 (0.1872) loss_bbox_dn_2: 0.1696 (0.1768) loss_bbox_dn_3: 0.1684 (0.1736) loss_bbox_dn_4: 0.1684 (0.1730) loss_bbox_dn_5: 0.1684 (0.1730) loss_bbox_dn_pre: 0.2483 (0.2563) loss_bbox_enc_0: 0.2197 (0.2317) loss_bbox_pre: 0.1882 (0.1939) loss_dfl: 0.9684 (0.9616) loss_fgl_aux_0: 1.0076 (0.9960) loss_fgl_aux_1: 0.9730 (0.9644) loss_fgl_aux_2: 0.9687 (0.9618) loss_fgl_aux_3: 0.9688 (0.9616) loss_fgl_aux_4: 0.9687 (0.9616) loss_fgl_dn_0: 1.0901 (1.0904) loss_fgl_dn_1: 0.9820 (0.9871) loss_fgl_dn_2: 0.9709 (0.9782) loss_fgl_dn_3: 0.9701 (0.9789) loss_fgl_dn_4: 0.9707 (0.9793) loss_fgl_dn_5: 0.9706 (0.9793) loss_giou: 0.5655 (0.5708) loss_giou_aux_0: 0.5926 (0.5972) loss_giou_aux_1: 0.5755 (0.5764) loss_giou_aux_2: 0.5687 (0.5717) loss_giou_aux_3: 0.5655 (0.5710) loss_giou_aux_4: 0.5652 (0.5708) loss_giou_dn_0: 0.5931 (0.5822) loss_giou_dn_1: 0.4846 (0.4716) loss_giou_dn_2: 0.4701 (0.4546) loss_giou_dn_3: 0.4693 (0.4501) loss_giou_dn_4: 0.4676 (0.4492) loss_giou_dn_5: 0.4675 (0.4492) loss_giou_dn_pre: 0.5912 (0.5812) loss_giou_enc_0: 0.6813 (0.6746) loss_giou_pre: 0.5921 (0.5956) loss_ddf_aux_0: 0.0530 (0.0563) loss_ddf_aux_1: 0.0072 (0.0077) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2376 (0.2528) loss_ddf_dn_1: 0.0289 (0.0326) loss_ddf_dn_2: 0.0056 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6596 (0.6743) loss_vfl_aux_0: 0.7390 (0.7468) loss_vfl_aux_1: 0.7057 (0.7233) loss_vfl_aux_2: 0.6945 (0.7030) loss_vfl_aux_3: 0.6820 (0.6854) loss_vfl_aux_4: 0.6639 (0.6761) loss_vfl_dn_0: 0.4930 (0.4915) loss_vfl_dn_1: 0.4240 (0.4282) loss_vfl_dn_2: 0.4073 (0.4129) loss_vfl_dn_3: 0.3989 (0.4042) loss_vfl_dn_4: 0.3970 (0.4011) loss_vfl_dn_5: 0.3961 (0.4006) loss_vfl_dn_pre: 0.4942 (0.4920) loss_vfl_enc_0: 0.7245 (0.7473) loss_vfl_pre: 0.7406 (0.7496) time: 0.7218 data: 0.0285 max mem: 9083 Epoch: [30] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 31.9269 (31.9743) loss_bbox: 0.1809 (0.1801) loss_bbox_aux_0: 0.1926 (0.1936) loss_bbox_aux_1: 0.1834 (0.1830) loss_bbox_aux_2: 0.1816 (0.1806) loss_bbox_aux_3: 0.1812 (0.1802) loss_bbox_aux_4: 0.1810 (0.1801) loss_bbox_dn_0: 0.2329 (0.2507) loss_bbox_dn_1: 0.1859 (0.1871) loss_bbox_dn_2: 0.1760 (0.1767) loss_bbox_dn_3: 0.1728 (0.1734) loss_bbox_dn_4: 0.1714 (0.1729) loss_bbox_dn_5: 0.1712 (0.1729) loss_bbox_dn_pre: 0.2339 (0.2562) loss_bbox_enc_0: 0.2219 (0.2316) loss_bbox_pre: 0.1922 (0.1938) loss_dfl: 0.9546 (0.9615) loss_fgl_aux_0: 0.9972 (0.9960) loss_fgl_aux_1: 0.9613 (0.9643) loss_fgl_aux_2: 0.9547 (0.9617) loss_fgl_aux_3: 0.9544 (0.9615) loss_fgl_aux_4: 0.9542 (0.9615) loss_fgl_dn_0: 1.0907 (1.0905) loss_fgl_dn_1: 0.9914 (0.9871) loss_fgl_dn_2: 0.9836 (0.9782) loss_fgl_dn_3: 0.9852 (0.9790) loss_fgl_dn_4: 0.9857 (0.9793) loss_fgl_dn_5: 0.9857 (0.9794) loss_giou: 0.5667 (0.5711) loss_giou_aux_0: 0.5913 (0.5975) loss_giou_aux_1: 0.5704 (0.5768) loss_giou_aux_2: 0.5687 (0.5720) loss_giou_aux_3: 0.5665 (0.5713) loss_giou_aux_4: 0.5662 (0.5711) loss_giou_dn_0: 0.5741 (0.5822) loss_giou_dn_1: 0.4650 (0.4716) loss_giou_dn_2: 0.4478 (0.4547) loss_giou_dn_3: 0.4421 (0.4501) loss_giou_dn_4: 0.4417 (0.4493) loss_giou_dn_5: 0.4419 (0.4493) loss_giou_dn_pre: 0.5729 (0.5813) loss_giou_enc_0: 0.6679 (0.6749) loss_giou_pre: 0.5926 (0.5959) loss_ddf_aux_0: 0.0557 (0.0563) loss_ddf_aux_1: 0.0076 (0.0077) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2481 (0.2529) loss_ddf_dn_1: 0.0346 (0.0326) loss_ddf_dn_2: 0.0075 (0.0067) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6705 (0.6741) loss_vfl_aux_0: 0.7324 (0.7465) loss_vfl_aux_1: 0.7240 (0.7230) loss_vfl_aux_2: 0.7010 (0.7026) loss_vfl_aux_3: 0.6848 (0.6850) loss_vfl_aux_4: 0.6823 (0.6758) loss_vfl_dn_0: 0.4966 (0.4915) loss_vfl_dn_1: 0.4305 (0.4282) loss_vfl_dn_2: 0.4207 (0.4129) loss_vfl_dn_3: 0.4129 (0.4041) loss_vfl_dn_4: 0.4114 (0.4011) loss_vfl_dn_5: 0.4114 (0.4006) loss_vfl_dn_pre: 0.4969 (0.4920) loss_vfl_enc_0: 0.7249 (0.7469) loss_vfl_pre: 0.7334 (0.7493) time: 0.7333 data: 0.0272 max mem: 9083 Epoch: [30] Total time: 0:51:31 (0.8364 s / it) Averaged stats: lr: 0.000013 loss: 31.9269 (31.9743) loss_bbox: 0.1809 (0.1801) loss_bbox_aux_0: 0.1926 (0.1936) loss_bbox_aux_1: 0.1834 (0.1830) loss_bbox_aux_2: 0.1816 (0.1806) loss_bbox_aux_3: 0.1812 (0.1802) loss_bbox_aux_4: 0.1810 (0.1801) loss_bbox_dn_0: 0.2329 (0.2507) loss_bbox_dn_1: 0.1859 (0.1871) loss_bbox_dn_2: 0.1760 (0.1767) loss_bbox_dn_3: 0.1728 (0.1734) loss_bbox_dn_4: 0.1714 (0.1729) loss_bbox_dn_5: 0.1712 (0.1729) loss_bbox_dn_pre: 0.2339 (0.2562) loss_bbox_enc_0: 0.2219 (0.2316) loss_bbox_pre: 0.1922 (0.1938) loss_dfl: 0.9546 (0.9615) loss_fgl_aux_0: 0.9972 (0.9960) loss_fgl_aux_1: 0.9613 (0.9643) loss_fgl_aux_2: 0.9547 (0.9617) loss_fgl_aux_3: 0.9544 (0.9615) loss_fgl_aux_4: 0.9542 (0.9615) loss_fgl_dn_0: 1.0907 (1.0905) loss_fgl_dn_1: 0.9914 (0.9871) loss_fgl_dn_2: 0.9836 (0.9782) loss_fgl_dn_3: 0.9852 (0.9790) loss_fgl_dn_4: 0.9857 (0.9793) loss_fgl_dn_5: 0.9857 (0.9794) loss_giou: 0.5667 (0.5711) loss_giou_aux_0: 0.5913 (0.5975) loss_giou_aux_1: 0.5704 (0.5768) loss_giou_aux_2: 0.5687 (0.5720) loss_giou_aux_3: 0.5665 (0.5713) loss_giou_aux_4: 0.5662 (0.5711) loss_giou_dn_0: 0.5741 (0.5822) loss_giou_dn_1: 0.4650 (0.4716) loss_giou_dn_2: 0.4478 (0.4547) loss_giou_dn_3: 0.4421 (0.4501) loss_giou_dn_4: 0.4417 (0.4493) loss_giou_dn_5: 0.4419 (0.4493) loss_giou_dn_pre: 0.5729 (0.5813) loss_giou_enc_0: 0.6679 (0.6749) loss_giou_pre: 0.5926 (0.5959) loss_ddf_aux_0: 0.0557 (0.0563) loss_ddf_aux_1: 0.0076 (0.0077) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2481 (0.2529) loss_ddf_dn_1: 0.0346 (0.0326) loss_ddf_dn_2: 0.0075 (0.0067) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6705 (0.6741) loss_vfl_aux_0: 0.7324 (0.7465) loss_vfl_aux_1: 0.7240 (0.7230) loss_vfl_aux_2: 0.7010 (0.7026) loss_vfl_aux_3: 0.6848 (0.6850) loss_vfl_aux_4: 0.6823 (0.6758) loss_vfl_dn_0: 0.4966 (0.4915) loss_vfl_dn_1: 0.4305 (0.4282) loss_vfl_dn_2: 0.4207 (0.4129) loss_vfl_dn_3: 0.4129 (0.4041) loss_vfl_dn_4: 0.4114 (0.4011) loss_vfl_dn_5: 0.4114 (0.4006) loss_vfl_dn_pre: 0.4969 (0.4920) loss_vfl_enc_0: 0.7249 (0.7469) loss_vfl_pre: 0.7334 (0.7493) Test: [ 0/79] eta: 0:02:52 time: 2.1881 data: 1.5468 max mem: 9083 Test: [10/79] eta: 0:01:05 time: 0.9498 data: 0.2013 max mem: 9083 Test: [20/79] eta: 0:00:46 time: 0.7146 data: 0.0666 max mem: 9083 Test: [30/79] eta: 0:00:35 time: 0.6140 data: 0.0652 max mem: 9083 Test: [40/79] eta: 0:00:27 time: 0.6144 data: 0.0643 max mem: 9083 Test: [50/79] eta: 0:00:20 time: 0.6978 data: 0.0645 max mem: 9083 Test: [60/79] eta: 0:00:13 time: 0.6983 data: 0.0661 max mem: 9083 Test: [70/79] eta: 0:00:06 time: 0.6050 data: 0.0667 max mem: 9083 Test: [78/79] eta: 0:00:00 time: 0.5745 data: 0.0641 max mem: 9083 Test: Total time: 0:00:53 (0.6738 s / it) Averaged stats: Accumulating evaluation results... DONE (t=25.83s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.529 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.705 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.351 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.709 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.390 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.658 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.725 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.549 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.773 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.894 best_stat: {'epoch': 30, 'coco_eval_bbox': 0.5290573882198791} Epoch: [31] [ 0/3696] eta: 2:33:04 lr: 0.000013 loss: 30.2752 (30.2752) loss_bbox: 0.1320 (0.1320) loss_bbox_aux_0: 0.1433 (0.1433) loss_bbox_aux_1: 0.1344 (0.1344) loss_bbox_aux_2: 0.1328 (0.1328) loss_bbox_aux_3: 0.1319 (0.1319) loss_bbox_aux_4: 0.1320 (0.1320) loss_bbox_dn_0: 0.2087 (0.2087) loss_bbox_dn_1: 0.1471 (0.1471) loss_bbox_dn_2: 0.1418 (0.1418) loss_bbox_dn_3: 0.1391 (0.1391) loss_bbox_dn_4: 0.1380 (0.1380) loss_bbox_dn_5: 0.1380 (0.1380) loss_bbox_dn_pre: 0.2234 (0.2234) loss_bbox_enc_0: 0.1862 (0.1862) loss_bbox_pre: 0.1442 (0.1442) loss_dfl: 0.9727 (0.9727) loss_fgl_aux_0: 1.0194 (1.0194) loss_fgl_aux_1: 0.9785 (0.9785) loss_fgl_aux_2: 0.9739 (0.9739) loss_fgl_aux_3: 0.9730 (0.9730) loss_fgl_aux_4: 0.9728 (0.9728) loss_fgl_dn_0: 1.0973 (1.0973) loss_fgl_dn_1: 0.9856 (0.9856) loss_fgl_dn_2: 0.9757 (0.9757) loss_fgl_dn_3: 0.9768 (0.9768) loss_fgl_dn_4: 0.9773 (0.9773) loss_fgl_dn_5: 0.9775 (0.9775) loss_giou: 0.4922 (0.4922) loss_giou_aux_0: 0.5163 (0.5163) loss_giou_aux_1: 0.4975 (0.4975) loss_giou_aux_2: 0.4937 (0.4937) loss_giou_aux_3: 0.4928 (0.4928) loss_giou_aux_4: 0.4923 (0.4923) loss_giou_dn_0: 0.5528 (0.5528) loss_giou_dn_1: 0.4419 (0.4419) loss_giou_dn_2: 0.4260 (0.4260) loss_giou_dn_3: 0.4209 (0.4209) loss_giou_dn_4: 0.4197 (0.4197) loss_giou_dn_5: 0.4196 (0.4196) loss_giou_dn_pre: 0.5541 (0.5541) loss_giou_enc_0: 0.5972 (0.5972) loss_giou_pre: 0.5156 (0.5156) loss_ddf_aux_0: 0.0546 (0.0546) loss_ddf_aux_1: 0.0078 (0.0078) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2542 (0.2542) loss_ddf_dn_1: 0.0363 (0.0363) loss_ddf_dn_2: 0.0079 (0.0079) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6346 (0.6346) loss_vfl_aux_0: 0.7202 (0.7202) loss_vfl_aux_1: 0.7123 (0.7123) loss_vfl_aux_2: 0.6720 (0.6720) loss_vfl_aux_3: 0.6479 (0.6479) loss_vfl_aux_4: 0.6398 (0.6398) loss_vfl_dn_0: 0.4832 (0.4832) loss_vfl_dn_1: 0.4125 (0.4125) loss_vfl_dn_2: 0.4023 (0.4023) loss_vfl_dn_3: 0.3936 (0.3936) loss_vfl_dn_4: 0.3930 (0.3930) loss_vfl_dn_5: 0.3917 (0.3917) loss_vfl_dn_pre: 0.4849 (0.4849) loss_vfl_enc_0: 0.7190 (0.7190) loss_vfl_pre: 0.7186 (0.7186) time: 2.4850 data: 1.7842 max mem: 9083 Epoch: [31] [ 100/3696] eta: 0:51:09 lr: 0.000013 loss: 31.8468 (31.8643) loss_bbox: 0.1766 (0.1792) loss_bbox_aux_0: 0.1937 (0.1924) loss_bbox_aux_1: 0.1787 (0.1817) loss_bbox_aux_2: 0.1757 (0.1798) loss_bbox_aux_3: 0.1763 (0.1793) loss_bbox_aux_4: 0.1767 (0.1792) loss_bbox_dn_0: 0.2491 (0.2528) loss_bbox_dn_1: 0.1790 (0.1879) loss_bbox_dn_2: 0.1679 (0.1764) loss_bbox_dn_3: 0.1636 (0.1730) loss_bbox_dn_4: 0.1616 (0.1724) loss_bbox_dn_5: 0.1616 (0.1724) loss_bbox_dn_pre: 0.2493 (0.2585) loss_bbox_enc_0: 0.2281 (0.2307) loss_bbox_pre: 0.1946 (0.1926) loss_dfl: 0.9512 (0.9694) loss_fgl_aux_0: 0.9885 (1.0037) loss_fgl_aux_1: 0.9534 (0.9723) loss_fgl_aux_2: 0.9492 (0.9697) loss_fgl_aux_3: 0.9498 (0.9695) loss_fgl_aux_4: 0.9512 (0.9694) loss_fgl_dn_0: 1.0910 (1.0934) loss_fgl_dn_1: 0.9790 (0.9878) loss_fgl_dn_2: 0.9727 (0.9789) loss_fgl_dn_3: 0.9730 (0.9797) loss_fgl_dn_4: 0.9733 (0.9801) loss_fgl_dn_5: 0.9733 (0.9801) loss_giou: 0.5622 (0.5572) loss_giou_aux_0: 0.5822 (0.5825) loss_giou_aux_1: 0.5622 (0.5627) loss_giou_aux_2: 0.5605 (0.5581) loss_giou_aux_3: 0.5614 (0.5574) loss_giou_aux_4: 0.5622 (0.5572) loss_giou_dn_0: 0.5831 (0.5747) loss_giou_dn_1: 0.4681 (0.4626) loss_giou_dn_2: 0.4475 (0.4456) loss_giou_dn_3: 0.4418 (0.4407) loss_giou_dn_4: 0.4411 (0.4399) loss_giou_dn_5: 0.4411 (0.4399) loss_giou_dn_pre: 0.5816 (0.5739) loss_giou_enc_0: 0.6631 (0.6615) loss_giou_pre: 0.5820 (0.5809) loss_ddf_aux_0: 0.0514 (0.0543) loss_ddf_aux_1: 0.0073 (0.0075) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0004 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2574 (0.2587) loss_ddf_dn_1: 0.0338 (0.0352) loss_ddf_dn_2: 0.0068 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6502 (0.6714) loss_vfl_aux_0: 0.7446 (0.7507) loss_vfl_aux_1: 0.7101 (0.7236) loss_vfl_aux_2: 0.6838 (0.7041) loss_vfl_aux_3: 0.6659 (0.6819) loss_vfl_aux_4: 0.6529 (0.6737) loss_vfl_dn_0: 0.4966 (0.4928) loss_vfl_dn_1: 0.4299 (0.4268) loss_vfl_dn_2: 0.4186 (0.4121) loss_vfl_dn_3: 0.4088 (0.4038) loss_vfl_dn_4: 0.4057 (0.4006) loss_vfl_dn_5: 0.4061 (0.4000) loss_vfl_dn_pre: 0.4970 (0.4932) loss_vfl_enc_0: 0.7555 (0.7548) loss_vfl_pre: 0.7436 (0.7518) time: 0.9640 data: 0.0245 max mem: 9083 Epoch: [31] [ 200/3696] eta: 0:46:24 lr: 0.000013 loss: 31.4432 (31.9393) loss_bbox: 0.1613 (0.1792) loss_bbox_aux_0: 0.1751 (0.1924) loss_bbox_aux_1: 0.1639 (0.1819) loss_bbox_aux_2: 0.1614 (0.1798) loss_bbox_aux_3: 0.1615 (0.1793) loss_bbox_aux_4: 0.1616 (0.1792) loss_bbox_dn_0: 0.2315 (0.2531) loss_bbox_dn_1: 0.1606 (0.1885) loss_bbox_dn_2: 0.1524 (0.1775) loss_bbox_dn_3: 0.1509 (0.1742) loss_bbox_dn_4: 0.1509 (0.1736) loss_bbox_dn_5: 0.1514 (0.1736) loss_bbox_dn_pre: 0.2357 (0.2588) loss_bbox_enc_0: 0.2083 (0.2303) loss_bbox_pre: 0.1748 (0.1926) loss_dfl: 0.9724 (0.9697) loss_fgl_aux_0: 1.0008 (1.0037) loss_fgl_aux_1: 0.9773 (0.9726) loss_fgl_aux_2: 0.9737 (0.9700) loss_fgl_aux_3: 0.9728 (0.9698) loss_fgl_aux_4: 0.9727 (0.9697) loss_fgl_dn_0: 1.0921 (1.0927) loss_fgl_dn_1: 0.9863 (0.9881) loss_fgl_dn_2: 0.9761 (0.9792) loss_fgl_dn_3: 0.9754 (0.9800) loss_fgl_dn_4: 0.9760 (0.9805) loss_fgl_dn_5: 0.9761 (0.9805) loss_giou: 0.5277 (0.5570) loss_giou_aux_0: 0.5513 (0.5828) loss_giou_aux_1: 0.5350 (0.5627) loss_giou_aux_2: 0.5290 (0.5581) loss_giou_aux_3: 0.5276 (0.5572) loss_giou_aux_4: 0.5280 (0.5570) loss_giou_dn_0: 0.5484 (0.5781) loss_giou_dn_1: 0.4272 (0.4660) loss_giou_dn_2: 0.4111 (0.4489) loss_giou_dn_3: 0.4042 (0.4442) loss_giou_dn_4: 0.4035 (0.4433) loss_giou_dn_5: 0.4035 (0.4433) loss_giou_dn_pre: 0.5449 (0.5770) loss_giou_enc_0: 0.6296 (0.6616) loss_giou_pre: 0.5479 (0.5813) loss_ddf_aux_0: 0.0572 (0.0544) loss_ddf_aux_1: 0.0076 (0.0076) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2596 (0.2560) loss_ddf_dn_1: 0.0306 (0.0343) loss_ddf_dn_2: 0.0056 (0.0073) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6438 (0.6767) loss_vfl_aux_0: 0.7109 (0.7561) loss_vfl_aux_1: 0.6836 (0.7305) loss_vfl_aux_2: 0.6749 (0.7105) loss_vfl_aux_3: 0.6552 (0.6895) loss_vfl_aux_4: 0.6484 (0.6791) loss_vfl_dn_0: 0.4853 (0.4923) loss_vfl_dn_1: 0.4194 (0.4277) loss_vfl_dn_2: 0.4060 (0.4130) loss_vfl_dn_3: 0.3949 (0.4044) loss_vfl_dn_4: 0.3928 (0.4011) loss_vfl_dn_5: 0.3943 (0.4004) loss_vfl_dn_pre: 0.4852 (0.4926) loss_vfl_enc_0: 0.7329 (0.7566) loss_vfl_pre: 0.7152 (0.7576) time: 0.7477 data: 0.0278 max mem: 9083 Epoch: [31] [ 300/3696] eta: 0:44:49 lr: 0.000013 loss: 31.8335 (31.9161) loss_bbox: 0.1701 (0.1787) loss_bbox_aux_0: 0.1812 (0.1922) loss_bbox_aux_1: 0.1729 (0.1816) loss_bbox_aux_2: 0.1710 (0.1793) loss_bbox_aux_3: 0.1700 (0.1787) loss_bbox_aux_4: 0.1701 (0.1787) loss_bbox_dn_0: 0.2323 (0.2505) loss_bbox_dn_1: 0.1785 (0.1864) loss_bbox_dn_2: 0.1748 (0.1758) loss_bbox_dn_3: 0.1702 (0.1726) loss_bbox_dn_4: 0.1697 (0.1721) loss_bbox_dn_5: 0.1697 (0.1721) loss_bbox_dn_pre: 0.2350 (0.2562) loss_bbox_enc_0: 0.2192 (0.2297) loss_bbox_pre: 0.1835 (0.1924) loss_dfl: 0.9493 (0.9671) loss_fgl_aux_0: 0.9863 (1.0014) loss_fgl_aux_1: 0.9481 (0.9700) loss_fgl_aux_2: 0.9485 (0.9673) loss_fgl_aux_3: 0.9491 (0.9672) loss_fgl_aux_4: 0.9493 (0.9671) loss_fgl_dn_0: 1.0884 (1.0919) loss_fgl_dn_1: 0.9838 (0.9874) loss_fgl_dn_2: 0.9712 (0.9784) loss_fgl_dn_3: 0.9732 (0.9793) loss_fgl_dn_4: 0.9741 (0.9797) loss_fgl_dn_5: 0.9742 (0.9797) loss_giou: 0.5446 (0.5601) loss_giou_aux_0: 0.5745 (0.5867) loss_giou_aux_1: 0.5557 (0.5659) loss_giou_aux_2: 0.5467 (0.5612) loss_giou_aux_3: 0.5451 (0.5603) loss_giou_aux_4: 0.5442 (0.5601) loss_giou_dn_0: 0.5717 (0.5789) loss_giou_dn_1: 0.4656 (0.4666) loss_giou_dn_2: 0.4546 (0.4496) loss_giou_dn_3: 0.4491 (0.4448) loss_giou_dn_4: 0.4478 (0.4439) loss_giou_dn_5: 0.4479 (0.4439) loss_giou_dn_pre: 0.5705 (0.5780) loss_giou_enc_0: 0.6578 (0.6653) loss_giou_pre: 0.5749 (0.5851) loss_ddf_aux_0: 0.0641 (0.0560) loss_ddf_aux_1: 0.0094 (0.0079) loss_ddf_aux_2: 0.0019 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2653 (0.2546) loss_ddf_dn_1: 0.0340 (0.0335) loss_ddf_dn_2: 0.0069 (0.0071) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6550 (0.6747) loss_vfl_aux_0: 0.7374 (0.7559) loss_vfl_aux_1: 0.7100 (0.7288) loss_vfl_aux_2: 0.6899 (0.7075) loss_vfl_aux_3: 0.6715 (0.6871) loss_vfl_aux_4: 0.6603 (0.6770) loss_vfl_dn_0: 0.4886 (0.4918) loss_vfl_dn_1: 0.4261 (0.4276) loss_vfl_dn_2: 0.4118 (0.4125) loss_vfl_dn_3: 0.4011 (0.4038) loss_vfl_dn_4: 0.4001 (0.4005) loss_vfl_dn_5: 0.3988 (0.3997) loss_vfl_dn_pre: 0.4889 (0.4922) loss_vfl_enc_0: 0.7427 (0.7534) loss_vfl_pre: 0.7380 (0.7578) time: 0.7421 data: 0.0253 max mem: 9083 Epoch: [31] [ 400/3696] eta: 0:43:06 lr: 0.000013 loss: 32.4608 (31.9251) loss_bbox: 0.1841 (0.1796) loss_bbox_aux_0: 0.1972 (0.1934) loss_bbox_aux_1: 0.1858 (0.1825) loss_bbox_aux_2: 0.1846 (0.1801) loss_bbox_aux_3: 0.1840 (0.1797) loss_bbox_aux_4: 0.1841 (0.1796) loss_bbox_dn_0: 0.2394 (0.2524) loss_bbox_dn_1: 0.1868 (0.1881) loss_bbox_dn_2: 0.1770 (0.1777) loss_bbox_dn_3: 0.1705 (0.1746) loss_bbox_dn_4: 0.1693 (0.1740) loss_bbox_dn_5: 0.1693 (0.1740) loss_bbox_dn_pre: 0.2458 (0.2579) loss_bbox_enc_0: 0.2316 (0.2309) loss_bbox_pre: 0.1965 (0.1936) loss_dfl: 0.9697 (0.9661) loss_fgl_aux_0: 1.0103 (1.0009) loss_fgl_aux_1: 0.9727 (0.9691) loss_fgl_aux_2: 0.9701 (0.9663) loss_fgl_aux_3: 0.9693 (0.9662) loss_fgl_aux_4: 0.9693 (0.9661) loss_fgl_dn_0: 1.0932 (1.0920) loss_fgl_dn_1: 0.9973 (0.9873) loss_fgl_dn_2: 0.9882 (0.9782) loss_fgl_dn_3: 0.9887 (0.9790) loss_fgl_dn_4: 0.9896 (0.9794) loss_fgl_dn_5: 0.9895 (0.9794) loss_giou: 0.6066 (0.5596) loss_giou_aux_0: 0.6297 (0.5861) loss_giou_aux_1: 0.6137 (0.5654) loss_giou_aux_2: 0.6094 (0.5606) loss_giou_aux_3: 0.6076 (0.5597) loss_giou_aux_4: 0.6066 (0.5595) loss_giou_dn_0: 0.6047 (0.5791) loss_giou_dn_1: 0.4988 (0.4668) loss_giou_dn_2: 0.4819 (0.4497) loss_giou_dn_3: 0.4763 (0.4451) loss_giou_dn_4: 0.4751 (0.4442) loss_giou_dn_5: 0.4751 (0.4442) loss_giou_dn_pre: 0.6048 (0.5781) loss_giou_enc_0: 0.7041 (0.6644) loss_giou_pre: 0.6253 (0.5846) loss_ddf_aux_0: 0.0594 (0.0570) loss_ddf_aux_1: 0.0079 (0.0079) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2591 (0.2543) loss_ddf_dn_1: 0.0332 (0.0334) loss_ddf_dn_2: 0.0069 (0.0071) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6663 (0.6750) loss_vfl_aux_0: 0.7378 (0.7550) loss_vfl_aux_1: 0.7172 (0.7286) loss_vfl_aux_2: 0.7170 (0.7077) loss_vfl_aux_3: 0.6913 (0.6866) loss_vfl_aux_4: 0.6770 (0.6773) loss_vfl_dn_0: 0.4967 (0.4916) loss_vfl_dn_1: 0.4355 (0.4276) loss_vfl_dn_2: 0.4211 (0.4122) loss_vfl_dn_3: 0.4114 (0.4036) loss_vfl_dn_4: 0.4102 (0.4003) loss_vfl_dn_5: 0.4108 (0.3996) loss_vfl_dn_pre: 0.4960 (0.4921) loss_vfl_enc_0: 0.7479 (0.7530) loss_vfl_pre: 0.7437 (0.7571) time: 0.7043 data: 0.0211 max mem: 9083 Epoch: [31] [ 500/3696] eta: 0:41:19 lr: 0.000013 loss: 31.4648 (31.8934) loss_bbox: 0.1825 (0.1788) loss_bbox_aux_0: 0.1984 (0.1924) loss_bbox_aux_1: 0.1907 (0.1816) loss_bbox_aux_2: 0.1818 (0.1792) loss_bbox_aux_3: 0.1822 (0.1788) loss_bbox_aux_4: 0.1825 (0.1788) loss_bbox_dn_0: 0.2482 (0.2508) loss_bbox_dn_1: 0.1839 (0.1869) loss_bbox_dn_2: 0.1734 (0.1765) loss_bbox_dn_3: 0.1696 (0.1733) loss_bbox_dn_4: 0.1678 (0.1727) loss_bbox_dn_5: 0.1678 (0.1727) loss_bbox_dn_pre: 0.2498 (0.2563) loss_bbox_enc_0: 0.2362 (0.2293) loss_bbox_pre: 0.1981 (0.1926) loss_dfl: 0.9611 (0.9659) loss_fgl_aux_0: 0.9990 (1.0007) loss_fgl_aux_1: 0.9647 (0.9689) loss_fgl_aux_2: 0.9605 (0.9661) loss_fgl_aux_3: 0.9611 (0.9660) loss_fgl_aux_4: 0.9609 (0.9659) loss_fgl_dn_0: 1.0925 (1.0918) loss_fgl_dn_1: 0.9770 (0.9870) loss_fgl_dn_2: 0.9711 (0.9779) loss_fgl_dn_3: 0.9719 (0.9787) loss_fgl_dn_4: 0.9718 (0.9791) loss_fgl_dn_5: 0.9718 (0.9791) loss_giou: 0.5075 (0.5603) loss_giou_aux_0: 0.5387 (0.5870) loss_giou_aux_1: 0.5149 (0.5660) loss_giou_aux_2: 0.5081 (0.5613) loss_giou_aux_3: 0.5090 (0.5605) loss_giou_aux_4: 0.5076 (0.5603) loss_giou_dn_0: 0.5479 (0.5794) loss_giou_dn_1: 0.4395 (0.4673) loss_giou_dn_2: 0.4200 (0.4502) loss_giou_dn_3: 0.4162 (0.4456) loss_giou_dn_4: 0.4160 (0.4447) loss_giou_dn_5: 0.4161 (0.4447) loss_giou_dn_pre: 0.5469 (0.5785) loss_giou_enc_0: 0.6088 (0.6647) loss_giou_pre: 0.5402 (0.5855) loss_ddf_aux_0: 0.0552 (0.0568) loss_ddf_aux_1: 0.0075 (0.0079) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2640 (0.2550) loss_ddf_dn_1: 0.0366 (0.0336) loss_ddf_dn_2: 0.0069 (0.0071) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6509 (0.6740) loss_vfl_aux_0: 0.7150 (0.7522) loss_vfl_aux_1: 0.7038 (0.7255) loss_vfl_aux_2: 0.6867 (0.7053) loss_vfl_aux_3: 0.6694 (0.6849) loss_vfl_aux_4: 0.6606 (0.6760) loss_vfl_dn_0: 0.4894 (0.4910) loss_vfl_dn_1: 0.4205 (0.4270) loss_vfl_dn_2: 0.4058 (0.4116) loss_vfl_dn_3: 0.3981 (0.4030) loss_vfl_dn_4: 0.3950 (0.3997) loss_vfl_dn_5: 0.3945 (0.3991) loss_vfl_dn_pre: 0.4899 (0.4915) loss_vfl_enc_0: 0.7247 (0.7512) loss_vfl_pre: 0.7270 (0.7546) time: 0.7488 data: 0.0306 max mem: 9083 Epoch: [31] [ 600/3696] eta: 0:39:47 lr: 0.000013 loss: 31.2988 (31.8660) loss_bbox: 0.1682 (0.1789) loss_bbox_aux_0: 0.1848 (0.1925) loss_bbox_aux_1: 0.1715 (0.1817) loss_bbox_aux_2: 0.1704 (0.1794) loss_bbox_aux_3: 0.1681 (0.1790) loss_bbox_aux_4: 0.1682 (0.1790) loss_bbox_dn_0: 0.2355 (0.2511) loss_bbox_dn_1: 0.1757 (0.1872) loss_bbox_dn_2: 0.1627 (0.1768) loss_bbox_dn_3: 0.1641 (0.1735) loss_bbox_dn_4: 0.1646 (0.1729) loss_bbox_dn_5: 0.1646 (0.1729) loss_bbox_dn_pre: 0.2400 (0.2566) loss_bbox_enc_0: 0.2198 (0.2295) loss_bbox_pre: 0.1860 (0.1927) loss_dfl: 0.9545 (0.9647) loss_fgl_aux_0: 0.9902 (0.9993) loss_fgl_aux_1: 0.9552 (0.9677) loss_fgl_aux_2: 0.9564 (0.9649) loss_fgl_aux_3: 0.9554 (0.9648) loss_fgl_aux_4: 0.9546 (0.9647) loss_fgl_dn_0: 1.0862 (1.0914) loss_fgl_dn_1: 0.9810 (0.9863) loss_fgl_dn_2: 0.9738 (0.9771) loss_fgl_dn_3: 0.9736 (0.9779) loss_fgl_dn_4: 0.9744 (0.9783) loss_fgl_dn_5: 0.9744 (0.9783) loss_giou: 0.5274 (0.5602) loss_giou_aux_0: 0.5592 (0.5869) loss_giou_aux_1: 0.5372 (0.5659) loss_giou_aux_2: 0.5242 (0.5612) loss_giou_aux_3: 0.5271 (0.5604) loss_giou_aux_4: 0.5277 (0.5602) loss_giou_dn_0: 0.5595 (0.5784) loss_giou_dn_1: 0.4471 (0.4667) loss_giou_dn_2: 0.4283 (0.4497) loss_giou_dn_3: 0.4224 (0.4450) loss_giou_dn_4: 0.4215 (0.4441) loss_giou_dn_5: 0.4215 (0.4441) loss_giou_dn_pre: 0.5573 (0.5775) loss_giou_enc_0: 0.6376 (0.6643) loss_giou_pre: 0.5575 (0.5853) loss_ddf_aux_0: 0.0551 (0.0566) loss_ddf_aux_1: 0.0076 (0.0079) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2546 (0.2559) loss_ddf_dn_1: 0.0330 (0.0339) loss_ddf_dn_2: 0.0066 (0.0072) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6385 (0.6731) loss_vfl_aux_0: 0.7207 (0.7503) loss_vfl_aux_1: 0.6877 (0.7245) loss_vfl_aux_2: 0.6674 (0.7044) loss_vfl_aux_3: 0.6509 (0.6842) loss_vfl_aux_4: 0.6426 (0.6751) loss_vfl_dn_0: 0.4852 (0.4908) loss_vfl_dn_1: 0.4249 (0.4266) loss_vfl_dn_2: 0.4048 (0.4111) loss_vfl_dn_3: 0.3967 (0.4024) loss_vfl_dn_4: 0.3931 (0.3992) loss_vfl_dn_5: 0.3936 (0.3985) loss_vfl_dn_pre: 0.4863 (0.4914) loss_vfl_enc_0: 0.7216 (0.7490) loss_vfl_pre: 0.7265 (0.7526) time: 0.7366 data: 0.0255 max mem: 9083 Epoch: [31] [ 700/3696] eta: 0:38:24 lr: 0.000013 loss: 32.0828 (31.8700) loss_bbox: 0.1715 (0.1794) loss_bbox_aux_0: 0.1935 (0.1930) loss_bbox_aux_1: 0.1766 (0.1823) loss_bbox_aux_2: 0.1724 (0.1799) loss_bbox_aux_3: 0.1720 (0.1795) loss_bbox_aux_4: 0.1715 (0.1794) loss_bbox_dn_0: 0.2530 (0.2519) loss_bbox_dn_1: 0.1927 (0.1880) loss_bbox_dn_2: 0.1802 (0.1776) loss_bbox_dn_3: 0.1817 (0.1744) loss_bbox_dn_4: 0.1805 (0.1738) loss_bbox_dn_5: 0.1806 (0.1738) loss_bbox_dn_pre: 0.2577 (0.2575) loss_bbox_enc_0: 0.2299 (0.2301) loss_bbox_pre: 0.1942 (0.1932) loss_dfl: 0.9843 (0.9651) loss_fgl_aux_0: 1.0081 (0.9996) loss_fgl_aux_1: 0.9882 (0.9680) loss_fgl_aux_2: 0.9839 (0.9653) loss_fgl_aux_3: 0.9841 (0.9652) loss_fgl_aux_4: 0.9841 (0.9651) loss_fgl_dn_0: 1.0995 (1.0918) loss_fgl_dn_1: 0.9965 (0.9865) loss_fgl_dn_2: 0.9837 (0.9773) loss_fgl_dn_3: 0.9837 (0.9781) loss_fgl_dn_4: 0.9835 (0.9785) loss_fgl_dn_5: 0.9836 (0.9785) loss_giou: 0.5341 (0.5593) loss_giou_aux_0: 0.5550 (0.5857) loss_giou_aux_1: 0.5350 (0.5649) loss_giou_aux_2: 0.5340 (0.5602) loss_giou_aux_3: 0.5337 (0.5594) loss_giou_aux_4: 0.5340 (0.5593) loss_giou_dn_0: 0.5704 (0.5773) loss_giou_dn_1: 0.4644 (0.4660) loss_giou_dn_2: 0.4490 (0.4490) loss_giou_dn_3: 0.4445 (0.4444) loss_giou_dn_4: 0.4438 (0.4435) loss_giou_dn_5: 0.4438 (0.4435) loss_giou_dn_pre: 0.5730 (0.5765) loss_giou_enc_0: 0.6385 (0.6629) loss_giou_pre: 0.5553 (0.5842) loss_ddf_aux_0: 0.0517 (0.0564) loss_ddf_aux_1: 0.0070 (0.0079) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2457 (0.2557) loss_ddf_dn_1: 0.0304 (0.0337) loss_ddf_dn_2: 0.0055 (0.0071) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6720 (0.6739) loss_vfl_aux_0: 0.7398 (0.7498) loss_vfl_aux_1: 0.7292 (0.7248) loss_vfl_aux_2: 0.6992 (0.7052) loss_vfl_aux_3: 0.6945 (0.6851) loss_vfl_aux_4: 0.6740 (0.6757) loss_vfl_dn_0: 0.4886 (0.4911) loss_vfl_dn_1: 0.4271 (0.4268) loss_vfl_dn_2: 0.4109 (0.4113) loss_vfl_dn_3: 0.4034 (0.4026) loss_vfl_dn_4: 0.3972 (0.3994) loss_vfl_dn_5: 0.3980 (0.3988) loss_vfl_dn_pre: 0.4889 (0.4917) loss_vfl_enc_0: 0.7456 (0.7494) loss_vfl_pre: 0.7411 (0.7521) time: 0.7772 data: 0.0316 max mem: 9083 Epoch: [31] [ 800/3696] eta: 0:37:04 lr: 0.000013 loss: 31.5612 (31.8556) loss_bbox: 0.1615 (0.1796) loss_bbox_aux_0: 0.1745 (0.1932) loss_bbox_aux_1: 0.1671 (0.1825) loss_bbox_aux_2: 0.1607 (0.1801) loss_bbox_aux_3: 0.1612 (0.1797) loss_bbox_aux_4: 0.1615 (0.1796) loss_bbox_dn_0: 0.2326 (0.2524) loss_bbox_dn_1: 0.1694 (0.1884) loss_bbox_dn_2: 0.1595 (0.1780) loss_bbox_dn_3: 0.1585 (0.1748) loss_bbox_dn_4: 0.1588 (0.1742) loss_bbox_dn_5: 0.1588 (0.1742) loss_bbox_dn_pre: 0.2360 (0.2581) loss_bbox_enc_0: 0.2074 (0.2304) loss_bbox_pre: 0.1745 (0.1935) loss_dfl: 0.9722 (0.9654) loss_fgl_aux_0: 1.0010 (0.9998) loss_fgl_aux_1: 0.9743 (0.9683) loss_fgl_aux_2: 0.9725 (0.9656) loss_fgl_aux_3: 0.9719 (0.9654) loss_fgl_aux_4: 0.9720 (0.9654) loss_fgl_dn_0: 1.0872 (1.0917) loss_fgl_dn_1: 0.9836 (0.9863) loss_fgl_dn_2: 0.9777 (0.9771) loss_fgl_dn_3: 0.9785 (0.9779) loss_fgl_dn_4: 0.9786 (0.9783) loss_fgl_dn_5: 0.9785 (0.9783) loss_giou: 0.5439 (0.5576) loss_giou_aux_0: 0.5599 (0.5839) loss_giou_aux_1: 0.5483 (0.5632) loss_giou_aux_2: 0.5435 (0.5585) loss_giou_aux_3: 0.5445 (0.5577) loss_giou_aux_4: 0.5441 (0.5575) loss_giou_dn_0: 0.5551 (0.5759) loss_giou_dn_1: 0.4442 (0.4646) loss_giou_dn_2: 0.4221 (0.4476) loss_giou_dn_3: 0.4182 (0.4430) loss_giou_dn_4: 0.4165 (0.4421) loss_giou_dn_5: 0.4166 (0.4421) loss_giou_dn_pre: 0.5558 (0.5751) loss_giou_enc_0: 0.6414 (0.6607) loss_giou_pre: 0.5594 (0.5824) loss_ddf_aux_0: 0.0526 (0.0560) loss_ddf_aux_1: 0.0073 (0.0078) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2581 (0.2558) loss_ddf_dn_1: 0.0344 (0.0337) loss_ddf_dn_2: 0.0069 (0.0071) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6630 (0.6746) loss_vfl_aux_0: 0.7351 (0.7501) loss_vfl_aux_1: 0.7195 (0.7252) loss_vfl_aux_2: 0.7053 (0.7065) loss_vfl_aux_3: 0.6806 (0.6859) loss_vfl_aux_4: 0.6612 (0.6763) loss_vfl_dn_0: 0.4870 (0.4911) loss_vfl_dn_1: 0.4280 (0.4267) loss_vfl_dn_2: 0.4108 (0.4112) loss_vfl_dn_3: 0.4003 (0.4025) loss_vfl_dn_4: 0.3949 (0.3993) loss_vfl_dn_5: 0.3943 (0.3987) loss_vfl_dn_pre: 0.4878 (0.4916) loss_vfl_enc_0: 0.7469 (0.7504) loss_vfl_pre: 0.7389 (0.7525) time: 0.6936 data: 0.0229 max mem: 9083 Epoch: [31] [ 900/3696] eta: 0:35:33 lr: 0.000013 loss: 31.8245 (31.8684) loss_bbox: 0.1694 (0.1791) loss_bbox_aux_0: 0.1845 (0.1928) loss_bbox_aux_1: 0.1738 (0.1820) loss_bbox_aux_2: 0.1719 (0.1796) loss_bbox_aux_3: 0.1704 (0.1791) loss_bbox_aux_4: 0.1694 (0.1791) loss_bbox_dn_0: 0.2621 (0.2512) loss_bbox_dn_1: 0.1931 (0.1874) loss_bbox_dn_2: 0.1777 (0.1770) loss_bbox_dn_3: 0.1747 (0.1738) loss_bbox_dn_4: 0.1754 (0.1732) loss_bbox_dn_5: 0.1755 (0.1732) loss_bbox_dn_pre: 0.2639 (0.2569) loss_bbox_enc_0: 0.2245 (0.2299) loss_bbox_pre: 0.1838 (0.1930) loss_dfl: 0.9820 (0.9652) loss_fgl_aux_0: 1.0141 (0.9998) loss_fgl_aux_1: 0.9846 (0.9681) loss_fgl_aux_2: 0.9811 (0.9654) loss_fgl_aux_3: 0.9819 (0.9653) loss_fgl_aux_4: 0.9819 (0.9652) loss_fgl_dn_0: 1.0940 (1.0922) loss_fgl_dn_1: 0.9910 (0.9869) loss_fgl_dn_2: 0.9806 (0.9777) loss_fgl_dn_3: 0.9819 (0.9785) loss_fgl_dn_4: 0.9814 (0.9789) loss_fgl_dn_5: 0.9812 (0.9789) loss_giou: 0.5479 (0.5595) loss_giou_aux_0: 0.5717 (0.5860) loss_giou_aux_1: 0.5506 (0.5652) loss_giou_aux_2: 0.5472 (0.5605) loss_giou_aux_3: 0.5460 (0.5596) loss_giou_aux_4: 0.5474 (0.5595) loss_giou_dn_0: 0.5764 (0.5770) loss_giou_dn_1: 0.4584 (0.4657) loss_giou_dn_2: 0.4437 (0.4487) loss_giou_dn_3: 0.4401 (0.4440) loss_giou_dn_4: 0.4391 (0.4432) loss_giou_dn_5: 0.4392 (0.4432) loss_giou_dn_pre: 0.5743 (0.5762) loss_giou_enc_0: 0.6496 (0.6629) loss_giou_pre: 0.5646 (0.5845) loss_ddf_aux_0: 0.0576 (0.0562) loss_ddf_aux_1: 0.0080 (0.0079) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2618 (0.2560) loss_ddf_dn_1: 0.0339 (0.0338) loss_ddf_dn_2: 0.0060 (0.0070) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6747 (0.6743) loss_vfl_aux_0: 0.7413 (0.7494) loss_vfl_aux_1: 0.7217 (0.7249) loss_vfl_aux_2: 0.7081 (0.7065) loss_vfl_aux_3: 0.6873 (0.6855) loss_vfl_aux_4: 0.6761 (0.6761) loss_vfl_dn_0: 0.4868 (0.4911) loss_vfl_dn_1: 0.4204 (0.4269) loss_vfl_dn_2: 0.4046 (0.4113) loss_vfl_dn_3: 0.3963 (0.4026) loss_vfl_dn_4: 0.3949 (0.3995) loss_vfl_dn_5: 0.3945 (0.3989) loss_vfl_dn_pre: 0.4877 (0.4916) loss_vfl_enc_0: 0.7334 (0.7496) loss_vfl_pre: 0.7463 (0.7518) time: 0.7610 data: 0.0295 max mem: 9083 Epoch: [31] [1000/3696] eta: 0:34:14 lr: 0.000013 loss: 31.0621 (31.8569) loss_bbox: 0.1621 (0.1790) loss_bbox_aux_0: 0.1734 (0.1926) loss_bbox_aux_1: 0.1628 (0.1819) loss_bbox_aux_2: 0.1623 (0.1795) loss_bbox_aux_3: 0.1623 (0.1790) loss_bbox_aux_4: 0.1620 (0.1790) loss_bbox_dn_0: 0.2375 (0.2508) loss_bbox_dn_1: 0.1636 (0.1872) loss_bbox_dn_2: 0.1507 (0.1768) loss_bbox_dn_3: 0.1499 (0.1736) loss_bbox_dn_4: 0.1493 (0.1730) loss_bbox_dn_5: 0.1493 (0.1730) loss_bbox_dn_pre: 0.2356 (0.2565) loss_bbox_enc_0: 0.2114 (0.2300) loss_bbox_pre: 0.1755 (0.1928) loss_dfl: 0.9540 (0.9650) loss_fgl_aux_0: 0.9973 (0.9995) loss_fgl_aux_1: 0.9546 (0.9679) loss_fgl_aux_2: 0.9521 (0.9652) loss_fgl_aux_3: 0.9525 (0.9651) loss_fgl_aux_4: 0.9535 (0.9650) loss_fgl_dn_0: 1.0889 (1.0925) loss_fgl_dn_1: 0.9843 (0.9871) loss_fgl_dn_2: 0.9752 (0.9778) loss_fgl_dn_3: 0.9747 (0.9786) loss_fgl_dn_4: 0.9766 (0.9790) loss_fgl_dn_5: 0.9768 (0.9790) loss_giou: 0.5530 (0.5597) loss_giou_aux_0: 0.5754 (0.5861) loss_giou_aux_1: 0.5564 (0.5652) loss_giou_aux_2: 0.5510 (0.5606) loss_giou_aux_3: 0.5505 (0.5598) loss_giou_aux_4: 0.5523 (0.5597) loss_giou_dn_0: 0.5951 (0.5766) loss_giou_dn_1: 0.4793 (0.4654) loss_giou_dn_2: 0.4622 (0.4484) loss_giou_dn_3: 0.4548 (0.4439) loss_giou_dn_4: 0.4534 (0.4430) loss_giou_dn_5: 0.4533 (0.4430) loss_giou_dn_pre: 0.5963 (0.5758) loss_giou_enc_0: 0.6592 (0.6631) loss_giou_pre: 0.5765 (0.5846) loss_ddf_aux_0: 0.0586 (0.0563) loss_ddf_aux_1: 0.0078 (0.0079) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2568 (0.2560) loss_ddf_dn_1: 0.0330 (0.0337) loss_ddf_dn_2: 0.0064 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6636 (0.6734) loss_vfl_aux_0: 0.7308 (0.7480) loss_vfl_aux_1: 0.7004 (0.7236) loss_vfl_aux_2: 0.6907 (0.7055) loss_vfl_aux_3: 0.6746 (0.6847) loss_vfl_aux_4: 0.6595 (0.6753) loss_vfl_dn_0: 0.4918 (0.4912) loss_vfl_dn_1: 0.4258 (0.4270) loss_vfl_dn_2: 0.4118 (0.4114) loss_vfl_dn_3: 0.4013 (0.4027) loss_vfl_dn_4: 0.4002 (0.3995) loss_vfl_dn_5: 0.3991 (0.3989) loss_vfl_dn_pre: 0.4933 (0.4917) loss_vfl_enc_0: 0.7419 (0.7489) loss_vfl_pre: 0.7360 (0.7504) time: 0.7635 data: 0.0271 max mem: 9083 Epoch: [31] [1100/3696] eta: 0:32:53 lr: 0.000013 loss: 30.9664 (31.8583) loss_bbox: 0.1639 (0.1791) loss_bbox_aux_0: 0.1763 (0.1927) loss_bbox_aux_1: 0.1631 (0.1819) loss_bbox_aux_2: 0.1631 (0.1796) loss_bbox_aux_3: 0.1635 (0.1791) loss_bbox_aux_4: 0.1640 (0.1791) loss_bbox_dn_0: 0.2290 (0.2507) loss_bbox_dn_1: 0.1709 (0.1871) loss_bbox_dn_2: 0.1616 (0.1767) loss_bbox_dn_3: 0.1572 (0.1735) loss_bbox_dn_4: 0.1562 (0.1729) loss_bbox_dn_5: 0.1560 (0.1729) loss_bbox_dn_pre: 0.2312 (0.2564) loss_bbox_enc_0: 0.2198 (0.2301) loss_bbox_pre: 0.1775 (0.1929) loss_dfl: 0.9682 (0.9641) loss_fgl_aux_0: 0.9996 (0.9986) loss_fgl_aux_1: 0.9712 (0.9670) loss_fgl_aux_2: 0.9682 (0.9643) loss_fgl_aux_3: 0.9684 (0.9641) loss_fgl_aux_4: 0.9682 (0.9641) loss_fgl_dn_0: 1.0907 (1.0924) loss_fgl_dn_1: 0.9846 (0.9869) loss_fgl_dn_2: 0.9754 (0.9777) loss_fgl_dn_3: 0.9778 (0.9784) loss_fgl_dn_4: 0.9780 (0.9788) loss_fgl_dn_5: 0.9780 (0.9788) loss_giou: 0.5126 (0.5612) loss_giou_aux_0: 0.5337 (0.5876) loss_giou_aux_1: 0.5211 (0.5667) loss_giou_aux_2: 0.5147 (0.5622) loss_giou_aux_3: 0.5145 (0.5613) loss_giou_aux_4: 0.5127 (0.5612) loss_giou_dn_0: 0.5573 (0.5769) loss_giou_dn_1: 0.4475 (0.4659) loss_giou_dn_2: 0.4347 (0.4489) loss_giou_dn_3: 0.4285 (0.4444) loss_giou_dn_4: 0.4279 (0.4435) loss_giou_dn_5: 0.4280 (0.4435) loss_giou_dn_pre: 0.5565 (0.5761) loss_giou_enc_0: 0.6240 (0.6647) loss_giou_pre: 0.5326 (0.5861) loss_ddf_aux_0: 0.0547 (0.0563) loss_ddf_aux_1: 0.0066 (0.0078) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2360 (0.2556) loss_ddf_dn_1: 0.0272 (0.0336) loss_ddf_dn_2: 0.0050 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6555 (0.6727) loss_vfl_aux_0: 0.7327 (0.7471) loss_vfl_aux_1: 0.7171 (0.7224) loss_vfl_aux_2: 0.6918 (0.7045) loss_vfl_aux_3: 0.6705 (0.6839) loss_vfl_aux_4: 0.6617 (0.6747) loss_vfl_dn_0: 0.4887 (0.4912) loss_vfl_dn_1: 0.4163 (0.4269) loss_vfl_dn_2: 0.4033 (0.4114) loss_vfl_dn_3: 0.3931 (0.4027) loss_vfl_dn_4: 0.3895 (0.3996) loss_vfl_dn_5: 0.3876 (0.3990) loss_vfl_dn_pre: 0.4897 (0.4917) loss_vfl_enc_0: 0.7361 (0.7482) loss_vfl_pre: 0.7316 (0.7495) time: 0.7718 data: 0.0316 max mem: 9083 Epoch: [31] [1200/3696] eta: 0:31:37 lr: 0.000013 loss: 31.7966 (31.8468) loss_bbox: 0.1616 (0.1783) loss_bbox_aux_0: 0.1694 (0.1918) loss_bbox_aux_1: 0.1629 (0.1811) loss_bbox_aux_2: 0.1616 (0.1788) loss_bbox_aux_3: 0.1619 (0.1783) loss_bbox_aux_4: 0.1616 (0.1783) loss_bbox_dn_0: 0.2264 (0.2496) loss_bbox_dn_1: 0.1723 (0.1863) loss_bbox_dn_2: 0.1602 (0.1759) loss_bbox_dn_3: 0.1598 (0.1728) loss_bbox_dn_4: 0.1586 (0.1722) loss_bbox_dn_5: 0.1586 (0.1722) loss_bbox_dn_pre: 0.2301 (0.2553) loss_bbox_enc_0: 0.2078 (0.2291) loss_bbox_pre: 0.1730 (0.1921) loss_dfl: 0.9589 (0.9640) loss_fgl_aux_0: 0.9947 (0.9983) loss_fgl_aux_1: 0.9627 (0.9669) loss_fgl_aux_2: 0.9609 (0.9642) loss_fgl_aux_3: 0.9593 (0.9640) loss_fgl_aux_4: 0.9593 (0.9640) loss_fgl_dn_0: 1.0836 (1.0922) loss_fgl_dn_1: 0.9872 (0.9870) loss_fgl_dn_2: 0.9795 (0.9778) loss_fgl_dn_3: 0.9795 (0.9785) loss_fgl_dn_4: 0.9795 (0.9789) loss_fgl_dn_5: 0.9797 (0.9789) loss_giou: 0.5757 (0.5621) loss_giou_aux_0: 0.5926 (0.5884) loss_giou_aux_1: 0.5836 (0.5676) loss_giou_aux_2: 0.5793 (0.5630) loss_giou_aux_3: 0.5785 (0.5622) loss_giou_aux_4: 0.5768 (0.5621) loss_giou_dn_0: 0.5850 (0.5773) loss_giou_dn_1: 0.4710 (0.4662) loss_giou_dn_2: 0.4549 (0.4492) loss_giou_dn_3: 0.4524 (0.4447) loss_giou_dn_4: 0.4521 (0.4439) loss_giou_dn_5: 0.4521 (0.4439) loss_giou_dn_pre: 0.5839 (0.5765) loss_giou_enc_0: 0.6745 (0.6654) loss_giou_pre: 0.5898 (0.5869) loss_ddf_aux_0: 0.0522 (0.0561) loss_ddf_aux_1: 0.0075 (0.0078) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2580 (0.2553) loss_ddf_dn_1: 0.0322 (0.0335) loss_ddf_dn_2: 0.0057 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6686 (0.6722) loss_vfl_aux_0: 0.7386 (0.7462) loss_vfl_aux_1: 0.7064 (0.7216) loss_vfl_aux_2: 0.6947 (0.7036) loss_vfl_aux_3: 0.6811 (0.6835) loss_vfl_aux_4: 0.6703 (0.6743) loss_vfl_dn_0: 0.4866 (0.4910) loss_vfl_dn_1: 0.4299 (0.4268) loss_vfl_dn_2: 0.4127 (0.4113) loss_vfl_dn_3: 0.4030 (0.4025) loss_vfl_dn_4: 0.4019 (0.3994) loss_vfl_dn_5: 0.3997 (0.3988) loss_vfl_dn_pre: 0.4871 (0.4915) loss_vfl_enc_0: 0.7455 (0.7472) loss_vfl_pre: 0.7418 (0.7486) time: 0.7618 data: 0.0342 max mem: 9083 Epoch: [31] [1300/3696] eta: 0:30:20 lr: 0.000013 loss: 32.0922 (31.8563) loss_bbox: 0.1907 (0.1787) loss_bbox_aux_0: 0.2009 (0.1922) loss_bbox_aux_1: 0.1922 (0.1816) loss_bbox_aux_2: 0.1912 (0.1792) loss_bbox_aux_3: 0.1907 (0.1788) loss_bbox_aux_4: 0.1907 (0.1787) loss_bbox_dn_0: 0.2411 (0.2499) loss_bbox_dn_1: 0.1833 (0.1865) loss_bbox_dn_2: 0.1762 (0.1761) loss_bbox_dn_3: 0.1731 (0.1729) loss_bbox_dn_4: 0.1723 (0.1723) loss_bbox_dn_5: 0.1724 (0.1723) loss_bbox_dn_pre: 0.2457 (0.2555) loss_bbox_enc_0: 0.2421 (0.2295) loss_bbox_pre: 0.1994 (0.1925) loss_dfl: 0.9564 (0.9637) loss_fgl_aux_0: 0.9839 (0.9978) loss_fgl_aux_1: 0.9570 (0.9666) loss_fgl_aux_2: 0.9557 (0.9639) loss_fgl_aux_3: 0.9560 (0.9638) loss_fgl_aux_4: 0.9563 (0.9637) loss_fgl_dn_0: 1.0838 (1.0919) loss_fgl_dn_1: 0.9832 (0.9870) loss_fgl_dn_2: 0.9762 (0.9778) loss_fgl_dn_3: 0.9768 (0.9785) loss_fgl_dn_4: 0.9770 (0.9789) loss_fgl_dn_5: 0.9770 (0.9789) loss_giou: 0.5789 (0.5630) loss_giou_aux_0: 0.5988 (0.5893) loss_giou_aux_1: 0.5818 (0.5685) loss_giou_aux_2: 0.5773 (0.5640) loss_giou_aux_3: 0.5784 (0.5631) loss_giou_aux_4: 0.5786 (0.5630) loss_giou_dn_0: 0.5957 (0.5775) loss_giou_dn_1: 0.4858 (0.4664) loss_giou_dn_2: 0.4664 (0.4494) loss_giou_dn_3: 0.4579 (0.4450) loss_giou_dn_4: 0.4565 (0.4441) loss_giou_dn_5: 0.4563 (0.4441) loss_giou_dn_pre: 0.5962 (0.5767) loss_giou_enc_0: 0.6844 (0.6661) loss_giou_pre: 0.5994 (0.5878) loss_ddf_aux_0: 0.0553 (0.0559) loss_ddf_aux_1: 0.0078 (0.0078) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2477 (0.2548) loss_ddf_dn_1: 0.0322 (0.0334) loss_ddf_dn_2: 0.0073 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6763 (0.6721) loss_vfl_aux_0: 0.7323 (0.7459) loss_vfl_aux_1: 0.7228 (0.7216) loss_vfl_aux_2: 0.7124 (0.7036) loss_vfl_aux_3: 0.6938 (0.6835) loss_vfl_aux_4: 0.6803 (0.6741) loss_vfl_dn_0: 0.4918 (0.4910) loss_vfl_dn_1: 0.4268 (0.4269) loss_vfl_dn_2: 0.4136 (0.4114) loss_vfl_dn_3: 0.4061 (0.4026) loss_vfl_dn_4: 0.4040 (0.3995) loss_vfl_dn_5: 0.4036 (0.3989) loss_vfl_dn_pre: 0.4919 (0.4915) loss_vfl_enc_0: 0.7498 (0.7468) loss_vfl_pre: 0.7365 (0.7483) time: 0.7594 data: 0.0310 max mem: 9083 Epoch: [31] [1400/3696] eta: 0:29:04 lr: 0.000013 loss: 31.6956 (31.8647) loss_bbox: 0.1806 (0.1787) loss_bbox_aux_0: 0.1868 (0.1922) loss_bbox_aux_1: 0.1835 (0.1816) loss_bbox_aux_2: 0.1812 (0.1792) loss_bbox_aux_3: 0.1806 (0.1788) loss_bbox_aux_4: 0.1806 (0.1788) loss_bbox_dn_0: 0.2373 (0.2495) loss_bbox_dn_1: 0.1820 (0.1863) loss_bbox_dn_2: 0.1713 (0.1759) loss_bbox_dn_3: 0.1667 (0.1727) loss_bbox_dn_4: 0.1673 (0.1721) loss_bbox_dn_5: 0.1673 (0.1721) loss_bbox_dn_pre: 0.2487 (0.2551) loss_bbox_enc_0: 0.2217 (0.2294) loss_bbox_pre: 0.1876 (0.1924) loss_dfl: 0.9663 (0.9638) loss_fgl_aux_0: 0.9996 (0.9977) loss_fgl_aux_1: 0.9684 (0.9666) loss_fgl_aux_2: 0.9659 (0.9640) loss_fgl_aux_3: 0.9653 (0.9638) loss_fgl_aux_4: 0.9661 (0.9638) loss_fgl_dn_0: 1.0963 (1.0918) loss_fgl_dn_1: 0.9992 (0.9871) loss_fgl_dn_2: 0.9892 (0.9780) loss_fgl_dn_3: 0.9915 (0.9787) loss_fgl_dn_4: 0.9914 (0.9791) loss_fgl_dn_5: 0.9914 (0.9791) loss_giou: 0.5608 (0.5638) loss_giou_aux_0: 0.5849 (0.5901) loss_giou_aux_1: 0.5686 (0.5693) loss_giou_aux_2: 0.5642 (0.5647) loss_giou_aux_3: 0.5619 (0.5639) loss_giou_aux_4: 0.5608 (0.5638) loss_giou_dn_0: 0.5827 (0.5780) loss_giou_dn_1: 0.4668 (0.4670) loss_giou_dn_2: 0.4484 (0.4500) loss_giou_dn_3: 0.4416 (0.4455) loss_giou_dn_4: 0.4417 (0.4447) loss_giou_dn_5: 0.4418 (0.4447) loss_giou_dn_pre: 0.5843 (0.5772) loss_giou_enc_0: 0.6560 (0.6667) loss_giou_pre: 0.5853 (0.5886) loss_ddf_aux_0: 0.0496 (0.0557) loss_ddf_aux_1: 0.0073 (0.0078) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2472 (0.2544) loss_ddf_dn_1: 0.0322 (0.0334) loss_ddf_dn_2: 0.0063 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6579 (0.6720) loss_vfl_aux_0: 0.7150 (0.7456) loss_vfl_aux_1: 0.7178 (0.7215) loss_vfl_aux_2: 0.6889 (0.7037) loss_vfl_aux_3: 0.6590 (0.6834) loss_vfl_aux_4: 0.6522 (0.6740) loss_vfl_dn_0: 0.4875 (0.4910) loss_vfl_dn_1: 0.4289 (0.4271) loss_vfl_dn_2: 0.4165 (0.4116) loss_vfl_dn_3: 0.4096 (0.4028) loss_vfl_dn_4: 0.4067 (0.3997) loss_vfl_dn_5: 0.4064 (0.3991) loss_vfl_dn_pre: 0.4873 (0.4915) loss_vfl_enc_0: 0.7327 (0.7464) loss_vfl_pre: 0.7182 (0.7480) time: 0.7404 data: 0.0276 max mem: 9083 Epoch: [31] [1500/3696] eta: 0:27:50 lr: 0.000013 loss: 31.6061 (31.8720) loss_bbox: 0.1778 (0.1793) loss_bbox_aux_0: 0.1946 (0.1928) loss_bbox_aux_1: 0.1827 (0.1822) loss_bbox_aux_2: 0.1781 (0.1798) loss_bbox_aux_3: 0.1773 (0.1794) loss_bbox_aux_4: 0.1778 (0.1793) loss_bbox_dn_0: 0.2551 (0.2499) loss_bbox_dn_1: 0.1937 (0.1865) loss_bbox_dn_2: 0.1817 (0.1762) loss_bbox_dn_3: 0.1755 (0.1730) loss_bbox_dn_4: 0.1752 (0.1724) loss_bbox_dn_5: 0.1751 (0.1724) loss_bbox_dn_pre: 0.2641 (0.2555) loss_bbox_enc_0: 0.2347 (0.2301) loss_bbox_pre: 0.1953 (0.1930) loss_dfl: 0.9683 (0.9636) loss_fgl_aux_0: 1.0083 (0.9975) loss_fgl_aux_1: 0.9710 (0.9664) loss_fgl_aux_2: 0.9675 (0.9637) loss_fgl_aux_3: 0.9679 (0.9636) loss_fgl_aux_4: 0.9683 (0.9636) loss_fgl_dn_0: 1.0953 (1.0917) loss_fgl_dn_1: 0.9812 (0.9868) loss_fgl_dn_2: 0.9668 (0.9778) loss_fgl_dn_3: 0.9683 (0.9785) loss_fgl_dn_4: 0.9687 (0.9789) loss_fgl_dn_5: 0.9686 (0.9789) loss_giou: 0.5318 (0.5640) loss_giou_aux_0: 0.5552 (0.5902) loss_giou_aux_1: 0.5370 (0.5695) loss_giou_aux_2: 0.5325 (0.5649) loss_giou_aux_3: 0.5311 (0.5641) loss_giou_aux_4: 0.5324 (0.5640) loss_giou_dn_0: 0.5677 (0.5781) loss_giou_dn_1: 0.4599 (0.4671) loss_giou_dn_2: 0.4399 (0.4501) loss_giou_dn_3: 0.4331 (0.4456) loss_giou_dn_4: 0.4335 (0.4447) loss_giou_dn_5: 0.4335 (0.4447) loss_giou_dn_pre: 0.5681 (0.5773) loss_giou_enc_0: 0.6328 (0.6669) loss_giou_pre: 0.5528 (0.5887) loss_ddf_aux_0: 0.0547 (0.0558) loss_ddf_aux_1: 0.0075 (0.0078) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2655 (0.2546) loss_ddf_dn_1: 0.0357 (0.0334) loss_ddf_dn_2: 0.0078 (0.0068) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6556 (0.6722) loss_vfl_aux_0: 0.7129 (0.7455) loss_vfl_aux_1: 0.6896 (0.7215) loss_vfl_aux_2: 0.6842 (0.7039) loss_vfl_aux_3: 0.6505 (0.6836) loss_vfl_aux_4: 0.6514 (0.6742) loss_vfl_dn_0: 0.4867 (0.4910) loss_vfl_dn_1: 0.4299 (0.4271) loss_vfl_dn_2: 0.4101 (0.4116) loss_vfl_dn_3: 0.4049 (0.4029) loss_vfl_dn_4: 0.4020 (0.3998) loss_vfl_dn_5: 0.4028 (0.3992) loss_vfl_dn_pre: 0.4872 (0.4915) loss_vfl_enc_0: 0.7278 (0.7463) loss_vfl_pre: 0.7182 (0.7480) time: 0.7133 data: 0.0249 max mem: 9083 Epoch: [31] [1600/3696] eta: 0:26:34 lr: 0.000013 loss: 32.2478 (31.8794) loss_bbox: 0.1745 (0.1792) loss_bbox_aux_0: 0.1921 (0.1927) loss_bbox_aux_1: 0.1758 (0.1821) loss_bbox_aux_2: 0.1749 (0.1798) loss_bbox_aux_3: 0.1742 (0.1793) loss_bbox_aux_4: 0.1746 (0.1793) loss_bbox_dn_0: 0.2372 (0.2498) loss_bbox_dn_1: 0.1774 (0.1863) loss_bbox_dn_2: 0.1687 (0.1759) loss_bbox_dn_3: 0.1648 (0.1728) loss_bbox_dn_4: 0.1644 (0.1722) loss_bbox_dn_5: 0.1643 (0.1722) loss_bbox_dn_pre: 0.2430 (0.2554) loss_bbox_enc_0: 0.2211 (0.2302) loss_bbox_pre: 0.1909 (0.1930) loss_dfl: 0.9505 (0.9631) loss_fgl_aux_0: 0.9770 (0.9971) loss_fgl_aux_1: 0.9538 (0.9660) loss_fgl_aux_2: 0.9527 (0.9633) loss_fgl_aux_3: 0.9521 (0.9632) loss_fgl_aux_4: 0.9504 (0.9631) loss_fgl_dn_0: 1.0822 (1.0917) loss_fgl_dn_1: 0.9907 (0.9869) loss_fgl_dn_2: 0.9834 (0.9778) loss_fgl_dn_3: 0.9852 (0.9786) loss_fgl_dn_4: 0.9860 (0.9790) loss_fgl_dn_5: 0.9860 (0.9790) loss_giou: 0.6106 (0.5654) loss_giou_aux_0: 0.6307 (0.5916) loss_giou_aux_1: 0.6163 (0.5709) loss_giou_aux_2: 0.6118 (0.5663) loss_giou_aux_3: 0.6122 (0.5655) loss_giou_aux_4: 0.6107 (0.5653) loss_giou_dn_0: 0.6119 (0.5789) loss_giou_dn_1: 0.4948 (0.4677) loss_giou_dn_2: 0.4761 (0.4507) loss_giou_dn_3: 0.4724 (0.4462) loss_giou_dn_4: 0.4716 (0.4454) loss_giou_dn_5: 0.4717 (0.4454) loss_giou_dn_pre: 0.6096 (0.5781) loss_giou_enc_0: 0.7077 (0.6684) loss_giou_pre: 0.6283 (0.5900) loss_ddf_aux_0: 0.0491 (0.0557) loss_ddf_aux_1: 0.0074 (0.0078) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2503 (0.2549) loss_ddf_dn_1: 0.0335 (0.0335) loss_ddf_dn_2: 0.0067 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6573 (0.6715) loss_vfl_aux_0: 0.7140 (0.7451) loss_vfl_aux_1: 0.6972 (0.7207) loss_vfl_aux_2: 0.6810 (0.7033) loss_vfl_aux_3: 0.6590 (0.6829) loss_vfl_aux_4: 0.6553 (0.6736) loss_vfl_dn_0: 0.4829 (0.4909) loss_vfl_dn_1: 0.4334 (0.4271) loss_vfl_dn_2: 0.4150 (0.4117) loss_vfl_dn_3: 0.4041 (0.4029) loss_vfl_dn_4: 0.4048 (0.3998) loss_vfl_dn_5: 0.4029 (0.3992) loss_vfl_dn_pre: 0.4852 (0.4914) loss_vfl_enc_0: 0.7227 (0.7457) loss_vfl_pre: 0.7158 (0.7476) time: 0.7497 data: 0.0267 max mem: 9083 Epoch: [31] [1700/3696] eta: 0:25:20 lr: 0.000013 loss: 31.5609 (31.8708) loss_bbox: 0.1761 (0.1791) loss_bbox_aux_0: 0.1831 (0.1926) loss_bbox_aux_1: 0.1750 (0.1820) loss_bbox_aux_2: 0.1757 (0.1796) loss_bbox_aux_3: 0.1767 (0.1792) loss_bbox_aux_4: 0.1760 (0.1791) loss_bbox_dn_0: 0.2456 (0.2497) loss_bbox_dn_1: 0.1678 (0.1862) loss_bbox_dn_2: 0.1562 (0.1758) loss_bbox_dn_3: 0.1525 (0.1727) loss_bbox_dn_4: 0.1518 (0.1721) loss_bbox_dn_5: 0.1518 (0.1721) loss_bbox_dn_pre: 0.2472 (0.2553) loss_bbox_enc_0: 0.2225 (0.2301) loss_bbox_pre: 0.1823 (0.1928) loss_dfl: 0.9609 (0.9633) loss_fgl_aux_0: 0.9917 (0.9972) loss_fgl_aux_1: 0.9606 (0.9661) loss_fgl_aux_2: 0.9595 (0.9634) loss_fgl_aux_3: 0.9611 (0.9633) loss_fgl_aux_4: 0.9611 (0.9633) loss_fgl_dn_0: 1.0895 (1.0917) loss_fgl_dn_1: 0.9863 (0.9869) loss_fgl_dn_2: 0.9737 (0.9778) loss_fgl_dn_3: 0.9745 (0.9785) loss_fgl_dn_4: 0.9748 (0.9789) loss_fgl_dn_5: 0.9749 (0.9789) loss_giou: 0.5501 (0.5650) loss_giou_aux_0: 0.5839 (0.5911) loss_giou_aux_1: 0.5563 (0.5705) loss_giou_aux_2: 0.5503 (0.5659) loss_giou_aux_3: 0.5497 (0.5651) loss_giou_aux_4: 0.5502 (0.5650) loss_giou_dn_0: 0.5790 (0.5787) loss_giou_dn_1: 0.4615 (0.4675) loss_giou_dn_2: 0.4456 (0.4504) loss_giou_dn_3: 0.4381 (0.4459) loss_giou_dn_4: 0.4371 (0.4451) loss_giou_dn_5: 0.4370 (0.4451) loss_giou_dn_pre: 0.5771 (0.5778) loss_giou_enc_0: 0.6664 (0.6680) loss_giou_pre: 0.5810 (0.5896) loss_ddf_aux_0: 0.0532 (0.0555) loss_ddf_aux_1: 0.0077 (0.0078) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2591 (0.2548) loss_ddf_dn_1: 0.0336 (0.0335) loss_ddf_dn_2: 0.0066 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6400 (0.6713) loss_vfl_aux_0: 0.7203 (0.7446) loss_vfl_aux_1: 0.6892 (0.7207) loss_vfl_aux_2: 0.6664 (0.7030) loss_vfl_aux_3: 0.6384 (0.6827) loss_vfl_aux_4: 0.6375 (0.6734) loss_vfl_dn_0: 0.4879 (0.4909) loss_vfl_dn_1: 0.4175 (0.4272) loss_vfl_dn_2: 0.4007 (0.4117) loss_vfl_dn_3: 0.3943 (0.4029) loss_vfl_dn_4: 0.3912 (0.3997) loss_vfl_dn_5: 0.3913 (0.3992) loss_vfl_dn_pre: 0.4903 (0.4914) loss_vfl_enc_0: 0.7297 (0.7456) loss_vfl_pre: 0.7208 (0.7471) time: 0.7413 data: 0.0342 max mem: 9083 Epoch: [31] [1800/3696] eta: 0:24:06 lr: 0.000013 loss: 31.6845 (31.8763) loss_bbox: 0.1709 (0.1794) loss_bbox_aux_0: 0.1890 (0.1929) loss_bbox_aux_1: 0.1741 (0.1823) loss_bbox_aux_2: 0.1739 (0.1799) loss_bbox_aux_3: 0.1737 (0.1795) loss_bbox_aux_4: 0.1709 (0.1794) loss_bbox_dn_0: 0.2450 (0.2500) loss_bbox_dn_1: 0.1849 (0.1865) loss_bbox_dn_2: 0.1708 (0.1761) loss_bbox_dn_3: 0.1667 (0.1730) loss_bbox_dn_4: 0.1667 (0.1724) loss_bbox_dn_5: 0.1668 (0.1724) loss_bbox_dn_pre: 0.2551 (0.2556) loss_bbox_enc_0: 0.2365 (0.2305) loss_bbox_pre: 0.1907 (0.1931) loss_dfl: 0.9622 (0.9631) loss_fgl_aux_0: 0.9988 (0.9969) loss_fgl_aux_1: 0.9658 (0.9659) loss_fgl_aux_2: 0.9638 (0.9633) loss_fgl_aux_3: 0.9625 (0.9631) loss_fgl_aux_4: 0.9625 (0.9631) loss_fgl_dn_0: 1.0896 (1.0916) loss_fgl_dn_1: 0.9781 (0.9868) loss_fgl_dn_2: 0.9679 (0.9777) loss_fgl_dn_3: 0.9689 (0.9785) loss_fgl_dn_4: 0.9698 (0.9789) loss_fgl_dn_5: 0.9698 (0.9789) loss_giou: 0.5668 (0.5654) loss_giou_aux_0: 0.5868 (0.5915) loss_giou_aux_1: 0.5707 (0.5709) loss_giou_aux_2: 0.5684 (0.5663) loss_giou_aux_3: 0.5675 (0.5655) loss_giou_aux_4: 0.5668 (0.5653) loss_giou_dn_0: 0.5575 (0.5786) loss_giou_dn_1: 0.4600 (0.4674) loss_giou_dn_2: 0.4445 (0.4504) loss_giou_dn_3: 0.4409 (0.4459) loss_giou_dn_4: 0.4395 (0.4451) loss_giou_dn_5: 0.4395 (0.4451) loss_giou_dn_pre: 0.5583 (0.5777) loss_giou_enc_0: 0.6609 (0.6685) loss_giou_pre: 0.5876 (0.5899) loss_ddf_aux_0: 0.0545 (0.0554) loss_ddf_aux_1: 0.0076 (0.0078) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2468 (0.2545) loss_ddf_dn_1: 0.0304 (0.0334) loss_ddf_dn_2: 0.0067 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6600 (0.6716) loss_vfl_aux_0: 0.7322 (0.7444) loss_vfl_aux_1: 0.7047 (0.7207) loss_vfl_aux_2: 0.6845 (0.7032) loss_vfl_aux_3: 0.6648 (0.6830) loss_vfl_aux_4: 0.6627 (0.6736) loss_vfl_dn_0: 0.4886 (0.4908) loss_vfl_dn_1: 0.4273 (0.4271) loss_vfl_dn_2: 0.4070 (0.4116) loss_vfl_dn_3: 0.3998 (0.4028) loss_vfl_dn_4: 0.3938 (0.3997) loss_vfl_dn_5: 0.3939 (0.3991) loss_vfl_dn_pre: 0.4888 (0.4914) loss_vfl_enc_0: 0.7385 (0.7454) loss_vfl_pre: 0.7320 (0.7468) time: 0.7466 data: 0.0351 max mem: 9084 Epoch: [31] [1900/3696] eta: 0:22:52 lr: 0.000013 loss: 32.0891 (31.8837) loss_bbox: 0.1740 (0.1797) loss_bbox_aux_0: 0.1927 (0.1931) loss_bbox_aux_1: 0.1775 (0.1826) loss_bbox_aux_2: 0.1750 (0.1802) loss_bbox_aux_3: 0.1744 (0.1797) loss_bbox_aux_4: 0.1741 (0.1797) loss_bbox_dn_0: 0.2343 (0.2500) loss_bbox_dn_1: 0.1763 (0.1865) loss_bbox_dn_2: 0.1656 (0.1762) loss_bbox_dn_3: 0.1654 (0.1731) loss_bbox_dn_4: 0.1647 (0.1725) loss_bbox_dn_5: 0.1647 (0.1725) loss_bbox_dn_pre: 0.2378 (0.2557) loss_bbox_enc_0: 0.2328 (0.2307) loss_bbox_pre: 0.1916 (0.1934) loss_dfl: 0.9608 (0.9630) loss_fgl_aux_0: 0.9796 (0.9967) loss_fgl_aux_1: 0.9640 (0.9658) loss_fgl_aux_2: 0.9608 (0.9632) loss_fgl_aux_3: 0.9608 (0.9630) loss_fgl_aux_4: 0.9608 (0.9630) loss_fgl_dn_0: 1.0922 (1.0914) loss_fgl_dn_1: 0.9903 (0.9868) loss_fgl_dn_2: 0.9806 (0.9778) loss_fgl_dn_3: 0.9816 (0.9785) loss_fgl_dn_4: 0.9827 (0.9789) loss_fgl_dn_5: 0.9826 (0.9789) loss_giou: 0.5949 (0.5659) loss_giou_aux_0: 0.6221 (0.5920) loss_giou_aux_1: 0.6030 (0.5714) loss_giou_aux_2: 0.5994 (0.5668) loss_giou_aux_3: 0.5956 (0.5660) loss_giou_aux_4: 0.5949 (0.5658) loss_giou_dn_0: 0.5840 (0.5789) loss_giou_dn_1: 0.4720 (0.4677) loss_giou_dn_2: 0.4518 (0.4508) loss_giou_dn_3: 0.4477 (0.4462) loss_giou_dn_4: 0.4478 (0.4454) loss_giou_dn_5: 0.4475 (0.4454) loss_giou_dn_pre: 0.5829 (0.5780) loss_giou_enc_0: 0.6684 (0.6689) loss_giou_pre: 0.6206 (0.5904) loss_ddf_aux_0: 0.0498 (0.0553) loss_ddf_aux_1: 0.0074 (0.0078) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2433 (0.2543) loss_ddf_dn_1: 0.0312 (0.0334) loss_ddf_dn_2: 0.0064 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6542 (0.6716) loss_vfl_aux_0: 0.7349 (0.7442) loss_vfl_aux_1: 0.7069 (0.7206) loss_vfl_aux_2: 0.6920 (0.7031) loss_vfl_aux_3: 0.6694 (0.6831) loss_vfl_aux_4: 0.6584 (0.6737) loss_vfl_dn_0: 0.4910 (0.4908) loss_vfl_dn_1: 0.4261 (0.4271) loss_vfl_dn_2: 0.4116 (0.4117) loss_vfl_dn_3: 0.4053 (0.4029) loss_vfl_dn_4: 0.4008 (0.3998) loss_vfl_dn_5: 0.4001 (0.3992) loss_vfl_dn_pre: 0.4914 (0.4914) loss_vfl_enc_0: 0.7448 (0.7454) loss_vfl_pre: 0.7336 (0.7466) time: 0.7566 data: 0.0358 max mem: 9084 Epoch: [31] [2000/3696] eta: 0:21:34 lr: 0.000013 loss: 32.1131 (31.8888) loss_bbox: 0.1727 (0.1795) loss_bbox_aux_0: 0.1859 (0.1929) loss_bbox_aux_1: 0.1755 (0.1824) loss_bbox_aux_2: 0.1740 (0.1801) loss_bbox_aux_3: 0.1735 (0.1796) loss_bbox_aux_4: 0.1729 (0.1795) loss_bbox_dn_0: 0.2479 (0.2498) loss_bbox_dn_1: 0.1907 (0.1864) loss_bbox_dn_2: 0.1765 (0.1761) loss_bbox_dn_3: 0.1731 (0.1729) loss_bbox_dn_4: 0.1741 (0.1724) loss_bbox_dn_5: 0.1741 (0.1723) loss_bbox_dn_pre: 0.2515 (0.2554) loss_bbox_enc_0: 0.2232 (0.2305) loss_bbox_pre: 0.1842 (0.1932) loss_dfl: 0.9669 (0.9626) loss_fgl_aux_0: 1.0047 (0.9964) loss_fgl_aux_1: 0.9688 (0.9655) loss_fgl_aux_2: 0.9673 (0.9628) loss_fgl_aux_3: 0.9667 (0.9626) loss_fgl_aux_4: 0.9669 (0.9626) loss_fgl_dn_0: 1.0893 (1.0914) loss_fgl_dn_1: 0.9882 (0.9868) loss_fgl_dn_2: 0.9775 (0.9778) loss_fgl_dn_3: 0.9773 (0.9786) loss_fgl_dn_4: 0.9780 (0.9789) loss_fgl_dn_5: 0.9780 (0.9789) loss_giou: 0.5676 (0.5667) loss_giou_aux_0: 0.5978 (0.5929) loss_giou_aux_1: 0.5721 (0.5723) loss_giou_aux_2: 0.5675 (0.5677) loss_giou_aux_3: 0.5663 (0.5668) loss_giou_aux_4: 0.5673 (0.5667) loss_giou_dn_0: 0.5886 (0.5794) loss_giou_dn_1: 0.4759 (0.4682) loss_giou_dn_2: 0.4616 (0.4513) loss_giou_dn_3: 0.4572 (0.4468) loss_giou_dn_4: 0.4551 (0.4459) loss_giou_dn_5: 0.4550 (0.4459) loss_giou_dn_pre: 0.5851 (0.5785) loss_giou_enc_0: 0.6647 (0.6697) loss_giou_pre: 0.5972 (0.5913) loss_ddf_aux_0: 0.0530 (0.0554) loss_ddf_aux_1: 0.0078 (0.0078) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0004 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2473 (0.2542) loss_ddf_dn_1: 0.0338 (0.0334) loss_ddf_dn_2: 0.0070 (0.0068) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6700 (0.6715) loss_vfl_aux_0: 0.7440 (0.7442) loss_vfl_aux_1: 0.7172 (0.7205) loss_vfl_aux_2: 0.6965 (0.7030) loss_vfl_aux_3: 0.6800 (0.6829) loss_vfl_aux_4: 0.6751 (0.6736) loss_vfl_dn_0: 0.4872 (0.4907) loss_vfl_dn_1: 0.4198 (0.4271) loss_vfl_dn_2: 0.4128 (0.4118) loss_vfl_dn_3: 0.3979 (0.4030) loss_vfl_dn_4: 0.3979 (0.3999) loss_vfl_dn_5: 0.3985 (0.3993) loss_vfl_dn_pre: 0.4868 (0.4913) loss_vfl_enc_0: 0.7548 (0.7453) loss_vfl_pre: 0.7489 (0.7465) time: 0.7579 data: 0.0306 max mem: 9084 Epoch: [31] [2100/3696] eta: 0:20:14 lr: 0.000013 loss: 31.7501 (31.8916) loss_bbox: 0.1747 (0.1795) loss_bbox_aux_0: 0.1863 (0.1929) loss_bbox_aux_1: 0.1777 (0.1824) loss_bbox_aux_2: 0.1744 (0.1800) loss_bbox_aux_3: 0.1746 (0.1796) loss_bbox_aux_4: 0.1747 (0.1795) loss_bbox_dn_0: 0.2539 (0.2499) loss_bbox_dn_1: 0.1888 (0.1865) loss_bbox_dn_2: 0.1802 (0.1761) loss_bbox_dn_3: 0.1757 (0.1730) loss_bbox_dn_4: 0.1740 (0.1724) loss_bbox_dn_5: 0.1743 (0.1724) loss_bbox_dn_pre: 0.2666 (0.2555) loss_bbox_enc_0: 0.2260 (0.2304) loss_bbox_pre: 0.1874 (0.1931) loss_dfl: 0.9693 (0.9625) loss_fgl_aux_0: 1.0053 (0.9963) loss_fgl_aux_1: 0.9694 (0.9654) loss_fgl_aux_2: 0.9687 (0.9627) loss_fgl_aux_3: 0.9694 (0.9626) loss_fgl_aux_4: 0.9692 (0.9625) loss_fgl_dn_0: 1.0959 (1.0914) loss_fgl_dn_1: 0.9951 (0.9869) loss_fgl_dn_2: 0.9840 (0.9779) loss_fgl_dn_3: 0.9831 (0.9787) loss_fgl_dn_4: 0.9838 (0.9790) loss_fgl_dn_5: 0.9839 (0.9791) loss_giou: 0.5477 (0.5668) loss_giou_aux_0: 0.5765 (0.5930) loss_giou_aux_1: 0.5548 (0.5724) loss_giou_aux_2: 0.5499 (0.5678) loss_giou_aux_3: 0.5477 (0.5669) loss_giou_aux_4: 0.5477 (0.5668) loss_giou_dn_0: 0.5707 (0.5795) loss_giou_dn_1: 0.4528 (0.4683) loss_giou_dn_2: 0.4331 (0.4513) loss_giou_dn_3: 0.4299 (0.4468) loss_giou_dn_4: 0.4284 (0.4459) loss_giou_dn_5: 0.4284 (0.4459) loss_giou_dn_pre: 0.5675 (0.5786) loss_giou_enc_0: 0.6349 (0.6698) loss_giou_pre: 0.5761 (0.5914) loss_ddf_aux_0: 0.0570 (0.0555) loss_ddf_aux_1: 0.0083 (0.0078) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2593 (0.2542) loss_ddf_dn_1: 0.0326 (0.0335) loss_ddf_dn_2: 0.0065 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6790 (0.6718) loss_vfl_aux_0: 0.7726 (0.7443) loss_vfl_aux_1: 0.7205 (0.7206) loss_vfl_aux_2: 0.7078 (0.7031) loss_vfl_aux_3: 0.6863 (0.6833) loss_vfl_aux_4: 0.6792 (0.6739) loss_vfl_dn_0: 0.4877 (0.4907) loss_vfl_dn_1: 0.4218 (0.4271) loss_vfl_dn_2: 0.4038 (0.4117) loss_vfl_dn_3: 0.3963 (0.4029) loss_vfl_dn_4: 0.3923 (0.3998) loss_vfl_dn_5: 0.3920 (0.3993) loss_vfl_dn_pre: 0.4887 (0.4912) loss_vfl_enc_0: 0.7454 (0.7453) loss_vfl_pre: 0.7682 (0.7466) time: 0.7453 data: 0.0280 max mem: 9084 Epoch: [31] [2200/3696] eta: 0:18:56 lr: 0.000013 loss: 31.9315 (31.8915) loss_bbox: 0.1771 (0.1795) loss_bbox_aux_0: 0.1853 (0.1929) loss_bbox_aux_1: 0.1791 (0.1824) loss_bbox_aux_2: 0.1772 (0.1800) loss_bbox_aux_3: 0.1776 (0.1796) loss_bbox_aux_4: 0.1772 (0.1795) loss_bbox_dn_0: 0.2453 (0.2497) loss_bbox_dn_1: 0.1724 (0.1864) loss_bbox_dn_2: 0.1623 (0.1760) loss_bbox_dn_3: 0.1573 (0.1729) loss_bbox_dn_4: 0.1567 (0.1723) loss_bbox_dn_5: 0.1567 (0.1723) loss_bbox_dn_pre: 0.2486 (0.2554) loss_bbox_enc_0: 0.2204 (0.2304) loss_bbox_pre: 0.1846 (0.1931) loss_dfl: 0.9466 (0.9621) loss_fgl_aux_0: 0.9910 (0.9958) loss_fgl_aux_1: 0.9506 (0.9649) loss_fgl_aux_2: 0.9484 (0.9623) loss_fgl_aux_3: 0.9473 (0.9621) loss_fgl_aux_4: 0.9465 (0.9621) loss_fgl_dn_0: 1.0871 (1.0912) loss_fgl_dn_1: 0.9868 (0.9868) loss_fgl_dn_2: 0.9785 (0.9778) loss_fgl_dn_3: 0.9786 (0.9786) loss_fgl_dn_4: 0.9787 (0.9790) loss_fgl_dn_5: 0.9788 (0.9790) loss_giou: 0.5801 (0.5676) loss_giou_aux_0: 0.6032 (0.5937) loss_giou_aux_1: 0.5879 (0.5731) loss_giou_aux_2: 0.5796 (0.5685) loss_giou_aux_3: 0.5791 (0.5677) loss_giou_aux_4: 0.5803 (0.5676) loss_giou_dn_0: 0.5820 (0.5797) loss_giou_dn_1: 0.4631 (0.4685) loss_giou_dn_2: 0.4436 (0.4514) loss_giou_dn_3: 0.4416 (0.4469) loss_giou_dn_4: 0.4411 (0.4461) loss_giou_dn_5: 0.4410 (0.4461) loss_giou_dn_pre: 0.5812 (0.5787) loss_giou_enc_0: 0.6810 (0.6705) loss_giou_pre: 0.6012 (0.5921) loss_ddf_aux_0: 0.0533 (0.0554) loss_ddf_aux_1: 0.0080 (0.0078) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2654 (0.2540) loss_ddf_dn_1: 0.0342 (0.0335) loss_ddf_dn_2: 0.0070 (0.0068) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6687 (0.6716) loss_vfl_aux_0: 0.7278 (0.7440) loss_vfl_aux_1: 0.7226 (0.7204) loss_vfl_aux_2: 0.6885 (0.7027) loss_vfl_aux_3: 0.6636 (0.6830) loss_vfl_aux_4: 0.6766 (0.6737) loss_vfl_dn_0: 0.4916 (0.4907) loss_vfl_dn_1: 0.4318 (0.4270) loss_vfl_dn_2: 0.4127 (0.4117) loss_vfl_dn_3: 0.4091 (0.4029) loss_vfl_dn_4: 0.4029 (0.3998) loss_vfl_dn_5: 0.4041 (0.3992) loss_vfl_dn_pre: 0.4920 (0.4912) loss_vfl_enc_0: 0.7286 (0.7450) loss_vfl_pre: 0.7286 (0.7464) time: 0.7518 data: 0.0298 max mem: 9084 Epoch: [31] [2300/3696] eta: 0:17:40 lr: 0.000013 loss: 32.0653 (31.8960) loss_bbox: 0.1747 (0.1797) loss_bbox_aux_0: 0.1913 (0.1931) loss_bbox_aux_1: 0.1772 (0.1826) loss_bbox_aux_2: 0.1746 (0.1803) loss_bbox_aux_3: 0.1743 (0.1798) loss_bbox_aux_4: 0.1747 (0.1797) loss_bbox_dn_0: 0.2606 (0.2499) loss_bbox_dn_1: 0.1799 (0.1865) loss_bbox_dn_2: 0.1642 (0.1761) loss_bbox_dn_3: 0.1613 (0.1729) loss_bbox_dn_4: 0.1613 (0.1723) loss_bbox_dn_5: 0.1613 (0.1723) loss_bbox_dn_pre: 0.2705 (0.2555) loss_bbox_enc_0: 0.2386 (0.2306) loss_bbox_pre: 0.1891 (0.1933) loss_dfl: 0.9392 (0.9617) loss_fgl_aux_0: 0.9686 (0.9955) loss_fgl_aux_1: 0.9427 (0.9645) loss_fgl_aux_2: 0.9425 (0.9619) loss_fgl_aux_3: 0.9399 (0.9618) loss_fgl_aux_4: 0.9394 (0.9617) loss_fgl_dn_0: 1.0915 (1.0911) loss_fgl_dn_1: 0.9793 (0.9868) loss_fgl_dn_2: 0.9710 (0.9778) loss_fgl_dn_3: 0.9708 (0.9785) loss_fgl_dn_4: 0.9713 (0.9789) loss_fgl_dn_5: 0.9713 (0.9789) loss_giou: 0.5640 (0.5680) loss_giou_aux_0: 0.5971 (0.5941) loss_giou_aux_1: 0.5724 (0.5736) loss_giou_aux_2: 0.5662 (0.5689) loss_giou_aux_3: 0.5627 (0.5681) loss_giou_aux_4: 0.5641 (0.5680) loss_giou_dn_0: 0.5906 (0.5798) loss_giou_dn_1: 0.4647 (0.4686) loss_giou_dn_2: 0.4499 (0.4515) loss_giou_dn_3: 0.4447 (0.4470) loss_giou_dn_4: 0.4442 (0.4462) loss_giou_dn_5: 0.4441 (0.4462) loss_giou_dn_pre: 0.5915 (0.5789) loss_giou_enc_0: 0.6928 (0.6709) loss_giou_pre: 0.5942 (0.5925) loss_ddf_aux_0: 0.0604 (0.0555) loss_ddf_aux_1: 0.0084 (0.0079) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2546 (0.2541) loss_ddf_dn_1: 0.0339 (0.0335) loss_ddf_dn_2: 0.0079 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6667 (0.6716) loss_vfl_aux_0: 0.7394 (0.7440) loss_vfl_aux_1: 0.7062 (0.7203) loss_vfl_aux_2: 0.6997 (0.7027) loss_vfl_aux_3: 0.6874 (0.6830) loss_vfl_aux_4: 0.6653 (0.6737) loss_vfl_dn_0: 0.4883 (0.4907) loss_vfl_dn_1: 0.4293 (0.4271) loss_vfl_dn_2: 0.4151 (0.4117) loss_vfl_dn_3: 0.4058 (0.4030) loss_vfl_dn_4: 0.4040 (0.3999) loss_vfl_dn_5: 0.4034 (0.3993) loss_vfl_dn_pre: 0.4883 (0.4912) loss_vfl_enc_0: 0.7130 (0.7450) loss_vfl_pre: 0.7397 (0.7464) time: 0.7525 data: 0.0304 max mem: 9084 Epoch: [31] [2400/3696] eta: 0:16:23 lr: 0.000013 loss: 32.2252 (31.9005) loss_bbox: 0.1721 (0.1797) loss_bbox_aux_0: 0.1811 (0.1930) loss_bbox_aux_1: 0.1722 (0.1826) loss_bbox_aux_2: 0.1724 (0.1802) loss_bbox_aux_3: 0.1723 (0.1798) loss_bbox_aux_4: 0.1721 (0.1797) loss_bbox_dn_0: 0.2332 (0.2497) loss_bbox_dn_1: 0.1700 (0.1863) loss_bbox_dn_2: 0.1612 (0.1760) loss_bbox_dn_3: 0.1590 (0.1728) loss_bbox_dn_4: 0.1592 (0.1722) loss_bbox_dn_5: 0.1593 (0.1721) loss_bbox_dn_pre: 0.2383 (0.2553) loss_bbox_enc_0: 0.2281 (0.2304) loss_bbox_pre: 0.1820 (0.1932) loss_dfl: 0.9592 (0.9616) loss_fgl_aux_0: 0.9937 (0.9953) loss_fgl_aux_1: 0.9613 (0.9644) loss_fgl_aux_2: 0.9589 (0.9618) loss_fgl_aux_3: 0.9587 (0.9616) loss_fgl_aux_4: 0.9589 (0.9616) loss_fgl_dn_0: 1.0836 (1.0911) loss_fgl_dn_1: 0.9846 (0.9869) loss_fgl_dn_2: 0.9754 (0.9779) loss_fgl_dn_3: 0.9770 (0.9786) loss_fgl_dn_4: 0.9780 (0.9790) loss_fgl_dn_5: 0.9781 (0.9790) loss_giou: 0.5986 (0.5687) loss_giou_aux_0: 0.6279 (0.5948) loss_giou_aux_1: 0.6013 (0.5742) loss_giou_aux_2: 0.5978 (0.5696) loss_giou_aux_3: 0.5984 (0.5688) loss_giou_aux_4: 0.5987 (0.5687) loss_giou_dn_0: 0.6111 (0.5802) loss_giou_dn_1: 0.4916 (0.4689) loss_giou_dn_2: 0.4763 (0.4519) loss_giou_dn_3: 0.4714 (0.4474) loss_giou_dn_4: 0.4688 (0.4466) loss_giou_dn_5: 0.4688 (0.4465) loss_giou_dn_pre: 0.6104 (0.5793) loss_giou_enc_0: 0.6945 (0.6715) loss_giou_pre: 0.6267 (0.5932) loss_ddf_aux_0: 0.0540 (0.0555) loss_ddf_aux_1: 0.0075 (0.0078) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2494 (0.2540) loss_ddf_dn_1: 0.0318 (0.0335) loss_ddf_dn_2: 0.0068 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6600 (0.6714) loss_vfl_aux_0: 0.7386 (0.7438) loss_vfl_aux_1: 0.7266 (0.7200) loss_vfl_aux_2: 0.6994 (0.7024) loss_vfl_aux_3: 0.6777 (0.6827) loss_vfl_aux_4: 0.6703 (0.6735) loss_vfl_dn_0: 0.4927 (0.4907) loss_vfl_dn_1: 0.4318 (0.4272) loss_vfl_dn_2: 0.4128 (0.4118) loss_vfl_dn_3: 0.4036 (0.4031) loss_vfl_dn_4: 0.4008 (0.4000) loss_vfl_dn_5: 0.4001 (0.3994) loss_vfl_dn_pre: 0.4935 (0.4913) loss_vfl_enc_0: 0.7367 (0.7448) loss_vfl_pre: 0.7490 (0.7462) time: 0.7363 data: 0.0292 max mem: 9084 Epoch: [31] [2500/3696] eta: 0:15:07 lr: 0.000013 loss: 32.1083 (31.9020) loss_bbox: 0.1908 (0.1797) loss_bbox_aux_0: 0.2008 (0.1930) loss_bbox_aux_1: 0.1959 (0.1826) loss_bbox_aux_2: 0.1919 (0.1802) loss_bbox_aux_3: 0.1910 (0.1798) loss_bbox_aux_4: 0.1909 (0.1797) loss_bbox_dn_0: 0.2411 (0.2495) loss_bbox_dn_1: 0.1708 (0.1861) loss_bbox_dn_2: 0.1620 (0.1758) loss_bbox_dn_3: 0.1585 (0.1726) loss_bbox_dn_4: 0.1570 (0.1720) loss_bbox_dn_5: 0.1570 (0.1720) loss_bbox_dn_pre: 0.2454 (0.2552) loss_bbox_enc_0: 0.2340 (0.2304) loss_bbox_pre: 0.2010 (0.1933) loss_dfl: 0.9725 (0.9615) loss_fgl_aux_0: 1.0043 (0.9952) loss_fgl_aux_1: 0.9763 (0.9643) loss_fgl_aux_2: 0.9730 (0.9617) loss_fgl_aux_3: 0.9730 (0.9615) loss_fgl_aux_4: 0.9729 (0.9615) loss_fgl_dn_0: 1.0856 (1.0911) loss_fgl_dn_1: 0.9902 (0.9869) loss_fgl_dn_2: 0.9861 (0.9779) loss_fgl_dn_3: 0.9859 (0.9787) loss_fgl_dn_4: 0.9865 (0.9790) loss_fgl_dn_5: 0.9865 (0.9790) loss_giou: 0.5907 (0.5691) loss_giou_aux_0: 0.6132 (0.5951) loss_giou_aux_1: 0.5948 (0.5746) loss_giou_aux_2: 0.5935 (0.5700) loss_giou_aux_3: 0.5895 (0.5692) loss_giou_aux_4: 0.5906 (0.5691) loss_giou_dn_0: 0.6015 (0.5803) loss_giou_dn_1: 0.4930 (0.4690) loss_giou_dn_2: 0.4756 (0.4520) loss_giou_dn_3: 0.4739 (0.4475) loss_giou_dn_4: 0.4731 (0.4466) loss_giou_dn_5: 0.4730 (0.4466) loss_giou_dn_pre: 0.5990 (0.5794) loss_giou_enc_0: 0.6956 (0.6718) loss_giou_pre: 0.6101 (0.5935) loss_ddf_aux_0: 0.0528 (0.0554) loss_ddf_aux_1: 0.0072 (0.0078) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2434 (0.2539) loss_ddf_dn_1: 0.0323 (0.0334) loss_ddf_dn_2: 0.0064 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6685 (0.6713) loss_vfl_aux_0: 0.7509 (0.7436) loss_vfl_aux_1: 0.7245 (0.7199) loss_vfl_aux_2: 0.7108 (0.7023) loss_vfl_aux_3: 0.6912 (0.6826) loss_vfl_aux_4: 0.6749 (0.6733) loss_vfl_dn_0: 0.4884 (0.4908) loss_vfl_dn_1: 0.4294 (0.4273) loss_vfl_dn_2: 0.4144 (0.4119) loss_vfl_dn_3: 0.4092 (0.4032) loss_vfl_dn_4: 0.4059 (0.4001) loss_vfl_dn_5: 0.4063 (0.3995) loss_vfl_dn_pre: 0.4904 (0.4913) loss_vfl_enc_0: 0.7341 (0.7447) loss_vfl_pre: 0.7526 (0.7460) time: 0.7409 data: 0.0312 max mem: 9084 Epoch: [31] [2600/3696] eta: 0:13:51 lr: 0.000013 loss: 31.7919 (31.9042) loss_bbox: 0.1681 (0.1796) loss_bbox_aux_0: 0.1838 (0.1929) loss_bbox_aux_1: 0.1722 (0.1825) loss_bbox_aux_2: 0.1698 (0.1801) loss_bbox_aux_3: 0.1685 (0.1797) loss_bbox_aux_4: 0.1682 (0.1796) loss_bbox_dn_0: 0.2121 (0.2494) loss_bbox_dn_1: 0.1570 (0.1861) loss_bbox_dn_2: 0.1467 (0.1757) loss_bbox_dn_3: 0.1461 (0.1725) loss_bbox_dn_4: 0.1464 (0.1719) loss_bbox_dn_5: 0.1464 (0.1719) loss_bbox_dn_pre: 0.2171 (0.2551) loss_bbox_enc_0: 0.2110 (0.2302) loss_bbox_pre: 0.1852 (0.1931) loss_dfl: 0.9773 (0.9615) loss_fgl_aux_0: 1.0186 (0.9952) loss_fgl_aux_1: 0.9814 (0.9643) loss_fgl_aux_2: 0.9762 (0.9617) loss_fgl_aux_3: 0.9772 (0.9616) loss_fgl_aux_4: 0.9774 (0.9615) loss_fgl_dn_0: 1.0951 (1.0911) loss_fgl_dn_1: 0.9926 (0.9869) loss_fgl_dn_2: 0.9876 (0.9780) loss_fgl_dn_3: 0.9890 (0.9787) loss_fgl_dn_4: 0.9898 (0.9791) loss_fgl_dn_5: 0.9899 (0.9791) loss_giou: 0.5828 (0.5692) loss_giou_aux_0: 0.6147 (0.5952) loss_giou_aux_1: 0.5910 (0.5747) loss_giou_aux_2: 0.5851 (0.5701) loss_giou_aux_3: 0.5834 (0.5693) loss_giou_aux_4: 0.5829 (0.5692) loss_giou_dn_0: 0.5909 (0.5805) loss_giou_dn_1: 0.4841 (0.4692) loss_giou_dn_2: 0.4660 (0.4522) loss_giou_dn_3: 0.4586 (0.4477) loss_giou_dn_4: 0.4575 (0.4468) loss_giou_dn_5: 0.4575 (0.4468) loss_giou_dn_pre: 0.5914 (0.5796) loss_giou_enc_0: 0.6909 (0.6719) loss_giou_pre: 0.6161 (0.5936) loss_ddf_aux_0: 0.0530 (0.0554) loss_ddf_aux_1: 0.0075 (0.0078) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2414 (0.2538) loss_ddf_dn_1: 0.0299 (0.0334) loss_ddf_dn_2: 0.0067 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6836 (0.6715) loss_vfl_aux_0: 0.7384 (0.7437) loss_vfl_aux_1: 0.7457 (0.7200) loss_vfl_aux_2: 0.7109 (0.7024) loss_vfl_aux_3: 0.6867 (0.6829) loss_vfl_aux_4: 0.6796 (0.6735) loss_vfl_dn_0: 0.4944 (0.4908) loss_vfl_dn_1: 0.4284 (0.4273) loss_vfl_dn_2: 0.4138 (0.4120) loss_vfl_dn_3: 0.4059 (0.4033) loss_vfl_dn_4: 0.4045 (0.4002) loss_vfl_dn_5: 0.4045 (0.3996) loss_vfl_dn_pre: 0.4952 (0.4913) loss_vfl_enc_0: 0.7494 (0.7448) loss_vfl_pre: 0.7401 (0.7461) time: 0.7576 data: 0.0326 max mem: 9084 Epoch: [31] [2700/3696] eta: 0:12:35 lr: 0.000013 loss: 31.6467 (31.9093) loss_bbox: 0.1866 (0.1798) loss_bbox_aux_0: 0.1924 (0.1931) loss_bbox_aux_1: 0.1887 (0.1827) loss_bbox_aux_2: 0.1872 (0.1803) loss_bbox_aux_3: 0.1862 (0.1799) loss_bbox_aux_4: 0.1866 (0.1798) loss_bbox_dn_0: 0.2506 (0.2496) loss_bbox_dn_1: 0.1778 (0.1861) loss_bbox_dn_2: 0.1727 (0.1757) loss_bbox_dn_3: 0.1712 (0.1726) loss_bbox_dn_4: 0.1703 (0.1720) loss_bbox_dn_5: 0.1703 (0.1720) loss_bbox_dn_pre: 0.2597 (0.2552) loss_bbox_enc_0: 0.2377 (0.2304) loss_bbox_pre: 0.1911 (0.1933) loss_dfl: 0.9663 (0.9614) loss_fgl_aux_0: 1.0011 (0.9951) loss_fgl_aux_1: 0.9720 (0.9642) loss_fgl_aux_2: 0.9669 (0.9615) loss_fgl_aux_3: 0.9665 (0.9614) loss_fgl_aux_4: 0.9664 (0.9614) loss_fgl_dn_0: 1.1012 (1.0912) loss_fgl_dn_1: 0.9875 (0.9870) loss_fgl_dn_2: 0.9791 (0.9780) loss_fgl_dn_3: 0.9783 (0.9788) loss_fgl_dn_4: 0.9789 (0.9791) loss_fgl_dn_5: 0.9788 (0.9791) loss_giou: 0.5648 (0.5696) loss_giou_aux_0: 0.5942 (0.5956) loss_giou_aux_1: 0.5764 (0.5751) loss_giou_aux_2: 0.5670 (0.5705) loss_giou_aux_3: 0.5654 (0.5696) loss_giou_aux_4: 0.5653 (0.5696) loss_giou_dn_0: 0.5640 (0.5808) loss_giou_dn_1: 0.4440 (0.4694) loss_giou_dn_2: 0.4257 (0.4524) loss_giou_dn_3: 0.4217 (0.4478) loss_giou_dn_4: 0.4218 (0.4470) loss_giou_dn_5: 0.4216 (0.4470) loss_giou_dn_pre: 0.5661 (0.5799) loss_giou_enc_0: 0.6608 (0.6722) loss_giou_pre: 0.5907 (0.5940) loss_ddf_aux_0: 0.0560 (0.0555) loss_ddf_aux_1: 0.0077 (0.0078) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2697 (0.2541) loss_ddf_dn_1: 0.0330 (0.0334) loss_ddf_dn_2: 0.0066 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6830 (0.6714) loss_vfl_aux_0: 0.7319 (0.7435) loss_vfl_aux_1: 0.7130 (0.7198) loss_vfl_aux_2: 0.7053 (0.7022) loss_vfl_aux_3: 0.6982 (0.6827) loss_vfl_aux_4: 0.6893 (0.6734) loss_vfl_dn_0: 0.4855 (0.4908) loss_vfl_dn_1: 0.4248 (0.4274) loss_vfl_dn_2: 0.4153 (0.4121) loss_vfl_dn_3: 0.4053 (0.4033) loss_vfl_dn_4: 0.4020 (0.4002) loss_vfl_dn_5: 0.4017 (0.3997) loss_vfl_dn_pre: 0.4860 (0.4913) loss_vfl_enc_0: 0.7492 (0.7447) loss_vfl_pre: 0.7390 (0.7459) time: 0.7448 data: 0.0358 max mem: 9084 Epoch: [31] [2800/3696] eta: 0:11:19 lr: 0.000013 loss: 32.2228 (31.9117) loss_bbox: 0.1726 (0.1799) loss_bbox_aux_0: 0.1873 (0.1931) loss_bbox_aux_1: 0.1757 (0.1828) loss_bbox_aux_2: 0.1754 (0.1804) loss_bbox_aux_3: 0.1730 (0.1800) loss_bbox_aux_4: 0.1726 (0.1799) loss_bbox_dn_0: 0.2422 (0.2495) loss_bbox_dn_1: 0.1723 (0.1860) loss_bbox_dn_2: 0.1608 (0.1757) loss_bbox_dn_3: 0.1584 (0.1725) loss_bbox_dn_4: 0.1585 (0.1719) loss_bbox_dn_5: 0.1584 (0.1719) loss_bbox_dn_pre: 0.2514 (0.2551) loss_bbox_enc_0: 0.2211 (0.2305) loss_bbox_pre: 0.1874 (0.1934) loss_dfl: 0.9517 (0.9613) loss_fgl_aux_0: 0.9946 (0.9950) loss_fgl_aux_1: 0.9591 (0.9641) loss_fgl_aux_2: 0.9509 (0.9615) loss_fgl_aux_3: 0.9511 (0.9613) loss_fgl_aux_4: 0.9514 (0.9613) loss_fgl_dn_0: 1.0906 (1.0912) loss_fgl_dn_1: 0.9929 (0.9870) loss_fgl_dn_2: 0.9856 (0.9781) loss_fgl_dn_3: 0.9864 (0.9788) loss_fgl_dn_4: 0.9872 (0.9792) loss_fgl_dn_5: 0.9871 (0.9792) loss_giou: 0.5905 (0.5700) loss_giou_aux_0: 0.6075 (0.5960) loss_giou_aux_1: 0.5954 (0.5755) loss_giou_aux_2: 0.5902 (0.5709) loss_giou_aux_3: 0.5904 (0.5701) loss_giou_aux_4: 0.5903 (0.5700) loss_giou_dn_0: 0.5706 (0.5809) loss_giou_dn_1: 0.4721 (0.4695) loss_giou_dn_2: 0.4575 (0.4525) loss_giou_dn_3: 0.4531 (0.4480) loss_giou_dn_4: 0.4524 (0.4471) loss_giou_dn_5: 0.4523 (0.4471) loss_giou_dn_pre: 0.5683 (0.5800) loss_giou_enc_0: 0.6774 (0.6727) loss_giou_pre: 0.6061 (0.5944) loss_ddf_aux_0: 0.0536 (0.0555) loss_ddf_aux_1: 0.0076 (0.0078) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2433 (0.2540) loss_ddf_dn_1: 0.0306 (0.0333) loss_ddf_dn_2: 0.0055 (0.0068) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6646 (0.6712) loss_vfl_aux_0: 0.7411 (0.7434) loss_vfl_aux_1: 0.7067 (0.7195) loss_vfl_aux_2: 0.6886 (0.7020) loss_vfl_aux_3: 0.6793 (0.6826) loss_vfl_aux_4: 0.6656 (0.6733) loss_vfl_dn_0: 0.4918 (0.4908) loss_vfl_dn_1: 0.4271 (0.4274) loss_vfl_dn_2: 0.4146 (0.4121) loss_vfl_dn_3: 0.4032 (0.4033) loss_vfl_dn_4: 0.3991 (0.4002) loss_vfl_dn_5: 0.3983 (0.3997) loss_vfl_dn_pre: 0.4927 (0.4914) loss_vfl_enc_0: 0.7386 (0.7443) loss_vfl_pre: 0.7440 (0.7458) time: 0.7498 data: 0.0314 max mem: 9084 Epoch: [31] [2900/3696] eta: 0:10:03 lr: 0.000013 loss: 31.3805 (31.9026) loss_bbox: 0.1805 (0.1798) loss_bbox_aux_0: 0.2036 (0.1931) loss_bbox_aux_1: 0.1842 (0.1827) loss_bbox_aux_2: 0.1814 (0.1803) loss_bbox_aux_3: 0.1802 (0.1799) loss_bbox_aux_4: 0.1806 (0.1798) loss_bbox_dn_0: 0.2366 (0.2496) loss_bbox_dn_1: 0.1850 (0.1861) loss_bbox_dn_2: 0.1776 (0.1758) loss_bbox_dn_3: 0.1729 (0.1726) loss_bbox_dn_4: 0.1712 (0.1720) loss_bbox_dn_5: 0.1712 (0.1720) loss_bbox_dn_pre: 0.2392 (0.2553) loss_bbox_enc_0: 0.2430 (0.2305) loss_bbox_pre: 0.2010 (0.1933) loss_dfl: 0.9616 (0.9614) loss_fgl_aux_0: 1.0001 (0.9952) loss_fgl_aux_1: 0.9684 (0.9643) loss_fgl_aux_2: 0.9620 (0.9616) loss_fgl_aux_3: 0.9616 (0.9615) loss_fgl_aux_4: 0.9617 (0.9614) loss_fgl_dn_0: 1.0855 (1.0913) loss_fgl_dn_1: 0.9833 (0.9870) loss_fgl_dn_2: 0.9690 (0.9780) loss_fgl_dn_3: 0.9710 (0.9787) loss_fgl_dn_4: 0.9717 (0.9791) loss_fgl_dn_5: 0.9717 (0.9791) loss_giou: 0.5393 (0.5691) loss_giou_aux_0: 0.5679 (0.5951) loss_giou_aux_1: 0.5521 (0.5746) loss_giou_aux_2: 0.5410 (0.5700) loss_giou_aux_3: 0.5402 (0.5692) loss_giou_aux_4: 0.5395 (0.5691) loss_giou_dn_0: 0.5681 (0.5804) loss_giou_dn_1: 0.4525 (0.4690) loss_giou_dn_2: 0.4399 (0.4520) loss_giou_dn_3: 0.4385 (0.4475) loss_giou_dn_4: 0.4379 (0.4466) loss_giou_dn_5: 0.4379 (0.4466) loss_giou_dn_pre: 0.5684 (0.5795) loss_giou_enc_0: 0.6482 (0.6720) loss_giou_pre: 0.5670 (0.5935) loss_ddf_aux_0: 0.0543 (0.0555) loss_ddf_aux_1: 0.0071 (0.0078) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2381 (0.2540) loss_ddf_dn_1: 0.0326 (0.0333) loss_ddf_dn_2: 0.0067 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6593 (0.6712) loss_vfl_aux_0: 0.7133 (0.7435) loss_vfl_aux_1: 0.7107 (0.7195) loss_vfl_aux_2: 0.6859 (0.7021) loss_vfl_aux_3: 0.6709 (0.6826) loss_vfl_aux_4: 0.6667 (0.6733) loss_vfl_dn_0: 0.4854 (0.4908) loss_vfl_dn_1: 0.4208 (0.4273) loss_vfl_dn_2: 0.4040 (0.4120) loss_vfl_dn_3: 0.3951 (0.4033) loss_vfl_dn_4: 0.3924 (0.4001) loss_vfl_dn_5: 0.3926 (0.3996) loss_vfl_dn_pre: 0.4868 (0.4914) loss_vfl_enc_0: 0.7429 (0.7445) loss_vfl_pre: 0.7179 (0.7459) time: 0.7458 data: 0.0333 max mem: 9084 Epoch: [31] [3000/3696] eta: 0:08:47 lr: 0.000013 loss: 31.4758 (31.9020) loss_bbox: 0.1770 (0.1799) loss_bbox_aux_0: 0.1887 (0.1931) loss_bbox_aux_1: 0.1785 (0.1828) loss_bbox_aux_2: 0.1778 (0.1804) loss_bbox_aux_3: 0.1774 (0.1799) loss_bbox_aux_4: 0.1771 (0.1799) loss_bbox_dn_0: 0.2296 (0.2495) loss_bbox_dn_1: 0.1648 (0.1860) loss_bbox_dn_2: 0.1562 (0.1757) loss_bbox_dn_3: 0.1534 (0.1725) loss_bbox_dn_4: 0.1536 (0.1719) loss_bbox_dn_5: 0.1537 (0.1719) loss_bbox_dn_pre: 0.2339 (0.2552) loss_bbox_enc_0: 0.2254 (0.2305) loss_bbox_pre: 0.1904 (0.1934) loss_dfl: 0.9492 (0.9613) loss_fgl_aux_0: 0.9891 (0.9950) loss_fgl_aux_1: 0.9575 (0.9641) loss_fgl_aux_2: 0.9487 (0.9614) loss_fgl_aux_3: 0.9486 (0.9613) loss_fgl_aux_4: 0.9491 (0.9613) loss_fgl_dn_0: 1.0930 (1.0913) loss_fgl_dn_1: 0.9868 (0.9869) loss_fgl_dn_2: 0.9763 (0.9780) loss_fgl_dn_3: 0.9771 (0.9787) loss_fgl_dn_4: 0.9774 (0.9791) loss_fgl_dn_5: 0.9774 (0.9791) loss_giou: 0.5194 (0.5695) loss_giou_aux_0: 0.5376 (0.5955) loss_giou_aux_1: 0.5162 (0.5750) loss_giou_aux_2: 0.5154 (0.5704) loss_giou_aux_3: 0.5180 (0.5696) loss_giou_aux_4: 0.5191 (0.5695) loss_giou_dn_0: 0.5614 (0.5804) loss_giou_dn_1: 0.4482 (0.4690) loss_giou_dn_2: 0.4349 (0.4520) loss_giou_dn_3: 0.4291 (0.4475) loss_giou_dn_4: 0.4280 (0.4467) loss_giou_dn_5: 0.4280 (0.4466) loss_giou_dn_pre: 0.5599 (0.5795) loss_giou_enc_0: 0.6172 (0.6724) loss_giou_pre: 0.5362 (0.5939) loss_ddf_aux_0: 0.0528 (0.0556) loss_ddf_aux_1: 0.0072 (0.0078) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2505 (0.2540) loss_ddf_dn_1: 0.0317 (0.0333) loss_ddf_dn_2: 0.0064 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6575 (0.6710) loss_vfl_aux_0: 0.7408 (0.7431) loss_vfl_aux_1: 0.7046 (0.7191) loss_vfl_aux_2: 0.6978 (0.7018) loss_vfl_aux_3: 0.6735 (0.6824) loss_vfl_aux_4: 0.6646 (0.6731) loss_vfl_dn_0: 0.4905 (0.4908) loss_vfl_dn_1: 0.4261 (0.4273) loss_vfl_dn_2: 0.4111 (0.4120) loss_vfl_dn_3: 0.4002 (0.4032) loss_vfl_dn_4: 0.3941 (0.4001) loss_vfl_dn_5: 0.3941 (0.3996) loss_vfl_dn_pre: 0.4915 (0.4913) loss_vfl_enc_0: 0.7480 (0.7443) loss_vfl_pre: 0.7424 (0.7455) time: 0.7683 data: 0.0277 max mem: 9084 Epoch: [31] [3100/3696] eta: 0:07:32 lr: 0.000013 loss: 32.1406 (31.8975) loss_bbox: 0.1691 (0.1799) loss_bbox_aux_0: 0.1795 (0.1931) loss_bbox_aux_1: 0.1703 (0.1828) loss_bbox_aux_2: 0.1686 (0.1804) loss_bbox_aux_3: 0.1692 (0.1799) loss_bbox_aux_4: 0.1691 (0.1799) loss_bbox_dn_0: 0.2156 (0.2493) loss_bbox_dn_1: 0.1618 (0.1859) loss_bbox_dn_2: 0.1570 (0.1756) loss_bbox_dn_3: 0.1549 (0.1724) loss_bbox_dn_4: 0.1550 (0.1718) loss_bbox_dn_5: 0.1551 (0.1718) loss_bbox_dn_pre: 0.2198 (0.2550) loss_bbox_enc_0: 0.2186 (0.2305) loss_bbox_pre: 0.1805 (0.1934) loss_dfl: 0.9523 (0.9612) loss_fgl_aux_0: 0.9768 (0.9949) loss_fgl_aux_1: 0.9528 (0.9640) loss_fgl_aux_2: 0.9534 (0.9614) loss_fgl_aux_3: 0.9527 (0.9612) loss_fgl_aux_4: 0.9524 (0.9612) loss_fgl_dn_0: 1.0831 (1.0912) loss_fgl_dn_1: 0.9941 (0.9869) loss_fgl_dn_2: 0.9911 (0.9779) loss_fgl_dn_3: 0.9904 (0.9787) loss_fgl_dn_4: 0.9912 (0.9790) loss_fgl_dn_5: 0.9912 (0.9790) loss_giou: 0.6176 (0.5695) loss_giou_aux_0: 0.6427 (0.5955) loss_giou_aux_1: 0.6210 (0.5750) loss_giou_aux_2: 0.6187 (0.5704) loss_giou_aux_3: 0.6171 (0.5696) loss_giou_aux_4: 0.6176 (0.5695) loss_giou_dn_0: 0.6140 (0.5803) loss_giou_dn_1: 0.5044 (0.4690) loss_giou_dn_2: 0.4910 (0.4519) loss_giou_dn_3: 0.4865 (0.4474) loss_giou_dn_4: 0.4863 (0.4466) loss_giou_dn_5: 0.4862 (0.4466) loss_giou_dn_pre: 0.6113 (0.5794) loss_giou_enc_0: 0.7054 (0.6723) loss_giou_pre: 0.6408 (0.5939) loss_ddf_aux_0: 0.0510 (0.0556) loss_ddf_aux_1: 0.0078 (0.0078) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2355 (0.2540) loss_ddf_dn_1: 0.0313 (0.0333) loss_ddf_dn_2: 0.0060 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6452 (0.6708) loss_vfl_aux_0: 0.7301 (0.7429) loss_vfl_aux_1: 0.7042 (0.7188) loss_vfl_aux_2: 0.6697 (0.7015) loss_vfl_aux_3: 0.6500 (0.6820) loss_vfl_aux_4: 0.6512 (0.6728) loss_vfl_dn_0: 0.4920 (0.4908) loss_vfl_dn_1: 0.4329 (0.4272) loss_vfl_dn_2: 0.4206 (0.4119) loss_vfl_dn_3: 0.4097 (0.4032) loss_vfl_dn_4: 0.4048 (0.4001) loss_vfl_dn_5: 0.4042 (0.3995) loss_vfl_dn_pre: 0.4919 (0.4913) loss_vfl_enc_0: 0.7303 (0.7443) loss_vfl_pre: 0.7377 (0.7453) time: 0.7430 data: 0.0290 max mem: 9084 Epoch: [31] [3200/3696] eta: 0:06:16 lr: 0.000013 loss: 31.9278 (31.9035) loss_bbox: 0.1810 (0.1799) loss_bbox_aux_0: 0.1933 (0.1932) loss_bbox_aux_1: 0.1836 (0.1828) loss_bbox_aux_2: 0.1810 (0.1804) loss_bbox_aux_3: 0.1807 (0.1800) loss_bbox_aux_4: 0.1810 (0.1799) loss_bbox_dn_0: 0.2613 (0.2494) loss_bbox_dn_1: 0.2000 (0.1860) loss_bbox_dn_2: 0.1912 (0.1756) loss_bbox_dn_3: 0.1931 (0.1725) loss_bbox_dn_4: 0.1931 (0.1719) loss_bbox_dn_5: 0.1930 (0.1719) loss_bbox_dn_pre: 0.2657 (0.2551) loss_bbox_enc_0: 0.2390 (0.2305) loss_bbox_pre: 0.1935 (0.1934) loss_dfl: 0.9715 (0.9613) loss_fgl_aux_0: 1.0120 (0.9951) loss_fgl_aux_1: 0.9733 (0.9641) loss_fgl_aux_2: 0.9715 (0.9615) loss_fgl_aux_3: 0.9716 (0.9614) loss_fgl_aux_4: 0.9717 (0.9613) loss_fgl_dn_0: 1.0933 (1.0912) loss_fgl_dn_1: 0.9887 (0.9870) loss_fgl_dn_2: 0.9794 (0.9780) loss_fgl_dn_3: 0.9802 (0.9787) loss_fgl_dn_4: 0.9809 (0.9791) loss_fgl_dn_5: 0.9810 (0.9791) loss_giou: 0.5105 (0.5694) loss_giou_aux_0: 0.5431 (0.5954) loss_giou_aux_1: 0.5188 (0.5749) loss_giou_aux_2: 0.5136 (0.5703) loss_giou_aux_3: 0.5116 (0.5695) loss_giou_aux_4: 0.5106 (0.5694) loss_giou_dn_0: 0.5604 (0.5804) loss_giou_dn_1: 0.4455 (0.4691) loss_giou_dn_2: 0.4255 (0.4521) loss_giou_dn_3: 0.4236 (0.4476) loss_giou_dn_4: 0.4224 (0.4467) loss_giou_dn_5: 0.4224 (0.4467) loss_giou_dn_pre: 0.5607 (0.5795) loss_giou_enc_0: 0.6105 (0.6722) loss_giou_pre: 0.5417 (0.5938) loss_ddf_aux_0: 0.0553 (0.0555) loss_ddf_aux_1: 0.0076 (0.0078) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2579 (0.2539) loss_ddf_dn_1: 0.0319 (0.0332) loss_ddf_dn_2: 0.0067 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6811 (0.6712) loss_vfl_aux_0: 0.7632 (0.7434) loss_vfl_aux_1: 0.7262 (0.7192) loss_vfl_aux_2: 0.7021 (0.7019) loss_vfl_aux_3: 0.6860 (0.6824) loss_vfl_aux_4: 0.6870 (0.6732) loss_vfl_dn_0: 0.4909 (0.4908) loss_vfl_dn_1: 0.4258 (0.4273) loss_vfl_dn_2: 0.4109 (0.4120) loss_vfl_dn_3: 0.4036 (0.4033) loss_vfl_dn_4: 0.4011 (0.4002) loss_vfl_dn_5: 0.4005 (0.3996) loss_vfl_dn_pre: 0.4919 (0.4914) loss_vfl_enc_0: 0.7842 (0.7447) loss_vfl_pre: 0.7617 (0.7458) time: 0.7060 data: 0.0257 max mem: 9084 Epoch: [31] [3300/3696] eta: 0:05:00 lr: 0.000013 loss: 32.1014 (31.9030) loss_bbox: 0.1894 (0.1800) loss_bbox_aux_0: 0.1994 (0.1932) loss_bbox_aux_1: 0.1897 (0.1829) loss_bbox_aux_2: 0.1885 (0.1805) loss_bbox_aux_3: 0.1887 (0.1801) loss_bbox_aux_4: 0.1894 (0.1800) loss_bbox_dn_0: 0.2536 (0.2494) loss_bbox_dn_1: 0.1852 (0.1860) loss_bbox_dn_2: 0.1768 (0.1757) loss_bbox_dn_3: 0.1736 (0.1725) loss_bbox_dn_4: 0.1718 (0.1719) loss_bbox_dn_5: 0.1719 (0.1719) loss_bbox_dn_pre: 0.2552 (0.2551) loss_bbox_enc_0: 0.2349 (0.2306) loss_bbox_pre: 0.1994 (0.1935) loss_dfl: 0.9557 (0.9614) loss_fgl_aux_0: 0.9970 (0.9952) loss_fgl_aux_1: 0.9601 (0.9642) loss_fgl_aux_2: 0.9570 (0.9616) loss_fgl_aux_3: 0.9562 (0.9615) loss_fgl_aux_4: 0.9559 (0.9614) loss_fgl_dn_0: 1.0821 (1.0911) loss_fgl_dn_1: 0.9889 (0.9869) loss_fgl_dn_2: 0.9804 (0.9780) loss_fgl_dn_3: 0.9816 (0.9787) loss_fgl_dn_4: 0.9821 (0.9791) loss_fgl_dn_5: 0.9822 (0.9791) loss_giou: 0.5834 (0.5693) loss_giou_aux_0: 0.6096 (0.5952) loss_giou_aux_1: 0.5868 (0.5747) loss_giou_aux_2: 0.5819 (0.5701) loss_giou_aux_3: 0.5826 (0.5693) loss_giou_aux_4: 0.5834 (0.5693) loss_giou_dn_0: 0.5733 (0.5803) loss_giou_dn_1: 0.4726 (0.4690) loss_giou_dn_2: 0.4524 (0.4520) loss_giou_dn_3: 0.4470 (0.4475) loss_giou_dn_4: 0.4465 (0.4467) loss_giou_dn_5: 0.4467 (0.4467) loss_giou_dn_pre: 0.5699 (0.5794) loss_giou_enc_0: 0.6807 (0.6719) loss_giou_pre: 0.6072 (0.5936) loss_ddf_aux_0: 0.0507 (0.0555) loss_ddf_aux_1: 0.0068 (0.0078) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2441 (0.2538) loss_ddf_dn_1: 0.0309 (0.0331) loss_ddf_dn_2: 0.0063 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6682 (0.6713) loss_vfl_aux_0: 0.7335 (0.7435) loss_vfl_aux_1: 0.7274 (0.7194) loss_vfl_aux_2: 0.7070 (0.7019) loss_vfl_aux_3: 0.6669 (0.6824) loss_vfl_aux_4: 0.6694 (0.6733) loss_vfl_dn_0: 0.4929 (0.4909) loss_vfl_dn_1: 0.4286 (0.4273) loss_vfl_dn_2: 0.4150 (0.4120) loss_vfl_dn_3: 0.4047 (0.4033) loss_vfl_dn_4: 0.4040 (0.4002) loss_vfl_dn_5: 0.4024 (0.3996) loss_vfl_dn_pre: 0.4931 (0.4914) loss_vfl_enc_0: 0.7314 (0.7447) loss_vfl_pre: 0.7349 (0.7459) time: 0.7014 data: 0.0265 max mem: 9084 Epoch: [31] [3400/3696] eta: 0:03:44 lr: 0.000013 loss: 32.1328 (31.9079) loss_bbox: 0.1729 (0.1800) loss_bbox_aux_0: 0.1846 (0.1932) loss_bbox_aux_1: 0.1757 (0.1829) loss_bbox_aux_2: 0.1732 (0.1805) loss_bbox_aux_3: 0.1730 (0.1801) loss_bbox_aux_4: 0.1728 (0.1800) loss_bbox_dn_0: 0.2292 (0.2493) loss_bbox_dn_1: 0.1695 (0.1860) loss_bbox_dn_2: 0.1625 (0.1756) loss_bbox_dn_3: 0.1610 (0.1725) loss_bbox_dn_4: 0.1609 (0.1719) loss_bbox_dn_5: 0.1609 (0.1719) loss_bbox_dn_pre: 0.2316 (0.2550) loss_bbox_enc_0: 0.2176 (0.2305) loss_bbox_pre: 0.1842 (0.1934) loss_dfl: 0.9739 (0.9617) loss_fgl_aux_0: 1.0130 (0.9955) loss_fgl_aux_1: 0.9814 (0.9645) loss_fgl_aux_2: 0.9755 (0.9619) loss_fgl_aux_3: 0.9745 (0.9617) loss_fgl_aux_4: 0.9740 (0.9617) loss_fgl_dn_0: 1.0905 (1.0911) loss_fgl_dn_1: 0.9964 (0.9871) loss_fgl_dn_2: 0.9878 (0.9781) loss_fgl_dn_3: 0.9887 (0.9788) loss_fgl_dn_4: 0.9885 (0.9792) loss_fgl_dn_5: 0.9884 (0.9792) loss_giou: 0.5561 (0.5694) loss_giou_aux_0: 0.5759 (0.5953) loss_giou_aux_1: 0.5566 (0.5748) loss_giou_aux_2: 0.5545 (0.5702) loss_giou_aux_3: 0.5548 (0.5694) loss_giou_aux_4: 0.5562 (0.5694) loss_giou_dn_0: 0.5776 (0.5804) loss_giou_dn_1: 0.4674 (0.4692) loss_giou_dn_2: 0.4503 (0.4522) loss_giou_dn_3: 0.4459 (0.4477) loss_giou_dn_4: 0.4452 (0.4468) loss_giou_dn_5: 0.4451 (0.4468) loss_giou_dn_pre: 0.5741 (0.5795) loss_giou_enc_0: 0.6773 (0.6720) loss_giou_pre: 0.5749 (0.5937) loss_ddf_aux_0: 0.0590 (0.0555) loss_ddf_aux_1: 0.0080 (0.0078) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2654 (0.2537) loss_ddf_dn_1: 0.0366 (0.0331) loss_ddf_dn_2: 0.0069 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6790 (0.6714) loss_vfl_aux_0: 0.7560 (0.7437) loss_vfl_aux_1: 0.7266 (0.7195) loss_vfl_aux_2: 0.7068 (0.7019) loss_vfl_aux_3: 0.6799 (0.6824) loss_vfl_aux_4: 0.6775 (0.6734) loss_vfl_dn_0: 0.4899 (0.4910) loss_vfl_dn_1: 0.4340 (0.4274) loss_vfl_dn_2: 0.4211 (0.4121) loss_vfl_dn_3: 0.4117 (0.4034) loss_vfl_dn_4: 0.4078 (0.4003) loss_vfl_dn_5: 0.4078 (0.3997) loss_vfl_dn_pre: 0.4906 (0.4915) loss_vfl_enc_0: 0.7521 (0.7448) loss_vfl_pre: 0.7534 (0.7461) time: 0.9079 data: 0.0218 max mem: 9084 Epoch: [31] [3500/3696] eta: 0:02:28 lr: 0.000013 loss: 32.2179 (31.9115) loss_bbox: 0.1882 (0.1800) loss_bbox_aux_0: 0.2001 (0.1932) loss_bbox_aux_1: 0.1918 (0.1829) loss_bbox_aux_2: 0.1865 (0.1805) loss_bbox_aux_3: 0.1893 (0.1801) loss_bbox_aux_4: 0.1882 (0.1800) loss_bbox_dn_0: 0.2417 (0.2492) loss_bbox_dn_1: 0.1934 (0.1860) loss_bbox_dn_2: 0.1832 (0.1757) loss_bbox_dn_3: 0.1821 (0.1725) loss_bbox_dn_4: 0.1819 (0.1719) loss_bbox_dn_5: 0.1819 (0.1719) loss_bbox_dn_pre: 0.2479 (0.2549) loss_bbox_enc_0: 0.2263 (0.2304) loss_bbox_pre: 0.2005 (0.1934) loss_dfl: 0.9730 (0.9619) loss_fgl_aux_0: 1.0124 (0.9957) loss_fgl_aux_1: 0.9786 (0.9647) loss_fgl_aux_2: 0.9745 (0.9621) loss_fgl_aux_3: 0.9736 (0.9619) loss_fgl_aux_4: 0.9732 (0.9619) loss_fgl_dn_0: 1.0907 (1.0912) loss_fgl_dn_1: 0.9930 (0.9872) loss_fgl_dn_2: 0.9831 (0.9782) loss_fgl_dn_3: 0.9839 (0.9790) loss_fgl_dn_4: 0.9838 (0.9794) loss_fgl_dn_5: 0.9838 (0.9794) loss_giou: 0.5305 (0.5692) loss_giou_aux_0: 0.5503 (0.5952) loss_giou_aux_1: 0.5323 (0.5747) loss_giou_aux_2: 0.5313 (0.5701) loss_giou_aux_3: 0.5304 (0.5693) loss_giou_aux_4: 0.5304 (0.5692) loss_giou_dn_0: 0.5740 (0.5803) loss_giou_dn_1: 0.4590 (0.4692) loss_giou_dn_2: 0.4335 (0.4522) loss_giou_dn_3: 0.4286 (0.4477) loss_giou_dn_4: 0.4268 (0.4468) loss_giou_dn_5: 0.4268 (0.4468) loss_giou_dn_pre: 0.5704 (0.5794) loss_giou_enc_0: 0.6319 (0.6718) loss_giou_pre: 0.5474 (0.5936) loss_ddf_aux_0: 0.0591 (0.0555) loss_ddf_aux_1: 0.0086 (0.0078) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2569 (0.2538) loss_ddf_dn_1: 0.0360 (0.0332) loss_ddf_dn_2: 0.0074 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6884 (0.6716) loss_vfl_aux_0: 0.7637 (0.7442) loss_vfl_aux_1: 0.7555 (0.7197) loss_vfl_aux_2: 0.7279 (0.7022) loss_vfl_aux_3: 0.7037 (0.6828) loss_vfl_aux_4: 0.6962 (0.6736) loss_vfl_dn_0: 0.4948 (0.4911) loss_vfl_dn_1: 0.4271 (0.4274) loss_vfl_dn_2: 0.4083 (0.4122) loss_vfl_dn_3: 0.3976 (0.4034) loss_vfl_dn_4: 0.3965 (0.4003) loss_vfl_dn_5: 0.3951 (0.3998) loss_vfl_dn_pre: 0.4957 (0.4916) loss_vfl_enc_0: 0.7576 (0.7451) loss_vfl_pre: 0.7639 (0.7466) time: 0.7532 data: 0.0351 max mem: 9084 Epoch: [31] [3600/3696] eta: 0:01:12 lr: 0.000013 loss: 31.6992 (31.9111) loss_bbox: 0.1808 (0.1800) loss_bbox_aux_0: 0.1841 (0.1932) loss_bbox_aux_1: 0.1810 (0.1828) loss_bbox_aux_2: 0.1806 (0.1805) loss_bbox_aux_3: 0.1812 (0.1800) loss_bbox_aux_4: 0.1809 (0.1800) loss_bbox_dn_0: 0.2316 (0.2492) loss_bbox_dn_1: 0.1781 (0.1859) loss_bbox_dn_2: 0.1720 (0.1756) loss_bbox_dn_3: 0.1676 (0.1724) loss_bbox_dn_4: 0.1665 (0.1718) loss_bbox_dn_5: 0.1663 (0.1718) loss_bbox_dn_pre: 0.2360 (0.2548) loss_bbox_enc_0: 0.2267 (0.2304) loss_bbox_pre: 0.1844 (0.1934) loss_dfl: 0.9628 (0.9618) loss_fgl_aux_0: 0.9941 (0.9956) loss_fgl_aux_1: 0.9650 (0.9646) loss_fgl_aux_2: 0.9639 (0.9620) loss_fgl_aux_3: 0.9631 (0.9619) loss_fgl_aux_4: 0.9628 (0.9618) loss_fgl_dn_0: 1.0917 (1.0912) loss_fgl_dn_1: 0.9833 (0.9872) loss_fgl_dn_2: 0.9737 (0.9782) loss_fgl_dn_3: 0.9767 (0.9790) loss_fgl_dn_4: 0.9766 (0.9794) loss_fgl_dn_5: 0.9766 (0.9794) loss_giou: 0.5468 (0.5694) loss_giou_aux_0: 0.5741 (0.5953) loss_giou_aux_1: 0.5539 (0.5748) loss_giou_aux_2: 0.5488 (0.5703) loss_giou_aux_3: 0.5468 (0.5695) loss_giou_aux_4: 0.5468 (0.5694) loss_giou_dn_0: 0.5726 (0.5803) loss_giou_dn_1: 0.4609 (0.4692) loss_giou_dn_2: 0.4469 (0.4522) loss_giou_dn_3: 0.4456 (0.4477) loss_giou_dn_4: 0.4453 (0.4468) loss_giou_dn_5: 0.4455 (0.4468) loss_giou_dn_pre: 0.5685 (0.5794) loss_giou_enc_0: 0.6421 (0.6718) loss_giou_pre: 0.5708 (0.5937) loss_ddf_aux_0: 0.0529 (0.0556) loss_ddf_aux_1: 0.0074 (0.0078) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2543 (0.2539) loss_ddf_dn_1: 0.0323 (0.0332) loss_ddf_dn_2: 0.0067 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6615 (0.6716) loss_vfl_aux_0: 0.7222 (0.7442) loss_vfl_aux_1: 0.7042 (0.7197) loss_vfl_aux_2: 0.6945 (0.7021) loss_vfl_aux_3: 0.6779 (0.6827) loss_vfl_aux_4: 0.6621 (0.6736) loss_vfl_dn_0: 0.4901 (0.4911) loss_vfl_dn_1: 0.4261 (0.4274) loss_vfl_dn_2: 0.4114 (0.4122) loss_vfl_dn_3: 0.4052 (0.4035) loss_vfl_dn_4: 0.3975 (0.4004) loss_vfl_dn_5: 0.3962 (0.3998) loss_vfl_dn_pre: 0.4920 (0.4916) loss_vfl_enc_0: 0.7229 (0.7450) loss_vfl_pre: 0.7239 (0.7466) time: 0.7449 data: 0.0293 max mem: 9084 Epoch: [31] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 31.9849 (31.9130) loss_bbox: 0.1893 (0.1801) loss_bbox_aux_0: 0.2051 (0.1933) loss_bbox_aux_1: 0.1910 (0.1829) loss_bbox_aux_2: 0.1897 (0.1806) loss_bbox_aux_3: 0.1889 (0.1802) loss_bbox_aux_4: 0.1892 (0.1801) loss_bbox_dn_0: 0.2580 (0.2493) loss_bbox_dn_1: 0.1902 (0.1860) loss_bbox_dn_2: 0.1790 (0.1757) loss_bbox_dn_3: 0.1761 (0.1725) loss_bbox_dn_4: 0.1759 (0.1719) loss_bbox_dn_5: 0.1759 (0.1719) loss_bbox_dn_pre: 0.2657 (0.2549) loss_bbox_enc_0: 0.2429 (0.2305) loss_bbox_pre: 0.2065 (0.1935) loss_dfl: 0.9642 (0.9618) loss_fgl_aux_0: 1.0012 (0.9956) loss_fgl_aux_1: 0.9617 (0.9646) loss_fgl_aux_2: 0.9632 (0.9620) loss_fgl_aux_3: 0.9647 (0.9618) loss_fgl_aux_4: 0.9643 (0.9618) loss_fgl_dn_0: 1.0881 (1.0911) loss_fgl_dn_1: 0.9845 (0.9871) loss_fgl_dn_2: 0.9754 (0.9782) loss_fgl_dn_3: 0.9752 (0.9789) loss_fgl_dn_4: 0.9754 (0.9793) loss_fgl_dn_5: 0.9754 (0.9793) loss_giou: 0.5495 (0.5693) loss_giou_aux_0: 0.5745 (0.5952) loss_giou_aux_1: 0.5527 (0.5747) loss_giou_aux_2: 0.5483 (0.5702) loss_giou_aux_3: 0.5492 (0.5694) loss_giou_aux_4: 0.5496 (0.5693) loss_giou_dn_0: 0.5540 (0.5802) loss_giou_dn_1: 0.4472 (0.4691) loss_giou_dn_2: 0.4333 (0.4521) loss_giou_dn_3: 0.4303 (0.4476) loss_giou_dn_4: 0.4293 (0.4467) loss_giou_dn_5: 0.4293 (0.4467) loss_giou_dn_pre: 0.5513 (0.5793) loss_giou_enc_0: 0.6566 (0.6717) loss_giou_pre: 0.5716 (0.5936) loss_ddf_aux_0: 0.0567 (0.0556) loss_ddf_aux_1: 0.0073 (0.0078) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2501 (0.2539) loss_ddf_dn_1: 0.0325 (0.0332) loss_ddf_dn_2: 0.0067 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6986 (0.6719) loss_vfl_aux_0: 0.7610 (0.7444) loss_vfl_aux_1: 0.7352 (0.7199) loss_vfl_aux_2: 0.7189 (0.7023) loss_vfl_aux_3: 0.7026 (0.6829) loss_vfl_aux_4: 0.6935 (0.6739) loss_vfl_dn_0: 0.4958 (0.4911) loss_vfl_dn_1: 0.4257 (0.4274) loss_vfl_dn_2: 0.4140 (0.4122) loss_vfl_dn_3: 0.4039 (0.4035) loss_vfl_dn_4: 0.4000 (0.4004) loss_vfl_dn_5: 0.3985 (0.3998) loss_vfl_dn_pre: 0.4971 (0.4916) loss_vfl_enc_0: 0.7484 (0.7451) loss_vfl_pre: 0.7634 (0.7468) time: 0.7482 data: 0.0321 max mem: 9084 Epoch: [31] Total time: 0:46:44 (0.7589 s / it) Averaged stats: lr: 0.000013 loss: 31.9849 (31.9130) loss_bbox: 0.1893 (0.1801) loss_bbox_aux_0: 0.2051 (0.1933) loss_bbox_aux_1: 0.1910 (0.1829) loss_bbox_aux_2: 0.1897 (0.1806) loss_bbox_aux_3: 0.1889 (0.1802) loss_bbox_aux_4: 0.1892 (0.1801) loss_bbox_dn_0: 0.2580 (0.2493) loss_bbox_dn_1: 0.1902 (0.1860) loss_bbox_dn_2: 0.1790 (0.1757) loss_bbox_dn_3: 0.1761 (0.1725) loss_bbox_dn_4: 0.1759 (0.1719) loss_bbox_dn_5: 0.1759 (0.1719) loss_bbox_dn_pre: 0.2657 (0.2549) loss_bbox_enc_0: 0.2429 (0.2305) loss_bbox_pre: 0.2065 (0.1935) loss_dfl: 0.9642 (0.9618) loss_fgl_aux_0: 1.0012 (0.9956) loss_fgl_aux_1: 0.9617 (0.9646) loss_fgl_aux_2: 0.9632 (0.9620) loss_fgl_aux_3: 0.9647 (0.9618) loss_fgl_aux_4: 0.9643 (0.9618) loss_fgl_dn_0: 1.0881 (1.0911) loss_fgl_dn_1: 0.9845 (0.9871) loss_fgl_dn_2: 0.9754 (0.9782) loss_fgl_dn_3: 0.9752 (0.9789) loss_fgl_dn_4: 0.9754 (0.9793) loss_fgl_dn_5: 0.9754 (0.9793) loss_giou: 0.5495 (0.5693) loss_giou_aux_0: 0.5745 (0.5952) loss_giou_aux_1: 0.5527 (0.5747) loss_giou_aux_2: 0.5483 (0.5702) loss_giou_aux_3: 0.5492 (0.5694) loss_giou_aux_4: 0.5496 (0.5693) loss_giou_dn_0: 0.5540 (0.5802) loss_giou_dn_1: 0.4472 (0.4691) loss_giou_dn_2: 0.4333 (0.4521) loss_giou_dn_3: 0.4303 (0.4476) loss_giou_dn_4: 0.4293 (0.4467) loss_giou_dn_5: 0.4293 (0.4467) loss_giou_dn_pre: 0.5513 (0.5793) loss_giou_enc_0: 0.6566 (0.6717) loss_giou_pre: 0.5716 (0.5936) loss_ddf_aux_0: 0.0567 (0.0556) loss_ddf_aux_1: 0.0073 (0.0078) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2501 (0.2539) loss_ddf_dn_1: 0.0325 (0.0332) loss_ddf_dn_2: 0.0067 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6986 (0.6719) loss_vfl_aux_0: 0.7610 (0.7444) loss_vfl_aux_1: 0.7352 (0.7199) loss_vfl_aux_2: 0.7189 (0.7023) loss_vfl_aux_3: 0.7026 (0.6829) loss_vfl_aux_4: 0.6935 (0.6739) loss_vfl_dn_0: 0.4958 (0.4911) loss_vfl_dn_1: 0.4257 (0.4274) loss_vfl_dn_2: 0.4140 (0.4122) loss_vfl_dn_3: 0.4039 (0.4035) loss_vfl_dn_4: 0.4000 (0.4004) loss_vfl_dn_5: 0.3985 (0.3998) loss_vfl_dn_pre: 0.4971 (0.4916) loss_vfl_enc_0: 0.7484 (0.7451) loss_vfl_pre: 0.7634 (0.7468) Test: [ 0/79] eta: 0:02:39 time: 2.0228 data: 1.5754 max mem: 9084 Test: [10/79] eta: 0:00:47 time: 0.6858 data: 0.1971 max mem: 9084 Test: [20/79] eta: 0:00:38 time: 0.5864 data: 0.0680 max mem: 9084 Test: [30/79] eta: 0:00:35 time: 0.7555 data: 0.2093 max mem: 9084 Test: [40/79] eta: 0:00:26 time: 0.7056 data: 0.1963 max mem: 9084 Test: [50/79] eta: 0:00:19 time: 0.5616 data: 0.0573 max mem: 9084 Test: [60/79] eta: 0:00:12 time: 0.5994 data: 0.0622 max mem: 9084 Test: [70/79] eta: 0:00:06 time: 0.7021 data: 0.0610 max mem: 9084 Test: [78/79] eta: 0:00:00 time: 0.6619 data: 0.0597 max mem: 9084 Test: Total time: 0:00:52 (0.6619 s / it) Averaged stats: Accumulating evaluation results... DONE (t=24.34s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.530 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.705 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.353 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.575 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.707 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.392 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.659 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.725 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.550 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.772 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.896 best_stat: {'epoch': 31, 'coco_eval_bbox': 0.5296527054552975} Epoch: [32] [ 0/3696] eta: 2:22:59 lr: 0.000013 loss: 32.6203 (32.6203) loss_bbox: 0.1697 (0.1697) loss_bbox_aux_0: 0.1816 (0.1816) loss_bbox_aux_1: 0.1739 (0.1739) loss_bbox_aux_2: 0.1701 (0.1701) loss_bbox_aux_3: 0.1692 (0.1692) loss_bbox_aux_4: 0.1695 (0.1695) loss_bbox_dn_0: 0.2200 (0.2200) loss_bbox_dn_1: 0.1565 (0.1565) loss_bbox_dn_2: 0.1482 (0.1482) loss_bbox_dn_3: 0.1511 (0.1511) loss_bbox_dn_4: 0.1505 (0.1505) loss_bbox_dn_5: 0.1507 (0.1507) loss_bbox_dn_pre: 0.2221 (0.2221) loss_bbox_enc_0: 0.2125 (0.2125) loss_bbox_pre: 0.1815 (0.1815) loss_dfl: 0.9363 (0.9363) loss_fgl_aux_0: 0.9594 (0.9594) loss_fgl_aux_1: 0.9364 (0.9364) loss_fgl_aux_2: 0.9357 (0.9357) loss_fgl_aux_3: 0.9368 (0.9368) loss_fgl_aux_4: 0.9365 (0.9365) loss_fgl_dn_0: 1.0527 (1.0527) loss_fgl_dn_1: 0.9751 (0.9751) loss_fgl_dn_2: 0.9682 (0.9682) loss_fgl_dn_3: 0.9681 (0.9681) loss_fgl_dn_4: 0.9683 (0.9683) loss_fgl_dn_5: 0.9685 (0.9685) loss_giou: 0.6937 (0.6937) loss_giou_aux_0: 0.7252 (0.7252) loss_giou_aux_1: 0.7045 (0.7045) loss_giou_aux_2: 0.6953 (0.6953) loss_giou_aux_3: 0.6926 (0.6926) loss_giou_aux_4: 0.6930 (0.6930) loss_giou_dn_0: 0.6969 (0.6969) loss_giou_dn_1: 0.5846 (0.5846) loss_giou_dn_2: 0.5647 (0.5647) loss_giou_dn_3: 0.5634 (0.5634) loss_giou_dn_4: 0.5628 (0.5628) loss_giou_dn_5: 0.5626 (0.5626) loss_giou_dn_pre: 0.6942 (0.6942) loss_giou_enc_0: 0.7931 (0.7931) loss_giou_pre: 0.7234 (0.7234) loss_ddf_aux_0: 0.0413 (0.0413) loss_ddf_aux_1: 0.0065 (0.0065) loss_ddf_aux_2: 0.0013 (0.0013) loss_ddf_aux_3: 0.0004 (0.0004) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.1947 (0.1947) loss_ddf_dn_1: 0.0230 (0.0230) loss_ddf_dn_2: 0.0047 (0.0047) loss_ddf_dn_3: 0.0004 (0.0004) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6004 (0.6004) loss_vfl_aux_0: 0.6697 (0.6697) loss_vfl_aux_1: 0.6393 (0.6393) loss_vfl_aux_2: 0.6055 (0.6055) loss_vfl_aux_3: 0.6039 (0.6039) loss_vfl_aux_4: 0.6038 (0.6038) loss_vfl_dn_0: 0.4975 (0.4975) loss_vfl_dn_1: 0.4448 (0.4448) loss_vfl_dn_2: 0.4339 (0.4339) loss_vfl_dn_3: 0.4252 (0.4252) loss_vfl_dn_4: 0.4233 (0.4233) loss_vfl_dn_5: 0.4239 (0.4239) loss_vfl_dn_pre: 0.4985 (0.4985) loss_vfl_enc_0: 0.6819 (0.6819) loss_vfl_pre: 0.6769 (0.6769) time: 2.3212 data: 1.7088 max mem: 9084 Epoch: [32] [ 100/3696] eta: 0:48:02 lr: 0.000013 loss: 31.5089 (31.8074) loss_bbox: 0.1860 (0.1822) loss_bbox_aux_0: 0.2022 (0.1958) loss_bbox_aux_1: 0.1910 (0.1853) loss_bbox_aux_2: 0.1870 (0.1830) loss_bbox_aux_3: 0.1863 (0.1823) loss_bbox_aux_4: 0.1858 (0.1822) loss_bbox_dn_0: 0.2517 (0.2549) loss_bbox_dn_1: 0.1910 (0.1903) loss_bbox_dn_2: 0.1825 (0.1796) loss_bbox_dn_3: 0.1781 (0.1764) loss_bbox_dn_4: 0.1758 (0.1758) loss_bbox_dn_5: 0.1753 (0.1758) loss_bbox_dn_pre: 0.2626 (0.2607) loss_bbox_enc_0: 0.2390 (0.2337) loss_bbox_pre: 0.2015 (0.1961) loss_dfl: 0.9582 (0.9587) loss_fgl_aux_0: 1.0025 (0.9953) loss_fgl_aux_1: 0.9629 (0.9620) loss_fgl_aux_2: 0.9609 (0.9591) loss_fgl_aux_3: 0.9584 (0.9588) loss_fgl_aux_4: 0.9581 (0.9587) loss_fgl_dn_0: 1.0898 (1.0904) loss_fgl_dn_1: 0.9809 (0.9837) loss_fgl_dn_2: 0.9711 (0.9741) loss_fgl_dn_3: 0.9732 (0.9749) loss_fgl_dn_4: 0.9736 (0.9752) loss_fgl_dn_5: 0.9736 (0.9752) loss_giou: 0.5247 (0.5611) loss_giou_aux_0: 0.5446 (0.5869) loss_giou_aux_1: 0.5316 (0.5665) loss_giou_aux_2: 0.5248 (0.5620) loss_giou_aux_3: 0.5235 (0.5611) loss_giou_aux_4: 0.5249 (0.5611) loss_giou_dn_0: 0.5620 (0.5738) loss_giou_dn_1: 0.4555 (0.4642) loss_giou_dn_2: 0.4442 (0.4471) loss_giou_dn_3: 0.4404 (0.4427) loss_giou_dn_4: 0.4396 (0.4419) loss_giou_dn_5: 0.4397 (0.4418) loss_giou_dn_pre: 0.5613 (0.5730) loss_giou_enc_0: 0.6181 (0.6634) loss_giou_pre: 0.5424 (0.5853) loss_ddf_aux_0: 0.0630 (0.0597) loss_ddf_aux_1: 0.0082 (0.0081) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2442 (0.2548) loss_ddf_dn_1: 0.0321 (0.0335) loss_ddf_dn_2: 0.0060 (0.0070) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6593 (0.6663) loss_vfl_aux_0: 0.7632 (0.7468) loss_vfl_aux_1: 0.7131 (0.7196) loss_vfl_aux_2: 0.6945 (0.7020) loss_vfl_aux_3: 0.6675 (0.6789) loss_vfl_aux_4: 0.6606 (0.6680) loss_vfl_dn_0: 0.4921 (0.4916) loss_vfl_dn_1: 0.4216 (0.4252) loss_vfl_dn_2: 0.4098 (0.4102) loss_vfl_dn_3: 0.3975 (0.4017) loss_vfl_dn_4: 0.3960 (0.3984) loss_vfl_dn_5: 0.3951 (0.3981) loss_vfl_dn_pre: 0.4924 (0.4920) loss_vfl_enc_0: 0.7401 (0.7413) loss_vfl_pre: 0.7650 (0.7493) time: 0.7544 data: 0.0330 max mem: 9084 Epoch: [32] [ 200/3696] eta: 0:45:34 lr: 0.000013 loss: 31.9090 (31.7914) loss_bbox: 0.1717 (0.1790) loss_bbox_aux_0: 0.1898 (0.1926) loss_bbox_aux_1: 0.1751 (0.1821) loss_bbox_aux_2: 0.1731 (0.1797) loss_bbox_aux_3: 0.1716 (0.1791) loss_bbox_aux_4: 0.1716 (0.1790) loss_bbox_dn_0: 0.2595 (0.2534) loss_bbox_dn_1: 0.1947 (0.1891) loss_bbox_dn_2: 0.1813 (0.1784) loss_bbox_dn_3: 0.1810 (0.1750) loss_bbox_dn_4: 0.1804 (0.1745) loss_bbox_dn_5: 0.1803 (0.1745) loss_bbox_dn_pre: 0.2667 (0.2594) loss_bbox_enc_0: 0.2198 (0.2301) loss_bbox_pre: 0.1905 (0.1929) loss_dfl: 0.9811 (0.9641) loss_fgl_aux_0: 1.0148 (0.9993) loss_fgl_aux_1: 0.9840 (0.9673) loss_fgl_aux_2: 0.9824 (0.9645) loss_fgl_aux_3: 0.9815 (0.9642) loss_fgl_aux_4: 0.9810 (0.9641) loss_fgl_dn_0: 1.0927 (1.0898) loss_fgl_dn_1: 0.9840 (0.9850) loss_fgl_dn_2: 0.9763 (0.9756) loss_fgl_dn_3: 0.9770 (0.9765) loss_fgl_dn_4: 0.9765 (0.9768) loss_fgl_dn_5: 0.9765 (0.9768) loss_giou: 0.5453 (0.5580) loss_giou_aux_0: 0.5727 (0.5842) loss_giou_aux_1: 0.5545 (0.5637) loss_giou_aux_2: 0.5457 (0.5589) loss_giou_aux_3: 0.5438 (0.5581) loss_giou_aux_4: 0.5453 (0.5581) loss_giou_dn_0: 0.5663 (0.5750) loss_giou_dn_1: 0.4605 (0.4644) loss_giou_dn_2: 0.4419 (0.4473) loss_giou_dn_3: 0.4374 (0.4426) loss_giou_dn_4: 0.4360 (0.4418) loss_giou_dn_5: 0.4360 (0.4418) loss_giou_dn_pre: 0.5637 (0.5743) loss_giou_enc_0: 0.6480 (0.6608) loss_giou_pre: 0.5707 (0.5826) loss_ddf_aux_0: 0.0575 (0.0575) loss_ddf_aux_1: 0.0082 (0.0080) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2554 (0.2537) loss_ddf_dn_1: 0.0328 (0.0336) loss_ddf_dn_2: 0.0064 (0.0069) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6879 (0.6676) loss_vfl_aux_0: 0.7588 (0.7457) loss_vfl_aux_1: 0.7350 (0.7188) loss_vfl_aux_2: 0.7289 (0.7011) loss_vfl_aux_3: 0.7074 (0.6804) loss_vfl_aux_4: 0.6868 (0.6693) loss_vfl_dn_0: 0.4920 (0.4911) loss_vfl_dn_1: 0.4258 (0.4262) loss_vfl_dn_2: 0.4124 (0.4109) loss_vfl_dn_3: 0.4031 (0.4024) loss_vfl_dn_4: 0.3993 (0.3990) loss_vfl_dn_5: 0.3981 (0.3986) loss_vfl_dn_pre: 0.4925 (0.4916) loss_vfl_enc_0: 0.7662 (0.7431) loss_vfl_pre: 0.7660 (0.7484) time: 0.7617 data: 0.0337 max mem: 9084 Epoch: [32] [ 300/3696] eta: 0:43:50 lr: 0.000013 loss: 31.4989 (31.8575) loss_bbox: 0.1668 (0.1782) loss_bbox_aux_0: 0.1812 (0.1914) loss_bbox_aux_1: 0.1693 (0.1812) loss_bbox_aux_2: 0.1676 (0.1788) loss_bbox_aux_3: 0.1668 (0.1784) loss_bbox_aux_4: 0.1668 (0.1782) loss_bbox_dn_0: 0.2219 (0.2513) loss_bbox_dn_1: 0.1631 (0.1876) loss_bbox_dn_2: 0.1561 (0.1770) loss_bbox_dn_3: 0.1547 (0.1739) loss_bbox_dn_4: 0.1544 (0.1733) loss_bbox_dn_5: 0.1545 (0.1733) loss_bbox_dn_pre: 0.2270 (0.2570) loss_bbox_enc_0: 0.2146 (0.2283) loss_bbox_pre: 0.1818 (0.1916) loss_dfl: 0.9692 (0.9633) loss_fgl_aux_0: 0.9948 (0.9983) loss_fgl_aux_1: 0.9713 (0.9664) loss_fgl_aux_2: 0.9699 (0.9637) loss_fgl_aux_3: 0.9698 (0.9634) loss_fgl_aux_4: 0.9695 (0.9633) loss_fgl_dn_0: 1.0908 (1.0897) loss_fgl_dn_1: 0.9898 (0.9861) loss_fgl_dn_2: 0.9806 (0.9770) loss_fgl_dn_3: 0.9815 (0.9777) loss_fgl_dn_4: 0.9823 (0.9781) loss_fgl_dn_5: 0.9824 (0.9781) loss_giou: 0.5437 (0.5647) loss_giou_aux_0: 0.5766 (0.5905) loss_giou_aux_1: 0.5499 (0.5703) loss_giou_aux_2: 0.5443 (0.5656) loss_giou_aux_3: 0.5436 (0.5648) loss_giou_aux_4: 0.5436 (0.5647) loss_giou_dn_0: 0.5812 (0.5785) loss_giou_dn_1: 0.4684 (0.4684) loss_giou_dn_2: 0.4491 (0.4511) loss_giou_dn_3: 0.4444 (0.4466) loss_giou_dn_4: 0.4425 (0.4457) loss_giou_dn_5: 0.4425 (0.4457) loss_giou_dn_pre: 0.5807 (0.5777) loss_giou_enc_0: 0.6622 (0.6674) loss_giou_pre: 0.5743 (0.5890) loss_ddf_aux_0: 0.0529 (0.0572) loss_ddf_aux_1: 0.0069 (0.0079) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2355 (0.2528) loss_ddf_dn_1: 0.0335 (0.0334) loss_ddf_dn_2: 0.0068 (0.0068) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6573 (0.6684) loss_vfl_aux_0: 0.7288 (0.7455) loss_vfl_aux_1: 0.6897 (0.7193) loss_vfl_aux_2: 0.6751 (0.7013) loss_vfl_aux_3: 0.6554 (0.6799) loss_vfl_aux_4: 0.6584 (0.6703) loss_vfl_dn_0: 0.4915 (0.4915) loss_vfl_dn_1: 0.4256 (0.4271) loss_vfl_dn_2: 0.4116 (0.4121) loss_vfl_dn_3: 0.4022 (0.4032) loss_vfl_dn_4: 0.3995 (0.4001) loss_vfl_dn_5: 0.3997 (0.3997) loss_vfl_dn_pre: 0.4918 (0.4920) loss_vfl_enc_0: 0.7341 (0.7426) loss_vfl_pre: 0.7368 (0.7482) time: 0.7589 data: 0.0264 max mem: 9084 Epoch: [32] [ 400/3696] eta: 0:42:16 lr: 0.000013 loss: 31.8294 (31.8470) loss_bbox: 0.1773 (0.1780) loss_bbox_aux_0: 0.1984 (0.1913) loss_bbox_aux_1: 0.1855 (0.1809) loss_bbox_aux_2: 0.1792 (0.1785) loss_bbox_aux_3: 0.1772 (0.1781) loss_bbox_aux_4: 0.1767 (0.1780) loss_bbox_dn_0: 0.2514 (0.2512) loss_bbox_dn_1: 0.1906 (0.1878) loss_bbox_dn_2: 0.1830 (0.1773) loss_bbox_dn_3: 0.1795 (0.1742) loss_bbox_dn_4: 0.1801 (0.1735) loss_bbox_dn_5: 0.1799 (0.1735) loss_bbox_dn_pre: 0.2597 (0.2568) loss_bbox_enc_0: 0.2229 (0.2285) loss_bbox_pre: 0.1969 (0.1915) loss_dfl: 0.9518 (0.9630) loss_fgl_aux_0: 0.9916 (0.9984) loss_fgl_aux_1: 0.9567 (0.9661) loss_fgl_aux_2: 0.9520 (0.9634) loss_fgl_aux_3: 0.9519 (0.9631) loss_fgl_aux_4: 0.9518 (0.9630) loss_fgl_dn_0: 1.0868 (1.0907) loss_fgl_dn_1: 0.9944 (0.9873) loss_fgl_dn_2: 0.9843 (0.9780) loss_fgl_dn_3: 0.9859 (0.9787) loss_fgl_dn_4: 0.9866 (0.9790) loss_fgl_dn_5: 0.9865 (0.9790) loss_giou: 0.5661 (0.5648) loss_giou_aux_0: 0.5915 (0.5906) loss_giou_aux_1: 0.5708 (0.5703) loss_giou_aux_2: 0.5650 (0.5656) loss_giou_aux_3: 0.5656 (0.5648) loss_giou_aux_4: 0.5660 (0.5648) loss_giou_dn_0: 0.5685 (0.5782) loss_giou_dn_1: 0.4559 (0.4674) loss_giou_dn_2: 0.4381 (0.4502) loss_giou_dn_3: 0.4337 (0.4458) loss_giou_dn_4: 0.4325 (0.4449) loss_giou_dn_5: 0.4324 (0.4449) loss_giou_dn_pre: 0.5677 (0.5773) loss_giou_enc_0: 0.6551 (0.6678) loss_giou_pre: 0.5897 (0.5889) loss_ddf_aux_0: 0.0532 (0.0572) loss_ddf_aux_1: 0.0073 (0.0078) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2514 (0.2521) loss_ddf_dn_1: 0.0355 (0.0332) loss_ddf_dn_2: 0.0071 (0.0067) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6485 (0.6667) loss_vfl_aux_0: 0.7340 (0.7450) loss_vfl_aux_1: 0.7029 (0.7197) loss_vfl_aux_2: 0.6846 (0.7000) loss_vfl_aux_3: 0.6622 (0.6771) loss_vfl_aux_4: 0.6482 (0.6684) loss_vfl_dn_0: 0.4905 (0.4915) loss_vfl_dn_1: 0.4203 (0.4271) loss_vfl_dn_2: 0.4040 (0.4122) loss_vfl_dn_3: 0.3980 (0.4032) loss_vfl_dn_4: 0.3964 (0.4001) loss_vfl_dn_5: 0.3956 (0.3996) loss_vfl_dn_pre: 0.4916 (0.4921) loss_vfl_enc_0: 0.7301 (0.7419) loss_vfl_pre: 0.7430 (0.7479) time: 0.7476 data: 0.0284 max mem: 9084 Epoch: [32] [ 500/3696] eta: 0:40:28 lr: 0.000013 loss: 32.2675 (31.8013) loss_bbox: 0.1739 (0.1776) loss_bbox_aux_0: 0.1882 (0.1910) loss_bbox_aux_1: 0.1780 (0.1805) loss_bbox_aux_2: 0.1752 (0.1782) loss_bbox_aux_3: 0.1738 (0.1777) loss_bbox_aux_4: 0.1738 (0.1776) loss_bbox_dn_0: 0.2507 (0.2507) loss_bbox_dn_1: 0.1913 (0.1874) loss_bbox_dn_2: 0.1837 (0.1768) loss_bbox_dn_3: 0.1775 (0.1736) loss_bbox_dn_4: 0.1767 (0.1730) loss_bbox_dn_5: 0.1767 (0.1730) loss_bbox_dn_pre: 0.2543 (0.2563) loss_bbox_enc_0: 0.2248 (0.2281) loss_bbox_pre: 0.1889 (0.1912) loss_dfl: 0.9672 (0.9625) loss_fgl_aux_0: 1.0034 (0.9976) loss_fgl_aux_1: 0.9747 (0.9655) loss_fgl_aux_2: 0.9678 (0.9628) loss_fgl_aux_3: 0.9672 (0.9626) loss_fgl_aux_4: 0.9673 (0.9625) loss_fgl_dn_0: 1.0928 (1.0903) loss_fgl_dn_1: 0.9858 (0.9867) loss_fgl_dn_2: 0.9782 (0.9775) loss_fgl_dn_3: 0.9793 (0.9783) loss_fgl_dn_4: 0.9806 (0.9786) loss_fgl_dn_5: 0.9808 (0.9786) loss_giou: 0.5474 (0.5637) loss_giou_aux_0: 0.5785 (0.5896) loss_giou_aux_1: 0.5546 (0.5693) loss_giou_aux_2: 0.5484 (0.5646) loss_giou_aux_3: 0.5473 (0.5638) loss_giou_aux_4: 0.5474 (0.5637) loss_giou_dn_0: 0.5633 (0.5770) loss_giou_dn_1: 0.4636 (0.4663) loss_giou_dn_2: 0.4482 (0.4491) loss_giou_dn_3: 0.4393 (0.4446) loss_giou_dn_4: 0.4381 (0.4437) loss_giou_dn_5: 0.4381 (0.4436) loss_giou_dn_pre: 0.5620 (0.5762) loss_giou_enc_0: 0.6404 (0.6663) loss_giou_pre: 0.5748 (0.5880) loss_ddf_aux_0: 0.0547 (0.0570) loss_ddf_aux_1: 0.0078 (0.0078) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2417 (0.2516) loss_ddf_dn_1: 0.0322 (0.0333) loss_ddf_dn_2: 0.0074 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6653 (0.6648) loss_vfl_aux_0: 0.7444 (0.7430) loss_vfl_aux_1: 0.7163 (0.7169) loss_vfl_aux_2: 0.7070 (0.6972) loss_vfl_aux_3: 0.6758 (0.6754) loss_vfl_aux_4: 0.6699 (0.6666) loss_vfl_dn_0: 0.4937 (0.4913) loss_vfl_dn_1: 0.4262 (0.4270) loss_vfl_dn_2: 0.4094 (0.4119) loss_vfl_dn_3: 0.4055 (0.4029) loss_vfl_dn_4: 0.4021 (0.4000) loss_vfl_dn_5: 0.4025 (0.3994) loss_vfl_dn_pre: 0.4949 (0.4918) loss_vfl_enc_0: 0.7646 (0.7424) loss_vfl_pre: 0.7451 (0.7458) time: 0.7282 data: 0.0254 max mem: 9084 Epoch: [32] [ 600/3696] eta: 0:38:57 lr: 0.000013 loss: 31.9365 (31.8328) loss_bbox: 0.1691 (0.1774) loss_bbox_aux_0: 0.1843 (0.1906) loss_bbox_aux_1: 0.1749 (0.1803) loss_bbox_aux_2: 0.1712 (0.1780) loss_bbox_aux_3: 0.1696 (0.1775) loss_bbox_aux_4: 0.1691 (0.1774) loss_bbox_dn_0: 0.2426 (0.2495) loss_bbox_dn_1: 0.1867 (0.1864) loss_bbox_dn_2: 0.1776 (0.1759) loss_bbox_dn_3: 0.1716 (0.1727) loss_bbox_dn_4: 0.1707 (0.1720) loss_bbox_dn_5: 0.1707 (0.1720) loss_bbox_dn_pre: 0.2499 (0.2551) loss_bbox_enc_0: 0.2157 (0.2274) loss_bbox_pre: 0.1848 (0.1908) loss_dfl: 0.9729 (0.9619) loss_fgl_aux_0: 1.0005 (0.9967) loss_fgl_aux_1: 0.9739 (0.9648) loss_fgl_aux_2: 0.9731 (0.9622) loss_fgl_aux_3: 0.9736 (0.9620) loss_fgl_aux_4: 0.9731 (0.9619) loss_fgl_dn_0: 1.0905 (1.0905) loss_fgl_dn_1: 0.9896 (0.9875) loss_fgl_dn_2: 0.9786 (0.9783) loss_fgl_dn_3: 0.9805 (0.9791) loss_fgl_dn_4: 0.9816 (0.9795) loss_fgl_dn_5: 0.9816 (0.9795) loss_giou: 0.5318 (0.5678) loss_giou_aux_0: 0.5671 (0.5937) loss_giou_aux_1: 0.5395 (0.5735) loss_giou_aux_2: 0.5313 (0.5687) loss_giou_aux_3: 0.5313 (0.5679) loss_giou_aux_4: 0.5317 (0.5678) loss_giou_dn_0: 0.5753 (0.5787) loss_giou_dn_1: 0.4655 (0.4678) loss_giou_dn_2: 0.4473 (0.4505) loss_giou_dn_3: 0.4465 (0.4459) loss_giou_dn_4: 0.4455 (0.4450) loss_giou_dn_5: 0.4454 (0.4450) loss_giou_dn_pre: 0.5734 (0.5778) loss_giou_enc_0: 0.6363 (0.6704) loss_giou_pre: 0.5679 (0.5921) loss_ddf_aux_0: 0.0586 (0.0571) loss_ddf_aux_1: 0.0085 (0.0079) loss_ddf_aux_2: 0.0018 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2469 (0.2512) loss_ddf_dn_1: 0.0344 (0.0333) loss_ddf_dn_2: 0.0072 (0.0068) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6705 (0.6647) loss_vfl_aux_0: 0.7425 (0.7423) loss_vfl_aux_1: 0.7246 (0.7162) loss_vfl_aux_2: 0.6919 (0.6965) loss_vfl_aux_3: 0.6799 (0.6755) loss_vfl_aux_4: 0.6748 (0.6668) loss_vfl_dn_0: 0.4965 (0.4914) loss_vfl_dn_1: 0.4287 (0.4272) loss_vfl_dn_2: 0.4210 (0.4122) loss_vfl_dn_3: 0.4070 (0.4032) loss_vfl_dn_4: 0.4033 (0.4002) loss_vfl_dn_5: 0.4020 (0.3997) loss_vfl_dn_pre: 0.4976 (0.4920) loss_vfl_enc_0: 0.7397 (0.7414) loss_vfl_pre: 0.7483 (0.7451) time: 0.7708 data: 0.0270 max mem: 9084 Epoch: [32] [ 700/3696] eta: 0:37:54 lr: 0.000013 loss: 31.4785 (31.8396) loss_bbox: 0.1679 (0.1775) loss_bbox_aux_0: 0.1832 (0.1908) loss_bbox_aux_1: 0.1700 (0.1805) loss_bbox_aux_2: 0.1687 (0.1781) loss_bbox_aux_3: 0.1679 (0.1777) loss_bbox_aux_4: 0.1679 (0.1775) loss_bbox_dn_0: 0.2461 (0.2501) loss_bbox_dn_1: 0.1855 (0.1867) loss_bbox_dn_2: 0.1765 (0.1762) loss_bbox_dn_3: 0.1715 (0.1730) loss_bbox_dn_4: 0.1710 (0.1723) loss_bbox_dn_5: 0.1709 (0.1723) loss_bbox_dn_pre: 0.2533 (0.2559) loss_bbox_enc_0: 0.2161 (0.2280) loss_bbox_pre: 0.1804 (0.1910) loss_dfl: 0.9501 (0.9613) loss_fgl_aux_0: 0.9823 (0.9963) loss_fgl_aux_1: 0.9548 (0.9643) loss_fgl_aux_2: 0.9501 (0.9615) loss_fgl_aux_3: 0.9500 (0.9614) loss_fgl_aux_4: 0.9500 (0.9613) loss_fgl_dn_0: 1.0865 (1.0908) loss_fgl_dn_1: 0.9880 (0.9875) loss_fgl_dn_2: 0.9815 (0.9782) loss_fgl_dn_3: 0.9825 (0.9789) loss_fgl_dn_4: 0.9826 (0.9793) loss_fgl_dn_5: 0.9826 (0.9793) loss_giou: 0.5537 (0.5673) loss_giou_aux_0: 0.5789 (0.5935) loss_giou_aux_1: 0.5589 (0.5730) loss_giou_aux_2: 0.5548 (0.5682) loss_giou_aux_3: 0.5545 (0.5674) loss_giou_aux_4: 0.5538 (0.5673) loss_giou_dn_0: 0.5565 (0.5784) loss_giou_dn_1: 0.4426 (0.4673) loss_giou_dn_2: 0.4303 (0.4500) loss_giou_dn_3: 0.4246 (0.4455) loss_giou_dn_4: 0.4227 (0.4445) loss_giou_dn_5: 0.4227 (0.4445) loss_giou_dn_pre: 0.5605 (0.5776) loss_giou_enc_0: 0.6516 (0.6704) loss_giou_pre: 0.5791 (0.5919) loss_ddf_aux_0: 0.0597 (0.0576) loss_ddf_aux_1: 0.0084 (0.0080) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2404 (0.2523) loss_ddf_dn_1: 0.0301 (0.0335) loss_ddf_dn_2: 0.0058 (0.0068) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6946 (0.6660) loss_vfl_aux_0: 0.7504 (0.7433) loss_vfl_aux_1: 0.7417 (0.7177) loss_vfl_aux_2: 0.7203 (0.6981) loss_vfl_aux_3: 0.7031 (0.6767) loss_vfl_aux_4: 0.6957 (0.6680) loss_vfl_dn_0: 0.4926 (0.4914) loss_vfl_dn_1: 0.4272 (0.4272) loss_vfl_dn_2: 0.4166 (0.4121) loss_vfl_dn_3: 0.4066 (0.4031) loss_vfl_dn_4: 0.4039 (0.4002) loss_vfl_dn_5: 0.4038 (0.3997) loss_vfl_dn_pre: 0.4919 (0.4920) loss_vfl_enc_0: 0.7540 (0.7422) loss_vfl_pre: 0.7604 (0.7461) time: 0.9396 data: 0.0206 max mem: 9084 Epoch: [32] [ 800/3696] eta: 0:36:46 lr: 0.000013 loss: 32.4522 (31.8398) loss_bbox: 0.1960 (0.1785) loss_bbox_aux_0: 0.2135 (0.1919) loss_bbox_aux_1: 0.2019 (0.1815) loss_bbox_aux_2: 0.1975 (0.1791) loss_bbox_aux_3: 0.1959 (0.1786) loss_bbox_aux_4: 0.1960 (0.1785) loss_bbox_dn_0: 0.2690 (0.2505) loss_bbox_dn_1: 0.2004 (0.1868) loss_bbox_dn_2: 0.1858 (0.1762) loss_bbox_dn_3: 0.1824 (0.1730) loss_bbox_dn_4: 0.1815 (0.1723) loss_bbox_dn_5: 0.1814 (0.1723) loss_bbox_dn_pre: 0.2724 (0.2563) loss_bbox_enc_0: 0.2534 (0.2291) loss_bbox_pre: 0.2150 (0.1921) loss_dfl: 0.9463 (0.9614) loss_fgl_aux_0: 0.9780 (0.9963) loss_fgl_aux_1: 0.9471 (0.9644) loss_fgl_aux_2: 0.9465 (0.9616) loss_fgl_aux_3: 0.9458 (0.9614) loss_fgl_aux_4: 0.9460 (0.9614) loss_fgl_dn_0: 1.0894 (1.0909) loss_fgl_dn_1: 0.9825 (0.9873) loss_fgl_dn_2: 0.9709 (0.9781) loss_fgl_dn_3: 0.9716 (0.9788) loss_fgl_dn_4: 0.9723 (0.9792) loss_fgl_dn_5: 0.9722 (0.9793) loss_giou: 0.5664 (0.5669) loss_giou_aux_0: 0.5922 (0.5929) loss_giou_aux_1: 0.5726 (0.5725) loss_giou_aux_2: 0.5686 (0.5677) loss_giou_aux_3: 0.5666 (0.5669) loss_giou_aux_4: 0.5664 (0.5669) loss_giou_dn_0: 0.5851 (0.5778) loss_giou_dn_1: 0.4755 (0.4665) loss_giou_dn_2: 0.4582 (0.4493) loss_giou_dn_3: 0.4554 (0.4447) loss_giou_dn_4: 0.4546 (0.4437) loss_giou_dn_5: 0.4544 (0.4437) loss_giou_dn_pre: 0.5860 (0.5770) loss_giou_enc_0: 0.6829 (0.6700) loss_giou_pre: 0.5915 (0.5913) loss_ddf_aux_0: 0.0628 (0.0577) loss_ddf_aux_1: 0.0085 (0.0081) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2764 (0.2527) loss_ddf_dn_1: 0.0340 (0.0335) loss_ddf_dn_2: 0.0070 (0.0069) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6769 (0.6664) loss_vfl_aux_0: 0.7428 (0.7435) loss_vfl_aux_1: 0.7137 (0.7173) loss_vfl_aux_2: 0.7096 (0.6979) loss_vfl_aux_3: 0.6835 (0.6770) loss_vfl_aux_4: 0.6785 (0.6685) loss_vfl_dn_0: 0.4939 (0.4913) loss_vfl_dn_1: 0.4297 (0.4271) loss_vfl_dn_2: 0.4161 (0.4119) loss_vfl_dn_3: 0.4092 (0.4030) loss_vfl_dn_4: 0.4061 (0.4000) loss_vfl_dn_5: 0.4024 (0.3995) loss_vfl_dn_pre: 0.4943 (0.4918) loss_vfl_enc_0: 0.7369 (0.7423) loss_vfl_pre: 0.7422 (0.7461) time: 0.7538 data: 0.0300 max mem: 9084 Epoch: [32] [ 900/3696] eta: 0:35:26 lr: 0.000013 loss: 32.2559 (31.8718) loss_bbox: 0.1776 (0.1790) loss_bbox_aux_0: 0.1925 (0.1924) loss_bbox_aux_1: 0.1789 (0.1820) loss_bbox_aux_2: 0.1775 (0.1796) loss_bbox_aux_3: 0.1772 (0.1791) loss_bbox_aux_4: 0.1773 (0.1790) loss_bbox_dn_0: 0.2303 (0.2505) loss_bbox_dn_1: 0.1697 (0.1868) loss_bbox_dn_2: 0.1593 (0.1763) loss_bbox_dn_3: 0.1550 (0.1731) loss_bbox_dn_4: 0.1533 (0.1724) loss_bbox_dn_5: 0.1534 (0.1724) loss_bbox_dn_pre: 0.2339 (0.2563) loss_bbox_enc_0: 0.2306 (0.2295) loss_bbox_pre: 0.1928 (0.1926) loss_dfl: 0.9662 (0.9617) loss_fgl_aux_0: 0.9945 (0.9963) loss_fgl_aux_1: 0.9662 (0.9646) loss_fgl_aux_2: 0.9653 (0.9619) loss_fgl_aux_3: 0.9655 (0.9617) loss_fgl_aux_4: 0.9661 (0.9617) loss_fgl_dn_0: 1.0940 (1.0913) loss_fgl_dn_1: 0.9867 (0.9877) loss_fgl_dn_2: 0.9838 (0.9785) loss_fgl_dn_3: 0.9840 (0.9792) loss_fgl_dn_4: 0.9846 (0.9797) loss_fgl_dn_5: 0.9844 (0.9797) loss_giou: 0.5961 (0.5682) loss_giou_aux_0: 0.6214 (0.5945) loss_giou_aux_1: 0.6031 (0.5739) loss_giou_aux_2: 0.6001 (0.5691) loss_giou_aux_3: 0.5976 (0.5683) loss_giou_aux_4: 0.5965 (0.5682) loss_giou_dn_0: 0.5908 (0.5790) loss_giou_dn_1: 0.4799 (0.4675) loss_giou_dn_2: 0.4557 (0.4502) loss_giou_dn_3: 0.4516 (0.4457) loss_giou_dn_4: 0.4503 (0.4447) loss_giou_dn_5: 0.4503 (0.4447) loss_giou_dn_pre: 0.5903 (0.5782) loss_giou_enc_0: 0.7111 (0.6714) loss_giou_pre: 0.6205 (0.5929) loss_ddf_aux_0: 0.0597 (0.0578) loss_ddf_aux_1: 0.0080 (0.0081) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2353 (0.2531) loss_ddf_dn_1: 0.0310 (0.0336) loss_ddf_dn_2: 0.0057 (0.0069) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6681 (0.6669) loss_vfl_aux_0: 0.7400 (0.7436) loss_vfl_aux_1: 0.7073 (0.7176) loss_vfl_aux_2: 0.6991 (0.6980) loss_vfl_aux_3: 0.6843 (0.6772) loss_vfl_aux_4: 0.6669 (0.6689) loss_vfl_dn_0: 0.4889 (0.4915) loss_vfl_dn_1: 0.4368 (0.4275) loss_vfl_dn_2: 0.4185 (0.4123) loss_vfl_dn_3: 0.4073 (0.4035) loss_vfl_dn_4: 0.4048 (0.4005) loss_vfl_dn_5: 0.4051 (0.4000) loss_vfl_dn_pre: 0.4893 (0.4921) loss_vfl_enc_0: 0.7351 (0.7424) loss_vfl_pre: 0.7400 (0.7462) time: 0.7482 data: 0.0305 max mem: 9084 Epoch: [32] [1000/3696] eta: 0:34:08 lr: 0.000013 loss: 31.7006 (31.8781) loss_bbox: 0.1783 (0.1792) loss_bbox_aux_0: 0.1947 (0.1927) loss_bbox_aux_1: 0.1862 (0.1822) loss_bbox_aux_2: 0.1814 (0.1798) loss_bbox_aux_3: 0.1789 (0.1794) loss_bbox_aux_4: 0.1783 (0.1792) loss_bbox_dn_0: 0.2542 (0.2502) loss_bbox_dn_1: 0.1735 (0.1863) loss_bbox_dn_2: 0.1615 (0.1758) loss_bbox_dn_3: 0.1565 (0.1726) loss_bbox_dn_4: 0.1555 (0.1719) loss_bbox_dn_5: 0.1554 (0.1719) loss_bbox_dn_pre: 0.2626 (0.2559) loss_bbox_enc_0: 0.2426 (0.2298) loss_bbox_pre: 0.1948 (0.1929) loss_dfl: 0.9593 (0.9611) loss_fgl_aux_0: 0.9868 (0.9958) loss_fgl_aux_1: 0.9606 (0.9641) loss_fgl_aux_2: 0.9604 (0.9613) loss_fgl_aux_3: 0.9598 (0.9612) loss_fgl_aux_4: 0.9595 (0.9611) loss_fgl_dn_0: 1.0903 (1.0911) loss_fgl_dn_1: 0.9766 (0.9876) loss_fgl_dn_2: 0.9668 (0.9784) loss_fgl_dn_3: 0.9671 (0.9791) loss_fgl_dn_4: 0.9675 (0.9795) loss_fgl_dn_5: 0.9676 (0.9795) loss_giou: 0.5373 (0.5694) loss_giou_aux_0: 0.5728 (0.5957) loss_giou_aux_1: 0.5442 (0.5750) loss_giou_aux_2: 0.5413 (0.5703) loss_giou_aux_3: 0.5379 (0.5694) loss_giou_aux_4: 0.5372 (0.5694) loss_giou_dn_0: 0.5576 (0.5795) loss_giou_dn_1: 0.4373 (0.4679) loss_giou_dn_2: 0.4146 (0.4506) loss_giou_dn_3: 0.4101 (0.4461) loss_giou_dn_4: 0.4100 (0.4451) loss_giou_dn_5: 0.4100 (0.4451) loss_giou_dn_pre: 0.5559 (0.5786) loss_giou_enc_0: 0.6634 (0.6723) loss_giou_pre: 0.5700 (0.5940) loss_ddf_aux_0: 0.0579 (0.0579) loss_ddf_aux_1: 0.0084 (0.0081) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2472 (0.2529) loss_ddf_dn_1: 0.0320 (0.0335) loss_ddf_dn_2: 0.0072 (0.0069) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6707 (0.6673) loss_vfl_aux_0: 0.7267 (0.7431) loss_vfl_aux_1: 0.7143 (0.7176) loss_vfl_aux_2: 0.6896 (0.6981) loss_vfl_aux_3: 0.6808 (0.6776) loss_vfl_aux_4: 0.6708 (0.6693) loss_vfl_dn_0: 0.4955 (0.4916) loss_vfl_dn_1: 0.4218 (0.4275) loss_vfl_dn_2: 0.4047 (0.4122) loss_vfl_dn_3: 0.3928 (0.4034) loss_vfl_dn_4: 0.3919 (0.4004) loss_vfl_dn_5: 0.3905 (0.3999) loss_vfl_dn_pre: 0.4958 (0.4921) loss_vfl_enc_0: 0.7257 (0.7419) loss_vfl_pre: 0.7298 (0.7458) time: 0.7492 data: 0.0288 max mem: 9084 Epoch: [32] [1100/3696] eta: 0:32:52 lr: 0.000013 loss: 31.5264 (31.8777) loss_bbox: 0.1653 (0.1791) loss_bbox_aux_0: 0.1785 (0.1926) loss_bbox_aux_1: 0.1690 (0.1820) loss_bbox_aux_2: 0.1661 (0.1797) loss_bbox_aux_3: 0.1652 (0.1792) loss_bbox_aux_4: 0.1653 (0.1791) loss_bbox_dn_0: 0.2333 (0.2496) loss_bbox_dn_1: 0.1735 (0.1859) loss_bbox_dn_2: 0.1669 (0.1754) loss_bbox_dn_3: 0.1593 (0.1722) loss_bbox_dn_4: 0.1587 (0.1715) loss_bbox_dn_5: 0.1585 (0.1715) loss_bbox_dn_pre: 0.2389 (0.2553) loss_bbox_enc_0: 0.2230 (0.2296) loss_bbox_pre: 0.1773 (0.1927) loss_dfl: 0.9679 (0.9610) loss_fgl_aux_0: 0.9963 (0.9955) loss_fgl_aux_1: 0.9689 (0.9639) loss_fgl_aux_2: 0.9666 (0.9612) loss_fgl_aux_3: 0.9681 (0.9610) loss_fgl_aux_4: 0.9679 (0.9610) loss_fgl_dn_0: 1.0919 (1.0910) loss_fgl_dn_1: 0.9810 (0.9876) loss_fgl_dn_2: 0.9730 (0.9785) loss_fgl_dn_3: 0.9738 (0.9792) loss_fgl_dn_4: 0.9740 (0.9796) loss_fgl_dn_5: 0.9740 (0.9796) loss_giou: 0.5730 (0.5696) loss_giou_aux_0: 0.5917 (0.5959) loss_giou_aux_1: 0.5776 (0.5752) loss_giou_aux_2: 0.5722 (0.5705) loss_giou_aux_3: 0.5725 (0.5697) loss_giou_aux_4: 0.5732 (0.5696) loss_giou_dn_0: 0.5712 (0.5794) loss_giou_dn_1: 0.4614 (0.4679) loss_giou_dn_2: 0.4466 (0.4506) loss_giou_dn_3: 0.4421 (0.4461) loss_giou_dn_4: 0.4414 (0.4451) loss_giou_dn_5: 0.4414 (0.4451) loss_giou_dn_pre: 0.5709 (0.5785) loss_giou_enc_0: 0.6645 (0.6725) loss_giou_pre: 0.5898 (0.5942) loss_ddf_aux_0: 0.0569 (0.0579) loss_ddf_aux_1: 0.0081 (0.0081) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2490 (0.2525) loss_ddf_dn_1: 0.0321 (0.0334) loss_ddf_dn_2: 0.0065 (0.0068) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6684 (0.6679) loss_vfl_aux_0: 0.7354 (0.7431) loss_vfl_aux_1: 0.7183 (0.7182) loss_vfl_aux_2: 0.6936 (0.6984) loss_vfl_aux_3: 0.6840 (0.6783) loss_vfl_aux_4: 0.6750 (0.6700) loss_vfl_dn_0: 0.4921 (0.4917) loss_vfl_dn_1: 0.4254 (0.4276) loss_vfl_dn_2: 0.4104 (0.4124) loss_vfl_dn_3: 0.4019 (0.4035) loss_vfl_dn_4: 0.3984 (0.4005) loss_vfl_dn_5: 0.3981 (0.4000) loss_vfl_dn_pre: 0.4924 (0.4922) loss_vfl_enc_0: 0.7410 (0.7420) loss_vfl_pre: 0.7321 (0.7458) time: 0.7717 data: 0.0288 max mem: 9084 Epoch: [32] [1200/3696] eta: 0:31:43 lr: 0.000013 loss: 31.8080 (31.8860) loss_bbox: 0.1701 (0.1797) loss_bbox_aux_0: 0.1888 (0.1932) loss_bbox_aux_1: 0.1758 (0.1826) loss_bbox_aux_2: 0.1698 (0.1803) loss_bbox_aux_3: 0.1697 (0.1798) loss_bbox_aux_4: 0.1699 (0.1797) loss_bbox_dn_0: 0.2618 (0.2499) loss_bbox_dn_1: 0.1816 (0.1860) loss_bbox_dn_2: 0.1698 (0.1755) loss_bbox_dn_3: 0.1653 (0.1723) loss_bbox_dn_4: 0.1646 (0.1716) loss_bbox_dn_5: 0.1645 (0.1716) loss_bbox_dn_pre: 0.2663 (0.2556) loss_bbox_enc_0: 0.2274 (0.2305) loss_bbox_pre: 0.1878 (0.1934) loss_dfl: 0.9731 (0.9611) loss_fgl_aux_0: 1.0029 (0.9955) loss_fgl_aux_1: 0.9736 (0.9640) loss_fgl_aux_2: 0.9721 (0.9613) loss_fgl_aux_3: 0.9728 (0.9611) loss_fgl_aux_4: 0.9733 (0.9611) loss_fgl_dn_0: 1.0887 (1.0910) loss_fgl_dn_1: 0.9937 (0.9876) loss_fgl_dn_2: 0.9828 (0.9785) loss_fgl_dn_3: 0.9832 (0.9792) loss_fgl_dn_4: 0.9841 (0.9797) loss_fgl_dn_5: 0.9841 (0.9797) loss_giou: 0.5827 (0.5699) loss_giou_aux_0: 0.6087 (0.5962) loss_giou_aux_1: 0.5874 (0.5755) loss_giou_aux_2: 0.5854 (0.5708) loss_giou_aux_3: 0.5838 (0.5700) loss_giou_aux_4: 0.5827 (0.5700) loss_giou_dn_0: 0.6054 (0.5797) loss_giou_dn_1: 0.4852 (0.4681) loss_giou_dn_2: 0.4674 (0.4508) loss_giou_dn_3: 0.4661 (0.4463) loss_giou_dn_4: 0.4657 (0.4453) loss_giou_dn_5: 0.4657 (0.4453) loss_giou_dn_pre: 0.6045 (0.5789) loss_giou_enc_0: 0.6791 (0.6728) loss_giou_pre: 0.6090 (0.5945) loss_ddf_aux_0: 0.0584 (0.0579) loss_ddf_aux_1: 0.0076 (0.0081) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2634 (0.2528) loss_ddf_dn_1: 0.0322 (0.0334) loss_ddf_dn_2: 0.0066 (0.0068) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6758 (0.6677) loss_vfl_aux_0: 0.7488 (0.7429) loss_vfl_aux_1: 0.7132 (0.7176) loss_vfl_aux_2: 0.6987 (0.6980) loss_vfl_aux_3: 0.6802 (0.6781) loss_vfl_aux_4: 0.6743 (0.6698) loss_vfl_dn_0: 0.4858 (0.4915) loss_vfl_dn_1: 0.4299 (0.4277) loss_vfl_dn_2: 0.4133 (0.4124) loss_vfl_dn_3: 0.4042 (0.4035) loss_vfl_dn_4: 0.4014 (0.4005) loss_vfl_dn_5: 0.4006 (0.4000) loss_vfl_dn_pre: 0.4872 (0.4920) loss_vfl_enc_0: 0.7572 (0.7414) loss_vfl_pre: 0.7581 (0.7454) time: 0.7131 data: 0.0245 max mem: 9084 Epoch: [32] [1300/3696] eta: 0:30:24 lr: 0.000013 loss: 31.9669 (31.8883) loss_bbox: 0.1778 (0.1797) loss_bbox_aux_0: 0.1894 (0.1932) loss_bbox_aux_1: 0.1822 (0.1826) loss_bbox_aux_2: 0.1775 (0.1802) loss_bbox_aux_3: 0.1783 (0.1798) loss_bbox_aux_4: 0.1778 (0.1797) loss_bbox_dn_0: 0.2285 (0.2494) loss_bbox_dn_1: 0.1689 (0.1856) loss_bbox_dn_2: 0.1629 (0.1752) loss_bbox_dn_3: 0.1587 (0.1720) loss_bbox_dn_4: 0.1569 (0.1713) loss_bbox_dn_5: 0.1568 (0.1713) loss_bbox_dn_pre: 0.2360 (0.2551) loss_bbox_enc_0: 0.2225 (0.2304) loss_bbox_pre: 0.1916 (0.1934) loss_dfl: 0.9533 (0.9609) loss_fgl_aux_0: 0.9876 (0.9952) loss_fgl_aux_1: 0.9580 (0.9638) loss_fgl_aux_2: 0.9539 (0.9611) loss_fgl_aux_3: 0.9538 (0.9610) loss_fgl_aux_4: 0.9533 (0.9609) loss_fgl_dn_0: 1.0841 (1.0908) loss_fgl_dn_1: 0.9803 (0.9875) loss_fgl_dn_2: 0.9695 (0.9784) loss_fgl_dn_3: 0.9693 (0.9792) loss_fgl_dn_4: 0.9700 (0.9796) loss_fgl_dn_5: 0.9701 (0.9796) loss_giou: 0.5945 (0.5711) loss_giou_aux_0: 0.6176 (0.5974) loss_giou_aux_1: 0.5936 (0.5767) loss_giou_aux_2: 0.5938 (0.5720) loss_giou_aux_3: 0.5942 (0.5711) loss_giou_aux_4: 0.5946 (0.5711) loss_giou_dn_0: 0.5860 (0.5803) loss_giou_dn_1: 0.4753 (0.4686) loss_giou_dn_2: 0.4611 (0.4513) loss_giou_dn_3: 0.4597 (0.4467) loss_giou_dn_4: 0.4590 (0.4457) loss_giou_dn_5: 0.4589 (0.4457) loss_giou_dn_pre: 0.5846 (0.5794) loss_giou_enc_0: 0.6972 (0.6742) loss_giou_pre: 0.6169 (0.5957) loss_ddf_aux_0: 0.0527 (0.0576) loss_ddf_aux_1: 0.0075 (0.0081) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2457 (0.2526) loss_ddf_dn_1: 0.0323 (0.0334) loss_ddf_dn_2: 0.0062 (0.0068) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6538 (0.6673) loss_vfl_aux_0: 0.7192 (0.7422) loss_vfl_aux_1: 0.7047 (0.7170) loss_vfl_aux_2: 0.6707 (0.6974) loss_vfl_aux_3: 0.6648 (0.6777) loss_vfl_aux_4: 0.6517 (0.6693) loss_vfl_dn_0: 0.4820 (0.4913) loss_vfl_dn_1: 0.4149 (0.4274) loss_vfl_dn_2: 0.4014 (0.4122) loss_vfl_dn_3: 0.3944 (0.4034) loss_vfl_dn_4: 0.3923 (0.4004) loss_vfl_dn_5: 0.3919 (0.3998) loss_vfl_dn_pre: 0.4827 (0.4918) loss_vfl_enc_0: 0.7367 (0.7409) loss_vfl_pre: 0.7198 (0.7448) time: 0.7556 data: 0.0276 max mem: 9084 Epoch: [32] [1400/3696] eta: 0:29:10 lr: 0.000013 loss: 30.9775 (31.8734) loss_bbox: 0.1861 (0.1794) loss_bbox_aux_0: 0.1962 (0.1929) loss_bbox_aux_1: 0.1880 (0.1823) loss_bbox_aux_2: 0.1860 (0.1800) loss_bbox_aux_3: 0.1861 (0.1795) loss_bbox_aux_4: 0.1862 (0.1794) loss_bbox_dn_0: 0.2557 (0.2494) loss_bbox_dn_1: 0.1858 (0.1856) loss_bbox_dn_2: 0.1689 (0.1751) loss_bbox_dn_3: 0.1619 (0.1719) loss_bbox_dn_4: 0.1622 (0.1712) loss_bbox_dn_5: 0.1622 (0.1712) loss_bbox_dn_pre: 0.2636 (0.2551) loss_bbox_enc_0: 0.2282 (0.2301) loss_bbox_pre: 0.1958 (0.1931) loss_dfl: 0.9603 (0.9606) loss_fgl_aux_0: 0.9928 (0.9949) loss_fgl_aux_1: 0.9618 (0.9635) loss_fgl_aux_2: 0.9599 (0.9608) loss_fgl_aux_3: 0.9605 (0.9606) loss_fgl_aux_4: 0.9604 (0.9606) loss_fgl_dn_0: 1.0899 (1.0907) loss_fgl_dn_1: 0.9744 (0.9873) loss_fgl_dn_2: 0.9672 (0.9783) loss_fgl_dn_3: 0.9672 (0.9790) loss_fgl_dn_4: 0.9674 (0.9794) loss_fgl_dn_5: 0.9673 (0.9794) loss_giou: 0.5243 (0.5707) loss_giou_aux_0: 0.5490 (0.5970) loss_giou_aux_1: 0.5326 (0.5763) loss_giou_aux_2: 0.5253 (0.5716) loss_giou_aux_3: 0.5247 (0.5708) loss_giou_aux_4: 0.5244 (0.5707) loss_giou_dn_0: 0.5517 (0.5799) loss_giou_dn_1: 0.4412 (0.4684) loss_giou_dn_2: 0.4199 (0.4510) loss_giou_dn_3: 0.4135 (0.4465) loss_giou_dn_4: 0.4127 (0.4455) loss_giou_dn_5: 0.4126 (0.4455) loss_giou_dn_pre: 0.5501 (0.5790) loss_giou_enc_0: 0.6237 (0.6736) loss_giou_pre: 0.5485 (0.5953) loss_ddf_aux_0: 0.0556 (0.0574) loss_ddf_aux_1: 0.0079 (0.0080) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2571 (0.2524) loss_ddf_dn_1: 0.0339 (0.0335) loss_ddf_dn_2: 0.0070 (0.0069) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6653 (0.6670) loss_vfl_aux_0: 0.7396 (0.7419) loss_vfl_aux_1: 0.7223 (0.7169) loss_vfl_aux_2: 0.6991 (0.6970) loss_vfl_aux_3: 0.6733 (0.6774) loss_vfl_aux_4: 0.6609 (0.6690) loss_vfl_dn_0: 0.4870 (0.4911) loss_vfl_dn_1: 0.4139 (0.4272) loss_vfl_dn_2: 0.4008 (0.4121) loss_vfl_dn_3: 0.3909 (0.4032) loss_vfl_dn_4: 0.3900 (0.4002) loss_vfl_dn_5: 0.3873 (0.3996) loss_vfl_dn_pre: 0.4877 (0.4917) loss_vfl_enc_0: 0.7437 (0.7408) loss_vfl_pre: 0.7355 (0.7445) time: 0.7544 data: 0.0307 max mem: 9084 Epoch: [32] [1500/3696] eta: 0:27:51 lr: 0.000013 loss: 32.1031 (31.8816) loss_bbox: 0.1722 (0.1796) loss_bbox_aux_0: 0.1857 (0.1930) loss_bbox_aux_1: 0.1746 (0.1825) loss_bbox_aux_2: 0.1736 (0.1801) loss_bbox_aux_3: 0.1724 (0.1797) loss_bbox_aux_4: 0.1722 (0.1796) loss_bbox_dn_0: 0.2424 (0.2495) loss_bbox_dn_1: 0.1845 (0.1857) loss_bbox_dn_2: 0.1711 (0.1752) loss_bbox_dn_3: 0.1667 (0.1720) loss_bbox_dn_4: 0.1664 (0.1713) loss_bbox_dn_5: 0.1665 (0.1713) loss_bbox_dn_pre: 0.2493 (0.2551) loss_bbox_enc_0: 0.2249 (0.2302) loss_bbox_pre: 0.1869 (0.1933) loss_dfl: 0.9675 (0.9607) loss_fgl_aux_0: 0.9975 (0.9950) loss_fgl_aux_1: 0.9699 (0.9635) loss_fgl_aux_2: 0.9677 (0.9609) loss_fgl_aux_3: 0.9679 (0.9607) loss_fgl_aux_4: 0.9678 (0.9607) loss_fgl_dn_0: 1.0854 (1.0906) loss_fgl_dn_1: 0.9832 (0.9874) loss_fgl_dn_2: 0.9746 (0.9784) loss_fgl_dn_3: 0.9768 (0.9792) loss_fgl_dn_4: 0.9777 (0.9796) loss_fgl_dn_5: 0.9778 (0.9796) loss_giou: 0.5593 (0.5708) loss_giou_aux_0: 0.5805 (0.5971) loss_giou_aux_1: 0.5641 (0.5764) loss_giou_aux_2: 0.5598 (0.5717) loss_giou_aux_3: 0.5589 (0.5709) loss_giou_aux_4: 0.5590 (0.5708) loss_giou_dn_0: 0.5830 (0.5802) loss_giou_dn_1: 0.4609 (0.4687) loss_giou_dn_2: 0.4450 (0.4514) loss_giou_dn_3: 0.4388 (0.4468) loss_giou_dn_4: 0.4372 (0.4459) loss_giou_dn_5: 0.4371 (0.4458) loss_giou_dn_pre: 0.5794 (0.5793) loss_giou_enc_0: 0.6645 (0.6737) loss_giou_pre: 0.5783 (0.5954) loss_ddf_aux_0: 0.0538 (0.0573) loss_ddf_aux_1: 0.0076 (0.0080) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2589 (0.2524) loss_ddf_dn_1: 0.0373 (0.0336) loss_ddf_dn_2: 0.0081 (0.0069) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6809 (0.6672) loss_vfl_aux_0: 0.7582 (0.7424) loss_vfl_aux_1: 0.7206 (0.7167) loss_vfl_aux_2: 0.6927 (0.6970) loss_vfl_aux_3: 0.6926 (0.6776) loss_vfl_aux_4: 0.6857 (0.6692) loss_vfl_dn_0: 0.4918 (0.4911) loss_vfl_dn_1: 0.4324 (0.4273) loss_vfl_dn_2: 0.4152 (0.4121) loss_vfl_dn_3: 0.4070 (0.4033) loss_vfl_dn_4: 0.4019 (0.4002) loss_vfl_dn_5: 0.3994 (0.3997) loss_vfl_dn_pre: 0.4926 (0.4917) loss_vfl_enc_0: 0.7532 (0.7411) loss_vfl_pre: 0.7558 (0.7450) time: 0.7515 data: 0.0322 max mem: 9084 Epoch: [32] [1600/3696] eta: 0:26:34 lr: 0.000013 loss: 31.8901 (31.8603) loss_bbox: 0.1820 (0.1793) loss_bbox_aux_0: 0.1945 (0.1928) loss_bbox_aux_1: 0.1840 (0.1823) loss_bbox_aux_2: 0.1820 (0.1799) loss_bbox_aux_3: 0.1822 (0.1794) loss_bbox_aux_4: 0.1820 (0.1793) loss_bbox_dn_0: 0.2410 (0.2493) loss_bbox_dn_1: 0.1830 (0.1854) loss_bbox_dn_2: 0.1741 (0.1749) loss_bbox_dn_3: 0.1710 (0.1718) loss_bbox_dn_4: 0.1718 (0.1711) loss_bbox_dn_5: 0.1718 (0.1711) loss_bbox_dn_pre: 0.2437 (0.2549) loss_bbox_enc_0: 0.2351 (0.2300) loss_bbox_pre: 0.1939 (0.1930) loss_dfl: 0.9591 (0.9608) loss_fgl_aux_0: 0.9912 (0.9951) loss_fgl_aux_1: 0.9598 (0.9636) loss_fgl_aux_2: 0.9600 (0.9609) loss_fgl_aux_3: 0.9598 (0.9608) loss_fgl_aux_4: 0.9591 (0.9608) loss_fgl_dn_0: 1.0955 (1.0909) loss_fgl_dn_1: 0.9903 (0.9874) loss_fgl_dn_2: 0.9813 (0.9784) loss_fgl_dn_3: 0.9831 (0.9792) loss_fgl_dn_4: 0.9833 (0.9796) loss_fgl_dn_5: 0.9834 (0.9796) loss_giou: 0.5921 (0.5698) loss_giou_aux_0: 0.6048 (0.5962) loss_giou_aux_1: 0.5904 (0.5754) loss_giou_aux_2: 0.5906 (0.5707) loss_giou_aux_3: 0.5913 (0.5699) loss_giou_aux_4: 0.5919 (0.5698) loss_giou_dn_0: 0.5694 (0.5794) loss_giou_dn_1: 0.4607 (0.4680) loss_giou_dn_2: 0.4401 (0.4506) loss_giou_dn_3: 0.4364 (0.4461) loss_giou_dn_4: 0.4359 (0.4451) loss_giou_dn_5: 0.4359 (0.4451) loss_giou_dn_pre: 0.5671 (0.5786) loss_giou_enc_0: 0.6992 (0.6728) loss_giou_pre: 0.6045 (0.5945) loss_ddf_aux_0: 0.0612 (0.0573) loss_ddf_aux_1: 0.0089 (0.0080) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2391 (0.2528) loss_ddf_dn_1: 0.0306 (0.0335) loss_ddf_dn_2: 0.0058 (0.0069) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6514 (0.6667) loss_vfl_aux_0: 0.7212 (0.7417) loss_vfl_aux_1: 0.6998 (0.7161) loss_vfl_aux_2: 0.6740 (0.6961) loss_vfl_aux_3: 0.6628 (0.6771) loss_vfl_aux_4: 0.6585 (0.6687) loss_vfl_dn_0: 0.4904 (0.4910) loss_vfl_dn_1: 0.4264 (0.4270) loss_vfl_dn_2: 0.4150 (0.4118) loss_vfl_dn_3: 0.4032 (0.4030) loss_vfl_dn_4: 0.3996 (0.3999) loss_vfl_dn_5: 0.4023 (0.3994) loss_vfl_dn_pre: 0.4912 (0.4916) loss_vfl_enc_0: 0.7217 (0.7408) loss_vfl_pre: 0.7229 (0.7443) time: 0.7820 data: 0.0319 max mem: 9084 Epoch: [32] [1700/3696] eta: 0:25:12 lr: 0.000013 loss: 31.8857 (31.8595) loss_bbox: 0.1750 (0.1793) loss_bbox_aux_0: 0.1831 (0.1928) loss_bbox_aux_1: 0.1767 (0.1823) loss_bbox_aux_2: 0.1756 (0.1799) loss_bbox_aux_3: 0.1754 (0.1794) loss_bbox_aux_4: 0.1752 (0.1793) loss_bbox_dn_0: 0.2609 (0.2491) loss_bbox_dn_1: 0.1797 (0.1854) loss_bbox_dn_2: 0.1711 (0.1749) loss_bbox_dn_3: 0.1687 (0.1717) loss_bbox_dn_4: 0.1680 (0.1711) loss_bbox_dn_5: 0.1679 (0.1711) loss_bbox_dn_pre: 0.2686 (0.2547) loss_bbox_enc_0: 0.2219 (0.2298) loss_bbox_pre: 0.1838 (0.1930) loss_dfl: 0.9607 (0.9606) loss_fgl_aux_0: 0.9906 (0.9948) loss_fgl_aux_1: 0.9665 (0.9634) loss_fgl_aux_2: 0.9614 (0.9607) loss_fgl_aux_3: 0.9615 (0.9606) loss_fgl_aux_4: 0.9607 (0.9606) loss_fgl_dn_0: 1.0882 (1.0908) loss_fgl_dn_1: 0.9800 (0.9873) loss_fgl_dn_2: 0.9693 (0.9783) loss_fgl_dn_3: 0.9697 (0.9791) loss_fgl_dn_4: 0.9711 (0.9795) loss_fgl_dn_5: 0.9709 (0.9795) loss_giou: 0.5502 (0.5700) loss_giou_aux_0: 0.5850 (0.5964) loss_giou_aux_1: 0.5541 (0.5756) loss_giou_aux_2: 0.5504 (0.5710) loss_giou_aux_3: 0.5503 (0.5701) loss_giou_aux_4: 0.5500 (0.5700) loss_giou_dn_0: 0.5609 (0.5796) loss_giou_dn_1: 0.4496 (0.4681) loss_giou_dn_2: 0.4329 (0.4508) loss_giou_dn_3: 0.4278 (0.4463) loss_giou_dn_4: 0.4264 (0.4453) loss_giou_dn_5: 0.4263 (0.4453) loss_giou_dn_pre: 0.5607 (0.5787) loss_giou_enc_0: 0.6541 (0.6729) loss_giou_pre: 0.5817 (0.5947) loss_ddf_aux_0: 0.0541 (0.0572) loss_ddf_aux_1: 0.0077 (0.0080) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2609 (0.2526) loss_ddf_dn_1: 0.0342 (0.0334) loss_ddf_dn_2: 0.0077 (0.0069) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6566 (0.6668) loss_vfl_aux_0: 0.7470 (0.7415) loss_vfl_aux_1: 0.7013 (0.7158) loss_vfl_aux_2: 0.6837 (0.6961) loss_vfl_aux_3: 0.6594 (0.6771) loss_vfl_aux_4: 0.6556 (0.6689) loss_vfl_dn_0: 0.4886 (0.4910) loss_vfl_dn_1: 0.4241 (0.4270) loss_vfl_dn_2: 0.4100 (0.4118) loss_vfl_dn_3: 0.3992 (0.4030) loss_vfl_dn_4: 0.3973 (0.3999) loss_vfl_dn_5: 0.3961 (0.3994) loss_vfl_dn_pre: 0.4893 (0.4916) loss_vfl_enc_0: 0.7406 (0.7408) loss_vfl_pre: 0.7454 (0.7441) time: 0.7224 data: 0.0284 max mem: 9084 Epoch: [32] [1800/3696] eta: 0:23:56 lr: 0.000013 loss: 31.9864 (31.8634) loss_bbox: 0.1730 (0.1792) loss_bbox_aux_0: 0.1935 (0.1927) loss_bbox_aux_1: 0.1772 (0.1821) loss_bbox_aux_2: 0.1730 (0.1797) loss_bbox_aux_3: 0.1731 (0.1793) loss_bbox_aux_4: 0.1729 (0.1792) loss_bbox_dn_0: 0.2461 (0.2491) loss_bbox_dn_1: 0.1867 (0.1855) loss_bbox_dn_2: 0.1758 (0.1750) loss_bbox_dn_3: 0.1720 (0.1718) loss_bbox_dn_4: 0.1711 (0.1712) loss_bbox_dn_5: 0.1711 (0.1712) loss_bbox_dn_pre: 0.2518 (0.2547) loss_bbox_enc_0: 0.2263 (0.2297) loss_bbox_pre: 0.1933 (0.1929) loss_dfl: 0.9611 (0.9607) loss_fgl_aux_0: 1.0004 (0.9949) loss_fgl_aux_1: 0.9636 (0.9635) loss_fgl_aux_2: 0.9607 (0.9608) loss_fgl_aux_3: 0.9614 (0.9607) loss_fgl_aux_4: 0.9610 (0.9607) loss_fgl_dn_0: 1.0976 (1.0907) loss_fgl_dn_1: 0.9937 (0.9874) loss_fgl_dn_2: 0.9860 (0.9784) loss_fgl_dn_3: 0.9876 (0.9792) loss_fgl_dn_4: 0.9883 (0.9796) loss_fgl_dn_5: 0.9883 (0.9796) loss_giou: 0.5360 (0.5700) loss_giou_aux_0: 0.5659 (0.5963) loss_giou_aux_1: 0.5447 (0.5756) loss_giou_aux_2: 0.5379 (0.5709) loss_giou_aux_3: 0.5368 (0.5701) loss_giou_aux_4: 0.5366 (0.5700) loss_giou_dn_0: 0.5724 (0.5797) loss_giou_dn_1: 0.4621 (0.4684) loss_giou_dn_2: 0.4402 (0.4510) loss_giou_dn_3: 0.4359 (0.4465) loss_giou_dn_4: 0.4349 (0.4455) loss_giou_dn_5: 0.4348 (0.4455) loss_giou_dn_pre: 0.5723 (0.5788) loss_giou_enc_0: 0.6548 (0.6727) loss_giou_pre: 0.5641 (0.5946) loss_ddf_aux_0: 0.0546 (0.0570) loss_ddf_aux_1: 0.0075 (0.0080) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2436 (0.2525) loss_ddf_dn_1: 0.0309 (0.0334) loss_ddf_dn_2: 0.0063 (0.0069) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6835 (0.6674) loss_vfl_aux_0: 0.7654 (0.7416) loss_vfl_aux_1: 0.7214 (0.7162) loss_vfl_aux_2: 0.7130 (0.6965) loss_vfl_aux_3: 0.6850 (0.6775) loss_vfl_aux_4: 0.6874 (0.6694) loss_vfl_dn_0: 0.4943 (0.4910) loss_vfl_dn_1: 0.4274 (0.4270) loss_vfl_dn_2: 0.4094 (0.4118) loss_vfl_dn_3: 0.4070 (0.4030) loss_vfl_dn_4: 0.4059 (0.4000) loss_vfl_dn_5: 0.4064 (0.3995) loss_vfl_dn_pre: 0.4941 (0.4915) loss_vfl_enc_0: 0.7520 (0.7410) loss_vfl_pre: 0.7648 (0.7442) time: 0.7659 data: 0.0299 max mem: 9084 Epoch: [32] [1900/3696] eta: 0:22:40 lr: 0.000013 loss: 31.8135 (31.8642) loss_bbox: 0.1730 (0.1793) loss_bbox_aux_0: 0.1870 (0.1927) loss_bbox_aux_1: 0.1753 (0.1822) loss_bbox_aux_2: 0.1745 (0.1799) loss_bbox_aux_3: 0.1733 (0.1794) loss_bbox_aux_4: 0.1730 (0.1793) loss_bbox_dn_0: 0.2240 (0.2487) loss_bbox_dn_1: 0.1674 (0.1852) loss_bbox_dn_2: 0.1604 (0.1748) loss_bbox_dn_3: 0.1567 (0.1716) loss_bbox_dn_4: 0.1559 (0.1710) loss_bbox_dn_5: 0.1558 (0.1710) loss_bbox_dn_pre: 0.2333 (0.2543) loss_bbox_enc_0: 0.2192 (0.2297) loss_bbox_pre: 0.1869 (0.1930) loss_dfl: 0.9717 (0.9609) loss_fgl_aux_0: 1.0052 (0.9950) loss_fgl_aux_1: 0.9740 (0.9637) loss_fgl_aux_2: 0.9716 (0.9610) loss_fgl_aux_3: 0.9717 (0.9609) loss_fgl_aux_4: 0.9717 (0.9609) loss_fgl_dn_0: 1.0949 (1.0908) loss_fgl_dn_1: 0.9882 (0.9876) loss_fgl_dn_2: 0.9811 (0.9787) loss_fgl_dn_3: 0.9820 (0.9795) loss_fgl_dn_4: 0.9821 (0.9799) loss_fgl_dn_5: 0.9821 (0.9799) loss_giou: 0.5724 (0.5703) loss_giou_aux_0: 0.6092 (0.5965) loss_giou_aux_1: 0.5820 (0.5759) loss_giou_aux_2: 0.5754 (0.5712) loss_giou_aux_3: 0.5724 (0.5703) loss_giou_aux_4: 0.5724 (0.5703) loss_giou_dn_0: 0.5798 (0.5796) loss_giou_dn_1: 0.4682 (0.4684) loss_giou_dn_2: 0.4579 (0.4511) loss_giou_dn_3: 0.4527 (0.4465) loss_giou_dn_4: 0.4520 (0.4456) loss_giou_dn_5: 0.4521 (0.4456) loss_giou_dn_pre: 0.5761 (0.5787) loss_giou_enc_0: 0.6823 (0.6729) loss_giou_pre: 0.6075 (0.5949) loss_ddf_aux_0: 0.0540 (0.0569) loss_ddf_aux_1: 0.0082 (0.0080) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2376 (0.2522) loss_ddf_dn_1: 0.0308 (0.0333) loss_ddf_dn_2: 0.0064 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6431 (0.6671) loss_vfl_aux_0: 0.7053 (0.7412) loss_vfl_aux_1: 0.6887 (0.7159) loss_vfl_aux_2: 0.6680 (0.6962) loss_vfl_aux_3: 0.6547 (0.6774) loss_vfl_aux_4: 0.6449 (0.6692) loss_vfl_dn_0: 0.4855 (0.4909) loss_vfl_dn_1: 0.4258 (0.4270) loss_vfl_dn_2: 0.4091 (0.4119) loss_vfl_dn_3: 0.4001 (0.4030) loss_vfl_dn_4: 0.3982 (0.4000) loss_vfl_dn_5: 0.3984 (0.3995) loss_vfl_dn_pre: 0.4877 (0.4915) loss_vfl_enc_0: 0.7092 (0.7409) loss_vfl_pre: 0.7085 (0.7438) time: 0.7488 data: 0.0328 max mem: 9084 Epoch: [32] [2000/3696] eta: 0:21:22 lr: 0.000013 loss: 31.7236 (31.8654) loss_bbox: 0.1842 (0.1794) loss_bbox_aux_0: 0.1992 (0.1928) loss_bbox_aux_1: 0.1869 (0.1823) loss_bbox_aux_2: 0.1842 (0.1799) loss_bbox_aux_3: 0.1841 (0.1795) loss_bbox_aux_4: 0.1843 (0.1794) loss_bbox_dn_0: 0.2708 (0.2487) loss_bbox_dn_1: 0.2004 (0.1851) loss_bbox_dn_2: 0.1834 (0.1747) loss_bbox_dn_3: 0.1785 (0.1715) loss_bbox_dn_4: 0.1782 (0.1709) loss_bbox_dn_5: 0.1782 (0.1709) loss_bbox_dn_pre: 0.2753 (0.2542) loss_bbox_enc_0: 0.2442 (0.2299) loss_bbox_pre: 0.1999 (0.1931) loss_dfl: 0.9724 (0.9608) loss_fgl_aux_0: 1.0075 (0.9949) loss_fgl_aux_1: 0.9757 (0.9636) loss_fgl_aux_2: 0.9729 (0.9609) loss_fgl_aux_3: 0.9723 (0.9608) loss_fgl_aux_4: 0.9721 (0.9608) loss_fgl_dn_0: 1.0947 (1.0908) loss_fgl_dn_1: 0.9908 (0.9876) loss_fgl_dn_2: 0.9823 (0.9787) loss_fgl_dn_3: 0.9827 (0.9795) loss_fgl_dn_4: 0.9828 (0.9799) loss_fgl_dn_5: 0.9828 (0.9799) loss_giou: 0.5080 (0.5704) loss_giou_aux_0: 0.5404 (0.5967) loss_giou_aux_1: 0.5155 (0.5761) loss_giou_aux_2: 0.5084 (0.5714) loss_giou_aux_3: 0.5083 (0.5705) loss_giou_aux_4: 0.5080 (0.5704) loss_giou_dn_0: 0.5563 (0.5798) loss_giou_dn_1: 0.4440 (0.4686) loss_giou_dn_2: 0.4242 (0.4513) loss_giou_dn_3: 0.4220 (0.4467) loss_giou_dn_4: 0.4212 (0.4458) loss_giou_dn_5: 0.4213 (0.4458) loss_giou_dn_pre: 0.5552 (0.5789) loss_giou_enc_0: 0.6219 (0.6730) loss_giou_pre: 0.5375 (0.5951) loss_ddf_aux_0: 0.0547 (0.0569) loss_ddf_aux_1: 0.0082 (0.0080) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2473 (0.2521) loss_ddf_dn_1: 0.0321 (0.0333) loss_ddf_dn_2: 0.0060 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6732 (0.6671) loss_vfl_aux_0: 0.7526 (0.7413) loss_vfl_aux_1: 0.7142 (0.7158) loss_vfl_aux_2: 0.7014 (0.6961) loss_vfl_aux_3: 0.6828 (0.6775) loss_vfl_aux_4: 0.6740 (0.6692) loss_vfl_dn_0: 0.4864 (0.4908) loss_vfl_dn_1: 0.4224 (0.4269) loss_vfl_dn_2: 0.4033 (0.4118) loss_vfl_dn_3: 0.3960 (0.4030) loss_vfl_dn_4: 0.3929 (0.3999) loss_vfl_dn_5: 0.3915 (0.3994) loss_vfl_dn_pre: 0.4873 (0.4914) loss_vfl_enc_0: 0.7715 (0.7411) loss_vfl_pre: 0.7512 (0.7438) time: 0.7261 data: 0.0288 max mem: 9084 Epoch: [32] [2100/3696] eta: 0:20:08 lr: 0.000013 loss: 31.9356 (31.8681) loss_bbox: 0.1737 (0.1795) loss_bbox_aux_0: 0.1911 (0.1930) loss_bbox_aux_1: 0.1801 (0.1824) loss_bbox_aux_2: 0.1752 (0.1800) loss_bbox_aux_3: 0.1735 (0.1796) loss_bbox_aux_4: 0.1736 (0.1795) loss_bbox_dn_0: 0.2398 (0.2489) loss_bbox_dn_1: 0.1861 (0.1853) loss_bbox_dn_2: 0.1757 (0.1749) loss_bbox_dn_3: 0.1718 (0.1717) loss_bbox_dn_4: 0.1706 (0.1711) loss_bbox_dn_5: 0.1707 (0.1711) loss_bbox_dn_pre: 0.2462 (0.2544) loss_bbox_enc_0: 0.2304 (0.2301) loss_bbox_pre: 0.1897 (0.1932) loss_dfl: 0.9717 (0.9606) loss_fgl_aux_0: 1.0060 (0.9948) loss_fgl_aux_1: 0.9785 (0.9634) loss_fgl_aux_2: 0.9714 (0.9608) loss_fgl_aux_3: 0.9717 (0.9606) loss_fgl_aux_4: 0.9717 (0.9606) loss_fgl_dn_0: 1.0909 (1.0907) loss_fgl_dn_1: 0.9924 (0.9875) loss_fgl_dn_2: 0.9850 (0.9787) loss_fgl_dn_3: 0.9853 (0.9795) loss_fgl_dn_4: 0.9853 (0.9799) loss_fgl_dn_5: 0.9853 (0.9799) loss_giou: 0.5475 (0.5704) loss_giou_aux_0: 0.5863 (0.5967) loss_giou_aux_1: 0.5614 (0.5760) loss_giou_aux_2: 0.5477 (0.5713) loss_giou_aux_3: 0.5477 (0.5705) loss_giou_aux_4: 0.5475 (0.5704) loss_giou_dn_0: 0.5619 (0.5798) loss_giou_dn_1: 0.4562 (0.4686) loss_giou_dn_2: 0.4360 (0.4513) loss_giou_dn_3: 0.4306 (0.4467) loss_giou_dn_4: 0.4311 (0.4458) loss_giou_dn_5: 0.4313 (0.4458) loss_giou_dn_pre: 0.5612 (0.5789) loss_giou_enc_0: 0.6563 (0.6730) loss_giou_pre: 0.5846 (0.5951) loss_ddf_aux_0: 0.0591 (0.0570) loss_ddf_aux_1: 0.0084 (0.0081) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2552 (0.2521) loss_ddf_dn_1: 0.0343 (0.0333) loss_ddf_dn_2: 0.0080 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6816 (0.6672) loss_vfl_aux_0: 0.7710 (0.7415) loss_vfl_aux_1: 0.7289 (0.7158) loss_vfl_aux_2: 0.7032 (0.6962) loss_vfl_aux_3: 0.6863 (0.6776) loss_vfl_aux_4: 0.6826 (0.6693) loss_vfl_dn_0: 0.4921 (0.4908) loss_vfl_dn_1: 0.4263 (0.4270) loss_vfl_dn_2: 0.4088 (0.4118) loss_vfl_dn_3: 0.4012 (0.4030) loss_vfl_dn_4: 0.3987 (0.3999) loss_vfl_dn_5: 0.3962 (0.3994) loss_vfl_dn_pre: 0.4929 (0.4914) loss_vfl_enc_0: 0.7405 (0.7414) loss_vfl_pre: 0.7686 (0.7440) time: 0.8979 data: 0.0233 max mem: 9084 Epoch: [32] [2200/3696] eta: 0:18:53 lr: 0.000013 loss: 31.7364 (31.8652) loss_bbox: 0.1654 (0.1793) loss_bbox_aux_0: 0.1780 (0.1928) loss_bbox_aux_1: 0.1691 (0.1823) loss_bbox_aux_2: 0.1668 (0.1799) loss_bbox_aux_3: 0.1659 (0.1794) loss_bbox_aux_4: 0.1655 (0.1793) loss_bbox_dn_0: 0.2346 (0.2488) loss_bbox_dn_1: 0.1683 (0.1852) loss_bbox_dn_2: 0.1601 (0.1748) loss_bbox_dn_3: 0.1589 (0.1716) loss_bbox_dn_4: 0.1581 (0.1710) loss_bbox_dn_5: 0.1581 (0.1710) loss_bbox_dn_pre: 0.2399 (0.2544) loss_bbox_enc_0: 0.2085 (0.2299) loss_bbox_pre: 0.1790 (0.1930) loss_dfl: 0.9785 (0.9610) loss_fgl_aux_0: 1.0036 (0.9952) loss_fgl_aux_1: 0.9809 (0.9638) loss_fgl_aux_2: 0.9784 (0.9612) loss_fgl_aux_3: 0.9793 (0.9610) loss_fgl_aux_4: 0.9785 (0.9610) loss_fgl_dn_0: 1.0907 (1.0908) loss_fgl_dn_1: 0.9871 (0.9876) loss_fgl_dn_2: 0.9765 (0.9787) loss_fgl_dn_3: 0.9781 (0.9795) loss_fgl_dn_4: 0.9792 (0.9799) loss_fgl_dn_5: 0.9793 (0.9799) loss_giou: 0.5424 (0.5696) loss_giou_aux_0: 0.5713 (0.5959) loss_giou_aux_1: 0.5496 (0.5753) loss_giou_aux_2: 0.5446 (0.5706) loss_giou_aux_3: 0.5426 (0.5697) loss_giou_aux_4: 0.5424 (0.5696) loss_giou_dn_0: 0.5748 (0.5795) loss_giou_dn_1: 0.4660 (0.4683) loss_giou_dn_2: 0.4438 (0.4511) loss_giou_dn_3: 0.4371 (0.4464) loss_giou_dn_4: 0.4355 (0.4455) loss_giou_dn_5: 0.4355 (0.4455) loss_giou_dn_pre: 0.5739 (0.5786) loss_giou_enc_0: 0.6406 (0.6722) loss_giou_pre: 0.5716 (0.5943) loss_ddf_aux_0: 0.0521 (0.0570) loss_ddf_aux_1: 0.0075 (0.0081) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2448 (0.2524) loss_ddf_dn_1: 0.0299 (0.0334) loss_ddf_dn_2: 0.0061 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6487 (0.6676) loss_vfl_aux_0: 0.7211 (0.7419) loss_vfl_aux_1: 0.7062 (0.7164) loss_vfl_aux_2: 0.6846 (0.6968) loss_vfl_aux_3: 0.6644 (0.6780) loss_vfl_aux_4: 0.6637 (0.6697) loss_vfl_dn_0: 0.4902 (0.4909) loss_vfl_dn_1: 0.4230 (0.4269) loss_vfl_dn_2: 0.4079 (0.4117) loss_vfl_dn_3: 0.4016 (0.4030) loss_vfl_dn_4: 0.3987 (0.3999) loss_vfl_dn_5: 0.3987 (0.3994) loss_vfl_dn_pre: 0.4908 (0.4914) loss_vfl_enc_0: 0.7432 (0.7420) loss_vfl_pre: 0.7239 (0.7444) time: 0.7600 data: 0.0310 max mem: 9084 Epoch: [32] [2300/3696] eta: 0:17:37 lr: 0.000013 loss: 32.0667 (31.8629) loss_bbox: 0.1803 (0.1793) loss_bbox_aux_0: 0.1922 (0.1927) loss_bbox_aux_1: 0.1845 (0.1822) loss_bbox_aux_2: 0.1802 (0.1799) loss_bbox_aux_3: 0.1803 (0.1794) loss_bbox_aux_4: 0.1803 (0.1793) loss_bbox_dn_0: 0.2255 (0.2486) loss_bbox_dn_1: 0.1764 (0.1851) loss_bbox_dn_2: 0.1638 (0.1747) loss_bbox_dn_3: 0.1630 (0.1715) loss_bbox_dn_4: 0.1632 (0.1709) loss_bbox_dn_5: 0.1632 (0.1709) loss_bbox_dn_pre: 0.2312 (0.2542) loss_bbox_enc_0: 0.2254 (0.2298) loss_bbox_pre: 0.1932 (0.1930) loss_dfl: 0.9589 (0.9605) loss_fgl_aux_0: 0.9821 (0.9946) loss_fgl_aux_1: 0.9613 (0.9633) loss_fgl_aux_2: 0.9600 (0.9607) loss_fgl_aux_3: 0.9590 (0.9605) loss_fgl_aux_4: 0.9588 (0.9605) loss_fgl_dn_0: 1.0848 (1.0906) loss_fgl_dn_1: 0.9911 (0.9874) loss_fgl_dn_2: 0.9843 (0.9785) loss_fgl_dn_3: 0.9851 (0.9793) loss_fgl_dn_4: 0.9855 (0.9797) loss_fgl_dn_5: 0.9855 (0.9797) loss_giou: 0.6240 (0.5704) loss_giou_aux_0: 0.6510 (0.5967) loss_giou_aux_1: 0.6258 (0.5761) loss_giou_aux_2: 0.6207 (0.5713) loss_giou_aux_3: 0.6223 (0.5705) loss_giou_aux_4: 0.6242 (0.5704) loss_giou_dn_0: 0.5919 (0.5797) loss_giou_dn_1: 0.4889 (0.4685) loss_giou_dn_2: 0.4725 (0.4513) loss_giou_dn_3: 0.4695 (0.4467) loss_giou_dn_4: 0.4691 (0.4458) loss_giou_dn_5: 0.4692 (0.4458) loss_giou_dn_pre: 0.5888 (0.5788) loss_giou_enc_0: 0.7306 (0.6729) loss_giou_pre: 0.6482 (0.5951) loss_ddf_aux_0: 0.0536 (0.0569) loss_ddf_aux_1: 0.0076 (0.0081) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2376 (0.2524) loss_ddf_dn_1: 0.0310 (0.0334) loss_ddf_dn_2: 0.0065 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6469 (0.6673) loss_vfl_aux_0: 0.7156 (0.7412) loss_vfl_aux_1: 0.6818 (0.7157) loss_vfl_aux_2: 0.6676 (0.6963) loss_vfl_aux_3: 0.6540 (0.6776) loss_vfl_aux_4: 0.6493 (0.6694) loss_vfl_dn_0: 0.4858 (0.4908) loss_vfl_dn_1: 0.4232 (0.4269) loss_vfl_dn_2: 0.4116 (0.4117) loss_vfl_dn_3: 0.4040 (0.4029) loss_vfl_dn_4: 0.4011 (0.3999) loss_vfl_dn_5: 0.4005 (0.3994) loss_vfl_dn_pre: 0.4871 (0.4914) loss_vfl_enc_0: 0.7176 (0.7416) loss_vfl_pre: 0.7162 (0.7437) time: 0.7651 data: 0.0383 max mem: 9084 Epoch: [32] [2400/3696] eta: 0:16:21 lr: 0.000013 loss: 31.7958 (31.8557) loss_bbox: 0.1780 (0.1794) loss_bbox_aux_0: 0.1892 (0.1929) loss_bbox_aux_1: 0.1778 (0.1824) loss_bbox_aux_2: 0.1779 (0.1800) loss_bbox_aux_3: 0.1777 (0.1795) loss_bbox_aux_4: 0.1778 (0.1794) loss_bbox_dn_0: 0.2362 (0.2487) loss_bbox_dn_1: 0.1734 (0.1853) loss_bbox_dn_2: 0.1683 (0.1748) loss_bbox_dn_3: 0.1638 (0.1716) loss_bbox_dn_4: 0.1623 (0.1710) loss_bbox_dn_5: 0.1623 (0.1710) loss_bbox_dn_pre: 0.2430 (0.2543) loss_bbox_enc_0: 0.2308 (0.2299) loss_bbox_pre: 0.1904 (0.1931) loss_dfl: 0.9660 (0.9604) loss_fgl_aux_0: 0.9920 (0.9946) loss_fgl_aux_1: 0.9666 (0.9633) loss_fgl_aux_2: 0.9675 (0.9606) loss_fgl_aux_3: 0.9662 (0.9605) loss_fgl_aux_4: 0.9658 (0.9605) loss_fgl_dn_0: 1.0833 (1.0906) loss_fgl_dn_1: 0.9737 (0.9873) loss_fgl_dn_2: 0.9671 (0.9784) loss_fgl_dn_3: 0.9694 (0.9792) loss_fgl_dn_4: 0.9705 (0.9796) loss_fgl_dn_5: 0.9705 (0.9796) loss_giou: 0.5528 (0.5700) loss_giou_aux_0: 0.5733 (0.5963) loss_giou_aux_1: 0.5544 (0.5757) loss_giou_aux_2: 0.5501 (0.5709) loss_giou_aux_3: 0.5527 (0.5701) loss_giou_aux_4: 0.5530 (0.5700) loss_giou_dn_0: 0.5812 (0.5794) loss_giou_dn_1: 0.4683 (0.4683) loss_giou_dn_2: 0.4552 (0.4511) loss_giou_dn_3: 0.4500 (0.4465) loss_giou_dn_4: 0.4495 (0.4456) loss_giou_dn_5: 0.4493 (0.4456) loss_giou_dn_pre: 0.5802 (0.5785) loss_giou_enc_0: 0.6503 (0.6724) loss_giou_pre: 0.5697 (0.5946) loss_ddf_aux_0: 0.0524 (0.0568) loss_ddf_aux_1: 0.0076 (0.0080) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2455 (0.2524) loss_ddf_dn_1: 0.0326 (0.0334) loss_ddf_dn_2: 0.0066 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6560 (0.6670) loss_vfl_aux_0: 0.7273 (0.7409) loss_vfl_aux_1: 0.6915 (0.7155) loss_vfl_aux_2: 0.6848 (0.6960) loss_vfl_aux_3: 0.6648 (0.6774) loss_vfl_aux_4: 0.6606 (0.6690) loss_vfl_dn_0: 0.4850 (0.4907) loss_vfl_dn_1: 0.4235 (0.4267) loss_vfl_dn_2: 0.4113 (0.4115) loss_vfl_dn_3: 0.4006 (0.4028) loss_vfl_dn_4: 0.3968 (0.3997) loss_vfl_dn_5: 0.3966 (0.3992) loss_vfl_dn_pre: 0.4856 (0.4913) loss_vfl_enc_0: 0.7450 (0.7415) loss_vfl_pre: 0.7334 (0.7433) time: 0.7247 data: 0.0273 max mem: 9084 Epoch: [32] [2500/3696] eta: 0:15:07 lr: 0.000013 loss: 31.7267 (31.8628) loss_bbox: 0.1865 (0.1797) loss_bbox_aux_0: 0.1994 (0.1931) loss_bbox_aux_1: 0.1896 (0.1827) loss_bbox_aux_2: 0.1871 (0.1803) loss_bbox_aux_3: 0.1866 (0.1798) loss_bbox_aux_4: 0.1863 (0.1797) loss_bbox_dn_0: 0.2559 (0.2488) loss_bbox_dn_1: 0.1870 (0.1854) loss_bbox_dn_2: 0.1771 (0.1750) loss_bbox_dn_3: 0.1751 (0.1718) loss_bbox_dn_4: 0.1752 (0.1712) loss_bbox_dn_5: 0.1752 (0.1712) loss_bbox_dn_pre: 0.2665 (0.2544) loss_bbox_enc_0: 0.2359 (0.2301) loss_bbox_pre: 0.2001 (0.1934) loss_dfl: 0.9522 (0.9605) loss_fgl_aux_0: 0.9872 (0.9947) loss_fgl_aux_1: 0.9545 (0.9633) loss_fgl_aux_2: 0.9523 (0.9607) loss_fgl_aux_3: 0.9527 (0.9606) loss_fgl_aux_4: 0.9521 (0.9605) loss_fgl_dn_0: 1.0770 (1.0905) loss_fgl_dn_1: 0.9874 (0.9874) loss_fgl_dn_2: 0.9748 (0.9785) loss_fgl_dn_3: 0.9754 (0.9793) loss_fgl_dn_4: 0.9757 (0.9797) loss_fgl_dn_5: 0.9757 (0.9797) loss_giou: 0.5744 (0.5701) loss_giou_aux_0: 0.6052 (0.5963) loss_giou_aux_1: 0.5809 (0.5757) loss_giou_aux_2: 0.5776 (0.5710) loss_giou_aux_3: 0.5749 (0.5702) loss_giou_aux_4: 0.5740 (0.5701) loss_giou_dn_0: 0.5813 (0.5795) loss_giou_dn_1: 0.4718 (0.4685) loss_giou_dn_2: 0.4533 (0.4513) loss_giou_dn_3: 0.4497 (0.4467) loss_giou_dn_4: 0.4493 (0.4458) loss_giou_dn_5: 0.4493 (0.4458) loss_giou_dn_pre: 0.5803 (0.5786) loss_giou_enc_0: 0.6731 (0.6724) loss_giou_pre: 0.6060 (0.5947) loss_ddf_aux_0: 0.0525 (0.0568) loss_ddf_aux_1: 0.0072 (0.0080) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2472 (0.2523) loss_ddf_dn_1: 0.0303 (0.0333) loss_ddf_dn_2: 0.0063 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6774 (0.6673) loss_vfl_aux_0: 0.7388 (0.7408) loss_vfl_aux_1: 0.7175 (0.7158) loss_vfl_aux_2: 0.7058 (0.6962) loss_vfl_aux_3: 0.6916 (0.6778) loss_vfl_aux_4: 0.6869 (0.6693) loss_vfl_dn_0: 0.4897 (0.4907) loss_vfl_dn_1: 0.4238 (0.4267) loss_vfl_dn_2: 0.4128 (0.4116) loss_vfl_dn_3: 0.4063 (0.4028) loss_vfl_dn_4: 0.4021 (0.3997) loss_vfl_dn_5: 0.4014 (0.3992) loss_vfl_dn_pre: 0.4902 (0.4912) loss_vfl_enc_0: 0.7537 (0.7417) loss_vfl_pre: 0.7432 (0.7432) time: 0.7605 data: 0.0289 max mem: 9084 Epoch: [32] [2600/3696] eta: 0:13:51 lr: 0.000013 loss: 31.5376 (31.8608) loss_bbox: 0.1759 (0.1797) loss_bbox_aux_0: 0.1924 (0.1931) loss_bbox_aux_1: 0.1804 (0.1826) loss_bbox_aux_2: 0.1757 (0.1802) loss_bbox_aux_3: 0.1754 (0.1798) loss_bbox_aux_4: 0.1757 (0.1797) loss_bbox_dn_0: 0.2469 (0.2489) loss_bbox_dn_1: 0.1800 (0.1856) loss_bbox_dn_2: 0.1681 (0.1752) loss_bbox_dn_3: 0.1660 (0.1720) loss_bbox_dn_4: 0.1657 (0.1713) loss_bbox_dn_5: 0.1656 (0.1713) loss_bbox_dn_pre: 0.2518 (0.2545) loss_bbox_enc_0: 0.2261 (0.2301) loss_bbox_pre: 0.1903 (0.1934) loss_dfl: 0.9545 (0.9605) loss_fgl_aux_0: 0.9958 (0.9946) loss_fgl_aux_1: 0.9552 (0.9633) loss_fgl_aux_2: 0.9539 (0.9606) loss_fgl_aux_3: 0.9546 (0.9605) loss_fgl_aux_4: 0.9544 (0.9605) loss_fgl_dn_0: 1.0846 (1.0905) loss_fgl_dn_1: 0.9780 (0.9873) loss_fgl_dn_2: 0.9693 (0.9784) loss_fgl_dn_3: 0.9700 (0.9792) loss_fgl_dn_4: 0.9706 (0.9796) loss_fgl_dn_5: 0.9707 (0.9796) loss_giou: 0.5346 (0.5698) loss_giou_aux_0: 0.5640 (0.5960) loss_giou_aux_1: 0.5430 (0.5754) loss_giou_aux_2: 0.5358 (0.5707) loss_giou_aux_3: 0.5349 (0.5699) loss_giou_aux_4: 0.5343 (0.5698) loss_giou_dn_0: 0.5517 (0.5793) loss_giou_dn_1: 0.4323 (0.4684) loss_giou_dn_2: 0.4147 (0.4512) loss_giou_dn_3: 0.4124 (0.4466) loss_giou_dn_4: 0.4111 (0.4457) loss_giou_dn_5: 0.4111 (0.4457) loss_giou_dn_pre: 0.5508 (0.5784) loss_giou_enc_0: 0.6480 (0.6720) loss_giou_pre: 0.5634 (0.5944) loss_ddf_aux_0: 0.0528 (0.0567) loss_ddf_aux_1: 0.0073 (0.0080) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2455 (0.2521) loss_ddf_dn_1: 0.0349 (0.0333) loss_ddf_dn_2: 0.0074 (0.0069) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6512 (0.6676) loss_vfl_aux_0: 0.7434 (0.7409) loss_vfl_aux_1: 0.6992 (0.7161) loss_vfl_aux_2: 0.6818 (0.6965) loss_vfl_aux_3: 0.6565 (0.6781) loss_vfl_aux_4: 0.6477 (0.6697) loss_vfl_dn_0: 0.4882 (0.4907) loss_vfl_dn_1: 0.4273 (0.4267) loss_vfl_dn_2: 0.4092 (0.4115) loss_vfl_dn_3: 0.4005 (0.4028) loss_vfl_dn_4: 0.3952 (0.3997) loss_vfl_dn_5: 0.3932 (0.3992) loss_vfl_dn_pre: 0.4854 (0.4913) loss_vfl_enc_0: 0.7405 (0.7420) loss_vfl_pre: 0.7520 (0.7433) time: 0.7787 data: 0.0288 max mem: 9084 Epoch: [32] [2700/3696] eta: 0:12:35 lr: 0.000013 loss: 31.9940 (31.8562) loss_bbox: 0.1795 (0.1795) loss_bbox_aux_0: 0.1900 (0.1929) loss_bbox_aux_1: 0.1830 (0.1825) loss_bbox_aux_2: 0.1795 (0.1801) loss_bbox_aux_3: 0.1799 (0.1796) loss_bbox_aux_4: 0.1794 (0.1796) loss_bbox_dn_0: 0.2429 (0.2486) loss_bbox_dn_1: 0.1844 (0.1854) loss_bbox_dn_2: 0.1732 (0.1750) loss_bbox_dn_3: 0.1668 (0.1718) loss_bbox_dn_4: 0.1654 (0.1711) loss_bbox_dn_5: 0.1655 (0.1711) loss_bbox_dn_pre: 0.2488 (0.2542) loss_bbox_enc_0: 0.2238 (0.2299) loss_bbox_pre: 0.1903 (0.1932) loss_dfl: 0.9639 (0.9605) loss_fgl_aux_0: 0.9933 (0.9946) loss_fgl_aux_1: 0.9681 (0.9633) loss_fgl_aux_2: 0.9640 (0.9607) loss_fgl_aux_3: 0.9641 (0.9606) loss_fgl_aux_4: 0.9637 (0.9605) loss_fgl_dn_0: 1.0917 (1.0905) loss_fgl_dn_1: 0.9870 (0.9873) loss_fgl_dn_2: 0.9774 (0.9784) loss_fgl_dn_3: 0.9784 (0.9792) loss_fgl_dn_4: 0.9782 (0.9796) loss_fgl_dn_5: 0.9783 (0.9796) loss_giou: 0.5203 (0.5698) loss_giou_aux_0: 0.5359 (0.5960) loss_giou_aux_1: 0.5229 (0.5754) loss_giou_aux_2: 0.5228 (0.5707) loss_giou_aux_3: 0.5211 (0.5699) loss_giou_aux_4: 0.5204 (0.5698) loss_giou_dn_0: 0.5623 (0.5792) loss_giou_dn_1: 0.4526 (0.4683) loss_giou_dn_2: 0.4341 (0.4512) loss_giou_dn_3: 0.4251 (0.4466) loss_giou_dn_4: 0.4245 (0.4457) loss_giou_dn_5: 0.4245 (0.4457) loss_giou_dn_pre: 0.5615 (0.5783) loss_giou_enc_0: 0.6217 (0.6720) loss_giou_pre: 0.5348 (0.5943) loss_ddf_aux_0: 0.0534 (0.0566) loss_ddf_aux_1: 0.0073 (0.0080) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2546 (0.2521) loss_ddf_dn_1: 0.0306 (0.0333) loss_ddf_dn_2: 0.0057 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6561 (0.6675) loss_vfl_aux_0: 0.7303 (0.7407) loss_vfl_aux_1: 0.7137 (0.7160) loss_vfl_aux_2: 0.6874 (0.6964) loss_vfl_aux_3: 0.6660 (0.6781) loss_vfl_aux_4: 0.6566 (0.6696) loss_vfl_dn_0: 0.4895 (0.4906) loss_vfl_dn_1: 0.4244 (0.4266) loss_vfl_dn_2: 0.4076 (0.4114) loss_vfl_dn_3: 0.4030 (0.4027) loss_vfl_dn_4: 0.3983 (0.3997) loss_vfl_dn_5: 0.3979 (0.3992) loss_vfl_dn_pre: 0.4897 (0.4912) loss_vfl_enc_0: 0.7543 (0.7418) loss_vfl_pre: 0.7291 (0.7431) time: 0.7534 data: 0.0226 max mem: 9084 Epoch: [32] [2800/3696] eta: 0:11:19 lr: 0.000013 loss: 31.9203 (31.8529) loss_bbox: 0.1776 (0.1795) loss_bbox_aux_0: 0.1887 (0.1929) loss_bbox_aux_1: 0.1793 (0.1824) loss_bbox_aux_2: 0.1758 (0.1801) loss_bbox_aux_3: 0.1779 (0.1796) loss_bbox_aux_4: 0.1775 (0.1795) loss_bbox_dn_0: 0.2451 (0.2486) loss_bbox_dn_1: 0.1785 (0.1853) loss_bbox_dn_2: 0.1678 (0.1749) loss_bbox_dn_3: 0.1686 (0.1717) loss_bbox_dn_4: 0.1681 (0.1711) loss_bbox_dn_5: 0.1682 (0.1711) loss_bbox_dn_pre: 0.2527 (0.2541) loss_bbox_enc_0: 0.2230 (0.2299) loss_bbox_pre: 0.1900 (0.1932) loss_dfl: 0.9541 (0.9605) loss_fgl_aux_0: 0.9874 (0.9945) loss_fgl_aux_1: 0.9549 (0.9633) loss_fgl_aux_2: 0.9541 (0.9607) loss_fgl_aux_3: 0.9540 (0.9605) loss_fgl_aux_4: 0.9542 (0.9605) loss_fgl_dn_0: 1.0943 (1.0904) loss_fgl_dn_1: 0.9796 (0.9872) loss_fgl_dn_2: 0.9710 (0.9783) loss_fgl_dn_3: 0.9722 (0.9791) loss_fgl_dn_4: 0.9728 (0.9795) loss_fgl_dn_5: 0.9728 (0.9795) loss_giou: 0.5828 (0.5699) loss_giou_aux_0: 0.6010 (0.5960) loss_giou_aux_1: 0.5880 (0.5754) loss_giou_aux_2: 0.5833 (0.5708) loss_giou_aux_3: 0.5830 (0.5699) loss_giou_aux_4: 0.5827 (0.5698) loss_giou_dn_0: 0.5858 (0.5792) loss_giou_dn_1: 0.4690 (0.4683) loss_giou_dn_2: 0.4544 (0.4512) loss_giou_dn_3: 0.4528 (0.4466) loss_giou_dn_4: 0.4517 (0.4457) loss_giou_dn_5: 0.4516 (0.4457) loss_giou_dn_pre: 0.5860 (0.5783) loss_giou_enc_0: 0.6724 (0.6720) loss_giou_pre: 0.6030 (0.5944) loss_ddf_aux_0: 0.0536 (0.0564) loss_ddf_aux_1: 0.0074 (0.0080) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2586 (0.2521) loss_ddf_dn_1: 0.0332 (0.0332) loss_ddf_dn_2: 0.0068 (0.0069) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6573 (0.6674) loss_vfl_aux_0: 0.7194 (0.7403) loss_vfl_aux_1: 0.7087 (0.7158) loss_vfl_aux_2: 0.6921 (0.6962) loss_vfl_aux_3: 0.6659 (0.6780) loss_vfl_aux_4: 0.6553 (0.6695) loss_vfl_dn_0: 0.4860 (0.4906) loss_vfl_dn_1: 0.4241 (0.4266) loss_vfl_dn_2: 0.4105 (0.4114) loss_vfl_dn_3: 0.4023 (0.4027) loss_vfl_dn_4: 0.3965 (0.3996) loss_vfl_dn_5: 0.3974 (0.3991) loss_vfl_dn_pre: 0.4870 (0.4912) loss_vfl_enc_0: 0.7241 (0.7417) loss_vfl_pre: 0.7200 (0.7428) time: 0.7523 data: 0.0309 max mem: 9084 Epoch: [32] [2900/3696] eta: 0:10:03 lr: 0.000013 loss: 32.8637 (31.8529) loss_bbox: 0.1756 (0.1793) loss_bbox_aux_0: 0.1986 (0.1927) loss_bbox_aux_1: 0.1840 (0.1822) loss_bbox_aux_2: 0.1770 (0.1799) loss_bbox_aux_3: 0.1757 (0.1794) loss_bbox_aux_4: 0.1754 (0.1793) loss_bbox_dn_0: 0.2552 (0.2484) loss_bbox_dn_1: 0.1927 (0.1852) loss_bbox_dn_2: 0.1810 (0.1748) loss_bbox_dn_3: 0.1770 (0.1716) loss_bbox_dn_4: 0.1763 (0.1710) loss_bbox_dn_5: 0.1763 (0.1710) loss_bbox_dn_pre: 0.2627 (0.2539) loss_bbox_enc_0: 0.2237 (0.2296) loss_bbox_pre: 0.1976 (0.1929) loss_dfl: 0.9549 (0.9604) loss_fgl_aux_0: 0.9939 (0.9944) loss_fgl_aux_1: 0.9569 (0.9632) loss_fgl_aux_2: 0.9545 (0.9606) loss_fgl_aux_3: 0.9552 (0.9605) loss_fgl_aux_4: 0.9550 (0.9604) loss_fgl_dn_0: 1.0852 (1.0904) loss_fgl_dn_1: 0.9935 (0.9872) loss_fgl_dn_2: 0.9880 (0.9784) loss_fgl_dn_3: 0.9894 (0.9792) loss_fgl_dn_4: 0.9895 (0.9796) loss_fgl_dn_5: 0.9895 (0.9796) loss_giou: 0.6097 (0.5699) loss_giou_aux_0: 0.6340 (0.5960) loss_giou_aux_1: 0.6167 (0.5755) loss_giou_aux_2: 0.6101 (0.5708) loss_giou_aux_3: 0.6079 (0.5699) loss_giou_aux_4: 0.6080 (0.5699) loss_giou_dn_0: 0.6035 (0.5793) loss_giou_dn_1: 0.4925 (0.4684) loss_giou_dn_2: 0.4736 (0.4513) loss_giou_dn_3: 0.4679 (0.4467) loss_giou_dn_4: 0.4683 (0.4458) loss_giou_dn_5: 0.4684 (0.4458) loss_giou_dn_pre: 0.6014 (0.5784) loss_giou_enc_0: 0.6931 (0.6719) loss_giou_pre: 0.6316 (0.5944) loss_ddf_aux_0: 0.0547 (0.0564) loss_ddf_aux_1: 0.0073 (0.0079) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2373 (0.2522) loss_ddf_dn_1: 0.0313 (0.0332) loss_ddf_dn_2: 0.0072 (0.0069) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6838 (0.6678) loss_vfl_aux_0: 0.7423 (0.7403) loss_vfl_aux_1: 0.7260 (0.7160) loss_vfl_aux_2: 0.7148 (0.6964) loss_vfl_aux_3: 0.6989 (0.6783) loss_vfl_aux_4: 0.6838 (0.6698) loss_vfl_dn_0: 0.4967 (0.4906) loss_vfl_dn_1: 0.4349 (0.4266) loss_vfl_dn_2: 0.4188 (0.4114) loss_vfl_dn_3: 0.4124 (0.4027) loss_vfl_dn_4: 0.4094 (0.3996) loss_vfl_dn_5: 0.4095 (0.3991) loss_vfl_dn_pre: 0.4987 (0.4912) loss_vfl_enc_0: 0.7579 (0.7418) loss_vfl_pre: 0.7424 (0.7428) time: 0.7517 data: 0.0314 max mem: 9084 Epoch: [32] [3000/3696] eta: 0:08:47 lr: 0.000013 loss: 32.0976 (31.8530) loss_bbox: 0.1788 (0.1793) loss_bbox_aux_0: 0.2004 (0.1927) loss_bbox_aux_1: 0.1847 (0.1822) loss_bbox_aux_2: 0.1781 (0.1799) loss_bbox_aux_3: 0.1783 (0.1794) loss_bbox_aux_4: 0.1787 (0.1793) loss_bbox_dn_0: 0.2503 (0.2484) loss_bbox_dn_1: 0.1882 (0.1852) loss_bbox_dn_2: 0.1753 (0.1748) loss_bbox_dn_3: 0.1743 (0.1716) loss_bbox_dn_4: 0.1738 (0.1710) loss_bbox_dn_5: 0.1738 (0.1710) loss_bbox_dn_pre: 0.2539 (0.2539) loss_bbox_enc_0: 0.2309 (0.2295) loss_bbox_pre: 0.1998 (0.1929) loss_dfl: 0.9611 (0.9605) loss_fgl_aux_0: 0.9943 (0.9945) loss_fgl_aux_1: 0.9625 (0.9633) loss_fgl_aux_2: 0.9607 (0.9607) loss_fgl_aux_3: 0.9610 (0.9605) loss_fgl_aux_4: 0.9611 (0.9605) loss_fgl_dn_0: 1.0986 (1.0904) loss_fgl_dn_1: 0.9892 (0.9871) loss_fgl_dn_2: 0.9815 (0.9783) loss_fgl_dn_3: 0.9828 (0.9791) loss_fgl_dn_4: 0.9834 (0.9795) loss_fgl_dn_5: 0.9836 (0.9795) loss_giou: 0.5690 (0.5698) loss_giou_aux_0: 0.5956 (0.5959) loss_giou_aux_1: 0.5735 (0.5753) loss_giou_aux_2: 0.5672 (0.5707) loss_giou_aux_3: 0.5684 (0.5698) loss_giou_aux_4: 0.5691 (0.5697) loss_giou_dn_0: 0.5681 (0.5792) loss_giou_dn_1: 0.4695 (0.4684) loss_giou_dn_2: 0.4487 (0.4512) loss_giou_dn_3: 0.4428 (0.4467) loss_giou_dn_4: 0.4413 (0.4458) loss_giou_dn_5: 0.4412 (0.4458) loss_giou_dn_pre: 0.5663 (0.5783) loss_giou_enc_0: 0.6658 (0.6718) loss_giou_pre: 0.5952 (0.5943) loss_ddf_aux_0: 0.0581 (0.0564) loss_ddf_aux_1: 0.0076 (0.0079) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2495 (0.2521) loss_ddf_dn_1: 0.0300 (0.0332) loss_ddf_dn_2: 0.0057 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6904 (0.6680) loss_vfl_aux_0: 0.7533 (0.7405) loss_vfl_aux_1: 0.7307 (0.7161) loss_vfl_aux_2: 0.7137 (0.6966) loss_vfl_aux_3: 0.7061 (0.6786) loss_vfl_aux_4: 0.6858 (0.6700) loss_vfl_dn_0: 0.4965 (0.4906) loss_vfl_dn_1: 0.4319 (0.4265) loss_vfl_dn_2: 0.4193 (0.4113) loss_vfl_dn_3: 0.4128 (0.4026) loss_vfl_dn_4: 0.4099 (0.3996) loss_vfl_dn_5: 0.4077 (0.3991) loss_vfl_dn_pre: 0.4963 (0.4912) loss_vfl_enc_0: 0.7583 (0.7421) loss_vfl_pre: 0.7571 (0.7429) time: 0.7552 data: 0.0324 max mem: 9084 Epoch: [32] [3100/3696] eta: 0:07:31 lr: 0.000013 loss: 31.7804 (31.8483) loss_bbox: 0.1751 (0.1792) loss_bbox_aux_0: 0.1938 (0.1926) loss_bbox_aux_1: 0.1779 (0.1821) loss_bbox_aux_2: 0.1765 (0.1798) loss_bbox_aux_3: 0.1758 (0.1793) loss_bbox_aux_4: 0.1752 (0.1793) loss_bbox_dn_0: 0.2234 (0.2482) loss_bbox_dn_1: 0.1624 (0.1851) loss_bbox_dn_2: 0.1540 (0.1747) loss_bbox_dn_3: 0.1531 (0.1715) loss_bbox_dn_4: 0.1531 (0.1709) loss_bbox_dn_5: 0.1531 (0.1709) loss_bbox_dn_pre: 0.2271 (0.2538) loss_bbox_enc_0: 0.2199 (0.2295) loss_bbox_pre: 0.1914 (0.1929) loss_dfl: 0.9546 (0.9606) loss_fgl_aux_0: 0.9892 (0.9946) loss_fgl_aux_1: 0.9553 (0.9634) loss_fgl_aux_2: 0.9551 (0.9608) loss_fgl_aux_3: 0.9550 (0.9607) loss_fgl_aux_4: 0.9546 (0.9606) loss_fgl_dn_0: 1.0844 (1.0904) loss_fgl_dn_1: 0.9815 (0.9871) loss_fgl_dn_2: 0.9722 (0.9783) loss_fgl_dn_3: 0.9712 (0.9791) loss_fgl_dn_4: 0.9719 (0.9795) loss_fgl_dn_5: 0.9719 (0.9795) loss_giou: 0.5754 (0.5696) loss_giou_aux_0: 0.5970 (0.5958) loss_giou_aux_1: 0.5801 (0.5752) loss_giou_aux_2: 0.5755 (0.5705) loss_giou_aux_3: 0.5753 (0.5697) loss_giou_aux_4: 0.5754 (0.5696) loss_giou_dn_0: 0.5732 (0.5791) loss_giou_dn_1: 0.4688 (0.4682) loss_giou_dn_2: 0.4520 (0.4511) loss_giou_dn_3: 0.4473 (0.4465) loss_giou_dn_4: 0.4450 (0.4456) loss_giou_dn_5: 0.4447 (0.4456) loss_giou_dn_pre: 0.5754 (0.5782) loss_giou_enc_0: 0.6797 (0.6717) loss_giou_pre: 0.5962 (0.5941) loss_ddf_aux_0: 0.0534 (0.0563) loss_ddf_aux_1: 0.0071 (0.0079) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2558 (0.2522) loss_ddf_dn_1: 0.0322 (0.0332) loss_ddf_dn_2: 0.0064 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6508 (0.6681) loss_vfl_aux_0: 0.7198 (0.7402) loss_vfl_aux_1: 0.7244 (0.7159) loss_vfl_aux_2: 0.6854 (0.6965) loss_vfl_aux_3: 0.6757 (0.6785) loss_vfl_aux_4: 0.6544 (0.6700) loss_vfl_dn_0: 0.4894 (0.4905) loss_vfl_dn_1: 0.4253 (0.4264) loss_vfl_dn_2: 0.4120 (0.4112) loss_vfl_dn_3: 0.4044 (0.4025) loss_vfl_dn_4: 0.4016 (0.3995) loss_vfl_dn_5: 0.4015 (0.3990) loss_vfl_dn_pre: 0.4917 (0.4911) loss_vfl_enc_0: 0.7099 (0.7419) loss_vfl_pre: 0.7204 (0.7427) time: 0.7383 data: 0.0256 max mem: 9084 Epoch: [32] [3200/3696] eta: 0:06:15 lr: 0.000013 loss: 31.7656 (31.8471) loss_bbox: 0.1817 (0.1792) loss_bbox_aux_0: 0.1947 (0.1926) loss_bbox_aux_1: 0.1830 (0.1821) loss_bbox_aux_2: 0.1799 (0.1798) loss_bbox_aux_3: 0.1810 (0.1793) loss_bbox_aux_4: 0.1817 (0.1793) loss_bbox_dn_0: 0.2454 (0.2485) loss_bbox_dn_1: 0.1886 (0.1853) loss_bbox_dn_2: 0.1729 (0.1749) loss_bbox_dn_3: 0.1677 (0.1717) loss_bbox_dn_4: 0.1675 (0.1711) loss_bbox_dn_5: 0.1676 (0.1711) loss_bbox_dn_pre: 0.2552 (0.2540) loss_bbox_enc_0: 0.2329 (0.2296) loss_bbox_pre: 0.1961 (0.1929) loss_dfl: 0.9694 (0.9606) loss_fgl_aux_0: 1.0000 (0.9946) loss_fgl_aux_1: 0.9702 (0.9634) loss_fgl_aux_2: 0.9678 (0.9608) loss_fgl_aux_3: 0.9693 (0.9606) loss_fgl_aux_4: 0.9695 (0.9606) loss_fgl_dn_0: 1.0887 (1.0905) loss_fgl_dn_1: 0.9765 (0.9871) loss_fgl_dn_2: 0.9673 (0.9783) loss_fgl_dn_3: 0.9684 (0.9790) loss_fgl_dn_4: 0.9683 (0.9794) loss_fgl_dn_5: 0.9683 (0.9795) loss_giou: 0.5225 (0.5693) loss_giou_aux_0: 0.5537 (0.5955) loss_giou_aux_1: 0.5277 (0.5749) loss_giou_aux_2: 0.5211 (0.5702) loss_giou_aux_3: 0.5218 (0.5694) loss_giou_aux_4: 0.5225 (0.5693) loss_giou_dn_0: 0.5744 (0.5789) loss_giou_dn_1: 0.4547 (0.4680) loss_giou_dn_2: 0.4374 (0.4509) loss_giou_dn_3: 0.4339 (0.4463) loss_giou_dn_4: 0.4343 (0.4454) loss_giou_dn_5: 0.4342 (0.4454) loss_giou_dn_pre: 0.5726 (0.5780) loss_giou_enc_0: 0.6327 (0.6714) loss_giou_pre: 0.5488 (0.5938) loss_ddf_aux_0: 0.0513 (0.0564) loss_ddf_aux_1: 0.0070 (0.0079) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2364 (0.2525) loss_ddf_dn_1: 0.0289 (0.0333) loss_ddf_dn_2: 0.0066 (0.0069) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6834 (0.6682) loss_vfl_aux_0: 0.7498 (0.7404) loss_vfl_aux_1: 0.7271 (0.7162) loss_vfl_aux_2: 0.7051 (0.6967) loss_vfl_aux_3: 0.6843 (0.6786) loss_vfl_aux_4: 0.6813 (0.6701) loss_vfl_dn_0: 0.4854 (0.4905) loss_vfl_dn_1: 0.4210 (0.4264) loss_vfl_dn_2: 0.4067 (0.4112) loss_vfl_dn_3: 0.3954 (0.4025) loss_vfl_dn_4: 0.3937 (0.3994) loss_vfl_dn_5: 0.3933 (0.3989) loss_vfl_dn_pre: 0.4852 (0.4911) loss_vfl_enc_0: 0.7448 (0.7421) loss_vfl_pre: 0.7550 (0.7429) time: 0.7508 data: 0.0300 max mem: 9084 Epoch: [32] [3300/3696] eta: 0:05:00 lr: 0.000013 loss: 32.1147 (31.8446) loss_bbox: 0.1834 (0.1791) loss_bbox_aux_0: 0.1934 (0.1925) loss_bbox_aux_1: 0.1851 (0.1820) loss_bbox_aux_2: 0.1842 (0.1797) loss_bbox_aux_3: 0.1834 (0.1792) loss_bbox_aux_4: 0.1833 (0.1791) loss_bbox_dn_0: 0.2446 (0.2483) loss_bbox_dn_1: 0.1758 (0.1851) loss_bbox_dn_2: 0.1666 (0.1747) loss_bbox_dn_3: 0.1639 (0.1715) loss_bbox_dn_4: 0.1636 (0.1709) loss_bbox_dn_5: 0.1635 (0.1709) loss_bbox_dn_pre: 0.2479 (0.2538) loss_bbox_enc_0: 0.2296 (0.2294) loss_bbox_pre: 0.1919 (0.1927) loss_dfl: 0.9570 (0.9607) loss_fgl_aux_0: 0.9911 (0.9946) loss_fgl_aux_1: 0.9593 (0.9635) loss_fgl_aux_2: 0.9565 (0.9609) loss_fgl_aux_3: 0.9569 (0.9607) loss_fgl_aux_4: 0.9570 (0.9607) loss_fgl_dn_0: 1.0854 (1.0905) loss_fgl_dn_1: 0.9787 (0.9871) loss_fgl_dn_2: 0.9688 (0.9782) loss_fgl_dn_3: 0.9708 (0.9790) loss_fgl_dn_4: 0.9715 (0.9794) loss_fgl_dn_5: 0.9715 (0.9794) loss_giou: 0.5999 (0.5694) loss_giou_aux_0: 0.6286 (0.5955) loss_giou_aux_1: 0.6048 (0.5749) loss_giou_aux_2: 0.5997 (0.5702) loss_giou_aux_3: 0.6012 (0.5694) loss_giou_aux_4: 0.6000 (0.5693) loss_giou_dn_0: 0.5903 (0.5790) loss_giou_dn_1: 0.4811 (0.4680) loss_giou_dn_2: 0.4619 (0.4509) loss_giou_dn_3: 0.4567 (0.4463) loss_giou_dn_4: 0.4562 (0.4454) loss_giou_dn_5: 0.4562 (0.4454) loss_giou_dn_pre: 0.5932 (0.5781) loss_giou_enc_0: 0.6996 (0.6714) loss_giou_pre: 0.6261 (0.5938) loss_ddf_aux_0: 0.0516 (0.0563) loss_ddf_aux_1: 0.0069 (0.0079) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2476 (0.2526) loss_ddf_dn_1: 0.0331 (0.0333) loss_ddf_dn_2: 0.0064 (0.0069) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6561 (0.6681) loss_vfl_aux_0: 0.7132 (0.7403) loss_vfl_aux_1: 0.7156 (0.7162) loss_vfl_aux_2: 0.6919 (0.6966) loss_vfl_aux_3: 0.6644 (0.6785) loss_vfl_aux_4: 0.6517 (0.6700) loss_vfl_dn_0: 0.4867 (0.4905) loss_vfl_dn_1: 0.4217 (0.4263) loss_vfl_dn_2: 0.4043 (0.4111) loss_vfl_dn_3: 0.3975 (0.4025) loss_vfl_dn_4: 0.3969 (0.3994) loss_vfl_dn_5: 0.3968 (0.3989) loss_vfl_dn_pre: 0.4879 (0.4910) loss_vfl_enc_0: 0.7135 (0.7418) loss_vfl_pre: 0.7133 (0.7428) time: 0.7369 data: 0.0293 max mem: 9084 Epoch: [32] [3400/3696] eta: 0:03:44 lr: 0.000013 loss: 31.8813 (31.8519) loss_bbox: 0.1613 (0.1792) loss_bbox_aux_0: 0.1787 (0.1925) loss_bbox_aux_1: 0.1648 (0.1821) loss_bbox_aux_2: 0.1626 (0.1798) loss_bbox_aux_3: 0.1613 (0.1793) loss_bbox_aux_4: 0.1614 (0.1792) loss_bbox_dn_0: 0.2507 (0.2483) loss_bbox_dn_1: 0.1905 (0.1852) loss_bbox_dn_2: 0.1813 (0.1748) loss_bbox_dn_3: 0.1744 (0.1716) loss_bbox_dn_4: 0.1713 (0.1710) loss_bbox_dn_5: 0.1713 (0.1709) loss_bbox_dn_pre: 0.2562 (0.2539) loss_bbox_enc_0: 0.2138 (0.2295) loss_bbox_pre: 0.1785 (0.1928) loss_dfl: 0.9587 (0.9607) loss_fgl_aux_0: 0.9936 (0.9946) loss_fgl_aux_1: 0.9621 (0.9635) loss_fgl_aux_2: 0.9586 (0.9608) loss_fgl_aux_3: 0.9584 (0.9607) loss_fgl_aux_4: 0.9586 (0.9607) loss_fgl_dn_0: 1.0928 (1.0905) loss_fgl_dn_1: 0.9811 (0.9870) loss_fgl_dn_2: 0.9694 (0.9782) loss_fgl_dn_3: 0.9699 (0.9790) loss_fgl_dn_4: 0.9700 (0.9794) loss_fgl_dn_5: 0.9700 (0.9794) loss_giou: 0.5678 (0.5697) loss_giou_aux_0: 0.6064 (0.5958) loss_giou_aux_1: 0.5749 (0.5752) loss_giou_aux_2: 0.5694 (0.5705) loss_giou_aux_3: 0.5669 (0.5697) loss_giou_aux_4: 0.5673 (0.5696) loss_giou_dn_0: 0.5801 (0.5794) loss_giou_dn_1: 0.4612 (0.4684) loss_giou_dn_2: 0.4411 (0.4513) loss_giou_dn_3: 0.4392 (0.4467) loss_giou_dn_4: 0.4380 (0.4458) loss_giou_dn_5: 0.4381 (0.4458) loss_giou_dn_pre: 0.5772 (0.5784) loss_giou_enc_0: 0.6755 (0.6717) loss_giou_pre: 0.6049 (0.5941) loss_ddf_aux_0: 0.0605 (0.0563) loss_ddf_aux_1: 0.0078 (0.0079) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2659 (0.2528) loss_ddf_dn_1: 0.0342 (0.0333) loss_ddf_dn_2: 0.0072 (0.0069) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6699 (0.6683) loss_vfl_aux_0: 0.7354 (0.7403) loss_vfl_aux_1: 0.7195 (0.7164) loss_vfl_aux_2: 0.6907 (0.6968) loss_vfl_aux_3: 0.6809 (0.6786) loss_vfl_aux_4: 0.6692 (0.6701) loss_vfl_dn_0: 0.4933 (0.4905) loss_vfl_dn_1: 0.4308 (0.4264) loss_vfl_dn_2: 0.4175 (0.4112) loss_vfl_dn_3: 0.4063 (0.4025) loss_vfl_dn_4: 0.4039 (0.3995) loss_vfl_dn_5: 0.4026 (0.3990) loss_vfl_dn_pre: 0.4937 (0.4911) loss_vfl_enc_0: 0.7391 (0.7419) loss_vfl_pre: 0.7391 (0.7428) time: 0.7599 data: 0.0266 max mem: 9084 Epoch: [32] [3500/3696] eta: 0:02:28 lr: 0.000013 loss: 31.8692 (31.8522) loss_bbox: 0.1607 (0.1791) loss_bbox_aux_0: 0.1750 (0.1924) loss_bbox_aux_1: 0.1632 (0.1819) loss_bbox_aux_2: 0.1611 (0.1796) loss_bbox_aux_3: 0.1607 (0.1792) loss_bbox_aux_4: 0.1607 (0.1791) loss_bbox_dn_0: 0.2273 (0.2480) loss_bbox_dn_1: 0.1635 (0.1850) loss_bbox_dn_2: 0.1543 (0.1746) loss_bbox_dn_3: 0.1518 (0.1714) loss_bbox_dn_4: 0.1518 (0.1708) loss_bbox_dn_5: 0.1518 (0.1708) loss_bbox_dn_pre: 0.2328 (0.2536) loss_bbox_enc_0: 0.2054 (0.2293) loss_bbox_pre: 0.1765 (0.1927) loss_dfl: 0.9556 (0.9608) loss_fgl_aux_0: 0.9907 (0.9947) loss_fgl_aux_1: 0.9587 (0.9636) loss_fgl_aux_2: 0.9573 (0.9609) loss_fgl_aux_3: 0.9555 (0.9608) loss_fgl_aux_4: 0.9556 (0.9608) loss_fgl_dn_0: 1.0937 (1.0905) loss_fgl_dn_1: 0.9907 (0.9871) loss_fgl_dn_2: 0.9829 (0.9783) loss_fgl_dn_3: 0.9826 (0.9791) loss_fgl_dn_4: 0.9827 (0.9795) loss_fgl_dn_5: 0.9826 (0.9795) loss_giou: 0.5750 (0.5698) loss_giou_aux_0: 0.6078 (0.5960) loss_giou_aux_1: 0.5768 (0.5754) loss_giou_aux_2: 0.5728 (0.5707) loss_giou_aux_3: 0.5751 (0.5699) loss_giou_aux_4: 0.5752 (0.5698) loss_giou_dn_0: 0.5885 (0.5794) loss_giou_dn_1: 0.4700 (0.4684) loss_giou_dn_2: 0.4541 (0.4513) loss_giou_dn_3: 0.4533 (0.4468) loss_giou_dn_4: 0.4526 (0.4459) loss_giou_dn_5: 0.4525 (0.4459) loss_giou_dn_pre: 0.5849 (0.5785) loss_giou_enc_0: 0.6949 (0.6720) loss_giou_pre: 0.6057 (0.5944) loss_ddf_aux_0: 0.0534 (0.0562) loss_ddf_aux_1: 0.0070 (0.0079) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2674 (0.2529) loss_ddf_dn_1: 0.0320 (0.0333) loss_ddf_dn_2: 0.0058 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6472 (0.6682) loss_vfl_aux_0: 0.7151 (0.7404) loss_vfl_aux_1: 0.6884 (0.7163) loss_vfl_aux_2: 0.6744 (0.6968) loss_vfl_aux_3: 0.6483 (0.6785) loss_vfl_aux_4: 0.6498 (0.6700) loss_vfl_dn_0: 0.4893 (0.4905) loss_vfl_dn_1: 0.4305 (0.4264) loss_vfl_dn_2: 0.4172 (0.4112) loss_vfl_dn_3: 0.4043 (0.4026) loss_vfl_dn_4: 0.4025 (0.3995) loss_vfl_dn_5: 0.4023 (0.3990) loss_vfl_dn_pre: 0.4903 (0.4910) loss_vfl_enc_0: 0.7127 (0.7418) loss_vfl_pre: 0.7153 (0.7428) time: 0.7539 data: 0.0291 max mem: 9084 Epoch: [32] [3600/3696] eta: 0:01:12 lr: 0.000013 loss: 31.6882 (31.8514) loss_bbox: 0.1829 (0.1792) loss_bbox_aux_0: 0.1961 (0.1926) loss_bbox_aux_1: 0.1864 (0.1821) loss_bbox_aux_2: 0.1830 (0.1798) loss_bbox_aux_3: 0.1832 (0.1793) loss_bbox_aux_4: 0.1835 (0.1792) loss_bbox_dn_0: 0.2667 (0.2484) loss_bbox_dn_1: 0.1958 (0.1852) loss_bbox_dn_2: 0.1877 (0.1748) loss_bbox_dn_3: 0.1839 (0.1716) loss_bbox_dn_4: 0.1839 (0.1710) loss_bbox_dn_5: 0.1838 (0.1710) loss_bbox_dn_pre: 0.2689 (0.2540) loss_bbox_enc_0: 0.2520 (0.2296) loss_bbox_pre: 0.1989 (0.1928) loss_dfl: 0.9702 (0.9608) loss_fgl_aux_0: 1.0031 (0.9947) loss_fgl_aux_1: 0.9708 (0.9636) loss_fgl_aux_2: 0.9706 (0.9609) loss_fgl_aux_3: 0.9694 (0.9608) loss_fgl_aux_4: 0.9699 (0.9608) loss_fgl_dn_0: 1.0883 (1.0905) loss_fgl_dn_1: 0.9856 (0.9870) loss_fgl_dn_2: 0.9753 (0.9782) loss_fgl_dn_3: 0.9745 (0.9790) loss_fgl_dn_4: 0.9746 (0.9794) loss_fgl_dn_5: 0.9747 (0.9794) loss_giou: 0.5354 (0.5695) loss_giou_aux_0: 0.5638 (0.5957) loss_giou_aux_1: 0.5388 (0.5750) loss_giou_aux_2: 0.5373 (0.5704) loss_giou_aux_3: 0.5348 (0.5696) loss_giou_aux_4: 0.5351 (0.5695) loss_giou_dn_0: 0.5495 (0.5791) loss_giou_dn_1: 0.4448 (0.4681) loss_giou_dn_2: 0.4296 (0.4510) loss_giou_dn_3: 0.4267 (0.4465) loss_giou_dn_4: 0.4266 (0.4456) loss_giou_dn_5: 0.4266 (0.4455) loss_giou_dn_pre: 0.5464 (0.5783) loss_giou_enc_0: 0.6525 (0.6718) loss_giou_pre: 0.5605 (0.5940) loss_ddf_aux_0: 0.0511 (0.0562) loss_ddf_aux_1: 0.0069 (0.0079) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2359 (0.2529) loss_ddf_dn_1: 0.0323 (0.0333) loss_ddf_dn_2: 0.0066 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6779 (0.6684) loss_vfl_aux_0: 0.7648 (0.7406) loss_vfl_aux_1: 0.7265 (0.7165) loss_vfl_aux_2: 0.7023 (0.6971) loss_vfl_aux_3: 0.7079 (0.6787) loss_vfl_aux_4: 0.6744 (0.6702) loss_vfl_dn_0: 0.4927 (0.4905) loss_vfl_dn_1: 0.4241 (0.4264) loss_vfl_dn_2: 0.4059 (0.4112) loss_vfl_dn_3: 0.3990 (0.4025) loss_vfl_dn_4: 0.3958 (0.3995) loss_vfl_dn_5: 0.3946 (0.3990) loss_vfl_dn_pre: 0.4932 (0.4910) loss_vfl_enc_0: 0.7557 (0.7419) loss_vfl_pre: 0.7667 (0.7430) time: 0.6941 data: 0.0237 max mem: 9084 Epoch: [32] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 31.9079 (31.8532) loss_bbox: 0.1756 (0.1792) loss_bbox_aux_0: 0.1901 (0.1926) loss_bbox_aux_1: 0.1773 (0.1821) loss_bbox_aux_2: 0.1762 (0.1798) loss_bbox_aux_3: 0.1756 (0.1793) loss_bbox_aux_4: 0.1756 (0.1793) loss_bbox_dn_0: 0.2589 (0.2484) loss_bbox_dn_1: 0.1926 (0.1852) loss_bbox_dn_2: 0.1801 (0.1748) loss_bbox_dn_3: 0.1770 (0.1716) loss_bbox_dn_4: 0.1775 (0.1710) loss_bbox_dn_5: 0.1775 (0.1710) loss_bbox_dn_pre: 0.2645 (0.2540) loss_bbox_enc_0: 0.2336 (0.2296) loss_bbox_pre: 0.1908 (0.1928) loss_dfl: 0.9540 (0.9609) loss_fgl_aux_0: 0.9832 (0.9947) loss_fgl_aux_1: 0.9556 (0.9637) loss_fgl_aux_2: 0.9535 (0.9610) loss_fgl_aux_3: 0.9540 (0.9609) loss_fgl_aux_4: 0.9540 (0.9609) loss_fgl_dn_0: 1.0843 (1.0904) loss_fgl_dn_1: 0.9784 (0.9870) loss_fgl_dn_2: 0.9755 (0.9782) loss_fgl_dn_3: 0.9773 (0.9790) loss_fgl_dn_4: 0.9772 (0.9794) loss_fgl_dn_5: 0.9772 (0.9794) loss_giou: 0.5653 (0.5696) loss_giou_aux_0: 0.5865 (0.5957) loss_giou_aux_1: 0.5685 (0.5751) loss_giou_aux_2: 0.5664 (0.5705) loss_giou_aux_3: 0.5652 (0.5697) loss_giou_aux_4: 0.5651 (0.5696) loss_giou_dn_0: 0.5769 (0.5793) loss_giou_dn_1: 0.4617 (0.4683) loss_giou_dn_2: 0.4468 (0.4512) loss_giou_dn_3: 0.4457 (0.4466) loss_giou_dn_4: 0.4454 (0.4457) loss_giou_dn_5: 0.4457 (0.4457) loss_giou_dn_pre: 0.5773 (0.5784) loss_giou_enc_0: 0.6512 (0.6719) loss_giou_pre: 0.5811 (0.5941) loss_ddf_aux_0: 0.0485 (0.0560) loss_ddf_aux_1: 0.0068 (0.0078) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2442 (0.2528) loss_ddf_dn_1: 0.0316 (0.0333) loss_ddf_dn_2: 0.0063 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6558 (0.6684) loss_vfl_aux_0: 0.7474 (0.7406) loss_vfl_aux_1: 0.7137 (0.7164) loss_vfl_aux_2: 0.7036 (0.6972) loss_vfl_aux_3: 0.6698 (0.6787) loss_vfl_aux_4: 0.6636 (0.6701) loss_vfl_dn_0: 0.4858 (0.4904) loss_vfl_dn_1: 0.4208 (0.4264) loss_vfl_dn_2: 0.4039 (0.4111) loss_vfl_dn_3: 0.3970 (0.4025) loss_vfl_dn_4: 0.3940 (0.3995) loss_vfl_dn_5: 0.3941 (0.3989) loss_vfl_dn_pre: 0.4867 (0.4910) loss_vfl_enc_0: 0.7507 (0.7419) loss_vfl_pre: 0.7514 (0.7431) time: 0.7367 data: 0.0297 max mem: 9084 Epoch: [32] Total time: 0:46:33 (0.7559 s / it) Averaged stats: lr: 0.000013 loss: 31.9079 (31.8532) loss_bbox: 0.1756 (0.1792) loss_bbox_aux_0: 0.1901 (0.1926) loss_bbox_aux_1: 0.1773 (0.1821) loss_bbox_aux_2: 0.1762 (0.1798) loss_bbox_aux_3: 0.1756 (0.1793) loss_bbox_aux_4: 0.1756 (0.1793) loss_bbox_dn_0: 0.2589 (0.2484) loss_bbox_dn_1: 0.1926 (0.1852) loss_bbox_dn_2: 0.1801 (0.1748) loss_bbox_dn_3: 0.1770 (0.1716) loss_bbox_dn_4: 0.1775 (0.1710) loss_bbox_dn_5: 0.1775 (0.1710) loss_bbox_dn_pre: 0.2645 (0.2540) loss_bbox_enc_0: 0.2336 (0.2296) loss_bbox_pre: 0.1908 (0.1928) loss_dfl: 0.9540 (0.9609) loss_fgl_aux_0: 0.9832 (0.9947) loss_fgl_aux_1: 0.9556 (0.9637) loss_fgl_aux_2: 0.9535 (0.9610) loss_fgl_aux_3: 0.9540 (0.9609) loss_fgl_aux_4: 0.9540 (0.9609) loss_fgl_dn_0: 1.0843 (1.0904) loss_fgl_dn_1: 0.9784 (0.9870) loss_fgl_dn_2: 0.9755 (0.9782) loss_fgl_dn_3: 0.9773 (0.9790) loss_fgl_dn_4: 0.9772 (0.9794) loss_fgl_dn_5: 0.9772 (0.9794) loss_giou: 0.5653 (0.5696) loss_giou_aux_0: 0.5865 (0.5957) loss_giou_aux_1: 0.5685 (0.5751) loss_giou_aux_2: 0.5664 (0.5705) loss_giou_aux_3: 0.5652 (0.5697) loss_giou_aux_4: 0.5651 (0.5696) loss_giou_dn_0: 0.5769 (0.5793) loss_giou_dn_1: 0.4617 (0.4683) loss_giou_dn_2: 0.4468 (0.4512) loss_giou_dn_3: 0.4457 (0.4466) loss_giou_dn_4: 0.4454 (0.4457) loss_giou_dn_5: 0.4457 (0.4457) loss_giou_dn_pre: 0.5773 (0.5784) loss_giou_enc_0: 0.6512 (0.6719) loss_giou_pre: 0.5811 (0.5941) loss_ddf_aux_0: 0.0485 (0.0560) loss_ddf_aux_1: 0.0068 (0.0078) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2442 (0.2528) loss_ddf_dn_1: 0.0316 (0.0333) loss_ddf_dn_2: 0.0063 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6558 (0.6684) loss_vfl_aux_0: 0.7474 (0.7406) loss_vfl_aux_1: 0.7137 (0.7164) loss_vfl_aux_2: 0.7036 (0.6972) loss_vfl_aux_3: 0.6698 (0.6787) loss_vfl_aux_4: 0.6636 (0.6701) loss_vfl_dn_0: 0.4858 (0.4904) loss_vfl_dn_1: 0.4208 (0.4264) loss_vfl_dn_2: 0.4039 (0.4111) loss_vfl_dn_3: 0.3970 (0.4025) loss_vfl_dn_4: 0.3940 (0.3995) loss_vfl_dn_5: 0.3941 (0.3989) loss_vfl_dn_pre: 0.4867 (0.4910) loss_vfl_enc_0: 0.7507 (0.7419) loss_vfl_pre: 0.7514 (0.7431) Test: [ 0/79] eta: 0:02:58 time: 2.2581 data: 1.6976 max mem: 9084 Test: [10/79] eta: 0:01:04 time: 0.9378 data: 0.2066 max mem: 9084 Test: [20/79] eta: 0:00:45 time: 0.7031 data: 0.0611 max mem: 9084 Test: [30/79] eta: 0:00:35 time: 0.6101 data: 0.0626 max mem: 9084 Test: [40/79] eta: 0:00:29 time: 0.7189 data: 0.0616 max mem: 9084 Test: [50/79] eta: 0:00:20 time: 0.7114 data: 0.0632 max mem: 9084 Test: [60/79] eta: 0:00:13 time: 0.5957 data: 0.0607 max mem: 9084 Test: [70/79] eta: 0:00:06 time: 0.6864 data: 0.0619 max mem: 9084 Test: [78/79] eta: 0:00:00 time: 0.6582 data: 0.0608 max mem: 9084 Test: Total time: 0:00:54 (0.6957 s / it) Averaged stats: Accumulating evaluation results... DONE (t=24.00s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.530 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.706 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.352 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.574 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.709 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.391 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.660 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.551 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.774 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.893 best_stat: {'epoch': 32, 'coco_eval_bbox': 0.5299259003139072} Epoch: [33] [ 0/3696] eta: 2:35:47 lr: 0.000013 loss: 32.9188 (32.9188) loss_bbox: 0.1902 (0.1902) loss_bbox_aux_0: 0.2094 (0.2094) loss_bbox_aux_1: 0.1938 (0.1938) loss_bbox_aux_2: 0.1897 (0.1897) loss_bbox_aux_3: 0.1897 (0.1897) loss_bbox_aux_4: 0.1901 (0.1901) loss_bbox_dn_0: 0.3015 (0.3015) loss_bbox_dn_1: 0.2262 (0.2262) loss_bbox_dn_2: 0.2130 (0.2130) loss_bbox_dn_3: 0.2065 (0.2065) loss_bbox_dn_4: 0.2058 (0.2058) loss_bbox_dn_5: 0.2059 (0.2059) loss_bbox_dn_pre: 0.3062 (0.3062) loss_bbox_enc_0: 0.2614 (0.2614) loss_bbox_pre: 0.2108 (0.2108) loss_dfl: 0.9304 (0.9304) loss_fgl_aux_0: 0.9669 (0.9669) loss_fgl_aux_1: 0.9361 (0.9361) loss_fgl_aux_2: 0.9330 (0.9330) loss_fgl_aux_3: 0.9323 (0.9323) loss_fgl_aux_4: 0.9314 (0.9314) loss_fgl_dn_0: 1.0588 (1.0588) loss_fgl_dn_1: 0.9591 (0.9591) loss_fgl_dn_2: 0.9504 (0.9504) loss_fgl_dn_3: 0.9524 (0.9524) loss_fgl_dn_4: 0.9524 (0.9524) loss_fgl_dn_5: 0.9525 (0.9525) loss_giou: 0.6132 (0.6132) loss_giou_aux_0: 0.6429 (0.6429) loss_giou_aux_1: 0.6202 (0.6202) loss_giou_aux_2: 0.6115 (0.6115) loss_giou_aux_3: 0.6103 (0.6103) loss_giou_aux_4: 0.6120 (0.6120) loss_giou_dn_0: 0.6234 (0.6234) loss_giou_dn_1: 0.5135 (0.5135) loss_giou_dn_2: 0.5021 (0.5021) loss_giou_dn_3: 0.4972 (0.4972) loss_giou_dn_4: 0.4962 (0.4962) loss_giou_dn_5: 0.4960 (0.4960) loss_giou_dn_pre: 0.6220 (0.6220) loss_giou_enc_0: 0.7161 (0.7161) loss_giou_pre: 0.6402 (0.6402) loss_ddf_aux_0: 0.0545 (0.0545) loss_ddf_aux_1: 0.0069 (0.0069) loss_ddf_aux_2: 0.0013 (0.0013) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2448 (0.2448) loss_ddf_dn_1: 0.0327 (0.0327) loss_ddf_dn_2: 0.0074 (0.0074) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7379 (0.7379) loss_vfl_aux_0: 0.7429 (0.7429) loss_vfl_aux_1: 0.7526 (0.7526) loss_vfl_aux_2: 0.7794 (0.7794) loss_vfl_aux_3: 0.7613 (0.7613) loss_vfl_aux_4: 0.7388 (0.7388) loss_vfl_dn_0: 0.4777 (0.4777) loss_vfl_dn_1: 0.4120 (0.4120) loss_vfl_dn_2: 0.3967 (0.3967) loss_vfl_dn_3: 0.3948 (0.3948) loss_vfl_dn_4: 0.3943 (0.3943) loss_vfl_dn_5: 0.3945 (0.3945) loss_vfl_dn_pre: 0.4771 (0.4771) loss_vfl_enc_0: 0.7843 (0.7843) loss_vfl_pre: 0.7529 (0.7529) time: 2.5291 data: 1.8166 max mem: 9084 Epoch: [33] [ 100/3696] eta: 0:46:07 lr: 0.000013 loss: 31.6674 (31.6890) loss_bbox: 0.1667 (0.1743) loss_bbox_aux_0: 0.1766 (0.1878) loss_bbox_aux_1: 0.1698 (0.1773) loss_bbox_aux_2: 0.1690 (0.1750) loss_bbox_aux_3: 0.1669 (0.1744) loss_bbox_aux_4: 0.1668 (0.1743) loss_bbox_dn_0: 0.2385 (0.2473) loss_bbox_dn_1: 0.1798 (0.1837) loss_bbox_dn_2: 0.1722 (0.1735) loss_bbox_dn_3: 0.1643 (0.1701) loss_bbox_dn_4: 0.1625 (0.1695) loss_bbox_dn_5: 0.1624 (0.1695) loss_bbox_dn_pre: 0.2419 (0.2530) loss_bbox_enc_0: 0.2207 (0.2254) loss_bbox_pre: 0.1781 (0.1878) loss_dfl: 0.9695 (0.9653) loss_fgl_aux_0: 1.0049 (0.9988) loss_fgl_aux_1: 0.9727 (0.9679) loss_fgl_aux_2: 0.9693 (0.9655) loss_fgl_aux_3: 0.9690 (0.9653) loss_fgl_aux_4: 0.9694 (0.9653) loss_fgl_dn_0: 1.0888 (1.0898) loss_fgl_dn_1: 0.9943 (0.9842) loss_fgl_dn_2: 0.9823 (0.9758) loss_fgl_dn_3: 0.9835 (0.9765) loss_fgl_dn_4: 0.9836 (0.9769) loss_fgl_dn_5: 0.9835 (0.9769) loss_giou: 0.5485 (0.5536) loss_giou_aux_0: 0.5830 (0.5801) loss_giou_aux_1: 0.5591 (0.5598) loss_giou_aux_2: 0.5500 (0.5548) loss_giou_aux_3: 0.5495 (0.5538) loss_giou_aux_4: 0.5487 (0.5536) loss_giou_dn_0: 0.5655 (0.5710) loss_giou_dn_1: 0.4555 (0.4596) loss_giou_dn_2: 0.4419 (0.4430) loss_giou_dn_3: 0.4360 (0.4384) loss_giou_dn_4: 0.4344 (0.4375) loss_giou_dn_5: 0.4344 (0.4375) loss_giou_dn_pre: 0.5647 (0.5702) loss_giou_enc_0: 0.6598 (0.6582) loss_giou_pre: 0.5819 (0.5783) loss_ddf_aux_0: 0.0517 (0.0524) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2479 (0.2599) loss_ddf_dn_1: 0.0327 (0.0333) loss_ddf_dn_2: 0.0072 (0.0068) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6750 (0.6766) loss_vfl_aux_0: 0.7454 (0.7488) loss_vfl_aux_1: 0.7267 (0.7266) loss_vfl_aux_2: 0.7083 (0.7125) loss_vfl_aux_3: 0.6778 (0.6875) loss_vfl_aux_4: 0.6738 (0.6767) loss_vfl_dn_0: 0.4862 (0.4884) loss_vfl_dn_1: 0.4216 (0.4218) loss_vfl_dn_2: 0.4073 (0.4072) loss_vfl_dn_3: 0.3998 (0.3979) loss_vfl_dn_4: 0.3960 (0.3952) loss_vfl_dn_5: 0.3935 (0.3946) loss_vfl_dn_pre: 0.4876 (0.4890) loss_vfl_enc_0: 0.7480 (0.7518) loss_vfl_pre: 0.7469 (0.7513) time: 0.7568 data: 0.0351 max mem: 9084 Epoch: [33] [ 200/3696] eta: 0:44:49 lr: 0.000013 loss: 31.7989 (31.7416) loss_bbox: 0.1705 (0.1766) loss_bbox_aux_0: 0.1819 (0.1899) loss_bbox_aux_1: 0.1719 (0.1795) loss_bbox_aux_2: 0.1711 (0.1772) loss_bbox_aux_3: 0.1701 (0.1767) loss_bbox_aux_4: 0.1705 (0.1766) loss_bbox_dn_0: 0.2381 (0.2481) loss_bbox_dn_1: 0.1765 (0.1844) loss_bbox_dn_2: 0.1654 (0.1742) loss_bbox_dn_3: 0.1618 (0.1709) loss_bbox_dn_4: 0.1614 (0.1702) loss_bbox_dn_5: 0.1614 (0.1702) loss_bbox_dn_pre: 0.2421 (0.2540) loss_bbox_enc_0: 0.2194 (0.2276) loss_bbox_pre: 0.1811 (0.1900) loss_dfl: 0.9776 (0.9638) loss_fgl_aux_0: 1.0029 (0.9973) loss_fgl_aux_1: 0.9800 (0.9664) loss_fgl_aux_2: 0.9769 (0.9639) loss_fgl_aux_3: 0.9773 (0.9637) loss_fgl_aux_4: 0.9774 (0.9638) loss_fgl_dn_0: 1.0889 (1.0906) loss_fgl_dn_1: 0.9979 (0.9856) loss_fgl_dn_2: 0.9929 (0.9770) loss_fgl_dn_3: 0.9926 (0.9776) loss_fgl_dn_4: 0.9926 (0.9780) loss_fgl_dn_5: 0.9927 (0.9780) loss_giou: 0.5738 (0.5618) loss_giou_aux_0: 0.6031 (0.5884) loss_giou_aux_1: 0.5784 (0.5676) loss_giou_aux_2: 0.5738 (0.5629) loss_giou_aux_3: 0.5749 (0.5620) loss_giou_aux_4: 0.5739 (0.5618) loss_giou_dn_0: 0.5922 (0.5741) loss_giou_dn_1: 0.4841 (0.4631) loss_giou_dn_2: 0.4679 (0.4463) loss_giou_dn_3: 0.4651 (0.4418) loss_giou_dn_4: 0.4646 (0.4409) loss_giou_dn_5: 0.4647 (0.4409) loss_giou_dn_pre: 0.5879 (0.5734) loss_giou_enc_0: 0.6656 (0.6661) loss_giou_pre: 0.6036 (0.5867) loss_ddf_aux_0: 0.0513 (0.0518) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2389 (0.2554) loss_ddf_dn_1: 0.0302 (0.0331) loss_ddf_dn_2: 0.0070 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6516 (0.6690) loss_vfl_aux_0: 0.7507 (0.7418) loss_vfl_aux_1: 0.7006 (0.7188) loss_vfl_aux_2: 0.6990 (0.7015) loss_vfl_aux_3: 0.6679 (0.6804) loss_vfl_aux_4: 0.6592 (0.6707) loss_vfl_dn_0: 0.4861 (0.4891) loss_vfl_dn_1: 0.4254 (0.4237) loss_vfl_dn_2: 0.4097 (0.4089) loss_vfl_dn_3: 0.4015 (0.3999) loss_vfl_dn_4: 0.3974 (0.3970) loss_vfl_dn_5: 0.3961 (0.3966) loss_vfl_dn_pre: 0.4872 (0.4897) loss_vfl_enc_0: 0.7335 (0.7436) loss_vfl_pre: 0.7531 (0.7444) time: 0.7526 data: 0.0296 max mem: 9084 Epoch: [33] [ 300/3696] eta: 0:43:06 lr: 0.000013 loss: 31.4369 (31.7318) loss_bbox: 0.1764 (0.1753) loss_bbox_aux_0: 0.1877 (0.1883) loss_bbox_aux_1: 0.1781 (0.1782) loss_bbox_aux_2: 0.1767 (0.1759) loss_bbox_aux_3: 0.1764 (0.1754) loss_bbox_aux_4: 0.1764 (0.1753) loss_bbox_dn_0: 0.2308 (0.2442) loss_bbox_dn_1: 0.1721 (0.1812) loss_bbox_dn_2: 0.1635 (0.1713) loss_bbox_dn_3: 0.1576 (0.1679) loss_bbox_dn_4: 0.1564 (0.1673) loss_bbox_dn_5: 0.1564 (0.1673) loss_bbox_dn_pre: 0.2358 (0.2499) loss_bbox_enc_0: 0.2198 (0.2253) loss_bbox_pre: 0.1881 (0.1885) loss_dfl: 0.9519 (0.9627) loss_fgl_aux_0: 0.9879 (0.9959) loss_fgl_aux_1: 0.9540 (0.9654) loss_fgl_aux_2: 0.9527 (0.9628) loss_fgl_aux_3: 0.9523 (0.9627) loss_fgl_aux_4: 0.9521 (0.9627) loss_fgl_dn_0: 1.0829 (1.0909) loss_fgl_dn_1: 0.9821 (0.9870) loss_fgl_dn_2: 0.9679 (0.9783) loss_fgl_dn_3: 0.9692 (0.9791) loss_fgl_dn_4: 0.9697 (0.9795) loss_fgl_dn_5: 0.9696 (0.9795) loss_giou: 0.5743 (0.5680) loss_giou_aux_0: 0.6035 (0.5943) loss_giou_aux_1: 0.5798 (0.5736) loss_giou_aux_2: 0.5742 (0.5691) loss_giou_aux_3: 0.5751 (0.5682) loss_giou_aux_4: 0.5748 (0.5680) loss_giou_dn_0: 0.5855 (0.5766) loss_giou_dn_1: 0.4665 (0.4652) loss_giou_dn_2: 0.4562 (0.4486) loss_giou_dn_3: 0.4517 (0.4440) loss_giou_dn_4: 0.4514 (0.4431) loss_giou_dn_5: 0.4515 (0.4431) loss_giou_dn_pre: 0.5856 (0.5758) loss_giou_enc_0: 0.6735 (0.6710) loss_giou_pre: 0.6020 (0.5927) loss_ddf_aux_0: 0.0544 (0.0516) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2761 (0.2546) loss_ddf_dn_1: 0.0345 (0.0334) loss_ddf_dn_2: 0.0071 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6466 (0.6645) loss_vfl_aux_0: 0.7161 (0.7362) loss_vfl_aux_1: 0.6879 (0.7117) loss_vfl_aux_2: 0.6696 (0.6953) loss_vfl_aux_3: 0.6687 (0.6755) loss_vfl_aux_4: 0.6519 (0.6662) loss_vfl_dn_0: 0.4871 (0.4889) loss_vfl_dn_1: 0.4241 (0.4245) loss_vfl_dn_2: 0.4097 (0.4097) loss_vfl_dn_3: 0.4030 (0.4006) loss_vfl_dn_4: 0.3998 (0.3978) loss_vfl_dn_5: 0.3979 (0.3973) loss_vfl_dn_pre: 0.4874 (0.4894) loss_vfl_enc_0: 0.7350 (0.7394) loss_vfl_pre: 0.7169 (0.7387) time: 0.7338 data: 0.0289 max mem: 9084 Epoch: [33] [ 400/3696] eta: 0:41:36 lr: 0.000013 loss: 31.9864 (31.7343) loss_bbox: 0.1654 (0.1762) loss_bbox_aux_0: 0.1724 (0.1893) loss_bbox_aux_1: 0.1657 (0.1790) loss_bbox_aux_2: 0.1643 (0.1768) loss_bbox_aux_3: 0.1653 (0.1763) loss_bbox_aux_4: 0.1654 (0.1762) loss_bbox_dn_0: 0.2256 (0.2452) loss_bbox_dn_1: 0.1688 (0.1823) loss_bbox_dn_2: 0.1616 (0.1723) loss_bbox_dn_3: 0.1574 (0.1690) loss_bbox_dn_4: 0.1564 (0.1683) loss_bbox_dn_5: 0.1565 (0.1683) loss_bbox_dn_pre: 0.2304 (0.2510) loss_bbox_enc_0: 0.2139 (0.2262) loss_bbox_pre: 0.1736 (0.1895) loss_dfl: 0.9559 (0.9634) loss_fgl_aux_0: 1.0025 (0.9965) loss_fgl_aux_1: 0.9577 (0.9661) loss_fgl_aux_2: 0.9557 (0.9636) loss_fgl_aux_3: 0.9562 (0.9634) loss_fgl_aux_4: 0.9558 (0.9634) loss_fgl_dn_0: 1.0894 (1.0910) loss_fgl_dn_1: 0.9868 (0.9867) loss_fgl_dn_2: 0.9816 (0.9780) loss_fgl_dn_3: 0.9826 (0.9787) loss_fgl_dn_4: 0.9828 (0.9791) loss_fgl_dn_5: 0.9829 (0.9791) loss_giou: 0.5680 (0.5656) loss_giou_aux_0: 0.5998 (0.5917) loss_giou_aux_1: 0.5736 (0.5711) loss_giou_aux_2: 0.5681 (0.5665) loss_giou_aux_3: 0.5687 (0.5657) loss_giou_aux_4: 0.5680 (0.5656) loss_giou_dn_0: 0.5719 (0.5748) loss_giou_dn_1: 0.4560 (0.4638) loss_giou_dn_2: 0.4406 (0.4472) loss_giou_dn_3: 0.4401 (0.4427) loss_giou_dn_4: 0.4398 (0.4418) loss_giou_dn_5: 0.4400 (0.4418) loss_giou_dn_pre: 0.5695 (0.5739) loss_giou_enc_0: 0.6729 (0.6686) loss_giou_pre: 0.5981 (0.5900) loss_ddf_aux_0: 0.0538 (0.0516) loss_ddf_aux_1: 0.0081 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2498 (0.2524) loss_ddf_dn_1: 0.0327 (0.0330) loss_ddf_dn_2: 0.0069 (0.0071) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6545 (0.6665) loss_vfl_aux_0: 0.7136 (0.7386) loss_vfl_aux_1: 0.7039 (0.7140) loss_vfl_aux_2: 0.6729 (0.6970) loss_vfl_aux_3: 0.6694 (0.6773) loss_vfl_aux_4: 0.6604 (0.6685) loss_vfl_dn_0: 0.4888 (0.4895) loss_vfl_dn_1: 0.4244 (0.4248) loss_vfl_dn_2: 0.4070 (0.4097) loss_vfl_dn_3: 0.3985 (0.4009) loss_vfl_dn_4: 0.3937 (0.3979) loss_vfl_dn_5: 0.3923 (0.3975) loss_vfl_dn_pre: 0.4911 (0.4899) loss_vfl_enc_0: 0.7339 (0.7412) loss_vfl_pre: 0.7168 (0.7411) time: 0.7606 data: 0.0355 max mem: 9084 Epoch: [33] [ 500/3696] eta: 0:40:20 lr: 0.000013 loss: 31.5202 (31.7526) loss_bbox: 0.1768 (0.1766) loss_bbox_aux_0: 0.1889 (0.1898) loss_bbox_aux_1: 0.1779 (0.1795) loss_bbox_aux_2: 0.1772 (0.1772) loss_bbox_aux_3: 0.1765 (0.1767) loss_bbox_aux_4: 0.1767 (0.1766) loss_bbox_dn_0: 0.2307 (0.2450) loss_bbox_dn_1: 0.1767 (0.1821) loss_bbox_dn_2: 0.1687 (0.1721) loss_bbox_dn_3: 0.1621 (0.1689) loss_bbox_dn_4: 0.1631 (0.1683) loss_bbox_dn_5: 0.1632 (0.1683) loss_bbox_dn_pre: 0.2343 (0.2507) loss_bbox_enc_0: 0.2189 (0.2267) loss_bbox_pre: 0.1881 (0.1900) loss_dfl: 0.9644 (0.9625) loss_fgl_aux_0: 0.9990 (0.9956) loss_fgl_aux_1: 0.9716 (0.9652) loss_fgl_aux_2: 0.9672 (0.9626) loss_fgl_aux_3: 0.9646 (0.9625) loss_fgl_aux_4: 0.9644 (0.9625) loss_fgl_dn_0: 1.0787 (1.0908) loss_fgl_dn_1: 0.9797 (0.9866) loss_fgl_dn_2: 0.9676 (0.9778) loss_fgl_dn_3: 0.9679 (0.9786) loss_fgl_dn_4: 0.9687 (0.9789) loss_fgl_dn_5: 0.9687 (0.9789) loss_giou: 0.5551 (0.5679) loss_giou_aux_0: 0.5763 (0.5942) loss_giou_aux_1: 0.5574 (0.5734) loss_giou_aux_2: 0.5558 (0.5689) loss_giou_aux_3: 0.5563 (0.5681) loss_giou_aux_4: 0.5551 (0.5679) loss_giou_dn_0: 0.5724 (0.5757) loss_giou_dn_1: 0.4567 (0.4646) loss_giou_dn_2: 0.4462 (0.4480) loss_giou_dn_3: 0.4415 (0.4435) loss_giou_dn_4: 0.4407 (0.4426) loss_giou_dn_5: 0.4407 (0.4426) loss_giou_dn_pre: 0.5754 (0.5748) loss_giou_enc_0: 0.6686 (0.6714) loss_giou_pre: 0.5782 (0.5926) loss_ddf_aux_0: 0.0505 (0.0521) loss_ddf_aux_1: 0.0076 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2589 (0.2532) loss_ddf_dn_1: 0.0328 (0.0331) loss_ddf_dn_2: 0.0061 (0.0070) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6574 (0.6650) loss_vfl_aux_0: 0.7274 (0.7385) loss_vfl_aux_1: 0.7097 (0.7135) loss_vfl_aux_2: 0.6870 (0.6951) loss_vfl_aux_3: 0.6662 (0.6760) loss_vfl_aux_4: 0.6558 (0.6674) loss_vfl_dn_0: 0.4895 (0.4898) loss_vfl_dn_1: 0.4248 (0.4253) loss_vfl_dn_2: 0.4061 (0.4100) loss_vfl_dn_3: 0.3987 (0.4013) loss_vfl_dn_4: 0.3948 (0.3983) loss_vfl_dn_5: 0.3930 (0.3978) loss_vfl_dn_pre: 0.4899 (0.4903) loss_vfl_enc_0: 0.7155 (0.7403) loss_vfl_pre: 0.7313 (0.7411) time: 0.7592 data: 0.0308 max mem: 9084 Epoch: [33] [ 600/3696] eta: 0:39:10 lr: 0.000013 loss: 31.4752 (31.7268) loss_bbox: 0.1911 (0.1777) loss_bbox_aux_0: 0.2051 (0.1909) loss_bbox_aux_1: 0.1964 (0.1806) loss_bbox_aux_2: 0.1922 (0.1783) loss_bbox_aux_3: 0.1909 (0.1778) loss_bbox_aux_4: 0.1910 (0.1777) loss_bbox_dn_0: 0.2709 (0.2464) loss_bbox_dn_1: 0.2011 (0.1832) loss_bbox_dn_2: 0.1900 (0.1731) loss_bbox_dn_3: 0.1850 (0.1699) loss_bbox_dn_4: 0.1819 (0.1693) loss_bbox_dn_5: 0.1818 (0.1692) loss_bbox_dn_pre: 0.2780 (0.2523) loss_bbox_enc_0: 0.2384 (0.2282) loss_bbox_pre: 0.2048 (0.1912) loss_dfl: 0.9660 (0.9627) loss_fgl_aux_0: 1.0074 (0.9959) loss_fgl_aux_1: 0.9727 (0.9655) loss_fgl_aux_2: 0.9660 (0.9629) loss_fgl_aux_3: 0.9656 (0.9627) loss_fgl_aux_4: 0.9656 (0.9627) loss_fgl_dn_0: 1.0941 (1.0909) loss_fgl_dn_1: 0.9817 (0.9861) loss_fgl_dn_2: 0.9729 (0.9772) loss_fgl_dn_3: 0.9717 (0.9780) loss_fgl_dn_4: 0.9726 (0.9784) loss_fgl_dn_5: 0.9725 (0.9784) loss_giou: 0.5093 (0.5649) loss_giou_aux_0: 0.5344 (0.5910) loss_giou_aux_1: 0.5130 (0.5703) loss_giou_aux_2: 0.5099 (0.5658) loss_giou_aux_3: 0.5089 (0.5650) loss_giou_aux_4: 0.5091 (0.5649) loss_giou_dn_0: 0.5483 (0.5743) loss_giou_dn_1: 0.4349 (0.4631) loss_giou_dn_2: 0.4175 (0.4463) loss_giou_dn_3: 0.4142 (0.4418) loss_giou_dn_4: 0.4120 (0.4410) loss_giou_dn_5: 0.4120 (0.4410) loss_giou_dn_pre: 0.5463 (0.5735) loss_giou_enc_0: 0.6098 (0.6681) loss_giou_pre: 0.5317 (0.5893) loss_ddf_aux_0: 0.0527 (0.0522) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2659 (0.2528) loss_ddf_dn_1: 0.0342 (0.0331) loss_ddf_dn_2: 0.0076 (0.0070) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6505 (0.6644) loss_vfl_aux_0: 0.7253 (0.7377) loss_vfl_aux_1: 0.7154 (0.7133) loss_vfl_aux_2: 0.6931 (0.6949) loss_vfl_aux_3: 0.6623 (0.6756) loss_vfl_aux_4: 0.6510 (0.6667) loss_vfl_dn_0: 0.4938 (0.4901) loss_vfl_dn_1: 0.4225 (0.4249) loss_vfl_dn_2: 0.4072 (0.4096) loss_vfl_dn_3: 0.3976 (0.4010) loss_vfl_dn_4: 0.3945 (0.3980) loss_vfl_dn_5: 0.3950 (0.3975) loss_vfl_dn_pre: 0.4943 (0.4905) loss_vfl_enc_0: 0.7399 (0.7400) loss_vfl_pre: 0.7247 (0.7403) time: 0.7705 data: 0.0303 max mem: 9084 Epoch: [33] [ 700/3696] eta: 0:37:54 lr: 0.000013 loss: 31.4960 (31.7335) loss_bbox: 0.1758 (0.1773) loss_bbox_aux_0: 0.1959 (0.1905) loss_bbox_aux_1: 0.1804 (0.1802) loss_bbox_aux_2: 0.1773 (0.1778) loss_bbox_aux_3: 0.1764 (0.1774) loss_bbox_aux_4: 0.1758 (0.1773) loss_bbox_dn_0: 0.2455 (0.2465) loss_bbox_dn_1: 0.1816 (0.1833) loss_bbox_dn_2: 0.1729 (0.1732) loss_bbox_dn_3: 0.1676 (0.1699) loss_bbox_dn_4: 0.1666 (0.1693) loss_bbox_dn_5: 0.1668 (0.1693) loss_bbox_dn_pre: 0.2536 (0.2523) loss_bbox_enc_0: 0.2346 (0.2279) loss_bbox_pre: 0.1974 (0.1908) loss_dfl: 0.9793 (0.9633) loss_fgl_aux_0: 1.0114 (0.9966) loss_fgl_aux_1: 0.9824 (0.9660) loss_fgl_aux_2: 0.9778 (0.9635) loss_fgl_aux_3: 0.9782 (0.9633) loss_fgl_aux_4: 0.9795 (0.9633) loss_fgl_dn_0: 1.1001 (1.0909) loss_fgl_dn_1: 0.9850 (0.9865) loss_fgl_dn_2: 0.9795 (0.9777) loss_fgl_dn_3: 0.9809 (0.9784) loss_fgl_dn_4: 0.9815 (0.9788) loss_fgl_dn_5: 0.9815 (0.9788) loss_giou: 0.4990 (0.5645) loss_giou_aux_0: 0.5258 (0.5907) loss_giou_aux_1: 0.5056 (0.5700) loss_giou_aux_2: 0.4986 (0.5654) loss_giou_aux_3: 0.4995 (0.5647) loss_giou_aux_4: 0.4991 (0.5645) loss_giou_dn_0: 0.5487 (0.5750) loss_giou_dn_1: 0.4411 (0.4639) loss_giou_dn_2: 0.4178 (0.4471) loss_giou_dn_3: 0.4113 (0.4426) loss_giou_dn_4: 0.4100 (0.4417) loss_giou_dn_5: 0.4099 (0.4417) loss_giou_dn_pre: 0.5508 (0.5741) loss_giou_enc_0: 0.5972 (0.6676) loss_giou_pre: 0.5232 (0.5890) loss_ddf_aux_0: 0.0554 (0.0526) loss_ddf_aux_1: 0.0071 (0.0075) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2586 (0.2521) loss_ddf_dn_1: 0.0335 (0.0331) loss_ddf_dn_2: 0.0074 (0.0070) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6572 (0.6644) loss_vfl_aux_0: 0.7200 (0.7378) loss_vfl_aux_1: 0.7078 (0.7140) loss_vfl_aux_2: 0.6892 (0.6950) loss_vfl_aux_3: 0.6579 (0.6756) loss_vfl_aux_4: 0.6631 (0.6669) loss_vfl_dn_0: 0.4919 (0.4900) loss_vfl_dn_1: 0.4226 (0.4249) loss_vfl_dn_2: 0.4129 (0.4098) loss_vfl_dn_3: 0.4007 (0.4012) loss_vfl_dn_4: 0.3996 (0.3981) loss_vfl_dn_5: 0.3982 (0.3976) loss_vfl_dn_pre: 0.4924 (0.4904) loss_vfl_enc_0: 0.7516 (0.7401) loss_vfl_pre: 0.7225 (0.7403) time: 0.7832 data: 0.0321 max mem: 9084 Epoch: [33] [ 800/3696] eta: 0:36:36 lr: 0.000013 loss: 31.3847 (31.7590) loss_bbox: 0.1759 (0.1778) loss_bbox_aux_0: 0.1825 (0.1908) loss_bbox_aux_1: 0.1772 (0.1806) loss_bbox_aux_2: 0.1771 (0.1783) loss_bbox_aux_3: 0.1764 (0.1779) loss_bbox_aux_4: 0.1760 (0.1778) loss_bbox_dn_0: 0.2408 (0.2465) loss_bbox_dn_1: 0.1751 (0.1834) loss_bbox_dn_2: 0.1675 (0.1733) loss_bbox_dn_3: 0.1615 (0.1700) loss_bbox_dn_4: 0.1596 (0.1694) loss_bbox_dn_5: 0.1596 (0.1694) loss_bbox_dn_pre: 0.2438 (0.2522) loss_bbox_enc_0: 0.2244 (0.2280) loss_bbox_pre: 0.1858 (0.1911) loss_dfl: 0.9603 (0.9628) loss_fgl_aux_0: 0.9942 (0.9961) loss_fgl_aux_1: 0.9661 (0.9655) loss_fgl_aux_2: 0.9603 (0.9630) loss_fgl_aux_3: 0.9607 (0.9628) loss_fgl_aux_4: 0.9604 (0.9628) loss_fgl_dn_0: 1.1004 (1.0909) loss_fgl_dn_1: 0.9860 (0.9867) loss_fgl_dn_2: 0.9779 (0.9779) loss_fgl_dn_3: 0.9782 (0.9786) loss_fgl_dn_4: 0.9777 (0.9790) loss_fgl_dn_5: 0.9777 (0.9790) loss_giou: 0.5712 (0.5666) loss_giou_aux_0: 0.5957 (0.5925) loss_giou_aux_1: 0.5791 (0.5720) loss_giou_aux_2: 0.5715 (0.5675) loss_giou_aux_3: 0.5706 (0.5667) loss_giou_aux_4: 0.5715 (0.5666) loss_giou_dn_0: 0.5745 (0.5759) loss_giou_dn_1: 0.4710 (0.4648) loss_giou_dn_2: 0.4515 (0.4480) loss_giou_dn_3: 0.4437 (0.4434) loss_giou_dn_4: 0.4438 (0.4426) loss_giou_dn_5: 0.4438 (0.4426) loss_giou_dn_pre: 0.5690 (0.5751) loss_giou_enc_0: 0.6631 (0.6693) loss_giou_pre: 0.5949 (0.5909) loss_ddf_aux_0: 0.0522 (0.0527) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2582 (0.2520) loss_ddf_dn_1: 0.0358 (0.0332) loss_ddf_dn_2: 0.0079 (0.0070) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6534 (0.6643) loss_vfl_aux_0: 0.7134 (0.7382) loss_vfl_aux_1: 0.7015 (0.7133) loss_vfl_aux_2: 0.6805 (0.6942) loss_vfl_aux_3: 0.6647 (0.6754) loss_vfl_aux_4: 0.6589 (0.6666) loss_vfl_dn_0: 0.4856 (0.4903) loss_vfl_dn_1: 0.4191 (0.4253) loss_vfl_dn_2: 0.4099 (0.4102) loss_vfl_dn_3: 0.3997 (0.4016) loss_vfl_dn_4: 0.3969 (0.3986) loss_vfl_dn_5: 0.3969 (0.3981) loss_vfl_dn_pre: 0.4843 (0.4908) loss_vfl_enc_0: 0.7535 (0.7403) loss_vfl_pre: 0.7155 (0.7406) time: 0.7543 data: 0.0321 max mem: 9084 Epoch: [33] [ 900/3696] eta: 0:35:26 lr: 0.000013 loss: 31.9414 (31.7413) loss_bbox: 0.1813 (0.1766) loss_bbox_aux_0: 0.1902 (0.1897) loss_bbox_aux_1: 0.1851 (0.1795) loss_bbox_aux_2: 0.1832 (0.1772) loss_bbox_aux_3: 0.1817 (0.1767) loss_bbox_aux_4: 0.1814 (0.1767) loss_bbox_dn_0: 0.2300 (0.2459) loss_bbox_dn_1: 0.1691 (0.1828) loss_bbox_dn_2: 0.1623 (0.1727) loss_bbox_dn_3: 0.1578 (0.1695) loss_bbox_dn_4: 0.1579 (0.1689) loss_bbox_dn_5: 0.1579 (0.1689) loss_bbox_dn_pre: 0.2378 (0.2516) loss_bbox_enc_0: 0.2164 (0.2268) loss_bbox_pre: 0.1914 (0.1899) loss_dfl: 0.9681 (0.9623) loss_fgl_aux_0: 0.9962 (0.9957) loss_fgl_aux_1: 0.9665 (0.9650) loss_fgl_aux_2: 0.9676 (0.9625) loss_fgl_aux_3: 0.9689 (0.9623) loss_fgl_aux_4: 0.9689 (0.9623) loss_fgl_dn_0: 1.0936 (1.0908) loss_fgl_dn_1: 0.9719 (0.9864) loss_fgl_dn_2: 0.9660 (0.9776) loss_fgl_dn_3: 0.9678 (0.9783) loss_fgl_dn_4: 0.9684 (0.9787) loss_fgl_dn_5: 0.9685 (0.9787) loss_giou: 0.5361 (0.5662) loss_giou_aux_0: 0.5597 (0.5920) loss_giou_aux_1: 0.5401 (0.5716) loss_giou_aux_2: 0.5350 (0.5670) loss_giou_aux_3: 0.5360 (0.5662) loss_giou_aux_4: 0.5363 (0.5661) loss_giou_dn_0: 0.5674 (0.5759) loss_giou_dn_1: 0.4528 (0.4648) loss_giou_dn_2: 0.4297 (0.4478) loss_giou_dn_3: 0.4257 (0.4433) loss_giou_dn_4: 0.4245 (0.4424) loss_giou_dn_5: 0.4247 (0.4424) loss_giou_dn_pre: 0.5673 (0.5750) loss_giou_enc_0: 0.6380 (0.6688) loss_giou_pre: 0.5605 (0.5904) loss_ddf_aux_0: 0.0556 (0.0528) loss_ddf_aux_1: 0.0076 (0.0075) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2755 (0.2534) loss_ddf_dn_1: 0.0403 (0.0337) loss_ddf_dn_2: 0.0082 (0.0071) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6672 (0.6648) loss_vfl_aux_0: 0.7571 (0.7383) loss_vfl_aux_1: 0.7166 (0.7138) loss_vfl_aux_2: 0.6869 (0.6945) loss_vfl_aux_3: 0.6752 (0.6759) loss_vfl_aux_4: 0.6678 (0.6671) loss_vfl_dn_0: 0.4947 (0.4903) loss_vfl_dn_1: 0.4314 (0.4253) loss_vfl_dn_2: 0.4174 (0.4102) loss_vfl_dn_3: 0.4097 (0.4016) loss_vfl_dn_4: 0.4070 (0.3985) loss_vfl_dn_5: 0.4067 (0.3980) loss_vfl_dn_pre: 0.4953 (0.4908) loss_vfl_enc_0: 0.7430 (0.7401) loss_vfl_pre: 0.7631 (0.7408) time: 0.7513 data: 0.0262 max mem: 9084 Epoch: [33] [1000/3696] eta: 0:34:14 lr: 0.000013 loss: 31.6977 (31.7546) loss_bbox: 0.1792 (0.1764) loss_bbox_aux_0: 0.1937 (0.1896) loss_bbox_aux_1: 0.1816 (0.1794) loss_bbox_aux_2: 0.1774 (0.1770) loss_bbox_aux_3: 0.1796 (0.1766) loss_bbox_aux_4: 0.1793 (0.1765) loss_bbox_dn_0: 0.2266 (0.2454) loss_bbox_dn_1: 0.1713 (0.1825) loss_bbox_dn_2: 0.1636 (0.1724) loss_bbox_dn_3: 0.1614 (0.1691) loss_bbox_dn_4: 0.1615 (0.1686) loss_bbox_dn_5: 0.1617 (0.1685) loss_bbox_dn_pre: 0.2278 (0.2512) loss_bbox_enc_0: 0.2326 (0.2266) loss_bbox_pre: 0.1938 (0.1899) loss_dfl: 0.9486 (0.9627) loss_fgl_aux_0: 0.9875 (0.9961) loss_fgl_aux_1: 0.9508 (0.9654) loss_fgl_aux_2: 0.9492 (0.9629) loss_fgl_aux_3: 0.9489 (0.9627) loss_fgl_aux_4: 0.9488 (0.9627) loss_fgl_dn_0: 1.0896 (1.0907) loss_fgl_dn_1: 0.9918 (0.9867) loss_fgl_dn_2: 0.9833 (0.9779) loss_fgl_dn_3: 0.9842 (0.9786) loss_fgl_dn_4: 0.9845 (0.9790) loss_fgl_dn_5: 0.9843 (0.9790) loss_giou: 0.5951 (0.5672) loss_giou_aux_0: 0.6173 (0.5932) loss_giou_aux_1: 0.6033 (0.5727) loss_giou_aux_2: 0.5980 (0.5680) loss_giou_aux_3: 0.5955 (0.5672) loss_giou_aux_4: 0.5954 (0.5671) loss_giou_dn_0: 0.5764 (0.5768) loss_giou_dn_1: 0.4626 (0.4658) loss_giou_dn_2: 0.4467 (0.4488) loss_giou_dn_3: 0.4450 (0.4443) loss_giou_dn_4: 0.4442 (0.4435) loss_giou_dn_5: 0.4440 (0.4435) loss_giou_dn_pre: 0.5752 (0.5759) loss_giou_enc_0: 0.6948 (0.6699) loss_giou_pre: 0.6150 (0.5916) loss_ddf_aux_0: 0.0558 (0.0531) loss_ddf_aux_1: 0.0083 (0.0075) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2420 (0.2531) loss_ddf_dn_1: 0.0331 (0.0338) loss_ddf_dn_2: 0.0070 (0.0071) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6525 (0.6646) loss_vfl_aux_0: 0.7241 (0.7379) loss_vfl_aux_1: 0.7106 (0.7138) loss_vfl_aux_2: 0.6842 (0.6943) loss_vfl_aux_3: 0.6654 (0.6758) loss_vfl_aux_4: 0.6553 (0.6668) loss_vfl_dn_0: 0.4878 (0.4901) loss_vfl_dn_1: 0.4302 (0.4254) loss_vfl_dn_2: 0.4165 (0.4102) loss_vfl_dn_3: 0.4073 (0.4016) loss_vfl_dn_4: 0.4032 (0.3986) loss_vfl_dn_5: 0.4027 (0.3980) loss_vfl_dn_pre: 0.4886 (0.4906) loss_vfl_enc_0: 0.7211 (0.7399) loss_vfl_pre: 0.7252 (0.7403) time: 0.9318 data: 0.0272 max mem: 9084 Epoch: [33] [1100/3696] eta: 0:33:00 lr: 0.000013 loss: 31.9693 (31.7620) loss_bbox: 0.1633 (0.1767) loss_bbox_aux_0: 0.1753 (0.1898) loss_bbox_aux_1: 0.1640 (0.1796) loss_bbox_aux_2: 0.1634 (0.1772) loss_bbox_aux_3: 0.1630 (0.1768) loss_bbox_aux_4: 0.1633 (0.1767) loss_bbox_dn_0: 0.2254 (0.2452) loss_bbox_dn_1: 0.1783 (0.1825) loss_bbox_dn_2: 0.1684 (0.1723) loss_bbox_dn_3: 0.1657 (0.1691) loss_bbox_dn_4: 0.1651 (0.1685) loss_bbox_dn_5: 0.1649 (0.1685) loss_bbox_dn_pre: 0.2323 (0.2510) loss_bbox_enc_0: 0.2123 (0.2266) loss_bbox_pre: 0.1745 (0.1900) loss_dfl: 0.9589 (0.9630) loss_fgl_aux_0: 0.9851 (0.9962) loss_fgl_aux_1: 0.9579 (0.9657) loss_fgl_aux_2: 0.9552 (0.9632) loss_fgl_aux_3: 0.9577 (0.9630) loss_fgl_aux_4: 0.9593 (0.9630) loss_fgl_dn_0: 1.0954 (1.0910) loss_fgl_dn_1: 0.9983 (0.9871) loss_fgl_dn_2: 0.9882 (0.9783) loss_fgl_dn_3: 0.9884 (0.9790) loss_fgl_dn_4: 0.9887 (0.9794) loss_fgl_dn_5: 0.9888 (0.9794) loss_giou: 0.5750 (0.5673) loss_giou_aux_0: 0.6052 (0.5934) loss_giou_aux_1: 0.5818 (0.5729) loss_giou_aux_2: 0.5761 (0.5682) loss_giou_aux_3: 0.5745 (0.5674) loss_giou_aux_4: 0.5748 (0.5673) loss_giou_dn_0: 0.5793 (0.5765) loss_giou_dn_1: 0.4613 (0.4656) loss_giou_dn_2: 0.4461 (0.4486) loss_giou_dn_3: 0.4406 (0.4441) loss_giou_dn_4: 0.4397 (0.4432) loss_giou_dn_5: 0.4394 (0.4432) loss_giou_dn_pre: 0.5765 (0.5756) loss_giou_enc_0: 0.6784 (0.6700) loss_giou_pre: 0.6019 (0.5917) loss_ddf_aux_0: 0.0529 (0.0532) loss_ddf_aux_1: 0.0075 (0.0076) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2503 (0.2528) loss_ddf_dn_1: 0.0311 (0.0338) loss_ddf_dn_2: 0.0062 (0.0071) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6600 (0.6648) loss_vfl_aux_0: 0.7260 (0.7380) loss_vfl_aux_1: 0.7111 (0.7139) loss_vfl_aux_2: 0.6907 (0.6944) loss_vfl_aux_3: 0.6724 (0.6759) loss_vfl_aux_4: 0.6635 (0.6670) loss_vfl_dn_0: 0.4864 (0.4903) loss_vfl_dn_1: 0.4191 (0.4254) loss_vfl_dn_2: 0.4072 (0.4104) loss_vfl_dn_3: 0.3984 (0.4018) loss_vfl_dn_4: 0.3936 (0.3988) loss_vfl_dn_5: 0.3941 (0.3982) loss_vfl_dn_pre: 0.4880 (0.4907) loss_vfl_enc_0: 0.7267 (0.7405) loss_vfl_pre: 0.7274 (0.7403) time: 0.7949 data: 0.0255 max mem: 9084 Epoch: [33] [1200/3696] eta: 0:31:43 lr: 0.000013 loss: 31.9476 (31.7661) loss_bbox: 0.1811 (0.1768) loss_bbox_aux_0: 0.1937 (0.1899) loss_bbox_aux_1: 0.1823 (0.1797) loss_bbox_aux_2: 0.1807 (0.1774) loss_bbox_aux_3: 0.1809 (0.1769) loss_bbox_aux_4: 0.1813 (0.1769) loss_bbox_dn_0: 0.2419 (0.2451) loss_bbox_dn_1: 0.1911 (0.1825) loss_bbox_dn_2: 0.1846 (0.1724) loss_bbox_dn_3: 0.1812 (0.1692) loss_bbox_dn_4: 0.1807 (0.1687) loss_bbox_dn_5: 0.1806 (0.1687) loss_bbox_dn_pre: 0.2464 (0.2509) loss_bbox_enc_0: 0.2217 (0.2265) loss_bbox_pre: 0.1938 (0.1901) loss_dfl: 0.9569 (0.9628) loss_fgl_aux_0: 0.9920 (0.9961) loss_fgl_aux_1: 0.9580 (0.9655) loss_fgl_aux_2: 0.9572 (0.9630) loss_fgl_aux_3: 0.9558 (0.9628) loss_fgl_aux_4: 0.9571 (0.9628) loss_fgl_dn_0: 1.0870 (1.0908) loss_fgl_dn_1: 0.9850 (0.9871) loss_fgl_dn_2: 0.9777 (0.9784) loss_fgl_dn_3: 0.9780 (0.9791) loss_fgl_dn_4: 0.9779 (0.9795) loss_fgl_dn_5: 0.9780 (0.9795) loss_giou: 0.6038 (0.5679) loss_giou_aux_0: 0.6226 (0.5940) loss_giou_aux_1: 0.6080 (0.5735) loss_giou_aux_2: 0.6044 (0.5688) loss_giou_aux_3: 0.6043 (0.5680) loss_giou_aux_4: 0.6040 (0.5679) loss_giou_dn_0: 0.5928 (0.5769) loss_giou_dn_1: 0.4750 (0.4660) loss_giou_dn_2: 0.4630 (0.4491) loss_giou_dn_3: 0.4566 (0.4445) loss_giou_dn_4: 0.4560 (0.4437) loss_giou_dn_5: 0.4561 (0.4437) loss_giou_dn_pre: 0.5898 (0.5761) loss_giou_enc_0: 0.7048 (0.6706) loss_giou_pre: 0.6211 (0.5924) loss_ddf_aux_0: 0.0517 (0.0533) loss_ddf_aux_1: 0.0071 (0.0075) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2507 (0.2525) loss_ddf_dn_1: 0.0334 (0.0337) loss_ddf_dn_2: 0.0063 (0.0071) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6545 (0.6646) loss_vfl_aux_0: 0.7170 (0.7372) loss_vfl_aux_1: 0.6961 (0.7134) loss_vfl_aux_2: 0.6831 (0.6940) loss_vfl_aux_3: 0.6662 (0.6757) loss_vfl_aux_4: 0.6520 (0.6667) loss_vfl_dn_0: 0.4899 (0.4902) loss_vfl_dn_1: 0.4301 (0.4256) loss_vfl_dn_2: 0.4107 (0.4105) loss_vfl_dn_3: 0.4064 (0.4020) loss_vfl_dn_4: 0.4027 (0.3989) loss_vfl_dn_5: 0.4030 (0.3984) loss_vfl_dn_pre: 0.4912 (0.4908) loss_vfl_enc_0: 0.7178 (0.7400) loss_vfl_pre: 0.7201 (0.7395) time: 0.7560 data: 0.0303 max mem: 9084 Epoch: [33] [1300/3696] eta: 0:30:27 lr: 0.000013 loss: 32.0503 (31.7824) loss_bbox: 0.1714 (0.1771) loss_bbox_aux_0: 0.1830 (0.1901) loss_bbox_aux_1: 0.1731 (0.1799) loss_bbox_aux_2: 0.1727 (0.1776) loss_bbox_aux_3: 0.1716 (0.1772) loss_bbox_aux_4: 0.1715 (0.1771) loss_bbox_dn_0: 0.2352 (0.2455) loss_bbox_dn_1: 0.1726 (0.1828) loss_bbox_dn_2: 0.1617 (0.1726) loss_bbox_dn_3: 0.1574 (0.1694) loss_bbox_dn_4: 0.1580 (0.1689) loss_bbox_dn_5: 0.1581 (0.1688) loss_bbox_dn_pre: 0.2422 (0.2513) loss_bbox_enc_0: 0.2233 (0.2268) loss_bbox_pre: 0.1853 (0.1904) loss_dfl: 0.9446 (0.9621) loss_fgl_aux_0: 0.9790 (0.9956) loss_fgl_aux_1: 0.9500 (0.9649) loss_fgl_aux_2: 0.9466 (0.9623) loss_fgl_aux_3: 0.9455 (0.9622) loss_fgl_aux_4: 0.9446 (0.9621) loss_fgl_dn_0: 1.0853 (1.0906) loss_fgl_dn_1: 0.9769 (0.9869) loss_fgl_dn_2: 0.9675 (0.9781) loss_fgl_dn_3: 0.9671 (0.9788) loss_fgl_dn_4: 0.9673 (0.9792) loss_fgl_dn_5: 0.9674 (0.9792) loss_giou: 0.5727 (0.5686) loss_giou_aux_0: 0.6009 (0.5946) loss_giou_aux_1: 0.5732 (0.5741) loss_giou_aux_2: 0.5729 (0.5695) loss_giou_aux_3: 0.5729 (0.5687) loss_giou_aux_4: 0.5729 (0.5686) loss_giou_dn_0: 0.5954 (0.5776) loss_giou_dn_1: 0.4771 (0.4666) loss_giou_dn_2: 0.4561 (0.4496) loss_giou_dn_3: 0.4523 (0.4451) loss_giou_dn_4: 0.4518 (0.4442) loss_giou_dn_5: 0.4515 (0.4442) loss_giou_dn_pre: 0.5940 (0.5767) loss_giou_enc_0: 0.6652 (0.6712) loss_giou_pre: 0.5973 (0.5930) loss_ddf_aux_0: 0.0528 (0.0534) loss_ddf_aux_1: 0.0068 (0.0075) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2563 (0.2525) loss_ddf_dn_1: 0.0328 (0.0337) loss_ddf_dn_2: 0.0070 (0.0070) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6755 (0.6656) loss_vfl_aux_0: 0.7556 (0.7380) loss_vfl_aux_1: 0.7368 (0.7146) loss_vfl_aux_2: 0.7213 (0.6951) loss_vfl_aux_3: 0.6910 (0.6768) loss_vfl_aux_4: 0.6797 (0.6678) loss_vfl_dn_0: 0.4892 (0.4903) loss_vfl_dn_1: 0.4253 (0.4257) loss_vfl_dn_2: 0.4075 (0.4106) loss_vfl_dn_3: 0.3995 (0.4020) loss_vfl_dn_4: 0.3939 (0.3990) loss_vfl_dn_5: 0.3948 (0.3984) loss_vfl_dn_pre: 0.4906 (0.4908) loss_vfl_enc_0: 0.7614 (0.7404) loss_vfl_pre: 0.7561 (0.7404) time: 0.7509 data: 0.0273 max mem: 9084 Epoch: [33] [1400/3696] eta: 0:29:08 lr: 0.000013 loss: 31.5301 (31.7793) loss_bbox: 0.1655 (0.1773) loss_bbox_aux_0: 0.1797 (0.1903) loss_bbox_aux_1: 0.1707 (0.1801) loss_bbox_aux_2: 0.1669 (0.1778) loss_bbox_aux_3: 0.1655 (0.1774) loss_bbox_aux_4: 0.1654 (0.1773) loss_bbox_dn_0: 0.2416 (0.2460) loss_bbox_dn_1: 0.1671 (0.1832) loss_bbox_dn_2: 0.1600 (0.1731) loss_bbox_dn_3: 0.1594 (0.1698) loss_bbox_dn_4: 0.1589 (0.1692) loss_bbox_dn_5: 0.1590 (0.1692) loss_bbox_dn_pre: 0.2474 (0.2518) loss_bbox_enc_0: 0.2165 (0.2270) loss_bbox_pre: 0.1788 (0.1905) loss_dfl: 0.9708 (0.9622) loss_fgl_aux_0: 1.0060 (0.9956) loss_fgl_aux_1: 0.9752 (0.9649) loss_fgl_aux_2: 0.9719 (0.9624) loss_fgl_aux_3: 0.9716 (0.9622) loss_fgl_aux_4: 0.9707 (0.9622) loss_fgl_dn_0: 1.0914 (1.0904) loss_fgl_dn_1: 0.9865 (0.9867) loss_fgl_dn_2: 0.9770 (0.9779) loss_fgl_dn_3: 0.9789 (0.9786) loss_fgl_dn_4: 0.9790 (0.9790) loss_fgl_dn_5: 0.9790 (0.9790) loss_giou: 0.5716 (0.5681) loss_giou_aux_0: 0.5985 (0.5941) loss_giou_aux_1: 0.5736 (0.5737) loss_giou_aux_2: 0.5718 (0.5690) loss_giou_aux_3: 0.5718 (0.5682) loss_giou_aux_4: 0.5711 (0.5681) loss_giou_dn_0: 0.5731 (0.5773) loss_giou_dn_1: 0.4689 (0.4663) loss_giou_dn_2: 0.4518 (0.4494) loss_giou_dn_3: 0.4458 (0.4449) loss_giou_dn_4: 0.4424 (0.4440) loss_giou_dn_5: 0.4424 (0.4440) loss_giou_dn_pre: 0.5752 (0.5764) loss_giou_enc_0: 0.6795 (0.6707) loss_giou_pre: 0.5962 (0.5925) loss_ddf_aux_0: 0.0476 (0.0533) loss_ddf_aux_1: 0.0066 (0.0075) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2339 (0.2520) loss_ddf_dn_1: 0.0313 (0.0335) loss_ddf_dn_2: 0.0070 (0.0070) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6596 (0.6655) loss_vfl_aux_0: 0.7357 (0.7380) loss_vfl_aux_1: 0.7111 (0.7147) loss_vfl_aux_2: 0.6884 (0.6950) loss_vfl_aux_3: 0.6621 (0.6766) loss_vfl_aux_4: 0.6642 (0.6676) loss_vfl_dn_0: 0.4863 (0.4902) loss_vfl_dn_1: 0.4218 (0.4256) loss_vfl_dn_2: 0.4085 (0.4106) loss_vfl_dn_3: 0.4010 (0.4020) loss_vfl_dn_4: 0.3989 (0.3990) loss_vfl_dn_5: 0.3980 (0.3985) loss_vfl_dn_pre: 0.4869 (0.4907) loss_vfl_enc_0: 0.7354 (0.7407) loss_vfl_pre: 0.7343 (0.7404) time: 0.7561 data: 0.0299 max mem: 9084 Epoch: [33] [1500/3696] eta: 0:27:55 lr: 0.000013 loss: 32.2756 (31.7821) loss_bbox: 0.1671 (0.1772) loss_bbox_aux_0: 0.1803 (0.1901) loss_bbox_aux_1: 0.1709 (0.1800) loss_bbox_aux_2: 0.1682 (0.1777) loss_bbox_aux_3: 0.1677 (0.1773) loss_bbox_aux_4: 0.1672 (0.1772) loss_bbox_dn_0: 0.2392 (0.2456) loss_bbox_dn_1: 0.1831 (0.1829) loss_bbox_dn_2: 0.1708 (0.1727) loss_bbox_dn_3: 0.1690 (0.1695) loss_bbox_dn_4: 0.1699 (0.1689) loss_bbox_dn_5: 0.1698 (0.1689) loss_bbox_dn_pre: 0.2457 (0.2513) loss_bbox_enc_0: 0.2138 (0.2268) loss_bbox_pre: 0.1800 (0.1904) loss_dfl: 0.9703 (0.9618) loss_fgl_aux_0: 1.0073 (0.9952) loss_fgl_aux_1: 0.9742 (0.9646) loss_fgl_aux_2: 0.9715 (0.9620) loss_fgl_aux_3: 0.9707 (0.9619) loss_fgl_aux_4: 0.9703 (0.9618) loss_fgl_dn_0: 1.0872 (1.0901) loss_fgl_dn_1: 0.9877 (0.9866) loss_fgl_dn_2: 0.9776 (0.9779) loss_fgl_dn_3: 0.9783 (0.9786) loss_fgl_dn_4: 0.9789 (0.9790) loss_fgl_dn_5: 0.9789 (0.9790) loss_giou: 0.5774 (0.5690) loss_giou_aux_0: 0.6099 (0.5949) loss_giou_aux_1: 0.5864 (0.5745) loss_giou_aux_2: 0.5780 (0.5699) loss_giou_aux_3: 0.5761 (0.5691) loss_giou_aux_4: 0.5767 (0.5690) loss_giou_dn_0: 0.5984 (0.5780) loss_giou_dn_1: 0.4800 (0.4670) loss_giou_dn_2: 0.4699 (0.4500) loss_giou_dn_3: 0.4654 (0.4455) loss_giou_dn_4: 0.4646 (0.4447) loss_giou_dn_5: 0.4646 (0.4447) loss_giou_dn_pre: 0.5940 (0.5771) loss_giou_enc_0: 0.6758 (0.6715) loss_giou_pre: 0.6110 (0.5933) loss_ddf_aux_0: 0.0547 (0.0532) loss_ddf_aux_1: 0.0075 (0.0075) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2517 (0.2521) loss_ddf_dn_1: 0.0310 (0.0335) loss_ddf_dn_2: 0.0061 (0.0070) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6906 (0.6656) loss_vfl_aux_0: 0.7587 (0.7379) loss_vfl_aux_1: 0.7368 (0.7147) loss_vfl_aux_2: 0.7053 (0.6948) loss_vfl_aux_3: 0.7001 (0.6766) loss_vfl_aux_4: 0.7003 (0.6676) loss_vfl_dn_0: 0.4857 (0.4899) loss_vfl_dn_1: 0.4229 (0.4255) loss_vfl_dn_2: 0.4072 (0.4104) loss_vfl_dn_3: 0.4039 (0.4019) loss_vfl_dn_4: 0.4014 (0.3989) loss_vfl_dn_5: 0.4007 (0.3984) loss_vfl_dn_pre: 0.4865 (0.4904) loss_vfl_enc_0: 0.7361 (0.7401) loss_vfl_pre: 0.7621 (0.7402) time: 0.7855 data: 0.0296 max mem: 9084 Epoch: [33] [1600/3696] eta: 0:26:44 lr: 0.000013 loss: 31.7984 (31.7851) loss_bbox: 0.1783 (0.1777) loss_bbox_aux_0: 0.1885 (0.1907) loss_bbox_aux_1: 0.1811 (0.1805) loss_bbox_aux_2: 0.1791 (0.1782) loss_bbox_aux_3: 0.1784 (0.1778) loss_bbox_aux_4: 0.1784 (0.1777) loss_bbox_dn_0: 0.2568 (0.2461) loss_bbox_dn_1: 0.1893 (0.1832) loss_bbox_dn_2: 0.1808 (0.1731) loss_bbox_dn_3: 0.1785 (0.1698) loss_bbox_dn_4: 0.1781 (0.1692) loss_bbox_dn_5: 0.1781 (0.1692) loss_bbox_dn_pre: 0.2638 (0.2519) loss_bbox_enc_0: 0.2283 (0.2275) loss_bbox_pre: 0.1895 (0.1910) loss_dfl: 0.9633 (0.9614) loss_fgl_aux_0: 0.9947 (0.9949) loss_fgl_aux_1: 0.9647 (0.9641) loss_fgl_aux_2: 0.9633 (0.9616) loss_fgl_aux_3: 0.9643 (0.9614) loss_fgl_aux_4: 0.9634 (0.9614) loss_fgl_dn_0: 1.0878 (1.0900) loss_fgl_dn_1: 0.9845 (0.9864) loss_fgl_dn_2: 0.9737 (0.9776) loss_fgl_dn_3: 0.9747 (0.9783) loss_fgl_dn_4: 0.9749 (0.9787) loss_fgl_dn_5: 0.9749 (0.9787) loss_giou: 0.5465 (0.5691) loss_giou_aux_0: 0.5723 (0.5951) loss_giou_aux_1: 0.5506 (0.5746) loss_giou_aux_2: 0.5455 (0.5699) loss_giou_aux_3: 0.5462 (0.5691) loss_giou_aux_4: 0.5465 (0.5690) loss_giou_dn_0: 0.5557 (0.5780) loss_giou_dn_1: 0.4452 (0.4668) loss_giou_dn_2: 0.4254 (0.4498) loss_giou_dn_3: 0.4201 (0.4453) loss_giou_dn_4: 0.4172 (0.4444) loss_giou_dn_5: 0.4172 (0.4444) loss_giou_dn_pre: 0.5556 (0.5771) loss_giou_enc_0: 0.6552 (0.6717) loss_giou_pre: 0.5695 (0.5934) loss_ddf_aux_0: 0.0508 (0.0534) loss_ddf_aux_1: 0.0071 (0.0075) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2475 (0.2526) loss_ddf_dn_1: 0.0342 (0.0336) loss_ddf_dn_2: 0.0069 (0.0070) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6533 (0.6657) loss_vfl_aux_0: 0.7216 (0.7380) loss_vfl_aux_1: 0.7052 (0.7147) loss_vfl_aux_2: 0.6877 (0.6948) loss_vfl_aux_3: 0.6583 (0.6767) loss_vfl_aux_4: 0.6639 (0.6677) loss_vfl_dn_0: 0.4912 (0.4899) loss_vfl_dn_1: 0.4185 (0.4255) loss_vfl_dn_2: 0.4065 (0.4104) loss_vfl_dn_3: 0.3980 (0.4018) loss_vfl_dn_4: 0.3984 (0.3988) loss_vfl_dn_5: 0.3978 (0.3983) loss_vfl_dn_pre: 0.4905 (0.4904) loss_vfl_enc_0: 0.7281 (0.7396) loss_vfl_pre: 0.7294 (0.7402) time: 0.7665 data: 0.0323 max mem: 9084 Epoch: [33] [1700/3696] eta: 0:25:25 lr: 0.000013 loss: 31.4829 (31.7966) loss_bbox: 0.1690 (0.1778) loss_bbox_aux_0: 0.1856 (0.1908) loss_bbox_aux_1: 0.1761 (0.1806) loss_bbox_aux_2: 0.1696 (0.1783) loss_bbox_aux_3: 0.1694 (0.1779) loss_bbox_aux_4: 0.1690 (0.1778) loss_bbox_dn_0: 0.2394 (0.2463) loss_bbox_dn_1: 0.1756 (0.1833) loss_bbox_dn_2: 0.1623 (0.1731) loss_bbox_dn_3: 0.1598 (0.1698) loss_bbox_dn_4: 0.1596 (0.1692) loss_bbox_dn_5: 0.1598 (0.1692) loss_bbox_dn_pre: 0.2450 (0.2519) loss_bbox_enc_0: 0.2166 (0.2276) loss_bbox_pre: 0.1869 (0.1911) loss_dfl: 0.9658 (0.9616) loss_fgl_aux_0: 0.9988 (0.9950) loss_fgl_aux_1: 0.9678 (0.9643) loss_fgl_aux_2: 0.9658 (0.9618) loss_fgl_aux_3: 0.9659 (0.9616) loss_fgl_aux_4: 0.9658 (0.9616) loss_fgl_dn_0: 1.0849 (1.0900) loss_fgl_dn_1: 0.9736 (0.9865) loss_fgl_dn_2: 0.9636 (0.9777) loss_fgl_dn_3: 0.9644 (0.9784) loss_fgl_dn_4: 0.9652 (0.9788) loss_fgl_dn_5: 0.9653 (0.9788) loss_giou: 0.5380 (0.5693) loss_giou_aux_0: 0.5620 (0.5954) loss_giou_aux_1: 0.5437 (0.5748) loss_giou_aux_2: 0.5391 (0.5702) loss_giou_aux_3: 0.5378 (0.5694) loss_giou_aux_4: 0.5379 (0.5693) loss_giou_dn_0: 0.5557 (0.5783) loss_giou_dn_1: 0.4381 (0.4671) loss_giou_dn_2: 0.4206 (0.4501) loss_giou_dn_3: 0.4185 (0.4456) loss_giou_dn_4: 0.4178 (0.4447) loss_giou_dn_5: 0.4178 (0.4447) loss_giou_dn_pre: 0.5534 (0.5774) loss_giou_enc_0: 0.6435 (0.6721) loss_giou_pre: 0.5571 (0.5938) loss_ddf_aux_0: 0.0588 (0.0535) loss_ddf_aux_1: 0.0083 (0.0075) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2480 (0.2530) loss_ddf_dn_1: 0.0327 (0.0336) loss_ddf_dn_2: 0.0069 (0.0070) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6752 (0.6661) loss_vfl_aux_0: 0.7278 (0.7384) loss_vfl_aux_1: 0.7179 (0.7150) loss_vfl_aux_2: 0.7024 (0.6953) loss_vfl_aux_3: 0.6863 (0.6772) loss_vfl_aux_4: 0.6765 (0.6682) loss_vfl_dn_0: 0.4949 (0.4901) loss_vfl_dn_1: 0.4272 (0.4257) loss_vfl_dn_2: 0.4074 (0.4105) loss_vfl_dn_3: 0.3978 (0.4020) loss_vfl_dn_4: 0.3946 (0.3989) loss_vfl_dn_5: 0.3942 (0.3984) loss_vfl_dn_pre: 0.4967 (0.4905) loss_vfl_enc_0: 0.7278 (0.7398) loss_vfl_pre: 0.7413 (0.7407) time: 0.7422 data: 0.0290 max mem: 9084 Epoch: [33] [1800/3696] eta: 0:24:07 lr: 0.000013 loss: 31.4234 (31.7804) loss_bbox: 0.1688 (0.1777) loss_bbox_aux_0: 0.1802 (0.1907) loss_bbox_aux_1: 0.1705 (0.1805) loss_bbox_aux_2: 0.1687 (0.1782) loss_bbox_aux_3: 0.1686 (0.1778) loss_bbox_aux_4: 0.1688 (0.1777) loss_bbox_dn_0: 0.2411 (0.2461) loss_bbox_dn_1: 0.1792 (0.1831) loss_bbox_dn_2: 0.1661 (0.1729) loss_bbox_dn_3: 0.1637 (0.1697) loss_bbox_dn_4: 0.1628 (0.1691) loss_bbox_dn_5: 0.1627 (0.1691) loss_bbox_dn_pre: 0.2449 (0.2518) loss_bbox_enc_0: 0.2148 (0.2275) loss_bbox_pre: 0.1798 (0.1909) loss_dfl: 0.9643 (0.9614) loss_fgl_aux_0: 0.9959 (0.9947) loss_fgl_aux_1: 0.9688 (0.9641) loss_fgl_aux_2: 0.9635 (0.9616) loss_fgl_aux_3: 0.9642 (0.9614) loss_fgl_aux_4: 0.9644 (0.9614) loss_fgl_dn_0: 1.0890 (1.0899) loss_fgl_dn_1: 0.9906 (0.9863) loss_fgl_dn_2: 0.9847 (0.9775) loss_fgl_dn_3: 0.9856 (0.9782) loss_fgl_dn_4: 0.9857 (0.9786) loss_fgl_dn_5: 0.9856 (0.9786) loss_giou: 0.5532 (0.5689) loss_giou_aux_0: 0.5741 (0.5949) loss_giou_aux_1: 0.5621 (0.5744) loss_giou_aux_2: 0.5560 (0.5698) loss_giou_aux_3: 0.5537 (0.5690) loss_giou_aux_4: 0.5534 (0.5689) loss_giou_dn_0: 0.5635 (0.5775) loss_giou_dn_1: 0.4566 (0.4664) loss_giou_dn_2: 0.4364 (0.4494) loss_giou_dn_3: 0.4290 (0.4449) loss_giou_dn_4: 0.4270 (0.4440) loss_giou_dn_5: 0.4267 (0.4440) loss_giou_dn_pre: 0.5603 (0.5766) loss_giou_enc_0: 0.6541 (0.6716) loss_giou_pre: 0.5747 (0.5933) loss_ddf_aux_0: 0.0493 (0.0535) loss_ddf_aux_1: 0.0066 (0.0075) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2352 (0.2526) loss_ddf_dn_1: 0.0292 (0.0335) loss_ddf_dn_2: 0.0066 (0.0070) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6459 (0.6658) loss_vfl_aux_0: 0.7233 (0.7382) loss_vfl_aux_1: 0.6939 (0.7148) loss_vfl_aux_2: 0.6812 (0.6950) loss_vfl_aux_3: 0.6559 (0.6769) loss_vfl_aux_4: 0.6509 (0.6678) loss_vfl_dn_0: 0.4888 (0.4900) loss_vfl_dn_1: 0.4309 (0.4256) loss_vfl_dn_2: 0.4095 (0.4103) loss_vfl_dn_3: 0.3987 (0.4018) loss_vfl_dn_4: 0.3978 (0.3988) loss_vfl_dn_5: 0.3956 (0.3982) loss_vfl_dn_pre: 0.4885 (0.4905) loss_vfl_enc_0: 0.7226 (0.7396) loss_vfl_pre: 0.7205 (0.7404) time: 0.7406 data: 0.0277 max mem: 9084 Epoch: [33] [1900/3696] eta: 0:22:51 lr: 0.000013 loss: 31.4825 (31.7784) loss_bbox: 0.1789 (0.1777) loss_bbox_aux_0: 0.1894 (0.1908) loss_bbox_aux_1: 0.1813 (0.1806) loss_bbox_aux_2: 0.1780 (0.1783) loss_bbox_aux_3: 0.1791 (0.1778) loss_bbox_aux_4: 0.1789 (0.1778) loss_bbox_dn_0: 0.2380 (0.2464) loss_bbox_dn_1: 0.1743 (0.1833) loss_bbox_dn_2: 0.1641 (0.1731) loss_bbox_dn_3: 0.1629 (0.1698) loss_bbox_dn_4: 0.1622 (0.1692) loss_bbox_dn_5: 0.1622 (0.1692) loss_bbox_dn_pre: 0.2468 (0.2521) loss_bbox_enc_0: 0.2269 (0.2276) loss_bbox_pre: 0.1898 (0.1910) loss_dfl: 0.9633 (0.9612) loss_fgl_aux_0: 0.9990 (0.9946) loss_fgl_aux_1: 0.9662 (0.9639) loss_fgl_aux_2: 0.9640 (0.9614) loss_fgl_aux_3: 0.9639 (0.9612) loss_fgl_aux_4: 0.9634 (0.9612) loss_fgl_dn_0: 1.0857 (1.0899) loss_fgl_dn_1: 0.9834 (0.9862) loss_fgl_dn_2: 0.9752 (0.9774) loss_fgl_dn_3: 0.9746 (0.9781) loss_fgl_dn_4: 0.9749 (0.9785) loss_fgl_dn_5: 0.9748 (0.9785) loss_giou: 0.5532 (0.5687) loss_giou_aux_0: 0.5801 (0.5946) loss_giou_aux_1: 0.5605 (0.5742) loss_giou_aux_2: 0.5534 (0.5695) loss_giou_aux_3: 0.5534 (0.5688) loss_giou_aux_4: 0.5533 (0.5687) loss_giou_dn_0: 0.5597 (0.5775) loss_giou_dn_1: 0.4498 (0.4663) loss_giou_dn_2: 0.4310 (0.4493) loss_giou_dn_3: 0.4220 (0.4448) loss_giou_dn_4: 0.4200 (0.4439) loss_giou_dn_5: 0.4200 (0.4439) loss_giou_dn_pre: 0.5601 (0.5766) loss_giou_enc_0: 0.6538 (0.6712) loss_giou_pre: 0.5784 (0.5930) loss_ddf_aux_0: 0.0526 (0.0535) loss_ddf_aux_1: 0.0073 (0.0075) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2400 (0.2528) loss_ddf_dn_1: 0.0309 (0.0335) loss_ddf_dn_2: 0.0064 (0.0070) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6722 (0.6659) loss_vfl_aux_0: 0.7406 (0.7381) loss_vfl_aux_1: 0.7109 (0.7148) loss_vfl_aux_2: 0.6971 (0.6950) loss_vfl_aux_3: 0.6787 (0.6768) loss_vfl_aux_4: 0.6716 (0.6679) loss_vfl_dn_0: 0.4913 (0.4901) loss_vfl_dn_1: 0.4235 (0.4257) loss_vfl_dn_2: 0.4090 (0.4104) loss_vfl_dn_3: 0.4013 (0.4019) loss_vfl_dn_4: 0.3969 (0.3988) loss_vfl_dn_5: 0.3959 (0.3983) loss_vfl_dn_pre: 0.4921 (0.4906) loss_vfl_enc_0: 0.7385 (0.7396) loss_vfl_pre: 0.7378 (0.7404) time: 0.7397 data: 0.0267 max mem: 9084 Epoch: [33] [2000/3696] eta: 0:21:31 lr: 0.000013 loss: 32.0386 (31.7896) loss_bbox: 0.1656 (0.1781) loss_bbox_aux_0: 0.1853 (0.1911) loss_bbox_aux_1: 0.1700 (0.1809) loss_bbox_aux_2: 0.1686 (0.1786) loss_bbox_aux_3: 0.1662 (0.1782) loss_bbox_aux_4: 0.1657 (0.1781) loss_bbox_dn_0: 0.2360 (0.2464) loss_bbox_dn_1: 0.1624 (0.1834) loss_bbox_dn_2: 0.1545 (0.1732) loss_bbox_dn_3: 0.1539 (0.1699) loss_bbox_dn_4: 0.1552 (0.1694) loss_bbox_dn_5: 0.1552 (0.1693) loss_bbox_dn_pre: 0.2368 (0.2521) loss_bbox_enc_0: 0.2173 (0.2278) loss_bbox_pre: 0.1850 (0.1914) loss_dfl: 0.9585 (0.9612) loss_fgl_aux_0: 0.9850 (0.9947) loss_fgl_aux_1: 0.9613 (0.9640) loss_fgl_aux_2: 0.9578 (0.9615) loss_fgl_aux_3: 0.9581 (0.9613) loss_fgl_aux_4: 0.9584 (0.9612) loss_fgl_dn_0: 1.0909 (1.0899) loss_fgl_dn_1: 0.9967 (0.9864) loss_fgl_dn_2: 0.9873 (0.9776) loss_fgl_dn_3: 0.9870 (0.9783) loss_fgl_dn_4: 0.9871 (0.9787) loss_fgl_dn_5: 0.9871 (0.9787) loss_giou: 0.5750 (0.5691) loss_giou_aux_0: 0.5940 (0.5950) loss_giou_aux_1: 0.5809 (0.5746) loss_giou_aux_2: 0.5758 (0.5700) loss_giou_aux_3: 0.5753 (0.5692) loss_giou_aux_4: 0.5747 (0.5691) loss_giou_dn_0: 0.5805 (0.5776) loss_giou_dn_1: 0.4661 (0.4663) loss_giou_dn_2: 0.4460 (0.4494) loss_giou_dn_3: 0.4410 (0.4449) loss_giou_dn_4: 0.4406 (0.4440) loss_giou_dn_5: 0.4406 (0.4440) loss_giou_dn_pre: 0.5820 (0.5766) loss_giou_enc_0: 0.6685 (0.6714) loss_giou_pre: 0.5944 (0.5934) loss_ddf_aux_0: 0.0539 (0.0535) loss_ddf_aux_1: 0.0075 (0.0075) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2628 (0.2525) loss_ddf_dn_1: 0.0339 (0.0334) loss_ddf_dn_2: 0.0073 (0.0070) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6557 (0.6663) loss_vfl_aux_0: 0.7152 (0.7384) loss_vfl_aux_1: 0.6936 (0.7149) loss_vfl_aux_2: 0.6653 (0.6952) loss_vfl_aux_3: 0.6563 (0.6771) loss_vfl_aux_4: 0.6509 (0.6682) loss_vfl_dn_0: 0.4884 (0.4902) loss_vfl_dn_1: 0.4253 (0.4258) loss_vfl_dn_2: 0.4098 (0.4105) loss_vfl_dn_3: 0.3998 (0.4020) loss_vfl_dn_4: 0.3954 (0.3989) loss_vfl_dn_5: 0.3942 (0.3984) loss_vfl_dn_pre: 0.4891 (0.4907) loss_vfl_enc_0: 0.7316 (0.7398) loss_vfl_pre: 0.7162 (0.7407) time: 0.7560 data: 0.0299 max mem: 9084 Epoch: [33] [2100/3696] eta: 0:20:14 lr: 0.000013 loss: 31.8238 (31.7959) loss_bbox: 0.1777 (0.1785) loss_bbox_aux_0: 0.1928 (0.1916) loss_bbox_aux_1: 0.1782 (0.1813) loss_bbox_aux_2: 0.1784 (0.1790) loss_bbox_aux_3: 0.1778 (0.1786) loss_bbox_aux_4: 0.1776 (0.1785) loss_bbox_dn_0: 0.2303 (0.2464) loss_bbox_dn_1: 0.1703 (0.1834) loss_bbox_dn_2: 0.1645 (0.1732) loss_bbox_dn_3: 0.1635 (0.1700) loss_bbox_dn_4: 0.1631 (0.1694) loss_bbox_dn_5: 0.1630 (0.1694) loss_bbox_dn_pre: 0.2393 (0.2522) loss_bbox_enc_0: 0.2342 (0.2282) loss_bbox_pre: 0.1929 (0.1918) loss_dfl: 0.9385 (0.9607) loss_fgl_aux_0: 0.9696 (0.9942) loss_fgl_aux_1: 0.9437 (0.9634) loss_fgl_aux_2: 0.9389 (0.9609) loss_fgl_aux_3: 0.9385 (0.9608) loss_fgl_aux_4: 0.9385 (0.9607) loss_fgl_dn_0: 1.0818 (1.0897) loss_fgl_dn_1: 0.9900 (0.9863) loss_fgl_dn_2: 0.9796 (0.9775) loss_fgl_dn_3: 0.9798 (0.9783) loss_fgl_dn_4: 0.9810 (0.9787) loss_fgl_dn_5: 0.9809 (0.9787) loss_giou: 0.5868 (0.5701) loss_giou_aux_0: 0.6128 (0.5960) loss_giou_aux_1: 0.5933 (0.5756) loss_giou_aux_2: 0.5856 (0.5710) loss_giou_aux_3: 0.5858 (0.5702) loss_giou_aux_4: 0.5870 (0.5701) loss_giou_dn_0: 0.5841 (0.5779) loss_giou_dn_1: 0.4729 (0.4667) loss_giou_dn_2: 0.4503 (0.4498) loss_giou_dn_3: 0.4443 (0.4453) loss_giou_dn_4: 0.4430 (0.4444) loss_giou_dn_5: 0.4430 (0.4444) loss_giou_dn_pre: 0.5836 (0.5770) loss_giou_enc_0: 0.6812 (0.6722) loss_giou_pre: 0.6116 (0.5944) loss_ddf_aux_0: 0.0505 (0.0535) loss_ddf_aux_1: 0.0071 (0.0075) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2377 (0.2523) loss_ddf_dn_1: 0.0284 (0.0333) loss_ddf_dn_2: 0.0059 (0.0070) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6509 (0.6659) loss_vfl_aux_0: 0.7319 (0.7379) loss_vfl_aux_1: 0.6987 (0.7144) loss_vfl_aux_2: 0.6826 (0.6946) loss_vfl_aux_3: 0.6633 (0.6767) loss_vfl_aux_4: 0.6539 (0.6678) loss_vfl_dn_0: 0.4913 (0.4902) loss_vfl_dn_1: 0.4267 (0.4258) loss_vfl_dn_2: 0.4125 (0.4105) loss_vfl_dn_3: 0.4031 (0.4020) loss_vfl_dn_4: 0.3965 (0.3989) loss_vfl_dn_5: 0.3923 (0.3984) loss_vfl_dn_pre: 0.4910 (0.4907) loss_vfl_enc_0: 0.7419 (0.7395) loss_vfl_pre: 0.7353 (0.7402) time: 0.7567 data: 0.0290 max mem: 9084 Epoch: [33] [2200/3696] eta: 0:18:59 lr: 0.000013 loss: 31.5419 (31.7794) loss_bbox: 0.1796 (0.1785) loss_bbox_aux_0: 0.1937 (0.1915) loss_bbox_aux_1: 0.1823 (0.1813) loss_bbox_aux_2: 0.1798 (0.1790) loss_bbox_aux_3: 0.1798 (0.1786) loss_bbox_aux_4: 0.1797 (0.1785) loss_bbox_dn_0: 0.2413 (0.2465) loss_bbox_dn_1: 0.1866 (0.1835) loss_bbox_dn_2: 0.1779 (0.1733) loss_bbox_dn_3: 0.1755 (0.1701) loss_bbox_dn_4: 0.1740 (0.1695) loss_bbox_dn_5: 0.1740 (0.1695) loss_bbox_dn_pre: 0.2451 (0.2522) loss_bbox_enc_0: 0.2334 (0.2282) loss_bbox_pre: 0.1937 (0.1918) loss_dfl: 0.9784 (0.9609) loss_fgl_aux_0: 1.0126 (0.9944) loss_fgl_aux_1: 0.9794 (0.9636) loss_fgl_aux_2: 0.9777 (0.9611) loss_fgl_aux_3: 0.9783 (0.9609) loss_fgl_aux_4: 0.9784 (0.9609) loss_fgl_dn_0: 1.0976 (1.0897) loss_fgl_dn_1: 0.9852 (0.9862) loss_fgl_dn_2: 0.9780 (0.9774) loss_fgl_dn_3: 0.9777 (0.9781) loss_fgl_dn_4: 0.9781 (0.9785) loss_fgl_dn_5: 0.9782 (0.9785) loss_giou: 0.5332 (0.5690) loss_giou_aux_0: 0.5653 (0.5948) loss_giou_aux_1: 0.5399 (0.5745) loss_giou_aux_2: 0.5358 (0.5698) loss_giou_aux_3: 0.5341 (0.5691) loss_giou_aux_4: 0.5331 (0.5690) loss_giou_dn_0: 0.5589 (0.5771) loss_giou_dn_1: 0.4471 (0.4660) loss_giou_dn_2: 0.4253 (0.4490) loss_giou_dn_3: 0.4181 (0.4445) loss_giou_dn_4: 0.4178 (0.4436) loss_giou_dn_5: 0.4179 (0.4436) loss_giou_dn_pre: 0.5608 (0.5761) loss_giou_enc_0: 0.6553 (0.6711) loss_giou_pre: 0.5624 (0.5932) loss_ddf_aux_0: 0.0533 (0.0534) loss_ddf_aux_1: 0.0067 (0.0074) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2478 (0.2521) loss_ddf_dn_1: 0.0313 (0.0332) loss_ddf_dn_2: 0.0061 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6634 (0.6658) loss_vfl_aux_0: 0.7534 (0.7380) loss_vfl_aux_1: 0.7218 (0.7144) loss_vfl_aux_2: 0.7089 (0.6946) loss_vfl_aux_3: 0.6776 (0.6767) loss_vfl_aux_4: 0.6682 (0.6677) loss_vfl_dn_0: 0.4867 (0.4900) loss_vfl_dn_1: 0.4217 (0.4255) loss_vfl_dn_2: 0.4064 (0.4102) loss_vfl_dn_3: 0.3992 (0.4016) loss_vfl_dn_4: 0.3959 (0.3986) loss_vfl_dn_5: 0.3960 (0.3981) loss_vfl_dn_pre: 0.4874 (0.4906) loss_vfl_enc_0: 0.7418 (0.7395) loss_vfl_pre: 0.7549 (0.7403) time: 0.7618 data: 0.0276 max mem: 9084 Epoch: [33] [2300/3696] eta: 0:17:43 lr: 0.000013 loss: 31.7463 (31.7825) loss_bbox: 0.1713 (0.1785) loss_bbox_aux_0: 0.1861 (0.1916) loss_bbox_aux_1: 0.1742 (0.1813) loss_bbox_aux_2: 0.1713 (0.1791) loss_bbox_aux_3: 0.1721 (0.1786) loss_bbox_aux_4: 0.1713 (0.1785) loss_bbox_dn_0: 0.2443 (0.2464) loss_bbox_dn_1: 0.1838 (0.1835) loss_bbox_dn_2: 0.1703 (0.1733) loss_bbox_dn_3: 0.1643 (0.1701) loss_bbox_dn_4: 0.1636 (0.1695) loss_bbox_dn_5: 0.1635 (0.1695) loss_bbox_dn_pre: 0.2468 (0.2522) loss_bbox_enc_0: 0.2277 (0.2283) loss_bbox_pre: 0.1858 (0.1918) loss_dfl: 0.9721 (0.9611) loss_fgl_aux_0: 1.0091 (0.9947) loss_fgl_aux_1: 0.9779 (0.9638) loss_fgl_aux_2: 0.9725 (0.9613) loss_fgl_aux_3: 0.9719 (0.9611) loss_fgl_aux_4: 0.9720 (0.9611) loss_fgl_dn_0: 1.0917 (1.0899) loss_fgl_dn_1: 0.9862 (0.9863) loss_fgl_dn_2: 0.9754 (0.9775) loss_fgl_dn_3: 0.9771 (0.9782) loss_fgl_dn_4: 0.9780 (0.9786) loss_fgl_dn_5: 0.9779 (0.9786) loss_giou: 0.5215 (0.5689) loss_giou_aux_0: 0.5603 (0.5947) loss_giou_aux_1: 0.5308 (0.5744) loss_giou_aux_2: 0.5262 (0.5697) loss_giou_aux_3: 0.5232 (0.5690) loss_giou_aux_4: 0.5219 (0.5689) loss_giou_dn_0: 0.5779 (0.5771) loss_giou_dn_1: 0.4569 (0.4661) loss_giou_dn_2: 0.4404 (0.4491) loss_giou_dn_3: 0.4376 (0.4446) loss_giou_dn_4: 0.4374 (0.4437) loss_giou_dn_5: 0.4374 (0.4437) loss_giou_dn_pre: 0.5757 (0.5762) loss_giou_enc_0: 0.6277 (0.6710) loss_giou_pre: 0.5540 (0.5931) loss_ddf_aux_0: 0.0549 (0.0534) loss_ddf_aux_1: 0.0078 (0.0074) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2549 (0.2520) loss_ddf_dn_1: 0.0336 (0.0332) loss_ddf_dn_2: 0.0079 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6573 (0.6656) loss_vfl_aux_0: 0.7498 (0.7382) loss_vfl_aux_1: 0.7219 (0.7146) loss_vfl_aux_2: 0.6984 (0.6945) loss_vfl_aux_3: 0.6696 (0.6765) loss_vfl_aux_4: 0.6594 (0.6675) loss_vfl_dn_0: 0.4929 (0.4901) loss_vfl_dn_1: 0.4285 (0.4255) loss_vfl_dn_2: 0.4149 (0.4102) loss_vfl_dn_3: 0.4052 (0.4017) loss_vfl_dn_4: 0.3996 (0.3987) loss_vfl_dn_5: 0.3990 (0.3982) loss_vfl_dn_pre: 0.4929 (0.4906) loss_vfl_enc_0: 0.7572 (0.7398) loss_vfl_pre: 0.7538 (0.7405) time: 0.7452 data: 0.0275 max mem: 9084 Epoch: [33] [2400/3696] eta: 0:16:28 lr: 0.000013 loss: 32.1564 (31.7834) loss_bbox: 0.1813 (0.1786) loss_bbox_aux_0: 0.1943 (0.1916) loss_bbox_aux_1: 0.1853 (0.1814) loss_bbox_aux_2: 0.1824 (0.1791) loss_bbox_aux_3: 0.1817 (0.1787) loss_bbox_aux_4: 0.1815 (0.1786) loss_bbox_dn_0: 0.2391 (0.2465) loss_bbox_dn_1: 0.1746 (0.1836) loss_bbox_dn_2: 0.1683 (0.1733) loss_bbox_dn_3: 0.1625 (0.1701) loss_bbox_dn_4: 0.1616 (0.1695) loss_bbox_dn_5: 0.1616 (0.1695) loss_bbox_dn_pre: 0.2467 (0.2522) loss_bbox_enc_0: 0.2254 (0.2283) loss_bbox_pre: 0.1931 (0.1918) loss_dfl: 0.9658 (0.9610) loss_fgl_aux_0: 0.9833 (0.9947) loss_fgl_aux_1: 0.9620 (0.9638) loss_fgl_aux_2: 0.9662 (0.9613) loss_fgl_aux_3: 0.9662 (0.9611) loss_fgl_aux_4: 0.9659 (0.9610) loss_fgl_dn_0: 1.0828 (1.0898) loss_fgl_dn_1: 0.9891 (0.9863) loss_fgl_dn_2: 0.9846 (0.9775) loss_fgl_dn_3: 0.9828 (0.9782) loss_fgl_dn_4: 0.9830 (0.9786) loss_fgl_dn_5: 0.9832 (0.9786) loss_giou: 0.6012 (0.5690) loss_giou_aux_0: 0.6301 (0.5948) loss_giou_aux_1: 0.6088 (0.5745) loss_giou_aux_2: 0.5998 (0.5698) loss_giou_aux_3: 0.6006 (0.5690) loss_giou_aux_4: 0.6010 (0.5690) loss_giou_dn_0: 0.5915 (0.5772) loss_giou_dn_1: 0.4804 (0.4661) loss_giou_dn_2: 0.4629 (0.4491) loss_giou_dn_3: 0.4567 (0.4446) loss_giou_dn_4: 0.4555 (0.4437) loss_giou_dn_5: 0.4554 (0.4437) loss_giou_dn_pre: 0.5920 (0.5763) loss_giou_enc_0: 0.7130 (0.6711) loss_giou_pre: 0.6299 (0.5932) loss_ddf_aux_0: 0.0506 (0.0534) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2389 (0.2520) loss_ddf_dn_1: 0.0317 (0.0332) loss_ddf_dn_2: 0.0061 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6604 (0.6654) loss_vfl_aux_0: 0.7082 (0.7382) loss_vfl_aux_1: 0.6926 (0.7146) loss_vfl_aux_2: 0.6775 (0.6945) loss_vfl_aux_3: 0.6654 (0.6763) loss_vfl_aux_4: 0.6634 (0.6673) loss_vfl_dn_0: 0.4926 (0.4901) loss_vfl_dn_1: 0.4252 (0.4255) loss_vfl_dn_2: 0.4109 (0.4103) loss_vfl_dn_3: 0.4025 (0.4017) loss_vfl_dn_4: 0.4018 (0.3987) loss_vfl_dn_5: 0.4017 (0.3982) loss_vfl_dn_pre: 0.4937 (0.4906) loss_vfl_enc_0: 0.7175 (0.7401) loss_vfl_pre: 0.7172 (0.7406) time: 0.7498 data: 0.0340 max mem: 9084 Epoch: [33] [2500/3696] eta: 0:15:12 lr: 0.000013 loss: 31.9600 (31.7714) loss_bbox: 0.1705 (0.1785) loss_bbox_aux_0: 0.1848 (0.1915) loss_bbox_aux_1: 0.1737 (0.1813) loss_bbox_aux_2: 0.1719 (0.1790) loss_bbox_aux_3: 0.1716 (0.1786) loss_bbox_aux_4: 0.1705 (0.1785) loss_bbox_dn_0: 0.2337 (0.2464) loss_bbox_dn_1: 0.1625 (0.1834) loss_bbox_dn_2: 0.1521 (0.1732) loss_bbox_dn_3: 0.1502 (0.1700) loss_bbox_dn_4: 0.1493 (0.1694) loss_bbox_dn_5: 0.1494 (0.1694) loss_bbox_dn_pre: 0.2412 (0.2522) loss_bbox_enc_0: 0.2179 (0.2282) loss_bbox_pre: 0.1838 (0.1918) loss_dfl: 0.9513 (0.9611) loss_fgl_aux_0: 0.9879 (0.9948) loss_fgl_aux_1: 0.9541 (0.9639) loss_fgl_aux_2: 0.9525 (0.9613) loss_fgl_aux_3: 0.9518 (0.9612) loss_fgl_aux_4: 0.9513 (0.9611) loss_fgl_dn_0: 1.0908 (1.0900) loss_fgl_dn_1: 0.9915 (0.9863) loss_fgl_dn_2: 0.9835 (0.9775) loss_fgl_dn_3: 0.9846 (0.9782) loss_fgl_dn_4: 0.9852 (0.9786) loss_fgl_dn_5: 0.9853 (0.9786) loss_giou: 0.5682 (0.5682) loss_giou_aux_0: 0.5913 (0.5940) loss_giou_aux_1: 0.5751 (0.5737) loss_giou_aux_2: 0.5697 (0.5690) loss_giou_aux_3: 0.5687 (0.5683) loss_giou_aux_4: 0.5682 (0.5682) loss_giou_dn_0: 0.5670 (0.5766) loss_giou_dn_1: 0.4633 (0.4655) loss_giou_dn_2: 0.4447 (0.4485) loss_giou_dn_3: 0.4417 (0.4440) loss_giou_dn_4: 0.4404 (0.4431) loss_giou_dn_5: 0.4405 (0.4431) loss_giou_dn_pre: 0.5663 (0.5757) loss_giou_enc_0: 0.6783 (0.6703) loss_giou_pre: 0.5894 (0.5924) loss_ddf_aux_0: 0.0500 (0.0534) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2409 (0.2520) loss_ddf_dn_1: 0.0328 (0.0331) loss_ddf_dn_2: 0.0067 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6645 (0.6653) loss_vfl_aux_0: 0.7399 (0.7383) loss_vfl_aux_1: 0.7086 (0.7145) loss_vfl_aux_2: 0.6812 (0.6945) loss_vfl_aux_3: 0.6697 (0.6761) loss_vfl_aux_4: 0.6596 (0.6672) loss_vfl_dn_0: 0.4886 (0.4901) loss_vfl_dn_1: 0.4307 (0.4255) loss_vfl_dn_2: 0.4121 (0.4102) loss_vfl_dn_3: 0.4040 (0.4017) loss_vfl_dn_4: 0.4006 (0.3986) loss_vfl_dn_5: 0.3992 (0.3981) loss_vfl_dn_pre: 0.4884 (0.4906) loss_vfl_enc_0: 0.7291 (0.7403) loss_vfl_pre: 0.7365 (0.7406) time: 0.7825 data: 0.0342 max mem: 9084 Epoch: [33] [2600/3696] eta: 0:13:54 lr: 0.000013 loss: 32.1614 (31.7715) loss_bbox: 0.1905 (0.1787) loss_bbox_aux_0: 0.2066 (0.1917) loss_bbox_aux_1: 0.1938 (0.1815) loss_bbox_aux_2: 0.1908 (0.1792) loss_bbox_aux_3: 0.1903 (0.1788) loss_bbox_aux_4: 0.1905 (0.1787) loss_bbox_dn_0: 0.2451 (0.2466) loss_bbox_dn_1: 0.1781 (0.1836) loss_bbox_dn_2: 0.1700 (0.1733) loss_bbox_dn_3: 0.1638 (0.1701) loss_bbox_dn_4: 0.1642 (0.1695) loss_bbox_dn_5: 0.1642 (0.1695) loss_bbox_dn_pre: 0.2527 (0.2523) loss_bbox_enc_0: 0.2438 (0.2284) loss_bbox_pre: 0.2060 (0.1920) loss_dfl: 0.9472 (0.9609) loss_fgl_aux_0: 0.9878 (0.9946) loss_fgl_aux_1: 0.9496 (0.9636) loss_fgl_aux_2: 0.9458 (0.9611) loss_fgl_aux_3: 0.9472 (0.9609) loss_fgl_aux_4: 0.9473 (0.9609) loss_fgl_dn_0: 1.0845 (1.0898) loss_fgl_dn_1: 0.9916 (0.9862) loss_fgl_dn_2: 0.9832 (0.9774) loss_fgl_dn_3: 0.9843 (0.9781) loss_fgl_dn_4: 0.9848 (0.9785) loss_fgl_dn_5: 0.9848 (0.9785) loss_giou: 0.5605 (0.5685) loss_giou_aux_0: 0.5960 (0.5943) loss_giou_aux_1: 0.5674 (0.5740) loss_giou_aux_2: 0.5610 (0.5693) loss_giou_aux_3: 0.5600 (0.5686) loss_giou_aux_4: 0.5605 (0.5685) loss_giou_dn_0: 0.5685 (0.5766) loss_giou_dn_1: 0.4572 (0.4655) loss_giou_dn_2: 0.4400 (0.4485) loss_giou_dn_3: 0.4373 (0.4440) loss_giou_dn_4: 0.4368 (0.4431) loss_giou_dn_5: 0.4368 (0.4431) loss_giou_dn_pre: 0.5681 (0.5757) loss_giou_enc_0: 0.6679 (0.6705) loss_giou_pre: 0.5920 (0.5927) loss_ddf_aux_0: 0.0489 (0.0533) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2466 (0.2518) loss_ddf_dn_1: 0.0326 (0.0331) loss_ddf_dn_2: 0.0069 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6511 (0.6652) loss_vfl_aux_0: 0.7225 (0.7380) loss_vfl_aux_1: 0.7007 (0.7141) loss_vfl_aux_2: 0.6768 (0.6943) loss_vfl_aux_3: 0.6591 (0.6759) loss_vfl_aux_4: 0.6495 (0.6670) loss_vfl_dn_0: 0.4828 (0.4900) loss_vfl_dn_1: 0.4238 (0.4254) loss_vfl_dn_2: 0.4103 (0.4101) loss_vfl_dn_3: 0.4022 (0.4016) loss_vfl_dn_4: 0.3993 (0.3985) loss_vfl_dn_5: 0.3990 (0.3980) loss_vfl_dn_pre: 0.4836 (0.4905) loss_vfl_enc_0: 0.7418 (0.7401) loss_vfl_pre: 0.7316 (0.7404) time: 0.7477 data: 0.0280 max mem: 9084 Epoch: [33] [2700/3696] eta: 0:12:39 lr: 0.000013 loss: 31.8207 (31.7721) loss_bbox: 0.1753 (0.1787) loss_bbox_aux_0: 0.1853 (0.1918) loss_bbox_aux_1: 0.1772 (0.1815) loss_bbox_aux_2: 0.1750 (0.1792) loss_bbox_aux_3: 0.1751 (0.1788) loss_bbox_aux_4: 0.1752 (0.1787) loss_bbox_dn_0: 0.2432 (0.2466) loss_bbox_dn_1: 0.1849 (0.1836) loss_bbox_dn_2: 0.1752 (0.1733) loss_bbox_dn_3: 0.1680 (0.1701) loss_bbox_dn_4: 0.1676 (0.1695) loss_bbox_dn_5: 0.1673 (0.1695) loss_bbox_dn_pre: 0.2501 (0.2523) loss_bbox_enc_0: 0.2226 (0.2284) loss_bbox_pre: 0.1855 (0.1920) loss_dfl: 0.9443 (0.9609) loss_fgl_aux_0: 0.9785 (0.9946) loss_fgl_aux_1: 0.9494 (0.9636) loss_fgl_aux_2: 0.9442 (0.9611) loss_fgl_aux_3: 0.9442 (0.9609) loss_fgl_aux_4: 0.9442 (0.9609) loss_fgl_dn_0: 1.0913 (1.0899) loss_fgl_dn_1: 0.9900 (0.9863) loss_fgl_dn_2: 0.9801 (0.9775) loss_fgl_dn_3: 0.9801 (0.9782) loss_fgl_dn_4: 0.9812 (0.9786) loss_fgl_dn_5: 0.9813 (0.9786) loss_giou: 0.5837 (0.5684) loss_giou_aux_0: 0.6035 (0.5942) loss_giou_aux_1: 0.5877 (0.5739) loss_giou_aux_2: 0.5844 (0.5692) loss_giou_aux_3: 0.5834 (0.5685) loss_giou_aux_4: 0.5833 (0.5684) loss_giou_dn_0: 0.5687 (0.5765) loss_giou_dn_1: 0.4626 (0.4654) loss_giou_dn_2: 0.4461 (0.4484) loss_giou_dn_3: 0.4411 (0.4439) loss_giou_dn_4: 0.4406 (0.4430) loss_giou_dn_5: 0.4406 (0.4430) loss_giou_dn_pre: 0.5687 (0.5756) loss_giou_enc_0: 0.6750 (0.6706) loss_giou_pre: 0.6026 (0.5927) loss_ddf_aux_0: 0.0593 (0.0535) loss_ddf_aux_1: 0.0080 (0.0074) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2583 (0.2520) loss_ddf_dn_1: 0.0317 (0.0331) loss_ddf_dn_2: 0.0066 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6499 (0.6654) loss_vfl_aux_0: 0.7286 (0.7381) loss_vfl_aux_1: 0.6804 (0.7142) loss_vfl_aux_2: 0.6677 (0.6943) loss_vfl_aux_3: 0.6670 (0.6761) loss_vfl_aux_4: 0.6556 (0.6672) loss_vfl_dn_0: 0.4874 (0.4901) loss_vfl_dn_1: 0.4283 (0.4255) loss_vfl_dn_2: 0.4123 (0.4101) loss_vfl_dn_3: 0.4017 (0.4015) loss_vfl_dn_4: 0.3970 (0.3985) loss_vfl_dn_5: 0.3969 (0.3979) loss_vfl_dn_pre: 0.4877 (0.4906) loss_vfl_enc_0: 0.7269 (0.7403) loss_vfl_pre: 0.7322 (0.7405) time: 0.9578 data: 0.0259 max mem: 9084 Epoch: [33] [2800/3696] eta: 0:11:24 lr: 0.000013 loss: 31.9653 (31.7716) loss_bbox: 0.1972 (0.1787) loss_bbox_aux_0: 0.2079 (0.1918) loss_bbox_aux_1: 0.1997 (0.1816) loss_bbox_aux_2: 0.1983 (0.1793) loss_bbox_aux_3: 0.1975 (0.1788) loss_bbox_aux_4: 0.1972 (0.1787) loss_bbox_dn_0: 0.2513 (0.2467) loss_bbox_dn_1: 0.1856 (0.1837) loss_bbox_dn_2: 0.1755 (0.1734) loss_bbox_dn_3: 0.1735 (0.1702) loss_bbox_dn_4: 0.1741 (0.1696) loss_bbox_dn_5: 0.1741 (0.1696) loss_bbox_dn_pre: 0.2553 (0.2524) loss_bbox_enc_0: 0.2403 (0.2285) loss_bbox_pre: 0.2097 (0.1921) loss_dfl: 0.9426 (0.9609) loss_fgl_aux_0: 0.9856 (0.9947) loss_fgl_aux_1: 0.9479 (0.9637) loss_fgl_aux_2: 0.9426 (0.9612) loss_fgl_aux_3: 0.9428 (0.9610) loss_fgl_aux_4: 0.9424 (0.9610) loss_fgl_dn_0: 1.0925 (1.0899) loss_fgl_dn_1: 0.9744 (0.9862) loss_fgl_dn_2: 0.9700 (0.9775) loss_fgl_dn_3: 0.9694 (0.9782) loss_fgl_dn_4: 0.9692 (0.9786) loss_fgl_dn_5: 0.9692 (0.9786) loss_giou: 0.5741 (0.5682) loss_giou_aux_0: 0.5986 (0.5940) loss_giou_aux_1: 0.5768 (0.5737) loss_giou_aux_2: 0.5728 (0.5690) loss_giou_aux_3: 0.5748 (0.5683) loss_giou_aux_4: 0.5742 (0.5682) loss_giou_dn_0: 0.5838 (0.5763) loss_giou_dn_1: 0.4631 (0.4653) loss_giou_dn_2: 0.4438 (0.4483) loss_giou_dn_3: 0.4392 (0.4437) loss_giou_dn_4: 0.4384 (0.4428) loss_giou_dn_5: 0.4384 (0.4428) loss_giou_dn_pre: 0.5828 (0.5754) loss_giou_enc_0: 0.6925 (0.6704) loss_giou_pre: 0.5988 (0.5925) loss_ddf_aux_0: 0.0561 (0.0536) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2513 (0.2520) loss_ddf_dn_1: 0.0328 (0.0331) loss_ddf_dn_2: 0.0066 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6653 (0.6655) loss_vfl_aux_0: 0.7455 (0.7383) loss_vfl_aux_1: 0.7291 (0.7143) loss_vfl_aux_2: 0.6852 (0.6944) loss_vfl_aux_3: 0.6639 (0.6761) loss_vfl_aux_4: 0.6666 (0.6673) loss_vfl_dn_0: 0.4865 (0.4901) loss_vfl_dn_1: 0.4298 (0.4254) loss_vfl_dn_2: 0.4150 (0.4100) loss_vfl_dn_3: 0.4052 (0.4015) loss_vfl_dn_4: 0.4016 (0.3984) loss_vfl_dn_5: 0.4012 (0.3979) loss_vfl_dn_pre: 0.4864 (0.4906) loss_vfl_enc_0: 0.7431 (0.7405) loss_vfl_pre: 0.7439 (0.7407) time: 0.9398 data: 0.0345 max mem: 9084 Epoch: [33] [2900/3696] eta: 0:10:07 lr: 0.000013 loss: 31.7180 (31.7685) loss_bbox: 0.1660 (0.1786) loss_bbox_aux_0: 0.1795 (0.1917) loss_bbox_aux_1: 0.1678 (0.1814) loss_bbox_aux_2: 0.1672 (0.1791) loss_bbox_aux_3: 0.1660 (0.1787) loss_bbox_aux_4: 0.1660 (0.1786) loss_bbox_dn_0: 0.2367 (0.2468) loss_bbox_dn_1: 0.1783 (0.1837) loss_bbox_dn_2: 0.1673 (0.1734) loss_bbox_dn_3: 0.1650 (0.1701) loss_bbox_dn_4: 0.1635 (0.1695) loss_bbox_dn_5: 0.1635 (0.1695) loss_bbox_dn_pre: 0.2496 (0.2525) loss_bbox_enc_0: 0.2085 (0.2284) loss_bbox_pre: 0.1818 (0.1920) loss_dfl: 0.9566 (0.9610) loss_fgl_aux_0: 1.0018 (0.9948) loss_fgl_aux_1: 0.9617 (0.9637) loss_fgl_aux_2: 0.9581 (0.9612) loss_fgl_aux_3: 0.9567 (0.9610) loss_fgl_aux_4: 0.9567 (0.9610) loss_fgl_dn_0: 1.0823 (1.0899) loss_fgl_dn_1: 0.9773 (0.9861) loss_fgl_dn_2: 0.9706 (0.9773) loss_fgl_dn_3: 0.9701 (0.9781) loss_fgl_dn_4: 0.9703 (0.9785) loss_fgl_dn_5: 0.9703 (0.9785) loss_giou: 0.5643 (0.5678) loss_giou_aux_0: 0.5920 (0.5937) loss_giou_aux_1: 0.5666 (0.5733) loss_giou_aux_2: 0.5641 (0.5687) loss_giou_aux_3: 0.5652 (0.5679) loss_giou_aux_4: 0.5642 (0.5678) loss_giou_dn_0: 0.5783 (0.5762) loss_giou_dn_1: 0.4616 (0.4651) loss_giou_dn_2: 0.4456 (0.4481) loss_giou_dn_3: 0.4406 (0.4436) loss_giou_dn_4: 0.4413 (0.4427) loss_giou_dn_5: 0.4412 (0.4427) loss_giou_dn_pre: 0.5772 (0.5754) loss_giou_enc_0: 0.6553 (0.6701) loss_giou_pre: 0.5921 (0.5922) loss_ddf_aux_0: 0.0562 (0.0537) loss_ddf_aux_1: 0.0077 (0.0074) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2607 (0.2523) loss_ddf_dn_1: 0.0357 (0.0331) loss_ddf_dn_2: 0.0071 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6491 (0.6657) loss_vfl_aux_0: 0.7278 (0.7384) loss_vfl_aux_1: 0.6837 (0.7144) loss_vfl_aux_2: 0.6811 (0.6945) loss_vfl_aux_3: 0.6602 (0.6763) loss_vfl_aux_4: 0.6575 (0.6675) loss_vfl_dn_0: 0.4858 (0.4901) loss_vfl_dn_1: 0.4213 (0.4254) loss_vfl_dn_2: 0.4040 (0.4100) loss_vfl_dn_3: 0.3954 (0.4015) loss_vfl_dn_4: 0.3928 (0.3984) loss_vfl_dn_5: 0.3893 (0.3978) loss_vfl_dn_pre: 0.4872 (0.4906) loss_vfl_enc_0: 0.7286 (0.7405) loss_vfl_pre: 0.7292 (0.7408) time: 0.7445 data: 0.0321 max mem: 9084 Epoch: [33] [3000/3696] eta: 0:08:50 lr: 0.000013 loss: 31.3963 (31.7700) loss_bbox: 0.1673 (0.1786) loss_bbox_aux_0: 0.1769 (0.1916) loss_bbox_aux_1: 0.1674 (0.1814) loss_bbox_aux_2: 0.1674 (0.1791) loss_bbox_aux_3: 0.1671 (0.1786) loss_bbox_aux_4: 0.1672 (0.1786) loss_bbox_dn_0: 0.2171 (0.2465) loss_bbox_dn_1: 0.1608 (0.1835) loss_bbox_dn_2: 0.1546 (0.1732) loss_bbox_dn_3: 0.1501 (0.1700) loss_bbox_dn_4: 0.1499 (0.1694) loss_bbox_dn_5: 0.1499 (0.1694) loss_bbox_dn_pre: 0.2263 (0.2523) loss_bbox_enc_0: 0.2008 (0.2283) loss_bbox_pre: 0.1770 (0.1919) loss_dfl: 0.9670 (0.9609) loss_fgl_aux_0: 1.0034 (0.9947) loss_fgl_aux_1: 0.9713 (0.9636) loss_fgl_aux_2: 0.9679 (0.9611) loss_fgl_aux_3: 0.9673 (0.9610) loss_fgl_aux_4: 0.9670 (0.9609) loss_fgl_dn_0: 1.0945 (1.0899) loss_fgl_dn_1: 0.9895 (0.9861) loss_fgl_dn_2: 0.9818 (0.9773) loss_fgl_dn_3: 0.9833 (0.9780) loss_fgl_dn_4: 0.9830 (0.9784) loss_fgl_dn_5: 0.9831 (0.9784) loss_giou: 0.5464 (0.5682) loss_giou_aux_0: 0.5805 (0.5941) loss_giou_aux_1: 0.5588 (0.5737) loss_giou_aux_2: 0.5492 (0.5691) loss_giou_aux_3: 0.5476 (0.5683) loss_giou_aux_4: 0.5467 (0.5682) loss_giou_dn_0: 0.5734 (0.5763) loss_giou_dn_1: 0.4575 (0.4652) loss_giou_dn_2: 0.4434 (0.4483) loss_giou_dn_3: 0.4408 (0.4437) loss_giou_dn_4: 0.4407 (0.4428) loss_giou_dn_5: 0.4405 (0.4428) loss_giou_dn_pre: 0.5753 (0.5754) loss_giou_enc_0: 0.6547 (0.6705) loss_giou_pre: 0.5785 (0.5925) loss_ddf_aux_0: 0.0531 (0.0538) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2459 (0.2523) loss_ddf_dn_1: 0.0306 (0.0332) loss_ddf_dn_2: 0.0068 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6525 (0.6658) loss_vfl_aux_0: 0.7330 (0.7383) loss_vfl_aux_1: 0.7039 (0.7145) loss_vfl_aux_2: 0.6827 (0.6946) loss_vfl_aux_3: 0.6594 (0.6764) loss_vfl_aux_4: 0.6515 (0.6676) loss_vfl_dn_0: 0.4890 (0.4901) loss_vfl_dn_1: 0.4243 (0.4254) loss_vfl_dn_2: 0.4098 (0.4100) loss_vfl_dn_3: 0.4023 (0.4015) loss_vfl_dn_4: 0.4009 (0.3984) loss_vfl_dn_5: 0.4004 (0.3979) loss_vfl_dn_pre: 0.4885 (0.4906) loss_vfl_enc_0: 0.7376 (0.7405) loss_vfl_pre: 0.7316 (0.7407) time: 0.7507 data: 0.0311 max mem: 9084 Epoch: [33] [3100/3696] eta: 0:07:34 lr: 0.000013 loss: 31.5967 (31.7680) loss_bbox: 0.1739 (0.1784) loss_bbox_aux_0: 0.1884 (0.1915) loss_bbox_aux_1: 0.1767 (0.1812) loss_bbox_aux_2: 0.1742 (0.1790) loss_bbox_aux_3: 0.1734 (0.1785) loss_bbox_aux_4: 0.1740 (0.1784) loss_bbox_dn_0: 0.2363 (0.2464) loss_bbox_dn_1: 0.1697 (0.1834) loss_bbox_dn_2: 0.1615 (0.1731) loss_bbox_dn_3: 0.1586 (0.1698) loss_bbox_dn_4: 0.1590 (0.1692) loss_bbox_dn_5: 0.1590 (0.1692) loss_bbox_dn_pre: 0.2387 (0.2521) loss_bbox_enc_0: 0.2227 (0.2282) loss_bbox_pre: 0.1883 (0.1918) loss_dfl: 0.9581 (0.9609) loss_fgl_aux_0: 0.9938 (0.9947) loss_fgl_aux_1: 0.9612 (0.9636) loss_fgl_aux_2: 0.9583 (0.9611) loss_fgl_aux_3: 0.9581 (0.9609) loss_fgl_aux_4: 0.9582 (0.9609) loss_fgl_dn_0: 1.0943 (1.0899) loss_fgl_dn_1: 0.9912 (0.9861) loss_fgl_dn_2: 0.9849 (0.9773) loss_fgl_dn_3: 0.9848 (0.9780) loss_fgl_dn_4: 0.9854 (0.9784) loss_fgl_dn_5: 0.9855 (0.9784) loss_giou: 0.5630 (0.5682) loss_giou_aux_0: 0.5997 (0.5941) loss_giou_aux_1: 0.5695 (0.5737) loss_giou_aux_2: 0.5633 (0.5691) loss_giou_aux_3: 0.5638 (0.5683) loss_giou_aux_4: 0.5630 (0.5682) loss_giou_dn_0: 0.5781 (0.5763) loss_giou_dn_1: 0.4680 (0.4652) loss_giou_dn_2: 0.4533 (0.4482) loss_giou_dn_3: 0.4515 (0.4437) loss_giou_dn_4: 0.4506 (0.4428) loss_giou_dn_5: 0.4506 (0.4428) loss_giou_dn_pre: 0.5796 (0.5754) loss_giou_enc_0: 0.6701 (0.6704) loss_giou_pre: 0.5956 (0.5925) loss_ddf_aux_0: 0.0609 (0.0539) loss_ddf_aux_1: 0.0082 (0.0074) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2648 (0.2524) loss_ddf_dn_1: 0.0355 (0.0332) loss_ddf_dn_2: 0.0071 (0.0069) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6592 (0.6658) loss_vfl_aux_0: 0.7294 (0.7383) loss_vfl_aux_1: 0.6975 (0.7144) loss_vfl_aux_2: 0.6820 (0.6947) loss_vfl_aux_3: 0.6744 (0.6764) loss_vfl_aux_4: 0.6603 (0.6675) loss_vfl_dn_0: 0.4911 (0.4901) loss_vfl_dn_1: 0.4260 (0.4254) loss_vfl_dn_2: 0.4088 (0.4100) loss_vfl_dn_3: 0.4010 (0.4015) loss_vfl_dn_4: 0.4011 (0.3984) loss_vfl_dn_5: 0.3995 (0.3979) loss_vfl_dn_pre: 0.4909 (0.4906) loss_vfl_enc_0: 0.7369 (0.7405) loss_vfl_pre: 0.7306 (0.7407) time: 0.7434 data: 0.0288 max mem: 9084 Epoch: [33] [3200/3696] eta: 0:06:18 lr: 0.000013 loss: 31.8145 (31.7704) loss_bbox: 0.1716 (0.1784) loss_bbox_aux_0: 0.1869 (0.1915) loss_bbox_aux_1: 0.1751 (0.1812) loss_bbox_aux_2: 0.1726 (0.1789) loss_bbox_aux_3: 0.1716 (0.1785) loss_bbox_aux_4: 0.1716 (0.1784) loss_bbox_dn_0: 0.2293 (0.2463) loss_bbox_dn_1: 0.1684 (0.1833) loss_bbox_dn_2: 0.1617 (0.1730) loss_bbox_dn_3: 0.1622 (0.1698) loss_bbox_dn_4: 0.1619 (0.1692) loss_bbox_dn_5: 0.1619 (0.1692) loss_bbox_dn_pre: 0.2329 (0.2520) loss_bbox_enc_0: 0.2149 (0.2281) loss_bbox_pre: 0.1854 (0.1917) loss_dfl: 0.9525 (0.9609) loss_fgl_aux_0: 0.9942 (0.9946) loss_fgl_aux_1: 0.9550 (0.9635) loss_fgl_aux_2: 0.9512 (0.9611) loss_fgl_aux_3: 0.9528 (0.9609) loss_fgl_aux_4: 0.9526 (0.9609) loss_fgl_dn_0: 1.0957 (1.0899) loss_fgl_dn_1: 0.9911 (0.9862) loss_fgl_dn_2: 0.9779 (0.9774) loss_fgl_dn_3: 0.9773 (0.9781) loss_fgl_dn_4: 0.9781 (0.9785) loss_fgl_dn_5: 0.9782 (0.9785) loss_giou: 0.5616 (0.5684) loss_giou_aux_0: 0.5911 (0.5943) loss_giou_aux_1: 0.5714 (0.5739) loss_giou_aux_2: 0.5613 (0.5692) loss_giou_aux_3: 0.5612 (0.5685) loss_giou_aux_4: 0.5615 (0.5684) loss_giou_dn_0: 0.5782 (0.5764) loss_giou_dn_1: 0.4697 (0.4652) loss_giou_dn_2: 0.4484 (0.4483) loss_giou_dn_3: 0.4436 (0.4437) loss_giou_dn_4: 0.4426 (0.4428) loss_giou_dn_5: 0.4427 (0.4428) loss_giou_dn_pre: 0.5782 (0.5755) loss_giou_enc_0: 0.6706 (0.6707) loss_giou_pre: 0.5894 (0.5927) loss_ddf_aux_0: 0.0555 (0.0539) loss_ddf_aux_1: 0.0078 (0.0074) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2411 (0.2525) loss_ddf_dn_1: 0.0326 (0.0332) loss_ddf_dn_2: 0.0063 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6844 (0.6660) loss_vfl_aux_0: 0.7196 (0.7384) loss_vfl_aux_1: 0.7166 (0.7146) loss_vfl_aux_2: 0.6893 (0.6947) loss_vfl_aux_3: 0.6897 (0.6766) loss_vfl_aux_4: 0.6866 (0.6678) loss_vfl_dn_0: 0.4861 (0.4901) loss_vfl_dn_1: 0.4272 (0.4254) loss_vfl_dn_2: 0.4131 (0.4100) loss_vfl_dn_3: 0.3994 (0.4015) loss_vfl_dn_4: 0.3932 (0.3984) loss_vfl_dn_5: 0.3922 (0.3979) loss_vfl_dn_pre: 0.4861 (0.4906) loss_vfl_enc_0: 0.7318 (0.7406) loss_vfl_pre: 0.7220 (0.7407) time: 0.7603 data: 0.0373 max mem: 9084 Epoch: [33] [3300/3696] eta: 0:05:01 lr: 0.000013 loss: 31.5187 (31.7748) loss_bbox: 0.1707 (0.1784) loss_bbox_aux_0: 0.1819 (0.1915) loss_bbox_aux_1: 0.1737 (0.1812) loss_bbox_aux_2: 0.1721 (0.1789) loss_bbox_aux_3: 0.1708 (0.1785) loss_bbox_aux_4: 0.1707 (0.1784) loss_bbox_dn_0: 0.2415 (0.2462) loss_bbox_dn_1: 0.1828 (0.1832) loss_bbox_dn_2: 0.1756 (0.1729) loss_bbox_dn_3: 0.1719 (0.1697) loss_bbox_dn_4: 0.1725 (0.1691) loss_bbox_dn_5: 0.1725 (0.1691) loss_bbox_dn_pre: 0.2497 (0.2519) loss_bbox_enc_0: 0.2204 (0.2281) loss_bbox_pre: 0.1818 (0.1917) loss_dfl: 0.9808 (0.9610) loss_fgl_aux_0: 1.0117 (0.9946) loss_fgl_aux_1: 0.9795 (0.9636) loss_fgl_aux_2: 0.9799 (0.9612) loss_fgl_aux_3: 0.9810 (0.9610) loss_fgl_aux_4: 0.9809 (0.9610) loss_fgl_dn_0: 1.0851 (1.0899) loss_fgl_dn_1: 0.9815 (0.9862) loss_fgl_dn_2: 0.9739 (0.9774) loss_fgl_dn_3: 0.9741 (0.9781) loss_fgl_dn_4: 0.9740 (0.9785) loss_fgl_dn_5: 0.9740 (0.9786) loss_giou: 0.5124 (0.5685) loss_giou_aux_0: 0.5272 (0.5944) loss_giou_aux_1: 0.5083 (0.5740) loss_giou_aux_2: 0.5068 (0.5693) loss_giou_aux_3: 0.5105 (0.5686) loss_giou_aux_4: 0.5119 (0.5685) loss_giou_dn_0: 0.5525 (0.5765) loss_giou_dn_1: 0.4354 (0.4653) loss_giou_dn_2: 0.4233 (0.4484) loss_giou_dn_3: 0.4143 (0.4438) loss_giou_dn_4: 0.4146 (0.4430) loss_giou_dn_5: 0.4146 (0.4429) loss_giou_dn_pre: 0.5532 (0.5756) loss_giou_enc_0: 0.6185 (0.6709) loss_giou_pre: 0.5248 (0.5928) loss_ddf_aux_0: 0.0550 (0.0540) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2487 (0.2526) loss_ddf_dn_1: 0.0325 (0.0332) loss_ddf_dn_2: 0.0064 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6656 (0.6662) loss_vfl_aux_0: 0.7472 (0.7385) loss_vfl_aux_1: 0.7245 (0.7148) loss_vfl_aux_2: 0.7156 (0.6950) loss_vfl_aux_3: 0.6812 (0.6768) loss_vfl_aux_4: 0.6802 (0.6680) loss_vfl_dn_0: 0.4921 (0.4901) loss_vfl_dn_1: 0.4271 (0.4255) loss_vfl_dn_2: 0.4158 (0.4101) loss_vfl_dn_3: 0.4059 (0.4016) loss_vfl_dn_4: 0.4014 (0.3985) loss_vfl_dn_5: 0.4014 (0.3980) loss_vfl_dn_pre: 0.4932 (0.4907) loss_vfl_enc_0: 0.7471 (0.7406) loss_vfl_pre: 0.7510 (0.7409) time: 0.7029 data: 0.0242 max mem: 9084 Epoch: [33] [3400/3696] eta: 0:03:45 lr: 0.000013 loss: 31.6168 (31.7705) loss_bbox: 0.1657 (0.1782) loss_bbox_aux_0: 0.1790 (0.1913) loss_bbox_aux_1: 0.1672 (0.1810) loss_bbox_aux_2: 0.1662 (0.1788) loss_bbox_aux_3: 0.1656 (0.1783) loss_bbox_aux_4: 0.1657 (0.1783) loss_bbox_dn_0: 0.2268 (0.2459) loss_bbox_dn_1: 0.1693 (0.1830) loss_bbox_dn_2: 0.1606 (0.1728) loss_bbox_dn_3: 0.1576 (0.1695) loss_bbox_dn_4: 0.1570 (0.1689) loss_bbox_dn_5: 0.1570 (0.1689) loss_bbox_dn_pre: 0.2320 (0.2516) loss_bbox_enc_0: 0.2168 (0.2279) loss_bbox_pre: 0.1784 (0.1915) loss_dfl: 0.9742 (0.9611) loss_fgl_aux_0: 1.0102 (0.9947) loss_fgl_aux_1: 0.9769 (0.9637) loss_fgl_aux_2: 0.9749 (0.9613) loss_fgl_aux_3: 0.9743 (0.9611) loss_fgl_aux_4: 0.9742 (0.9611) loss_fgl_dn_0: 1.0934 (1.0900) loss_fgl_dn_1: 0.9922 (0.9863) loss_fgl_dn_2: 0.9822 (0.9775) loss_fgl_dn_3: 0.9817 (0.9782) loss_fgl_dn_4: 0.9821 (0.9786) loss_fgl_dn_5: 0.9823 (0.9786) loss_giou: 0.5483 (0.5683) loss_giou_aux_0: 0.5740 (0.5942) loss_giou_aux_1: 0.5554 (0.5738) loss_giou_aux_2: 0.5501 (0.5691) loss_giou_aux_3: 0.5487 (0.5684) loss_giou_aux_4: 0.5483 (0.5683) loss_giou_dn_0: 0.5692 (0.5764) loss_giou_dn_1: 0.4607 (0.4652) loss_giou_dn_2: 0.4427 (0.4483) loss_giou_dn_3: 0.4350 (0.4437) loss_giou_dn_4: 0.4343 (0.4428) loss_giou_dn_5: 0.4345 (0.4428) loss_giou_dn_pre: 0.5663 (0.5755) loss_giou_enc_0: 0.6478 (0.6707) loss_giou_pre: 0.5734 (0.5926) loss_ddf_aux_0: 0.0508 (0.0540) loss_ddf_aux_1: 0.0068 (0.0074) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2388 (0.2526) loss_ddf_dn_1: 0.0305 (0.0332) loss_ddf_dn_2: 0.0066 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6691 (0.6662) loss_vfl_aux_0: 0.7485 (0.7385) loss_vfl_aux_1: 0.7399 (0.7150) loss_vfl_aux_2: 0.7159 (0.6951) loss_vfl_aux_3: 0.6841 (0.6769) loss_vfl_aux_4: 0.6733 (0.6680) loss_vfl_dn_0: 0.4869 (0.4901) loss_vfl_dn_1: 0.4252 (0.4255) loss_vfl_dn_2: 0.4119 (0.4101) loss_vfl_dn_3: 0.4065 (0.4016) loss_vfl_dn_4: 0.4009 (0.3985) loss_vfl_dn_5: 0.3989 (0.3980) loss_vfl_dn_pre: 0.4871 (0.4907) loss_vfl_enc_0: 0.7372 (0.7405) loss_vfl_pre: 0.7579 (0.7409) time: 0.7560 data: 0.0321 max mem: 9084 Epoch: [33] [3500/3696] eta: 0:02:28 lr: 0.000013 loss: 31.7713 (31.7705) loss_bbox: 0.1729 (0.1784) loss_bbox_aux_0: 0.1858 (0.1915) loss_bbox_aux_1: 0.1722 (0.1812) loss_bbox_aux_2: 0.1720 (0.1789) loss_bbox_aux_3: 0.1733 (0.1785) loss_bbox_aux_4: 0.1729 (0.1784) loss_bbox_dn_0: 0.2341 (0.2462) loss_bbox_dn_1: 0.1766 (0.1832) loss_bbox_dn_2: 0.1633 (0.1729) loss_bbox_dn_3: 0.1615 (0.1697) loss_bbox_dn_4: 0.1615 (0.1691) loss_bbox_dn_5: 0.1615 (0.1691) loss_bbox_dn_pre: 0.2449 (0.2518) loss_bbox_enc_0: 0.2308 (0.2281) loss_bbox_pre: 0.1889 (0.1917) loss_dfl: 0.9552 (0.9609) loss_fgl_aux_0: 0.9994 (0.9946) loss_fgl_aux_1: 0.9614 (0.9636) loss_fgl_aux_2: 0.9569 (0.9611) loss_fgl_aux_3: 0.9570 (0.9609) loss_fgl_aux_4: 0.9553 (0.9609) loss_fgl_dn_0: 1.0886 (1.0899) loss_fgl_dn_1: 0.9796 (0.9862) loss_fgl_dn_2: 0.9725 (0.9774) loss_fgl_dn_3: 0.9723 (0.9781) loss_fgl_dn_4: 0.9723 (0.9785) loss_fgl_dn_5: 0.9721 (0.9785) loss_giou: 0.5315 (0.5682) loss_giou_aux_0: 0.5615 (0.5941) loss_giou_aux_1: 0.5381 (0.5737) loss_giou_aux_2: 0.5329 (0.5691) loss_giou_aux_3: 0.5317 (0.5683) loss_giou_aux_4: 0.5312 (0.5682) loss_giou_dn_0: 0.5798 (0.5763) loss_giou_dn_1: 0.4648 (0.4651) loss_giou_dn_2: 0.4446 (0.4482) loss_giou_dn_3: 0.4380 (0.4436) loss_giou_dn_4: 0.4377 (0.4427) loss_giou_dn_5: 0.4378 (0.4427) loss_giou_dn_pre: 0.5790 (0.5754) loss_giou_enc_0: 0.6348 (0.6706) loss_giou_pre: 0.5594 (0.5926) loss_ddf_aux_0: 0.0550 (0.0540) loss_ddf_aux_1: 0.0078 (0.0074) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2558 (0.2527) loss_ddf_dn_1: 0.0345 (0.0332) loss_ddf_dn_2: 0.0073 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6748 (0.6663) loss_vfl_aux_0: 0.7567 (0.7386) loss_vfl_aux_1: 0.7404 (0.7151) loss_vfl_aux_2: 0.7109 (0.6951) loss_vfl_aux_3: 0.6891 (0.6769) loss_vfl_aux_4: 0.6746 (0.6680) loss_vfl_dn_0: 0.4877 (0.4901) loss_vfl_dn_1: 0.4255 (0.4254) loss_vfl_dn_2: 0.4115 (0.4100) loss_vfl_dn_3: 0.4012 (0.4015) loss_vfl_dn_4: 0.3972 (0.3984) loss_vfl_dn_5: 0.3969 (0.3979) loss_vfl_dn_pre: 0.4878 (0.4906) loss_vfl_enc_0: 0.7540 (0.7406) loss_vfl_pre: 0.7581 (0.7410) time: 0.7526 data: 0.0303 max mem: 9084 Epoch: [33] [3600/3696] eta: 0:01:12 lr: 0.000013 loss: 31.7563 (31.7746) loss_bbox: 0.1543 (0.1783) loss_bbox_aux_0: 0.1664 (0.1914) loss_bbox_aux_1: 0.1573 (0.1811) loss_bbox_aux_2: 0.1551 (0.1788) loss_bbox_aux_3: 0.1545 (0.1784) loss_bbox_aux_4: 0.1544 (0.1783) loss_bbox_dn_0: 0.2263 (0.2461) loss_bbox_dn_1: 0.1649 (0.1831) loss_bbox_dn_2: 0.1566 (0.1728) loss_bbox_dn_3: 0.1547 (0.1696) loss_bbox_dn_4: 0.1544 (0.1690) loss_bbox_dn_5: 0.1544 (0.1690) loss_bbox_dn_pre: 0.2304 (0.2517) loss_bbox_enc_0: 0.2031 (0.2280) loss_bbox_pre: 0.1654 (0.1916) loss_dfl: 0.9417 (0.9609) loss_fgl_aux_0: 0.9812 (0.9945) loss_fgl_aux_1: 0.9458 (0.9635) loss_fgl_aux_2: 0.9437 (0.9611) loss_fgl_aux_3: 0.9426 (0.9609) loss_fgl_aux_4: 0.9417 (0.9609) loss_fgl_dn_0: 1.0831 (1.0899) loss_fgl_dn_1: 0.9880 (0.9862) loss_fgl_dn_2: 0.9819 (0.9774) loss_fgl_dn_3: 0.9834 (0.9781) loss_fgl_dn_4: 0.9841 (0.9785) loss_fgl_dn_5: 0.9840 (0.9785) loss_giou: 0.5990 (0.5687) loss_giou_aux_0: 0.6088 (0.5946) loss_giou_aux_1: 0.5954 (0.5742) loss_giou_aux_2: 0.5949 (0.5695) loss_giou_aux_3: 0.5986 (0.5688) loss_giou_aux_4: 0.5986 (0.5687) loss_giou_dn_0: 0.5899 (0.5765) loss_giou_dn_1: 0.4850 (0.4654) loss_giou_dn_2: 0.4660 (0.4484) loss_giou_dn_3: 0.4590 (0.4439) loss_giou_dn_4: 0.4576 (0.4430) loss_giou_dn_5: 0.4575 (0.4430) loss_giou_dn_pre: 0.5897 (0.5756) loss_giou_enc_0: 0.6972 (0.6710) loss_giou_pre: 0.6107 (0.5930) loss_ddf_aux_0: 0.0536 (0.0540) loss_ddf_aux_1: 0.0076 (0.0075) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2560 (0.2528) loss_ddf_dn_1: 0.0346 (0.0332) loss_ddf_dn_2: 0.0075 (0.0069) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6277 (0.6662) loss_vfl_aux_0: 0.7180 (0.7387) loss_vfl_aux_1: 0.6647 (0.7149) loss_vfl_aux_2: 0.6501 (0.6950) loss_vfl_aux_3: 0.6379 (0.6769) loss_vfl_aux_4: 0.6328 (0.6680) loss_vfl_dn_0: 0.4839 (0.4902) loss_vfl_dn_1: 0.4241 (0.4255) loss_vfl_dn_2: 0.4100 (0.4100) loss_vfl_dn_3: 0.4002 (0.4015) loss_vfl_dn_4: 0.3980 (0.3985) loss_vfl_dn_5: 0.3960 (0.3979) loss_vfl_dn_pre: 0.4842 (0.4907) loss_vfl_enc_0: 0.6849 (0.7406) loss_vfl_pre: 0.7183 (0.7410) time: 0.7376 data: 0.0312 max mem: 9084 Epoch: [33] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 31.7113 (31.7751) loss_bbox: 0.1705 (0.1783) loss_bbox_aux_0: 0.1858 (0.1914) loss_bbox_aux_1: 0.1725 (0.1810) loss_bbox_aux_2: 0.1704 (0.1788) loss_bbox_aux_3: 0.1706 (0.1784) loss_bbox_aux_4: 0.1705 (0.1783) loss_bbox_dn_0: 0.2544 (0.2461) loss_bbox_dn_1: 0.1861 (0.1831) loss_bbox_dn_2: 0.1698 (0.1728) loss_bbox_dn_3: 0.1694 (0.1696) loss_bbox_dn_4: 0.1698 (0.1690) loss_bbox_dn_5: 0.1698 (0.1690) loss_bbox_dn_pre: 0.2632 (0.2518) loss_bbox_enc_0: 0.2275 (0.2281) loss_bbox_pre: 0.1869 (0.1916) loss_dfl: 0.9641 (0.9609) loss_fgl_aux_0: 1.0041 (0.9946) loss_fgl_aux_1: 0.9698 (0.9636) loss_fgl_aux_2: 0.9654 (0.9611) loss_fgl_aux_3: 0.9639 (0.9610) loss_fgl_aux_4: 0.9642 (0.9609) loss_fgl_dn_0: 1.0892 (1.0900) loss_fgl_dn_1: 0.9829 (0.9862) loss_fgl_dn_2: 0.9709 (0.9774) loss_fgl_dn_3: 0.9714 (0.9781) loss_fgl_dn_4: 0.9716 (0.9785) loss_fgl_dn_5: 0.9715 (0.9786) loss_giou: 0.5166 (0.5686) loss_giou_aux_0: 0.5377 (0.5945) loss_giou_aux_1: 0.5214 (0.5741) loss_giou_aux_2: 0.5157 (0.5694) loss_giou_aux_3: 0.5162 (0.5687) loss_giou_aux_4: 0.5165 (0.5686) loss_giou_dn_0: 0.5644 (0.5765) loss_giou_dn_1: 0.4467 (0.4653) loss_giou_dn_2: 0.4303 (0.4483) loss_giou_dn_3: 0.4224 (0.4438) loss_giou_dn_4: 0.4215 (0.4429) loss_giou_dn_5: 0.4216 (0.4429) loss_giou_dn_pre: 0.5620 (0.5756) loss_giou_enc_0: 0.6194 (0.6710) loss_giou_pre: 0.5371 (0.5929) loss_ddf_aux_0: 0.0575 (0.0541) loss_ddf_aux_1: 0.0073 (0.0075) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2586 (0.2529) loss_ddf_dn_1: 0.0337 (0.0332) loss_ddf_dn_2: 0.0077 (0.0069) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6779 (0.6663) loss_vfl_aux_0: 0.7338 (0.7386) loss_vfl_aux_1: 0.7014 (0.7150) loss_vfl_aux_2: 0.7068 (0.6951) loss_vfl_aux_3: 0.6895 (0.6770) loss_vfl_aux_4: 0.6797 (0.6681) loss_vfl_dn_0: 0.4927 (0.4902) loss_vfl_dn_1: 0.4234 (0.4255) loss_vfl_dn_2: 0.4094 (0.4101) loss_vfl_dn_3: 0.4012 (0.4016) loss_vfl_dn_4: 0.3948 (0.3985) loss_vfl_dn_5: 0.3962 (0.3980) loss_vfl_dn_pre: 0.4927 (0.4907) loss_vfl_enc_0: 0.7474 (0.7407) loss_vfl_pre: 0.7449 (0.7410) time: 0.7513 data: 0.0242 max mem: 9084 Epoch: [33] Total time: 0:46:46 (0.7593 s / it) Averaged stats: lr: 0.000013 loss: 31.7113 (31.7751) loss_bbox: 0.1705 (0.1783) loss_bbox_aux_0: 0.1858 (0.1914) loss_bbox_aux_1: 0.1725 (0.1810) loss_bbox_aux_2: 0.1704 (0.1788) loss_bbox_aux_3: 0.1706 (0.1784) loss_bbox_aux_4: 0.1705 (0.1783) loss_bbox_dn_0: 0.2544 (0.2461) loss_bbox_dn_1: 0.1861 (0.1831) loss_bbox_dn_2: 0.1698 (0.1728) loss_bbox_dn_3: 0.1694 (0.1696) loss_bbox_dn_4: 0.1698 (0.1690) loss_bbox_dn_5: 0.1698 (0.1690) loss_bbox_dn_pre: 0.2632 (0.2518) loss_bbox_enc_0: 0.2275 (0.2281) loss_bbox_pre: 0.1869 (0.1916) loss_dfl: 0.9641 (0.9609) loss_fgl_aux_0: 1.0041 (0.9946) loss_fgl_aux_1: 0.9698 (0.9636) loss_fgl_aux_2: 0.9654 (0.9611) loss_fgl_aux_3: 0.9639 (0.9610) loss_fgl_aux_4: 0.9642 (0.9609) loss_fgl_dn_0: 1.0892 (1.0900) loss_fgl_dn_1: 0.9829 (0.9862) loss_fgl_dn_2: 0.9709 (0.9774) loss_fgl_dn_3: 0.9714 (0.9781) loss_fgl_dn_4: 0.9716 (0.9785) loss_fgl_dn_5: 0.9715 (0.9786) loss_giou: 0.5166 (0.5686) loss_giou_aux_0: 0.5377 (0.5945) loss_giou_aux_1: 0.5214 (0.5741) loss_giou_aux_2: 0.5157 (0.5694) loss_giou_aux_3: 0.5162 (0.5687) loss_giou_aux_4: 0.5165 (0.5686) loss_giou_dn_0: 0.5644 (0.5765) loss_giou_dn_1: 0.4467 (0.4653) loss_giou_dn_2: 0.4303 (0.4483) loss_giou_dn_3: 0.4224 (0.4438) loss_giou_dn_4: 0.4215 (0.4429) loss_giou_dn_5: 0.4216 (0.4429) loss_giou_dn_pre: 0.5620 (0.5756) loss_giou_enc_0: 0.6194 (0.6710) loss_giou_pre: 0.5371 (0.5929) loss_ddf_aux_0: 0.0575 (0.0541) loss_ddf_aux_1: 0.0073 (0.0075) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2586 (0.2529) loss_ddf_dn_1: 0.0337 (0.0332) loss_ddf_dn_2: 0.0077 (0.0069) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6779 (0.6663) loss_vfl_aux_0: 0.7338 (0.7386) loss_vfl_aux_1: 0.7014 (0.7150) loss_vfl_aux_2: 0.7068 (0.6951) loss_vfl_aux_3: 0.6895 (0.6770) loss_vfl_aux_4: 0.6797 (0.6681) loss_vfl_dn_0: 0.4927 (0.4902) loss_vfl_dn_1: 0.4234 (0.4255) loss_vfl_dn_2: 0.4094 (0.4101) loss_vfl_dn_3: 0.4012 (0.4016) loss_vfl_dn_4: 0.3948 (0.3985) loss_vfl_dn_5: 0.3962 (0.3980) loss_vfl_dn_pre: 0.4927 (0.4907) loss_vfl_enc_0: 0.7474 (0.7407) loss_vfl_pre: 0.7449 (0.7410) Test: [ 0/79] eta: 0:03:10 time: 2.4158 data: 1.8687 max mem: 9084 Test: [10/79] eta: 0:00:52 time: 0.7644 data: 0.2287 max mem: 9084 Test: [20/79] eta: 0:00:40 time: 0.6038 data: 0.0641 max mem: 9084 Test: [30/79] eta: 0:00:37 time: 0.7567 data: 0.0639 max mem: 9084 Test: [40/79] eta: 0:00:28 time: 0.7577 data: 0.0657 max mem: 9084 Test: [50/79] eta: 0:00:20 time: 0.6043 data: 0.0673 max mem: 9084 Test: [60/79] eta: 0:00:13 time: 0.7060 data: 0.0662 max mem: 9084 Test: [70/79] eta: 0:00:06 time: 0.7041 data: 0.0644 max mem: 9084 Test: [78/79] eta: 0:00:00 time: 0.5659 data: 0.0636 max mem: 9084 Test: Total time: 0:00:54 (0.6862 s / it) Averaged stats: Accumulating evaluation results... DONE (t=24.71s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.531 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.707 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.573 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.355 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.575 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.709 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.392 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.659 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.726 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.553 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.773 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 best_stat: {'epoch': 33, 'coco_eval_bbox': 0.530535909525666} Epoch: [34] [ 0/3696] eta: 2:44:27 lr: 0.000013 loss: 32.5314 (32.5314) loss_bbox: 0.1533 (0.1533) loss_bbox_aux_0: 0.1609 (0.1609) loss_bbox_aux_1: 0.1542 (0.1542) loss_bbox_aux_2: 0.1519 (0.1519) loss_bbox_aux_3: 0.1531 (0.1531) loss_bbox_aux_4: 0.1532 (0.1532) loss_bbox_dn_0: 0.2294 (0.2294) loss_bbox_dn_1: 0.1631 (0.1631) loss_bbox_dn_2: 0.1524 (0.1524) loss_bbox_dn_3: 0.1502 (0.1502) loss_bbox_dn_4: 0.1479 (0.1479) loss_bbox_dn_5: 0.1479 (0.1479) loss_bbox_dn_pre: 0.2381 (0.2381) loss_bbox_enc_0: 0.1950 (0.1950) loss_bbox_pre: 0.1612 (0.1612) loss_dfl: 0.9825 (0.9825) loss_fgl_aux_0: 1.0108 (1.0108) loss_fgl_aux_1: 0.9850 (0.9850) loss_fgl_aux_2: 0.9837 (0.9837) loss_fgl_aux_3: 0.9834 (0.9834) loss_fgl_aux_4: 0.9827 (0.9827) loss_fgl_dn_0: 1.0739 (1.0739) loss_fgl_dn_1: 0.9774 (0.9774) loss_fgl_dn_2: 0.9666 (0.9666) loss_fgl_dn_3: 0.9661 (0.9661) loss_fgl_dn_4: 0.9667 (0.9667) loss_fgl_dn_5: 0.9668 (0.9668) loss_giou: 0.5867 (0.5867) loss_giou_aux_0: 0.6091 (0.6091) loss_giou_aux_1: 0.5943 (0.5943) loss_giou_aux_2: 0.5856 (0.5856) loss_giou_aux_3: 0.5857 (0.5857) loss_giou_aux_4: 0.5865 (0.5865) loss_giou_dn_0: 0.6284 (0.6284) loss_giou_dn_1: 0.5087 (0.5087) loss_giou_dn_2: 0.4922 (0.4922) loss_giou_dn_3: 0.4876 (0.4876) loss_giou_dn_4: 0.4860 (0.4860) loss_giou_dn_5: 0.4860 (0.4860) loss_giou_dn_pre: 0.6296 (0.6296) loss_giou_enc_0: 0.6819 (0.6819) loss_giou_pre: 0.6085 (0.6085) loss_ddf_aux_0: 0.0561 (0.0561) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0013 (0.0013) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0000 (0.0000) loss_ddf_dn_0: 0.2493 (0.2493) loss_ddf_dn_1: 0.0311 (0.0311) loss_ddf_dn_2: 0.0060 (0.0060) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7426 (0.7426) loss_vfl_aux_0: 0.8036 (0.8036) loss_vfl_aux_1: 0.7592 (0.7592) loss_vfl_aux_2: 0.7718 (0.7718) loss_vfl_aux_3: 0.7607 (0.7607) loss_vfl_aux_4: 0.7501 (0.7501) loss_vfl_dn_0: 0.4915 (0.4915) loss_vfl_dn_1: 0.4408 (0.4408) loss_vfl_dn_2: 0.4240 (0.4240) loss_vfl_dn_3: 0.4150 (0.4150) loss_vfl_dn_4: 0.4128 (0.4128) loss_vfl_dn_5: 0.4132 (0.4132) loss_vfl_dn_pre: 0.4919 (0.4919) loss_vfl_enc_0: 0.7875 (0.7875) loss_vfl_pre: 0.8010 (0.8010) time: 2.6699 data: 1.9940 max mem: 9084 Epoch: [34] [ 100/3696] eta: 0:46:11 lr: 0.000013 loss: 31.7458 (31.7920) loss_bbox: 0.1785 (0.1765) loss_bbox_aux_0: 0.1909 (0.1892) loss_bbox_aux_1: 0.1801 (0.1789) loss_bbox_aux_2: 0.1794 (0.1769) loss_bbox_aux_3: 0.1785 (0.1766) loss_bbox_aux_4: 0.1784 (0.1765) loss_bbox_dn_0: 0.2414 (0.2421) loss_bbox_dn_1: 0.1761 (0.1781) loss_bbox_dn_2: 0.1647 (0.1676) loss_bbox_dn_3: 0.1623 (0.1646) loss_bbox_dn_4: 0.1616 (0.1640) loss_bbox_dn_5: 0.1617 (0.1640) loss_bbox_dn_pre: 0.2480 (0.2476) loss_bbox_enc_0: 0.2305 (0.2248) loss_bbox_pre: 0.1920 (0.1897) loss_dfl: 0.9552 (0.9596) loss_fgl_aux_0: 0.9886 (0.9924) loss_fgl_aux_1: 0.9607 (0.9621) loss_fgl_aux_2: 0.9556 (0.9596) loss_fgl_aux_3: 0.9547 (0.9596) loss_fgl_aux_4: 0.9553 (0.9596) loss_fgl_dn_0: 1.0850 (1.0910) loss_fgl_dn_1: 0.9818 (0.9874) loss_fgl_dn_2: 0.9735 (0.9784) loss_fgl_dn_3: 0.9734 (0.9793) loss_fgl_dn_4: 0.9739 (0.9797) loss_fgl_dn_5: 0.9739 (0.9797) loss_giou: 0.5747 (0.5759) loss_giou_aux_0: 0.6049 (0.6021) loss_giou_aux_1: 0.5777 (0.5816) loss_giou_aux_2: 0.5737 (0.5769) loss_giou_aux_3: 0.5738 (0.5760) loss_giou_aux_4: 0.5742 (0.5759) loss_giou_dn_0: 0.5769 (0.5815) loss_giou_dn_1: 0.4532 (0.4695) loss_giou_dn_2: 0.4334 (0.4530) loss_giou_dn_3: 0.4313 (0.4483) loss_giou_dn_4: 0.4310 (0.4474) loss_giou_dn_5: 0.4310 (0.4474) loss_giou_dn_pre: 0.5763 (0.5806) loss_giou_enc_0: 0.6928 (0.6760) loss_giou_pre: 0.6059 (0.6004) loss_ddf_aux_0: 0.0556 (0.0546) loss_ddf_aux_1: 0.0079 (0.0075) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2579 (0.2546) loss_ddf_dn_1: 0.0346 (0.0332) loss_ddf_dn_2: 0.0072 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6463 (0.6641) loss_vfl_aux_0: 0.7177 (0.7363) loss_vfl_aux_1: 0.6893 (0.7098) loss_vfl_aux_2: 0.6788 (0.6943) loss_vfl_aux_3: 0.6555 (0.6759) loss_vfl_aux_4: 0.6441 (0.6643) loss_vfl_dn_0: 0.4937 (0.4887) loss_vfl_dn_1: 0.4292 (0.4260) loss_vfl_dn_2: 0.4109 (0.4100) loss_vfl_dn_3: 0.4007 (0.4012) loss_vfl_dn_4: 0.3969 (0.3983) loss_vfl_dn_5: 0.3954 (0.3978) loss_vfl_dn_pre: 0.4944 (0.4892) loss_vfl_enc_0: 0.7266 (0.7395) loss_vfl_pre: 0.7203 (0.7394) time: 0.7550 data: 0.0292 max mem: 9084 Epoch: [34] [ 200/3696] eta: 0:45:12 lr: 0.000013 loss: 31.6706 (31.7982) loss_bbox: 0.1780 (0.1757) loss_bbox_aux_0: 0.1914 (0.1885) loss_bbox_aux_1: 0.1808 (0.1783) loss_bbox_aux_2: 0.1791 (0.1761) loss_bbox_aux_3: 0.1781 (0.1757) loss_bbox_aux_4: 0.1781 (0.1757) loss_bbox_dn_0: 0.2467 (0.2401) loss_bbox_dn_1: 0.1736 (0.1775) loss_bbox_dn_2: 0.1646 (0.1674) loss_bbox_dn_3: 0.1623 (0.1643) loss_bbox_dn_4: 0.1631 (0.1637) loss_bbox_dn_5: 0.1631 (0.1637) loss_bbox_dn_pre: 0.2490 (0.2454) loss_bbox_enc_0: 0.2341 (0.2237) loss_bbox_pre: 0.1940 (0.1890) loss_dfl: 0.9633 (0.9613) loss_fgl_aux_0: 0.9879 (0.9932) loss_fgl_aux_1: 0.9699 (0.9636) loss_fgl_aux_2: 0.9634 (0.9613) loss_fgl_aux_3: 0.9637 (0.9613) loss_fgl_aux_4: 0.9632 (0.9613) loss_fgl_dn_0: 1.0900 (1.0907) loss_fgl_dn_1: 0.9869 (0.9881) loss_fgl_dn_2: 0.9781 (0.9791) loss_fgl_dn_3: 0.9773 (0.9798) loss_fgl_dn_4: 0.9775 (0.9803) loss_fgl_dn_5: 0.9775 (0.9803) loss_giou: 0.5590 (0.5765) loss_giou_aux_0: 0.5900 (0.6027) loss_giou_aux_1: 0.5689 (0.5824) loss_giou_aux_2: 0.5582 (0.5775) loss_giou_aux_3: 0.5583 (0.5767) loss_giou_aux_4: 0.5585 (0.5765) loss_giou_dn_0: 0.5860 (0.5794) loss_giou_dn_1: 0.4756 (0.4686) loss_giou_dn_2: 0.4584 (0.4521) loss_giou_dn_3: 0.4493 (0.4476) loss_giou_dn_4: 0.4481 (0.4466) loss_giou_dn_5: 0.4481 (0.4466) loss_giou_dn_pre: 0.5857 (0.5787) loss_giou_enc_0: 0.6686 (0.6766) loss_giou_pre: 0.5898 (0.6010) loss_ddf_aux_0: 0.0498 (0.0546) loss_ddf_aux_1: 0.0073 (0.0076) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2322 (0.2540) loss_ddf_dn_1: 0.0300 (0.0332) loss_ddf_dn_2: 0.0065 (0.0068) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6545 (0.6644) loss_vfl_aux_0: 0.7400 (0.7397) loss_vfl_aux_1: 0.7020 (0.7117) loss_vfl_aux_2: 0.6813 (0.6954) loss_vfl_aux_3: 0.6700 (0.6758) loss_vfl_aux_4: 0.6577 (0.6655) loss_vfl_dn_0: 0.4848 (0.4891) loss_vfl_dn_1: 0.4244 (0.4249) loss_vfl_dn_2: 0.4030 (0.4096) loss_vfl_dn_3: 0.3956 (0.4011) loss_vfl_dn_4: 0.3933 (0.3980) loss_vfl_dn_5: 0.3917 (0.3975) loss_vfl_dn_pre: 0.4844 (0.4896) loss_vfl_enc_0: 0.7522 (0.7400) loss_vfl_pre: 0.7451 (0.7424) time: 0.7348 data: 0.0239 max mem: 9084 Epoch: [34] [ 300/3696] eta: 0:43:23 lr: 0.000013 loss: 31.5667 (31.7507) loss_bbox: 0.1721 (0.1761) loss_bbox_aux_0: 0.1874 (0.1894) loss_bbox_aux_1: 0.1740 (0.1788) loss_bbox_aux_2: 0.1709 (0.1765) loss_bbox_aux_3: 0.1720 (0.1762) loss_bbox_aux_4: 0.1722 (0.1761) loss_bbox_dn_0: 0.2377 (0.2421) loss_bbox_dn_1: 0.1794 (0.1795) loss_bbox_dn_2: 0.1698 (0.1693) loss_bbox_dn_3: 0.1659 (0.1662) loss_bbox_dn_4: 0.1665 (0.1657) loss_bbox_dn_5: 0.1665 (0.1657) loss_bbox_dn_pre: 0.2446 (0.2476) loss_bbox_enc_0: 0.2225 (0.2249) loss_bbox_pre: 0.1862 (0.1897) loss_dfl: 0.9659 (0.9619) loss_fgl_aux_0: 1.0050 (0.9947) loss_fgl_aux_1: 0.9683 (0.9644) loss_fgl_aux_2: 0.9658 (0.9620) loss_fgl_aux_3: 0.9658 (0.9619) loss_fgl_aux_4: 0.9658 (0.9619) loss_fgl_dn_0: 1.0869 (1.0906) loss_fgl_dn_1: 0.9843 (0.9875) loss_fgl_dn_2: 0.9741 (0.9786) loss_fgl_dn_3: 0.9770 (0.9794) loss_fgl_dn_4: 0.9756 (0.9798) loss_fgl_dn_5: 0.9757 (0.9798) loss_giou: 0.5585 (0.5710) loss_giou_aux_0: 0.5796 (0.5970) loss_giou_aux_1: 0.5578 (0.5768) loss_giou_aux_2: 0.5585 (0.5721) loss_giou_aux_3: 0.5589 (0.5712) loss_giou_aux_4: 0.5583 (0.5710) loss_giou_dn_0: 0.5600 (0.5770) loss_giou_dn_1: 0.4420 (0.4665) loss_giou_dn_2: 0.4261 (0.4497) loss_giou_dn_3: 0.4242 (0.4452) loss_giou_dn_4: 0.4238 (0.4443) loss_giou_dn_5: 0.4237 (0.4443) loss_giou_dn_pre: 0.5586 (0.5764) loss_giou_enc_0: 0.6632 (0.6712) loss_giou_pre: 0.5756 (0.5955) loss_ddf_aux_0: 0.0577 (0.0551) loss_ddf_aux_1: 0.0075 (0.0076) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2546 (0.2526) loss_ddf_dn_1: 0.0313 (0.0327) loss_ddf_dn_2: 0.0062 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6733 (0.6633) loss_vfl_aux_0: 0.7546 (0.7392) loss_vfl_aux_1: 0.7230 (0.7102) loss_vfl_aux_2: 0.7121 (0.6935) loss_vfl_aux_3: 0.6859 (0.6748) loss_vfl_aux_4: 0.6783 (0.6645) loss_vfl_dn_0: 0.4921 (0.4892) loss_vfl_dn_1: 0.4262 (0.4250) loss_vfl_dn_2: 0.4082 (0.4098) loss_vfl_dn_3: 0.4007 (0.4012) loss_vfl_dn_4: 0.3977 (0.3981) loss_vfl_dn_5: 0.3952 (0.3976) loss_vfl_dn_pre: 0.4926 (0.4897) loss_vfl_enc_0: 0.7401 (0.7396) loss_vfl_pre: 0.7590 (0.7421) time: 0.7505 data: 0.0288 max mem: 9084 Epoch: [34] [ 400/3696] eta: 0:42:29 lr: 0.000013 loss: 31.1279 (31.7424) loss_bbox: 0.1712 (0.1769) loss_bbox_aux_0: 0.1898 (0.1902) loss_bbox_aux_1: 0.1782 (0.1795) loss_bbox_aux_2: 0.1732 (0.1773) loss_bbox_aux_3: 0.1723 (0.1770) loss_bbox_aux_4: 0.1713 (0.1769) loss_bbox_dn_0: 0.2520 (0.2427) loss_bbox_dn_1: 0.1869 (0.1800) loss_bbox_dn_2: 0.1770 (0.1698) loss_bbox_dn_3: 0.1716 (0.1666) loss_bbox_dn_4: 0.1704 (0.1660) loss_bbox_dn_5: 0.1703 (0.1660) loss_bbox_dn_pre: 0.2606 (0.2483) loss_bbox_enc_0: 0.2208 (0.2258) loss_bbox_pre: 0.1880 (0.1906) loss_dfl: 0.9583 (0.9607) loss_fgl_aux_0: 1.0042 (0.9938) loss_fgl_aux_1: 0.9600 (0.9632) loss_fgl_aux_2: 0.9593 (0.9608) loss_fgl_aux_3: 0.9585 (0.9606) loss_fgl_aux_4: 0.9585 (0.9607) loss_fgl_dn_0: 1.0898 (1.0905) loss_fgl_dn_1: 0.9752 (0.9867) loss_fgl_dn_2: 0.9593 (0.9777) loss_fgl_dn_3: 0.9587 (0.9785) loss_fgl_dn_4: 0.9592 (0.9789) loss_fgl_dn_5: 0.9591 (0.9789) loss_giou: 0.4972 (0.5711) loss_giou_aux_0: 0.5232 (0.5971) loss_giou_aux_1: 0.5031 (0.5768) loss_giou_aux_2: 0.4984 (0.5722) loss_giou_aux_3: 0.4983 (0.5713) loss_giou_aux_4: 0.4975 (0.5711) loss_giou_dn_0: 0.5394 (0.5767) loss_giou_dn_1: 0.4312 (0.4663) loss_giou_dn_2: 0.4186 (0.4495) loss_giou_dn_3: 0.4143 (0.4450) loss_giou_dn_4: 0.4132 (0.4441) loss_giou_dn_5: 0.4133 (0.4441) loss_giou_dn_pre: 0.5414 (0.5760) loss_giou_enc_0: 0.6097 (0.6711) loss_giou_pre: 0.5214 (0.5955) loss_ddf_aux_0: 0.0549 (0.0550) loss_ddf_aux_1: 0.0075 (0.0076) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2570 (0.2530) loss_ddf_dn_1: 0.0319 (0.0326) loss_ddf_dn_2: 0.0070 (0.0067) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6409 (0.6623) loss_vfl_aux_0: 0.7278 (0.7385) loss_vfl_aux_1: 0.7007 (0.7097) loss_vfl_aux_2: 0.6699 (0.6928) loss_vfl_aux_3: 0.6555 (0.6741) loss_vfl_aux_4: 0.6401 (0.6637) loss_vfl_dn_0: 0.4901 (0.4893) loss_vfl_dn_1: 0.4175 (0.4251) loss_vfl_dn_2: 0.4043 (0.4095) loss_vfl_dn_3: 0.3963 (0.4010) loss_vfl_dn_4: 0.3923 (0.3979) loss_vfl_dn_5: 0.3892 (0.3974) loss_vfl_dn_pre: 0.4902 (0.4899) loss_vfl_enc_0: 0.7488 (0.7399) loss_vfl_pre: 0.7308 (0.7416) time: 0.7749 data: 0.0377 max mem: 9084 Epoch: [34] [ 500/3696] eta: 0:40:49 lr: 0.000013 loss: 32.2232 (31.7512) loss_bbox: 0.1572 (0.1764) loss_bbox_aux_0: 0.1713 (0.1896) loss_bbox_aux_1: 0.1614 (0.1791) loss_bbox_aux_2: 0.1593 (0.1768) loss_bbox_aux_3: 0.1571 (0.1764) loss_bbox_aux_4: 0.1570 (0.1764) loss_bbox_dn_0: 0.2368 (0.2433) loss_bbox_dn_1: 0.1760 (0.1805) loss_bbox_dn_2: 0.1643 (0.1703) loss_bbox_dn_3: 0.1614 (0.1672) loss_bbox_dn_4: 0.1604 (0.1666) loss_bbox_dn_5: 0.1604 (0.1666) loss_bbox_dn_pre: 0.2385 (0.2489) loss_bbox_enc_0: 0.2105 (0.2258) loss_bbox_pre: 0.1712 (0.1900) loss_dfl: 0.9604 (0.9605) loss_fgl_aux_0: 0.9957 (0.9938) loss_fgl_aux_1: 0.9638 (0.9631) loss_fgl_aux_2: 0.9598 (0.9606) loss_fgl_aux_3: 0.9599 (0.9605) loss_fgl_aux_4: 0.9605 (0.9605) loss_fgl_dn_0: 1.0848 (1.0903) loss_fgl_dn_1: 0.9890 (0.9864) loss_fgl_dn_2: 0.9848 (0.9775) loss_fgl_dn_3: 0.9841 (0.9782) loss_fgl_dn_4: 0.9844 (0.9787) loss_fgl_dn_5: 0.9844 (0.9787) loss_giou: 0.5962 (0.5714) loss_giou_aux_0: 0.6027 (0.5974) loss_giou_aux_1: 0.5992 (0.5771) loss_giou_aux_2: 0.5962 (0.5724) loss_giou_aux_3: 0.5970 (0.5716) loss_giou_aux_4: 0.5959 (0.5714) loss_giou_dn_0: 0.5970 (0.5771) loss_giou_dn_1: 0.4884 (0.4665) loss_giou_dn_2: 0.4678 (0.4499) loss_giou_dn_3: 0.4642 (0.4454) loss_giou_dn_4: 0.4637 (0.4445) loss_giou_dn_5: 0.4637 (0.4445) loss_giou_dn_pre: 0.5991 (0.5764) loss_giou_enc_0: 0.6538 (0.6721) loss_giou_pre: 0.5990 (0.5958) loss_ddf_aux_0: 0.0623 (0.0554) loss_ddf_aux_1: 0.0085 (0.0077) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2437 (0.2523) loss_ddf_dn_1: 0.0301 (0.0322) loss_ddf_dn_2: 0.0062 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6543 (0.6634) loss_vfl_aux_0: 0.7342 (0.7396) loss_vfl_aux_1: 0.6957 (0.7111) loss_vfl_aux_2: 0.6831 (0.6930) loss_vfl_aux_3: 0.6682 (0.6749) loss_vfl_aux_4: 0.6557 (0.6650) loss_vfl_dn_0: 0.4848 (0.4892) loss_vfl_dn_1: 0.4229 (0.4248) loss_vfl_dn_2: 0.4085 (0.4093) loss_vfl_dn_3: 0.4045 (0.4009) loss_vfl_dn_4: 0.3998 (0.3978) loss_vfl_dn_5: 0.3990 (0.3973) loss_vfl_dn_pre: 0.4860 (0.4897) loss_vfl_enc_0: 0.7426 (0.7398) loss_vfl_pre: 0.7448 (0.7426) time: 0.7170 data: 0.0266 max mem: 9084 Epoch: [34] [ 600/3696] eta: 0:39:37 lr: 0.000013 loss: 31.8720 (31.7431) loss_bbox: 0.1790 (0.1762) loss_bbox_aux_0: 0.1948 (0.1895) loss_bbox_aux_1: 0.1804 (0.1789) loss_bbox_aux_2: 0.1798 (0.1767) loss_bbox_aux_3: 0.1797 (0.1763) loss_bbox_aux_4: 0.1790 (0.1762) loss_bbox_dn_0: 0.2345 (0.2429) loss_bbox_dn_1: 0.1704 (0.1800) loss_bbox_dn_2: 0.1598 (0.1698) loss_bbox_dn_3: 0.1573 (0.1666) loss_bbox_dn_4: 0.1571 (0.1660) loss_bbox_dn_5: 0.1572 (0.1660) loss_bbox_dn_pre: 0.2370 (0.2486) loss_bbox_enc_0: 0.2275 (0.2255) loss_bbox_pre: 0.1940 (0.1899) loss_dfl: 0.9546 (0.9603) loss_fgl_aux_0: 0.9865 (0.9940) loss_fgl_aux_1: 0.9573 (0.9629) loss_fgl_aux_2: 0.9543 (0.9604) loss_fgl_aux_3: 0.9548 (0.9603) loss_fgl_aux_4: 0.9547 (0.9603) loss_fgl_dn_0: 1.0865 (1.0903) loss_fgl_dn_1: 0.9810 (0.9863) loss_fgl_dn_2: 0.9707 (0.9775) loss_fgl_dn_3: 0.9726 (0.9781) loss_fgl_dn_4: 0.9724 (0.9785) loss_fgl_dn_5: 0.9725 (0.9786) loss_giou: 0.5482 (0.5718) loss_giou_aux_0: 0.5749 (0.5978) loss_giou_aux_1: 0.5506 (0.5775) loss_giou_aux_2: 0.5483 (0.5728) loss_giou_aux_3: 0.5483 (0.5720) loss_giou_aux_4: 0.5481 (0.5718) loss_giou_dn_0: 0.5702 (0.5772) loss_giou_dn_1: 0.4619 (0.4661) loss_giou_dn_2: 0.4433 (0.4494) loss_giou_dn_3: 0.4366 (0.4450) loss_giou_dn_4: 0.4343 (0.4441) loss_giou_dn_5: 0.4343 (0.4441) loss_giou_dn_pre: 0.5660 (0.5765) loss_giou_enc_0: 0.6612 (0.6725) loss_giou_pre: 0.5748 (0.5963) loss_ddf_aux_0: 0.0566 (0.0559) loss_ddf_aux_1: 0.0076 (0.0077) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2467 (0.2524) loss_ddf_dn_1: 0.0319 (0.0322) loss_ddf_dn_2: 0.0057 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6411 (0.6630) loss_vfl_aux_0: 0.7097 (0.7393) loss_vfl_aux_1: 0.6752 (0.7105) loss_vfl_aux_2: 0.6755 (0.6926) loss_vfl_aux_3: 0.6498 (0.6742) loss_vfl_aux_4: 0.6450 (0.6645) loss_vfl_dn_0: 0.4859 (0.4894) loss_vfl_dn_1: 0.4205 (0.4246) loss_vfl_dn_2: 0.4007 (0.4091) loss_vfl_dn_3: 0.3921 (0.4007) loss_vfl_dn_4: 0.3887 (0.3975) loss_vfl_dn_5: 0.3873 (0.3971) loss_vfl_dn_pre: 0.4872 (0.4899) loss_vfl_enc_0: 0.7114 (0.7396) loss_vfl_pre: 0.7085 (0.7422) time: 0.7538 data: 0.0341 max mem: 9084 Epoch: [34] [ 700/3696] eta: 0:38:08 lr: 0.000013 loss: 31.3183 (31.7483) loss_bbox: 0.1736 (0.1766) loss_bbox_aux_0: 0.1901 (0.1899) loss_bbox_aux_1: 0.1738 (0.1793) loss_bbox_aux_2: 0.1731 (0.1771) loss_bbox_aux_3: 0.1736 (0.1767) loss_bbox_aux_4: 0.1737 (0.1766) loss_bbox_dn_0: 0.2325 (0.2438) loss_bbox_dn_1: 0.1700 (0.1807) loss_bbox_dn_2: 0.1591 (0.1704) loss_bbox_dn_3: 0.1592 (0.1673) loss_bbox_dn_4: 0.1577 (0.1667) loss_bbox_dn_5: 0.1577 (0.1667) loss_bbox_dn_pre: 0.2396 (0.2496) loss_bbox_enc_0: 0.2162 (0.2257) loss_bbox_pre: 0.1903 (0.1902) loss_dfl: 0.9552 (0.9604) loss_fgl_aux_0: 0.9841 (0.9939) loss_fgl_aux_1: 0.9568 (0.9629) loss_fgl_aux_2: 0.9544 (0.9605) loss_fgl_aux_3: 0.9547 (0.9604) loss_fgl_aux_4: 0.9554 (0.9604) loss_fgl_dn_0: 1.0929 (1.0902) loss_fgl_dn_1: 0.9794 (0.9861) loss_fgl_dn_2: 0.9693 (0.9773) loss_fgl_dn_3: 0.9717 (0.9779) loss_fgl_dn_4: 0.9722 (0.9784) loss_fgl_dn_5: 0.9722 (0.9784) loss_giou: 0.5933 (0.5714) loss_giou_aux_0: 0.6218 (0.5976) loss_giou_aux_1: 0.5925 (0.5771) loss_giou_aux_2: 0.5944 (0.5724) loss_giou_aux_3: 0.5931 (0.5716) loss_giou_aux_4: 0.5934 (0.5714) loss_giou_dn_0: 0.5720 (0.5777) loss_giou_dn_1: 0.4615 (0.4662) loss_giou_dn_2: 0.4479 (0.4495) loss_giou_dn_3: 0.4455 (0.4451) loss_giou_dn_4: 0.4447 (0.4442) loss_giou_dn_5: 0.4446 (0.4442) loss_giou_dn_pre: 0.5698 (0.5770) loss_giou_enc_0: 0.6848 (0.6720) loss_giou_pre: 0.6197 (0.5960) loss_ddf_aux_0: 0.0538 (0.0560) loss_ddf_aux_1: 0.0078 (0.0078) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2489 (0.2530) loss_ddf_dn_1: 0.0298 (0.0322) loss_ddf_dn_2: 0.0061 (0.0065) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6513 (0.6632) loss_vfl_aux_0: 0.7229 (0.7389) loss_vfl_aux_1: 0.6884 (0.7104) loss_vfl_aux_2: 0.6658 (0.6922) loss_vfl_aux_3: 0.6652 (0.6740) loss_vfl_aux_4: 0.6604 (0.6647) loss_vfl_dn_0: 0.4904 (0.4892) loss_vfl_dn_1: 0.4236 (0.4246) loss_vfl_dn_2: 0.4080 (0.4092) loss_vfl_dn_3: 0.4002 (0.4007) loss_vfl_dn_4: 0.3980 (0.3976) loss_vfl_dn_5: 0.3968 (0.3971) loss_vfl_dn_pre: 0.4907 (0.4897) loss_vfl_enc_0: 0.7325 (0.7395) loss_vfl_pre: 0.7245 (0.7417) time: 0.7065 data: 0.0267 max mem: 9084 Epoch: [34] [ 800/3696] eta: 0:36:47 lr: 0.000013 loss: 31.9603 (31.7683) loss_bbox: 0.1745 (0.1772) loss_bbox_aux_0: 0.1819 (0.1904) loss_bbox_aux_1: 0.1744 (0.1798) loss_bbox_aux_2: 0.1728 (0.1777) loss_bbox_aux_3: 0.1741 (0.1773) loss_bbox_aux_4: 0.1745 (0.1772) loss_bbox_dn_0: 0.2377 (0.2440) loss_bbox_dn_1: 0.1792 (0.1810) loss_bbox_dn_2: 0.1673 (0.1708) loss_bbox_dn_3: 0.1680 (0.1677) loss_bbox_dn_4: 0.1667 (0.1671) loss_bbox_dn_5: 0.1665 (0.1671) loss_bbox_dn_pre: 0.2426 (0.2497) loss_bbox_enc_0: 0.2164 (0.2261) loss_bbox_pre: 0.1821 (0.1906) loss_dfl: 0.9728 (0.9606) loss_fgl_aux_0: 0.9989 (0.9941) loss_fgl_aux_1: 0.9735 (0.9631) loss_fgl_aux_2: 0.9708 (0.9607) loss_fgl_aux_3: 0.9724 (0.9606) loss_fgl_aux_4: 0.9727 (0.9606) loss_fgl_dn_0: 1.0853 (1.0900) loss_fgl_dn_1: 0.9820 (0.9863) loss_fgl_dn_2: 0.9757 (0.9774) loss_fgl_dn_3: 0.9751 (0.9781) loss_fgl_dn_4: 0.9755 (0.9785) loss_fgl_dn_5: 0.9756 (0.9785) loss_giou: 0.5385 (0.5719) loss_giou_aux_0: 0.5618 (0.5980) loss_giou_aux_1: 0.5444 (0.5776) loss_giou_aux_2: 0.5411 (0.5729) loss_giou_aux_3: 0.5398 (0.5721) loss_giou_aux_4: 0.5387 (0.5719) loss_giou_dn_0: 0.5774 (0.5780) loss_giou_dn_1: 0.4591 (0.4668) loss_giou_dn_2: 0.4432 (0.4502) loss_giou_dn_3: 0.4385 (0.4457) loss_giou_dn_4: 0.4376 (0.4448) loss_giou_dn_5: 0.4375 (0.4448) loss_giou_dn_pre: 0.5736 (0.5772) loss_giou_enc_0: 0.6477 (0.6725) loss_giou_pre: 0.5584 (0.5964) loss_ddf_aux_0: 0.0508 (0.0557) loss_ddf_aux_1: 0.0071 (0.0077) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2354 (0.2520) loss_ddf_dn_1: 0.0299 (0.0321) loss_ddf_dn_2: 0.0056 (0.0065) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6461 (0.6638) loss_vfl_aux_0: 0.7283 (0.7397) loss_vfl_aux_1: 0.6901 (0.7105) loss_vfl_aux_2: 0.6849 (0.6924) loss_vfl_aux_3: 0.6648 (0.6746) loss_vfl_aux_4: 0.6530 (0.6654) loss_vfl_dn_0: 0.4908 (0.4893) loss_vfl_dn_1: 0.4304 (0.4250) loss_vfl_dn_2: 0.4131 (0.4096) loss_vfl_dn_3: 0.4034 (0.4011) loss_vfl_dn_4: 0.4001 (0.3980) loss_vfl_dn_5: 0.4008 (0.3975) loss_vfl_dn_pre: 0.4912 (0.4898) loss_vfl_enc_0: 0.7382 (0.7396) loss_vfl_pre: 0.7343 (0.7424) time: 0.7499 data: 0.0273 max mem: 9084 Epoch: [34] [ 900/3696] eta: 0:35:29 lr: 0.000013 loss: 31.5997 (31.7676) loss_bbox: 0.1749 (0.1769) loss_bbox_aux_0: 0.1903 (0.1900) loss_bbox_aux_1: 0.1806 (0.1796) loss_bbox_aux_2: 0.1755 (0.1774) loss_bbox_aux_3: 0.1753 (0.1770) loss_bbox_aux_4: 0.1749 (0.1769) loss_bbox_dn_0: 0.2447 (0.2443) loss_bbox_dn_1: 0.1801 (0.1813) loss_bbox_dn_2: 0.1720 (0.1711) loss_bbox_dn_3: 0.1695 (0.1680) loss_bbox_dn_4: 0.1694 (0.1674) loss_bbox_dn_5: 0.1694 (0.1674) loss_bbox_dn_pre: 0.2487 (0.2500) loss_bbox_enc_0: 0.2260 (0.2258) loss_bbox_pre: 0.1898 (0.1903) loss_dfl: 0.9633 (0.9614) loss_fgl_aux_0: 1.0017 (0.9949) loss_fgl_aux_1: 0.9633 (0.9638) loss_fgl_aux_2: 0.9624 (0.9615) loss_fgl_aux_3: 0.9628 (0.9613) loss_fgl_aux_4: 0.9631 (0.9614) loss_fgl_dn_0: 1.0924 (1.0902) loss_fgl_dn_1: 0.9953 (0.9868) loss_fgl_dn_2: 0.9885 (0.9779) loss_fgl_dn_3: 0.9894 (0.9786) loss_fgl_dn_4: 0.9897 (0.9790) loss_fgl_dn_5: 0.9897 (0.9790) loss_giou: 0.5378 (0.5711) loss_giou_aux_0: 0.5658 (0.5971) loss_giou_aux_1: 0.5459 (0.5768) loss_giou_aux_2: 0.5384 (0.5720) loss_giou_aux_3: 0.5380 (0.5712) loss_giou_aux_4: 0.5379 (0.5711) loss_giou_dn_0: 0.5724 (0.5782) loss_giou_dn_1: 0.4670 (0.4669) loss_giou_dn_2: 0.4491 (0.4501) loss_giou_dn_3: 0.4442 (0.4457) loss_giou_dn_4: 0.4444 (0.4447) loss_giou_dn_5: 0.4445 (0.4447) loss_giou_dn_pre: 0.5724 (0.5774) loss_giou_enc_0: 0.6388 (0.6721) loss_giou_pre: 0.5621 (0.5955) loss_ddf_aux_0: 0.0504 (0.0557) loss_ddf_aux_1: 0.0076 (0.0077) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2428 (0.2518) loss_ddf_dn_1: 0.0298 (0.0321) loss_ddf_dn_2: 0.0059 (0.0065) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6580 (0.6634) loss_vfl_aux_0: 0.7416 (0.7393) loss_vfl_aux_1: 0.7016 (0.7100) loss_vfl_aux_2: 0.6763 (0.6920) loss_vfl_aux_3: 0.6521 (0.6743) loss_vfl_aux_4: 0.6548 (0.6651) loss_vfl_dn_0: 0.4918 (0.4894) loss_vfl_dn_1: 0.4308 (0.4253) loss_vfl_dn_2: 0.4157 (0.4099) loss_vfl_dn_3: 0.4099 (0.4014) loss_vfl_dn_4: 0.4046 (0.3983) loss_vfl_dn_5: 0.4041 (0.3978) loss_vfl_dn_pre: 0.4915 (0.4899) loss_vfl_enc_0: 0.7321 (0.7394) loss_vfl_pre: 0.7413 (0.7419) time: 0.7516 data: 0.0350 max mem: 9084 Epoch: [34] [1000/3696] eta: 0:34:13 lr: 0.000013 loss: 31.3523 (31.7519) loss_bbox: 0.1727 (0.1771) loss_bbox_aux_0: 0.1864 (0.1902) loss_bbox_aux_1: 0.1734 (0.1798) loss_bbox_aux_2: 0.1726 (0.1776) loss_bbox_aux_3: 0.1728 (0.1772) loss_bbox_aux_4: 0.1728 (0.1771) loss_bbox_dn_0: 0.2412 (0.2441) loss_bbox_dn_1: 0.1840 (0.1812) loss_bbox_dn_2: 0.1719 (0.1710) loss_bbox_dn_3: 0.1696 (0.1679) loss_bbox_dn_4: 0.1688 (0.1673) loss_bbox_dn_5: 0.1689 (0.1673) loss_bbox_dn_pre: 0.2468 (0.2499) loss_bbox_enc_0: 0.2262 (0.2261) loss_bbox_pre: 0.1864 (0.1904) loss_dfl: 0.9569 (0.9614) loss_fgl_aux_0: 0.9860 (0.9947) loss_fgl_aux_1: 0.9591 (0.9638) loss_fgl_aux_2: 0.9561 (0.9615) loss_fgl_aux_3: 0.9573 (0.9614) loss_fgl_aux_4: 0.9572 (0.9614) loss_fgl_dn_0: 1.0801 (1.0902) loss_fgl_dn_1: 0.9843 (0.9867) loss_fgl_dn_2: 0.9775 (0.9778) loss_fgl_dn_3: 0.9803 (0.9786) loss_fgl_dn_4: 0.9810 (0.9790) loss_fgl_dn_5: 0.9810 (0.9790) loss_giou: 0.5499 (0.5701) loss_giou_aux_0: 0.5708 (0.5962) loss_giou_aux_1: 0.5559 (0.5759) loss_giou_aux_2: 0.5503 (0.5711) loss_giou_aux_3: 0.5490 (0.5703) loss_giou_aux_4: 0.5490 (0.5701) loss_giou_dn_0: 0.5394 (0.5771) loss_giou_dn_1: 0.4392 (0.4659) loss_giou_dn_2: 0.4230 (0.4492) loss_giou_dn_3: 0.4181 (0.4448) loss_giou_dn_4: 0.4162 (0.4438) loss_giou_dn_5: 0.4163 (0.4438) loss_giou_dn_pre: 0.5401 (0.5763) loss_giou_enc_0: 0.6482 (0.6715) loss_giou_pre: 0.5692 (0.5946) loss_ddf_aux_0: 0.0555 (0.0557) loss_ddf_aux_1: 0.0074 (0.0077) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2588 (0.2519) loss_ddf_dn_1: 0.0326 (0.0322) loss_ddf_dn_2: 0.0056 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6467 (0.6634) loss_vfl_aux_0: 0.7041 (0.7388) loss_vfl_aux_1: 0.6796 (0.7096) loss_vfl_aux_2: 0.6755 (0.6919) loss_vfl_aux_3: 0.6573 (0.6742) loss_vfl_aux_4: 0.6406 (0.6652) loss_vfl_dn_0: 0.4871 (0.4894) loss_vfl_dn_1: 0.4240 (0.4252) loss_vfl_dn_2: 0.4055 (0.4098) loss_vfl_dn_3: 0.3978 (0.4013) loss_vfl_dn_4: 0.3936 (0.3982) loss_vfl_dn_5: 0.3916 (0.3977) loss_vfl_dn_pre: 0.4878 (0.4899) loss_vfl_enc_0: 0.7131 (0.7389) loss_vfl_pre: 0.7061 (0.7415) time: 0.7635 data: 0.0287 max mem: 9084 Epoch: [34] [1100/3696] eta: 0:32:59 lr: 0.000013 loss: 31.7593 (31.7573) loss_bbox: 0.1744 (0.1771) loss_bbox_aux_0: 0.1841 (0.1902) loss_bbox_aux_1: 0.1772 (0.1798) loss_bbox_aux_2: 0.1744 (0.1776) loss_bbox_aux_3: 0.1744 (0.1772) loss_bbox_aux_4: 0.1744 (0.1771) loss_bbox_dn_0: 0.2218 (0.2442) loss_bbox_dn_1: 0.1636 (0.1812) loss_bbox_dn_2: 0.1510 (0.1710) loss_bbox_dn_3: 0.1510 (0.1679) loss_bbox_dn_4: 0.1502 (0.1673) loss_bbox_dn_5: 0.1502 (0.1673) loss_bbox_dn_pre: 0.2245 (0.2500) loss_bbox_enc_0: 0.2112 (0.2261) loss_bbox_pre: 0.1845 (0.1904) loss_dfl: 0.9580 (0.9616) loss_fgl_aux_0: 0.9943 (0.9949) loss_fgl_aux_1: 0.9574 (0.9641) loss_fgl_aux_2: 0.9569 (0.9618) loss_fgl_aux_3: 0.9566 (0.9616) loss_fgl_aux_4: 0.9578 (0.9616) loss_fgl_dn_0: 1.0871 (1.0904) loss_fgl_dn_1: 0.9848 (0.9869) loss_fgl_dn_2: 0.9763 (0.9780) loss_fgl_dn_3: 0.9768 (0.9787) loss_fgl_dn_4: 0.9769 (0.9791) loss_fgl_dn_5: 0.9769 (0.9792) loss_giou: 0.5790 (0.5701) loss_giou_aux_0: 0.6005 (0.5962) loss_giou_aux_1: 0.5887 (0.5758) loss_giou_aux_2: 0.5820 (0.5710) loss_giou_aux_3: 0.5813 (0.5703) loss_giou_aux_4: 0.5795 (0.5701) loss_giou_dn_0: 0.5775 (0.5773) loss_giou_dn_1: 0.4655 (0.4659) loss_giou_dn_2: 0.4514 (0.4492) loss_giou_dn_3: 0.4485 (0.4447) loss_giou_dn_4: 0.4460 (0.4438) loss_giou_dn_5: 0.4460 (0.4437) loss_giou_dn_pre: 0.5765 (0.5765) loss_giou_enc_0: 0.6866 (0.6715) loss_giou_pre: 0.5995 (0.5946) loss_ddf_aux_0: 0.0508 (0.0554) loss_ddf_aux_1: 0.0070 (0.0077) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2406 (0.2522) loss_ddf_dn_1: 0.0324 (0.0324) loss_ddf_dn_2: 0.0069 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6501 (0.6637) loss_vfl_aux_0: 0.7231 (0.7391) loss_vfl_aux_1: 0.7032 (0.7102) loss_vfl_aux_2: 0.6815 (0.6924) loss_vfl_aux_3: 0.6591 (0.6745) loss_vfl_aux_4: 0.6518 (0.6655) loss_vfl_dn_0: 0.4880 (0.4894) loss_vfl_dn_1: 0.4210 (0.4252) loss_vfl_dn_2: 0.4084 (0.4097) loss_vfl_dn_3: 0.3950 (0.4012) loss_vfl_dn_4: 0.3917 (0.3982) loss_vfl_dn_5: 0.3920 (0.3977) loss_vfl_dn_pre: 0.4875 (0.4899) loss_vfl_enc_0: 0.7231 (0.7388) loss_vfl_pre: 0.7251 (0.7417) time: 0.7385 data: 0.0343 max mem: 9084 Epoch: [34] [1200/3696] eta: 0:31:41 lr: 0.000013 loss: 31.5910 (31.7493) loss_bbox: 0.1725 (0.1768) loss_bbox_aux_0: 0.1865 (0.1899) loss_bbox_aux_1: 0.1770 (0.1795) loss_bbox_aux_2: 0.1740 (0.1773) loss_bbox_aux_3: 0.1726 (0.1769) loss_bbox_aux_4: 0.1724 (0.1768) loss_bbox_dn_0: 0.2496 (0.2440) loss_bbox_dn_1: 0.1899 (0.1811) loss_bbox_dn_2: 0.1834 (0.1709) loss_bbox_dn_3: 0.1785 (0.1677) loss_bbox_dn_4: 0.1777 (0.1671) loss_bbox_dn_5: 0.1779 (0.1671) loss_bbox_dn_pre: 0.2602 (0.2497) loss_bbox_enc_0: 0.2189 (0.2258) loss_bbox_pre: 0.1887 (0.1901) loss_dfl: 0.9866 (0.9621) loss_fgl_aux_0: 1.0241 (0.9954) loss_fgl_aux_1: 0.9885 (0.9646) loss_fgl_aux_2: 0.9882 (0.9622) loss_fgl_aux_3: 0.9870 (0.9621) loss_fgl_aux_4: 0.9868 (0.9621) loss_fgl_dn_0: 1.1025 (1.0908) loss_fgl_dn_1: 0.9918 (0.9871) loss_fgl_dn_2: 0.9831 (0.9781) loss_fgl_dn_3: 0.9838 (0.9788) loss_fgl_dn_4: 0.9843 (0.9793) loss_fgl_dn_5: 0.9843 (0.9793) loss_giou: 0.4884 (0.5689) loss_giou_aux_0: 0.5168 (0.5950) loss_giou_aux_1: 0.4954 (0.5746) loss_giou_aux_2: 0.4913 (0.5699) loss_giou_aux_3: 0.4891 (0.5691) loss_giou_aux_4: 0.4885 (0.5689) loss_giou_dn_0: 0.5558 (0.5768) loss_giou_dn_1: 0.4462 (0.4653) loss_giou_dn_2: 0.4297 (0.4486) loss_giou_dn_3: 0.4216 (0.4441) loss_giou_dn_4: 0.4214 (0.4431) loss_giou_dn_5: 0.4213 (0.4431) loss_giou_dn_pre: 0.5568 (0.5760) loss_giou_enc_0: 0.5963 (0.6706) loss_giou_pre: 0.5156 (0.5935) loss_ddf_aux_0: 0.0577 (0.0555) loss_ddf_aux_1: 0.0079 (0.0077) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2622 (0.2525) loss_ddf_dn_1: 0.0329 (0.0325) loss_ddf_dn_2: 0.0069 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6775 (0.6641) loss_vfl_aux_0: 0.7500 (0.7391) loss_vfl_aux_1: 0.7349 (0.7110) loss_vfl_aux_2: 0.7088 (0.6928) loss_vfl_aux_3: 0.6945 (0.6748) loss_vfl_aux_4: 0.6812 (0.6659) loss_vfl_dn_0: 0.5010 (0.4897) loss_vfl_dn_1: 0.4316 (0.4254) loss_vfl_dn_2: 0.4163 (0.4099) loss_vfl_dn_3: 0.4049 (0.4014) loss_vfl_dn_4: 0.4034 (0.3983) loss_vfl_dn_5: 0.4001 (0.3978) loss_vfl_dn_pre: 0.5013 (0.4902) loss_vfl_enc_0: 0.7660 (0.7394) loss_vfl_pre: 0.7477 (0.7418) time: 0.7414 data: 0.0308 max mem: 9084 Epoch: [34] [1300/3696] eta: 0:30:26 lr: 0.000013 loss: 32.5748 (31.7468) loss_bbox: 0.1769 (0.1766) loss_bbox_aux_0: 0.1939 (0.1898) loss_bbox_aux_1: 0.1810 (0.1794) loss_bbox_aux_2: 0.1776 (0.1771) loss_bbox_aux_3: 0.1773 (0.1767) loss_bbox_aux_4: 0.1769 (0.1767) loss_bbox_dn_0: 0.2386 (0.2439) loss_bbox_dn_1: 0.1776 (0.1809) loss_bbox_dn_2: 0.1668 (0.1707) loss_bbox_dn_3: 0.1642 (0.1675) loss_bbox_dn_4: 0.1642 (0.1669) loss_bbox_dn_5: 0.1642 (0.1669) loss_bbox_dn_pre: 0.2407 (0.2496) loss_bbox_enc_0: 0.2314 (0.2259) loss_bbox_pre: 0.1941 (0.1900) loss_dfl: 0.9602 (0.9620) loss_fgl_aux_0: 0.9937 (0.9954) loss_fgl_aux_1: 0.9643 (0.9645) loss_fgl_aux_2: 0.9618 (0.9622) loss_fgl_aux_3: 0.9613 (0.9620) loss_fgl_aux_4: 0.9605 (0.9620) loss_fgl_dn_0: 1.0894 (1.0908) loss_fgl_dn_1: 0.9944 (0.9871) loss_fgl_dn_2: 0.9848 (0.9782) loss_fgl_dn_3: 0.9860 (0.9789) loss_fgl_dn_4: 0.9871 (0.9793) loss_fgl_dn_5: 0.9871 (0.9793) loss_giou: 0.5840 (0.5690) loss_giou_aux_0: 0.6084 (0.5951) loss_giou_aux_1: 0.5870 (0.5747) loss_giou_aux_2: 0.5862 (0.5699) loss_giou_aux_3: 0.5836 (0.5691) loss_giou_aux_4: 0.5832 (0.5690) loss_giou_dn_0: 0.5932 (0.5770) loss_giou_dn_1: 0.4885 (0.4652) loss_giou_dn_2: 0.4735 (0.4485) loss_giou_dn_3: 0.4667 (0.4440) loss_giou_dn_4: 0.4658 (0.4431) loss_giou_dn_5: 0.4659 (0.4431) loss_giou_dn_pre: 0.5904 (0.5762) loss_giou_enc_0: 0.6902 (0.6708) loss_giou_pre: 0.6081 (0.5935) loss_ddf_aux_0: 0.0561 (0.0553) loss_ddf_aux_1: 0.0077 (0.0077) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2521 (0.2524) loss_ddf_dn_1: 0.0333 (0.0324) loss_ddf_dn_2: 0.0063 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6650 (0.6640) loss_vfl_aux_0: 0.7394 (0.7391) loss_vfl_aux_1: 0.7064 (0.7115) loss_vfl_aux_2: 0.6909 (0.6930) loss_vfl_aux_3: 0.6708 (0.6749) loss_vfl_aux_4: 0.6666 (0.6658) loss_vfl_dn_0: 0.4955 (0.4897) loss_vfl_dn_1: 0.4366 (0.4253) loss_vfl_dn_2: 0.4203 (0.4099) loss_vfl_dn_3: 0.4099 (0.4013) loss_vfl_dn_4: 0.4075 (0.3983) loss_vfl_dn_5: 0.4065 (0.3978) loss_vfl_dn_pre: 0.4960 (0.4902) loss_vfl_enc_0: 0.7322 (0.7390) loss_vfl_pre: 0.7404 (0.7417) time: 0.7542 data: 0.0304 max mem: 9084 Epoch: [34] [1400/3696] eta: 0:29:08 lr: 0.000013 loss: 32.0658 (31.7402) loss_bbox: 0.1756 (0.1767) loss_bbox_aux_0: 0.1840 (0.1898) loss_bbox_aux_1: 0.1766 (0.1794) loss_bbox_aux_2: 0.1750 (0.1772) loss_bbox_aux_3: 0.1754 (0.1768) loss_bbox_aux_4: 0.1756 (0.1767) loss_bbox_dn_0: 0.2350 (0.2442) loss_bbox_dn_1: 0.1743 (0.1812) loss_bbox_dn_2: 0.1647 (0.1709) loss_bbox_dn_3: 0.1624 (0.1678) loss_bbox_dn_4: 0.1623 (0.1672) loss_bbox_dn_5: 0.1623 (0.1672) loss_bbox_dn_pre: 0.2397 (0.2499) loss_bbox_enc_0: 0.2197 (0.2259) loss_bbox_pre: 0.1827 (0.1900) loss_dfl: 0.9707 (0.9618) loss_fgl_aux_0: 0.9970 (0.9952) loss_fgl_aux_1: 0.9715 (0.9644) loss_fgl_aux_2: 0.9698 (0.9620) loss_fgl_aux_3: 0.9695 (0.9618) loss_fgl_aux_4: 0.9707 (0.9618) loss_fgl_dn_0: 1.0782 (1.0908) loss_fgl_dn_1: 0.9819 (0.9870) loss_fgl_dn_2: 0.9765 (0.9781) loss_fgl_dn_3: 0.9770 (0.9788) loss_fgl_dn_4: 0.9769 (0.9792) loss_fgl_dn_5: 0.9767 (0.9792) loss_giou: 0.5635 (0.5684) loss_giou_aux_0: 0.5914 (0.5945) loss_giou_aux_1: 0.5712 (0.5741) loss_giou_aux_2: 0.5647 (0.5694) loss_giou_aux_3: 0.5638 (0.5686) loss_giou_aux_4: 0.5631 (0.5684) loss_giou_dn_0: 0.6035 (0.5766) loss_giou_dn_1: 0.4894 (0.4650) loss_giou_dn_2: 0.4730 (0.4482) loss_giou_dn_3: 0.4668 (0.4437) loss_giou_dn_4: 0.4657 (0.4428) loss_giou_dn_5: 0.4655 (0.4428) loss_giou_dn_pre: 0.6005 (0.5758) loss_giou_enc_0: 0.6609 (0.6701) loss_giou_pre: 0.5906 (0.5929) loss_ddf_aux_0: 0.0513 (0.0552) loss_ddf_aux_1: 0.0075 (0.0077) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2457 (0.2526) loss_ddf_dn_1: 0.0329 (0.0325) loss_ddf_dn_2: 0.0067 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6586 (0.6641) loss_vfl_aux_0: 0.7365 (0.7388) loss_vfl_aux_1: 0.7139 (0.7115) loss_vfl_aux_2: 0.6965 (0.6929) loss_vfl_aux_3: 0.6724 (0.6749) loss_vfl_aux_4: 0.6730 (0.6659) loss_vfl_dn_0: 0.4917 (0.4896) loss_vfl_dn_1: 0.4263 (0.4253) loss_vfl_dn_2: 0.4081 (0.4098) loss_vfl_dn_3: 0.3986 (0.4012) loss_vfl_dn_4: 0.3950 (0.3982) loss_vfl_dn_5: 0.3950 (0.3976) loss_vfl_dn_pre: 0.4913 (0.4901) loss_vfl_enc_0: 0.7557 (0.7391) loss_vfl_pre: 0.7416 (0.7415) time: 0.7512 data: 0.0264 max mem: 9084 Epoch: [34] [1500/3696] eta: 0:27:54 lr: 0.000013 loss: 31.8252 (31.7397) loss_bbox: 0.1750 (0.1768) loss_bbox_aux_0: 0.1883 (0.1899) loss_bbox_aux_1: 0.1767 (0.1796) loss_bbox_aux_2: 0.1751 (0.1773) loss_bbox_aux_3: 0.1752 (0.1769) loss_bbox_aux_4: 0.1752 (0.1769) loss_bbox_dn_0: 0.2419 (0.2442) loss_bbox_dn_1: 0.1832 (0.1812) loss_bbox_dn_2: 0.1753 (0.1710) loss_bbox_dn_3: 0.1742 (0.1678) loss_bbox_dn_4: 0.1750 (0.1672) loss_bbox_dn_5: 0.1749 (0.1672) loss_bbox_dn_pre: 0.2444 (0.2499) loss_bbox_enc_0: 0.2214 (0.2261) loss_bbox_pre: 0.1881 (0.1901) loss_dfl: 0.9450 (0.9614) loss_fgl_aux_0: 0.9822 (0.9946) loss_fgl_aux_1: 0.9486 (0.9639) loss_fgl_aux_2: 0.9452 (0.9615) loss_fgl_aux_3: 0.9457 (0.9614) loss_fgl_aux_4: 0.9451 (0.9614) loss_fgl_dn_0: 1.0869 (1.0907) loss_fgl_dn_1: 0.9864 (0.9868) loss_fgl_dn_2: 0.9771 (0.9780) loss_fgl_dn_3: 0.9765 (0.9786) loss_fgl_dn_4: 0.9773 (0.9791) loss_fgl_dn_5: 0.9774 (0.9791) loss_giou: 0.5381 (0.5688) loss_giou_aux_0: 0.5604 (0.5948) loss_giou_aux_1: 0.5420 (0.5744) loss_giou_aux_2: 0.5389 (0.5697) loss_giou_aux_3: 0.5392 (0.5689) loss_giou_aux_4: 0.5382 (0.5688) loss_giou_dn_0: 0.5568 (0.5764) loss_giou_dn_1: 0.4481 (0.4649) loss_giou_dn_2: 0.4317 (0.4481) loss_giou_dn_3: 0.4257 (0.4436) loss_giou_dn_4: 0.4243 (0.4427) loss_giou_dn_5: 0.4243 (0.4427) loss_giou_dn_pre: 0.5558 (0.5756) loss_giou_enc_0: 0.6303 (0.6704) loss_giou_pre: 0.5579 (0.5933) loss_ddf_aux_0: 0.0570 (0.0551) loss_ddf_aux_1: 0.0076 (0.0077) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2685 (0.2527) loss_ddf_dn_1: 0.0323 (0.0325) loss_ddf_dn_2: 0.0064 (0.0067) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6713 (0.6643) loss_vfl_aux_0: 0.7670 (0.7387) loss_vfl_aux_1: 0.7228 (0.7117) loss_vfl_aux_2: 0.7070 (0.6933) loss_vfl_aux_3: 0.6831 (0.6751) loss_vfl_aux_4: 0.6709 (0.6660) loss_vfl_dn_0: 0.4886 (0.4896) loss_vfl_dn_1: 0.4254 (0.4252) loss_vfl_dn_2: 0.4078 (0.4097) loss_vfl_dn_3: 0.4021 (0.4011) loss_vfl_dn_4: 0.3993 (0.3980) loss_vfl_dn_5: 0.3978 (0.3975) loss_vfl_dn_pre: 0.4880 (0.4902) loss_vfl_enc_0: 0.7520 (0.7390) loss_vfl_pre: 0.7690 (0.7414) time: 0.7427 data: 0.0252 max mem: 9084 Epoch: [34] [1600/3696] eta: 0:26:34 lr: 0.000013 loss: 32.0583 (31.7354) loss_bbox: 0.1739 (0.1768) loss_bbox_aux_0: 0.1840 (0.1899) loss_bbox_aux_1: 0.1765 (0.1795) loss_bbox_aux_2: 0.1739 (0.1773) loss_bbox_aux_3: 0.1740 (0.1769) loss_bbox_aux_4: 0.1739 (0.1768) loss_bbox_dn_0: 0.2326 (0.2441) loss_bbox_dn_1: 0.1744 (0.1812) loss_bbox_dn_2: 0.1628 (0.1709) loss_bbox_dn_3: 0.1579 (0.1678) loss_bbox_dn_4: 0.1573 (0.1672) loss_bbox_dn_5: 0.1573 (0.1671) loss_bbox_dn_pre: 0.2417 (0.2499) loss_bbox_enc_0: 0.2205 (0.2259) loss_bbox_pre: 0.1858 (0.1901) loss_dfl: 0.9427 (0.9606) loss_fgl_aux_0: 0.9812 (0.9938) loss_fgl_aux_1: 0.9449 (0.9631) loss_fgl_aux_2: 0.9436 (0.9608) loss_fgl_aux_3: 0.9430 (0.9606) loss_fgl_aux_4: 0.9427 (0.9606) loss_fgl_dn_0: 1.0878 (1.0906) loss_fgl_dn_1: 0.9894 (0.9866) loss_fgl_dn_2: 0.9802 (0.9777) loss_fgl_dn_3: 0.9814 (0.9783) loss_fgl_dn_4: 0.9814 (0.9788) loss_fgl_dn_5: 0.9816 (0.9788) loss_giou: 0.5936 (0.5694) loss_giou_aux_0: 0.6268 (0.5953) loss_giou_aux_1: 0.6018 (0.5750) loss_giou_aux_2: 0.5930 (0.5703) loss_giou_aux_3: 0.5919 (0.5695) loss_giou_aux_4: 0.5931 (0.5694) loss_giou_dn_0: 0.5770 (0.5765) loss_giou_dn_1: 0.4564 (0.4649) loss_giou_dn_2: 0.4425 (0.4481) loss_giou_dn_3: 0.4371 (0.4437) loss_giou_dn_4: 0.4364 (0.4428) loss_giou_dn_5: 0.4364 (0.4428) loss_giou_dn_pre: 0.5803 (0.5756) loss_giou_enc_0: 0.6838 (0.6707) loss_giou_pre: 0.6229 (0.5938) loss_ddf_aux_0: 0.0539 (0.0549) loss_ddf_aux_1: 0.0070 (0.0076) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2634 (0.2531) loss_ddf_dn_1: 0.0328 (0.0324) loss_ddf_dn_2: 0.0065 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6584 (0.6641) loss_vfl_aux_0: 0.7324 (0.7386) loss_vfl_aux_1: 0.6941 (0.7117) loss_vfl_aux_2: 0.6823 (0.6932) loss_vfl_aux_3: 0.6786 (0.6749) loss_vfl_aux_4: 0.6608 (0.6658) loss_vfl_dn_0: 0.4933 (0.4895) loss_vfl_dn_1: 0.4314 (0.4250) loss_vfl_dn_2: 0.4202 (0.4095) loss_vfl_dn_3: 0.4109 (0.4010) loss_vfl_dn_4: 0.4061 (0.3979) loss_vfl_dn_5: 0.4060 (0.3973) loss_vfl_dn_pre: 0.4955 (0.4900) loss_vfl_enc_0: 0.7219 (0.7389) loss_vfl_pre: 0.7381 (0.7413) time: 0.7158 data: 0.0274 max mem: 9084 Epoch: [34] [1700/3696] eta: 0:25:19 lr: 0.000013 loss: 31.5402 (31.7335) loss_bbox: 0.1746 (0.1767) loss_bbox_aux_0: 0.1904 (0.1898) loss_bbox_aux_1: 0.1780 (0.1794) loss_bbox_aux_2: 0.1735 (0.1772) loss_bbox_aux_3: 0.1746 (0.1768) loss_bbox_aux_4: 0.1747 (0.1768) loss_bbox_dn_0: 0.2345 (0.2439) loss_bbox_dn_1: 0.1705 (0.1811) loss_bbox_dn_2: 0.1646 (0.1708) loss_bbox_dn_3: 0.1614 (0.1677) loss_bbox_dn_4: 0.1625 (0.1671) loss_bbox_dn_5: 0.1625 (0.1671) loss_bbox_dn_pre: 0.2385 (0.2497) loss_bbox_enc_0: 0.2194 (0.2258) loss_bbox_pre: 0.1905 (0.1900) loss_dfl: 0.9743 (0.9609) loss_fgl_aux_0: 1.0098 (0.9940) loss_fgl_aux_1: 0.9822 (0.9633) loss_fgl_aux_2: 0.9748 (0.9610) loss_fgl_aux_3: 0.9746 (0.9608) loss_fgl_aux_4: 0.9743 (0.9609) loss_fgl_dn_0: 1.0950 (1.0907) loss_fgl_dn_1: 0.9949 (0.9868) loss_fgl_dn_2: 0.9849 (0.9779) loss_fgl_dn_3: 0.9868 (0.9786) loss_fgl_dn_4: 0.9877 (0.9790) loss_fgl_dn_5: 0.9876 (0.9790) loss_giou: 0.5602 (0.5692) loss_giou_aux_0: 0.5786 (0.5950) loss_giou_aux_1: 0.5640 (0.5748) loss_giou_aux_2: 0.5625 (0.5701) loss_giou_aux_3: 0.5613 (0.5693) loss_giou_aux_4: 0.5603 (0.5692) loss_giou_dn_0: 0.5584 (0.5762) loss_giou_dn_1: 0.4510 (0.4648) loss_giou_dn_2: 0.4341 (0.4480) loss_giou_dn_3: 0.4259 (0.4435) loss_giou_dn_4: 0.4249 (0.4426) loss_giou_dn_5: 0.4249 (0.4426) loss_giou_dn_pre: 0.5577 (0.5754) loss_giou_enc_0: 0.6457 (0.6704) loss_giou_pre: 0.5759 (0.5935) loss_ddf_aux_0: 0.0509 (0.0547) loss_ddf_aux_1: 0.0066 (0.0076) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2399 (0.2530) loss_ddf_dn_1: 0.0296 (0.0325) loss_ddf_dn_2: 0.0059 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6684 (0.6641) loss_vfl_aux_0: 0.7488 (0.7387) loss_vfl_aux_1: 0.7420 (0.7120) loss_vfl_aux_2: 0.6930 (0.6933) loss_vfl_aux_3: 0.6875 (0.6750) loss_vfl_aux_4: 0.6667 (0.6659) loss_vfl_dn_0: 0.4918 (0.4895) loss_vfl_dn_1: 0.4240 (0.4249) loss_vfl_dn_2: 0.4106 (0.4095) loss_vfl_dn_3: 0.4012 (0.4009) loss_vfl_dn_4: 0.3973 (0.3978) loss_vfl_dn_5: 0.3973 (0.3973) loss_vfl_dn_pre: 0.4923 (0.4901) loss_vfl_enc_0: 0.7446 (0.7386) loss_vfl_pre: 0.7516 (0.7415) time: 0.8880 data: 0.0211 max mem: 9084 Epoch: [34] [1800/3696] eta: 0:24:05 lr: 0.000013 loss: 32.1937 (31.7303) loss_bbox: 0.1722 (0.1768) loss_bbox_aux_0: 0.1890 (0.1898) loss_bbox_aux_1: 0.1765 (0.1795) loss_bbox_aux_2: 0.1732 (0.1773) loss_bbox_aux_3: 0.1718 (0.1769) loss_bbox_aux_4: 0.1721 (0.1768) loss_bbox_dn_0: 0.2533 (0.2441) loss_bbox_dn_1: 0.1864 (0.1812) loss_bbox_dn_2: 0.1761 (0.1709) loss_bbox_dn_3: 0.1749 (0.1678) loss_bbox_dn_4: 0.1734 (0.1672) loss_bbox_dn_5: 0.1733 (0.1672) loss_bbox_dn_pre: 0.2573 (0.2499) loss_bbox_enc_0: 0.2175 (0.2259) loss_bbox_pre: 0.1893 (0.1901) loss_dfl: 0.9683 (0.9607) loss_fgl_aux_0: 0.9994 (0.9940) loss_fgl_aux_1: 0.9697 (0.9632) loss_fgl_aux_2: 0.9662 (0.9608) loss_fgl_aux_3: 0.9676 (0.9606) loss_fgl_aux_4: 0.9683 (0.9607) loss_fgl_dn_0: 1.0903 (1.0908) loss_fgl_dn_1: 0.9843 (0.9866) loss_fgl_dn_2: 0.9742 (0.9777) loss_fgl_dn_3: 0.9748 (0.9784) loss_fgl_dn_4: 0.9753 (0.9788) loss_fgl_dn_5: 0.9752 (0.9788) loss_giou: 0.5641 (0.5686) loss_giou_aux_0: 0.5950 (0.5944) loss_giou_aux_1: 0.5672 (0.5742) loss_giou_aux_2: 0.5648 (0.5695) loss_giou_aux_3: 0.5631 (0.5687) loss_giou_aux_4: 0.5638 (0.5686) loss_giou_dn_0: 0.5928 (0.5759) loss_giou_dn_1: 0.4883 (0.4645) loss_giou_dn_2: 0.4705 (0.4477) loss_giou_dn_3: 0.4637 (0.4432) loss_giou_dn_4: 0.4624 (0.4423) loss_giou_dn_5: 0.4619 (0.4423) loss_giou_dn_pre: 0.5917 (0.5751) loss_giou_enc_0: 0.6624 (0.6698) loss_giou_pre: 0.5893 (0.5928) loss_ddf_aux_0: 0.0549 (0.0548) loss_ddf_aux_1: 0.0078 (0.0076) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2449 (0.2534) loss_ddf_dn_1: 0.0328 (0.0325) loss_ddf_dn_2: 0.0073 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6768 (0.6646) loss_vfl_aux_0: 0.7369 (0.7392) loss_vfl_aux_1: 0.7261 (0.7124) loss_vfl_aux_2: 0.6955 (0.6936) loss_vfl_aux_3: 0.6873 (0.6754) loss_vfl_aux_4: 0.6755 (0.6664) loss_vfl_dn_0: 0.4940 (0.4897) loss_vfl_dn_1: 0.4286 (0.4249) loss_vfl_dn_2: 0.4147 (0.4094) loss_vfl_dn_3: 0.4052 (0.4009) loss_vfl_dn_4: 0.4050 (0.3978) loss_vfl_dn_5: 0.4050 (0.3973) loss_vfl_dn_pre: 0.4941 (0.4902) loss_vfl_enc_0: 0.7434 (0.7390) loss_vfl_pre: 0.7396 (0.7420) time: 0.7057 data: 0.0251 max mem: 9084 Epoch: [34] [1900/3696] eta: 0:22:47 lr: 0.000013 loss: 31.2227 (31.7248) loss_bbox: 0.1775 (0.1769) loss_bbox_aux_0: 0.1898 (0.1900) loss_bbox_aux_1: 0.1813 (0.1796) loss_bbox_aux_2: 0.1780 (0.1774) loss_bbox_aux_3: 0.1775 (0.1770) loss_bbox_aux_4: 0.1775 (0.1769) loss_bbox_dn_0: 0.2564 (0.2444) loss_bbox_dn_1: 0.1868 (0.1814) loss_bbox_dn_2: 0.1726 (0.1711) loss_bbox_dn_3: 0.1767 (0.1679) loss_bbox_dn_4: 0.1770 (0.1674) loss_bbox_dn_5: 0.1769 (0.1673) loss_bbox_dn_pre: 0.2698 (0.2502) loss_bbox_enc_0: 0.2310 (0.2261) loss_bbox_pre: 0.1885 (0.1902) loss_dfl: 0.9402 (0.9609) loss_fgl_aux_0: 0.9745 (0.9942) loss_fgl_aux_1: 0.9399 (0.9634) loss_fgl_aux_2: 0.9405 (0.9610) loss_fgl_aux_3: 0.9408 (0.9609) loss_fgl_aux_4: 0.9403 (0.9609) loss_fgl_dn_0: 1.0822 (1.0908) loss_fgl_dn_1: 0.9699 (0.9864) loss_fgl_dn_2: 0.9609 (0.9776) loss_fgl_dn_3: 0.9594 (0.9782) loss_fgl_dn_4: 0.9598 (0.9787) loss_fgl_dn_5: 0.9599 (0.9787) loss_giou: 0.5196 (0.5676) loss_giou_aux_0: 0.5431 (0.5934) loss_giou_aux_1: 0.5195 (0.5733) loss_giou_aux_2: 0.5181 (0.5685) loss_giou_aux_3: 0.5204 (0.5678) loss_giou_aux_4: 0.5198 (0.5676) loss_giou_dn_0: 0.5443 (0.5754) loss_giou_dn_1: 0.4408 (0.4640) loss_giou_dn_2: 0.4225 (0.4472) loss_giou_dn_3: 0.4188 (0.4427) loss_giou_dn_4: 0.4181 (0.4418) loss_giou_dn_5: 0.4182 (0.4418) loss_giou_dn_pre: 0.5439 (0.5747) loss_giou_enc_0: 0.6147 (0.6687) loss_giou_pre: 0.5425 (0.5918) loss_ddf_aux_0: 0.0586 (0.0549) loss_ddf_aux_1: 0.0078 (0.0076) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2695 (0.2540) loss_ddf_dn_1: 0.0333 (0.0326) loss_ddf_dn_2: 0.0067 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6533 (0.6649) loss_vfl_aux_0: 0.7213 (0.7394) loss_vfl_aux_1: 0.6970 (0.7128) loss_vfl_aux_2: 0.6850 (0.6940) loss_vfl_aux_3: 0.6646 (0.6757) loss_vfl_aux_4: 0.6643 (0.6667) loss_vfl_dn_0: 0.4901 (0.4896) loss_vfl_dn_1: 0.4232 (0.4249) loss_vfl_dn_2: 0.4060 (0.4094) loss_vfl_dn_3: 0.3947 (0.4008) loss_vfl_dn_4: 0.3925 (0.3978) loss_vfl_dn_5: 0.3921 (0.3973) loss_vfl_dn_pre: 0.4897 (0.4901) loss_vfl_enc_0: 0.7244 (0.7390) loss_vfl_pre: 0.7303 (0.7421) time: 0.7569 data: 0.0305 max mem: 9084 Epoch: [34] [2000/3696] eta: 0:21:30 lr: 0.000013 loss: 31.6794 (31.7273) loss_bbox: 0.1772 (0.1769) loss_bbox_aux_0: 0.1855 (0.1899) loss_bbox_aux_1: 0.1766 (0.1796) loss_bbox_aux_2: 0.1768 (0.1774) loss_bbox_aux_3: 0.1774 (0.1770) loss_bbox_aux_4: 0.1772 (0.1769) loss_bbox_dn_0: 0.2454 (0.2444) loss_bbox_dn_1: 0.1791 (0.1815) loss_bbox_dn_2: 0.1713 (0.1712) loss_bbox_dn_3: 0.1663 (0.1680) loss_bbox_dn_4: 0.1661 (0.1674) loss_bbox_dn_5: 0.1661 (0.1674) loss_bbox_dn_pre: 0.2541 (0.2502) loss_bbox_enc_0: 0.2142 (0.2261) loss_bbox_pre: 0.1846 (0.1902) loss_dfl: 0.9453 (0.9605) loss_fgl_aux_0: 0.9704 (0.9937) loss_fgl_aux_1: 0.9450 (0.9630) loss_fgl_aux_2: 0.9456 (0.9607) loss_fgl_aux_3: 0.9451 (0.9605) loss_fgl_aux_4: 0.9452 (0.9605) loss_fgl_dn_0: 1.0865 (1.0906) loss_fgl_dn_1: 0.9782 (0.9864) loss_fgl_dn_2: 0.9722 (0.9775) loss_fgl_dn_3: 0.9726 (0.9782) loss_fgl_dn_4: 0.9733 (0.9786) loss_fgl_dn_5: 0.9733 (0.9786) loss_giou: 0.5890 (0.5683) loss_giou_aux_0: 0.6086 (0.5941) loss_giou_aux_1: 0.5947 (0.5739) loss_giou_aux_2: 0.5885 (0.5692) loss_giou_aux_3: 0.5885 (0.5684) loss_giou_aux_4: 0.5891 (0.5683) loss_giou_dn_0: 0.5812 (0.5757) loss_giou_dn_1: 0.4657 (0.4644) loss_giou_dn_2: 0.4489 (0.4476) loss_giou_dn_3: 0.4447 (0.4431) loss_giou_dn_4: 0.4433 (0.4422) loss_giou_dn_5: 0.4435 (0.4422) loss_giou_dn_pre: 0.5791 (0.5749) loss_giou_enc_0: 0.6779 (0.6693) loss_giou_pre: 0.6074 (0.5925) loss_ddf_aux_0: 0.0481 (0.0548) loss_ddf_aux_1: 0.0069 (0.0076) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2553 (0.2540) loss_ddf_dn_1: 0.0306 (0.0326) loss_ddf_dn_2: 0.0060 (0.0067) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6434 (0.6648) loss_vfl_aux_0: 0.6996 (0.7388) loss_vfl_aux_1: 0.6896 (0.7124) loss_vfl_aux_2: 0.6822 (0.6937) loss_vfl_aux_3: 0.6559 (0.6755) loss_vfl_aux_4: 0.6505 (0.6664) loss_vfl_dn_0: 0.4856 (0.4896) loss_vfl_dn_1: 0.4217 (0.4249) loss_vfl_dn_2: 0.4066 (0.4095) loss_vfl_dn_3: 0.3969 (0.4009) loss_vfl_dn_4: 0.3969 (0.3979) loss_vfl_dn_5: 0.3950 (0.3973) loss_vfl_dn_pre: 0.4863 (0.4901) loss_vfl_enc_0: 0.7236 (0.7385) loss_vfl_pre: 0.7092 (0.7415) time: 0.7627 data: 0.0288 max mem: 9084 Epoch: [34] [2100/3696] eta: 0:20:13 lr: 0.000013 loss: 31.6857 (31.7328) loss_bbox: 0.1834 (0.1769) loss_bbox_aux_0: 0.1973 (0.1898) loss_bbox_aux_1: 0.1857 (0.1796) loss_bbox_aux_2: 0.1839 (0.1774) loss_bbox_aux_3: 0.1836 (0.1770) loss_bbox_aux_4: 0.1834 (0.1769) loss_bbox_dn_0: 0.2494 (0.2444) loss_bbox_dn_1: 0.1823 (0.1815) loss_bbox_dn_2: 0.1727 (0.1712) loss_bbox_dn_3: 0.1678 (0.1681) loss_bbox_dn_4: 0.1673 (0.1675) loss_bbox_dn_5: 0.1674 (0.1675) loss_bbox_dn_pre: 0.2579 (0.2502) loss_bbox_enc_0: 0.2337 (0.2259) loss_bbox_pre: 0.1970 (0.1901) loss_dfl: 0.9580 (0.9607) loss_fgl_aux_0: 0.9900 (0.9938) loss_fgl_aux_1: 0.9621 (0.9632) loss_fgl_aux_2: 0.9598 (0.9609) loss_fgl_aux_3: 0.9582 (0.9607) loss_fgl_aux_4: 0.9580 (0.9607) loss_fgl_dn_0: 1.0839 (1.0906) loss_fgl_dn_1: 0.9878 (0.9865) loss_fgl_dn_2: 0.9798 (0.9776) loss_fgl_dn_3: 0.9815 (0.9783) loss_fgl_dn_4: 0.9823 (0.9788) loss_fgl_dn_5: 0.9823 (0.9788) loss_giou: 0.5758 (0.5686) loss_giou_aux_0: 0.5994 (0.5943) loss_giou_aux_1: 0.5802 (0.5742) loss_giou_aux_2: 0.5752 (0.5695) loss_giou_aux_3: 0.5754 (0.5687) loss_giou_aux_4: 0.5757 (0.5686) loss_giou_dn_0: 0.5838 (0.5761) loss_giou_dn_1: 0.4666 (0.4648) loss_giou_dn_2: 0.4511 (0.4480) loss_giou_dn_3: 0.4478 (0.4435) loss_giou_dn_4: 0.4468 (0.4426) loss_giou_dn_5: 0.4468 (0.4426) loss_giou_dn_pre: 0.5838 (0.5753) loss_giou_enc_0: 0.6886 (0.6696) loss_giou_pre: 0.5969 (0.5927) loss_ddf_aux_0: 0.0527 (0.0547) loss_ddf_aux_1: 0.0074 (0.0076) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2520 (0.2539) loss_ddf_dn_1: 0.0329 (0.0326) loss_ddf_dn_2: 0.0068 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6598 (0.6647) loss_vfl_aux_0: 0.7305 (0.7386) loss_vfl_aux_1: 0.6987 (0.7122) loss_vfl_aux_2: 0.6865 (0.6936) loss_vfl_aux_3: 0.6693 (0.6753) loss_vfl_aux_4: 0.6595 (0.6664) loss_vfl_dn_0: 0.4901 (0.4896) loss_vfl_dn_1: 0.4324 (0.4250) loss_vfl_dn_2: 0.4138 (0.4096) loss_vfl_dn_3: 0.4063 (0.4011) loss_vfl_dn_4: 0.4040 (0.3980) loss_vfl_dn_5: 0.4016 (0.3975) loss_vfl_dn_pre: 0.4906 (0.4901) loss_vfl_enc_0: 0.7084 (0.7382) loss_vfl_pre: 0.7341 (0.7413) time: 0.7288 data: 0.0268 max mem: 9084 Epoch: [34] [2200/3696] eta: 0:18:57 lr: 0.000013 loss: 31.6353 (31.7384) loss_bbox: 0.1717 (0.1768) loss_bbox_aux_0: 0.1831 (0.1897) loss_bbox_aux_1: 0.1723 (0.1795) loss_bbox_aux_2: 0.1727 (0.1773) loss_bbox_aux_3: 0.1717 (0.1769) loss_bbox_aux_4: 0.1718 (0.1768) loss_bbox_dn_0: 0.2314 (0.2444) loss_bbox_dn_1: 0.1693 (0.1816) loss_bbox_dn_2: 0.1612 (0.1713) loss_bbox_dn_3: 0.1570 (0.1681) loss_bbox_dn_4: 0.1571 (0.1675) loss_bbox_dn_5: 0.1571 (0.1675) loss_bbox_dn_pre: 0.2361 (0.2502) loss_bbox_enc_0: 0.2194 (0.2259) loss_bbox_pre: 0.1813 (0.1900) loss_dfl: 0.9599 (0.9607) loss_fgl_aux_0: 0.9867 (0.9937) loss_fgl_aux_1: 0.9639 (0.9632) loss_fgl_aux_2: 0.9605 (0.9609) loss_fgl_aux_3: 0.9600 (0.9607) loss_fgl_aux_4: 0.9599 (0.9607) loss_fgl_dn_0: 1.0914 (1.0906) loss_fgl_dn_1: 0.9822 (0.9865) loss_fgl_dn_2: 0.9755 (0.9777) loss_fgl_dn_3: 0.9767 (0.9784) loss_fgl_dn_4: 0.9773 (0.9788) loss_fgl_dn_5: 0.9772 (0.9788) loss_giou: 0.5433 (0.5687) loss_giou_aux_0: 0.5612 (0.5944) loss_giou_aux_1: 0.5490 (0.5744) loss_giou_aux_2: 0.5427 (0.5696) loss_giou_aux_3: 0.5432 (0.5689) loss_giou_aux_4: 0.5429 (0.5687) loss_giou_dn_0: 0.5694 (0.5762) loss_giou_dn_1: 0.4513 (0.4649) loss_giou_dn_2: 0.4363 (0.4481) loss_giou_dn_3: 0.4287 (0.4436) loss_giou_dn_4: 0.4279 (0.4427) loss_giou_dn_5: 0.4278 (0.4427) loss_giou_dn_pre: 0.5664 (0.5754) loss_giou_enc_0: 0.6366 (0.6696) loss_giou_pre: 0.5608 (0.5928) loss_ddf_aux_0: 0.0523 (0.0547) loss_ddf_aux_1: 0.0069 (0.0076) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2503 (0.2541) loss_ddf_dn_1: 0.0316 (0.0326) loss_ddf_dn_2: 0.0064 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6552 (0.6651) loss_vfl_aux_0: 0.7264 (0.7389) loss_vfl_aux_1: 0.7015 (0.7127) loss_vfl_aux_2: 0.6874 (0.6939) loss_vfl_aux_3: 0.6656 (0.6758) loss_vfl_aux_4: 0.6558 (0.6668) loss_vfl_dn_0: 0.4865 (0.4897) loss_vfl_dn_1: 0.4202 (0.4252) loss_vfl_dn_2: 0.4106 (0.4098) loss_vfl_dn_3: 0.4010 (0.4012) loss_vfl_dn_4: 0.3994 (0.3982) loss_vfl_dn_5: 0.4004 (0.3976) loss_vfl_dn_pre: 0.4863 (0.4902) loss_vfl_enc_0: 0.7312 (0.7385) loss_vfl_pre: 0.7316 (0.7416) time: 0.7412 data: 0.0277 max mem: 9084 Epoch: [34] [2300/3696] eta: 0:17:43 lr: 0.000013 loss: 32.0216 (31.7424) loss_bbox: 0.1680 (0.1768) loss_bbox_aux_0: 0.1796 (0.1897) loss_bbox_aux_1: 0.1707 (0.1795) loss_bbox_aux_2: 0.1687 (0.1773) loss_bbox_aux_3: 0.1686 (0.1769) loss_bbox_aux_4: 0.1680 (0.1769) loss_bbox_dn_0: 0.2158 (0.2442) loss_bbox_dn_1: 0.1636 (0.1815) loss_bbox_dn_2: 0.1588 (0.1712) loss_bbox_dn_3: 0.1563 (0.1681) loss_bbox_dn_4: 0.1560 (0.1675) loss_bbox_dn_5: 0.1559 (0.1675) loss_bbox_dn_pre: 0.2205 (0.2500) loss_bbox_enc_0: 0.2209 (0.2257) loss_bbox_pre: 0.1794 (0.1900) loss_dfl: 0.9611 (0.9608) loss_fgl_aux_0: 0.9874 (0.9938) loss_fgl_aux_1: 0.9609 (0.9633) loss_fgl_aux_2: 0.9604 (0.9610) loss_fgl_aux_3: 0.9609 (0.9608) loss_fgl_aux_4: 0.9612 (0.9608) loss_fgl_dn_0: 1.0870 (1.0906) loss_fgl_dn_1: 0.9902 (0.9867) loss_fgl_dn_2: 0.9861 (0.9778) loss_fgl_dn_3: 0.9883 (0.9785) loss_fgl_dn_4: 0.9890 (0.9790) loss_fgl_dn_5: 0.9887 (0.9790) loss_giou: 0.6012 (0.5690) loss_giou_aux_0: 0.6335 (0.5947) loss_giou_aux_1: 0.6053 (0.5746) loss_giou_aux_2: 0.6024 (0.5699) loss_giou_aux_3: 0.6025 (0.5691) loss_giou_aux_4: 0.6013 (0.5690) loss_giou_dn_0: 0.5878 (0.5762) loss_giou_dn_1: 0.4789 (0.4650) loss_giou_dn_2: 0.4611 (0.4482) loss_giou_dn_3: 0.4591 (0.4437) loss_giou_dn_4: 0.4596 (0.4428) loss_giou_dn_5: 0.4596 (0.4428) loss_giou_dn_pre: 0.5862 (0.5754) loss_giou_enc_0: 0.6877 (0.6699) loss_giou_pre: 0.6281 (0.5930) loss_ddf_aux_0: 0.0542 (0.0548) loss_ddf_aux_1: 0.0072 (0.0076) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2441 (0.2543) loss_ddf_dn_1: 0.0316 (0.0326) loss_ddf_dn_2: 0.0062 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6525 (0.6653) loss_vfl_aux_0: 0.7115 (0.7387) loss_vfl_aux_1: 0.7003 (0.7127) loss_vfl_aux_2: 0.6965 (0.6941) loss_vfl_aux_3: 0.6618 (0.6760) loss_vfl_aux_4: 0.6556 (0.6670) loss_vfl_dn_0: 0.4910 (0.4897) loss_vfl_dn_1: 0.4301 (0.4253) loss_vfl_dn_2: 0.4159 (0.4098) loss_vfl_dn_3: 0.4059 (0.4013) loss_vfl_dn_4: 0.4036 (0.3983) loss_vfl_dn_5: 0.4031 (0.3977) loss_vfl_dn_pre: 0.4916 (0.4902) loss_vfl_enc_0: 0.7284 (0.7382) loss_vfl_pre: 0.7209 (0.7414) time: 0.9241 data: 0.0315 max mem: 9084 Epoch: [34] [2400/3696] eta: 0:16:47 lr: 0.000013 loss: 31.9773 (31.7442) loss_bbox: 0.1799 (0.1769) loss_bbox_aux_0: 0.1914 (0.1898) loss_bbox_aux_1: 0.1815 (0.1796) loss_bbox_aux_2: 0.1800 (0.1774) loss_bbox_aux_3: 0.1798 (0.1770) loss_bbox_aux_4: 0.1798 (0.1769) loss_bbox_dn_0: 0.2449 (0.2446) loss_bbox_dn_1: 0.1821 (0.1818) loss_bbox_dn_2: 0.1679 (0.1715) loss_bbox_dn_3: 0.1653 (0.1683) loss_bbox_dn_4: 0.1655 (0.1677) loss_bbox_dn_5: 0.1655 (0.1677) loss_bbox_dn_pre: 0.2507 (0.2504) loss_bbox_enc_0: 0.2263 (0.2259) loss_bbox_pre: 0.1913 (0.1900) loss_dfl: 0.9883 (0.9606) loss_fgl_aux_0: 1.0208 (0.9937) loss_fgl_aux_1: 0.9918 (0.9632) loss_fgl_aux_2: 0.9877 (0.9608) loss_fgl_aux_3: 0.9883 (0.9606) loss_fgl_aux_4: 0.9884 (0.9606) loss_fgl_dn_0: 1.0936 (1.0905) loss_fgl_dn_1: 0.9893 (0.9865) loss_fgl_dn_2: 0.9800 (0.9777) loss_fgl_dn_3: 0.9807 (0.9784) loss_fgl_dn_4: 0.9808 (0.9788) loss_fgl_dn_5: 0.9808 (0.9789) loss_giou: 0.5256 (0.5690) loss_giou_aux_0: 0.5484 (0.5947) loss_giou_aux_1: 0.5272 (0.5746) loss_giou_aux_2: 0.5259 (0.5699) loss_giou_aux_3: 0.5251 (0.5691) loss_giou_aux_4: 0.5254 (0.5690) loss_giou_dn_0: 0.5528 (0.5763) loss_giou_dn_1: 0.4435 (0.4651) loss_giou_dn_2: 0.4259 (0.4483) loss_giou_dn_3: 0.4210 (0.4437) loss_giou_dn_4: 0.4192 (0.4428) loss_giou_dn_5: 0.4192 (0.4428) loss_giou_dn_pre: 0.5536 (0.5756) loss_giou_enc_0: 0.6365 (0.6699) loss_giou_pre: 0.5444 (0.5931) loss_ddf_aux_0: 0.0560 (0.0549) loss_ddf_aux_1: 0.0073 (0.0076) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2628 (0.2543) loss_ddf_dn_1: 0.0331 (0.0327) loss_ddf_dn_2: 0.0061 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6686 (0.6653) loss_vfl_aux_0: 0.7498 (0.7389) loss_vfl_aux_1: 0.7158 (0.7127) loss_vfl_aux_2: 0.6801 (0.6941) loss_vfl_aux_3: 0.6780 (0.6759) loss_vfl_aux_4: 0.6732 (0.6670) loss_vfl_dn_0: 0.4927 (0.4896) loss_vfl_dn_1: 0.4294 (0.4253) loss_vfl_dn_2: 0.4133 (0.4098) loss_vfl_dn_3: 0.4028 (0.4013) loss_vfl_dn_4: 0.3987 (0.3982) loss_vfl_dn_5: 0.3987 (0.3977) loss_vfl_dn_pre: 0.4931 (0.4901) loss_vfl_enc_0: 0.7366 (0.7382) loss_vfl_pre: 0.7546 (0.7416) time: 0.7723 data: 0.0344 max mem: 9084 Epoch: [34] [2500/3696] eta: 0:15:29 lr: 0.000013 loss: 32.1381 (31.7474) loss_bbox: 0.1758 (0.1770) loss_bbox_aux_0: 0.1929 (0.1898) loss_bbox_aux_1: 0.1818 (0.1797) loss_bbox_aux_2: 0.1763 (0.1775) loss_bbox_aux_3: 0.1762 (0.1771) loss_bbox_aux_4: 0.1759 (0.1770) loss_bbox_dn_0: 0.2361 (0.2446) loss_bbox_dn_1: 0.1773 (0.1818) loss_bbox_dn_2: 0.1644 (0.1715) loss_bbox_dn_3: 0.1613 (0.1683) loss_bbox_dn_4: 0.1591 (0.1677) loss_bbox_dn_5: 0.1588 (0.1677) loss_bbox_dn_pre: 0.2441 (0.2504) loss_bbox_enc_0: 0.2315 (0.2259) loss_bbox_pre: 0.1943 (0.1901) loss_dfl: 0.9600 (0.9605) loss_fgl_aux_0: 1.0015 (0.9935) loss_fgl_aux_1: 0.9645 (0.9630) loss_fgl_aux_2: 0.9633 (0.9606) loss_fgl_aux_3: 0.9612 (0.9605) loss_fgl_aux_4: 0.9606 (0.9605) loss_fgl_dn_0: 1.0914 (1.0904) loss_fgl_dn_1: 0.9891 (0.9866) loss_fgl_dn_2: 0.9809 (0.9778) loss_fgl_dn_3: 0.9817 (0.9785) loss_fgl_dn_4: 0.9822 (0.9789) loss_fgl_dn_5: 0.9822 (0.9789) loss_giou: 0.5619 (0.5696) loss_giou_aux_0: 0.5916 (0.5953) loss_giou_aux_1: 0.5683 (0.5752) loss_giou_aux_2: 0.5639 (0.5705) loss_giou_aux_3: 0.5626 (0.5697) loss_giou_aux_4: 0.5617 (0.5696) loss_giou_dn_0: 0.5767 (0.5764) loss_giou_dn_1: 0.4746 (0.4652) loss_giou_dn_2: 0.4567 (0.4484) loss_giou_dn_3: 0.4526 (0.4439) loss_giou_dn_4: 0.4517 (0.4429) loss_giou_dn_5: 0.4518 (0.4429) loss_giou_dn_pre: 0.5742 (0.5756) loss_giou_enc_0: 0.6760 (0.6705) loss_giou_pre: 0.5906 (0.5937) loss_ddf_aux_0: 0.0561 (0.0549) loss_ddf_aux_1: 0.0075 (0.0076) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2401 (0.2542) loss_ddf_dn_1: 0.0315 (0.0327) loss_ddf_dn_2: 0.0065 (0.0066) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6588 (0.6653) loss_vfl_aux_0: 0.7371 (0.7386) loss_vfl_aux_1: 0.7017 (0.7124) loss_vfl_aux_2: 0.6968 (0.6938) loss_vfl_aux_3: 0.6726 (0.6756) loss_vfl_aux_4: 0.6583 (0.6669) loss_vfl_dn_0: 0.4871 (0.4896) loss_vfl_dn_1: 0.4290 (0.4252) loss_vfl_dn_2: 0.4144 (0.4098) loss_vfl_dn_3: 0.4084 (0.4012) loss_vfl_dn_4: 0.4060 (0.3982) loss_vfl_dn_5: 0.4050 (0.3977) loss_vfl_dn_pre: 0.4877 (0.4901) loss_vfl_enc_0: 0.7415 (0.7380) loss_vfl_pre: 0.7319 (0.7413) time: 0.7618 data: 0.0348 max mem: 9084 Epoch: [34] [2600/3696] eta: 0:14:11 lr: 0.000013 loss: 31.8413 (31.7437) loss_bbox: 0.1613 (0.1767) loss_bbox_aux_0: 0.1773 (0.1895) loss_bbox_aux_1: 0.1641 (0.1794) loss_bbox_aux_2: 0.1609 (0.1772) loss_bbox_aux_3: 0.1618 (0.1768) loss_bbox_aux_4: 0.1613 (0.1767) loss_bbox_dn_0: 0.2237 (0.2444) loss_bbox_dn_1: 0.1715 (0.1817) loss_bbox_dn_2: 0.1601 (0.1713) loss_bbox_dn_3: 0.1560 (0.1681) loss_bbox_dn_4: 0.1546 (0.1676) loss_bbox_dn_5: 0.1543 (0.1676) loss_bbox_dn_pre: 0.2284 (0.2502) loss_bbox_enc_0: 0.2170 (0.2256) loss_bbox_pre: 0.1779 (0.1898) loss_dfl: 0.9598 (0.9608) loss_fgl_aux_0: 0.9950 (0.9938) loss_fgl_aux_1: 0.9608 (0.9633) loss_fgl_aux_2: 0.9602 (0.9609) loss_fgl_aux_3: 0.9596 (0.9608) loss_fgl_aux_4: 0.9598 (0.9608) loss_fgl_dn_0: 1.0928 (1.0905) loss_fgl_dn_1: 0.9850 (0.9866) loss_fgl_dn_2: 0.9747 (0.9778) loss_fgl_dn_3: 0.9759 (0.9785) loss_fgl_dn_4: 0.9760 (0.9789) loss_fgl_dn_5: 0.9760 (0.9790) loss_giou: 0.5724 (0.5693) loss_giou_aux_0: 0.6009 (0.5949) loss_giou_aux_1: 0.5801 (0.5749) loss_giou_aux_2: 0.5732 (0.5702) loss_giou_aux_3: 0.5729 (0.5694) loss_giou_aux_4: 0.5725 (0.5693) loss_giou_dn_0: 0.5732 (0.5762) loss_giou_dn_1: 0.4538 (0.4650) loss_giou_dn_2: 0.4382 (0.4482) loss_giou_dn_3: 0.4340 (0.4437) loss_giou_dn_4: 0.4329 (0.4427) loss_giou_dn_5: 0.4329 (0.4427) loss_giou_dn_pre: 0.5706 (0.5754) loss_giou_enc_0: 0.6701 (0.6702) loss_giou_pre: 0.5995 (0.5933) loss_ddf_aux_0: 0.0570 (0.0549) loss_ddf_aux_1: 0.0071 (0.0076) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2625 (0.2543) loss_ddf_dn_1: 0.0340 (0.0327) loss_ddf_dn_2: 0.0064 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6711 (0.6656) loss_vfl_aux_0: 0.7250 (0.7386) loss_vfl_aux_1: 0.7190 (0.7128) loss_vfl_aux_2: 0.6991 (0.6941) loss_vfl_aux_3: 0.6776 (0.6759) loss_vfl_aux_4: 0.6725 (0.6672) loss_vfl_dn_0: 0.4883 (0.4896) loss_vfl_dn_1: 0.4225 (0.4252) loss_vfl_dn_2: 0.4060 (0.4097) loss_vfl_dn_3: 0.3989 (0.4012) loss_vfl_dn_4: 0.3948 (0.3982) loss_vfl_dn_5: 0.3938 (0.3976) loss_vfl_dn_pre: 0.4901 (0.4901) loss_vfl_enc_0: 0.7234 (0.7381) loss_vfl_pre: 0.7263 (0.7413) time: 0.7751 data: 0.0285 max mem: 9084 Epoch: [34] [2700/3696] eta: 0:12:52 lr: 0.000013 loss: 31.0694 (31.7484) loss_bbox: 0.1693 (0.1768) loss_bbox_aux_0: 0.1802 (0.1896) loss_bbox_aux_1: 0.1709 (0.1795) loss_bbox_aux_2: 0.1692 (0.1773) loss_bbox_aux_3: 0.1696 (0.1769) loss_bbox_aux_4: 0.1692 (0.1768) loss_bbox_dn_0: 0.2446 (0.2448) loss_bbox_dn_1: 0.1729 (0.1820) loss_bbox_dn_2: 0.1571 (0.1717) loss_bbox_dn_3: 0.1522 (0.1685) loss_bbox_dn_4: 0.1527 (0.1679) loss_bbox_dn_5: 0.1527 (0.1679) loss_bbox_dn_pre: 0.2462 (0.2506) loss_bbox_enc_0: 0.2215 (0.2257) loss_bbox_pre: 0.1786 (0.1899) loss_dfl: 0.9533 (0.9609) loss_fgl_aux_0: 0.9901 (0.9939) loss_fgl_aux_1: 0.9576 (0.9634) loss_fgl_aux_2: 0.9553 (0.9610) loss_fgl_aux_3: 0.9538 (0.9609) loss_fgl_aux_4: 0.9531 (0.9609) loss_fgl_dn_0: 1.0830 (1.0904) loss_fgl_dn_1: 0.9624 (0.9865) loss_fgl_dn_2: 0.9554 (0.9777) loss_fgl_dn_3: 0.9560 (0.9784) loss_fgl_dn_4: 0.9560 (0.9788) loss_fgl_dn_5: 0.9560 (0.9788) loss_giou: 0.5426 (0.5687) loss_giou_aux_0: 0.5619 (0.5944) loss_giou_aux_1: 0.5435 (0.5744) loss_giou_aux_2: 0.5414 (0.5696) loss_giou_aux_3: 0.5417 (0.5689) loss_giou_aux_4: 0.5424 (0.5687) loss_giou_dn_0: 0.5585 (0.5761) loss_giou_dn_1: 0.4522 (0.4650) loss_giou_dn_2: 0.4373 (0.4481) loss_giou_dn_3: 0.4336 (0.4436) loss_giou_dn_4: 0.4334 (0.4427) loss_giou_dn_5: 0.4333 (0.4427) loss_giou_dn_pre: 0.5593 (0.5754) loss_giou_enc_0: 0.6476 (0.6697) loss_giou_pre: 0.5605 (0.5928) loss_ddf_aux_0: 0.0544 (0.0551) loss_ddf_aux_1: 0.0071 (0.0076) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2546 (0.2546) loss_ddf_dn_1: 0.0318 (0.0328) loss_ddf_dn_2: 0.0062 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6834 (0.6663) loss_vfl_aux_0: 0.7556 (0.7393) loss_vfl_aux_1: 0.7400 (0.7134) loss_vfl_aux_2: 0.7072 (0.6949) loss_vfl_aux_3: 0.6900 (0.6767) loss_vfl_aux_4: 0.6980 (0.6679) loss_vfl_dn_0: 0.4954 (0.4897) loss_vfl_dn_1: 0.4217 (0.4253) loss_vfl_dn_2: 0.4070 (0.4098) loss_vfl_dn_3: 0.3989 (0.4013) loss_vfl_dn_4: 0.3944 (0.3982) loss_vfl_dn_5: 0.3966 (0.3977) loss_vfl_dn_pre: 0.4953 (0.4902) loss_vfl_enc_0: 0.7587 (0.7385) loss_vfl_pre: 0.7651 (0.7420) time: 0.7338 data: 0.0245 max mem: 9084 Epoch: [34] [2800/3696] eta: 0:11:34 lr: 0.000013 loss: 31.4679 (31.7480) loss_bbox: 0.1965 (0.1770) loss_bbox_aux_0: 0.2022 (0.1898) loss_bbox_aux_1: 0.1912 (0.1797) loss_bbox_aux_2: 0.1900 (0.1775) loss_bbox_aux_3: 0.1922 (0.1771) loss_bbox_aux_4: 0.1964 (0.1770) loss_bbox_dn_0: 0.2663 (0.2450) loss_bbox_dn_1: 0.1974 (0.1821) loss_bbox_dn_2: 0.1930 (0.1718) loss_bbox_dn_3: 0.1868 (0.1686) loss_bbox_dn_4: 0.1855 (0.1680) loss_bbox_dn_5: 0.1855 (0.1680) loss_bbox_dn_pre: 0.2752 (0.2508) loss_bbox_enc_0: 0.2382 (0.2259) loss_bbox_pre: 0.2047 (0.1901) loss_dfl: 0.9561 (0.9609) loss_fgl_aux_0: 0.9877 (0.9939) loss_fgl_aux_1: 0.9604 (0.9634) loss_fgl_aux_2: 0.9579 (0.9610) loss_fgl_aux_3: 0.9565 (0.9609) loss_fgl_aux_4: 0.9561 (0.9609) loss_fgl_dn_0: 1.0885 (1.0905) loss_fgl_dn_1: 0.9696 (0.9865) loss_fgl_dn_2: 0.9615 (0.9776) loss_fgl_dn_3: 0.9619 (0.9783) loss_fgl_dn_4: 0.9622 (0.9787) loss_fgl_dn_5: 0.9622 (0.9788) loss_giou: 0.5499 (0.5686) loss_giou_aux_0: 0.5676 (0.5942) loss_giou_aux_1: 0.5590 (0.5742) loss_giou_aux_2: 0.5528 (0.5695) loss_giou_aux_3: 0.5510 (0.5687) loss_giou_aux_4: 0.5502 (0.5686) loss_giou_dn_0: 0.5734 (0.5760) loss_giou_dn_1: 0.4525 (0.4647) loss_giou_dn_2: 0.4418 (0.4479) loss_giou_dn_3: 0.4377 (0.4434) loss_giou_dn_4: 0.4370 (0.4425) loss_giou_dn_5: 0.4368 (0.4424) loss_giou_dn_pre: 0.5731 (0.5752) loss_giou_enc_0: 0.6370 (0.6696) loss_giou_pre: 0.5656 (0.5926) loss_ddf_aux_0: 0.0531 (0.0550) loss_ddf_aux_1: 0.0074 (0.0076) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2690 (0.2548) loss_ddf_dn_1: 0.0334 (0.0328) loss_ddf_dn_2: 0.0073 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6562 (0.6663) loss_vfl_aux_0: 0.7246 (0.7394) loss_vfl_aux_1: 0.7145 (0.7136) loss_vfl_aux_2: 0.6888 (0.6950) loss_vfl_aux_3: 0.6677 (0.6767) loss_vfl_aux_4: 0.6585 (0.6680) loss_vfl_dn_0: 0.4835 (0.4897) loss_vfl_dn_1: 0.4198 (0.4252) loss_vfl_dn_2: 0.4033 (0.4097) loss_vfl_dn_3: 0.3942 (0.4011) loss_vfl_dn_4: 0.3928 (0.3981) loss_vfl_dn_5: 0.3936 (0.3976) loss_vfl_dn_pre: 0.4842 (0.4902) loss_vfl_enc_0: 0.7260 (0.7387) loss_vfl_pre: 0.7273 (0.7421) time: 0.7547 data: 0.0300 max mem: 9084 Epoch: [34] [2900/3696] eta: 0:10:16 lr: 0.000013 loss: 31.6875 (31.7474) loss_bbox: 0.1682 (0.1771) loss_bbox_aux_0: 0.1911 (0.1899) loss_bbox_aux_1: 0.1766 (0.1798) loss_bbox_aux_2: 0.1692 (0.1776) loss_bbox_aux_3: 0.1683 (0.1772) loss_bbox_aux_4: 0.1681 (0.1771) loss_bbox_dn_0: 0.2457 (0.2453) loss_bbox_dn_1: 0.1787 (0.1824) loss_bbox_dn_2: 0.1755 (0.1720) loss_bbox_dn_3: 0.1717 (0.1688) loss_bbox_dn_4: 0.1711 (0.1682) loss_bbox_dn_5: 0.1711 (0.1682) loss_bbox_dn_pre: 0.2531 (0.2511) loss_bbox_enc_0: 0.2324 (0.2260) loss_bbox_pre: 0.1918 (0.1902) loss_dfl: 0.9678 (0.9611) loss_fgl_aux_0: 1.0026 (0.9942) loss_fgl_aux_1: 0.9723 (0.9636) loss_fgl_aux_2: 0.9678 (0.9612) loss_fgl_aux_3: 0.9678 (0.9611) loss_fgl_aux_4: 0.9678 (0.9611) loss_fgl_dn_0: 1.0915 (1.0904) loss_fgl_dn_1: 0.9768 (0.9864) loss_fgl_dn_2: 0.9691 (0.9775) loss_fgl_dn_3: 0.9695 (0.9782) loss_fgl_dn_4: 0.9709 (0.9787) loss_fgl_dn_5: 0.9710 (0.9787) loss_giou: 0.5427 (0.5678) loss_giou_aux_0: 0.5623 (0.5934) loss_giou_aux_1: 0.5451 (0.5734) loss_giou_aux_2: 0.5423 (0.5687) loss_giou_aux_3: 0.5426 (0.5679) loss_giou_aux_4: 0.5431 (0.5678) loss_giou_dn_0: 0.5751 (0.5757) loss_giou_dn_1: 0.4656 (0.4644) loss_giou_dn_2: 0.4476 (0.4476) loss_giou_dn_3: 0.4398 (0.4431) loss_giou_dn_4: 0.4385 (0.4421) loss_giou_dn_5: 0.4386 (0.4421) loss_giou_dn_pre: 0.5715 (0.5749) loss_giou_enc_0: 0.6454 (0.6687) loss_giou_pre: 0.5632 (0.5918) loss_ddf_aux_0: 0.0520 (0.0549) loss_ddf_aux_1: 0.0069 (0.0076) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2528 (0.2551) loss_ddf_dn_1: 0.0317 (0.0328) loss_ddf_dn_2: 0.0065 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6910 (0.6667) loss_vfl_aux_0: 0.7667 (0.7400) loss_vfl_aux_1: 0.7312 (0.7142) loss_vfl_aux_2: 0.7238 (0.6954) loss_vfl_aux_3: 0.7034 (0.6772) loss_vfl_aux_4: 0.6951 (0.6684) loss_vfl_dn_0: 0.4937 (0.4897) loss_vfl_dn_1: 0.4279 (0.4251) loss_vfl_dn_2: 0.4095 (0.4097) loss_vfl_dn_3: 0.4029 (0.4011) loss_vfl_dn_4: 0.3974 (0.3981) loss_vfl_dn_5: 0.3969 (0.3976) loss_vfl_dn_pre: 0.4944 (0.4902) loss_vfl_enc_0: 0.7599 (0.7392) loss_vfl_pre: 0.7615 (0.7427) time: 0.7442 data: 0.0319 max mem: 9084 Epoch: [34] [3000/3696] eta: 0:08:59 lr: 0.000013 loss: 31.1251 (31.7493) loss_bbox: 0.1734 (0.1772) loss_bbox_aux_0: 0.1893 (0.1900) loss_bbox_aux_1: 0.1765 (0.1799) loss_bbox_aux_2: 0.1752 (0.1777) loss_bbox_aux_3: 0.1733 (0.1773) loss_bbox_aux_4: 0.1729 (0.1772) loss_bbox_dn_0: 0.2446 (0.2454) loss_bbox_dn_1: 0.1745 (0.1824) loss_bbox_dn_2: 0.1648 (0.1720) loss_bbox_dn_3: 0.1627 (0.1688) loss_bbox_dn_4: 0.1597 (0.1683) loss_bbox_dn_5: 0.1597 (0.1683) loss_bbox_dn_pre: 0.2454 (0.2512) loss_bbox_enc_0: 0.2212 (0.2260) loss_bbox_pre: 0.1883 (0.1903) loss_dfl: 0.9659 (0.9609) loss_fgl_aux_0: 0.9989 (0.9940) loss_fgl_aux_1: 0.9695 (0.9634) loss_fgl_aux_2: 0.9665 (0.9611) loss_fgl_aux_3: 0.9663 (0.9609) loss_fgl_aux_4: 0.9659 (0.9609) loss_fgl_dn_0: 1.0958 (1.0903) loss_fgl_dn_1: 0.9801 (0.9863) loss_fgl_dn_2: 0.9689 (0.9774) loss_fgl_dn_3: 0.9702 (0.9781) loss_fgl_dn_4: 0.9709 (0.9786) loss_fgl_dn_5: 0.9710 (0.9786) loss_giou: 0.5289 (0.5680) loss_giou_aux_0: 0.5547 (0.5936) loss_giou_aux_1: 0.5319 (0.5736) loss_giou_aux_2: 0.5268 (0.5689) loss_giou_aux_3: 0.5282 (0.5681) loss_giou_aux_4: 0.5287 (0.5680) loss_giou_dn_0: 0.5421 (0.5758) loss_giou_dn_1: 0.4310 (0.4646) loss_giou_dn_2: 0.4135 (0.4477) loss_giou_dn_3: 0.4081 (0.4432) loss_giou_dn_4: 0.4071 (0.4423) loss_giou_dn_5: 0.4069 (0.4423) loss_giou_dn_pre: 0.5428 (0.5750) loss_giou_enc_0: 0.6343 (0.6689) loss_giou_pre: 0.5570 (0.5920) loss_ddf_aux_0: 0.0537 (0.0549) loss_ddf_aux_1: 0.0076 (0.0076) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2749 (0.2551) loss_ddf_dn_1: 0.0327 (0.0328) loss_ddf_dn_2: 0.0059 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6411 (0.6667) loss_vfl_aux_0: 0.7141 (0.7402) loss_vfl_aux_1: 0.6864 (0.7143) loss_vfl_aux_2: 0.6733 (0.6953) loss_vfl_aux_3: 0.6503 (0.6772) loss_vfl_aux_4: 0.6499 (0.6684) loss_vfl_dn_0: 0.4883 (0.4897) loss_vfl_dn_1: 0.4158 (0.4251) loss_vfl_dn_2: 0.4009 (0.4096) loss_vfl_dn_3: 0.3929 (0.4011) loss_vfl_dn_4: 0.3906 (0.3981) loss_vfl_dn_5: 0.3891 (0.3976) loss_vfl_dn_pre: 0.4882 (0.4902) loss_vfl_enc_0: 0.7318 (0.7395) loss_vfl_pre: 0.7208 (0.7429) time: 0.7483 data: 0.0292 max mem: 9084 Epoch: [34] [3100/3696] eta: 0:07:41 lr: 0.000013 loss: 31.9407 (31.7454) loss_bbox: 0.1806 (0.1771) loss_bbox_aux_0: 0.1963 (0.1900) loss_bbox_aux_1: 0.1837 (0.1798) loss_bbox_aux_2: 0.1805 (0.1776) loss_bbox_aux_3: 0.1805 (0.1772) loss_bbox_aux_4: 0.1806 (0.1772) loss_bbox_dn_0: 0.2466 (0.2453) loss_bbox_dn_1: 0.1832 (0.1823) loss_bbox_dn_2: 0.1775 (0.1720) loss_bbox_dn_3: 0.1759 (0.1688) loss_bbox_dn_4: 0.1746 (0.1682) loss_bbox_dn_5: 0.1746 (0.1682) loss_bbox_dn_pre: 0.2534 (0.2511) loss_bbox_enc_0: 0.2316 (0.2260) loss_bbox_pre: 0.1949 (0.1902) loss_dfl: 0.9706 (0.9609) loss_fgl_aux_0: 1.0039 (0.9940) loss_fgl_aux_1: 0.9769 (0.9634) loss_fgl_aux_2: 0.9722 (0.9610) loss_fgl_aux_3: 0.9709 (0.9609) loss_fgl_aux_4: 0.9709 (0.9609) loss_fgl_dn_0: 1.0892 (1.0903) loss_fgl_dn_1: 0.9944 (0.9862) loss_fgl_dn_2: 0.9850 (0.9774) loss_fgl_dn_3: 0.9860 (0.9781) loss_fgl_dn_4: 0.9860 (0.9785) loss_fgl_dn_5: 0.9859 (0.9785) loss_giou: 0.5521 (0.5679) loss_giou_aux_0: 0.5833 (0.5935) loss_giou_aux_1: 0.5560 (0.5735) loss_giou_aux_2: 0.5528 (0.5688) loss_giou_aux_3: 0.5532 (0.5680) loss_giou_aux_4: 0.5521 (0.5679) loss_giou_dn_0: 0.5689 (0.5756) loss_giou_dn_1: 0.4572 (0.4643) loss_giou_dn_2: 0.4379 (0.4475) loss_giou_dn_3: 0.4350 (0.4430) loss_giou_dn_4: 0.4343 (0.4420) loss_giou_dn_5: 0.4344 (0.4420) loss_giou_dn_pre: 0.5683 (0.5748) loss_giou_enc_0: 0.6578 (0.6688) loss_giou_pre: 0.5793 (0.5919) loss_ddf_aux_0: 0.0511 (0.0549) loss_ddf_aux_1: 0.0073 (0.0076) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2510 (0.2552) loss_ddf_dn_1: 0.0323 (0.0328) loss_ddf_dn_2: 0.0072 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6833 (0.6666) loss_vfl_aux_0: 0.7346 (0.7401) loss_vfl_aux_1: 0.7161 (0.7143) loss_vfl_aux_2: 0.6948 (0.6952) loss_vfl_aux_3: 0.6766 (0.6770) loss_vfl_aux_4: 0.6823 (0.6683) loss_vfl_dn_0: 0.4918 (0.4897) loss_vfl_dn_1: 0.4265 (0.4251) loss_vfl_dn_2: 0.4133 (0.4096) loss_vfl_dn_3: 0.4023 (0.4010) loss_vfl_dn_4: 0.3976 (0.3980) loss_vfl_dn_5: 0.3983 (0.3975) loss_vfl_dn_pre: 0.4927 (0.4902) loss_vfl_enc_0: 0.7468 (0.7395) loss_vfl_pre: 0.7444 (0.7428) time: 0.7607 data: 0.0318 max mem: 9084 Epoch: [34] [3200/3696] eta: 0:06:28 lr: 0.000013 loss: 31.3782 (31.7403) loss_bbox: 0.1808 (0.1773) loss_bbox_aux_0: 0.1901 (0.1901) loss_bbox_aux_1: 0.1848 (0.1800) loss_bbox_aux_2: 0.1822 (0.1778) loss_bbox_aux_3: 0.1808 (0.1773) loss_bbox_aux_4: 0.1809 (0.1773) loss_bbox_dn_0: 0.2229 (0.2455) loss_bbox_dn_1: 0.1754 (0.1825) loss_bbox_dn_2: 0.1660 (0.1722) loss_bbox_dn_3: 0.1653 (0.1690) loss_bbox_dn_4: 0.1640 (0.1684) loss_bbox_dn_5: 0.1639 (0.1684) loss_bbox_dn_pre: 0.2323 (0.2514) loss_bbox_enc_0: 0.2166 (0.2262) loss_bbox_pre: 0.1902 (0.1904) loss_dfl: 0.9468 (0.9608) loss_fgl_aux_0: 0.9871 (0.9940) loss_fgl_aux_1: 0.9505 (0.9634) loss_fgl_aux_2: 0.9466 (0.9610) loss_fgl_aux_3: 0.9462 (0.9608) loss_fgl_aux_4: 0.9468 (0.9608) loss_fgl_dn_0: 1.0877 (1.0903) loss_fgl_dn_1: 0.9763 (0.9861) loss_fgl_dn_2: 0.9692 (0.9772) loss_fgl_dn_3: 0.9693 (0.9779) loss_fgl_dn_4: 0.9700 (0.9783) loss_fgl_dn_5: 0.9702 (0.9783) loss_giou: 0.5164 (0.5674) loss_giou_aux_0: 0.5420 (0.5930) loss_giou_aux_1: 0.5216 (0.5730) loss_giou_aux_2: 0.5165 (0.5683) loss_giou_aux_3: 0.5167 (0.5675) loss_giou_aux_4: 0.5161 (0.5674) loss_giou_dn_0: 0.5407 (0.5753) loss_giou_dn_1: 0.4419 (0.4640) loss_giou_dn_2: 0.4236 (0.4471) loss_giou_dn_3: 0.4192 (0.4426) loss_giou_dn_4: 0.4190 (0.4417) loss_giou_dn_5: 0.4188 (0.4416) loss_giou_dn_pre: 0.5412 (0.5745) loss_giou_enc_0: 0.6183 (0.6682) loss_giou_pre: 0.5417 (0.5914) loss_ddf_aux_0: 0.0574 (0.0549) loss_ddf_aux_1: 0.0074 (0.0076) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2671 (0.2556) loss_ddf_dn_1: 0.0335 (0.0329) loss_ddf_dn_2: 0.0061 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6422 (0.6666) loss_vfl_aux_0: 0.7075 (0.7402) loss_vfl_aux_1: 0.6851 (0.7143) loss_vfl_aux_2: 0.6613 (0.6952) loss_vfl_aux_3: 0.6491 (0.6770) loss_vfl_aux_4: 0.6436 (0.6683) loss_vfl_dn_0: 0.4917 (0.4896) loss_vfl_dn_1: 0.4149 (0.4250) loss_vfl_dn_2: 0.4049 (0.4094) loss_vfl_dn_3: 0.3912 (0.4009) loss_vfl_dn_4: 0.3899 (0.3979) loss_vfl_dn_5: 0.3896 (0.3974) loss_vfl_dn_pre: 0.4925 (0.4902) loss_vfl_enc_0: 0.7281 (0.7398) loss_vfl_pre: 0.7068 (0.7428) time: 0.7744 data: 0.0232 max mem: 9084 Epoch: [34] [3300/3696] eta: 0:05:10 lr: 0.000013 loss: 32.1629 (31.7442) loss_bbox: 0.1881 (0.1774) loss_bbox_aux_0: 0.2020 (0.1903) loss_bbox_aux_1: 0.1909 (0.1801) loss_bbox_aux_2: 0.1876 (0.1779) loss_bbox_aux_3: 0.1883 (0.1775) loss_bbox_aux_4: 0.1881 (0.1774) loss_bbox_dn_0: 0.2502 (0.2457) loss_bbox_dn_1: 0.1888 (0.1827) loss_bbox_dn_2: 0.1716 (0.1723) loss_bbox_dn_3: 0.1671 (0.1691) loss_bbox_dn_4: 0.1660 (0.1685) loss_bbox_dn_5: 0.1661 (0.1685) loss_bbox_dn_pre: 0.2574 (0.2515) loss_bbox_enc_0: 0.2375 (0.2264) loss_bbox_pre: 0.2013 (0.1905) loss_dfl: 0.9581 (0.9609) loss_fgl_aux_0: 0.9990 (0.9940) loss_fgl_aux_1: 0.9618 (0.9634) loss_fgl_aux_2: 0.9572 (0.9610) loss_fgl_aux_3: 0.9577 (0.9609) loss_fgl_aux_4: 0.9581 (0.9609) loss_fgl_dn_0: 1.0838 (1.0903) loss_fgl_dn_1: 0.9742 (0.9861) loss_fgl_dn_2: 0.9648 (0.9772) loss_fgl_dn_3: 0.9664 (0.9780) loss_fgl_dn_4: 0.9666 (0.9784) loss_fgl_dn_5: 0.9666 (0.9784) loss_giou: 0.5425 (0.5675) loss_giou_aux_0: 0.5634 (0.5931) loss_giou_aux_1: 0.5431 (0.5730) loss_giou_aux_2: 0.5424 (0.5684) loss_giou_aux_3: 0.5427 (0.5676) loss_giou_aux_4: 0.5426 (0.5675) loss_giou_dn_0: 0.5635 (0.5754) loss_giou_dn_1: 0.4519 (0.4641) loss_giou_dn_2: 0.4367 (0.4472) loss_giou_dn_3: 0.4324 (0.4427) loss_giou_dn_4: 0.4315 (0.4417) loss_giou_dn_5: 0.4313 (0.4417) loss_giou_dn_pre: 0.5657 (0.5746) loss_giou_enc_0: 0.6461 (0.6683) loss_giou_pre: 0.5615 (0.5915) loss_ddf_aux_0: 0.0513 (0.0548) loss_ddf_aux_1: 0.0072 (0.0076) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2745 (0.2558) loss_ddf_dn_1: 0.0353 (0.0329) loss_ddf_dn_2: 0.0067 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6707 (0.6666) loss_vfl_aux_0: 0.7458 (0.7400) loss_vfl_aux_1: 0.7316 (0.7143) loss_vfl_aux_2: 0.7132 (0.6952) loss_vfl_aux_3: 0.6989 (0.6770) loss_vfl_aux_4: 0.6812 (0.6683) loss_vfl_dn_0: 0.4888 (0.4896) loss_vfl_dn_1: 0.4218 (0.4250) loss_vfl_dn_2: 0.4040 (0.4094) loss_vfl_dn_3: 0.3947 (0.4009) loss_vfl_dn_4: 0.3913 (0.3979) loss_vfl_dn_5: 0.3907 (0.3974) loss_vfl_dn_pre: 0.4887 (0.4901) loss_vfl_enc_0: 0.7373 (0.7398) loss_vfl_pre: 0.7521 (0.7427) time: 0.7479 data: 0.0292 max mem: 9084 Epoch: [34] [3400/3696] eta: 0:03:51 lr: 0.000013 loss: 31.6644 (31.7491) loss_bbox: 0.1816 (0.1774) loss_bbox_aux_0: 0.1955 (0.1903) loss_bbox_aux_1: 0.1884 (0.1801) loss_bbox_aux_2: 0.1826 (0.1779) loss_bbox_aux_3: 0.1820 (0.1775) loss_bbox_aux_4: 0.1817 (0.1774) loss_bbox_dn_0: 0.2545 (0.2457) loss_bbox_dn_1: 0.1834 (0.1826) loss_bbox_dn_2: 0.1748 (0.1723) loss_bbox_dn_3: 0.1709 (0.1691) loss_bbox_dn_4: 0.1700 (0.1685) loss_bbox_dn_5: 0.1700 (0.1685) loss_bbox_dn_pre: 0.2574 (0.2515) loss_bbox_enc_0: 0.2347 (0.2264) loss_bbox_pre: 0.1952 (0.1905) loss_dfl: 0.9574 (0.9609) loss_fgl_aux_0: 0.9909 (0.9940) loss_fgl_aux_1: 0.9630 (0.9635) loss_fgl_aux_2: 0.9565 (0.9611) loss_fgl_aux_3: 0.9577 (0.9609) loss_fgl_aux_4: 0.9575 (0.9609) loss_fgl_dn_0: 1.0869 (1.0904) loss_fgl_dn_1: 0.9788 (0.9862) loss_fgl_dn_2: 0.9699 (0.9773) loss_fgl_dn_3: 0.9694 (0.9780) loss_fgl_dn_4: 0.9703 (0.9785) loss_fgl_dn_5: 0.9703 (0.9785) loss_giou: 0.5490 (0.5677) loss_giou_aux_0: 0.5900 (0.5933) loss_giou_aux_1: 0.5615 (0.5732) loss_giou_aux_2: 0.5521 (0.5685) loss_giou_aux_3: 0.5498 (0.5678) loss_giou_aux_4: 0.5493 (0.5677) loss_giou_dn_0: 0.5825 (0.5755) loss_giou_dn_1: 0.4679 (0.4642) loss_giou_dn_2: 0.4502 (0.4473) loss_giou_dn_3: 0.4476 (0.4428) loss_giou_dn_4: 0.4473 (0.4419) loss_giou_dn_5: 0.4473 (0.4419) loss_giou_dn_pre: 0.5783 (0.5747) loss_giou_enc_0: 0.6595 (0.6685) loss_giou_pre: 0.5868 (0.5917) loss_ddf_aux_0: 0.0554 (0.0547) loss_ddf_aux_1: 0.0076 (0.0076) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2658 (0.2560) loss_ddf_dn_1: 0.0331 (0.0329) loss_ddf_dn_2: 0.0064 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6563 (0.6668) loss_vfl_aux_0: 0.7120 (0.7401) loss_vfl_aux_1: 0.6943 (0.7145) loss_vfl_aux_2: 0.6831 (0.6954) loss_vfl_aux_3: 0.6617 (0.6772) loss_vfl_aux_4: 0.6569 (0.6685) loss_vfl_dn_0: 0.4890 (0.4897) loss_vfl_dn_1: 0.4211 (0.4251) loss_vfl_dn_2: 0.4020 (0.4095) loss_vfl_dn_3: 0.4004 (0.4010) loss_vfl_dn_4: 0.3980 (0.3980) loss_vfl_dn_5: 0.3986 (0.3975) loss_vfl_dn_pre: 0.4893 (0.4902) loss_vfl_enc_0: 0.7299 (0.7400) loss_vfl_pre: 0.7158 (0.7428) time: 0.6889 data: 0.0208 max mem: 9084 Epoch: [34] [3500/3696] eta: 0:02:33 lr: 0.000013 loss: 31.7292 (31.7484) loss_bbox: 0.1583 (0.1773) loss_bbox_aux_0: 0.1712 (0.1902) loss_bbox_aux_1: 0.1593 (0.1800) loss_bbox_aux_2: 0.1587 (0.1778) loss_bbox_aux_3: 0.1584 (0.1774) loss_bbox_aux_4: 0.1584 (0.1773) loss_bbox_dn_0: 0.2274 (0.2456) loss_bbox_dn_1: 0.1625 (0.1826) loss_bbox_dn_2: 0.1543 (0.1723) loss_bbox_dn_3: 0.1525 (0.1691) loss_bbox_dn_4: 0.1510 (0.1685) loss_bbox_dn_5: 0.1511 (0.1685) loss_bbox_dn_pre: 0.2345 (0.2514) loss_bbox_enc_0: 0.1995 (0.2263) loss_bbox_pre: 0.1726 (0.1904) loss_dfl: 0.9603 (0.9609) loss_fgl_aux_0: 0.9850 (0.9940) loss_fgl_aux_1: 0.9603 (0.9634) loss_fgl_aux_2: 0.9600 (0.9611) loss_fgl_aux_3: 0.9600 (0.9609) loss_fgl_aux_4: 0.9604 (0.9609) loss_fgl_dn_0: 1.0937 (1.0903) loss_fgl_dn_1: 0.9908 (0.9862) loss_fgl_dn_2: 0.9818 (0.9773) loss_fgl_dn_3: 0.9825 (0.9780) loss_fgl_dn_4: 0.9829 (0.9785) loss_fgl_dn_5: 0.9829 (0.9785) loss_giou: 0.5905 (0.5676) loss_giou_aux_0: 0.6245 (0.5932) loss_giou_aux_1: 0.6001 (0.5731) loss_giou_aux_2: 0.5931 (0.5685) loss_giou_aux_3: 0.5912 (0.5677) loss_giou_aux_4: 0.5907 (0.5676) loss_giou_dn_0: 0.5865 (0.5754) loss_giou_dn_1: 0.4637 (0.4642) loss_giou_dn_2: 0.4461 (0.4473) loss_giou_dn_3: 0.4428 (0.4428) loss_giou_dn_4: 0.4410 (0.4419) loss_giou_dn_5: 0.4409 (0.4419) loss_giou_dn_pre: 0.5843 (0.5746) loss_giou_enc_0: 0.6959 (0.6684) loss_giou_pre: 0.6261 (0.5916) loss_ddf_aux_0: 0.0543 (0.0548) loss_ddf_aux_1: 0.0071 (0.0076) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2443 (0.2557) loss_ddf_dn_1: 0.0289 (0.0328) loss_ddf_dn_2: 0.0052 (0.0067) loss_ddf_dn_3: 0.0004 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6297 (0.6670) loss_vfl_aux_0: 0.7146 (0.7403) loss_vfl_aux_1: 0.6890 (0.7146) loss_vfl_aux_2: 0.6658 (0.6956) loss_vfl_aux_3: 0.6416 (0.6775) loss_vfl_aux_4: 0.6308 (0.6688) loss_vfl_dn_0: 0.4836 (0.4897) loss_vfl_dn_1: 0.4256 (0.4250) loss_vfl_dn_2: 0.4075 (0.4095) loss_vfl_dn_3: 0.3977 (0.4010) loss_vfl_dn_4: 0.3957 (0.3980) loss_vfl_dn_5: 0.3949 (0.3975) loss_vfl_dn_pre: 0.4845 (0.4902) loss_vfl_enc_0: 0.7375 (0.7401) loss_vfl_pre: 0.7180 (0.7429) time: 0.7456 data: 0.0282 max mem: 9084 Epoch: [34] [3600/3696] eta: 0:01:15 lr: 0.000013 loss: 32.1014 (31.7519) loss_bbox: 0.1658 (0.1774) loss_bbox_aux_0: 0.1805 (0.1903) loss_bbox_aux_1: 0.1682 (0.1801) loss_bbox_aux_2: 0.1678 (0.1779) loss_bbox_aux_3: 0.1658 (0.1775) loss_bbox_aux_4: 0.1658 (0.1774) loss_bbox_dn_0: 0.2345 (0.2457) loss_bbox_dn_1: 0.1770 (0.1827) loss_bbox_dn_2: 0.1690 (0.1723) loss_bbox_dn_3: 0.1654 (0.1692) loss_bbox_dn_4: 0.1638 (0.1686) loss_bbox_dn_5: 0.1637 (0.1686) loss_bbox_dn_pre: 0.2398 (0.2515) loss_bbox_enc_0: 0.2103 (0.2263) loss_bbox_pre: 0.1808 (0.1905) loss_dfl: 0.9644 (0.9609) loss_fgl_aux_0: 0.9977 (0.9941) loss_fgl_aux_1: 0.9652 (0.9635) loss_fgl_aux_2: 0.9633 (0.9611) loss_fgl_aux_3: 0.9633 (0.9609) loss_fgl_aux_4: 0.9640 (0.9609) loss_fgl_dn_0: 1.0875 (1.0903) loss_fgl_dn_1: 0.9832 (0.9862) loss_fgl_dn_2: 0.9751 (0.9773) loss_fgl_dn_3: 0.9771 (0.9780) loss_fgl_dn_4: 0.9769 (0.9785) loss_fgl_dn_5: 0.9772 (0.9785) loss_giou: 0.5568 (0.5676) loss_giou_aux_0: 0.5824 (0.5932) loss_giou_aux_1: 0.5625 (0.5732) loss_giou_aux_2: 0.5566 (0.5685) loss_giou_aux_3: 0.5570 (0.5677) loss_giou_aux_4: 0.5571 (0.5676) loss_giou_dn_0: 0.5691 (0.5754) loss_giou_dn_1: 0.4599 (0.4642) loss_giou_dn_2: 0.4418 (0.4473) loss_giou_dn_3: 0.4370 (0.4428) loss_giou_dn_4: 0.4358 (0.4418) loss_giou_dn_5: 0.4358 (0.4418) loss_giou_dn_pre: 0.5685 (0.5746) loss_giou_enc_0: 0.6416 (0.6684) loss_giou_pre: 0.5773 (0.5916) loss_ddf_aux_0: 0.0525 (0.0548) loss_ddf_aux_1: 0.0074 (0.0076) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2685 (0.2557) loss_ddf_dn_1: 0.0337 (0.0328) loss_ddf_dn_2: 0.0069 (0.0067) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6625 (0.6672) loss_vfl_aux_0: 0.7264 (0.7404) loss_vfl_aux_1: 0.7128 (0.7149) loss_vfl_aux_2: 0.6882 (0.6959) loss_vfl_aux_3: 0.6708 (0.6777) loss_vfl_aux_4: 0.6707 (0.6690) loss_vfl_dn_0: 0.4892 (0.4898) loss_vfl_dn_1: 0.4316 (0.4251) loss_vfl_dn_2: 0.4160 (0.4096) loss_vfl_dn_3: 0.4073 (0.4010) loss_vfl_dn_4: 0.4021 (0.3980) loss_vfl_dn_5: 0.4008 (0.3975) loss_vfl_dn_pre: 0.4897 (0.4903) loss_vfl_enc_0: 0.7416 (0.7404) loss_vfl_pre: 0.7323 (0.7431) time: 0.7560 data: 0.0300 max mem: 9084 Epoch: [34] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 31.3070 (31.7538) loss_bbox: 0.1760 (0.1774) loss_bbox_aux_0: 0.1884 (0.1903) loss_bbox_aux_1: 0.1779 (0.1802) loss_bbox_aux_2: 0.1748 (0.1780) loss_bbox_aux_3: 0.1758 (0.1775) loss_bbox_aux_4: 0.1759 (0.1775) loss_bbox_dn_0: 0.2483 (0.2457) loss_bbox_dn_1: 0.1892 (0.1827) loss_bbox_dn_2: 0.1815 (0.1724) loss_bbox_dn_3: 0.1788 (0.1692) loss_bbox_dn_4: 0.1785 (0.1686) loss_bbox_dn_5: 0.1784 (0.1686) loss_bbox_dn_pre: 0.2508 (0.2515) loss_bbox_enc_0: 0.2280 (0.2263) loss_bbox_pre: 0.1880 (0.1906) loss_dfl: 0.9555 (0.9608) loss_fgl_aux_0: 0.9920 (0.9940) loss_fgl_aux_1: 0.9612 (0.9634) loss_fgl_aux_2: 0.9549 (0.9610) loss_fgl_aux_3: 0.9551 (0.9609) loss_fgl_aux_4: 0.9554 (0.9608) loss_fgl_dn_0: 1.0843 (1.0903) loss_fgl_dn_1: 0.9794 (0.9862) loss_fgl_dn_2: 0.9720 (0.9773) loss_fgl_dn_3: 0.9723 (0.9780) loss_fgl_dn_4: 0.9727 (0.9785) loss_fgl_dn_5: 0.9728 (0.9785) loss_giou: 0.5617 (0.5677) loss_giou_aux_0: 0.5822 (0.5933) loss_giou_aux_1: 0.5698 (0.5732) loss_giou_aux_2: 0.5637 (0.5686) loss_giou_aux_3: 0.5611 (0.5678) loss_giou_aux_4: 0.5615 (0.5677) loss_giou_dn_0: 0.5588 (0.5754) loss_giou_dn_1: 0.4396 (0.4642) loss_giou_dn_2: 0.4276 (0.4473) loss_giou_dn_3: 0.4269 (0.4428) loss_giou_dn_4: 0.4262 (0.4418) loss_giou_dn_5: 0.4261 (0.4418) loss_giou_dn_pre: 0.5588 (0.5746) loss_giou_enc_0: 0.6713 (0.6684) loss_giou_pre: 0.5835 (0.5917) loss_ddf_aux_0: 0.0506 (0.0548) loss_ddf_aux_1: 0.0068 (0.0075) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2465 (0.2558) loss_ddf_dn_1: 0.0327 (0.0329) loss_ddf_dn_2: 0.0072 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6595 (0.6674) loss_vfl_aux_0: 0.7354 (0.7405) loss_vfl_aux_1: 0.7083 (0.7150) loss_vfl_aux_2: 0.6935 (0.6961) loss_vfl_aux_3: 0.6809 (0.6779) loss_vfl_aux_4: 0.6602 (0.6692) loss_vfl_dn_0: 0.4901 (0.4898) loss_vfl_dn_1: 0.4222 (0.4251) loss_vfl_dn_2: 0.4083 (0.4096) loss_vfl_dn_3: 0.3992 (0.4011) loss_vfl_dn_4: 0.3970 (0.3981) loss_vfl_dn_5: 0.3970 (0.3975) loss_vfl_dn_pre: 0.4899 (0.4903) loss_vfl_enc_0: 0.7156 (0.7404) loss_vfl_pre: 0.7388 (0.7431) time: 0.7435 data: 0.0263 max mem: 9084 Epoch: [34] Total time: 0:48:05 (0.7807 s / it) Averaged stats: lr: 0.000013 loss: 31.3070 (31.7538) loss_bbox: 0.1760 (0.1774) loss_bbox_aux_0: 0.1884 (0.1903) loss_bbox_aux_1: 0.1779 (0.1802) loss_bbox_aux_2: 0.1748 (0.1780) loss_bbox_aux_3: 0.1758 (0.1775) loss_bbox_aux_4: 0.1759 (0.1775) loss_bbox_dn_0: 0.2483 (0.2457) loss_bbox_dn_1: 0.1892 (0.1827) loss_bbox_dn_2: 0.1815 (0.1724) loss_bbox_dn_3: 0.1788 (0.1692) loss_bbox_dn_4: 0.1785 (0.1686) loss_bbox_dn_5: 0.1784 (0.1686) loss_bbox_dn_pre: 0.2508 (0.2515) loss_bbox_enc_0: 0.2280 (0.2263) loss_bbox_pre: 0.1880 (0.1906) loss_dfl: 0.9555 (0.9608) loss_fgl_aux_0: 0.9920 (0.9940) loss_fgl_aux_1: 0.9612 (0.9634) loss_fgl_aux_2: 0.9549 (0.9610) loss_fgl_aux_3: 0.9551 (0.9609) loss_fgl_aux_4: 0.9554 (0.9608) loss_fgl_dn_0: 1.0843 (1.0903) loss_fgl_dn_1: 0.9794 (0.9862) loss_fgl_dn_2: 0.9720 (0.9773) loss_fgl_dn_3: 0.9723 (0.9780) loss_fgl_dn_4: 0.9727 (0.9785) loss_fgl_dn_5: 0.9728 (0.9785) loss_giou: 0.5617 (0.5677) loss_giou_aux_0: 0.5822 (0.5933) loss_giou_aux_1: 0.5698 (0.5732) loss_giou_aux_2: 0.5637 (0.5686) loss_giou_aux_3: 0.5611 (0.5678) loss_giou_aux_4: 0.5615 (0.5677) loss_giou_dn_0: 0.5588 (0.5754) loss_giou_dn_1: 0.4396 (0.4642) loss_giou_dn_2: 0.4276 (0.4473) loss_giou_dn_3: 0.4269 (0.4428) loss_giou_dn_4: 0.4262 (0.4418) loss_giou_dn_5: 0.4261 (0.4418) loss_giou_dn_pre: 0.5588 (0.5746) loss_giou_enc_0: 0.6713 (0.6684) loss_giou_pre: 0.5835 (0.5917) loss_ddf_aux_0: 0.0506 (0.0548) loss_ddf_aux_1: 0.0068 (0.0075) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2465 (0.2558) loss_ddf_dn_1: 0.0327 (0.0329) loss_ddf_dn_2: 0.0072 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6595 (0.6674) loss_vfl_aux_0: 0.7354 (0.7405) loss_vfl_aux_1: 0.7083 (0.7150) loss_vfl_aux_2: 0.6935 (0.6961) loss_vfl_aux_3: 0.6809 (0.6779) loss_vfl_aux_4: 0.6602 (0.6692) loss_vfl_dn_0: 0.4901 (0.4898) loss_vfl_dn_1: 0.4222 (0.4251) loss_vfl_dn_2: 0.4083 (0.4096) loss_vfl_dn_3: 0.3992 (0.4011) loss_vfl_dn_4: 0.3970 (0.3981) loss_vfl_dn_5: 0.3970 (0.3975) loss_vfl_dn_pre: 0.4899 (0.4903) loss_vfl_enc_0: 0.7156 (0.7404) loss_vfl_pre: 0.7388 (0.7431) Test: [ 0/79] eta: 0:02:53 time: 2.1925 data: 1.6447 max mem: 9084 Test: [10/79] eta: 0:00:51 time: 0.7472 data: 0.2084 max mem: 9084 Test: [20/79] eta: 0:00:40 time: 0.6043 data: 0.0632 max mem: 9084 Test: [30/79] eta: 0:00:31 time: 0.5857 data: 0.0604 max mem: 9084 Test: [40/79] eta: 0:00:24 time: 0.5892 data: 0.0649 max mem: 9084 Test: [50/79] eta: 0:00:19 time: 0.7567 data: 0.0681 max mem: 9084 Test: [60/79] eta: 0:00:12 time: 0.7415 data: 0.0638 max mem: 9084 Test: [70/79] eta: 0:00:05 time: 0.5739 data: 0.0618 max mem: 9084 Test: [78/79] eta: 0:00:00 time: 0.5422 data: 0.0584 max mem: 9084 Test: Total time: 0:00:50 (0.6452 s / it) Averaged stats: Accumulating evaluation results... DONE (t=24.83s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.531 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.707 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.574 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.350 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.575 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.710 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.392 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.660 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.552 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.775 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 best_stat: {'epoch': 34, 'coco_eval_bbox': 0.5313151082415589} Epoch: [35] [ 0/3696] eta: 3:12:13 lr: 0.000013 loss: 31.0107 (31.0107) loss_bbox: 0.2543 (0.2543) loss_bbox_aux_0: 0.2658 (0.2658) loss_bbox_aux_1: 0.2546 (0.2546) loss_bbox_aux_2: 0.2529 (0.2529) loss_bbox_aux_3: 0.2549 (0.2549) loss_bbox_aux_4: 0.2544 (0.2544) loss_bbox_dn_0: 0.3056 (0.3056) loss_bbox_dn_1: 0.2271 (0.2271) loss_bbox_dn_2: 0.2142 (0.2142) loss_bbox_dn_3: 0.2107 (0.2107) loss_bbox_dn_4: 0.2100 (0.2100) loss_bbox_dn_5: 0.2101 (0.2101) loss_bbox_dn_pre: 0.3108 (0.3108) loss_bbox_enc_0: 0.2919 (0.2919) loss_bbox_pre: 0.2645 (0.2645) loss_dfl: 0.8970 (0.8970) loss_fgl_aux_0: 0.9537 (0.9537) loss_fgl_aux_1: 0.9006 (0.9006) loss_fgl_aux_2: 0.8960 (0.8960) loss_fgl_aux_3: 0.8958 (0.8958) loss_fgl_aux_4: 0.8969 (0.8969) loss_fgl_dn_0: 1.0789 (1.0789) loss_fgl_dn_1: 0.9404 (0.9404) loss_fgl_dn_2: 0.9283 (0.9283) loss_fgl_dn_3: 0.9271 (0.9271) loss_fgl_dn_4: 0.9275 (0.9275) loss_fgl_dn_5: 0.9274 (0.9274) loss_giou: 0.5239 (0.5239) loss_giou_aux_0: 0.5495 (0.5495) loss_giou_aux_1: 0.5303 (0.5303) loss_giou_aux_2: 0.5249 (0.5249) loss_giou_aux_3: 0.5260 (0.5260) loss_giou_aux_4: 0.5240 (0.5240) loss_giou_dn_0: 0.5108 (0.5108) loss_giou_dn_1: 0.4004 (0.4004) loss_giou_dn_2: 0.3824 (0.3824) loss_giou_dn_3: 0.3777 (0.3777) loss_giou_dn_4: 0.3762 (0.3762) loss_giou_dn_5: 0.3761 (0.3761) loss_giou_dn_pre: 0.5109 (0.5109) loss_giou_enc_0: 0.6093 (0.6093) loss_giou_pre: 0.5493 (0.5493) loss_ddf_aux_0: 0.0548 (0.0548) loss_ddf_aux_1: 0.0064 (0.0064) loss_ddf_aux_2: 0.0012 (0.0012) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.3094 (0.3094) loss_ddf_dn_1: 0.0411 (0.0411) loss_ddf_dn_2: 0.0086 (0.0086) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6497 (0.6497) loss_vfl_aux_0: 0.6998 (0.6998) loss_vfl_aux_1: 0.7113 (0.7113) loss_vfl_aux_2: 0.6918 (0.6918) loss_vfl_aux_3: 0.6716 (0.6716) loss_vfl_aux_4: 0.6564 (0.6564) loss_vfl_dn_0: 0.4800 (0.4800) loss_vfl_dn_1: 0.4021 (0.4021) loss_vfl_dn_2: 0.3845 (0.3845) loss_vfl_dn_3: 0.3786 (0.3786) loss_vfl_dn_4: 0.3769 (0.3769) loss_vfl_dn_5: 0.3778 (0.3778) loss_vfl_dn_pre: 0.4795 (0.4795) loss_vfl_enc_0: 0.7015 (0.7015) loss_vfl_pre: 0.7034 (0.7034) time: 3.1205 data: 1.9961 max mem: 9084 Epoch: [35] [ 100/3696] eta: 0:46:08 lr: 0.000013 loss: 31.8285 (31.5850) loss_bbox: 0.1679 (0.1697) loss_bbox_aux_0: 0.1779 (0.1819) loss_bbox_aux_1: 0.1700 (0.1724) loss_bbox_aux_2: 0.1689 (0.1702) loss_bbox_aux_3: 0.1680 (0.1698) loss_bbox_aux_4: 0.1677 (0.1697) loss_bbox_dn_0: 0.2250 (0.2397) loss_bbox_dn_1: 0.1652 (0.1770) loss_bbox_dn_2: 0.1578 (0.1667) loss_bbox_dn_3: 0.1546 (0.1636) loss_bbox_dn_4: 0.1522 (0.1632) loss_bbox_dn_5: 0.1521 (0.1632) loss_bbox_dn_pre: 0.2288 (0.2449) loss_bbox_enc_0: 0.2116 (0.2167) loss_bbox_pre: 0.1759 (0.1821) loss_dfl: 0.9675 (0.9621) loss_fgl_aux_0: 0.9964 (0.9941) loss_fgl_aux_1: 0.9702 (0.9643) loss_fgl_aux_2: 0.9674 (0.9622) loss_fgl_aux_3: 0.9672 (0.9620) loss_fgl_aux_4: 0.9674 (0.9621) loss_fgl_dn_0: 1.0922 (1.0902) loss_fgl_dn_1: 0.9929 (0.9853) loss_fgl_dn_2: 0.9822 (0.9763) loss_fgl_dn_3: 0.9831 (0.9767) loss_fgl_dn_4: 0.9835 (0.9771) loss_fgl_dn_5: 0.9835 (0.9771) loss_giou: 0.5666 (0.5646) loss_giou_aux_0: 0.6017 (0.5897) loss_giou_aux_1: 0.5756 (0.5704) loss_giou_aux_2: 0.5678 (0.5654) loss_giou_aux_3: 0.5671 (0.5646) loss_giou_aux_4: 0.5666 (0.5645) loss_giou_dn_0: 0.5815 (0.5717) loss_giou_dn_1: 0.4716 (0.4601) loss_giou_dn_2: 0.4531 (0.4428) loss_giou_dn_3: 0.4481 (0.4387) loss_giou_dn_4: 0.4472 (0.4379) loss_giou_dn_5: 0.4472 (0.4379) loss_giou_dn_pre: 0.5799 (0.5707) loss_giou_enc_0: 0.6782 (0.6638) loss_giou_pre: 0.6008 (0.5882) loss_ddf_aux_0: 0.0514 (0.0522) loss_ddf_aux_1: 0.0075 (0.0072) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2411 (0.2624) loss_ddf_dn_1: 0.0318 (0.0331) loss_ddf_dn_2: 0.0064 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6757 (0.6660) loss_vfl_aux_0: 0.7441 (0.7406) loss_vfl_aux_1: 0.7096 (0.7134) loss_vfl_aux_2: 0.7009 (0.6979) loss_vfl_aux_3: 0.6791 (0.6792) loss_vfl_aux_4: 0.6802 (0.6686) loss_vfl_dn_0: 0.4910 (0.4895) loss_vfl_dn_1: 0.4203 (0.4228) loss_vfl_dn_2: 0.4033 (0.4076) loss_vfl_dn_3: 0.3986 (0.3987) loss_vfl_dn_4: 0.3945 (0.3954) loss_vfl_dn_5: 0.3937 (0.3949) loss_vfl_dn_pre: 0.4916 (0.4898) loss_vfl_enc_0: 0.7446 (0.7422) loss_vfl_pre: 0.7299 (0.7429) time: 0.7261 data: 0.0269 max mem: 9084 Epoch: [35] [ 200/3696] eta: 0:44:26 lr: 0.000013 loss: 31.8598 (31.5927) loss_bbox: 0.1752 (0.1707) loss_bbox_aux_0: 0.1897 (0.1826) loss_bbox_aux_1: 0.1767 (0.1732) loss_bbox_aux_2: 0.1749 (0.1712) loss_bbox_aux_3: 0.1750 (0.1709) loss_bbox_aux_4: 0.1752 (0.1708) loss_bbox_dn_0: 0.2346 (0.2391) loss_bbox_dn_1: 0.1720 (0.1765) loss_bbox_dn_2: 0.1643 (0.1664) loss_bbox_dn_3: 0.1629 (0.1634) loss_bbox_dn_4: 0.1629 (0.1629) loss_bbox_dn_5: 0.1629 (0.1629) loss_bbox_dn_pre: 0.2380 (0.2447) loss_bbox_enc_0: 0.2272 (0.2173) loss_bbox_pre: 0.1909 (0.1829) loss_dfl: 0.9473 (0.9596) loss_fgl_aux_0: 0.9804 (0.9912) loss_fgl_aux_1: 0.9518 (0.9620) loss_fgl_aux_2: 0.9481 (0.9598) loss_fgl_aux_3: 0.9477 (0.9596) loss_fgl_aux_4: 0.9472 (0.9596) loss_fgl_dn_0: 1.0847 (1.0891) loss_fgl_dn_1: 0.9800 (0.9857) loss_fgl_dn_2: 0.9692 (0.9769) loss_fgl_dn_3: 0.9690 (0.9773) loss_fgl_dn_4: 0.9700 (0.9777) loss_fgl_dn_5: 0.9701 (0.9777) loss_giou: 0.5391 (0.5702) loss_giou_aux_0: 0.5709 (0.5954) loss_giou_aux_1: 0.5479 (0.5755) loss_giou_aux_2: 0.5433 (0.5710) loss_giou_aux_3: 0.5399 (0.5703) loss_giou_aux_4: 0.5398 (0.5702) loss_giou_dn_0: 0.5507 (0.5743) loss_giou_dn_1: 0.4442 (0.4621) loss_giou_dn_2: 0.4269 (0.4451) loss_giou_dn_3: 0.4234 (0.4407) loss_giou_dn_4: 0.4224 (0.4399) loss_giou_dn_5: 0.4225 (0.4399) loss_giou_dn_pre: 0.5494 (0.5734) loss_giou_enc_0: 0.6481 (0.6686) loss_giou_pre: 0.5724 (0.5939) loss_ddf_aux_0: 0.0534 (0.0522) loss_ddf_aux_1: 0.0065 (0.0071) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2507 (0.2566) loss_ddf_dn_1: 0.0308 (0.0323) loss_ddf_dn_2: 0.0067 (0.0065) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6556 (0.6613) loss_vfl_aux_0: 0.7365 (0.7358) loss_vfl_aux_1: 0.7090 (0.7108) loss_vfl_aux_2: 0.6741 (0.6912) loss_vfl_aux_3: 0.6637 (0.6728) loss_vfl_aux_4: 0.6606 (0.6638) loss_vfl_dn_0: 0.4940 (0.4887) loss_vfl_dn_1: 0.4349 (0.4237) loss_vfl_dn_2: 0.4188 (0.4085) loss_vfl_dn_3: 0.4058 (0.3996) loss_vfl_dn_4: 0.4029 (0.3963) loss_vfl_dn_5: 0.4015 (0.3956) loss_vfl_dn_pre: 0.4947 (0.4892) loss_vfl_enc_0: 0.7352 (0.7378) loss_vfl_pre: 0.7385 (0.7386) time: 0.7646 data: 0.0318 max mem: 9084 Epoch: [35] [ 300/3696] eta: 0:51:26 lr: 0.000013 loss: 31.0580 (31.5859) loss_bbox: 0.1755 (0.1724) loss_bbox_aux_0: 0.1794 (0.1846) loss_bbox_aux_1: 0.1794 (0.1751) loss_bbox_aux_2: 0.1763 (0.1729) loss_bbox_aux_3: 0.1757 (0.1725) loss_bbox_aux_4: 0.1756 (0.1725) loss_bbox_dn_0: 0.2510 (0.2410) loss_bbox_dn_1: 0.1845 (0.1782) loss_bbox_dn_2: 0.1755 (0.1679) loss_bbox_dn_3: 0.1726 (0.1649) loss_bbox_dn_4: 0.1731 (0.1644) loss_bbox_dn_5: 0.1731 (0.1644) loss_bbox_dn_pre: 0.2564 (0.2468) loss_bbox_enc_0: 0.2242 (0.2198) loss_bbox_pre: 0.1797 (0.1849) loss_dfl: 0.9697 (0.9596) loss_fgl_aux_0: 1.0041 (0.9919) loss_fgl_aux_1: 0.9720 (0.9621) loss_fgl_aux_2: 0.9701 (0.9598) loss_fgl_aux_3: 0.9699 (0.9596) loss_fgl_aux_4: 0.9699 (0.9596) loss_fgl_dn_0: 1.0957 (1.0895) loss_fgl_dn_1: 0.9806 (0.9853) loss_fgl_dn_2: 0.9760 (0.9766) loss_fgl_dn_3: 0.9770 (0.9772) loss_fgl_dn_4: 0.9768 (0.9776) loss_fgl_dn_5: 0.9768 (0.9776) loss_giou: 0.5093 (0.5665) loss_giou_aux_0: 0.5393 (0.5919) loss_giou_aux_1: 0.5150 (0.5719) loss_giou_aux_2: 0.5077 (0.5673) loss_giou_aux_3: 0.5090 (0.5666) loss_giou_aux_4: 0.5092 (0.5665) loss_giou_dn_0: 0.5513 (0.5728) loss_giou_dn_1: 0.4338 (0.4616) loss_giou_dn_2: 0.4175 (0.4444) loss_giou_dn_3: 0.4110 (0.4401) loss_giou_dn_4: 0.4095 (0.4392) loss_giou_dn_5: 0.4097 (0.4392) loss_giou_dn_pre: 0.5508 (0.5720) loss_giou_enc_0: 0.6153 (0.6659) loss_giou_pre: 0.5368 (0.5903) loss_ddf_aux_0: 0.0528 (0.0528) loss_ddf_aux_1: 0.0067 (0.0071) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2450 (0.2545) loss_ddf_dn_1: 0.0313 (0.0324) loss_ddf_dn_2: 0.0070 (0.0065) loss_ddf_dn_3: 0.0007 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6476 (0.6614) loss_vfl_aux_0: 0.7200 (0.7360) loss_vfl_aux_1: 0.7023 (0.7119) loss_vfl_aux_2: 0.6719 (0.6918) loss_vfl_aux_3: 0.6579 (0.6723) loss_vfl_aux_4: 0.6528 (0.6638) loss_vfl_dn_0: 0.4849 (0.4889) loss_vfl_dn_1: 0.4174 (0.4235) loss_vfl_dn_2: 0.3989 (0.4082) loss_vfl_dn_3: 0.3887 (0.3994) loss_vfl_dn_4: 0.3861 (0.3962) loss_vfl_dn_5: 0.3855 (0.3956) loss_vfl_dn_pre: 0.4850 (0.4894) loss_vfl_enc_0: 0.7361 (0.7383) loss_vfl_pre: 0.7264 (0.7386) time: 0.7233 data: 0.0270 max mem: 9084 Epoch: [35] [ 400/3696] eta: 0:48:03 lr: 0.000013 loss: 31.5803 (31.6189) loss_bbox: 0.1905 (0.1741) loss_bbox_aux_0: 0.2094 (0.1868) loss_bbox_aux_1: 0.1951 (0.1770) loss_bbox_aux_2: 0.1907 (0.1747) loss_bbox_aux_3: 0.1905 (0.1742) loss_bbox_aux_4: 0.1906 (0.1742) loss_bbox_dn_0: 0.2630 (0.2422) loss_bbox_dn_1: 0.1974 (0.1792) loss_bbox_dn_2: 0.1841 (0.1690) loss_bbox_dn_3: 0.1820 (0.1660) loss_bbox_dn_4: 0.1827 (0.1655) loss_bbox_dn_5: 0.1828 (0.1655) loss_bbox_dn_pre: 0.2672 (0.2481) loss_bbox_enc_0: 0.2393 (0.2220) loss_bbox_pre: 0.2082 (0.1870) loss_dfl: 0.9667 (0.9603) loss_fgl_aux_0: 0.9984 (0.9933) loss_fgl_aux_1: 0.9702 (0.9629) loss_fgl_aux_2: 0.9672 (0.9605) loss_fgl_aux_3: 0.9667 (0.9603) loss_fgl_aux_4: 0.9667 (0.9603) loss_fgl_dn_0: 1.0904 (1.0902) loss_fgl_dn_1: 0.9780 (0.9855) loss_fgl_dn_2: 0.9702 (0.9768) loss_fgl_dn_3: 0.9707 (0.9773) loss_fgl_dn_4: 0.9705 (0.9777) loss_fgl_dn_5: 0.9706 (0.9778) loss_giou: 0.5698 (0.5640) loss_giou_aux_0: 0.5981 (0.5899) loss_giou_aux_1: 0.5764 (0.5695) loss_giou_aux_2: 0.5732 (0.5648) loss_giou_aux_3: 0.5700 (0.5641) loss_giou_aux_4: 0.5696 (0.5640) loss_giou_dn_0: 0.5674 (0.5723) loss_giou_dn_1: 0.4550 (0.4607) loss_giou_dn_2: 0.4350 (0.4436) loss_giou_dn_3: 0.4290 (0.4392) loss_giou_dn_4: 0.4272 (0.4383) loss_giou_dn_5: 0.4271 (0.4383) loss_giou_dn_pre: 0.5675 (0.5715) loss_giou_enc_0: 0.6771 (0.6637) loss_giou_pre: 0.5947 (0.5882) loss_ddf_aux_0: 0.0591 (0.0541) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2691 (0.2553) loss_ddf_dn_1: 0.0342 (0.0326) loss_ddf_dn_2: 0.0069 (0.0066) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6783 (0.6648) loss_vfl_aux_0: 0.7388 (0.7376) loss_vfl_aux_1: 0.7081 (0.7140) loss_vfl_aux_2: 0.7151 (0.6952) loss_vfl_aux_3: 0.6887 (0.6755) loss_vfl_aux_4: 0.6797 (0.6671) loss_vfl_dn_0: 0.4898 (0.4894) loss_vfl_dn_1: 0.4281 (0.4240) loss_vfl_dn_2: 0.4114 (0.4085) loss_vfl_dn_3: 0.4021 (0.3998) loss_vfl_dn_4: 0.3999 (0.3966) loss_vfl_dn_5: 0.3984 (0.3961) loss_vfl_dn_pre: 0.4899 (0.4899) loss_vfl_enc_0: 0.7737 (0.7416) loss_vfl_pre: 0.7386 (0.7402) time: 0.7038 data: 0.0277 max mem: 9084 Epoch: [35] [ 500/3696] eta: 0:50:23 lr: 0.000013 loss: 31.6498 (31.6532) loss_bbox: 0.1777 (0.1739) loss_bbox_aux_0: 0.1899 (0.1862) loss_bbox_aux_1: 0.1797 (0.1767) loss_bbox_aux_2: 0.1784 (0.1745) loss_bbox_aux_3: 0.1781 (0.1740) loss_bbox_aux_4: 0.1777 (0.1739) loss_bbox_dn_0: 0.2391 (0.2404) loss_bbox_dn_1: 0.1803 (0.1779) loss_bbox_dn_2: 0.1699 (0.1678) loss_bbox_dn_3: 0.1652 (0.1648) loss_bbox_dn_4: 0.1639 (0.1643) loss_bbox_dn_5: 0.1638 (0.1643) loss_bbox_dn_pre: 0.2472 (0.2462) loss_bbox_enc_0: 0.2263 (0.2213) loss_bbox_pre: 0.1896 (0.1864) loss_dfl: 0.9586 (0.9607) loss_fgl_aux_0: 0.9906 (0.9936) loss_fgl_aux_1: 0.9627 (0.9633) loss_fgl_aux_2: 0.9587 (0.9609) loss_fgl_aux_3: 0.9573 (0.9607) loss_fgl_aux_4: 0.9581 (0.9607) loss_fgl_dn_0: 1.0890 (1.0905) loss_fgl_dn_1: 0.9867 (0.9863) loss_fgl_dn_2: 0.9746 (0.9776) loss_fgl_dn_3: 0.9755 (0.9782) loss_fgl_dn_4: 0.9762 (0.9786) loss_fgl_dn_5: 0.9762 (0.9786) loss_giou: 0.5498 (0.5679) loss_giou_aux_0: 0.5871 (0.5938) loss_giou_aux_1: 0.5559 (0.5733) loss_giou_aux_2: 0.5502 (0.5687) loss_giou_aux_3: 0.5488 (0.5680) loss_giou_aux_4: 0.5497 (0.5679) loss_giou_dn_0: 0.5658 (0.5753) loss_giou_dn_1: 0.4486 (0.4632) loss_giou_dn_2: 0.4307 (0.4461) loss_giou_dn_3: 0.4253 (0.4418) loss_giou_dn_4: 0.4245 (0.4409) loss_giou_dn_5: 0.4246 (0.4409) loss_giou_dn_pre: 0.5638 (0.5745) loss_giou_enc_0: 0.6452 (0.6678) loss_giou_pre: 0.5823 (0.5921) loss_ddf_aux_0: 0.0533 (0.0541) loss_ddf_aux_1: 0.0076 (0.0073) loss_ddf_aux_2: 0.0017 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2704 (0.2563) loss_ddf_dn_1: 0.0337 (0.0328) loss_ddf_dn_2: 0.0065 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6486 (0.6633) loss_vfl_aux_0: 0.7310 (0.7365) loss_vfl_aux_1: 0.7051 (0.7123) loss_vfl_aux_2: 0.6838 (0.6939) loss_vfl_aux_3: 0.6638 (0.6742) loss_vfl_aux_4: 0.6508 (0.6653) loss_vfl_dn_0: 0.4867 (0.4892) loss_vfl_dn_1: 0.4185 (0.4241) loss_vfl_dn_2: 0.4025 (0.4087) loss_vfl_dn_3: 0.3918 (0.4000) loss_vfl_dn_4: 0.3887 (0.3968) loss_vfl_dn_5: 0.3885 (0.3962) loss_vfl_dn_pre: 0.4874 (0.4897) loss_vfl_enc_0: 0.7360 (0.7395) loss_vfl_pre: 0.7307 (0.7391) time: 1.6784 data: 0.0255 max mem: 9084 Epoch: [35] [ 600/3696] eta: 0:47:15 lr: 0.000013 loss: 31.6910 (31.6606) loss_bbox: 0.1772 (0.1744) loss_bbox_aux_0: 0.1830 (0.1870) loss_bbox_aux_1: 0.1745 (0.1773) loss_bbox_aux_2: 0.1759 (0.1750) loss_bbox_aux_3: 0.1774 (0.1745) loss_bbox_aux_4: 0.1772 (0.1744) loss_bbox_dn_0: 0.2489 (0.2409) loss_bbox_dn_1: 0.1871 (0.1782) loss_bbox_dn_2: 0.1730 (0.1681) loss_bbox_dn_3: 0.1715 (0.1652) loss_bbox_dn_4: 0.1700 (0.1647) loss_bbox_dn_5: 0.1700 (0.1646) loss_bbox_dn_pre: 0.2558 (0.2466) loss_bbox_enc_0: 0.2247 (0.2227) loss_bbox_pre: 0.1833 (0.1872) loss_dfl: 0.9519 (0.9605) loss_fgl_aux_0: 0.9838 (0.9935) loss_fgl_aux_1: 0.9532 (0.9631) loss_fgl_aux_2: 0.9520 (0.9607) loss_fgl_aux_3: 0.9525 (0.9605) loss_fgl_aux_4: 0.9520 (0.9605) loss_fgl_dn_0: 1.0819 (1.0903) loss_fgl_dn_1: 0.9714 (0.9859) loss_fgl_dn_2: 0.9655 (0.9772) loss_fgl_dn_3: 0.9657 (0.9778) loss_fgl_dn_4: 0.9663 (0.9782) loss_fgl_dn_5: 0.9662 (0.9782) loss_giou: 0.5714 (0.5687) loss_giou_aux_0: 0.5831 (0.5947) loss_giou_aux_1: 0.5714 (0.5742) loss_giou_aux_2: 0.5664 (0.5696) loss_giou_aux_3: 0.5701 (0.5689) loss_giou_aux_4: 0.5714 (0.5688) loss_giou_dn_0: 0.5758 (0.5759) loss_giou_dn_1: 0.4534 (0.4636) loss_giou_dn_2: 0.4356 (0.4465) loss_giou_dn_3: 0.4312 (0.4421) loss_giou_dn_4: 0.4314 (0.4412) loss_giou_dn_5: 0.4314 (0.4412) loss_giou_dn_pre: 0.5722 (0.5751) loss_giou_enc_0: 0.6652 (0.6690) loss_giou_pre: 0.5798 (0.5930) loss_ddf_aux_0: 0.0517 (0.0542) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2536 (0.2562) loss_ddf_dn_1: 0.0330 (0.0329) loss_ddf_dn_2: 0.0069 (0.0067) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6370 (0.6623) loss_vfl_aux_0: 0.7267 (0.7357) loss_vfl_aux_1: 0.6922 (0.7108) loss_vfl_aux_2: 0.6653 (0.6929) loss_vfl_aux_3: 0.6474 (0.6735) loss_vfl_aux_4: 0.6359 (0.6641) loss_vfl_dn_0: 0.4866 (0.4893) loss_vfl_dn_1: 0.4162 (0.4242) loss_vfl_dn_2: 0.3998 (0.4087) loss_vfl_dn_3: 0.3907 (0.4000) loss_vfl_dn_4: 0.3889 (0.3969) loss_vfl_dn_5: 0.3878 (0.3963) loss_vfl_dn_pre: 0.4875 (0.4897) loss_vfl_enc_0: 0.7289 (0.7383) loss_vfl_pre: 0.7285 (0.7384) time: 0.7606 data: 0.0281 max mem: 9084 Epoch: [35] [ 700/3696] eta: 0:45:17 lr: 0.000013 loss: 31.4715 (31.6812) loss_bbox: 0.1637 (0.1754) loss_bbox_aux_0: 0.1835 (0.1881) loss_bbox_aux_1: 0.1678 (0.1782) loss_bbox_aux_2: 0.1627 (0.1760) loss_bbox_aux_3: 0.1641 (0.1755) loss_bbox_aux_4: 0.1639 (0.1754) loss_bbox_dn_0: 0.2419 (0.2427) loss_bbox_dn_1: 0.1750 (0.1798) loss_bbox_dn_2: 0.1657 (0.1696) loss_bbox_dn_3: 0.1632 (0.1666) loss_bbox_dn_4: 0.1624 (0.1661) loss_bbox_dn_5: 0.1624 (0.1661) loss_bbox_dn_pre: 0.2453 (0.2484) loss_bbox_enc_0: 0.2223 (0.2239) loss_bbox_pre: 0.1813 (0.1883) loss_dfl: 0.9466 (0.9605) loss_fgl_aux_0: 0.9775 (0.9935) loss_fgl_aux_1: 0.9493 (0.9631) loss_fgl_aux_2: 0.9450 (0.9607) loss_fgl_aux_3: 0.9460 (0.9605) loss_fgl_aux_4: 0.9468 (0.9605) loss_fgl_dn_0: 1.0843 (1.0900) loss_fgl_dn_1: 0.9807 (0.9857) loss_fgl_dn_2: 0.9716 (0.9769) loss_fgl_dn_3: 0.9726 (0.9775) loss_fgl_dn_4: 0.9742 (0.9779) loss_fgl_dn_5: 0.9742 (0.9779) loss_giou: 0.6055 (0.5680) loss_giou_aux_0: 0.6362 (0.5940) loss_giou_aux_1: 0.6127 (0.5735) loss_giou_aux_2: 0.6065 (0.5689) loss_giou_aux_3: 0.6061 (0.5681) loss_giou_aux_4: 0.6058 (0.5680) loss_giou_dn_0: 0.5518 (0.5759) loss_giou_dn_1: 0.4381 (0.4636) loss_giou_dn_2: 0.4248 (0.4465) loss_giou_dn_3: 0.4190 (0.4422) loss_giou_dn_4: 0.4182 (0.4413) loss_giou_dn_5: 0.4182 (0.4413) loss_giou_dn_pre: 0.5508 (0.5750) loss_giou_enc_0: 0.6922 (0.6685) loss_giou_pre: 0.6351 (0.5923) loss_ddf_aux_0: 0.0538 (0.0543) loss_ddf_aux_1: 0.0071 (0.0075) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2530 (0.2571) loss_ddf_dn_1: 0.0327 (0.0331) loss_ddf_dn_2: 0.0062 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6667 (0.6632) loss_vfl_aux_0: 0.7417 (0.7370) loss_vfl_aux_1: 0.7197 (0.7118) loss_vfl_aux_2: 0.6956 (0.6936) loss_vfl_aux_3: 0.6693 (0.6741) loss_vfl_aux_4: 0.6736 (0.6649) loss_vfl_dn_0: 0.4900 (0.4892) loss_vfl_dn_1: 0.4199 (0.4242) loss_vfl_dn_2: 0.4055 (0.4087) loss_vfl_dn_3: 0.3925 (0.4000) loss_vfl_dn_4: 0.3909 (0.3969) loss_vfl_dn_5: 0.3905 (0.3963) loss_vfl_dn_pre: 0.4896 (0.4897) loss_vfl_enc_0: 0.7385 (0.7385) loss_vfl_pre: 0.7397 (0.7398) time: 0.7358 data: 0.0324 max mem: 9084 Epoch: [35] [ 800/3696] eta: 0:42:47 lr: 0.000013 loss: 31.7497 (31.6906) loss_bbox: 0.1739 (0.1756) loss_bbox_aux_0: 0.1900 (0.1884) loss_bbox_aux_1: 0.1778 (0.1784) loss_bbox_aux_2: 0.1764 (0.1762) loss_bbox_aux_3: 0.1738 (0.1757) loss_bbox_aux_4: 0.1739 (0.1756) loss_bbox_dn_0: 0.2487 (0.2433) loss_bbox_dn_1: 0.1776 (0.1803) loss_bbox_dn_2: 0.1632 (0.1700) loss_bbox_dn_3: 0.1606 (0.1670) loss_bbox_dn_4: 0.1597 (0.1665) loss_bbox_dn_5: 0.1597 (0.1665) loss_bbox_dn_pre: 0.2586 (0.2489) loss_bbox_enc_0: 0.2258 (0.2241) loss_bbox_pre: 0.1895 (0.1886) loss_dfl: 0.9770 (0.9616) loss_fgl_aux_0: 1.0157 (0.9946) loss_fgl_aux_1: 0.9803 (0.9642) loss_fgl_aux_2: 0.9773 (0.9617) loss_fgl_aux_3: 0.9767 (0.9616) loss_fgl_aux_4: 0.9770 (0.9616) loss_fgl_dn_0: 1.0939 (1.0901) loss_fgl_dn_1: 0.9883 (0.9860) loss_fgl_dn_2: 0.9774 (0.9772) loss_fgl_dn_3: 0.9774 (0.9778) loss_fgl_dn_4: 0.9773 (0.9782) loss_fgl_dn_5: 0.9773 (0.9782) loss_giou: 0.5153 (0.5666) loss_giou_aux_0: 0.5477 (0.5925) loss_giou_aux_1: 0.5206 (0.5720) loss_giou_aux_2: 0.5152 (0.5674) loss_giou_aux_3: 0.5149 (0.5667) loss_giou_aux_4: 0.5151 (0.5666) loss_giou_dn_0: 0.5538 (0.5752) loss_giou_dn_1: 0.4360 (0.4632) loss_giou_dn_2: 0.4200 (0.4462) loss_giou_dn_3: 0.4137 (0.4417) loss_giou_dn_4: 0.4135 (0.4408) loss_giou_dn_5: 0.4136 (0.4408) loss_giou_dn_pre: 0.5504 (0.5743) loss_giou_enc_0: 0.6317 (0.6668) loss_giou_pre: 0.5477 (0.5909) loss_ddf_aux_0: 0.0593 (0.0545) loss_ddf_aux_1: 0.0075 (0.0075) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2548 (0.2564) loss_ddf_dn_1: 0.0333 (0.0331) loss_ddf_dn_2: 0.0074 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6718 (0.6649) loss_vfl_aux_0: 0.7557 (0.7385) loss_vfl_aux_1: 0.7291 (0.7137) loss_vfl_aux_2: 0.7075 (0.6951) loss_vfl_aux_3: 0.6747 (0.6755) loss_vfl_aux_4: 0.6741 (0.6665) loss_vfl_dn_0: 0.4875 (0.4893) loss_vfl_dn_1: 0.4203 (0.4241) loss_vfl_dn_2: 0.4081 (0.4087) loss_vfl_dn_3: 0.3990 (0.4000) loss_vfl_dn_4: 0.3976 (0.3969) loss_vfl_dn_5: 0.3967 (0.3964) loss_vfl_dn_pre: 0.4886 (0.4898) loss_vfl_enc_0: 0.7517 (0.7393) loss_vfl_pre: 0.7686 (0.7412) time: 0.7487 data: 0.0313 max mem: 9084 Epoch: [35] [ 900/3696] eta: 0:40:46 lr: 0.000013 loss: 31.6177 (31.6878) loss_bbox: 0.1828 (0.1759) loss_bbox_aux_0: 0.1993 (0.1887) loss_bbox_aux_1: 0.1874 (0.1787) loss_bbox_aux_2: 0.1831 (0.1765) loss_bbox_aux_3: 0.1829 (0.1760) loss_bbox_aux_4: 0.1829 (0.1759) loss_bbox_dn_0: 0.2620 (0.2437) loss_bbox_dn_1: 0.1868 (0.1807) loss_bbox_dn_2: 0.1772 (0.1704) loss_bbox_dn_3: 0.1753 (0.1673) loss_bbox_dn_4: 0.1742 (0.1668) loss_bbox_dn_5: 0.1742 (0.1668) loss_bbox_dn_pre: 0.2669 (0.2492) loss_bbox_enc_0: 0.2274 (0.2243) loss_bbox_pre: 0.1946 (0.1890) loss_dfl: 0.9578 (0.9616) loss_fgl_aux_0: 1.0002 (0.9947) loss_fgl_aux_1: 0.9628 (0.9643) loss_fgl_aux_2: 0.9590 (0.9618) loss_fgl_aux_3: 0.9569 (0.9616) loss_fgl_aux_4: 0.9577 (0.9616) loss_fgl_dn_0: 1.0913 (1.0899) loss_fgl_dn_1: 0.9753 (0.9858) loss_fgl_dn_2: 0.9678 (0.9770) loss_fgl_dn_3: 0.9679 (0.9776) loss_fgl_dn_4: 0.9683 (0.9780) loss_fgl_dn_5: 0.9683 (0.9780) loss_giou: 0.5442 (0.5663) loss_giou_aux_0: 0.5701 (0.5922) loss_giou_aux_1: 0.5516 (0.5717) loss_giou_aux_2: 0.5442 (0.5672) loss_giou_aux_3: 0.5436 (0.5664) loss_giou_aux_4: 0.5443 (0.5663) loss_giou_dn_0: 0.5564 (0.5750) loss_giou_dn_1: 0.4539 (0.4631) loss_giou_dn_2: 0.4332 (0.4461) loss_giou_dn_3: 0.4311 (0.4416) loss_giou_dn_4: 0.4311 (0.4407) loss_giou_dn_5: 0.4312 (0.4407) loss_giou_dn_pre: 0.5582 (0.5741) loss_giou_enc_0: 0.6393 (0.6664) loss_giou_pre: 0.5667 (0.5906) loss_ddf_aux_0: 0.0527 (0.0544) loss_ddf_aux_1: 0.0075 (0.0075) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2617 (0.2564) loss_ddf_dn_1: 0.0339 (0.0333) loss_ddf_dn_2: 0.0068 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6634 (0.6644) loss_vfl_aux_0: 0.7437 (0.7385) loss_vfl_aux_1: 0.7072 (0.7132) loss_vfl_aux_2: 0.6976 (0.6948) loss_vfl_aux_3: 0.6665 (0.6751) loss_vfl_aux_4: 0.6581 (0.6662) loss_vfl_dn_0: 0.4890 (0.4892) loss_vfl_dn_1: 0.4144 (0.4240) loss_vfl_dn_2: 0.4019 (0.4086) loss_vfl_dn_3: 0.3930 (0.4000) loss_vfl_dn_4: 0.3900 (0.3969) loss_vfl_dn_5: 0.3907 (0.3963) loss_vfl_dn_pre: 0.4904 (0.4896) loss_vfl_enc_0: 0.7413 (0.7387) loss_vfl_pre: 0.7418 (0.7411) time: 0.9525 data: 0.0287 max mem: 9084 Epoch: [35] [1000/3696] eta: 0:38:48 lr: 0.000013 loss: 31.8158 (31.7010) loss_bbox: 0.1657 (0.1761) loss_bbox_aux_0: 0.1840 (0.1889) loss_bbox_aux_1: 0.1697 (0.1789) loss_bbox_aux_2: 0.1663 (0.1767) loss_bbox_aux_3: 0.1658 (0.1762) loss_bbox_aux_4: 0.1657 (0.1761) loss_bbox_dn_0: 0.2445 (0.2436) loss_bbox_dn_1: 0.1786 (0.1806) loss_bbox_dn_2: 0.1701 (0.1703) loss_bbox_dn_3: 0.1641 (0.1672) loss_bbox_dn_4: 0.1634 (0.1667) loss_bbox_dn_5: 0.1634 (0.1667) loss_bbox_dn_pre: 0.2463 (0.2491) loss_bbox_enc_0: 0.2195 (0.2245) loss_bbox_pre: 0.1853 (0.1891) loss_dfl: 0.9694 (0.9619) loss_fgl_aux_0: 1.0001 (0.9951) loss_fgl_aux_1: 0.9726 (0.9646) loss_fgl_aux_2: 0.9681 (0.9621) loss_fgl_aux_3: 0.9695 (0.9619) loss_fgl_aux_4: 0.9696 (0.9619) loss_fgl_dn_0: 1.0892 (1.0901) loss_fgl_dn_1: 0.9937 (0.9860) loss_fgl_dn_2: 0.9841 (0.9772) loss_fgl_dn_3: 0.9857 (0.9778) loss_fgl_dn_4: 0.9864 (0.9782) loss_fgl_dn_5: 0.9864 (0.9782) loss_giou: 0.5518 (0.5663) loss_giou_aux_0: 0.5837 (0.5922) loss_giou_aux_1: 0.5589 (0.5717) loss_giou_aux_2: 0.5540 (0.5671) loss_giou_aux_3: 0.5517 (0.5664) loss_giou_aux_4: 0.5518 (0.5663) loss_giou_dn_0: 0.5842 (0.5749) loss_giou_dn_1: 0.4617 (0.4631) loss_giou_dn_2: 0.4448 (0.4460) loss_giou_dn_3: 0.4420 (0.4416) loss_giou_dn_4: 0.4409 (0.4407) loss_giou_dn_5: 0.4409 (0.4407) loss_giou_dn_pre: 0.5809 (0.5740) loss_giou_enc_0: 0.6645 (0.6664) loss_giou_pre: 0.5814 (0.5905) loss_ddf_aux_0: 0.0537 (0.0545) loss_ddf_aux_1: 0.0068 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2495 (0.2562) loss_ddf_dn_1: 0.0339 (0.0332) loss_ddf_dn_2: 0.0067 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6823 (0.6657) loss_vfl_aux_0: 0.7613 (0.7393) loss_vfl_aux_1: 0.7216 (0.7145) loss_vfl_aux_2: 0.7065 (0.6962) loss_vfl_aux_3: 0.6995 (0.6765) loss_vfl_aux_4: 0.6781 (0.6676) loss_vfl_dn_0: 0.4959 (0.4892) loss_vfl_dn_1: 0.4323 (0.4239) loss_vfl_dn_2: 0.4221 (0.4087) loss_vfl_dn_3: 0.4095 (0.4001) loss_vfl_dn_4: 0.4031 (0.3970) loss_vfl_dn_5: 0.4033 (0.3964) loss_vfl_dn_pre: 0.4962 (0.4897) loss_vfl_enc_0: 0.7526 (0.7393) loss_vfl_pre: 0.7654 (0.7419) time: 0.7866 data: 0.0282 max mem: 9084 Epoch: [35] [1100/3696] eta: 0:36:54 lr: 0.000013 loss: 31.8394 (31.7059) loss_bbox: 0.1859 (0.1763) loss_bbox_aux_0: 0.2031 (0.1891) loss_bbox_aux_1: 0.1884 (0.1790) loss_bbox_aux_2: 0.1873 (0.1768) loss_bbox_aux_3: 0.1860 (0.1764) loss_bbox_aux_4: 0.1860 (0.1763) loss_bbox_dn_0: 0.2529 (0.2437) loss_bbox_dn_1: 0.1873 (0.1809) loss_bbox_dn_2: 0.1727 (0.1706) loss_bbox_dn_3: 0.1688 (0.1675) loss_bbox_dn_4: 0.1682 (0.1670) loss_bbox_dn_5: 0.1682 (0.1670) loss_bbox_dn_pre: 0.2524 (0.2492) loss_bbox_enc_0: 0.2478 (0.2248) loss_bbox_pre: 0.2019 (0.1893) loss_dfl: 0.9489 (0.9613) loss_fgl_aux_0: 0.9905 (0.9943) loss_fgl_aux_1: 0.9525 (0.9639) loss_fgl_aux_2: 0.9514 (0.9615) loss_fgl_aux_3: 0.9493 (0.9613) loss_fgl_aux_4: 0.9493 (0.9613) loss_fgl_dn_0: 1.0896 (1.0897) loss_fgl_dn_1: 0.9894 (0.9858) loss_fgl_dn_2: 0.9816 (0.9770) loss_fgl_dn_3: 0.9827 (0.9777) loss_fgl_dn_4: 0.9827 (0.9781) loss_fgl_dn_5: 0.9828 (0.9781) loss_giou: 0.5660 (0.5675) loss_giou_aux_0: 0.5893 (0.5934) loss_giou_aux_1: 0.5674 (0.5730) loss_giou_aux_2: 0.5660 (0.5684) loss_giou_aux_3: 0.5659 (0.5677) loss_giou_aux_4: 0.5660 (0.5676) loss_giou_dn_0: 0.5776 (0.5753) loss_giou_dn_1: 0.4676 (0.4637) loss_giou_dn_2: 0.4453 (0.4466) loss_giou_dn_3: 0.4361 (0.4422) loss_giou_dn_4: 0.4345 (0.4413) loss_giou_dn_5: 0.4346 (0.4413) loss_giou_dn_pre: 0.5774 (0.5744) loss_giou_enc_0: 0.6663 (0.6676) loss_giou_pre: 0.5876 (0.5918) loss_ddf_aux_0: 0.0533 (0.0544) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2292 (0.2553) loss_ddf_dn_1: 0.0298 (0.0331) loss_ddf_dn_2: 0.0057 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6360 (0.6655) loss_vfl_aux_0: 0.7025 (0.7383) loss_vfl_aux_1: 0.6919 (0.7139) loss_vfl_aux_2: 0.6632 (0.6956) loss_vfl_aux_3: 0.6454 (0.6760) loss_vfl_aux_4: 0.6376 (0.6672) loss_vfl_dn_0: 0.4886 (0.4891) loss_vfl_dn_1: 0.4247 (0.4239) loss_vfl_dn_2: 0.4111 (0.4087) loss_vfl_dn_3: 0.4002 (0.4001) loss_vfl_dn_4: 0.4007 (0.3970) loss_vfl_dn_5: 0.3984 (0.3964) loss_vfl_dn_pre: 0.4883 (0.4896) loss_vfl_enc_0: 0.7088 (0.7385) loss_vfl_pre: 0.7062 (0.7409) time: 0.7635 data: 0.0392 max mem: 9084 Epoch: [35] [1200/3696] eta: 0:36:54 lr: 0.000013 loss: 32.1771 (31.7115) loss_bbox: 0.1785 (0.1762) loss_bbox_aux_0: 0.1869 (0.1890) loss_bbox_aux_1: 0.1802 (0.1790) loss_bbox_aux_2: 0.1788 (0.1768) loss_bbox_aux_3: 0.1784 (0.1763) loss_bbox_aux_4: 0.1785 (0.1762) loss_bbox_dn_0: 0.2357 (0.2441) loss_bbox_dn_1: 0.1750 (0.1811) loss_bbox_dn_2: 0.1619 (0.1707) loss_bbox_dn_3: 0.1570 (0.1676) loss_bbox_dn_4: 0.1567 (0.1671) loss_bbox_dn_5: 0.1567 (0.1671) loss_bbox_dn_pre: 0.2423 (0.2496) loss_bbox_enc_0: 0.2258 (0.2248) loss_bbox_pre: 0.1876 (0.1893) loss_dfl: 0.9593 (0.9615) loss_fgl_aux_0: 0.9876 (0.9946) loss_fgl_aux_1: 0.9605 (0.9641) loss_fgl_aux_2: 0.9597 (0.9617) loss_fgl_aux_3: 0.9594 (0.9615) loss_fgl_aux_4: 0.9592 (0.9615) loss_fgl_dn_0: 1.0922 (1.0898) loss_fgl_dn_1: 0.9925 (0.9859) loss_fgl_dn_2: 0.9874 (0.9771) loss_fgl_dn_3: 0.9893 (0.9778) loss_fgl_dn_4: 0.9899 (0.9782) loss_fgl_dn_5: 0.9900 (0.9782) loss_giou: 0.5777 (0.5671) loss_giou_aux_0: 0.6051 (0.5929) loss_giou_aux_1: 0.5901 (0.5725) loss_giou_aux_2: 0.5821 (0.5679) loss_giou_aux_3: 0.5800 (0.5672) loss_giou_aux_4: 0.5790 (0.5671) loss_giou_dn_0: 0.5924 (0.5754) loss_giou_dn_1: 0.4934 (0.4638) loss_giou_dn_2: 0.4766 (0.4466) loss_giou_dn_3: 0.4727 (0.4422) loss_giou_dn_4: 0.4716 (0.4413) loss_giou_dn_5: 0.4716 (0.4413) loss_giou_dn_pre: 0.5902 (0.5745) loss_giou_enc_0: 0.6890 (0.6670) loss_giou_pre: 0.6059 (0.5913) loss_ddf_aux_0: 0.0536 (0.0545) loss_ddf_aux_1: 0.0075 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2513 (0.2553) loss_ddf_dn_1: 0.0310 (0.0331) loss_ddf_dn_2: 0.0059 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6667 (0.6662) loss_vfl_aux_0: 0.7562 (0.7390) loss_vfl_aux_1: 0.7070 (0.7146) loss_vfl_aux_2: 0.7026 (0.6962) loss_vfl_aux_3: 0.6627 (0.6767) loss_vfl_aux_4: 0.6702 (0.6679) loss_vfl_dn_0: 0.4884 (0.4893) loss_vfl_dn_1: 0.4301 (0.4241) loss_vfl_dn_2: 0.4122 (0.4089) loss_vfl_dn_3: 0.4043 (0.4002) loss_vfl_dn_4: 0.3994 (0.3971) loss_vfl_dn_5: 0.4001 (0.3965) loss_vfl_dn_pre: 0.4893 (0.4898) loss_vfl_enc_0: 0.7366 (0.7392) loss_vfl_pre: 0.7592 (0.7415) time: 0.7217 data: 0.0301 max mem: 9084 Epoch: [35] [1300/3696] eta: 0:35:00 lr: 0.000013 loss: 31.6538 (31.7135) loss_bbox: 0.1825 (0.1767) loss_bbox_aux_0: 0.1950 (0.1896) loss_bbox_aux_1: 0.1804 (0.1795) loss_bbox_aux_2: 0.1810 (0.1773) loss_bbox_aux_3: 0.1823 (0.1768) loss_bbox_aux_4: 0.1824 (0.1767) loss_bbox_dn_0: 0.2721 (0.2447) loss_bbox_dn_1: 0.1921 (0.1816) loss_bbox_dn_2: 0.1816 (0.1713) loss_bbox_dn_3: 0.1807 (0.1682) loss_bbox_dn_4: 0.1785 (0.1676) loss_bbox_dn_5: 0.1786 (0.1676) loss_bbox_dn_pre: 0.2752 (0.2503) loss_bbox_enc_0: 0.2395 (0.2255) loss_bbox_pre: 0.1962 (0.1898) loss_dfl: 0.9548 (0.9614) loss_fgl_aux_0: 0.9960 (0.9945) loss_fgl_aux_1: 0.9556 (0.9640) loss_fgl_aux_2: 0.9539 (0.9616) loss_fgl_aux_3: 0.9547 (0.9614) loss_fgl_aux_4: 0.9548 (0.9614) loss_fgl_dn_0: 1.0911 (1.0897) loss_fgl_dn_1: 0.9827 (0.9859) loss_fgl_dn_2: 0.9735 (0.9772) loss_fgl_dn_3: 0.9747 (0.9778) loss_fgl_dn_4: 0.9752 (0.9782) loss_fgl_dn_5: 0.9753 (0.9782) loss_giou: 0.5676 (0.5670) loss_giou_aux_0: 0.5966 (0.5927) loss_giou_aux_1: 0.5731 (0.5724) loss_giou_aux_2: 0.5663 (0.5678) loss_giou_aux_3: 0.5670 (0.5671) loss_giou_aux_4: 0.5674 (0.5670) loss_giou_dn_0: 0.5647 (0.5750) loss_giou_dn_1: 0.4453 (0.4634) loss_giou_dn_2: 0.4301 (0.4464) loss_giou_dn_3: 0.4290 (0.4419) loss_giou_dn_4: 0.4286 (0.4410) loss_giou_dn_5: 0.4285 (0.4410) loss_giou_dn_pre: 0.5651 (0.5741) loss_giou_enc_0: 0.6633 (0.6668) loss_giou_pre: 0.5912 (0.5911) loss_ddf_aux_0: 0.0543 (0.0544) loss_ddf_aux_1: 0.0068 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2542 (0.2548) loss_ddf_dn_1: 0.0323 (0.0330) loss_ddf_dn_2: 0.0076 (0.0068) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6682 (0.6657) loss_vfl_aux_0: 0.7224 (0.7389) loss_vfl_aux_1: 0.7122 (0.7139) loss_vfl_aux_2: 0.7025 (0.6956) loss_vfl_aux_3: 0.6775 (0.6764) loss_vfl_aux_4: 0.6642 (0.6674) loss_vfl_dn_0: 0.4899 (0.4893) loss_vfl_dn_1: 0.4260 (0.4242) loss_vfl_dn_2: 0.4075 (0.4089) loss_vfl_dn_3: 0.3979 (0.4003) loss_vfl_dn_4: 0.3952 (0.3971) loss_vfl_dn_5: 0.3955 (0.3966) loss_vfl_dn_pre: 0.4897 (0.4898) loss_vfl_enc_0: 0.7396 (0.7393) loss_vfl_pre: 0.7354 (0.7415) time: 0.7600 data: 0.0348 max mem: 9084 Epoch: [35] [1400/3696] eta: 0:33:15 lr: 0.000013 loss: 31.7122 (31.7160) loss_bbox: 0.1506 (0.1771) loss_bbox_aux_0: 0.1616 (0.1899) loss_bbox_aux_1: 0.1516 (0.1798) loss_bbox_aux_2: 0.1505 (0.1776) loss_bbox_aux_3: 0.1508 (0.1772) loss_bbox_aux_4: 0.1507 (0.1771) loss_bbox_dn_0: 0.2133 (0.2451) loss_bbox_dn_1: 0.1521 (0.1819) loss_bbox_dn_2: 0.1447 (0.1716) loss_bbox_dn_3: 0.1438 (0.1685) loss_bbox_dn_4: 0.1433 (0.1680) loss_bbox_dn_5: 0.1434 (0.1680) loss_bbox_dn_pre: 0.2157 (0.2506) loss_bbox_enc_0: 0.1964 (0.2260) loss_bbox_pre: 0.1616 (0.1902) loss_dfl: 0.9326 (0.9610) loss_fgl_aux_0: 0.9741 (0.9942) loss_fgl_aux_1: 0.9358 (0.9637) loss_fgl_aux_2: 0.9324 (0.9612) loss_fgl_aux_3: 0.9324 (0.9610) loss_fgl_aux_4: 0.9326 (0.9610) loss_fgl_dn_0: 1.0845 (1.0895) loss_fgl_dn_1: 0.9813 (0.9857) loss_fgl_dn_2: 0.9767 (0.9770) loss_fgl_dn_3: 0.9766 (0.9777) loss_fgl_dn_4: 0.9767 (0.9780) loss_fgl_dn_5: 0.9767 (0.9781) loss_giou: 0.5569 (0.5675) loss_giou_aux_0: 0.5850 (0.5932) loss_giou_aux_1: 0.5604 (0.5729) loss_giou_aux_2: 0.5554 (0.5683) loss_giou_aux_3: 0.5562 (0.5676) loss_giou_aux_4: 0.5571 (0.5675) loss_giou_dn_0: 0.5727 (0.5751) loss_giou_dn_1: 0.4551 (0.4636) loss_giou_dn_2: 0.4392 (0.4466) loss_giou_dn_3: 0.4341 (0.4421) loss_giou_dn_4: 0.4326 (0.4412) loss_giou_dn_5: 0.4327 (0.4412) loss_giou_dn_pre: 0.5704 (0.5742) loss_giou_enc_0: 0.6780 (0.6674) loss_giou_pre: 0.5827 (0.5916) loss_ddf_aux_0: 0.0502 (0.0542) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2447 (0.2546) loss_ddf_dn_1: 0.0315 (0.0330) loss_ddf_dn_2: 0.0056 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6447 (0.6650) loss_vfl_aux_0: 0.7324 (0.7387) loss_vfl_aux_1: 0.7114 (0.7136) loss_vfl_aux_2: 0.6733 (0.6951) loss_vfl_aux_3: 0.6591 (0.6759) loss_vfl_aux_4: 0.6448 (0.6668) loss_vfl_dn_0: 0.4846 (0.4892) loss_vfl_dn_1: 0.4259 (0.4241) loss_vfl_dn_2: 0.4125 (0.4088) loss_vfl_dn_3: 0.4028 (0.4002) loss_vfl_dn_4: 0.3992 (0.3971) loss_vfl_dn_5: 0.3971 (0.3965) loss_vfl_dn_pre: 0.4845 (0.4897) loss_vfl_enc_0: 0.7318 (0.7390) loss_vfl_pre: 0.7372 (0.7411) time: 0.7415 data: 0.0311 max mem: 9084 Epoch: [35] [1500/3696] eta: 0:31:31 lr: 0.000013 loss: 31.7334 (31.7230) loss_bbox: 0.1602 (0.1770) loss_bbox_aux_0: 0.1715 (0.1898) loss_bbox_aux_1: 0.1627 (0.1798) loss_bbox_aux_2: 0.1607 (0.1776) loss_bbox_aux_3: 0.1604 (0.1771) loss_bbox_aux_4: 0.1604 (0.1770) loss_bbox_dn_0: 0.2417 (0.2450) loss_bbox_dn_1: 0.1816 (0.1820) loss_bbox_dn_2: 0.1739 (0.1717) loss_bbox_dn_3: 0.1708 (0.1686) loss_bbox_dn_4: 0.1691 (0.1680) loss_bbox_dn_5: 0.1691 (0.1680) loss_bbox_dn_pre: 0.2492 (0.2505) loss_bbox_enc_0: 0.2080 (0.2258) loss_bbox_pre: 0.1707 (0.1901) loss_dfl: 0.9699 (0.9612) loss_fgl_aux_0: 1.0072 (0.9944) loss_fgl_aux_1: 0.9717 (0.9638) loss_fgl_aux_2: 0.9700 (0.9614) loss_fgl_aux_3: 0.9702 (0.9612) loss_fgl_aux_4: 0.9704 (0.9612) loss_fgl_dn_0: 1.0936 (1.0894) loss_fgl_dn_1: 0.9919 (0.9858) loss_fgl_dn_2: 0.9840 (0.9771) loss_fgl_dn_3: 0.9843 (0.9778) loss_fgl_dn_4: 0.9849 (0.9782) loss_fgl_dn_5: 0.9851 (0.9782) loss_giou: 0.5395 (0.5677) loss_giou_aux_0: 0.5605 (0.5934) loss_giou_aux_1: 0.5389 (0.5731) loss_giou_aux_2: 0.5381 (0.5685) loss_giou_aux_3: 0.5390 (0.5678) loss_giou_aux_4: 0.5390 (0.5677) loss_giou_dn_0: 0.5830 (0.5754) loss_giou_dn_1: 0.4637 (0.4640) loss_giou_dn_2: 0.4482 (0.4470) loss_giou_dn_3: 0.4396 (0.4425) loss_giou_dn_4: 0.4384 (0.4416) loss_giou_dn_5: 0.4386 (0.4416) loss_giou_dn_pre: 0.5808 (0.5745) loss_giou_enc_0: 0.6256 (0.6677) loss_giou_pre: 0.5577 (0.5918) loss_ddf_aux_0: 0.0540 (0.0541) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2537 (0.2543) loss_ddf_dn_1: 0.0341 (0.0330) loss_ddf_dn_2: 0.0066 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6736 (0.6652) loss_vfl_aux_0: 0.7354 (0.7389) loss_vfl_aux_1: 0.7064 (0.7140) loss_vfl_aux_2: 0.7036 (0.6953) loss_vfl_aux_3: 0.6764 (0.6762) loss_vfl_aux_4: 0.6776 (0.6670) loss_vfl_dn_0: 0.4801 (0.4892) loss_vfl_dn_1: 0.4212 (0.4241) loss_vfl_dn_2: 0.4028 (0.4088) loss_vfl_dn_3: 0.3969 (0.4002) loss_vfl_dn_4: 0.3947 (0.3971) loss_vfl_dn_5: 0.3944 (0.3966) loss_vfl_dn_pre: 0.4808 (0.4897) loss_vfl_enc_0: 0.7494 (0.7393) loss_vfl_pre: 0.7430 (0.7413) time: 0.7405 data: 0.0255 max mem: 9084 Epoch: [35] [1600/3696] eta: 0:29:47 lr: 0.000013 loss: 31.5878 (31.7271) loss_bbox: 0.1823 (0.1767) loss_bbox_aux_0: 0.1939 (0.1894) loss_bbox_aux_1: 0.1858 (0.1794) loss_bbox_aux_2: 0.1835 (0.1772) loss_bbox_aux_3: 0.1823 (0.1768) loss_bbox_aux_4: 0.1822 (0.1767) loss_bbox_dn_0: 0.2399 (0.2444) loss_bbox_dn_1: 0.1705 (0.1816) loss_bbox_dn_2: 0.1647 (0.1713) loss_bbox_dn_3: 0.1666 (0.1682) loss_bbox_dn_4: 0.1677 (0.1676) loss_bbox_dn_5: 0.1677 (0.1676) loss_bbox_dn_pre: 0.2427 (0.2499) loss_bbox_enc_0: 0.2330 (0.2252) loss_bbox_pre: 0.1959 (0.1897) loss_dfl: 0.9490 (0.9611) loss_fgl_aux_0: 0.9945 (0.9942) loss_fgl_aux_1: 0.9541 (0.9637) loss_fgl_aux_2: 0.9484 (0.9613) loss_fgl_aux_3: 0.9485 (0.9611) loss_fgl_aux_4: 0.9489 (0.9610) loss_fgl_dn_0: 1.0859 (1.0894) loss_fgl_dn_1: 0.9807 (0.9860) loss_fgl_dn_2: 0.9687 (0.9773) loss_fgl_dn_3: 0.9708 (0.9780) loss_fgl_dn_4: 0.9710 (0.9784) loss_fgl_dn_5: 0.9710 (0.9784) loss_giou: 0.5799 (0.5684) loss_giou_aux_0: 0.6011 (0.5941) loss_giou_aux_1: 0.5882 (0.5738) loss_giou_aux_2: 0.5791 (0.5693) loss_giou_aux_3: 0.5798 (0.5685) loss_giou_aux_4: 0.5797 (0.5684) loss_giou_dn_0: 0.5648 (0.5757) loss_giou_dn_1: 0.4501 (0.4643) loss_giou_dn_2: 0.4361 (0.4473) loss_giou_dn_3: 0.4333 (0.4429) loss_giou_dn_4: 0.4324 (0.4420) loss_giou_dn_5: 0.4324 (0.4420) loss_giou_dn_pre: 0.5692 (0.5748) loss_giou_enc_0: 0.6696 (0.6684) loss_giou_pre: 0.5982 (0.5925) loss_ddf_aux_0: 0.0511 (0.0540) loss_ddf_aux_1: 0.0066 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2627 (0.2542) loss_ddf_dn_1: 0.0321 (0.0330) loss_ddf_dn_2: 0.0068 (0.0068) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6552 (0.6653) loss_vfl_aux_0: 0.7410 (0.7392) loss_vfl_aux_1: 0.7209 (0.7144) loss_vfl_aux_2: 0.6855 (0.6954) loss_vfl_aux_3: 0.6767 (0.6762) loss_vfl_aux_4: 0.6647 (0.6670) loss_vfl_dn_0: 0.4905 (0.4892) loss_vfl_dn_1: 0.4207 (0.4243) loss_vfl_dn_2: 0.4045 (0.4089) loss_vfl_dn_3: 0.3968 (0.4003) loss_vfl_dn_4: 0.3956 (0.3973) loss_vfl_dn_5: 0.3944 (0.3967) loss_vfl_dn_pre: 0.4911 (0.4897) loss_vfl_enc_0: 0.7472 (0.7394) loss_vfl_pre: 0.7478 (0.7416) time: 0.7332 data: 0.0241 max mem: 9084 Epoch: [35] [1700/3696] eta: 0:28:12 lr: 0.000013 loss: 31.4316 (31.7299) loss_bbox: 0.1585 (0.1768) loss_bbox_aux_0: 0.1704 (0.1894) loss_bbox_aux_1: 0.1598 (0.1795) loss_bbox_aux_2: 0.1595 (0.1773) loss_bbox_aux_3: 0.1585 (0.1769) loss_bbox_aux_4: 0.1585 (0.1768) loss_bbox_dn_0: 0.2188 (0.2439) loss_bbox_dn_1: 0.1595 (0.1812) loss_bbox_dn_2: 0.1488 (0.1710) loss_bbox_dn_3: 0.1461 (0.1679) loss_bbox_dn_4: 0.1451 (0.1673) loss_bbox_dn_5: 0.1450 (0.1673) loss_bbox_dn_pre: 0.2236 (0.2494) loss_bbox_enc_0: 0.2008 (0.2252) loss_bbox_pre: 0.1693 (0.1897) loss_dfl: 0.9696 (0.9608) loss_fgl_aux_0: 0.9982 (0.9939) loss_fgl_aux_1: 0.9719 (0.9635) loss_fgl_aux_2: 0.9679 (0.9610) loss_fgl_aux_3: 0.9698 (0.9608) loss_fgl_aux_4: 0.9695 (0.9608) loss_fgl_dn_0: 1.0928 (1.0894) loss_fgl_dn_1: 0.9841 (0.9860) loss_fgl_dn_2: 0.9754 (0.9773) loss_fgl_dn_3: 0.9768 (0.9780) loss_fgl_dn_4: 0.9772 (0.9784) loss_fgl_dn_5: 0.9771 (0.9784) loss_giou: 0.5497 (0.5693) loss_giou_aux_0: 0.5726 (0.5949) loss_giou_aux_1: 0.5534 (0.5747) loss_giou_aux_2: 0.5505 (0.5701) loss_giou_aux_3: 0.5496 (0.5694) loss_giou_aux_4: 0.5499 (0.5693) loss_giou_dn_0: 0.5744 (0.5761) loss_giou_dn_1: 0.4573 (0.4647) loss_giou_dn_2: 0.4343 (0.4477) loss_giou_dn_3: 0.4317 (0.4432) loss_giou_dn_4: 0.4323 (0.4423) loss_giou_dn_5: 0.4323 (0.4423) loss_giou_dn_pre: 0.5753 (0.5752) loss_giou_enc_0: 0.6410 (0.6691) loss_giou_pre: 0.5714 (0.5933) loss_ddf_aux_0: 0.0475 (0.0538) loss_ddf_aux_1: 0.0064 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2513 (0.2541) loss_ddf_dn_1: 0.0322 (0.0330) loss_ddf_dn_2: 0.0067 (0.0068) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6519 (0.6651) loss_vfl_aux_0: 0.7278 (0.7389) loss_vfl_aux_1: 0.6944 (0.7142) loss_vfl_aux_2: 0.6982 (0.6951) loss_vfl_aux_3: 0.6630 (0.6761) loss_vfl_aux_4: 0.6500 (0.6668) loss_vfl_dn_0: 0.4855 (0.4892) loss_vfl_dn_1: 0.4214 (0.4242) loss_vfl_dn_2: 0.4049 (0.4089) loss_vfl_dn_3: 0.3967 (0.4004) loss_vfl_dn_4: 0.3923 (0.3973) loss_vfl_dn_5: 0.3911 (0.3967) loss_vfl_dn_pre: 0.4857 (0.4897) loss_vfl_enc_0: 0.7000 (0.7390) loss_vfl_pre: 0.7295 (0.7413) time: 0.7354 data: 0.0269 max mem: 9084 Epoch: [35] [1800/3696] eta: 0:26:37 lr: 0.000013 loss: 31.6695 (31.7313) loss_bbox: 0.1686 (0.1768) loss_bbox_aux_0: 0.1765 (0.1895) loss_bbox_aux_1: 0.1676 (0.1795) loss_bbox_aux_2: 0.1671 (0.1774) loss_bbox_aux_3: 0.1689 (0.1769) loss_bbox_aux_4: 0.1686 (0.1769) loss_bbox_dn_0: 0.2284 (0.2441) loss_bbox_dn_1: 0.1774 (0.1813) loss_bbox_dn_2: 0.1598 (0.1711) loss_bbox_dn_3: 0.1585 (0.1679) loss_bbox_dn_4: 0.1569 (0.1674) loss_bbox_dn_5: 0.1568 (0.1674) loss_bbox_dn_pre: 0.2385 (0.2495) loss_bbox_enc_0: 0.2112 (0.2252) loss_bbox_pre: 0.1777 (0.1898) loss_dfl: 0.9607 (0.9610) loss_fgl_aux_0: 0.9885 (0.9941) loss_fgl_aux_1: 0.9638 (0.9636) loss_fgl_aux_2: 0.9615 (0.9612) loss_fgl_aux_3: 0.9614 (0.9610) loss_fgl_aux_4: 0.9608 (0.9610) loss_fgl_dn_0: 1.0847 (1.0895) loss_fgl_dn_1: 0.9929 (0.9861) loss_fgl_dn_2: 0.9890 (0.9774) loss_fgl_dn_3: 0.9887 (0.9781) loss_fgl_dn_4: 0.9890 (0.9785) loss_fgl_dn_5: 0.9889 (0.9785) loss_giou: 0.5944 (0.5691) loss_giou_aux_0: 0.6222 (0.5948) loss_giou_aux_1: 0.6045 (0.5745) loss_giou_aux_2: 0.5963 (0.5699) loss_giou_aux_3: 0.5948 (0.5692) loss_giou_aux_4: 0.5946 (0.5692) loss_giou_dn_0: 0.5880 (0.5762) loss_giou_dn_1: 0.4712 (0.4647) loss_giou_dn_2: 0.4540 (0.4478) loss_giou_dn_3: 0.4490 (0.4432) loss_giou_dn_4: 0.4497 (0.4424) loss_giou_dn_5: 0.4498 (0.4423) loss_giou_dn_pre: 0.5847 (0.5752) loss_giou_enc_0: 0.6926 (0.6689) loss_giou_pre: 0.6197 (0.5932) loss_ddf_aux_0: 0.0515 (0.0538) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2640 (0.2544) loss_ddf_dn_1: 0.0357 (0.0331) loss_ddf_dn_2: 0.0079 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6293 (0.6651) loss_vfl_aux_0: 0.6945 (0.7386) loss_vfl_aux_1: 0.6636 (0.7140) loss_vfl_aux_2: 0.6603 (0.6949) loss_vfl_aux_3: 0.6456 (0.6761) loss_vfl_aux_4: 0.6284 (0.6668) loss_vfl_dn_0: 0.4838 (0.4892) loss_vfl_dn_1: 0.4270 (0.4243) loss_vfl_dn_2: 0.4107 (0.4090) loss_vfl_dn_3: 0.4030 (0.4004) loss_vfl_dn_4: 0.4009 (0.3974) loss_vfl_dn_5: 0.4016 (0.3968) loss_vfl_dn_pre: 0.4827 (0.4896) loss_vfl_enc_0: 0.7037 (0.7385) loss_vfl_pre: 0.6888 (0.7410) time: 0.7357 data: 0.0259 max mem: 9084 Epoch: [35] [1900/3696] eta: 0:25:04 lr: 0.000013 loss: 31.7543 (31.7196) loss_bbox: 0.1650 (0.1767) loss_bbox_aux_0: 0.1755 (0.1894) loss_bbox_aux_1: 0.1687 (0.1794) loss_bbox_aux_2: 0.1655 (0.1773) loss_bbox_aux_3: 0.1648 (0.1768) loss_bbox_aux_4: 0.1650 (0.1767) loss_bbox_dn_0: 0.2175 (0.2438) loss_bbox_dn_1: 0.1585 (0.1811) loss_bbox_dn_2: 0.1522 (0.1708) loss_bbox_dn_3: 0.1502 (0.1677) loss_bbox_dn_4: 0.1517 (0.1672) loss_bbox_dn_5: 0.1520 (0.1671) loss_bbox_dn_pre: 0.2236 (0.2492) loss_bbox_enc_0: 0.2073 (0.2251) loss_bbox_pre: 0.1763 (0.1896) loss_dfl: 0.9487 (0.9609) loss_fgl_aux_0: 0.9817 (0.9940) loss_fgl_aux_1: 0.9540 (0.9635) loss_fgl_aux_2: 0.9486 (0.9611) loss_fgl_aux_3: 0.9492 (0.9609) loss_fgl_aux_4: 0.9489 (0.9609) loss_fgl_dn_0: 1.0800 (1.0894) loss_fgl_dn_1: 0.9822 (0.9860) loss_fgl_dn_2: 0.9727 (0.9773) loss_fgl_dn_3: 0.9731 (0.9780) loss_fgl_dn_4: 0.9732 (0.9784) loss_fgl_dn_5: 0.9733 (0.9784) loss_giou: 0.6171 (0.5688) loss_giou_aux_0: 0.6237 (0.5944) loss_giou_aux_1: 0.6154 (0.5741) loss_giou_aux_2: 0.6147 (0.5696) loss_giou_aux_3: 0.6166 (0.5688) loss_giou_aux_4: 0.6170 (0.5688) loss_giou_dn_0: 0.6143 (0.5759) loss_giou_dn_1: 0.5109 (0.4645) loss_giou_dn_2: 0.4937 (0.4475) loss_giou_dn_3: 0.4874 (0.4430) loss_giou_dn_4: 0.4858 (0.4421) loss_giou_dn_5: 0.4856 (0.4421) loss_giou_dn_pre: 0.6128 (0.5750) loss_giou_enc_0: 0.6882 (0.6686) loss_giou_pre: 0.6222 (0.5927) loss_ddf_aux_0: 0.0475 (0.0537) loss_ddf_aux_1: 0.0067 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2436 (0.2543) loss_ddf_dn_1: 0.0329 (0.0332) loss_ddf_dn_2: 0.0066 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6377 (0.6648) loss_vfl_aux_0: 0.7053 (0.7382) loss_vfl_aux_1: 0.6778 (0.7135) loss_vfl_aux_2: 0.6639 (0.6943) loss_vfl_aux_3: 0.6451 (0.6758) loss_vfl_aux_4: 0.6400 (0.6665) loss_vfl_dn_0: 0.4813 (0.4892) loss_vfl_dn_1: 0.4249 (0.4244) loss_vfl_dn_2: 0.4079 (0.4091) loss_vfl_dn_3: 0.3959 (0.4005) loss_vfl_dn_4: 0.3944 (0.3974) loss_vfl_dn_5: 0.3950 (0.3968) loss_vfl_dn_pre: 0.4831 (0.4897) loss_vfl_enc_0: 0.6821 (0.7382) loss_vfl_pre: 0.7035 (0.7406) time: 0.7544 data: 0.0283 max mem: 9084 Epoch: [35] [2000/3696] eta: 0:23:36 lr: 0.000013 loss: 31.4272 (31.7200) loss_bbox: 0.1787 (0.1769) loss_bbox_aux_0: 0.1872 (0.1896) loss_bbox_aux_1: 0.1826 (0.1796) loss_bbox_aux_2: 0.1793 (0.1775) loss_bbox_aux_3: 0.1786 (0.1770) loss_bbox_aux_4: 0.1786 (0.1769) loss_bbox_dn_0: 0.2337 (0.2441) loss_bbox_dn_1: 0.1784 (0.1813) loss_bbox_dn_2: 0.1653 (0.1710) loss_bbox_dn_3: 0.1649 (0.1679) loss_bbox_dn_4: 0.1646 (0.1673) loss_bbox_dn_5: 0.1646 (0.1673) loss_bbox_dn_pre: 0.2417 (0.2495) loss_bbox_enc_0: 0.2255 (0.2253) loss_bbox_pre: 0.1883 (0.1898) loss_dfl: 0.9651 (0.9608) loss_fgl_aux_0: 0.9931 (0.9939) loss_fgl_aux_1: 0.9618 (0.9635) loss_fgl_aux_2: 0.9638 (0.9610) loss_fgl_aux_3: 0.9650 (0.9608) loss_fgl_aux_4: 0.9651 (0.9608) loss_fgl_dn_0: 1.0849 (1.0894) loss_fgl_dn_1: 0.9760 (0.9861) loss_fgl_dn_2: 0.9710 (0.9773) loss_fgl_dn_3: 0.9718 (0.9781) loss_fgl_dn_4: 0.9722 (0.9785) loss_fgl_dn_5: 0.9722 (0.9785) loss_giou: 0.5227 (0.5687) loss_giou_aux_0: 0.5426 (0.5943) loss_giou_aux_1: 0.5309 (0.5741) loss_giou_aux_2: 0.5230 (0.5695) loss_giou_aux_3: 0.5229 (0.5688) loss_giou_aux_4: 0.5227 (0.5687) loss_giou_dn_0: 0.5357 (0.5758) loss_giou_dn_1: 0.4161 (0.4644) loss_giou_dn_2: 0.4037 (0.4474) loss_giou_dn_3: 0.4003 (0.4429) loss_giou_dn_4: 0.3994 (0.4420) loss_giou_dn_5: 0.3994 (0.4420) loss_giou_dn_pre: 0.5350 (0.5749) loss_giou_enc_0: 0.6275 (0.6685) loss_giou_pre: 0.5418 (0.5927) loss_ddf_aux_0: 0.0539 (0.0536) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2585 (0.2545) loss_ddf_dn_1: 0.0350 (0.0333) loss_ddf_dn_2: 0.0065 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6335 (0.6645) loss_vfl_aux_0: 0.7174 (0.7379) loss_vfl_aux_1: 0.6926 (0.7134) loss_vfl_aux_2: 0.6644 (0.6941) loss_vfl_aux_3: 0.6496 (0.6755) loss_vfl_aux_4: 0.6391 (0.6662) loss_vfl_dn_0: 0.4850 (0.4892) loss_vfl_dn_1: 0.4191 (0.4245) loss_vfl_dn_2: 0.4009 (0.4091) loss_vfl_dn_3: 0.3932 (0.4005) loss_vfl_dn_4: 0.3890 (0.3975) loss_vfl_dn_5: 0.3901 (0.3969) loss_vfl_dn_pre: 0.4844 (0.4897) loss_vfl_enc_0: 0.7284 (0.7381) loss_vfl_pre: 0.7205 (0.7404) time: 0.8884 data: 0.0229 max mem: 9084 Epoch: [35] [2100/3696] eta: 0:22:07 lr: 0.000013 loss: 31.1747 (31.7135) loss_bbox: 0.1860 (0.1768) loss_bbox_aux_0: 0.1994 (0.1895) loss_bbox_aux_1: 0.1882 (0.1795) loss_bbox_aux_2: 0.1863 (0.1774) loss_bbox_aux_3: 0.1861 (0.1769) loss_bbox_aux_4: 0.1861 (0.1768) loss_bbox_dn_0: 0.2483 (0.2440) loss_bbox_dn_1: 0.1709 (0.1812) loss_bbox_dn_2: 0.1552 (0.1709) loss_bbox_dn_3: 0.1552 (0.1678) loss_bbox_dn_4: 0.1543 (0.1672) loss_bbox_dn_5: 0.1543 (0.1672) loss_bbox_dn_pre: 0.2589 (0.2494) loss_bbox_enc_0: 0.2411 (0.2252) loss_bbox_pre: 0.1978 (0.1898) loss_dfl: 0.9631 (0.9610) loss_fgl_aux_0: 0.9970 (0.9941) loss_fgl_aux_1: 0.9673 (0.9637) loss_fgl_aux_2: 0.9619 (0.9613) loss_fgl_aux_3: 0.9629 (0.9611) loss_fgl_aux_4: 0.9631 (0.9610) loss_fgl_dn_0: 1.0965 (1.0896) loss_fgl_dn_1: 0.9767 (0.9862) loss_fgl_dn_2: 0.9645 (0.9774) loss_fgl_dn_3: 0.9656 (0.9781) loss_fgl_dn_4: 0.9662 (0.9785) loss_fgl_dn_5: 0.9660 (0.9785) loss_giou: 0.5553 (0.5680) loss_giou_aux_0: 0.5823 (0.5937) loss_giou_aux_1: 0.5614 (0.5734) loss_giou_aux_2: 0.5561 (0.5688) loss_giou_aux_3: 0.5540 (0.5681) loss_giou_aux_4: 0.5550 (0.5680) loss_giou_dn_0: 0.5864 (0.5755) loss_giou_dn_1: 0.4665 (0.4640) loss_giou_dn_2: 0.4509 (0.4471) loss_giou_dn_3: 0.4455 (0.4425) loss_giou_dn_4: 0.4450 (0.4416) loss_giou_dn_5: 0.4451 (0.4416) loss_giou_dn_pre: 0.5857 (0.5745) loss_giou_enc_0: 0.6521 (0.6679) loss_giou_pre: 0.5793 (0.5921) loss_ddf_aux_0: 0.0484 (0.0535) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2587 (0.2544) loss_ddf_dn_1: 0.0336 (0.0332) loss_ddf_dn_2: 0.0071 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6424 (0.6644) loss_vfl_aux_0: 0.7275 (0.7382) loss_vfl_aux_1: 0.6952 (0.7134) loss_vfl_aux_2: 0.6755 (0.6939) loss_vfl_aux_3: 0.6556 (0.6755) loss_vfl_aux_4: 0.6405 (0.6661) loss_vfl_dn_0: 0.4882 (0.4894) loss_vfl_dn_1: 0.4254 (0.4245) loss_vfl_dn_2: 0.4072 (0.4092) loss_vfl_dn_3: 0.3987 (0.4006) loss_vfl_dn_4: 0.3958 (0.3975) loss_vfl_dn_5: 0.3953 (0.3970) loss_vfl_dn_pre: 0.4879 (0.4898) loss_vfl_enc_0: 0.7430 (0.7385) loss_vfl_pre: 0.7341 (0.7406) time: 0.7572 data: 0.0318 max mem: 9084 Epoch: [35] [2200/3696] eta: 0:20:40 lr: 0.000013 loss: 31.1046 (31.7116) loss_bbox: 0.1866 (0.1771) loss_bbox_aux_0: 0.2018 (0.1898) loss_bbox_aux_1: 0.1897 (0.1798) loss_bbox_aux_2: 0.1876 (0.1776) loss_bbox_aux_3: 0.1868 (0.1772) loss_bbox_aux_4: 0.1865 (0.1771) loss_bbox_dn_0: 0.2623 (0.2442) loss_bbox_dn_1: 0.1923 (0.1813) loss_bbox_dn_2: 0.1782 (0.1710) loss_bbox_dn_3: 0.1739 (0.1679) loss_bbox_dn_4: 0.1736 (0.1673) loss_bbox_dn_5: 0.1736 (0.1673) loss_bbox_dn_pre: 0.2671 (0.2497) loss_bbox_enc_0: 0.2396 (0.2256) loss_bbox_pre: 0.2002 (0.1900) loss_dfl: 0.9609 (0.9607) loss_fgl_aux_0: 1.0070 (0.9939) loss_fgl_aux_1: 0.9696 (0.9634) loss_fgl_aux_2: 0.9617 (0.9609) loss_fgl_aux_3: 0.9612 (0.9607) loss_fgl_aux_4: 0.9610 (0.9607) loss_fgl_dn_0: 1.1048 (1.0898) loss_fgl_dn_1: 0.9783 (0.9861) loss_fgl_dn_2: 0.9680 (0.9773) loss_fgl_dn_3: 0.9670 (0.9780) loss_fgl_dn_4: 0.9673 (0.9784) loss_fgl_dn_5: 0.9673 (0.9784) loss_giou: 0.5229 (0.5678) loss_giou_aux_0: 0.5487 (0.5934) loss_giou_aux_1: 0.5307 (0.5732) loss_giou_aux_2: 0.5237 (0.5686) loss_giou_aux_3: 0.5222 (0.5679) loss_giou_aux_4: 0.5227 (0.5678) loss_giou_dn_0: 0.5341 (0.5751) loss_giou_dn_1: 0.4150 (0.4637) loss_giou_dn_2: 0.3941 (0.4467) loss_giou_dn_3: 0.3894 (0.4422) loss_giou_dn_4: 0.3874 (0.4413) loss_giou_dn_5: 0.3876 (0.4413) loss_giou_dn_pre: 0.5322 (0.5742) loss_giou_enc_0: 0.6132 (0.6678) loss_giou_pre: 0.5473 (0.5918) loss_ddf_aux_0: 0.0581 (0.0536) loss_ddf_aux_1: 0.0076 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2499 (0.2545) loss_ddf_dn_1: 0.0340 (0.0333) loss_ddf_dn_2: 0.0065 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6693 (0.6644) loss_vfl_aux_0: 0.7489 (0.7384) loss_vfl_aux_1: 0.7207 (0.7133) loss_vfl_aux_2: 0.7008 (0.6939) loss_vfl_aux_3: 0.6812 (0.6755) loss_vfl_aux_4: 0.6713 (0.6661) loss_vfl_dn_0: 0.4974 (0.4895) loss_vfl_dn_1: 0.4191 (0.4245) loss_vfl_dn_2: 0.4029 (0.4091) loss_vfl_dn_3: 0.3961 (0.4005) loss_vfl_dn_4: 0.3922 (0.3975) loss_vfl_dn_5: 0.3915 (0.3969) loss_vfl_dn_pre: 0.4954 (0.4899) loss_vfl_enc_0: 0.7426 (0.7387) loss_vfl_pre: 0.7457 (0.7408) time: 0.7312 data: 0.0280 max mem: 9084 Epoch: [35] [2300/3696] eta: 0:19:12 lr: 0.000013 loss: 31.3631 (31.7043) loss_bbox: 0.1754 (0.1771) loss_bbox_aux_0: 0.1891 (0.1899) loss_bbox_aux_1: 0.1776 (0.1798) loss_bbox_aux_2: 0.1771 (0.1777) loss_bbox_aux_3: 0.1757 (0.1772) loss_bbox_aux_4: 0.1754 (0.1772) loss_bbox_dn_0: 0.2540 (0.2444) loss_bbox_dn_1: 0.1848 (0.1814) loss_bbox_dn_2: 0.1792 (0.1711) loss_bbox_dn_3: 0.1785 (0.1680) loss_bbox_dn_4: 0.1748 (0.1674) loss_bbox_dn_5: 0.1748 (0.1674) loss_bbox_dn_pre: 0.2572 (0.2499) loss_bbox_enc_0: 0.2388 (0.2259) loss_bbox_pre: 0.1882 (0.1901) loss_dfl: 0.9645 (0.9610) loss_fgl_aux_0: 1.0040 (0.9942) loss_fgl_aux_1: 0.9676 (0.9636) loss_fgl_aux_2: 0.9648 (0.9612) loss_fgl_aux_3: 0.9645 (0.9610) loss_fgl_aux_4: 0.9646 (0.9610) loss_fgl_dn_0: 1.0896 (1.0899) loss_fgl_dn_1: 0.9841 (0.9860) loss_fgl_dn_2: 0.9754 (0.9772) loss_fgl_dn_3: 0.9771 (0.9779) loss_fgl_dn_4: 0.9774 (0.9783) loss_fgl_dn_5: 0.9774 (0.9783) loss_giou: 0.5752 (0.5668) loss_giou_aux_0: 0.5932 (0.5924) loss_giou_aux_1: 0.5710 (0.5722) loss_giou_aux_2: 0.5751 (0.5676) loss_giou_aux_3: 0.5748 (0.5669) loss_giou_aux_4: 0.5750 (0.5668) loss_giou_dn_0: 0.5736 (0.5745) loss_giou_dn_1: 0.4664 (0.4631) loss_giou_dn_2: 0.4506 (0.4461) loss_giou_dn_3: 0.4433 (0.4416) loss_giou_dn_4: 0.4432 (0.4407) loss_giou_dn_5: 0.4432 (0.4407) loss_giou_dn_pre: 0.5736 (0.5736) loss_giou_enc_0: 0.6606 (0.6671) loss_giou_pre: 0.5911 (0.5908) loss_ddf_aux_0: 0.0541 (0.0536) loss_ddf_aux_1: 0.0076 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2540 (0.2549) loss_ddf_dn_1: 0.0347 (0.0334) loss_ddf_dn_2: 0.0081 (0.0069) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6444 (0.6646) loss_vfl_aux_0: 0.7238 (0.7385) loss_vfl_aux_1: 0.7000 (0.7136) loss_vfl_aux_2: 0.6673 (0.6939) loss_vfl_aux_3: 0.6544 (0.6757) loss_vfl_aux_4: 0.6454 (0.6664) loss_vfl_dn_0: 0.4883 (0.4896) loss_vfl_dn_1: 0.4264 (0.4245) loss_vfl_dn_2: 0.4119 (0.4091) loss_vfl_dn_3: 0.4026 (0.4005) loss_vfl_dn_4: 0.3996 (0.3974) loss_vfl_dn_5: 0.3976 (0.3969) loss_vfl_dn_pre: 0.4884 (0.4901) loss_vfl_enc_0: 0.7228 (0.7390) loss_vfl_pre: 0.7255 (0.7409) time: 0.7628 data: 0.0335 max mem: 9084 Epoch: [35] [2400/3696] eta: 0:17:47 lr: 0.000013 loss: 31.7890 (31.7004) loss_bbox: 0.1703 (0.1771) loss_bbox_aux_0: 0.1764 (0.1899) loss_bbox_aux_1: 0.1706 (0.1799) loss_bbox_aux_2: 0.1706 (0.1777) loss_bbox_aux_3: 0.1706 (0.1772) loss_bbox_aux_4: 0.1703 (0.1771) loss_bbox_dn_0: 0.2178 (0.2444) loss_bbox_dn_1: 0.1692 (0.1814) loss_bbox_dn_2: 0.1607 (0.1711) loss_bbox_dn_3: 0.1580 (0.1680) loss_bbox_dn_4: 0.1575 (0.1674) loss_bbox_dn_5: 0.1576 (0.1674) loss_bbox_dn_pre: 0.2258 (0.2499) loss_bbox_enc_0: 0.2062 (0.2259) loss_bbox_pre: 0.1762 (0.1901) loss_dfl: 0.9712 (0.9610) loss_fgl_aux_0: 1.0081 (0.9942) loss_fgl_aux_1: 0.9739 (0.9637) loss_fgl_aux_2: 0.9714 (0.9612) loss_fgl_aux_3: 0.9712 (0.9610) loss_fgl_aux_4: 0.9712 (0.9610) loss_fgl_dn_0: 1.0940 (1.0899) loss_fgl_dn_1: 0.9943 (0.9860) loss_fgl_dn_2: 0.9810 (0.9772) loss_fgl_dn_3: 0.9824 (0.9779) loss_fgl_dn_4: 0.9828 (0.9783) loss_fgl_dn_5: 0.9828 (0.9783) loss_giou: 0.5541 (0.5665) loss_giou_aux_0: 0.5745 (0.5921) loss_giou_aux_1: 0.5590 (0.5719) loss_giou_aux_2: 0.5550 (0.5673) loss_giou_aux_3: 0.5536 (0.5666) loss_giou_aux_4: 0.5540 (0.5665) loss_giou_dn_0: 0.5693 (0.5743) loss_giou_dn_1: 0.4564 (0.4629) loss_giou_dn_2: 0.4426 (0.4459) loss_giou_dn_3: 0.4386 (0.4414) loss_giou_dn_4: 0.4380 (0.4406) loss_giou_dn_5: 0.4380 (0.4405) loss_giou_dn_pre: 0.5672 (0.5734) loss_giou_enc_0: 0.6484 (0.6670) loss_giou_pre: 0.5721 (0.5905) loss_ddf_aux_0: 0.0515 (0.0536) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2566 (0.2547) loss_ddf_dn_1: 0.0327 (0.0333) loss_ddf_dn_2: 0.0058 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6678 (0.6646) loss_vfl_aux_0: 0.7383 (0.7385) loss_vfl_aux_1: 0.7251 (0.7136) loss_vfl_aux_2: 0.6990 (0.6940) loss_vfl_aux_3: 0.6869 (0.6757) loss_vfl_aux_4: 0.6780 (0.6664) loss_vfl_dn_0: 0.4894 (0.4896) loss_vfl_dn_1: 0.4217 (0.4244) loss_vfl_dn_2: 0.4054 (0.4090) loss_vfl_dn_3: 0.3997 (0.4004) loss_vfl_dn_4: 0.3961 (0.3974) loss_vfl_dn_5: 0.3965 (0.3968) loss_vfl_dn_pre: 0.4908 (0.4901) loss_vfl_enc_0: 0.7425 (0.7388) loss_vfl_pre: 0.7326 (0.7409) time: 0.8703 data: 0.0201 max mem: 9084 Epoch: [35] [2500/3696] eta: 0:16:20 lr: 0.000013 loss: 31.0760 (31.6984) loss_bbox: 0.1744 (0.1773) loss_bbox_aux_0: 0.1855 (0.1900) loss_bbox_aux_1: 0.1762 (0.1800) loss_bbox_aux_2: 0.1750 (0.1778) loss_bbox_aux_3: 0.1750 (0.1774) loss_bbox_aux_4: 0.1745 (0.1773) loss_bbox_dn_0: 0.2392 (0.2446) loss_bbox_dn_1: 0.1759 (0.1816) loss_bbox_dn_2: 0.1702 (0.1713) loss_bbox_dn_3: 0.1665 (0.1681) loss_bbox_dn_4: 0.1643 (0.1676) loss_bbox_dn_5: 0.1645 (0.1676) loss_bbox_dn_pre: 0.2449 (0.2501) loss_bbox_enc_0: 0.2141 (0.2260) loss_bbox_pre: 0.1848 (0.1903) loss_dfl: 0.9789 (0.9609) loss_fgl_aux_0: 1.0104 (0.9942) loss_fgl_aux_1: 0.9816 (0.9636) loss_fgl_aux_2: 0.9786 (0.9611) loss_fgl_aux_3: 0.9785 (0.9609) loss_fgl_aux_4: 0.9786 (0.9609) loss_fgl_dn_0: 1.0905 (1.0899) loss_fgl_dn_1: 0.9910 (0.9860) loss_fgl_dn_2: 0.9821 (0.9772) loss_fgl_dn_3: 0.9814 (0.9779) loss_fgl_dn_4: 0.9822 (0.9783) loss_fgl_dn_5: 0.9822 (0.9783) loss_giou: 0.5604 (0.5666) loss_giou_aux_0: 0.5930 (0.5921) loss_giou_aux_1: 0.5667 (0.5719) loss_giou_aux_2: 0.5613 (0.5674) loss_giou_aux_3: 0.5597 (0.5666) loss_giou_aux_4: 0.5604 (0.5666) loss_giou_dn_0: 0.5712 (0.5741) loss_giou_dn_1: 0.4680 (0.4627) loss_giou_dn_2: 0.4548 (0.4457) loss_giou_dn_3: 0.4474 (0.4412) loss_giou_dn_4: 0.4458 (0.4403) loss_giou_dn_5: 0.4458 (0.4403) loss_giou_dn_pre: 0.5693 (0.5732) loss_giou_enc_0: 0.6533 (0.6670) loss_giou_pre: 0.5919 (0.5905) loss_ddf_aux_0: 0.0500 (0.0535) loss_ddf_aux_1: 0.0066 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2480 (0.2548) loss_ddf_dn_1: 0.0342 (0.0334) loss_ddf_dn_2: 0.0076 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6550 (0.6643) loss_vfl_aux_0: 0.7162 (0.7382) loss_vfl_aux_1: 0.6861 (0.7133) loss_vfl_aux_2: 0.6874 (0.6936) loss_vfl_aux_3: 0.6672 (0.6755) loss_vfl_aux_4: 0.6607 (0.6661) loss_vfl_dn_0: 0.4909 (0.4896) loss_vfl_dn_1: 0.4251 (0.4244) loss_vfl_dn_2: 0.4099 (0.4089) loss_vfl_dn_3: 0.4019 (0.4003) loss_vfl_dn_4: 0.3997 (0.3973) loss_vfl_dn_5: 0.3970 (0.3968) loss_vfl_dn_pre: 0.4905 (0.4901) loss_vfl_enc_0: 0.7410 (0.7386) loss_vfl_pre: 0.7217 (0.7407) time: 0.7500 data: 0.0350 max mem: 9084 Epoch: [35] [2600/3696] eta: 0:14:55 lr: 0.000013 loss: 32.2283 (31.6961) loss_bbox: 0.1685 (0.1773) loss_bbox_aux_0: 0.1798 (0.1900) loss_bbox_aux_1: 0.1715 (0.1800) loss_bbox_aux_2: 0.1691 (0.1778) loss_bbox_aux_3: 0.1684 (0.1774) loss_bbox_aux_4: 0.1685 (0.1773) loss_bbox_dn_0: 0.2272 (0.2445) loss_bbox_dn_1: 0.1745 (0.1816) loss_bbox_dn_2: 0.1683 (0.1712) loss_bbox_dn_3: 0.1657 (0.1681) loss_bbox_dn_4: 0.1654 (0.1675) loss_bbox_dn_5: 0.1654 (0.1675) loss_bbox_dn_pre: 0.2354 (0.2500) loss_bbox_enc_0: 0.2141 (0.2261) loss_bbox_pre: 0.1811 (0.1903) loss_dfl: 0.9576 (0.9609) loss_fgl_aux_0: 0.9930 (0.9942) loss_fgl_aux_1: 0.9613 (0.9636) loss_fgl_aux_2: 0.9567 (0.9611) loss_fgl_aux_3: 0.9570 (0.9609) loss_fgl_aux_4: 0.9577 (0.9609) loss_fgl_dn_0: 1.0908 (1.0899) loss_fgl_dn_1: 1.0039 (0.9861) loss_fgl_dn_2: 0.9956 (0.9772) loss_fgl_dn_3: 0.9974 (0.9779) loss_fgl_dn_4: 0.9980 (0.9783) loss_fgl_dn_5: 0.9980 (0.9783) loss_giou: 0.5979 (0.5664) loss_giou_aux_0: 0.6243 (0.5920) loss_giou_aux_1: 0.5974 (0.5718) loss_giou_aux_2: 0.5960 (0.5672) loss_giou_aux_3: 0.5973 (0.5665) loss_giou_aux_4: 0.5979 (0.5664) loss_giou_dn_0: 0.5954 (0.5739) loss_giou_dn_1: 0.4906 (0.4626) loss_giou_dn_2: 0.4713 (0.4456) loss_giou_dn_3: 0.4671 (0.4411) loss_giou_dn_4: 0.4666 (0.4402) loss_giou_dn_5: 0.4666 (0.4402) loss_giou_dn_pre: 0.5951 (0.5730) loss_giou_enc_0: 0.7086 (0.6671) loss_giou_pre: 0.6236 (0.5904) loss_ddf_aux_0: 0.0510 (0.0535) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2321 (0.2547) loss_ddf_dn_1: 0.0315 (0.0334) loss_ddf_dn_2: 0.0064 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6621 (0.6643) loss_vfl_aux_0: 0.7275 (0.7382) loss_vfl_aux_1: 0.7031 (0.7133) loss_vfl_aux_2: 0.6887 (0.6937) loss_vfl_aux_3: 0.6721 (0.6754) loss_vfl_aux_4: 0.6646 (0.6661) loss_vfl_dn_0: 0.4872 (0.4896) loss_vfl_dn_1: 0.4271 (0.4243) loss_vfl_dn_2: 0.4130 (0.4089) loss_vfl_dn_3: 0.4066 (0.4003) loss_vfl_dn_4: 0.4038 (0.3973) loss_vfl_dn_5: 0.4026 (0.3968) loss_vfl_dn_pre: 0.4875 (0.4900) loss_vfl_enc_0: 0.7296 (0.7385) loss_vfl_pre: 0.7216 (0.7406) time: 0.7545 data: 0.0278 max mem: 9084 Epoch: [35] [2700/3696] eta: 0:13:32 lr: 0.000013 loss: 32.0817 (31.6965) loss_bbox: 0.1874 (0.1773) loss_bbox_aux_0: 0.2005 (0.1901) loss_bbox_aux_1: 0.1886 (0.1800) loss_bbox_aux_2: 0.1886 (0.1779) loss_bbox_aux_3: 0.1877 (0.1774) loss_bbox_aux_4: 0.1874 (0.1773) loss_bbox_dn_0: 0.2522 (0.2448) loss_bbox_dn_1: 0.1883 (0.1818) loss_bbox_dn_2: 0.1772 (0.1714) loss_bbox_dn_3: 0.1717 (0.1683) loss_bbox_dn_4: 0.1697 (0.1677) loss_bbox_dn_5: 0.1697 (0.1677) loss_bbox_dn_pre: 0.2532 (0.2503) loss_bbox_enc_0: 0.2338 (0.2261) loss_bbox_pre: 0.1987 (0.1903) loss_dfl: 0.9691 (0.9610) loss_fgl_aux_0: 1.0030 (0.9943) loss_fgl_aux_1: 0.9715 (0.9637) loss_fgl_aux_2: 0.9698 (0.9612) loss_fgl_aux_3: 0.9694 (0.9610) loss_fgl_aux_4: 0.9691 (0.9610) loss_fgl_dn_0: 1.0887 (1.0899) loss_fgl_dn_1: 0.9855 (0.9860) loss_fgl_dn_2: 0.9738 (0.9772) loss_fgl_dn_3: 0.9740 (0.9779) loss_fgl_dn_4: 0.9748 (0.9783) loss_fgl_dn_5: 0.9748 (0.9783) loss_giou: 0.5510 (0.5659) loss_giou_aux_0: 0.5785 (0.5915) loss_giou_aux_1: 0.5544 (0.5713) loss_giou_aux_2: 0.5519 (0.5667) loss_giou_aux_3: 0.5516 (0.5660) loss_giou_aux_4: 0.5509 (0.5659) loss_giou_dn_0: 0.5562 (0.5737) loss_giou_dn_1: 0.4553 (0.4624) loss_giou_dn_2: 0.4353 (0.4454) loss_giou_dn_3: 0.4349 (0.4409) loss_giou_dn_4: 0.4345 (0.4400) loss_giou_dn_5: 0.4345 (0.4400) loss_giou_dn_pre: 0.5570 (0.5728) loss_giou_enc_0: 0.6507 (0.6665) loss_giou_pre: 0.5789 (0.5899) loss_ddf_aux_0: 0.0566 (0.0535) loss_ddf_aux_1: 0.0079 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2660 (0.2548) loss_ddf_dn_1: 0.0382 (0.0334) loss_ddf_dn_2: 0.0085 (0.0069) loss_ddf_dn_3: 0.0010 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6694 (0.6648) loss_vfl_aux_0: 0.7356 (0.7385) loss_vfl_aux_1: 0.7083 (0.7137) loss_vfl_aux_2: 0.6968 (0.6940) loss_vfl_aux_3: 0.6757 (0.6758) loss_vfl_aux_4: 0.6787 (0.6666) loss_vfl_dn_0: 0.4922 (0.4897) loss_vfl_dn_1: 0.4276 (0.4244) loss_vfl_dn_2: 0.4149 (0.4090) loss_vfl_dn_3: 0.4041 (0.4004) loss_vfl_dn_4: 0.4014 (0.3974) loss_vfl_dn_5: 0.4010 (0.3968) loss_vfl_dn_pre: 0.4924 (0.4901) loss_vfl_enc_0: 0.7307 (0.7389) loss_vfl_pre: 0.7316 (0.7409) time: 0.7281 data: 0.0270 max mem: 9084 Epoch: [35] [2800/3696] eta: 0:12:09 lr: 0.000013 loss: 32.1334 (31.7002) loss_bbox: 0.1761 (0.1774) loss_bbox_aux_0: 0.1888 (0.1902) loss_bbox_aux_1: 0.1791 (0.1802) loss_bbox_aux_2: 0.1761 (0.1780) loss_bbox_aux_3: 0.1763 (0.1775) loss_bbox_aux_4: 0.1762 (0.1774) loss_bbox_dn_0: 0.2361 (0.2449) loss_bbox_dn_1: 0.1787 (0.1819) loss_bbox_dn_2: 0.1739 (0.1716) loss_bbox_dn_3: 0.1680 (0.1684) loss_bbox_dn_4: 0.1656 (0.1678) loss_bbox_dn_5: 0.1656 (0.1678) loss_bbox_dn_pre: 0.2403 (0.2504) loss_bbox_enc_0: 0.2168 (0.2263) loss_bbox_pre: 0.1881 (0.1904) loss_dfl: 0.9727 (0.9610) loss_fgl_aux_0: 1.0012 (0.9944) loss_fgl_aux_1: 0.9753 (0.9638) loss_fgl_aux_2: 0.9744 (0.9613) loss_fgl_aux_3: 0.9743 (0.9611) loss_fgl_aux_4: 0.9731 (0.9610) loss_fgl_dn_0: 1.0883 (1.0899) loss_fgl_dn_1: 0.9915 (0.9860) loss_fgl_dn_2: 0.9803 (0.9771) loss_fgl_dn_3: 0.9815 (0.9778) loss_fgl_dn_4: 0.9817 (0.9782) loss_fgl_dn_5: 0.9816 (0.9782) loss_giou: 0.5708 (0.5658) loss_giou_aux_0: 0.5960 (0.5914) loss_giou_aux_1: 0.5805 (0.5712) loss_giou_aux_2: 0.5754 (0.5666) loss_giou_aux_3: 0.5722 (0.5659) loss_giou_aux_4: 0.5705 (0.5658) loss_giou_dn_0: 0.5810 (0.5737) loss_giou_dn_1: 0.4747 (0.4624) loss_giou_dn_2: 0.4576 (0.4454) loss_giou_dn_3: 0.4504 (0.4409) loss_giou_dn_4: 0.4492 (0.4400) loss_giou_dn_5: 0.4493 (0.4400) loss_giou_dn_pre: 0.5805 (0.5728) loss_giou_enc_0: 0.6732 (0.6665) loss_giou_pre: 0.5951 (0.5898) loss_ddf_aux_0: 0.0518 (0.0536) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2311 (0.2546) loss_ddf_dn_1: 0.0321 (0.0334) loss_ddf_dn_2: 0.0066 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6697 (0.6652) loss_vfl_aux_0: 0.7487 (0.7386) loss_vfl_aux_1: 0.7131 (0.7139) loss_vfl_aux_2: 0.6992 (0.6944) loss_vfl_aux_3: 0.6927 (0.6761) loss_vfl_aux_4: 0.6810 (0.6670) loss_vfl_dn_0: 0.4895 (0.4897) loss_vfl_dn_1: 0.4219 (0.4244) loss_vfl_dn_2: 0.4103 (0.4090) loss_vfl_dn_3: 0.4029 (0.4004) loss_vfl_dn_4: 0.4006 (0.3974) loss_vfl_dn_5: 0.4008 (0.3969) loss_vfl_dn_pre: 0.4895 (0.4902) loss_vfl_enc_0: 0.7494 (0.7391) loss_vfl_pre: 0.7487 (0.7410) time: 0.8283 data: 0.0264 max mem: 9084 Epoch: [35] [2900/3696] eta: 0:10:46 lr: 0.000013 loss: 31.7853 (31.7016) loss_bbox: 0.1906 (0.1775) loss_bbox_aux_0: 0.1976 (0.1903) loss_bbox_aux_1: 0.1937 (0.1803) loss_bbox_aux_2: 0.1893 (0.1781) loss_bbox_aux_3: 0.1904 (0.1776) loss_bbox_aux_4: 0.1906 (0.1775) loss_bbox_dn_0: 0.2619 (0.2450) loss_bbox_dn_1: 0.1878 (0.1820) loss_bbox_dn_2: 0.1800 (0.1716) loss_bbox_dn_3: 0.1743 (0.1685) loss_bbox_dn_4: 0.1731 (0.1679) loss_bbox_dn_5: 0.1732 (0.1679) loss_bbox_dn_pre: 0.2658 (0.2505) loss_bbox_enc_0: 0.2297 (0.2264) loss_bbox_pre: 0.1969 (0.1905) loss_dfl: 0.9541 (0.9610) loss_fgl_aux_0: 0.9850 (0.9943) loss_fgl_aux_1: 0.9543 (0.9637) loss_fgl_aux_2: 0.9529 (0.9612) loss_fgl_aux_3: 0.9534 (0.9610) loss_fgl_aux_4: 0.9541 (0.9610) loss_fgl_dn_0: 1.0885 (1.0899) loss_fgl_dn_1: 0.9865 (0.9861) loss_fgl_dn_2: 0.9823 (0.9772) loss_fgl_dn_3: 0.9840 (0.9779) loss_fgl_dn_4: 0.9837 (0.9783) loss_fgl_dn_5: 0.9837 (0.9783) loss_giou: 0.5360 (0.5658) loss_giou_aux_0: 0.5713 (0.5914) loss_giou_aux_1: 0.5426 (0.5712) loss_giou_aux_2: 0.5359 (0.5666) loss_giou_aux_3: 0.5353 (0.5659) loss_giou_aux_4: 0.5360 (0.5658) loss_giou_dn_0: 0.5655 (0.5737) loss_giou_dn_1: 0.4587 (0.4624) loss_giou_dn_2: 0.4397 (0.4454) loss_giou_dn_3: 0.4339 (0.4409) loss_giou_dn_4: 0.4326 (0.4400) loss_giou_dn_5: 0.4324 (0.4400) loss_giou_dn_pre: 0.5654 (0.5728) loss_giou_enc_0: 0.6461 (0.6665) loss_giou_pre: 0.5674 (0.5898) loss_ddf_aux_0: 0.0577 (0.0536) loss_ddf_aux_1: 0.0079 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2562 (0.2546) loss_ddf_dn_1: 0.0338 (0.0334) loss_ddf_dn_2: 0.0073 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6628 (0.6653) loss_vfl_aux_0: 0.7368 (0.7386) loss_vfl_aux_1: 0.7064 (0.7139) loss_vfl_aux_2: 0.6978 (0.6944) loss_vfl_aux_3: 0.6769 (0.6761) loss_vfl_aux_4: 0.6682 (0.6670) loss_vfl_dn_0: 0.4891 (0.4898) loss_vfl_dn_1: 0.4246 (0.4244) loss_vfl_dn_2: 0.4106 (0.4090) loss_vfl_dn_3: 0.4019 (0.4004) loss_vfl_dn_4: 0.3989 (0.3974) loss_vfl_dn_5: 0.3973 (0.3969) loss_vfl_dn_pre: 0.4885 (0.4902) loss_vfl_enc_0: 0.7349 (0.7390) loss_vfl_pre: 0.7362 (0.7410) time: 0.7611 data: 0.0319 max mem: 9084 Epoch: [35] [3000/3696] eta: 0:09:24 lr: 0.000013 loss: 31.5851 (31.6996) loss_bbox: 0.1726 (0.1775) loss_bbox_aux_0: 0.1865 (0.1903) loss_bbox_aux_1: 0.1793 (0.1803) loss_bbox_aux_2: 0.1743 (0.1781) loss_bbox_aux_3: 0.1725 (0.1776) loss_bbox_aux_4: 0.1725 (0.1775) loss_bbox_dn_0: 0.2271 (0.2451) loss_bbox_dn_1: 0.1667 (0.1820) loss_bbox_dn_2: 0.1587 (0.1716) loss_bbox_dn_3: 0.1563 (0.1685) loss_bbox_dn_4: 0.1556 (0.1679) loss_bbox_dn_5: 0.1555 (0.1679) loss_bbox_dn_pre: 0.2331 (0.2507) loss_bbox_enc_0: 0.2210 (0.2265) loss_bbox_pre: 0.1877 (0.1906) loss_dfl: 0.9427 (0.9608) loss_fgl_aux_0: 0.9783 (0.9942) loss_fgl_aux_1: 0.9453 (0.9635) loss_fgl_aux_2: 0.9433 (0.9610) loss_fgl_aux_3: 0.9424 (0.9608) loss_fgl_aux_4: 0.9427 (0.9608) loss_fgl_dn_0: 1.0839 (1.0899) loss_fgl_dn_1: 0.9698 (0.9859) loss_fgl_dn_2: 0.9594 (0.9770) loss_fgl_dn_3: 0.9633 (0.9777) loss_fgl_dn_4: 0.9641 (0.9781) loss_fgl_dn_5: 0.9645 (0.9782) loss_giou: 0.5905 (0.5657) loss_giou_aux_0: 0.6131 (0.5913) loss_giou_aux_1: 0.5947 (0.5710) loss_giou_aux_2: 0.5906 (0.5665) loss_giou_aux_3: 0.5909 (0.5657) loss_giou_aux_4: 0.5909 (0.5657) loss_giou_dn_0: 0.5876 (0.5735) loss_giou_dn_1: 0.4680 (0.4622) loss_giou_dn_2: 0.4483 (0.4452) loss_giou_dn_3: 0.4441 (0.4407) loss_giou_dn_4: 0.4429 (0.4398) loss_giou_dn_5: 0.4429 (0.4398) loss_giou_dn_pre: 0.5868 (0.5726) loss_giou_enc_0: 0.6906 (0.6664) loss_giou_pre: 0.6130 (0.5897) loss_ddf_aux_0: 0.0562 (0.0537) loss_ddf_aux_1: 0.0080 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2676 (0.2550) loss_ddf_dn_1: 0.0373 (0.0335) loss_ddf_dn_2: 0.0085 (0.0069) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6466 (0.6654) loss_vfl_aux_0: 0.7365 (0.7389) loss_vfl_aux_1: 0.7104 (0.7141) loss_vfl_aux_2: 0.6741 (0.6946) loss_vfl_aux_3: 0.6656 (0.6762) loss_vfl_aux_4: 0.6477 (0.6671) loss_vfl_dn_0: 0.4851 (0.4898) loss_vfl_dn_1: 0.4197 (0.4244) loss_vfl_dn_2: 0.4057 (0.4089) loss_vfl_dn_3: 0.3992 (0.4004) loss_vfl_dn_4: 0.3953 (0.3974) loss_vfl_dn_5: 0.3920 (0.3968) loss_vfl_dn_pre: 0.4846 (0.4902) loss_vfl_enc_0: 0.7276 (0.7393) loss_vfl_pre: 0.7372 (0.7414) time: 0.7872 data: 0.0334 max mem: 9084 Epoch: [35] [3100/3696] eta: 0:08:02 lr: 0.000013 loss: 31.6733 (31.6987) loss_bbox: 0.1785 (0.1776) loss_bbox_aux_0: 0.1886 (0.1904) loss_bbox_aux_1: 0.1789 (0.1803) loss_bbox_aux_2: 0.1786 (0.1781) loss_bbox_aux_3: 0.1788 (0.1777) loss_bbox_aux_4: 0.1785 (0.1776) loss_bbox_dn_0: 0.2627 (0.2452) loss_bbox_dn_1: 0.1904 (0.1821) loss_bbox_dn_2: 0.1780 (0.1717) loss_bbox_dn_3: 0.1718 (0.1685) loss_bbox_dn_4: 0.1707 (0.1679) loss_bbox_dn_5: 0.1706 (0.1679) loss_bbox_dn_pre: 0.2671 (0.2508) loss_bbox_enc_0: 0.2256 (0.2265) loss_bbox_pre: 0.1878 (0.1906) loss_dfl: 0.9641 (0.9610) loss_fgl_aux_0: 1.0021 (0.9944) loss_fgl_aux_1: 0.9679 (0.9637) loss_fgl_aux_2: 0.9646 (0.9612) loss_fgl_aux_3: 0.9648 (0.9610) loss_fgl_aux_4: 0.9641 (0.9610) loss_fgl_dn_0: 1.0875 (1.0899) loss_fgl_dn_1: 0.9826 (0.9860) loss_fgl_dn_2: 0.9720 (0.9771) loss_fgl_dn_3: 0.9730 (0.9778) loss_fgl_dn_4: 0.9733 (0.9782) loss_fgl_dn_5: 0.9733 (0.9782) loss_giou: 0.5475 (0.5653) loss_giou_aux_0: 0.5668 (0.5909) loss_giou_aux_1: 0.5513 (0.5707) loss_giou_aux_2: 0.5469 (0.5661) loss_giou_aux_3: 0.5475 (0.5654) loss_giou_aux_4: 0.5477 (0.5653) loss_giou_dn_0: 0.5598 (0.5733) loss_giou_dn_1: 0.4585 (0.4620) loss_giou_dn_2: 0.4441 (0.4451) loss_giou_dn_3: 0.4383 (0.4406) loss_giou_dn_4: 0.4360 (0.4397) loss_giou_dn_5: 0.4359 (0.4396) loss_giou_dn_pre: 0.5623 (0.5724) loss_giou_enc_0: 0.6271 (0.6660) loss_giou_pre: 0.5650 (0.5894) loss_ddf_aux_0: 0.0566 (0.0538) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2711 (0.2552) loss_ddf_dn_1: 0.0383 (0.0336) loss_ddf_dn_2: 0.0069 (0.0070) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6576 (0.6653) loss_vfl_aux_0: 0.7417 (0.7389) loss_vfl_aux_1: 0.7156 (0.7141) loss_vfl_aux_2: 0.7000 (0.6945) loss_vfl_aux_3: 0.6790 (0.6762) loss_vfl_aux_4: 0.6653 (0.6671) loss_vfl_dn_0: 0.4904 (0.4898) loss_vfl_dn_1: 0.4222 (0.4244) loss_vfl_dn_2: 0.4070 (0.4090) loss_vfl_dn_3: 0.4021 (0.4004) loss_vfl_dn_4: 0.3998 (0.3974) loss_vfl_dn_5: 0.4005 (0.3969) loss_vfl_dn_pre: 0.4907 (0.4903) loss_vfl_enc_0: 0.7512 (0.7393) loss_vfl_pre: 0.7439 (0.7414) time: 0.7672 data: 0.0303 max mem: 9084 Epoch: [35] [3200/3696] eta: 0:06:40 lr: 0.000013 loss: 31.9866 (31.7013) loss_bbox: 0.1788 (0.1777) loss_bbox_aux_0: 0.1909 (0.1905) loss_bbox_aux_1: 0.1825 (0.1805) loss_bbox_aux_2: 0.1784 (0.1783) loss_bbox_aux_3: 0.1791 (0.1778) loss_bbox_aux_4: 0.1789 (0.1777) loss_bbox_dn_0: 0.2352 (0.2453) loss_bbox_dn_1: 0.1775 (0.1822) loss_bbox_dn_2: 0.1653 (0.1718) loss_bbox_dn_3: 0.1619 (0.1687) loss_bbox_dn_4: 0.1625 (0.1681) loss_bbox_dn_5: 0.1625 (0.1681) loss_bbox_dn_pre: 0.2389 (0.2508) loss_bbox_enc_0: 0.2190 (0.2266) loss_bbox_pre: 0.1916 (0.1908) loss_dfl: 0.9594 (0.9609) loss_fgl_aux_0: 0.9816 (0.9943) loss_fgl_aux_1: 0.9588 (0.9636) loss_fgl_aux_2: 0.9603 (0.9611) loss_fgl_aux_3: 0.9595 (0.9609) loss_fgl_aux_4: 0.9595 (0.9609) loss_fgl_dn_0: 1.0818 (1.0898) loss_fgl_dn_1: 0.9796 (0.9859) loss_fgl_dn_2: 0.9691 (0.9770) loss_fgl_dn_3: 0.9713 (0.9777) loss_fgl_dn_4: 0.9715 (0.9781) loss_fgl_dn_5: 0.9715 (0.9781) loss_giou: 0.5365 (0.5654) loss_giou_aux_0: 0.5646 (0.5910) loss_giou_aux_1: 0.5407 (0.5708) loss_giou_aux_2: 0.5347 (0.5662) loss_giou_aux_3: 0.5339 (0.5655) loss_giou_aux_4: 0.5366 (0.5654) loss_giou_dn_0: 0.5843 (0.5734) loss_giou_dn_1: 0.4596 (0.4621) loss_giou_dn_2: 0.4453 (0.4452) loss_giou_dn_3: 0.4413 (0.4407) loss_giou_dn_4: 0.4407 (0.4398) loss_giou_dn_5: 0.4407 (0.4398) loss_giou_dn_pre: 0.5826 (0.5725) loss_giou_enc_0: 0.6431 (0.6661) loss_giou_pre: 0.5621 (0.5895) loss_ddf_aux_0: 0.0501 (0.0538) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2553 (0.2552) loss_ddf_dn_1: 0.0330 (0.0336) loss_ddf_dn_2: 0.0062 (0.0070) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6683 (0.6654) loss_vfl_aux_0: 0.7233 (0.7388) loss_vfl_aux_1: 0.7054 (0.7141) loss_vfl_aux_2: 0.7018 (0.6946) loss_vfl_aux_3: 0.6818 (0.6764) loss_vfl_aux_4: 0.6738 (0.6672) loss_vfl_dn_0: 0.4924 (0.4897) loss_vfl_dn_1: 0.4300 (0.4245) loss_vfl_dn_2: 0.4097 (0.4090) loss_vfl_dn_3: 0.4007 (0.4004) loss_vfl_dn_4: 0.3993 (0.3974) loss_vfl_dn_5: 0.3991 (0.3969) loss_vfl_dn_pre: 0.4943 (0.4902) loss_vfl_enc_0: 0.7333 (0.7392) loss_vfl_pre: 0.7251 (0.7413) time: 0.7524 data: 0.0305 max mem: 9084 Epoch: [35] [3300/3696] eta: 0:05:19 lr: 0.000013 loss: 31.6292 (31.7032) loss_bbox: 0.1892 (0.1778) loss_bbox_aux_0: 0.1942 (0.1905) loss_bbox_aux_1: 0.1900 (0.1805) loss_bbox_aux_2: 0.1887 (0.1783) loss_bbox_aux_3: 0.1890 (0.1779) loss_bbox_aux_4: 0.1892 (0.1778) loss_bbox_dn_0: 0.2404 (0.2452) loss_bbox_dn_1: 0.1811 (0.1821) loss_bbox_dn_2: 0.1706 (0.1718) loss_bbox_dn_3: 0.1660 (0.1686) loss_bbox_dn_4: 0.1655 (0.1680) loss_bbox_dn_5: 0.1654 (0.1680) loss_bbox_dn_pre: 0.2474 (0.2507) loss_bbox_enc_0: 0.2355 (0.2266) loss_bbox_pre: 0.1943 (0.1908) loss_dfl: 0.9660 (0.9609) loss_fgl_aux_0: 0.9992 (0.9941) loss_fgl_aux_1: 0.9674 (0.9636) loss_fgl_aux_2: 0.9661 (0.9611) loss_fgl_aux_3: 0.9660 (0.9609) loss_fgl_aux_4: 0.9661 (0.9609) loss_fgl_dn_0: 1.0854 (1.0898) loss_fgl_dn_1: 0.9842 (0.9859) loss_fgl_dn_2: 0.9775 (0.9770) loss_fgl_dn_3: 0.9767 (0.9778) loss_fgl_dn_4: 0.9769 (0.9782) loss_fgl_dn_5: 0.9769 (0.9782) loss_giou: 0.5570 (0.5658) loss_giou_aux_0: 0.5699 (0.5914) loss_giou_aux_1: 0.5593 (0.5712) loss_giou_aux_2: 0.5567 (0.5666) loss_giou_aux_3: 0.5563 (0.5659) loss_giou_aux_4: 0.5570 (0.5658) loss_giou_dn_0: 0.5608 (0.5736) loss_giou_dn_1: 0.4533 (0.4624) loss_giou_dn_2: 0.4355 (0.4454) loss_giou_dn_3: 0.4323 (0.4409) loss_giou_dn_4: 0.4313 (0.4400) loss_giou_dn_5: 0.4314 (0.4400) loss_giou_dn_pre: 0.5627 (0.5727) loss_giou_enc_0: 0.6498 (0.6664) loss_giou_pre: 0.5665 (0.5899) loss_ddf_aux_0: 0.0492 (0.0536) loss_ddf_aux_1: 0.0064 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2360 (0.2550) loss_ddf_dn_1: 0.0299 (0.0335) loss_ddf_dn_2: 0.0065 (0.0070) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7018 (0.6653) loss_vfl_aux_0: 0.7683 (0.7385) loss_vfl_aux_1: 0.7568 (0.7140) loss_vfl_aux_2: 0.7383 (0.6945) loss_vfl_aux_3: 0.7167 (0.6762) loss_vfl_aux_4: 0.7010 (0.6670) loss_vfl_dn_0: 0.4886 (0.4896) loss_vfl_dn_1: 0.4229 (0.4244) loss_vfl_dn_2: 0.4070 (0.4089) loss_vfl_dn_3: 0.3982 (0.4004) loss_vfl_dn_4: 0.3973 (0.3974) loss_vfl_dn_5: 0.3951 (0.3969) loss_vfl_dn_pre: 0.4901 (0.4901) loss_vfl_enc_0: 0.7635 (0.7391) loss_vfl_pre: 0.7716 (0.7409) time: 0.7532 data: 0.0269 max mem: 9084 Epoch: [35] [3400/3696] eta: 0:03:58 lr: 0.000013 loss: 31.8211 (31.7006) loss_bbox: 0.1729 (0.1778) loss_bbox_aux_0: 0.1830 (0.1905) loss_bbox_aux_1: 0.1748 (0.1805) loss_bbox_aux_2: 0.1728 (0.1783) loss_bbox_aux_3: 0.1727 (0.1779) loss_bbox_aux_4: 0.1728 (0.1778) loss_bbox_dn_0: 0.2139 (0.2451) loss_bbox_dn_1: 0.1619 (0.1820) loss_bbox_dn_2: 0.1505 (0.1717) loss_bbox_dn_3: 0.1471 (0.1685) loss_bbox_dn_4: 0.1453 (0.1679) loss_bbox_dn_5: 0.1453 (0.1679) loss_bbox_dn_pre: 0.2166 (0.2506) loss_bbox_enc_0: 0.2190 (0.2266) loss_bbox_pre: 0.1820 (0.1908) loss_dfl: 0.9601 (0.9607) loss_fgl_aux_0: 0.9835 (0.9941) loss_fgl_aux_1: 0.9622 (0.9635) loss_fgl_aux_2: 0.9615 (0.9610) loss_fgl_aux_3: 0.9608 (0.9608) loss_fgl_aux_4: 0.9606 (0.9607) loss_fgl_dn_0: 1.0831 (1.0898) loss_fgl_dn_1: 0.9895 (0.9859) loss_fgl_dn_2: 0.9791 (0.9770) loss_fgl_dn_3: 0.9800 (0.9778) loss_fgl_dn_4: 0.9811 (0.9782) loss_fgl_dn_5: 0.9812 (0.9782) loss_giou: 0.5953 (0.5660) loss_giou_aux_0: 0.6282 (0.5916) loss_giou_aux_1: 0.6023 (0.5713) loss_giou_aux_2: 0.5942 (0.5668) loss_giou_aux_3: 0.5945 (0.5661) loss_giou_aux_4: 0.5952 (0.5660) loss_giou_dn_0: 0.5799 (0.5735) loss_giou_dn_1: 0.4736 (0.4623) loss_giou_dn_2: 0.4589 (0.4453) loss_giou_dn_3: 0.4513 (0.4408) loss_giou_dn_4: 0.4494 (0.4399) loss_giou_dn_5: 0.4493 (0.4399) loss_giou_dn_pre: 0.5793 (0.5726) loss_giou_enc_0: 0.7032 (0.6666) loss_giou_pre: 0.6259 (0.5900) loss_ddf_aux_0: 0.0510 (0.0536) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2492 (0.2550) loss_ddf_dn_1: 0.0315 (0.0335) loss_ddf_dn_2: 0.0066 (0.0070) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6779 (0.6651) loss_vfl_aux_0: 0.7441 (0.7382) loss_vfl_aux_1: 0.7214 (0.7137) loss_vfl_aux_2: 0.6976 (0.6942) loss_vfl_aux_3: 0.6775 (0.6761) loss_vfl_aux_4: 0.6672 (0.6668) loss_vfl_dn_0: 0.4924 (0.4897) loss_vfl_dn_1: 0.4297 (0.4244) loss_vfl_dn_2: 0.4158 (0.4089) loss_vfl_dn_3: 0.4078 (0.4004) loss_vfl_dn_4: 0.4050 (0.3973) loss_vfl_dn_5: 0.4047 (0.3968) loss_vfl_dn_pre: 0.4918 (0.4901) loss_vfl_enc_0: 0.7228 (0.7390) loss_vfl_pre: 0.7495 (0.7406) time: 0.9024 data: 0.0232 max mem: 9084 Epoch: [35] [3500/3696] eta: 0:02:37 lr: 0.000013 loss: 31.2707 (31.6981) loss_bbox: 0.1851 (0.1779) loss_bbox_aux_0: 0.2054 (0.1907) loss_bbox_aux_1: 0.1911 (0.1806) loss_bbox_aux_2: 0.1872 (0.1784) loss_bbox_aux_3: 0.1855 (0.1780) loss_bbox_aux_4: 0.1852 (0.1779) loss_bbox_dn_0: 0.2482 (0.2452) loss_bbox_dn_1: 0.1775 (0.1821) loss_bbox_dn_2: 0.1643 (0.1718) loss_bbox_dn_3: 0.1653 (0.1686) loss_bbox_dn_4: 0.1647 (0.1680) loss_bbox_dn_5: 0.1646 (0.1680) loss_bbox_dn_pre: 0.2486 (0.2507) loss_bbox_enc_0: 0.2357 (0.2268) loss_bbox_pre: 0.2039 (0.1909) loss_dfl: 0.9515 (0.9605) loss_fgl_aux_0: 0.9745 (0.9939) loss_fgl_aux_1: 0.9524 (0.9632) loss_fgl_aux_2: 0.9507 (0.9607) loss_fgl_aux_3: 0.9512 (0.9605) loss_fgl_aux_4: 0.9513 (0.9605) loss_fgl_dn_0: 1.0826 (1.0897) loss_fgl_dn_1: 0.9749 (0.9858) loss_fgl_dn_2: 0.9644 (0.9769) loss_fgl_dn_3: 0.9668 (0.9776) loss_fgl_dn_4: 0.9669 (0.9780) loss_fgl_dn_5: 0.9670 (0.9780) loss_giou: 0.5739 (0.5659) loss_giou_aux_0: 0.6004 (0.5916) loss_giou_aux_1: 0.5773 (0.5713) loss_giou_aux_2: 0.5749 (0.5668) loss_giou_aux_3: 0.5738 (0.5660) loss_giou_aux_4: 0.5740 (0.5659) loss_giou_dn_0: 0.5633 (0.5735) loss_giou_dn_1: 0.4513 (0.4622) loss_giou_dn_2: 0.4302 (0.4453) loss_giou_dn_3: 0.4266 (0.4407) loss_giou_dn_4: 0.4261 (0.4398) loss_giou_dn_5: 0.4260 (0.4398) loss_giou_dn_pre: 0.5612 (0.5726) loss_giou_enc_0: 0.6790 (0.6666) loss_giou_pre: 0.5971 (0.5900) loss_ddf_aux_0: 0.0553 (0.0537) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2431 (0.2549) loss_ddf_dn_1: 0.0312 (0.0335) loss_ddf_dn_2: 0.0061 (0.0070) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6521 (0.6651) loss_vfl_aux_0: 0.7183 (0.7381) loss_vfl_aux_1: 0.6801 (0.7135) loss_vfl_aux_2: 0.6783 (0.6941) loss_vfl_aux_3: 0.6678 (0.6761) loss_vfl_aux_4: 0.6498 (0.6668) loss_vfl_dn_0: 0.4814 (0.4896) loss_vfl_dn_1: 0.4203 (0.4242) loss_vfl_dn_2: 0.4042 (0.4088) loss_vfl_dn_3: 0.3969 (0.4002) loss_vfl_dn_4: 0.3912 (0.3972) loss_vfl_dn_5: 0.3918 (0.3967) loss_vfl_dn_pre: 0.4821 (0.4901) loss_vfl_enc_0: 0.7291 (0.7390) loss_vfl_pre: 0.7213 (0.7406) time: 0.7082 data: 0.0206 max mem: 9084 Epoch: [35] [3600/3696] eta: 0:01:17 lr: 0.000013 loss: 32.1299 (31.6994) loss_bbox: 0.1691 (0.1780) loss_bbox_aux_0: 0.1835 (0.1908) loss_bbox_aux_1: 0.1718 (0.1807) loss_bbox_aux_2: 0.1686 (0.1785) loss_bbox_aux_3: 0.1689 (0.1780) loss_bbox_aux_4: 0.1690 (0.1780) loss_bbox_dn_0: 0.2364 (0.2453) loss_bbox_dn_1: 0.1755 (0.1822) loss_bbox_dn_2: 0.1622 (0.1719) loss_bbox_dn_3: 0.1605 (0.1687) loss_bbox_dn_4: 0.1590 (0.1681) loss_bbox_dn_5: 0.1592 (0.1681) loss_bbox_dn_pre: 0.2399 (0.2509) loss_bbox_enc_0: 0.2270 (0.2269) loss_bbox_pre: 0.1861 (0.1910) loss_dfl: 0.9541 (0.9604) loss_fgl_aux_0: 0.9971 (0.9937) loss_fgl_aux_1: 0.9591 (0.9631) loss_fgl_aux_2: 0.9551 (0.9606) loss_fgl_aux_3: 0.9546 (0.9604) loss_fgl_aux_4: 0.9542 (0.9604) loss_fgl_dn_0: 1.0982 (1.0897) loss_fgl_dn_1: 0.9859 (0.9857) loss_fgl_dn_2: 0.9789 (0.9769) loss_fgl_dn_3: 0.9790 (0.9776) loss_fgl_dn_4: 0.9793 (0.9780) loss_fgl_dn_5: 0.9793 (0.9780) loss_giou: 0.6010 (0.5660) loss_giou_aux_0: 0.6242 (0.5917) loss_giou_aux_1: 0.6033 (0.5714) loss_giou_aux_2: 0.6029 (0.5669) loss_giou_aux_3: 0.6014 (0.5661) loss_giou_aux_4: 0.6010 (0.5660) loss_giou_dn_0: 0.5815 (0.5735) loss_giou_dn_1: 0.4745 (0.4623) loss_giou_dn_2: 0.4548 (0.4453) loss_giou_dn_3: 0.4511 (0.4408) loss_giou_dn_4: 0.4508 (0.4399) loss_giou_dn_5: 0.4508 (0.4399) loss_giou_dn_pre: 0.5817 (0.5726) loss_giou_enc_0: 0.6974 (0.6667) loss_giou_pre: 0.6229 (0.5901) loss_ddf_aux_0: 0.0466 (0.0537) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2571 (0.2550) loss_ddf_dn_1: 0.0341 (0.0336) loss_ddf_dn_2: 0.0060 (0.0070) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6624 (0.6651) loss_vfl_aux_0: 0.7205 (0.7379) loss_vfl_aux_1: 0.7016 (0.7134) loss_vfl_aux_2: 0.6909 (0.6941) loss_vfl_aux_3: 0.6757 (0.6761) loss_vfl_aux_4: 0.6612 (0.6668) loss_vfl_dn_0: 0.4891 (0.4896) loss_vfl_dn_1: 0.4231 (0.4243) loss_vfl_dn_2: 0.4063 (0.4088) loss_vfl_dn_3: 0.4014 (0.4003) loss_vfl_dn_4: 0.3994 (0.3972) loss_vfl_dn_5: 0.3971 (0.3967) loss_vfl_dn_pre: 0.4889 (0.4901) loss_vfl_enc_0: 0.7311 (0.7389) loss_vfl_pre: 0.7251 (0.7404) time: 0.7461 data: 0.0291 max mem: 9084 Epoch: [35] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 31.4767 (31.6996) loss_bbox: 0.1839 (0.1779) loss_bbox_aux_0: 0.1931 (0.1907) loss_bbox_aux_1: 0.1873 (0.1806) loss_bbox_aux_2: 0.1829 (0.1784) loss_bbox_aux_3: 0.1832 (0.1780) loss_bbox_aux_4: 0.1837 (0.1779) loss_bbox_dn_0: 0.2405 (0.2453) loss_bbox_dn_1: 0.1854 (0.1822) loss_bbox_dn_2: 0.1757 (0.1718) loss_bbox_dn_3: 0.1724 (0.1686) loss_bbox_dn_4: 0.1734 (0.1680) loss_bbox_dn_5: 0.1734 (0.1680) loss_bbox_dn_pre: 0.2422 (0.2508) loss_bbox_enc_0: 0.2223 (0.2268) loss_bbox_pre: 0.1922 (0.1909) loss_dfl: 0.9548 (0.9605) loss_fgl_aux_0: 0.9864 (0.9938) loss_fgl_aux_1: 0.9610 (0.9632) loss_fgl_aux_2: 0.9551 (0.9607) loss_fgl_aux_3: 0.9543 (0.9605) loss_fgl_aux_4: 0.9548 (0.9605) loss_fgl_dn_0: 1.0842 (1.0897) loss_fgl_dn_1: 0.9807 (0.9858) loss_fgl_dn_2: 0.9714 (0.9769) loss_fgl_dn_3: 0.9720 (0.9776) loss_fgl_dn_4: 0.9722 (0.9780) loss_fgl_dn_5: 0.9722 (0.9780) loss_giou: 0.5535 (0.5660) loss_giou_aux_0: 0.5884 (0.5917) loss_giou_aux_1: 0.5590 (0.5714) loss_giou_aux_2: 0.5534 (0.5669) loss_giou_aux_3: 0.5525 (0.5661) loss_giou_aux_4: 0.5533 (0.5660) loss_giou_dn_0: 0.5685 (0.5736) loss_giou_dn_1: 0.4570 (0.4623) loss_giou_dn_2: 0.4458 (0.4454) loss_giou_dn_3: 0.4442 (0.4408) loss_giou_dn_4: 0.4429 (0.4399) loss_giou_dn_5: 0.4428 (0.4399) loss_giou_dn_pre: 0.5692 (0.5727) loss_giou_enc_0: 0.6585 (0.6667) loss_giou_pre: 0.5899 (0.5901) loss_ddf_aux_0: 0.0513 (0.0537) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2583 (0.2552) loss_ddf_dn_1: 0.0341 (0.0336) loss_ddf_dn_2: 0.0072 (0.0070) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6391 (0.6650) loss_vfl_aux_0: 0.7156 (0.7379) loss_vfl_aux_1: 0.7010 (0.7132) loss_vfl_aux_2: 0.6691 (0.6941) loss_vfl_aux_3: 0.6609 (0.6760) loss_vfl_aux_4: 0.6454 (0.6668) loss_vfl_dn_0: 0.4866 (0.4896) loss_vfl_dn_1: 0.4193 (0.4243) loss_vfl_dn_2: 0.4070 (0.4088) loss_vfl_dn_3: 0.3959 (0.4003) loss_vfl_dn_4: 0.3928 (0.3972) loss_vfl_dn_5: 0.3932 (0.3967) loss_vfl_dn_pre: 0.4877 (0.4901) loss_vfl_enc_0: 0.7156 (0.7390) loss_vfl_pre: 0.7145 (0.7404) time: 0.7713 data: 0.0277 max mem: 9084 Epoch: [35] Total time: 0:49:24 (0.8022 s / it) Averaged stats: lr: 0.000013 loss: 31.4767 (31.6996) loss_bbox: 0.1839 (0.1779) loss_bbox_aux_0: 0.1931 (0.1907) loss_bbox_aux_1: 0.1873 (0.1806) loss_bbox_aux_2: 0.1829 (0.1784) loss_bbox_aux_3: 0.1832 (0.1780) loss_bbox_aux_4: 0.1837 (0.1779) loss_bbox_dn_0: 0.2405 (0.2453) loss_bbox_dn_1: 0.1854 (0.1822) loss_bbox_dn_2: 0.1757 (0.1718) loss_bbox_dn_3: 0.1724 (0.1686) loss_bbox_dn_4: 0.1734 (0.1680) loss_bbox_dn_5: 0.1734 (0.1680) loss_bbox_dn_pre: 0.2422 (0.2508) loss_bbox_enc_0: 0.2223 (0.2268) loss_bbox_pre: 0.1922 (0.1909) loss_dfl: 0.9548 (0.9605) loss_fgl_aux_0: 0.9864 (0.9938) loss_fgl_aux_1: 0.9610 (0.9632) loss_fgl_aux_2: 0.9551 (0.9607) loss_fgl_aux_3: 0.9543 (0.9605) loss_fgl_aux_4: 0.9548 (0.9605) loss_fgl_dn_0: 1.0842 (1.0897) loss_fgl_dn_1: 0.9807 (0.9858) loss_fgl_dn_2: 0.9714 (0.9769) loss_fgl_dn_3: 0.9720 (0.9776) loss_fgl_dn_4: 0.9722 (0.9780) loss_fgl_dn_5: 0.9722 (0.9780) loss_giou: 0.5535 (0.5660) loss_giou_aux_0: 0.5884 (0.5917) loss_giou_aux_1: 0.5590 (0.5714) loss_giou_aux_2: 0.5534 (0.5669) loss_giou_aux_3: 0.5525 (0.5661) loss_giou_aux_4: 0.5533 (0.5660) loss_giou_dn_0: 0.5685 (0.5736) loss_giou_dn_1: 0.4570 (0.4623) loss_giou_dn_2: 0.4458 (0.4454) loss_giou_dn_3: 0.4442 (0.4408) loss_giou_dn_4: 0.4429 (0.4399) loss_giou_dn_5: 0.4428 (0.4399) loss_giou_dn_pre: 0.5692 (0.5727) loss_giou_enc_0: 0.6585 (0.6667) loss_giou_pre: 0.5899 (0.5901) loss_ddf_aux_0: 0.0513 (0.0537) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2583 (0.2552) loss_ddf_dn_1: 0.0341 (0.0336) loss_ddf_dn_2: 0.0072 (0.0070) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6391 (0.6650) loss_vfl_aux_0: 0.7156 (0.7379) loss_vfl_aux_1: 0.7010 (0.7132) loss_vfl_aux_2: 0.6691 (0.6941) loss_vfl_aux_3: 0.6609 (0.6760) loss_vfl_aux_4: 0.6454 (0.6668) loss_vfl_dn_0: 0.4866 (0.4896) loss_vfl_dn_1: 0.4193 (0.4243) loss_vfl_dn_2: 0.4070 (0.4088) loss_vfl_dn_3: 0.3959 (0.4003) loss_vfl_dn_4: 0.3928 (0.3972) loss_vfl_dn_5: 0.3932 (0.3967) loss_vfl_dn_pre: 0.4877 (0.4901) loss_vfl_enc_0: 0.7156 (0.7390) loss_vfl_pre: 0.7145 (0.7404) Test: [ 0/79] eta: 0:02:50 time: 2.1598 data: 1.6255 max mem: 9084 Test: [10/79] eta: 0:00:50 time: 0.7328 data: 0.2060 max mem: 9084 Test: [20/79] eta: 0:00:39 time: 0.5942 data: 0.0643 max mem: 9084 Test: [30/79] eta: 0:00:32 time: 0.6137 data: 0.0665 max mem: 9084 Test: [40/79] eta: 0:00:25 time: 0.6191 data: 0.0645 max mem: 9084 Test: [50/79] eta: 0:00:19 time: 0.7035 data: 0.0580 max mem: 9084 Test: [60/79] eta: 0:00:12 time: 0.6979 data: 0.0588 max mem: 9084 Test: [70/79] eta: 0:00:05 time: 0.5936 data: 0.0616 max mem: 9084 Test: [78/79] eta: 0:00:00 time: 0.6651 data: 0.0613 max mem: 9084 Test: Total time: 0:00:52 (0.6678 s / it) Averaged stats: Accumulating evaluation results... DONE (t=26.44s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.532 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.708 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.575 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.352 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.574 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.713 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.392 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.661 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.728 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.555 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.775 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 best_stat: {'epoch': 35, 'coco_eval_bbox': 0.5316534108627591} Epoch: [36] [ 0/3696] eta: 4:52:21 lr: 0.000013 loss: 33.0800 (33.0800) loss_bbox: 0.2051 (0.2051) loss_bbox_aux_0: 0.2221 (0.2221) loss_bbox_aux_1: 0.2082 (0.2082) loss_bbox_aux_2: 0.2059 (0.2059) loss_bbox_aux_3: 0.2051 (0.2051) loss_bbox_aux_4: 0.2052 (0.2052) loss_bbox_dn_0: 0.2498 (0.2498) loss_bbox_dn_1: 0.1942 (0.1942) loss_bbox_dn_2: 0.1848 (0.1848) loss_bbox_dn_3: 0.1779 (0.1779) loss_bbox_dn_4: 0.1766 (0.1766) loss_bbox_dn_5: 0.1765 (0.1765) loss_bbox_dn_pre: 0.2548 (0.2548) loss_bbox_enc_0: 0.2571 (0.2571) loss_bbox_pre: 0.2238 (0.2238) loss_dfl: 0.9588 (0.9588) loss_fgl_aux_0: 0.9944 (0.9944) loss_fgl_aux_1: 0.9587 (0.9587) loss_fgl_aux_2: 0.9583 (0.9583) loss_fgl_aux_3: 0.9585 (0.9585) loss_fgl_aux_4: 0.9587 (0.9587) loss_fgl_dn_0: 1.0871 (1.0871) loss_fgl_dn_1: 0.9852 (0.9852) loss_fgl_dn_2: 0.9774 (0.9774) loss_fgl_dn_3: 0.9789 (0.9789) loss_fgl_dn_4: 0.9796 (0.9796) loss_fgl_dn_5: 0.9798 (0.9798) loss_giou: 0.6164 (0.6164) loss_giou_aux_0: 0.6387 (0.6387) loss_giou_aux_1: 0.6208 (0.6208) loss_giou_aux_2: 0.6174 (0.6174) loss_giou_aux_3: 0.6169 (0.6169) loss_giou_aux_4: 0.6166 (0.6166) loss_giou_dn_0: 0.6254 (0.6254) loss_giou_dn_1: 0.5064 (0.5064) loss_giou_dn_2: 0.4878 (0.4878) loss_giou_dn_3: 0.4809 (0.4809) loss_giou_dn_4: 0.4798 (0.4798) loss_giou_dn_5: 0.4797 (0.4797) loss_giou_dn_pre: 0.6230 (0.6230) loss_giou_enc_0: 0.7325 (0.7325) loss_giou_pre: 0.6357 (0.6357) loss_ddf_aux_0: 0.0460 (0.0460) loss_ddf_aux_1: 0.0058 (0.0058) loss_ddf_aux_2: 0.0010 (0.0010) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2261 (0.2261) loss_ddf_dn_1: 0.0273 (0.0273) loss_ddf_dn_2: 0.0060 (0.0060) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.7249 (0.7249) loss_vfl_aux_0: 0.8018 (0.8018) loss_vfl_aux_1: 0.7807 (0.7807) loss_vfl_aux_2: 0.7616 (0.7616) loss_vfl_aux_3: 0.7395 (0.7395) loss_vfl_aux_4: 0.7222 (0.7222) loss_vfl_dn_0: 0.4839 (0.4839) loss_vfl_dn_1: 0.4110 (0.4110) loss_vfl_dn_2: 0.3990 (0.3990) loss_vfl_dn_3: 0.3973 (0.3973) loss_vfl_dn_4: 0.3913 (0.3913) loss_vfl_dn_5: 0.3917 (0.3917) loss_vfl_dn_pre: 0.4850 (0.4850) loss_vfl_enc_0: 0.7705 (0.7705) loss_vfl_pre: 0.8058 (0.8058) time: 4.7461 data: 1.6359 max mem: 9084 Epoch: [36] [ 100/3696] eta: 0:49:32 lr: 0.000013 loss: 31.4035 (31.5279) loss_bbox: 0.1600 (0.1765) loss_bbox_aux_0: 0.1724 (0.1903) loss_bbox_aux_1: 0.1660 (0.1798) loss_bbox_aux_2: 0.1622 (0.1771) loss_bbox_aux_3: 0.1601 (0.1765) loss_bbox_aux_4: 0.1601 (0.1765) loss_bbox_dn_0: 0.2122 (0.2469) loss_bbox_dn_1: 0.1612 (0.1831) loss_bbox_dn_2: 0.1522 (0.1720) loss_bbox_dn_3: 0.1473 (0.1682) loss_bbox_dn_4: 0.1469 (0.1674) loss_bbox_dn_5: 0.1468 (0.1674) loss_bbox_dn_pre: 0.2146 (0.2528) loss_bbox_enc_0: 0.2072 (0.2272) loss_bbox_pre: 0.1733 (0.1906) loss_dfl: 0.9762 (0.9585) loss_fgl_aux_0: 0.9964 (0.9953) loss_fgl_aux_1: 0.9794 (0.9613) loss_fgl_aux_2: 0.9761 (0.9586) loss_fgl_aux_3: 0.9764 (0.9585) loss_fgl_aux_4: 0.9762 (0.9585) loss_fgl_dn_0: 1.0826 (1.0896) loss_fgl_dn_1: 0.9905 (0.9833) loss_fgl_dn_2: 0.9841 (0.9742) loss_fgl_dn_3: 0.9860 (0.9750) loss_fgl_dn_4: 0.9866 (0.9754) loss_fgl_dn_5: 0.9866 (0.9754) loss_giou: 0.5391 (0.5546) loss_giou_aux_0: 0.5666 (0.5816) loss_giou_aux_1: 0.5445 (0.5608) loss_giou_aux_2: 0.5397 (0.5558) loss_giou_aux_3: 0.5383 (0.5549) loss_giou_aux_4: 0.5390 (0.5547) loss_giou_dn_0: 0.5696 (0.5672) loss_giou_dn_1: 0.4675 (0.4577) loss_giou_dn_2: 0.4526 (0.4405) loss_giou_dn_3: 0.4487 (0.4354) loss_giou_dn_4: 0.4480 (0.4344) loss_giou_dn_5: 0.4480 (0.4344) loss_giou_dn_pre: 0.5701 (0.5663) loss_giou_enc_0: 0.6356 (0.6548) loss_giou_pre: 0.5635 (0.5797) loss_ddf_aux_0: 0.0540 (0.0562) loss_ddf_aux_1: 0.0080 (0.0077) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2516 (0.2540) loss_ddf_dn_1: 0.0337 (0.0342) loss_ddf_dn_2: 0.0071 (0.0080) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6760 (0.6615) loss_vfl_aux_0: 0.7457 (0.7352) loss_vfl_aux_1: 0.7165 (0.7137) loss_vfl_aux_2: 0.7024 (0.6918) loss_vfl_aux_3: 0.6968 (0.6752) loss_vfl_aux_4: 0.6832 (0.6650) loss_vfl_dn_0: 0.4840 (0.4878) loss_vfl_dn_1: 0.4182 (0.4225) loss_vfl_dn_2: 0.4062 (0.4066) loss_vfl_dn_3: 0.3975 (0.3985) loss_vfl_dn_4: 0.3943 (0.3952) loss_vfl_dn_5: 0.3921 (0.3946) loss_vfl_dn_pre: 0.4843 (0.4884) loss_vfl_enc_0: 0.7442 (0.7427) loss_vfl_pre: 0.7476 (0.7377) time: 0.8583 data: 0.0283 max mem: 9084 Epoch: [36] [ 200/3696] eta: 0:46:05 lr: 0.000013 loss: 31.4266 (31.5975) loss_bbox: 0.1667 (0.1752) loss_bbox_aux_0: 0.1831 (0.1890) loss_bbox_aux_1: 0.1705 (0.1784) loss_bbox_aux_2: 0.1669 (0.1757) loss_bbox_aux_3: 0.1668 (0.1753) loss_bbox_aux_4: 0.1667 (0.1752) loss_bbox_dn_0: 0.2304 (0.2459) loss_bbox_dn_1: 0.1737 (0.1824) loss_bbox_dn_2: 0.1624 (0.1717) loss_bbox_dn_3: 0.1615 (0.1683) loss_bbox_dn_4: 0.1621 (0.1675) loss_bbox_dn_5: 0.1623 (0.1675) loss_bbox_dn_pre: 0.2350 (0.2516) loss_bbox_enc_0: 0.2157 (0.2256) loss_bbox_pre: 0.1824 (0.1893) loss_dfl: 0.9561 (0.9595) loss_fgl_aux_0: 0.9883 (0.9956) loss_fgl_aux_1: 0.9584 (0.9625) loss_fgl_aux_2: 0.9566 (0.9597) loss_fgl_aux_3: 0.9561 (0.9595) loss_fgl_aux_4: 0.9561 (0.9595) loss_fgl_dn_0: 1.0834 (1.0908) loss_fgl_dn_1: 0.9868 (0.9849) loss_fgl_dn_2: 0.9789 (0.9756) loss_fgl_dn_3: 0.9792 (0.9764) loss_fgl_dn_4: 0.9797 (0.9767) loss_fgl_dn_5: 0.9798 (0.9767) loss_giou: 0.5421 (0.5559) loss_giou_aux_0: 0.5798 (0.5829) loss_giou_aux_1: 0.5476 (0.5618) loss_giou_aux_2: 0.5407 (0.5569) loss_giou_aux_3: 0.5419 (0.5561) loss_giou_aux_4: 0.5422 (0.5560) loss_giou_dn_0: 0.5541 (0.5704) loss_giou_dn_1: 0.4474 (0.4595) loss_giou_dn_2: 0.4271 (0.4425) loss_giou_dn_3: 0.4229 (0.4377) loss_giou_dn_4: 0.4217 (0.4368) loss_giou_dn_5: 0.4217 (0.4368) loss_giou_dn_pre: 0.5529 (0.5695) loss_giou_enc_0: 0.6566 (0.6570) loss_giou_pre: 0.5784 (0.5811) loss_ddf_aux_0: 0.0524 (0.0559) loss_ddf_aux_1: 0.0075 (0.0079) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2613 (0.2574) loss_ddf_dn_1: 0.0333 (0.0344) loss_ddf_dn_2: 0.0071 (0.0074) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6576 (0.6668) loss_vfl_aux_0: 0.7400 (0.7406) loss_vfl_aux_1: 0.6918 (0.7144) loss_vfl_aux_2: 0.6855 (0.6968) loss_vfl_aux_3: 0.6592 (0.6783) loss_vfl_aux_4: 0.6463 (0.6693) loss_vfl_dn_0: 0.4915 (0.4894) loss_vfl_dn_1: 0.4189 (0.4232) loss_vfl_dn_2: 0.4065 (0.4075) loss_vfl_dn_3: 0.3974 (0.3989) loss_vfl_dn_4: 0.3948 (0.3958) loss_vfl_dn_5: 0.3929 (0.3952) loss_vfl_dn_pre: 0.4923 (0.4899) loss_vfl_enc_0: 0.7345 (0.7458) loss_vfl_pre: 0.7439 (0.7430) time: 0.7778 data: 0.0367 max mem: 9084 Epoch: [36] [ 300/3696] eta: 0:44:30 lr: 0.000013 loss: 31.9740 (31.6313) loss_bbox: 0.1672 (0.1751) loss_bbox_aux_0: 0.1787 (0.1886) loss_bbox_aux_1: 0.1702 (0.1782) loss_bbox_aux_2: 0.1671 (0.1757) loss_bbox_aux_3: 0.1671 (0.1752) loss_bbox_aux_4: 0.1671 (0.1751) loss_bbox_dn_0: 0.2123 (0.2429) loss_bbox_dn_1: 0.1675 (0.1804) loss_bbox_dn_2: 0.1587 (0.1699) loss_bbox_dn_3: 0.1616 (0.1666) loss_bbox_dn_4: 0.1600 (0.1658) loss_bbox_dn_5: 0.1600 (0.1658) loss_bbox_dn_pre: 0.2171 (0.2486) loss_bbox_enc_0: 0.2092 (0.2248) loss_bbox_pre: 0.1794 (0.1890) loss_dfl: 0.9569 (0.9593) loss_fgl_aux_0: 0.9969 (0.9947) loss_fgl_aux_1: 0.9633 (0.9623) loss_fgl_aux_2: 0.9577 (0.9595) loss_fgl_aux_3: 0.9571 (0.9593) loss_fgl_aux_4: 0.9570 (0.9594) loss_fgl_dn_0: 1.0852 (1.0899) loss_fgl_dn_1: 0.9842 (0.9857) loss_fgl_dn_2: 0.9804 (0.9766) loss_fgl_dn_3: 0.9800 (0.9774) loss_fgl_dn_4: 0.9801 (0.9778) loss_fgl_dn_5: 0.9802 (0.9778) loss_giou: 0.5608 (0.5626) loss_giou_aux_0: 0.5839 (0.5889) loss_giou_aux_1: 0.5597 (0.5683) loss_giou_aux_2: 0.5574 (0.5636) loss_giou_aux_3: 0.5605 (0.5628) loss_giou_aux_4: 0.5608 (0.5627) loss_giou_dn_0: 0.5818 (0.5723) loss_giou_dn_1: 0.4792 (0.4618) loss_giou_dn_2: 0.4684 (0.4450) loss_giou_dn_3: 0.4644 (0.4404) loss_giou_dn_4: 0.4632 (0.4394) loss_giou_dn_5: 0.4632 (0.4394) loss_giou_dn_pre: 0.5814 (0.5715) loss_giou_enc_0: 0.6642 (0.6630) loss_giou_pre: 0.5836 (0.5872) loss_ddf_aux_0: 0.0533 (0.0549) loss_ddf_aux_1: 0.0075 (0.0077) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2436 (0.2554) loss_ddf_dn_1: 0.0313 (0.0339) loss_ddf_dn_2: 0.0060 (0.0073) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6735 (0.6644) loss_vfl_aux_0: 0.7515 (0.7384) loss_vfl_aux_1: 0.7205 (0.7115) loss_vfl_aux_2: 0.7009 (0.6948) loss_vfl_aux_3: 0.6852 (0.6760) loss_vfl_aux_4: 0.6678 (0.6665) loss_vfl_dn_0: 0.4890 (0.4894) loss_vfl_dn_1: 0.4297 (0.4237) loss_vfl_dn_2: 0.4176 (0.4083) loss_vfl_dn_3: 0.4069 (0.3997) loss_vfl_dn_4: 0.4028 (0.3966) loss_vfl_dn_5: 0.4014 (0.3960) loss_vfl_dn_pre: 0.4893 (0.4900) loss_vfl_enc_0: 0.7303 (0.7431) loss_vfl_pre: 0.7488 (0.7409) time: 0.8806 data: 0.0214 max mem: 9084 Epoch: [36] [ 400/3696] eta: 0:42:18 lr: 0.000013 loss: 31.9799 (31.6901) loss_bbox: 0.1839 (0.1772) loss_bbox_aux_0: 0.2041 (0.1905) loss_bbox_aux_1: 0.1899 (0.1803) loss_bbox_aux_2: 0.1862 (0.1778) loss_bbox_aux_3: 0.1838 (0.1773) loss_bbox_aux_4: 0.1836 (0.1772) loss_bbox_dn_0: 0.2566 (0.2435) loss_bbox_dn_1: 0.1864 (0.1810) loss_bbox_dn_2: 0.1746 (0.1705) loss_bbox_dn_3: 0.1727 (0.1673) loss_bbox_dn_4: 0.1727 (0.1666) loss_bbox_dn_5: 0.1728 (0.1666) loss_bbox_dn_pre: 0.2627 (0.2492) loss_bbox_enc_0: 0.2479 (0.2270) loss_bbox_pre: 0.2054 (0.1908) loss_dfl: 0.9452 (0.9597) loss_fgl_aux_0: 0.9842 (0.9945) loss_fgl_aux_1: 0.9476 (0.9626) loss_fgl_aux_2: 0.9465 (0.9599) loss_fgl_aux_3: 0.9457 (0.9598) loss_fgl_aux_4: 0.9452 (0.9597) loss_fgl_dn_0: 1.0879 (1.0901) loss_fgl_dn_1: 0.9735 (0.9864) loss_fgl_dn_2: 0.9628 (0.9775) loss_fgl_dn_3: 0.9634 (0.9783) loss_fgl_dn_4: 0.9632 (0.9787) loss_fgl_dn_5: 0.9633 (0.9787) loss_giou: 0.5384 (0.5649) loss_giou_aux_0: 0.5690 (0.5912) loss_giou_aux_1: 0.5470 (0.5706) loss_giou_aux_2: 0.5408 (0.5659) loss_giou_aux_3: 0.5387 (0.5650) loss_giou_aux_4: 0.5384 (0.5649) loss_giou_dn_0: 0.5895 (0.5742) loss_giou_dn_1: 0.4604 (0.4633) loss_giou_dn_2: 0.4421 (0.4462) loss_giou_dn_3: 0.4381 (0.4415) loss_giou_dn_4: 0.4374 (0.4406) loss_giou_dn_5: 0.4372 (0.4406) loss_giou_dn_pre: 0.5877 (0.5733) loss_giou_enc_0: 0.6463 (0.6656) loss_giou_pre: 0.5675 (0.5895) loss_ddf_aux_0: 0.0603 (0.0555) loss_ddf_aux_1: 0.0081 (0.0078) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2532 (0.2551) loss_ddf_dn_1: 0.0353 (0.0339) loss_ddf_dn_2: 0.0072 (0.0072) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6757 (0.6645) loss_vfl_aux_0: 0.7454 (0.7383) loss_vfl_aux_1: 0.7368 (0.7111) loss_vfl_aux_2: 0.7153 (0.6951) loss_vfl_aux_3: 0.6902 (0.6762) loss_vfl_aux_4: 0.6791 (0.6666) loss_vfl_dn_0: 0.4912 (0.4893) loss_vfl_dn_1: 0.4249 (0.4241) loss_vfl_dn_2: 0.4094 (0.4088) loss_vfl_dn_3: 0.4010 (0.4003) loss_vfl_dn_4: 0.3997 (0.3972) loss_vfl_dn_5: 0.3989 (0.3966) loss_vfl_dn_pre: 0.4910 (0.4899) loss_vfl_enc_0: 0.7434 (0.7428) loss_vfl_pre: 0.7435 (0.7409) time: 0.7615 data: 0.0327 max mem: 9084 Epoch: [36] [ 500/3696] eta: 0:40:54 lr: 0.000013 loss: 31.6928 (31.6897) loss_bbox: 0.1765 (0.1779) loss_bbox_aux_0: 0.1864 (0.1912) loss_bbox_aux_1: 0.1776 (0.1810) loss_bbox_aux_2: 0.1754 (0.1785) loss_bbox_aux_3: 0.1764 (0.1780) loss_bbox_aux_4: 0.1764 (0.1779) loss_bbox_dn_0: 0.2395 (0.2442) loss_bbox_dn_1: 0.1808 (0.1815) loss_bbox_dn_2: 0.1698 (0.1711) loss_bbox_dn_3: 0.1660 (0.1679) loss_bbox_dn_4: 0.1650 (0.1672) loss_bbox_dn_5: 0.1651 (0.1672) loss_bbox_dn_pre: 0.2460 (0.2501) loss_bbox_enc_0: 0.2159 (0.2276) loss_bbox_pre: 0.1871 (0.1915) loss_dfl: 0.9657 (0.9590) loss_fgl_aux_0: 0.9966 (0.9938) loss_fgl_aux_1: 0.9705 (0.9619) loss_fgl_aux_2: 0.9659 (0.9592) loss_fgl_aux_3: 0.9656 (0.9590) loss_fgl_aux_4: 0.9657 (0.9590) loss_fgl_dn_0: 1.0829 (1.0901) loss_fgl_dn_1: 0.9762 (0.9857) loss_fgl_dn_2: 0.9671 (0.9768) loss_fgl_dn_3: 0.9662 (0.9776) loss_fgl_dn_4: 0.9666 (0.9780) loss_fgl_dn_5: 0.9665 (0.9780) loss_giou: 0.5609 (0.5651) loss_giou_aux_0: 0.5818 (0.5910) loss_giou_aux_1: 0.5639 (0.5706) loss_giou_aux_2: 0.5633 (0.5660) loss_giou_aux_3: 0.5612 (0.5652) loss_giou_aux_4: 0.5608 (0.5651) loss_giou_dn_0: 0.5690 (0.5732) loss_giou_dn_1: 0.4604 (0.4623) loss_giou_dn_2: 0.4415 (0.4452) loss_giou_dn_3: 0.4377 (0.4406) loss_giou_dn_4: 0.4370 (0.4397) loss_giou_dn_5: 0.4369 (0.4397) loss_giou_dn_pre: 0.5701 (0.5723) loss_giou_enc_0: 0.6641 (0.6650) loss_giou_pre: 0.5827 (0.5893) loss_ddf_aux_0: 0.0531 (0.0552) loss_ddf_aux_1: 0.0075 (0.0077) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2550 (0.2556) loss_ddf_dn_1: 0.0332 (0.0339) loss_ddf_dn_2: 0.0063 (0.0070) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6755 (0.6649) loss_vfl_aux_0: 0.7473 (0.7396) loss_vfl_aux_1: 0.7059 (0.7117) loss_vfl_aux_2: 0.6958 (0.6955) loss_vfl_aux_3: 0.6951 (0.6765) loss_vfl_aux_4: 0.6762 (0.6670) loss_vfl_dn_0: 0.4926 (0.4894) loss_vfl_dn_1: 0.4208 (0.4240) loss_vfl_dn_2: 0.4063 (0.4086) loss_vfl_dn_3: 0.3967 (0.4001) loss_vfl_dn_4: 0.3930 (0.3971) loss_vfl_dn_5: 0.3920 (0.3965) loss_vfl_dn_pre: 0.4938 (0.4901) loss_vfl_enc_0: 0.7311 (0.7433) loss_vfl_pre: 0.7467 (0.7423) time: 0.7609 data: 0.0232 max mem: 9084 Epoch: [36] [ 600/3696] eta: 0:39:45 lr: 0.000013 loss: 31.7237 (31.6824) loss_bbox: 0.1721 (0.1769) loss_bbox_aux_0: 0.1797 (0.1901) loss_bbox_aux_1: 0.1739 (0.1799) loss_bbox_aux_2: 0.1733 (0.1775) loss_bbox_aux_3: 0.1719 (0.1770) loss_bbox_aux_4: 0.1723 (0.1769) loss_bbox_dn_0: 0.2219 (0.2431) loss_bbox_dn_1: 0.1674 (0.1808) loss_bbox_dn_2: 0.1582 (0.1704) loss_bbox_dn_3: 0.1543 (0.1672) loss_bbox_dn_4: 0.1531 (0.1665) loss_bbox_dn_5: 0.1532 (0.1665) loss_bbox_dn_pre: 0.2290 (0.2489) loss_bbox_enc_0: 0.2132 (0.2266) loss_bbox_pre: 0.1802 (0.1905) loss_dfl: 0.9775 (0.9596) loss_fgl_aux_0: 0.9949 (0.9940) loss_fgl_aux_1: 0.9782 (0.9624) loss_fgl_aux_2: 0.9769 (0.9598) loss_fgl_aux_3: 0.9766 (0.9596) loss_fgl_aux_4: 0.9774 (0.9596) loss_fgl_dn_0: 1.0919 (1.0903) loss_fgl_dn_1: 0.9985 (0.9865) loss_fgl_dn_2: 0.9920 (0.9777) loss_fgl_dn_3: 0.9936 (0.9784) loss_fgl_dn_4: 0.9939 (0.9788) loss_fgl_dn_5: 0.9939 (0.9788) loss_giou: 0.5809 (0.5666) loss_giou_aux_0: 0.6039 (0.5928) loss_giou_aux_1: 0.5824 (0.5722) loss_giou_aux_2: 0.5813 (0.5676) loss_giou_aux_3: 0.5813 (0.5667) loss_giou_aux_4: 0.5809 (0.5666) loss_giou_dn_0: 0.5944 (0.5745) loss_giou_dn_1: 0.4683 (0.4632) loss_giou_dn_2: 0.4464 (0.4460) loss_giou_dn_3: 0.4407 (0.4415) loss_giou_dn_4: 0.4398 (0.4405) loss_giou_dn_5: 0.4398 (0.4405) loss_giou_dn_pre: 0.5907 (0.5735) loss_giou_enc_0: 0.6957 (0.6669) loss_giou_pre: 0.6021 (0.5911) loss_ddf_aux_0: 0.0529 (0.0551) loss_ddf_aux_1: 0.0080 (0.0078) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2446 (0.2566) loss_ddf_dn_1: 0.0297 (0.0340) loss_ddf_dn_2: 0.0065 (0.0071) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6366 (0.6622) loss_vfl_aux_0: 0.6919 (0.7370) loss_vfl_aux_1: 0.6713 (0.7094) loss_vfl_aux_2: 0.6505 (0.6925) loss_vfl_aux_3: 0.6429 (0.6734) loss_vfl_aux_4: 0.6304 (0.6641) loss_vfl_dn_0: 0.4872 (0.4892) loss_vfl_dn_1: 0.4215 (0.4241) loss_vfl_dn_2: 0.4105 (0.4088) loss_vfl_dn_3: 0.3997 (0.4002) loss_vfl_dn_4: 0.3977 (0.3973) loss_vfl_dn_5: 0.3969 (0.3967) loss_vfl_dn_pre: 0.4879 (0.4898) loss_vfl_enc_0: 0.7000 (0.7400) loss_vfl_pre: 0.7042 (0.7396) time: 0.7466 data: 0.0343 max mem: 9084 Epoch: [36] [ 700/3696] eta: 0:38:26 lr: 0.000013 loss: 31.1905 (31.6604) loss_bbox: 0.1664 (0.1769) loss_bbox_aux_0: 0.1765 (0.1901) loss_bbox_aux_1: 0.1692 (0.1799) loss_bbox_aux_2: 0.1661 (0.1776) loss_bbox_aux_3: 0.1665 (0.1770) loss_bbox_aux_4: 0.1664 (0.1769) loss_bbox_dn_0: 0.2310 (0.2429) loss_bbox_dn_1: 0.1760 (0.1804) loss_bbox_dn_2: 0.1607 (0.1701) loss_bbox_dn_3: 0.1575 (0.1668) loss_bbox_dn_4: 0.1568 (0.1661) loss_bbox_dn_5: 0.1567 (0.1661) loss_bbox_dn_pre: 0.2418 (0.2487) loss_bbox_enc_0: 0.2089 (0.2265) loss_bbox_pre: 0.1762 (0.1904) loss_dfl: 0.9720 (0.9591) loss_fgl_aux_0: 1.0039 (0.9930) loss_fgl_aux_1: 0.9733 (0.9619) loss_fgl_aux_2: 0.9717 (0.9592) loss_fgl_aux_3: 0.9719 (0.9591) loss_fgl_aux_4: 0.9719 (0.9591) loss_fgl_dn_0: 1.0951 (1.0900) loss_fgl_dn_1: 0.9900 (0.9860) loss_fgl_dn_2: 0.9769 (0.9772) loss_fgl_dn_3: 0.9777 (0.9779) loss_fgl_dn_4: 0.9783 (0.9783) loss_fgl_dn_5: 0.9784 (0.9783) loss_giou: 0.5273 (0.5664) loss_giou_aux_0: 0.5529 (0.5926) loss_giou_aux_1: 0.5312 (0.5720) loss_giou_aux_2: 0.5270 (0.5674) loss_giou_aux_3: 0.5269 (0.5666) loss_giou_aux_4: 0.5270 (0.5664) loss_giou_dn_0: 0.5674 (0.5736) loss_giou_dn_1: 0.4489 (0.4622) loss_giou_dn_2: 0.4307 (0.4451) loss_giou_dn_3: 0.4242 (0.4406) loss_giou_dn_4: 0.4233 (0.4396) loss_giou_dn_5: 0.4234 (0.4396) loss_giou_dn_pre: 0.5652 (0.5727) loss_giou_enc_0: 0.6245 (0.6668) loss_giou_pre: 0.5513 (0.5909) loss_ddf_aux_0: 0.0533 (0.0547) loss_ddf_aux_1: 0.0076 (0.0077) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2665 (0.2566) loss_ddf_dn_1: 0.0372 (0.0340) loss_ddf_dn_2: 0.0078 (0.0071) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6924 (0.6616) loss_vfl_aux_0: 0.7744 (0.7373) loss_vfl_aux_1: 0.7490 (0.7098) loss_vfl_aux_2: 0.7092 (0.6920) loss_vfl_aux_3: 0.6951 (0.6727) loss_vfl_aux_4: 0.6819 (0.6637) loss_vfl_dn_0: 0.4843 (0.4888) loss_vfl_dn_1: 0.4178 (0.4236) loss_vfl_dn_2: 0.4005 (0.4083) loss_vfl_dn_3: 0.3937 (0.3997) loss_vfl_dn_4: 0.3914 (0.3966) loss_vfl_dn_5: 0.3895 (0.3961) loss_vfl_dn_pre: 0.4846 (0.4895) loss_vfl_enc_0: 0.7572 (0.7396) loss_vfl_pre: 0.7794 (0.7398) time: 0.7656 data: 0.0335 max mem: 9084 Epoch: [36] [ 800/3696] eta: 0:37:00 lr: 0.000013 loss: 31.3339 (31.6643) loss_bbox: 0.1770 (0.1776) loss_bbox_aux_0: 0.1867 (0.1906) loss_bbox_aux_1: 0.1802 (0.1805) loss_bbox_aux_2: 0.1770 (0.1782) loss_bbox_aux_3: 0.1769 (0.1776) loss_bbox_aux_4: 0.1771 (0.1776) loss_bbox_dn_0: 0.2355 (0.2439) loss_bbox_dn_1: 0.1758 (0.1812) loss_bbox_dn_2: 0.1659 (0.1708) loss_bbox_dn_3: 0.1626 (0.1675) loss_bbox_dn_4: 0.1635 (0.1668) loss_bbox_dn_5: 0.1635 (0.1668) loss_bbox_dn_pre: 0.2399 (0.2497) loss_bbox_enc_0: 0.2220 (0.2272) loss_bbox_pre: 0.1875 (0.1909) loss_dfl: 0.9809 (0.9594) loss_fgl_aux_0: 1.0117 (0.9932) loss_fgl_aux_1: 0.9832 (0.9621) loss_fgl_aux_2: 0.9810 (0.9595) loss_fgl_aux_3: 0.9810 (0.9594) loss_fgl_aux_4: 0.9807 (0.9594) loss_fgl_dn_0: 1.0925 (1.0897) loss_fgl_dn_1: 0.9867 (0.9857) loss_fgl_dn_2: 0.9777 (0.9769) loss_fgl_dn_3: 0.9772 (0.9776) loss_fgl_dn_4: 0.9776 (0.9780) loss_fgl_dn_5: 0.9775 (0.9780) loss_giou: 0.5536 (0.5658) loss_giou_aux_0: 0.5790 (0.5917) loss_giou_aux_1: 0.5598 (0.5714) loss_giou_aux_2: 0.5566 (0.5668) loss_giou_aux_3: 0.5541 (0.5660) loss_giou_aux_4: 0.5537 (0.5659) loss_giou_dn_0: 0.5616 (0.5731) loss_giou_dn_1: 0.4489 (0.4619) loss_giou_dn_2: 0.4333 (0.4449) loss_giou_dn_3: 0.4263 (0.4404) loss_giou_dn_4: 0.4248 (0.4394) loss_giou_dn_5: 0.4248 (0.4394) loss_giou_dn_pre: 0.5595 (0.5722) loss_giou_enc_0: 0.6505 (0.6663) loss_giou_pre: 0.5739 (0.5901) loss_ddf_aux_0: 0.0481 (0.0542) loss_ddf_aux_1: 0.0071 (0.0076) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2446 (0.2564) loss_ddf_dn_1: 0.0338 (0.0342) loss_ddf_dn_2: 0.0076 (0.0072) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6704 (0.6623) loss_vfl_aux_0: 0.7440 (0.7378) loss_vfl_aux_1: 0.7319 (0.7100) loss_vfl_aux_2: 0.7153 (0.6922) loss_vfl_aux_3: 0.6862 (0.6731) loss_vfl_aux_4: 0.6658 (0.6641) loss_vfl_dn_0: 0.4854 (0.4888) loss_vfl_dn_1: 0.4305 (0.4234) loss_vfl_dn_2: 0.4150 (0.4081) loss_vfl_dn_3: 0.4074 (0.3996) loss_vfl_dn_4: 0.4030 (0.3965) loss_vfl_dn_5: 0.4024 (0.3960) loss_vfl_dn_pre: 0.4855 (0.4894) loss_vfl_enc_0: 0.7397 (0.7393) loss_vfl_pre: 0.7480 (0.7404) time: 0.7506 data: 0.0316 max mem: 9084 Epoch: [36] [ 900/3696] eta: 0:35:36 lr: 0.000013 loss: 31.7501 (31.6555) loss_bbox: 0.1866 (0.1782) loss_bbox_aux_0: 0.1995 (0.1913) loss_bbox_aux_1: 0.1884 (0.1811) loss_bbox_aux_2: 0.1880 (0.1788) loss_bbox_aux_3: 0.1870 (0.1782) loss_bbox_aux_4: 0.1867 (0.1782) loss_bbox_dn_0: 0.2376 (0.2445) loss_bbox_dn_1: 0.1853 (0.1817) loss_bbox_dn_2: 0.1766 (0.1713) loss_bbox_dn_3: 0.1789 (0.1681) loss_bbox_dn_4: 0.1780 (0.1674) loss_bbox_dn_5: 0.1781 (0.1674) loss_bbox_dn_pre: 0.2425 (0.2503) loss_bbox_enc_0: 0.2275 (0.2279) loss_bbox_pre: 0.1973 (0.1915) loss_dfl: 0.9556 (0.9596) loss_fgl_aux_0: 0.9923 (0.9932) loss_fgl_aux_1: 0.9583 (0.9623) loss_fgl_aux_2: 0.9564 (0.9597) loss_fgl_aux_3: 0.9558 (0.9596) loss_fgl_aux_4: 0.9558 (0.9596) loss_fgl_dn_0: 1.0795 (1.0893) loss_fgl_dn_1: 0.9821 (0.9854) loss_fgl_dn_2: 0.9735 (0.9765) loss_fgl_dn_3: 0.9729 (0.9772) loss_fgl_dn_4: 0.9740 (0.9776) loss_fgl_dn_5: 0.9740 (0.9777) loss_giou: 0.5517 (0.5648) loss_giou_aux_0: 0.5886 (0.5906) loss_giou_aux_1: 0.5564 (0.5704) loss_giou_aux_2: 0.5533 (0.5658) loss_giou_aux_3: 0.5519 (0.5649) loss_giou_aux_4: 0.5517 (0.5648) loss_giou_dn_0: 0.5820 (0.5724) loss_giou_dn_1: 0.4815 (0.4613) loss_giou_dn_2: 0.4642 (0.4443) loss_giou_dn_3: 0.4580 (0.4398) loss_giou_dn_4: 0.4564 (0.4388) loss_giou_dn_5: 0.4565 (0.4388) loss_giou_dn_pre: 0.5781 (0.5715) loss_giou_enc_0: 0.6556 (0.6650) loss_giou_pre: 0.5843 (0.5890) loss_ddf_aux_0: 0.0500 (0.0542) loss_ddf_aux_1: 0.0069 (0.0076) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2429 (0.2562) loss_ddf_dn_1: 0.0318 (0.0342) loss_ddf_dn_2: 0.0066 (0.0072) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6422 (0.6618) loss_vfl_aux_0: 0.7194 (0.7375) loss_vfl_aux_1: 0.6913 (0.7098) loss_vfl_aux_2: 0.6631 (0.6916) loss_vfl_aux_3: 0.6526 (0.6726) loss_vfl_aux_4: 0.6469 (0.6637) loss_vfl_dn_0: 0.4857 (0.4889) loss_vfl_dn_1: 0.4253 (0.4234) loss_vfl_dn_2: 0.4097 (0.4081) loss_vfl_dn_3: 0.3998 (0.3995) loss_vfl_dn_4: 0.3962 (0.3965) loss_vfl_dn_5: 0.3967 (0.3959) loss_vfl_dn_pre: 0.4857 (0.4895) loss_vfl_enc_0: 0.7152 (0.7387) loss_vfl_pre: 0.7273 (0.7401) time: 0.7520 data: 0.0348 max mem: 9084 Epoch: [36] [1000/3696] eta: 0:34:18 lr: 0.000013 loss: 31.5202 (31.6558) loss_bbox: 0.1799 (0.1782) loss_bbox_aux_0: 0.1886 (0.1913) loss_bbox_aux_1: 0.1816 (0.1811) loss_bbox_aux_2: 0.1805 (0.1788) loss_bbox_aux_3: 0.1795 (0.1783) loss_bbox_aux_4: 0.1799 (0.1782) loss_bbox_dn_0: 0.2501 (0.2446) loss_bbox_dn_1: 0.1852 (0.1818) loss_bbox_dn_2: 0.1723 (0.1714) loss_bbox_dn_3: 0.1714 (0.1682) loss_bbox_dn_4: 0.1706 (0.1675) loss_bbox_dn_5: 0.1706 (0.1675) loss_bbox_dn_pre: 0.2496 (0.2503) loss_bbox_enc_0: 0.2353 (0.2281) loss_bbox_pre: 0.1889 (0.1916) loss_dfl: 0.9651 (0.9593) loss_fgl_aux_0: 0.9972 (0.9931) loss_fgl_aux_1: 0.9670 (0.9621) loss_fgl_aux_2: 0.9662 (0.9595) loss_fgl_aux_3: 0.9653 (0.9593) loss_fgl_aux_4: 0.9650 (0.9593) loss_fgl_dn_0: 1.0846 (1.0892) loss_fgl_dn_1: 0.9844 (0.9852) loss_fgl_dn_2: 0.9754 (0.9763) loss_fgl_dn_3: 0.9761 (0.9770) loss_fgl_dn_4: 0.9768 (0.9774) loss_fgl_dn_5: 0.9767 (0.9775) loss_giou: 0.5334 (0.5648) loss_giou_aux_0: 0.5626 (0.5906) loss_giou_aux_1: 0.5376 (0.5703) loss_giou_aux_2: 0.5331 (0.5658) loss_giou_aux_3: 0.5321 (0.5650) loss_giou_aux_4: 0.5333 (0.5649) loss_giou_dn_0: 0.5627 (0.5726) loss_giou_dn_1: 0.4474 (0.4614) loss_giou_dn_2: 0.4289 (0.4443) loss_giou_dn_3: 0.4246 (0.4398) loss_giou_dn_4: 0.4245 (0.4389) loss_giou_dn_5: 0.4245 (0.4389) loss_giou_dn_pre: 0.5643 (0.5717) loss_giou_enc_0: 0.6457 (0.6651) loss_giou_pre: 0.5618 (0.5890) loss_ddf_aux_0: 0.0562 (0.0542) loss_ddf_aux_1: 0.0074 (0.0076) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2536 (0.2565) loss_ddf_dn_1: 0.0324 (0.0342) loss_ddf_dn_2: 0.0065 (0.0071) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6599 (0.6619) loss_vfl_aux_0: 0.7213 (0.7375) loss_vfl_aux_1: 0.7064 (0.7096) loss_vfl_aux_2: 0.7000 (0.6917) loss_vfl_aux_3: 0.6651 (0.6728) loss_vfl_aux_4: 0.6562 (0.6638) loss_vfl_dn_0: 0.4916 (0.4890) loss_vfl_dn_1: 0.4253 (0.4235) loss_vfl_dn_2: 0.4112 (0.4081) loss_vfl_dn_3: 0.4023 (0.3995) loss_vfl_dn_4: 0.4006 (0.3965) loss_vfl_dn_5: 0.3992 (0.3959) loss_vfl_dn_pre: 0.4924 (0.4896) loss_vfl_enc_0: 0.7555 (0.7392) loss_vfl_pre: 0.7196 (0.7401) time: 0.7646 data: 0.0386 max mem: 9084 Epoch: [36] [1100/3696] eta: 0:33:00 lr: 0.000013 loss: 31.4958 (31.6546) loss_bbox: 0.1649 (0.1782) loss_bbox_aux_0: 0.1753 (0.1914) loss_bbox_aux_1: 0.1676 (0.1811) loss_bbox_aux_2: 0.1651 (0.1788) loss_bbox_aux_3: 0.1656 (0.1782) loss_bbox_aux_4: 0.1650 (0.1782) loss_bbox_dn_0: 0.2181 (0.2447) loss_bbox_dn_1: 0.1625 (0.1818) loss_bbox_dn_2: 0.1497 (0.1714) loss_bbox_dn_3: 0.1464 (0.1682) loss_bbox_dn_4: 0.1468 (0.1675) loss_bbox_dn_5: 0.1469 (0.1675) loss_bbox_dn_pre: 0.2226 (0.2504) loss_bbox_enc_0: 0.2104 (0.2282) loss_bbox_pre: 0.1768 (0.1916) loss_dfl: 0.9551 (0.9589) loss_fgl_aux_0: 0.9849 (0.9926) loss_fgl_aux_1: 0.9572 (0.9616) loss_fgl_aux_2: 0.9541 (0.9590) loss_fgl_aux_3: 0.9554 (0.9589) loss_fgl_aux_4: 0.9552 (0.9589) loss_fgl_dn_0: 1.0787 (1.0890) loss_fgl_dn_1: 0.9870 (0.9851) loss_fgl_dn_2: 0.9802 (0.9762) loss_fgl_dn_3: 0.9817 (0.9770) loss_fgl_dn_4: 0.9823 (0.9774) loss_fgl_dn_5: 0.9823 (0.9774) loss_giou: 0.5625 (0.5655) loss_giou_aux_0: 0.5855 (0.5914) loss_giou_aux_1: 0.5635 (0.5711) loss_giou_aux_2: 0.5633 (0.5665) loss_giou_aux_3: 0.5627 (0.5657) loss_giou_aux_4: 0.5625 (0.5655) loss_giou_dn_0: 0.5537 (0.5726) loss_giou_dn_1: 0.4485 (0.4614) loss_giou_dn_2: 0.4287 (0.4444) loss_giou_dn_3: 0.4214 (0.4398) loss_giou_dn_4: 0.4197 (0.4389) loss_giou_dn_5: 0.4196 (0.4389) loss_giou_dn_pre: 0.5561 (0.5717) loss_giou_enc_0: 0.6557 (0.6658) loss_giou_pre: 0.5865 (0.5897) loss_ddf_aux_0: 0.0496 (0.0542) loss_ddf_aux_1: 0.0069 (0.0076) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2313 (0.2560) loss_ddf_dn_1: 0.0294 (0.0341) loss_ddf_dn_2: 0.0071 (0.0071) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6600 (0.6615) loss_vfl_aux_0: 0.7213 (0.7367) loss_vfl_aux_1: 0.6974 (0.7096) loss_vfl_aux_2: 0.6875 (0.6915) loss_vfl_aux_3: 0.6749 (0.6726) loss_vfl_aux_4: 0.6667 (0.6634) loss_vfl_dn_0: 0.4822 (0.4890) loss_vfl_dn_1: 0.4232 (0.4234) loss_vfl_dn_2: 0.4080 (0.4080) loss_vfl_dn_3: 0.4005 (0.3995) loss_vfl_dn_4: 0.3983 (0.3964) loss_vfl_dn_5: 0.3994 (0.3959) loss_vfl_dn_pre: 0.4824 (0.4895) loss_vfl_enc_0: 0.7184 (0.7387) loss_vfl_pre: 0.7211 (0.7393) time: 0.7408 data: 0.0351 max mem: 9084 Epoch: [36] [1200/3696] eta: 0:31:38 lr: 0.000013 loss: 31.4109 (31.6512) loss_bbox: 0.1751 (0.1779) loss_bbox_aux_0: 0.1920 (0.1911) loss_bbox_aux_1: 0.1816 (0.1808) loss_bbox_aux_2: 0.1760 (0.1785) loss_bbox_aux_3: 0.1756 (0.1780) loss_bbox_aux_4: 0.1752 (0.1779) loss_bbox_dn_0: 0.2383 (0.2450) loss_bbox_dn_1: 0.1851 (0.1821) loss_bbox_dn_2: 0.1722 (0.1718) loss_bbox_dn_3: 0.1664 (0.1686) loss_bbox_dn_4: 0.1654 (0.1679) loss_bbox_dn_5: 0.1654 (0.1679) loss_bbox_dn_pre: 0.2442 (0.2508) loss_bbox_enc_0: 0.2209 (0.2280) loss_bbox_pre: 0.1927 (0.1914) loss_dfl: 0.9708 (0.9597) loss_fgl_aux_0: 0.9990 (0.9935) loss_fgl_aux_1: 0.9740 (0.9625) loss_fgl_aux_2: 0.9712 (0.9599) loss_fgl_aux_3: 0.9701 (0.9597) loss_fgl_aux_4: 0.9704 (0.9597) loss_fgl_dn_0: 1.0947 (1.0890) loss_fgl_dn_1: 0.9764 (0.9851) loss_fgl_dn_2: 0.9679 (0.9763) loss_fgl_dn_3: 0.9680 (0.9771) loss_fgl_dn_4: 0.9683 (0.9775) loss_fgl_dn_5: 0.9683 (0.9775) loss_giou: 0.5382 (0.5635) loss_giou_aux_0: 0.5640 (0.5893) loss_giou_aux_1: 0.5434 (0.5690) loss_giou_aux_2: 0.5392 (0.5645) loss_giou_aux_3: 0.5382 (0.5636) loss_giou_aux_4: 0.5382 (0.5635) loss_giou_dn_0: 0.5527 (0.5720) loss_giou_dn_1: 0.4451 (0.4610) loss_giou_dn_2: 0.4337 (0.4440) loss_giou_dn_3: 0.4250 (0.4394) loss_giou_dn_4: 0.4245 (0.4385) loss_giou_dn_5: 0.4243 (0.4385) loss_giou_dn_pre: 0.5510 (0.5712) loss_giou_enc_0: 0.6175 (0.6638) loss_giou_pre: 0.5624 (0.5877) loss_ddf_aux_0: 0.0548 (0.0541) loss_ddf_aux_1: 0.0071 (0.0075) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2475 (0.2554) loss_ddf_dn_1: 0.0314 (0.0339) loss_ddf_dn_2: 0.0070 (0.0071) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6703 (0.6630) loss_vfl_aux_0: 0.7457 (0.7378) loss_vfl_aux_1: 0.7141 (0.7110) loss_vfl_aux_2: 0.7018 (0.6929) loss_vfl_aux_3: 0.6728 (0.6740) loss_vfl_aux_4: 0.6725 (0.6649) loss_vfl_dn_0: 0.4894 (0.4891) loss_vfl_dn_1: 0.4279 (0.4235) loss_vfl_dn_2: 0.4057 (0.4080) loss_vfl_dn_3: 0.3971 (0.3995) loss_vfl_dn_4: 0.3942 (0.3964) loss_vfl_dn_5: 0.3947 (0.3959) loss_vfl_dn_pre: 0.4911 (0.4897) loss_vfl_enc_0: 0.7421 (0.7400) loss_vfl_pre: 0.7527 (0.7404) time: 0.7214 data: 0.0270 max mem: 9084 Epoch: [36] [1300/3696] eta: 0:30:21 lr: 0.000013 loss: 31.9752 (31.6533) loss_bbox: 0.1692 (0.1780) loss_bbox_aux_0: 0.1807 (0.1913) loss_bbox_aux_1: 0.1711 (0.1809) loss_bbox_aux_2: 0.1692 (0.1786) loss_bbox_aux_3: 0.1694 (0.1781) loss_bbox_aux_4: 0.1692 (0.1780) loss_bbox_dn_0: 0.2466 (0.2454) loss_bbox_dn_1: 0.1846 (0.1826) loss_bbox_dn_2: 0.1791 (0.1721) loss_bbox_dn_3: 0.1730 (0.1689) loss_bbox_dn_4: 0.1732 (0.1682) loss_bbox_dn_5: 0.1735 (0.1682) loss_bbox_dn_pre: 0.2648 (0.2512) loss_bbox_enc_0: 0.2181 (0.2283) loss_bbox_pre: 0.1817 (0.1915) loss_dfl: 0.9698 (0.9598) loss_fgl_aux_0: 1.0129 (0.9937) loss_fgl_aux_1: 0.9710 (0.9626) loss_fgl_aux_2: 0.9689 (0.9600) loss_fgl_aux_3: 0.9696 (0.9598) loss_fgl_aux_4: 0.9699 (0.9598) loss_fgl_dn_0: 1.0882 (1.0888) loss_fgl_dn_1: 0.9996 (0.9851) loss_fgl_dn_2: 0.9884 (0.9763) loss_fgl_dn_3: 0.9896 (0.9770) loss_fgl_dn_4: 0.9895 (0.9774) loss_fgl_dn_5: 0.9896 (0.9774) loss_giou: 0.5493 (0.5627) loss_giou_aux_0: 0.5844 (0.5886) loss_giou_aux_1: 0.5559 (0.5683) loss_giou_aux_2: 0.5483 (0.5637) loss_giou_aux_3: 0.5488 (0.5629) loss_giou_aux_4: 0.5494 (0.5627) loss_giou_dn_0: 0.5732 (0.5718) loss_giou_dn_1: 0.4653 (0.4608) loss_giou_dn_2: 0.4511 (0.4438) loss_giou_dn_3: 0.4467 (0.4393) loss_giou_dn_4: 0.4450 (0.4383) loss_giou_dn_5: 0.4451 (0.4383) loss_giou_dn_pre: 0.5732 (0.5709) loss_giou_enc_0: 0.6663 (0.6629) loss_giou_pre: 0.5841 (0.5870) loss_ddf_aux_0: 0.0542 (0.0543) loss_ddf_aux_1: 0.0078 (0.0076) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2440 (0.2553) loss_ddf_dn_1: 0.0321 (0.0339) loss_ddf_dn_2: 0.0068 (0.0071) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6517 (0.6638) loss_vfl_aux_0: 0.7292 (0.7379) loss_vfl_aux_1: 0.7133 (0.7116) loss_vfl_aux_2: 0.6953 (0.6935) loss_vfl_aux_3: 0.6667 (0.6747) loss_vfl_aux_4: 0.6613 (0.6658) loss_vfl_dn_0: 0.4914 (0.4892) loss_vfl_dn_1: 0.4354 (0.4237) loss_vfl_dn_2: 0.4174 (0.4081) loss_vfl_dn_3: 0.4096 (0.3996) loss_vfl_dn_4: 0.4064 (0.3965) loss_vfl_dn_5: 0.4070 (0.3959) loss_vfl_dn_pre: 0.4919 (0.4898) loss_vfl_enc_0: 0.7388 (0.7406) loss_vfl_pre: 0.7380 (0.7404) time: 0.7803 data: 0.0270 max mem: 9084 Epoch: [36] [1400/3696] eta: 0:29:15 lr: 0.000013 loss: 31.9501 (31.6508) loss_bbox: 0.1713 (0.1781) loss_bbox_aux_0: 0.1846 (0.1913) loss_bbox_aux_1: 0.1741 (0.1810) loss_bbox_aux_2: 0.1709 (0.1787) loss_bbox_aux_3: 0.1714 (0.1781) loss_bbox_aux_4: 0.1713 (0.1781) loss_bbox_dn_0: 0.2432 (0.2456) loss_bbox_dn_1: 0.1826 (0.1826) loss_bbox_dn_2: 0.1688 (0.1722) loss_bbox_dn_3: 0.1672 (0.1689) loss_bbox_dn_4: 0.1666 (0.1683) loss_bbox_dn_5: 0.1665 (0.1683) loss_bbox_dn_pre: 0.2523 (0.2513) loss_bbox_enc_0: 0.2258 (0.2282) loss_bbox_pre: 0.1862 (0.1916) loss_dfl: 0.9551 (0.9598) loss_fgl_aux_0: 0.9904 (0.9936) loss_fgl_aux_1: 0.9592 (0.9626) loss_fgl_aux_2: 0.9548 (0.9600) loss_fgl_aux_3: 0.9548 (0.9598) loss_fgl_aux_4: 0.9551 (0.9598) loss_fgl_dn_0: 1.0865 (1.0889) loss_fgl_dn_1: 0.9786 (0.9851) loss_fgl_dn_2: 0.9684 (0.9762) loss_fgl_dn_3: 0.9686 (0.9770) loss_fgl_dn_4: 0.9687 (0.9774) loss_fgl_dn_5: 0.9687 (0.9774) loss_giou: 0.5539 (0.5624) loss_giou_aux_0: 0.5821 (0.5881) loss_giou_aux_1: 0.5591 (0.5679) loss_giou_aux_2: 0.5539 (0.5633) loss_giou_aux_3: 0.5546 (0.5625) loss_giou_aux_4: 0.5543 (0.5624) loss_giou_dn_0: 0.5604 (0.5714) loss_giou_dn_1: 0.4466 (0.4605) loss_giou_dn_2: 0.4279 (0.4435) loss_giou_dn_3: 0.4242 (0.4390) loss_giou_dn_4: 0.4233 (0.4381) loss_giou_dn_5: 0.4233 (0.4380) loss_giou_dn_pre: 0.5630 (0.5706) loss_giou_enc_0: 0.6565 (0.6624) loss_giou_pre: 0.5828 (0.5865) loss_ddf_aux_0: 0.0516 (0.0543) loss_ddf_aux_1: 0.0069 (0.0075) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2415 (0.2547) loss_ddf_dn_1: 0.0313 (0.0338) loss_ddf_dn_2: 0.0071 (0.0071) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6659 (0.6642) loss_vfl_aux_0: 0.7361 (0.7382) loss_vfl_aux_1: 0.7139 (0.7119) loss_vfl_aux_2: 0.6949 (0.6939) loss_vfl_aux_3: 0.6722 (0.6752) loss_vfl_aux_4: 0.6682 (0.6662) loss_vfl_dn_0: 0.4911 (0.4893) loss_vfl_dn_1: 0.4222 (0.4237) loss_vfl_dn_2: 0.4074 (0.4081) loss_vfl_dn_3: 0.3976 (0.3995) loss_vfl_dn_4: 0.3969 (0.3964) loss_vfl_dn_5: 0.3971 (0.3959) loss_vfl_dn_pre: 0.4924 (0.4899) loss_vfl_enc_0: 0.7386 (0.7410) loss_vfl_pre: 0.7332 (0.7407) time: 0.7358 data: 0.0306 max mem: 9084 Epoch: [36] [1500/3696] eta: 0:27:57 lr: 0.000013 loss: 31.2698 (31.6519) loss_bbox: 0.1533 (0.1780) loss_bbox_aux_0: 0.1623 (0.1912) loss_bbox_aux_1: 0.1541 (0.1809) loss_bbox_aux_2: 0.1535 (0.1786) loss_bbox_aux_3: 0.1540 (0.1781) loss_bbox_aux_4: 0.1533 (0.1780) loss_bbox_dn_0: 0.2102 (0.2455) loss_bbox_dn_1: 0.1532 (0.1826) loss_bbox_dn_2: 0.1431 (0.1721) loss_bbox_dn_3: 0.1435 (0.1689) loss_bbox_dn_4: 0.1437 (0.1682) loss_bbox_dn_5: 0.1436 (0.1682) loss_bbox_dn_pre: 0.2161 (0.2513) loss_bbox_enc_0: 0.1966 (0.2280) loss_bbox_pre: 0.1620 (0.1914) loss_dfl: 0.9546 (0.9599) loss_fgl_aux_0: 0.9884 (0.9935) loss_fgl_aux_1: 0.9588 (0.9627) loss_fgl_aux_2: 0.9552 (0.9600) loss_fgl_aux_3: 0.9548 (0.9599) loss_fgl_aux_4: 0.9546 (0.9599) loss_fgl_dn_0: 1.0924 (1.0887) loss_fgl_dn_1: 0.9809 (0.9851) loss_fgl_dn_2: 0.9760 (0.9762) loss_fgl_dn_3: 0.9781 (0.9770) loss_fgl_dn_4: 0.9781 (0.9774) loss_fgl_dn_5: 0.9781 (0.9774) loss_giou: 0.5802 (0.5629) loss_giou_aux_0: 0.5989 (0.5886) loss_giou_aux_1: 0.5835 (0.5683) loss_giou_aux_2: 0.5803 (0.5638) loss_giou_aux_3: 0.5830 (0.5630) loss_giou_aux_4: 0.5806 (0.5629) loss_giou_dn_0: 0.5785 (0.5719) loss_giou_dn_1: 0.4609 (0.4610) loss_giou_dn_2: 0.4465 (0.4440) loss_giou_dn_3: 0.4424 (0.4395) loss_giou_dn_4: 0.4420 (0.4385) loss_giou_dn_5: 0.4421 (0.4385) loss_giou_dn_pre: 0.5797 (0.5711) loss_giou_enc_0: 0.6879 (0.6629) loss_giou_pre: 0.5954 (0.5870) loss_ddf_aux_0: 0.0468 (0.0540) loss_ddf_aux_1: 0.0071 (0.0075) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2439 (0.2543) loss_ddf_dn_1: 0.0320 (0.0339) loss_ddf_dn_2: 0.0074 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6552 (0.6639) loss_vfl_aux_0: 0.7230 (0.7375) loss_vfl_aux_1: 0.6953 (0.7116) loss_vfl_aux_2: 0.6675 (0.6933) loss_vfl_aux_3: 0.6631 (0.6748) loss_vfl_aux_4: 0.6507 (0.6658) loss_vfl_dn_0: 0.4836 (0.4893) loss_vfl_dn_1: 0.4234 (0.4237) loss_vfl_dn_2: 0.4084 (0.4081) loss_vfl_dn_3: 0.3988 (0.3996) loss_vfl_dn_4: 0.3940 (0.3965) loss_vfl_dn_5: 0.3953 (0.3960) loss_vfl_dn_pre: 0.4840 (0.4898) loss_vfl_enc_0: 0.7130 (0.7402) loss_vfl_pre: 0.7231 (0.7400) time: 0.7668 data: 0.0280 max mem: 9084 Epoch: [36] [1600/3696] eta: 0:26:39 lr: 0.000013 loss: 31.4703 (31.6553) loss_bbox: 0.1765 (0.1783) loss_bbox_aux_0: 0.1886 (0.1915) loss_bbox_aux_1: 0.1802 (0.1812) loss_bbox_aux_2: 0.1734 (0.1789) loss_bbox_aux_3: 0.1765 (0.1784) loss_bbox_aux_4: 0.1766 (0.1783) loss_bbox_dn_0: 0.2172 (0.2458) loss_bbox_dn_1: 0.1568 (0.1827) loss_bbox_dn_2: 0.1486 (0.1722) loss_bbox_dn_3: 0.1460 (0.1690) loss_bbox_dn_4: 0.1457 (0.1683) loss_bbox_dn_5: 0.1457 (0.1683) loss_bbox_dn_pre: 0.2232 (0.2516) loss_bbox_enc_0: 0.2214 (0.2283) loss_bbox_pre: 0.1883 (0.1917) loss_dfl: 0.9443 (0.9597) loss_fgl_aux_0: 0.9804 (0.9933) loss_fgl_aux_1: 0.9507 (0.9625) loss_fgl_aux_2: 0.9446 (0.9599) loss_fgl_aux_3: 0.9445 (0.9597) loss_fgl_aux_4: 0.9444 (0.9597) loss_fgl_dn_0: 1.0904 (1.0889) loss_fgl_dn_1: 0.9827 (0.9852) loss_fgl_dn_2: 0.9729 (0.9763) loss_fgl_dn_3: 0.9732 (0.9770) loss_fgl_dn_4: 0.9737 (0.9774) loss_fgl_dn_5: 0.9739 (0.9774) loss_giou: 0.5801 (0.5632) loss_giou_aux_0: 0.6060 (0.5888) loss_giou_aux_1: 0.5836 (0.5687) loss_giou_aux_2: 0.5812 (0.5641) loss_giou_aux_3: 0.5813 (0.5633) loss_giou_aux_4: 0.5807 (0.5632) loss_giou_dn_0: 0.5851 (0.5719) loss_giou_dn_1: 0.4639 (0.4610) loss_giou_dn_2: 0.4432 (0.4440) loss_giou_dn_3: 0.4385 (0.4394) loss_giou_dn_4: 0.4378 (0.4385) loss_giou_dn_5: 0.4378 (0.4385) loss_giou_dn_pre: 0.5848 (0.5711) loss_giou_enc_0: 0.6740 (0.6632) loss_giou_pre: 0.6050 (0.5872) loss_ddf_aux_0: 0.0515 (0.0539) loss_ddf_aux_1: 0.0076 (0.0075) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2562 (0.2545) loss_ddf_dn_1: 0.0337 (0.0339) loss_ddf_dn_2: 0.0061 (0.0072) loss_ddf_dn_3: 0.0005 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6439 (0.6638) loss_vfl_aux_0: 0.7193 (0.7372) loss_vfl_aux_1: 0.6861 (0.7114) loss_vfl_aux_2: 0.6655 (0.6930) loss_vfl_aux_3: 0.6502 (0.6747) loss_vfl_aux_4: 0.6408 (0.6658) loss_vfl_dn_0: 0.4877 (0.4892) loss_vfl_dn_1: 0.4230 (0.4236) loss_vfl_dn_2: 0.4058 (0.4080) loss_vfl_dn_3: 0.3987 (0.3995) loss_vfl_dn_4: 0.3926 (0.3965) loss_vfl_dn_5: 0.3929 (0.3959) loss_vfl_dn_pre: 0.4875 (0.4898) loss_vfl_enc_0: 0.7141 (0.7397) loss_vfl_pre: 0.7295 (0.7397) time: 0.7424 data: 0.0233 max mem: 9084 Epoch: [36] [1700/3696] eta: 0:25:23 lr: 0.000013 loss: 30.9995 (31.6484) loss_bbox: 0.1631 (0.1781) loss_bbox_aux_0: 0.1768 (0.1912) loss_bbox_aux_1: 0.1659 (0.1810) loss_bbox_aux_2: 0.1629 (0.1786) loss_bbox_aux_3: 0.1632 (0.1781) loss_bbox_aux_4: 0.1632 (0.1781) loss_bbox_dn_0: 0.2419 (0.2456) loss_bbox_dn_1: 0.1739 (0.1825) loss_bbox_dn_2: 0.1635 (0.1720) loss_bbox_dn_3: 0.1581 (0.1687) loss_bbox_dn_4: 0.1586 (0.1680) loss_bbox_dn_5: 0.1586 (0.1680) loss_bbox_dn_pre: 0.2440 (0.2514) loss_bbox_enc_0: 0.2157 (0.2280) loss_bbox_pre: 0.1767 (0.1915) loss_dfl: 0.9579 (0.9599) loss_fgl_aux_0: 0.9897 (0.9936) loss_fgl_aux_1: 0.9630 (0.9627) loss_fgl_aux_2: 0.9574 (0.9601) loss_fgl_aux_3: 0.9573 (0.9599) loss_fgl_aux_4: 0.9579 (0.9599) loss_fgl_dn_0: 1.0916 (1.0890) loss_fgl_dn_1: 0.9840 (0.9852) loss_fgl_dn_2: 0.9773 (0.9763) loss_fgl_dn_3: 0.9769 (0.9771) loss_fgl_dn_4: 0.9774 (0.9775) loss_fgl_dn_5: 0.9775 (0.9775) loss_giou: 0.5426 (0.5627) loss_giou_aux_0: 0.5782 (0.5884) loss_giou_aux_1: 0.5532 (0.5682) loss_giou_aux_2: 0.5465 (0.5636) loss_giou_aux_3: 0.5439 (0.5628) loss_giou_aux_4: 0.5430 (0.5628) loss_giou_dn_0: 0.5484 (0.5719) loss_giou_dn_1: 0.4425 (0.4609) loss_giou_dn_2: 0.4217 (0.4439) loss_giou_dn_3: 0.4166 (0.4393) loss_giou_dn_4: 0.4159 (0.4383) loss_giou_dn_5: 0.4160 (0.4383) loss_giou_dn_pre: 0.5481 (0.5711) loss_giou_enc_0: 0.6617 (0.6627) loss_giou_pre: 0.5790 (0.5868) loss_ddf_aux_0: 0.0576 (0.0539) loss_ddf_aux_1: 0.0081 (0.0075) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2477 (0.2545) loss_ddf_dn_1: 0.0324 (0.0339) loss_ddf_dn_2: 0.0065 (0.0072) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6733 (0.6638) loss_vfl_aux_0: 0.7224 (0.7373) loss_vfl_aux_1: 0.7024 (0.7114) loss_vfl_aux_2: 0.6968 (0.6930) loss_vfl_aux_3: 0.6821 (0.6747) loss_vfl_aux_4: 0.6696 (0.6657) loss_vfl_dn_0: 0.4880 (0.4892) loss_vfl_dn_1: 0.4208 (0.4236) loss_vfl_dn_2: 0.4032 (0.4080) loss_vfl_dn_3: 0.3913 (0.3995) loss_vfl_dn_4: 0.3906 (0.3964) loss_vfl_dn_5: 0.3889 (0.3959) loss_vfl_dn_pre: 0.4889 (0.4897) loss_vfl_enc_0: 0.7260 (0.7395) loss_vfl_pre: 0.7280 (0.7397) time: 0.6992 data: 0.0230 max mem: 9084 Epoch: [36] [1800/3696] eta: 0:24:04 lr: 0.000013 loss: 31.1230 (31.6429) loss_bbox: 0.1607 (0.1778) loss_bbox_aux_0: 0.1765 (0.1909) loss_bbox_aux_1: 0.1647 (0.1807) loss_bbox_aux_2: 0.1611 (0.1784) loss_bbox_aux_3: 0.1608 (0.1779) loss_bbox_aux_4: 0.1607 (0.1778) loss_bbox_dn_0: 0.2210 (0.2450) loss_bbox_dn_1: 0.1688 (0.1821) loss_bbox_dn_2: 0.1581 (0.1716) loss_bbox_dn_3: 0.1557 (0.1684) loss_bbox_dn_4: 0.1554 (0.1677) loss_bbox_dn_5: 0.1555 (0.1677) loss_bbox_dn_pre: 0.2252 (0.2508) loss_bbox_enc_0: 0.2067 (0.2276) loss_bbox_pre: 0.1766 (0.1912) loss_dfl: 0.9662 (0.9603) loss_fgl_aux_0: 1.0010 (0.9940) loss_fgl_aux_1: 0.9694 (0.9631) loss_fgl_aux_2: 0.9662 (0.9605) loss_fgl_aux_3: 0.9668 (0.9603) loss_fgl_aux_4: 0.9662 (0.9603) loss_fgl_dn_0: 1.0983 (1.0894) loss_fgl_dn_1: 0.9930 (0.9856) loss_fgl_dn_2: 0.9849 (0.9767) loss_fgl_dn_3: 0.9848 (0.9775) loss_fgl_dn_4: 0.9848 (0.9779) loss_fgl_dn_5: 0.9849 (0.9779) loss_giou: 0.5534 (0.5625) loss_giou_aux_0: 0.5786 (0.5881) loss_giou_aux_1: 0.5586 (0.5679) loss_giou_aux_2: 0.5524 (0.5634) loss_giou_aux_3: 0.5534 (0.5626) loss_giou_aux_4: 0.5538 (0.5625) loss_giou_dn_0: 0.5645 (0.5717) loss_giou_dn_1: 0.4572 (0.4608) loss_giou_dn_2: 0.4453 (0.4437) loss_giou_dn_3: 0.4415 (0.4391) loss_giou_dn_4: 0.4413 (0.4382) loss_giou_dn_5: 0.4413 (0.4382) loss_giou_dn_pre: 0.5640 (0.5709) loss_giou_enc_0: 0.6497 (0.6625) loss_giou_pre: 0.5790 (0.5865) loss_ddf_aux_0: 0.0568 (0.0540) loss_ddf_aux_1: 0.0081 (0.0075) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2465 (0.2541) loss_ddf_dn_1: 0.0319 (0.0339) loss_ddf_dn_2: 0.0065 (0.0072) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6580 (0.6636) loss_vfl_aux_0: 0.7219 (0.7370) loss_vfl_aux_1: 0.7009 (0.7112) loss_vfl_aux_2: 0.6919 (0.6927) loss_vfl_aux_3: 0.6740 (0.6744) loss_vfl_aux_4: 0.6554 (0.6655) loss_vfl_dn_0: 0.4918 (0.4892) loss_vfl_dn_1: 0.4236 (0.4236) loss_vfl_dn_2: 0.4094 (0.4081) loss_vfl_dn_3: 0.4006 (0.3996) loss_vfl_dn_4: 0.3983 (0.3965) loss_vfl_dn_5: 0.3988 (0.3959) loss_vfl_dn_pre: 0.4912 (0.4897) loss_vfl_enc_0: 0.7354 (0.7395) loss_vfl_pre: 0.7228 (0.7395) time: 0.7501 data: 0.0308 max mem: 9084 Epoch: [36] [1900/3696] eta: 0:23:22 lr: 0.000013 loss: 31.2135 (31.6382) loss_bbox: 0.1479 (0.1774) loss_bbox_aux_0: 0.1566 (0.1906) loss_bbox_aux_1: 0.1504 (0.1803) loss_bbox_aux_2: 0.1492 (0.1780) loss_bbox_aux_3: 0.1479 (0.1775) loss_bbox_aux_4: 0.1479 (0.1774) loss_bbox_dn_0: 0.2125 (0.2447) loss_bbox_dn_1: 0.1611 (0.1817) loss_bbox_dn_2: 0.1478 (0.1712) loss_bbox_dn_3: 0.1446 (0.1680) loss_bbox_dn_4: 0.1440 (0.1673) loss_bbox_dn_5: 0.1439 (0.1673) loss_bbox_dn_pre: 0.2203 (0.2505) loss_bbox_enc_0: 0.1945 (0.2273) loss_bbox_pre: 0.1558 (0.1908) loss_dfl: 0.9680 (0.9603) loss_fgl_aux_0: 0.9899 (0.9940) loss_fgl_aux_1: 0.9669 (0.9631) loss_fgl_aux_2: 0.9677 (0.9604) loss_fgl_aux_3: 0.9675 (0.9603) loss_fgl_aux_4: 0.9675 (0.9603) loss_fgl_dn_0: 1.0863 (1.0895) loss_fgl_dn_1: 0.9854 (0.9856) loss_fgl_dn_2: 0.9770 (0.9767) loss_fgl_dn_3: 0.9766 (0.9774) loss_fgl_dn_4: 0.9774 (0.9778) loss_fgl_dn_5: 0.9774 (0.9778) loss_giou: 0.5500 (0.5623) loss_giou_aux_0: 0.5960 (0.5880) loss_giou_aux_1: 0.5593 (0.5678) loss_giou_aux_2: 0.5519 (0.5632) loss_giou_aux_3: 0.5509 (0.5624) loss_giou_aux_4: 0.5503 (0.5623) loss_giou_dn_0: 0.5653 (0.5717) loss_giou_dn_1: 0.4577 (0.4606) loss_giou_dn_2: 0.4373 (0.4436) loss_giou_dn_3: 0.4336 (0.4390) loss_giou_dn_4: 0.4331 (0.4381) loss_giou_dn_5: 0.4334 (0.4381) loss_giou_dn_pre: 0.5626 (0.5709) loss_giou_enc_0: 0.6580 (0.6625) loss_giou_pre: 0.5940 (0.5864) loss_ddf_aux_0: 0.0536 (0.0541) loss_ddf_aux_1: 0.0079 (0.0076) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2445 (0.2544) loss_ddf_dn_1: 0.0334 (0.0339) loss_ddf_dn_2: 0.0064 (0.0072) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6481 (0.6638) loss_vfl_aux_0: 0.7271 (0.7375) loss_vfl_aux_1: 0.7017 (0.7113) loss_vfl_aux_2: 0.6849 (0.6930) loss_vfl_aux_3: 0.6597 (0.6746) loss_vfl_aux_4: 0.6537 (0.6657) loss_vfl_dn_0: 0.4819 (0.4892) loss_vfl_dn_1: 0.4227 (0.4237) loss_vfl_dn_2: 0.4074 (0.4081) loss_vfl_dn_3: 0.3981 (0.3995) loss_vfl_dn_4: 0.3958 (0.3964) loss_vfl_dn_5: 0.3964 (0.3959) loss_vfl_dn_pre: 0.4833 (0.4898) loss_vfl_enc_0: 0.7382 (0.7399) loss_vfl_pre: 0.7300 (0.7400) time: 2.4425 data: 0.0238 max mem: 9084 Epoch: [36] [2000/3696] eta: 0:22:01 lr: 0.000013 loss: 31.6806 (31.6344) loss_bbox: 0.1790 (0.1774) loss_bbox_aux_0: 0.1943 (0.1905) loss_bbox_aux_1: 0.1822 (0.1802) loss_bbox_aux_2: 0.1795 (0.1780) loss_bbox_aux_3: 0.1789 (0.1775) loss_bbox_aux_4: 0.1790 (0.1774) loss_bbox_dn_0: 0.2390 (0.2446) loss_bbox_dn_1: 0.1762 (0.1816) loss_bbox_dn_2: 0.1619 (0.1712) loss_bbox_dn_3: 0.1605 (0.1680) loss_bbox_dn_4: 0.1596 (0.1673) loss_bbox_dn_5: 0.1595 (0.1673) loss_bbox_dn_pre: 0.2436 (0.2504) loss_bbox_enc_0: 0.2251 (0.2271) loss_bbox_pre: 0.1944 (0.1907) loss_dfl: 0.9613 (0.9602) loss_fgl_aux_0: 0.9914 (0.9937) loss_fgl_aux_1: 0.9645 (0.9629) loss_fgl_aux_2: 0.9615 (0.9603) loss_fgl_aux_3: 0.9615 (0.9602) loss_fgl_aux_4: 0.9613 (0.9602) loss_fgl_dn_0: 1.0844 (1.0893) loss_fgl_dn_1: 0.9879 (0.9855) loss_fgl_dn_2: 0.9789 (0.9766) loss_fgl_dn_3: 0.9818 (0.9773) loss_fgl_dn_4: 0.9823 (0.9777) loss_fgl_dn_5: 0.9824 (0.9777) loss_giou: 0.5272 (0.5624) loss_giou_aux_0: 0.5491 (0.5880) loss_giou_aux_1: 0.5307 (0.5679) loss_giou_aux_2: 0.5269 (0.5633) loss_giou_aux_3: 0.5277 (0.5625) loss_giou_aux_4: 0.5271 (0.5624) loss_giou_dn_0: 0.5630 (0.5716) loss_giou_dn_1: 0.4669 (0.4606) loss_giou_dn_2: 0.4539 (0.4435) loss_giou_dn_3: 0.4436 (0.4389) loss_giou_dn_4: 0.4435 (0.4380) loss_giou_dn_5: 0.4435 (0.4380) loss_giou_dn_pre: 0.5651 (0.5708) loss_giou_enc_0: 0.6363 (0.6625) loss_giou_pre: 0.5474 (0.5864) loss_ddf_aux_0: 0.0540 (0.0540) loss_ddf_aux_1: 0.0076 (0.0075) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2478 (0.2542) loss_ddf_dn_1: 0.0333 (0.0339) loss_ddf_dn_2: 0.0067 (0.0072) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6693 (0.6637) loss_vfl_aux_0: 0.7368 (0.7375) loss_vfl_aux_1: 0.6865 (0.7109) loss_vfl_aux_2: 0.6910 (0.6927) loss_vfl_aux_3: 0.6801 (0.6744) loss_vfl_aux_4: 0.6718 (0.6655) loss_vfl_dn_0: 0.4941 (0.4893) loss_vfl_dn_1: 0.4270 (0.4237) loss_vfl_dn_2: 0.4092 (0.4081) loss_vfl_dn_3: 0.4010 (0.3995) loss_vfl_dn_4: 0.3968 (0.3964) loss_vfl_dn_5: 0.3946 (0.3959) loss_vfl_dn_pre: 0.4953 (0.4898) loss_vfl_enc_0: 0.7412 (0.7398) loss_vfl_pre: 0.7354 (0.7400) time: 0.7213 data: 0.0309 max mem: 9084 Epoch: [36] [2100/3696] eta: 0:20:41 lr: 0.000013 loss: 32.1054 (31.6385) loss_bbox: 0.1721 (0.1778) loss_bbox_aux_0: 0.1852 (0.1909) loss_bbox_aux_1: 0.1767 (0.1806) loss_bbox_aux_2: 0.1731 (0.1783) loss_bbox_aux_3: 0.1722 (0.1779) loss_bbox_aux_4: 0.1721 (0.1778) loss_bbox_dn_0: 0.2282 (0.2452) loss_bbox_dn_1: 0.1689 (0.1822) loss_bbox_dn_2: 0.1606 (0.1718) loss_bbox_dn_3: 0.1596 (0.1685) loss_bbox_dn_4: 0.1597 (0.1679) loss_bbox_dn_5: 0.1597 (0.1679) loss_bbox_dn_pre: 0.2320 (0.2510) loss_bbox_enc_0: 0.2273 (0.2276) loss_bbox_pre: 0.1850 (0.1911) loss_dfl: 0.9622 (0.9602) loss_fgl_aux_0: 0.9923 (0.9938) loss_fgl_aux_1: 0.9639 (0.9630) loss_fgl_aux_2: 0.9624 (0.9604) loss_fgl_aux_3: 0.9621 (0.9602) loss_fgl_aux_4: 0.9623 (0.9602) loss_fgl_dn_0: 1.0847 (1.0893) loss_fgl_dn_1: 0.9857 (0.9853) loss_fgl_dn_2: 0.9781 (0.9764) loss_fgl_dn_3: 0.9792 (0.9771) loss_fgl_dn_4: 0.9797 (0.9775) loss_fgl_dn_5: 0.9795 (0.9775) loss_giou: 0.5805 (0.5618) loss_giou_aux_0: 0.5943 (0.5874) loss_giou_aux_1: 0.5818 (0.5673) loss_giou_aux_2: 0.5784 (0.5628) loss_giou_aux_3: 0.5801 (0.5619) loss_giou_aux_4: 0.5805 (0.5619) loss_giou_dn_0: 0.5975 (0.5714) loss_giou_dn_1: 0.4948 (0.4604) loss_giou_dn_2: 0.4774 (0.4433) loss_giou_dn_3: 0.4730 (0.4387) loss_giou_dn_4: 0.4726 (0.4378) loss_giou_dn_5: 0.4728 (0.4378) loss_giou_dn_pre: 0.5938 (0.5706) loss_giou_enc_0: 0.6771 (0.6620) loss_giou_pre: 0.5919 (0.5858) loss_ddf_aux_0: 0.0569 (0.0540) loss_ddf_aux_1: 0.0076 (0.0075) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2543 (0.2542) loss_ddf_dn_1: 0.0327 (0.0339) loss_ddf_dn_2: 0.0069 (0.0072) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6677 (0.6641) loss_vfl_aux_0: 0.7487 (0.7378) loss_vfl_aux_1: 0.7186 (0.7113) loss_vfl_aux_2: 0.6955 (0.6929) loss_vfl_aux_3: 0.6815 (0.6748) loss_vfl_aux_4: 0.6664 (0.6659) loss_vfl_dn_0: 0.4882 (0.4894) loss_vfl_dn_1: 0.4294 (0.4237) loss_vfl_dn_2: 0.4191 (0.4082) loss_vfl_dn_3: 0.4085 (0.3996) loss_vfl_dn_4: 0.4034 (0.3965) loss_vfl_dn_5: 0.4044 (0.3960) loss_vfl_dn_pre: 0.4890 (0.4899) loss_vfl_enc_0: 0.7382 (0.7404) loss_vfl_pre: 0.7477 (0.7403) time: 0.7755 data: 0.0322 max mem: 9084 Epoch: [36] [2200/3696] eta: 0:19:22 lr: 0.000013 loss: 31.4265 (31.6447) loss_bbox: 0.1774 (0.1780) loss_bbox_aux_0: 0.1985 (0.1911) loss_bbox_aux_1: 0.1831 (0.1808) loss_bbox_aux_2: 0.1786 (0.1786) loss_bbox_aux_3: 0.1780 (0.1781) loss_bbox_aux_4: 0.1774 (0.1780) loss_bbox_dn_0: 0.2431 (0.2453) loss_bbox_dn_1: 0.1815 (0.1822) loss_bbox_dn_2: 0.1668 (0.1718) loss_bbox_dn_3: 0.1641 (0.1686) loss_bbox_dn_4: 0.1645 (0.1679) loss_bbox_dn_5: 0.1645 (0.1679) loss_bbox_dn_pre: 0.2482 (0.2511) loss_bbox_enc_0: 0.2402 (0.2277) loss_bbox_pre: 0.1981 (0.1913) loss_dfl: 0.9566 (0.9602) loss_fgl_aux_0: 0.9954 (0.9938) loss_fgl_aux_1: 0.9586 (0.9630) loss_fgl_aux_2: 0.9553 (0.9604) loss_fgl_aux_3: 0.9566 (0.9602) loss_fgl_aux_4: 0.9566 (0.9602) loss_fgl_dn_0: 1.0867 (1.0893) loss_fgl_dn_1: 0.9813 (0.9853) loss_fgl_dn_2: 0.9716 (0.9764) loss_fgl_dn_3: 0.9730 (0.9771) loss_fgl_dn_4: 0.9737 (0.9775) loss_fgl_dn_5: 0.9736 (0.9776) loss_giou: 0.5217 (0.5621) loss_giou_aux_0: 0.5534 (0.5877) loss_giou_aux_1: 0.5272 (0.5676) loss_giou_aux_2: 0.5219 (0.5630) loss_giou_aux_3: 0.5218 (0.5622) loss_giou_aux_4: 0.5217 (0.5621) loss_giou_dn_0: 0.5650 (0.5715) loss_giou_dn_1: 0.4587 (0.4605) loss_giou_dn_2: 0.4372 (0.4434) loss_giou_dn_3: 0.4296 (0.4388) loss_giou_dn_4: 0.4290 (0.4379) loss_giou_dn_5: 0.4290 (0.4379) loss_giou_dn_pre: 0.5642 (0.5708) loss_giou_enc_0: 0.6152 (0.6622) loss_giou_pre: 0.5516 (0.5861) loss_ddf_aux_0: 0.0539 (0.0540) loss_ddf_aux_1: 0.0071 (0.0075) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2473 (0.2541) loss_ddf_dn_1: 0.0316 (0.0338) loss_ddf_dn_2: 0.0061 (0.0072) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6710 (0.6643) loss_vfl_aux_0: 0.7483 (0.7380) loss_vfl_aux_1: 0.7200 (0.7115) loss_vfl_aux_2: 0.6937 (0.6931) loss_vfl_aux_3: 0.6738 (0.6749) loss_vfl_aux_4: 0.6713 (0.6661) loss_vfl_dn_0: 0.4914 (0.4894) loss_vfl_dn_1: 0.4247 (0.4239) loss_vfl_dn_2: 0.4099 (0.4083) loss_vfl_dn_3: 0.3978 (0.3997) loss_vfl_dn_4: 0.3955 (0.3966) loss_vfl_dn_5: 0.3953 (0.3961) loss_vfl_dn_pre: 0.4916 (0.4900) loss_vfl_enc_0: 0.7561 (0.7406) loss_vfl_pre: 0.7504 (0.7404) time: 0.7592 data: 0.0307 max mem: 9084 Epoch: [36] [2300/3696] eta: 0:18:15 lr: 0.000013 loss: 32.1805 (31.6433) loss_bbox: 0.1734 (0.1779) loss_bbox_aux_0: 0.1823 (0.1909) loss_bbox_aux_1: 0.1740 (0.1807) loss_bbox_aux_2: 0.1741 (0.1784) loss_bbox_aux_3: 0.1735 (0.1780) loss_bbox_aux_4: 0.1735 (0.1779) loss_bbox_dn_0: 0.2410 (0.2451) loss_bbox_dn_1: 0.1806 (0.1821) loss_bbox_dn_2: 0.1703 (0.1716) loss_bbox_dn_3: 0.1676 (0.1684) loss_bbox_dn_4: 0.1672 (0.1678) loss_bbox_dn_5: 0.1672 (0.1678) loss_bbox_dn_pre: 0.2421 (0.2509) loss_bbox_enc_0: 0.2156 (0.2275) loss_bbox_pre: 0.1827 (0.1912) loss_dfl: 0.9694 (0.9602) loss_fgl_aux_0: 0.9997 (0.9938) loss_fgl_aux_1: 0.9728 (0.9630) loss_fgl_aux_2: 0.9688 (0.9604) loss_fgl_aux_3: 0.9687 (0.9602) loss_fgl_aux_4: 0.9694 (0.9602) loss_fgl_dn_0: 1.0832 (1.0893) loss_fgl_dn_1: 0.9971 (0.9853) loss_fgl_dn_2: 0.9891 (0.9765) loss_fgl_dn_3: 0.9897 (0.9772) loss_fgl_dn_4: 0.9900 (0.9776) loss_fgl_dn_5: 0.9900 (0.9776) loss_giou: 0.5722 (0.5620) loss_giou_aux_0: 0.5884 (0.5876) loss_giou_aux_1: 0.5731 (0.5675) loss_giou_aux_2: 0.5724 (0.5629) loss_giou_aux_3: 0.5708 (0.5621) loss_giou_aux_4: 0.5720 (0.5620) loss_giou_dn_0: 0.5981 (0.5714) loss_giou_dn_1: 0.4863 (0.4604) loss_giou_dn_2: 0.4705 (0.4433) loss_giou_dn_3: 0.4658 (0.4387) loss_giou_dn_4: 0.4640 (0.4378) loss_giou_dn_5: 0.4640 (0.4378) loss_giou_dn_pre: 0.6010 (0.5706) loss_giou_enc_0: 0.6711 (0.6622) loss_giou_pre: 0.5889 (0.5860) loss_ddf_aux_0: 0.0539 (0.0540) loss_ddf_aux_1: 0.0078 (0.0075) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2505 (0.2540) loss_ddf_dn_1: 0.0322 (0.0338) loss_ddf_dn_2: 0.0058 (0.0071) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6747 (0.6648) loss_vfl_aux_0: 0.7584 (0.7381) loss_vfl_aux_1: 0.7225 (0.7116) loss_vfl_aux_2: 0.6959 (0.6934) loss_vfl_aux_3: 0.6744 (0.6752) loss_vfl_aux_4: 0.6689 (0.6664) loss_vfl_dn_0: 0.4886 (0.4895) loss_vfl_dn_1: 0.4243 (0.4239) loss_vfl_dn_2: 0.4070 (0.4083) loss_vfl_dn_3: 0.4001 (0.3997) loss_vfl_dn_4: 0.3962 (0.3966) loss_vfl_dn_5: 0.3964 (0.3961) loss_vfl_dn_pre: 0.4894 (0.4900) loss_vfl_enc_0: 0.7471 (0.7408) loss_vfl_pre: 0.7578 (0.7405) time: 1.8238 data: 0.0239 max mem: 9084 Epoch: [36] [2400/3696] eta: 0:16:54 lr: 0.000013 loss: 31.7536 (31.6439) loss_bbox: 0.1661 (0.1777) loss_bbox_aux_0: 0.1785 (0.1908) loss_bbox_aux_1: 0.1671 (0.1806) loss_bbox_aux_2: 0.1651 (0.1783) loss_bbox_aux_3: 0.1656 (0.1778) loss_bbox_aux_4: 0.1661 (0.1777) loss_bbox_dn_0: 0.2365 (0.2449) loss_bbox_dn_1: 0.1768 (0.1819) loss_bbox_dn_2: 0.1652 (0.1715) loss_bbox_dn_3: 0.1615 (0.1683) loss_bbox_dn_4: 0.1608 (0.1676) loss_bbox_dn_5: 0.1608 (0.1676) loss_bbox_dn_pre: 0.2469 (0.2507) loss_bbox_enc_0: 0.2152 (0.2272) loss_bbox_pre: 0.1767 (0.1910) loss_dfl: 0.9853 (0.9602) loss_fgl_aux_0: 1.0130 (0.9938) loss_fgl_aux_1: 0.9858 (0.9630) loss_fgl_aux_2: 0.9848 (0.9604) loss_fgl_aux_3: 0.9853 (0.9603) loss_fgl_aux_4: 0.9853 (0.9602) loss_fgl_dn_0: 1.0883 (1.0893) loss_fgl_dn_1: 0.9820 (0.9853) loss_fgl_dn_2: 0.9748 (0.9764) loss_fgl_dn_3: 0.9759 (0.9771) loss_fgl_dn_4: 0.9769 (0.9775) loss_fgl_dn_5: 0.9770 (0.9775) loss_giou: 0.5492 (0.5621) loss_giou_aux_0: 0.5820 (0.5877) loss_giou_aux_1: 0.5528 (0.5676) loss_giou_aux_2: 0.5535 (0.5630) loss_giou_aux_3: 0.5492 (0.5622) loss_giou_aux_4: 0.5494 (0.5621) loss_giou_dn_0: 0.5746 (0.5715) loss_giou_dn_1: 0.4545 (0.4605) loss_giou_dn_2: 0.4388 (0.4434) loss_giou_dn_3: 0.4325 (0.4388) loss_giou_dn_4: 0.4311 (0.4379) loss_giou_dn_5: 0.4311 (0.4379) loss_giou_dn_pre: 0.5713 (0.5707) loss_giou_enc_0: 0.6497 (0.6623) loss_giou_pre: 0.5779 (0.5861) loss_ddf_aux_0: 0.0497 (0.0540) loss_ddf_aux_1: 0.0077 (0.0075) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2372 (0.2538) loss_ddf_dn_1: 0.0311 (0.0337) loss_ddf_dn_2: 0.0059 (0.0071) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6964 (0.6650) loss_vfl_aux_0: 0.7697 (0.7382) loss_vfl_aux_1: 0.7463 (0.7118) loss_vfl_aux_2: 0.7309 (0.6937) loss_vfl_aux_3: 0.7032 (0.6753) loss_vfl_aux_4: 0.7011 (0.6666) loss_vfl_dn_0: 0.4887 (0.4895) loss_vfl_dn_1: 0.4274 (0.4240) loss_vfl_dn_2: 0.4124 (0.4083) loss_vfl_dn_3: 0.4003 (0.3997) loss_vfl_dn_4: 0.3997 (0.3966) loss_vfl_dn_5: 0.3980 (0.3961) loss_vfl_dn_pre: 0.4896 (0.4900) loss_vfl_enc_0: 0.7794 (0.7410) loss_vfl_pre: 0.7726 (0.7406) time: 0.7546 data: 0.0297 max mem: 9084 Epoch: [36] [2500/3696] eta: 0:15:35 lr: 0.000013 loss: 31.4580 (31.6507) loss_bbox: 0.1819 (0.1780) loss_bbox_aux_0: 0.1910 (0.1910) loss_bbox_aux_1: 0.1843 (0.1809) loss_bbox_aux_2: 0.1813 (0.1786) loss_bbox_aux_3: 0.1823 (0.1781) loss_bbox_aux_4: 0.1818 (0.1780) loss_bbox_dn_0: 0.2544 (0.2452) loss_bbox_dn_1: 0.1879 (0.1822) loss_bbox_dn_2: 0.1787 (0.1718) loss_bbox_dn_3: 0.1768 (0.1686) loss_bbox_dn_4: 0.1757 (0.1679) loss_bbox_dn_5: 0.1754 (0.1679) loss_bbox_dn_pre: 0.2579 (0.2510) loss_bbox_enc_0: 0.2350 (0.2276) loss_bbox_pre: 0.1981 (0.1913) loss_dfl: 0.9552 (0.9602) loss_fgl_aux_0: 0.9862 (0.9938) loss_fgl_aux_1: 0.9626 (0.9630) loss_fgl_aux_2: 0.9558 (0.9604) loss_fgl_aux_3: 0.9559 (0.9602) loss_fgl_aux_4: 0.9551 (0.9602) loss_fgl_dn_0: 1.0879 (1.0893) loss_fgl_dn_1: 0.9867 (0.9853) loss_fgl_dn_2: 0.9772 (0.9764) loss_fgl_dn_3: 0.9778 (0.9772) loss_fgl_dn_4: 0.9781 (0.9776) loss_fgl_dn_5: 0.9781 (0.9776) loss_giou: 0.5516 (0.5620) loss_giou_aux_0: 0.5740 (0.5876) loss_giou_aux_1: 0.5567 (0.5675) loss_giou_aux_2: 0.5510 (0.5629) loss_giou_aux_3: 0.5507 (0.5621) loss_giou_aux_4: 0.5513 (0.5620) loss_giou_dn_0: 0.5627 (0.5715) loss_giou_dn_1: 0.4571 (0.4604) loss_giou_dn_2: 0.4346 (0.4434) loss_giou_dn_3: 0.4279 (0.4388) loss_giou_dn_4: 0.4272 (0.4378) loss_giou_dn_5: 0.4275 (0.4378) loss_giou_dn_pre: 0.5625 (0.5707) loss_giou_enc_0: 0.6604 (0.6624) loss_giou_pre: 0.5769 (0.5860) loss_ddf_aux_0: 0.0525 (0.0540) loss_ddf_aux_1: 0.0073 (0.0076) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2538 (0.2538) loss_ddf_dn_1: 0.0335 (0.0337) loss_ddf_dn_2: 0.0077 (0.0071) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6439 (0.6653) loss_vfl_aux_0: 0.7101 (0.7386) loss_vfl_aux_1: 0.7057 (0.7123) loss_vfl_aux_2: 0.6800 (0.6940) loss_vfl_aux_3: 0.6529 (0.6757) loss_vfl_aux_4: 0.6511 (0.6670) loss_vfl_dn_0: 0.4910 (0.4896) loss_vfl_dn_1: 0.4221 (0.4241) loss_vfl_dn_2: 0.4058 (0.4083) loss_vfl_dn_3: 0.3958 (0.3998) loss_vfl_dn_4: 0.3946 (0.3967) loss_vfl_dn_5: 0.3964 (0.3961) loss_vfl_dn_pre: 0.4914 (0.4901) loss_vfl_enc_0: 0.7281 (0.7414) loss_vfl_pre: 0.7144 (0.7410) time: 0.7407 data: 0.0276 max mem: 9084 Epoch: [36] [2600/3696] eta: 0:14:15 lr: 0.000013 loss: 31.7018 (31.6490) loss_bbox: 0.1773 (0.1779) loss_bbox_aux_0: 0.1906 (0.1910) loss_bbox_aux_1: 0.1784 (0.1808) loss_bbox_aux_2: 0.1775 (0.1785) loss_bbox_aux_3: 0.1771 (0.1780) loss_bbox_aux_4: 0.1773 (0.1779) loss_bbox_dn_0: 0.2455 (0.2452) loss_bbox_dn_1: 0.1866 (0.1822) loss_bbox_dn_2: 0.1773 (0.1717) loss_bbox_dn_3: 0.1756 (0.1685) loss_bbox_dn_4: 0.1750 (0.1679) loss_bbox_dn_5: 0.1749 (0.1679) loss_bbox_dn_pre: 0.2530 (0.2511) loss_bbox_enc_0: 0.2338 (0.2276) loss_bbox_pre: 0.1917 (0.1912) loss_dfl: 0.9569 (0.9604) loss_fgl_aux_0: 0.9944 (0.9941) loss_fgl_aux_1: 0.9565 (0.9631) loss_fgl_aux_2: 0.9572 (0.9605) loss_fgl_aux_3: 0.9569 (0.9604) loss_fgl_aux_4: 0.9566 (0.9604) loss_fgl_dn_0: 1.0826 (1.0894) loss_fgl_dn_1: 0.9848 (0.9854) loss_fgl_dn_2: 0.9781 (0.9765) loss_fgl_dn_3: 0.9788 (0.9772) loss_fgl_dn_4: 0.9790 (0.9776) loss_fgl_dn_5: 0.9791 (0.9776) loss_giou: 0.5173 (0.5617) loss_giou_aux_0: 0.5417 (0.5873) loss_giou_aux_1: 0.5253 (0.5672) loss_giou_aux_2: 0.5205 (0.5626) loss_giou_aux_3: 0.5181 (0.5618) loss_giou_aux_4: 0.5179 (0.5617) loss_giou_dn_0: 0.5404 (0.5713) loss_giou_dn_1: 0.4343 (0.4602) loss_giou_dn_2: 0.4254 (0.4431) loss_giou_dn_3: 0.4207 (0.4385) loss_giou_dn_4: 0.4208 (0.4376) loss_giou_dn_5: 0.4207 (0.4376) loss_giou_dn_pre: 0.5452 (0.5706) loss_giou_enc_0: 0.6218 (0.6621) loss_giou_pre: 0.5374 (0.5857) loss_ddf_aux_0: 0.0523 (0.0540) loss_ddf_aux_1: 0.0076 (0.0075) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2396 (0.2537) loss_ddf_dn_1: 0.0329 (0.0337) loss_ddf_dn_2: 0.0073 (0.0071) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6778 (0.6654) loss_vfl_aux_0: 0.7748 (0.7388) loss_vfl_aux_1: 0.7290 (0.7125) loss_vfl_aux_2: 0.7008 (0.6941) loss_vfl_aux_3: 0.6951 (0.6758) loss_vfl_aux_4: 0.6813 (0.6670) loss_vfl_dn_0: 0.4872 (0.4896) loss_vfl_dn_1: 0.4257 (0.4241) loss_vfl_dn_2: 0.4078 (0.4083) loss_vfl_dn_3: 0.3990 (0.3997) loss_vfl_dn_4: 0.3973 (0.3966) loss_vfl_dn_5: 0.3958 (0.3961) loss_vfl_dn_pre: 0.4881 (0.4901) loss_vfl_enc_0: 0.7397 (0.7416) loss_vfl_pre: 0.7735 (0.7411) time: 0.7469 data: 0.0303 max mem: 9084 Epoch: [36] [2700/3696] eta: 0:12:58 lr: 0.000013 loss: 31.7490 (31.6471) loss_bbox: 0.1696 (0.1779) loss_bbox_aux_0: 0.1837 (0.1909) loss_bbox_aux_1: 0.1725 (0.1808) loss_bbox_aux_2: 0.1691 (0.1785) loss_bbox_aux_3: 0.1693 (0.1780) loss_bbox_aux_4: 0.1697 (0.1779) loss_bbox_dn_0: 0.2453 (0.2451) loss_bbox_dn_1: 0.1810 (0.1821) loss_bbox_dn_2: 0.1703 (0.1716) loss_bbox_dn_3: 0.1715 (0.1684) loss_bbox_dn_4: 0.1710 (0.1678) loss_bbox_dn_5: 0.1711 (0.1677) loss_bbox_dn_pre: 0.2489 (0.2509) loss_bbox_enc_0: 0.2121 (0.2274) loss_bbox_pre: 0.1841 (0.1912) loss_dfl: 0.9507 (0.9603) loss_fgl_aux_0: 0.9761 (0.9939) loss_fgl_aux_1: 0.9530 (0.9630) loss_fgl_aux_2: 0.9517 (0.9604) loss_fgl_aux_3: 0.9506 (0.9603) loss_fgl_aux_4: 0.9508 (0.9603) loss_fgl_dn_0: 1.0878 (1.0893) loss_fgl_dn_1: 0.9803 (0.9854) loss_fgl_dn_2: 0.9686 (0.9765) loss_fgl_dn_3: 0.9703 (0.9772) loss_fgl_dn_4: 0.9707 (0.9776) loss_fgl_dn_5: 0.9707 (0.9776) loss_giou: 0.5518 (0.5621) loss_giou_aux_0: 0.5800 (0.5877) loss_giou_aux_1: 0.5532 (0.5676) loss_giou_aux_2: 0.5496 (0.5631) loss_giou_aux_3: 0.5518 (0.5622) loss_giou_aux_4: 0.5521 (0.5621) loss_giou_dn_0: 0.5648 (0.5715) loss_giou_dn_1: 0.4580 (0.4604) loss_giou_dn_2: 0.4427 (0.4433) loss_giou_dn_3: 0.4417 (0.4387) loss_giou_dn_4: 0.4416 (0.4377) loss_giou_dn_5: 0.4417 (0.4377) loss_giou_dn_pre: 0.5623 (0.5707) loss_giou_enc_0: 0.6602 (0.6624) loss_giou_pre: 0.5782 (0.5861) loss_ddf_aux_0: 0.0520 (0.0539) loss_ddf_aux_1: 0.0066 (0.0075) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2578 (0.2536) loss_ddf_dn_1: 0.0310 (0.0337) loss_ddf_dn_2: 0.0061 (0.0071) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6442 (0.6651) loss_vfl_aux_0: 0.7244 (0.7383) loss_vfl_aux_1: 0.7075 (0.7122) loss_vfl_aux_2: 0.6962 (0.6939) loss_vfl_aux_3: 0.6636 (0.6754) loss_vfl_aux_4: 0.6503 (0.6667) loss_vfl_dn_0: 0.4881 (0.4895) loss_vfl_dn_1: 0.4247 (0.4240) loss_vfl_dn_2: 0.4069 (0.4083) loss_vfl_dn_3: 0.3991 (0.3997) loss_vfl_dn_4: 0.3962 (0.3966) loss_vfl_dn_5: 0.3954 (0.3961) loss_vfl_dn_pre: 0.4890 (0.4900) loss_vfl_enc_0: 0.7460 (0.7412) loss_vfl_pre: 0.7275 (0.7406) time: 0.7564 data: 0.0272 max mem: 9084 Epoch: [36] [2800/3696] eta: 0:11:39 lr: 0.000013 loss: 31.2227 (31.6495) loss_bbox: 0.1606 (0.1778) loss_bbox_aux_0: 0.1716 (0.1908) loss_bbox_aux_1: 0.1631 (0.1807) loss_bbox_aux_2: 0.1612 (0.1784) loss_bbox_aux_3: 0.1611 (0.1779) loss_bbox_aux_4: 0.1608 (0.1778) loss_bbox_dn_0: 0.2277 (0.2450) loss_bbox_dn_1: 0.1622 (0.1820) loss_bbox_dn_2: 0.1475 (0.1715) loss_bbox_dn_3: 0.1460 (0.1683) loss_bbox_dn_4: 0.1462 (0.1677) loss_bbox_dn_5: 0.1462 (0.1677) loss_bbox_dn_pre: 0.2374 (0.2509) loss_bbox_enc_0: 0.2138 (0.2273) loss_bbox_pre: 0.1713 (0.1911) loss_dfl: 0.9585 (0.9603) loss_fgl_aux_0: 1.0045 (0.9940) loss_fgl_aux_1: 0.9631 (0.9631) loss_fgl_aux_2: 0.9602 (0.9605) loss_fgl_aux_3: 0.9597 (0.9603) loss_fgl_aux_4: 0.9586 (0.9603) loss_fgl_dn_0: 1.0873 (1.0893) loss_fgl_dn_1: 0.9706 (0.9853) loss_fgl_dn_2: 0.9606 (0.9764) loss_fgl_dn_3: 0.9617 (0.9772) loss_fgl_dn_4: 0.9629 (0.9776) loss_fgl_dn_5: 0.9630 (0.9776) loss_giou: 0.5462 (0.5624) loss_giou_aux_0: 0.5765 (0.5880) loss_giou_aux_1: 0.5538 (0.5679) loss_giou_aux_2: 0.5498 (0.5633) loss_giou_aux_3: 0.5466 (0.5625) loss_giou_aux_4: 0.5463 (0.5624) loss_giou_dn_0: 0.5560 (0.5717) loss_giou_dn_1: 0.4456 (0.4605) loss_giou_dn_2: 0.4285 (0.4434) loss_giou_dn_3: 0.4273 (0.4388) loss_giou_dn_4: 0.4272 (0.4379) loss_giou_dn_5: 0.4273 (0.4379) loss_giou_dn_pre: 0.5575 (0.5709) loss_giou_enc_0: 0.6483 (0.6627) loss_giou_pre: 0.5750 (0.5864) loss_ddf_aux_0: 0.0519 (0.0538) loss_ddf_aux_1: 0.0071 (0.0075) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2682 (0.2539) loss_ddf_dn_1: 0.0361 (0.0337) loss_ddf_dn_2: 0.0069 (0.0071) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6801 (0.6651) loss_vfl_aux_0: 0.7442 (0.7382) loss_vfl_aux_1: 0.7232 (0.7122) loss_vfl_aux_2: 0.7013 (0.6940) loss_vfl_aux_3: 0.6907 (0.6754) loss_vfl_aux_4: 0.6796 (0.6667) loss_vfl_dn_0: 0.4821 (0.4895) loss_vfl_dn_1: 0.4210 (0.4240) loss_vfl_dn_2: 0.4047 (0.4083) loss_vfl_dn_3: 0.3950 (0.3997) loss_vfl_dn_4: 0.3935 (0.3966) loss_vfl_dn_5: 0.3928 (0.3961) loss_vfl_dn_pre: 0.4824 (0.4900) loss_vfl_enc_0: 0.7339 (0.7410) loss_vfl_pre: 0.7449 (0.7405) time: 0.7221 data: 0.0307 max mem: 9084 Epoch: [36] [2900/3696] eta: 0:10:21 lr: 0.000013 loss: 31.7820 (31.6493) loss_bbox: 0.1779 (0.1778) loss_bbox_aux_0: 0.1890 (0.1909) loss_bbox_aux_1: 0.1843 (0.1807) loss_bbox_aux_2: 0.1794 (0.1784) loss_bbox_aux_3: 0.1777 (0.1779) loss_bbox_aux_4: 0.1781 (0.1778) loss_bbox_dn_0: 0.2552 (0.2450) loss_bbox_dn_1: 0.1946 (0.1820) loss_bbox_dn_2: 0.1831 (0.1716) loss_bbox_dn_3: 0.1786 (0.1683) loss_bbox_dn_4: 0.1782 (0.1677) loss_bbox_dn_5: 0.1782 (0.1677) loss_bbox_dn_pre: 0.2576 (0.2508) loss_bbox_enc_0: 0.2361 (0.2273) loss_bbox_pre: 0.1898 (0.1911) loss_dfl: 0.9404 (0.9603) loss_fgl_aux_0: 0.9853 (0.9939) loss_fgl_aux_1: 0.9405 (0.9630) loss_fgl_aux_2: 0.9390 (0.9604) loss_fgl_aux_3: 0.9400 (0.9603) loss_fgl_aux_4: 0.9399 (0.9603) loss_fgl_dn_0: 1.0864 (1.0893) loss_fgl_dn_1: 0.9867 (0.9854) loss_fgl_dn_2: 0.9811 (0.9765) loss_fgl_dn_3: 0.9822 (0.9772) loss_fgl_dn_4: 0.9831 (0.9776) loss_fgl_dn_5: 0.9832 (0.9776) loss_giou: 0.5745 (0.5625) loss_giou_aux_0: 0.5927 (0.5882) loss_giou_aux_1: 0.5788 (0.5680) loss_giou_aux_2: 0.5738 (0.5635) loss_giou_aux_3: 0.5731 (0.5626) loss_giou_aux_4: 0.5739 (0.5625) loss_giou_dn_0: 0.5803 (0.5716) loss_giou_dn_1: 0.4699 (0.4605) loss_giou_dn_2: 0.4606 (0.4434) loss_giou_dn_3: 0.4573 (0.4388) loss_giou_dn_4: 0.4561 (0.4378) loss_giou_dn_5: 0.4560 (0.4378) loss_giou_dn_pre: 0.5797 (0.5708) loss_giou_enc_0: 0.6620 (0.6629) loss_giou_pre: 0.5921 (0.5866) loss_ddf_aux_0: 0.0551 (0.0539) loss_ddf_aux_1: 0.0074 (0.0075) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2546 (0.2539) loss_ddf_dn_1: 0.0335 (0.0337) loss_ddf_dn_2: 0.0071 (0.0071) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6642 (0.6649) loss_vfl_aux_0: 0.7139 (0.7379) loss_vfl_aux_1: 0.7098 (0.7121) loss_vfl_aux_2: 0.6885 (0.6940) loss_vfl_aux_3: 0.6674 (0.6752) loss_vfl_aux_4: 0.6583 (0.6666) loss_vfl_dn_0: 0.4897 (0.4896) loss_vfl_dn_1: 0.4237 (0.4241) loss_vfl_dn_2: 0.4091 (0.4084) loss_vfl_dn_3: 0.4028 (0.3997) loss_vfl_dn_4: 0.3981 (0.3967) loss_vfl_dn_5: 0.3965 (0.3962) loss_vfl_dn_pre: 0.4898 (0.4901) loss_vfl_enc_0: 0.7432 (0.7407) loss_vfl_pre: 0.7148 (0.7403) time: 0.9258 data: 0.0263 max mem: 9084 Epoch: [36] [3000/3696] eta: 0:09:02 lr: 0.000013 loss: 31.4679 (31.6489) loss_bbox: 0.1674 (0.1778) loss_bbox_aux_0: 0.1789 (0.1908) loss_bbox_aux_1: 0.1688 (0.1807) loss_bbox_aux_2: 0.1679 (0.1784) loss_bbox_aux_3: 0.1679 (0.1779) loss_bbox_aux_4: 0.1673 (0.1778) loss_bbox_dn_0: 0.2288 (0.2448) loss_bbox_dn_1: 0.1616 (0.1819) loss_bbox_dn_2: 0.1513 (0.1714) loss_bbox_dn_3: 0.1516 (0.1682) loss_bbox_dn_4: 0.1508 (0.1676) loss_bbox_dn_5: 0.1508 (0.1676) loss_bbox_dn_pre: 0.2304 (0.2507) loss_bbox_enc_0: 0.2159 (0.2272) loss_bbox_pre: 0.1788 (0.1911) loss_dfl: 0.9555 (0.9603) loss_fgl_aux_0: 0.9827 (0.9938) loss_fgl_aux_1: 0.9576 (0.9630) loss_fgl_aux_2: 0.9546 (0.9604) loss_fgl_aux_3: 0.9551 (0.9603) loss_fgl_aux_4: 0.9556 (0.9603) loss_fgl_dn_0: 1.0804 (1.0892) loss_fgl_dn_1: 0.9837 (0.9854) loss_fgl_dn_2: 0.9778 (0.9765) loss_fgl_dn_3: 0.9792 (0.9772) loss_fgl_dn_4: 0.9794 (0.9776) loss_fgl_dn_5: 0.9793 (0.9777) loss_giou: 0.5675 (0.5628) loss_giou_aux_0: 0.5946 (0.5885) loss_giou_aux_1: 0.5749 (0.5683) loss_giou_aux_2: 0.5688 (0.5638) loss_giou_aux_3: 0.5690 (0.5629) loss_giou_aux_4: 0.5678 (0.5628) loss_giou_dn_0: 0.5699 (0.5717) loss_giou_dn_1: 0.4594 (0.4606) loss_giou_dn_2: 0.4463 (0.4435) loss_giou_dn_3: 0.4436 (0.4389) loss_giou_dn_4: 0.4429 (0.4380) loss_giou_dn_5: 0.4429 (0.4379) loss_giou_dn_pre: 0.5689 (0.5709) loss_giou_enc_0: 0.6533 (0.6631) loss_giou_pre: 0.5941 (0.5869) loss_ddf_aux_0: 0.0499 (0.0538) loss_ddf_aux_1: 0.0069 (0.0075) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2398 (0.2538) loss_ddf_dn_1: 0.0345 (0.0336) loss_ddf_dn_2: 0.0074 (0.0071) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6554 (0.6648) loss_vfl_aux_0: 0.7197 (0.7377) loss_vfl_aux_1: 0.6849 (0.7120) loss_vfl_aux_2: 0.6793 (0.6938) loss_vfl_aux_3: 0.6541 (0.6751) loss_vfl_aux_4: 0.6533 (0.6665) loss_vfl_dn_0: 0.4831 (0.4895) loss_vfl_dn_1: 0.4211 (0.4240) loss_vfl_dn_2: 0.4056 (0.4083) loss_vfl_dn_3: 0.3951 (0.3997) loss_vfl_dn_4: 0.3918 (0.3966) loss_vfl_dn_5: 0.3914 (0.3961) loss_vfl_dn_pre: 0.4850 (0.4900) loss_vfl_enc_0: 0.7172 (0.7403) loss_vfl_pre: 0.7177 (0.7400) time: 0.7537 data: 0.0307 max mem: 9084 Epoch: [36] [3100/3696] eta: 0:07:44 lr: 0.000013 loss: 31.6555 (31.6552) loss_bbox: 0.1849 (0.1779) loss_bbox_aux_0: 0.2030 (0.1909) loss_bbox_aux_1: 0.1866 (0.1807) loss_bbox_aux_2: 0.1869 (0.1784) loss_bbox_aux_3: 0.1857 (0.1780) loss_bbox_aux_4: 0.1850 (0.1779) loss_bbox_dn_0: 0.2617 (0.2448) loss_bbox_dn_1: 0.2006 (0.1820) loss_bbox_dn_2: 0.1823 (0.1715) loss_bbox_dn_3: 0.1787 (0.1683) loss_bbox_dn_4: 0.1779 (0.1677) loss_bbox_dn_5: 0.1778 (0.1677) loss_bbox_dn_pre: 0.2622 (0.2507) loss_bbox_enc_0: 0.2344 (0.2272) loss_bbox_pre: 0.2057 (0.1911) loss_dfl: 0.9713 (0.9602) loss_fgl_aux_0: 0.9992 (0.9938) loss_fgl_aux_1: 0.9768 (0.9630) loss_fgl_aux_2: 0.9716 (0.9604) loss_fgl_aux_3: 0.9708 (0.9603) loss_fgl_aux_4: 0.9710 (0.9602) loss_fgl_dn_0: 1.0885 (1.0892) loss_fgl_dn_1: 0.9904 (0.9854) loss_fgl_dn_2: 0.9806 (0.9765) loss_fgl_dn_3: 0.9818 (0.9773) loss_fgl_dn_4: 0.9823 (0.9777) loss_fgl_dn_5: 0.9823 (0.9777) loss_giou: 0.5476 (0.5631) loss_giou_aux_0: 0.5658 (0.5888) loss_giou_aux_1: 0.5516 (0.5686) loss_giou_aux_2: 0.5493 (0.5641) loss_giou_aux_3: 0.5478 (0.5632) loss_giou_aux_4: 0.5476 (0.5631) loss_giou_dn_0: 0.5635 (0.5720) loss_giou_dn_1: 0.4554 (0.4608) loss_giou_dn_2: 0.4423 (0.4437) loss_giou_dn_3: 0.4388 (0.4391) loss_giou_dn_4: 0.4380 (0.4382) loss_giou_dn_5: 0.4381 (0.4382) loss_giou_dn_pre: 0.5605 (0.5712) loss_giou_enc_0: 0.6458 (0.6634) loss_giou_pre: 0.5645 (0.5872) loss_ddf_aux_0: 0.0490 (0.0538) loss_ddf_aux_1: 0.0065 (0.0075) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2391 (0.2537) loss_ddf_dn_1: 0.0316 (0.0336) loss_ddf_dn_2: 0.0070 (0.0071) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6611 (0.6650) loss_vfl_aux_0: 0.7379 (0.7378) loss_vfl_aux_1: 0.7153 (0.7122) loss_vfl_aux_2: 0.7010 (0.6940) loss_vfl_aux_3: 0.6759 (0.6753) loss_vfl_aux_4: 0.6639 (0.6667) loss_vfl_dn_0: 0.4854 (0.4895) loss_vfl_dn_1: 0.4236 (0.4240) loss_vfl_dn_2: 0.4057 (0.4083) loss_vfl_dn_3: 0.3928 (0.3997) loss_vfl_dn_4: 0.3906 (0.3967) loss_vfl_dn_5: 0.3903 (0.3961) loss_vfl_dn_pre: 0.4854 (0.4900) loss_vfl_enc_0: 0.7227 (0.7404) loss_vfl_pre: 0.7366 (0.7401) time: 0.7502 data: 0.0344 max mem: 9084 Epoch: [36] [3200/3696] eta: 0:06:25 lr: 0.000013 loss: 31.6130 (31.6542) loss_bbox: 0.1821 (0.1778) loss_bbox_aux_0: 0.1896 (0.1908) loss_bbox_aux_1: 0.1836 (0.1807) loss_bbox_aux_2: 0.1820 (0.1784) loss_bbox_aux_3: 0.1823 (0.1779) loss_bbox_aux_4: 0.1822 (0.1778) loss_bbox_dn_0: 0.2467 (0.2446) loss_bbox_dn_1: 0.1771 (0.1818) loss_bbox_dn_2: 0.1674 (0.1714) loss_bbox_dn_3: 0.1668 (0.1682) loss_bbox_dn_4: 0.1632 (0.1675) loss_bbox_dn_5: 0.1634 (0.1675) loss_bbox_dn_pre: 0.2525 (0.2505) loss_bbox_enc_0: 0.2256 (0.2271) loss_bbox_pre: 0.1899 (0.1911) loss_dfl: 0.9735 (0.9603) loss_fgl_aux_0: 1.0065 (0.9938) loss_fgl_aux_1: 0.9742 (0.9630) loss_fgl_aux_2: 0.9737 (0.9605) loss_fgl_aux_3: 0.9734 (0.9603) loss_fgl_aux_4: 0.9736 (0.9603) loss_fgl_dn_0: 1.0836 (1.0892) loss_fgl_dn_1: 0.9806 (0.9854) loss_fgl_dn_2: 0.9757 (0.9765) loss_fgl_dn_3: 0.9758 (0.9773) loss_fgl_dn_4: 0.9761 (0.9777) loss_fgl_dn_5: 0.9761 (0.9777) loss_giou: 0.5547 (0.5634) loss_giou_aux_0: 0.5761 (0.5890) loss_giou_aux_1: 0.5606 (0.5689) loss_giou_aux_2: 0.5573 (0.5643) loss_giou_aux_3: 0.5556 (0.5635) loss_giou_aux_4: 0.5549 (0.5634) loss_giou_dn_0: 0.5658 (0.5720) loss_giou_dn_1: 0.4565 (0.4608) loss_giou_dn_2: 0.4397 (0.4437) loss_giou_dn_3: 0.4355 (0.4392) loss_giou_dn_4: 0.4333 (0.4382) loss_giou_dn_5: 0.4335 (0.4382) loss_giou_dn_pre: 0.5645 (0.5712) loss_giou_enc_0: 0.6571 (0.6637) loss_giou_pre: 0.5766 (0.5874) loss_ddf_aux_0: 0.0527 (0.0537) loss_ddf_aux_1: 0.0074 (0.0075) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2542 (0.2534) loss_ddf_dn_1: 0.0323 (0.0335) loss_ddf_dn_2: 0.0074 (0.0071) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6554 (0.6649) loss_vfl_aux_0: 0.7191 (0.7377) loss_vfl_aux_1: 0.7157 (0.7121) loss_vfl_aux_2: 0.6901 (0.6939) loss_vfl_aux_3: 0.6605 (0.6751) loss_vfl_aux_4: 0.6552 (0.6665) loss_vfl_dn_0: 0.4884 (0.4894) loss_vfl_dn_1: 0.4247 (0.4239) loss_vfl_dn_2: 0.4097 (0.4082) loss_vfl_dn_3: 0.4025 (0.3997) loss_vfl_dn_4: 0.4021 (0.3966) loss_vfl_dn_5: 0.4007 (0.3961) loss_vfl_dn_pre: 0.4891 (0.4899) loss_vfl_enc_0: 0.7355 (0.7402) loss_vfl_pre: 0.7242 (0.7400) time: 0.7697 data: 0.0368 max mem: 9084 Epoch: [36] [3300/3696] eta: 0:05:10 lr: 0.000013 loss: 31.8699 (31.6564) loss_bbox: 0.1775 (0.1777) loss_bbox_aux_0: 0.1870 (0.1907) loss_bbox_aux_1: 0.1795 (0.1806) loss_bbox_aux_2: 0.1789 (0.1783) loss_bbox_aux_3: 0.1780 (0.1778) loss_bbox_aux_4: 0.1776 (0.1777) loss_bbox_dn_0: 0.2379 (0.2445) loss_bbox_dn_1: 0.1747 (0.1817) loss_bbox_dn_2: 0.1606 (0.1713) loss_bbox_dn_3: 0.1586 (0.1681) loss_bbox_dn_4: 0.1570 (0.1675) loss_bbox_dn_5: 0.1571 (0.1675) loss_bbox_dn_pre: 0.2409 (0.2504) loss_bbox_enc_0: 0.2223 (0.2270) loss_bbox_pre: 0.1870 (0.1910) loss_dfl: 0.9515 (0.9605) loss_fgl_aux_0: 0.9846 (0.9939) loss_fgl_aux_1: 0.9554 (0.9632) loss_fgl_aux_2: 0.9514 (0.9607) loss_fgl_aux_3: 0.9513 (0.9605) loss_fgl_aux_4: 0.9515 (0.9605) loss_fgl_dn_0: 1.0868 (1.0892) loss_fgl_dn_1: 0.9928 (0.9855) loss_fgl_dn_2: 0.9854 (0.9766) loss_fgl_dn_3: 0.9872 (0.9773) loss_fgl_dn_4: 0.9878 (0.9777) loss_fgl_dn_5: 0.9878 (0.9777) loss_giou: 0.5669 (0.5634) loss_giou_aux_0: 0.6023 (0.5891) loss_giou_aux_1: 0.5813 (0.5689) loss_giou_aux_2: 0.5685 (0.5643) loss_giou_aux_3: 0.5682 (0.5635) loss_giou_aux_4: 0.5670 (0.5634) loss_giou_dn_0: 0.5778 (0.5721) loss_giou_dn_1: 0.4650 (0.4609) loss_giou_dn_2: 0.4528 (0.4439) loss_giou_dn_3: 0.4449 (0.4393) loss_giou_dn_4: 0.4426 (0.4384) loss_giou_dn_5: 0.4427 (0.4383) loss_giou_dn_pre: 0.5784 (0.5713) loss_giou_enc_0: 0.6736 (0.6638) loss_giou_pre: 0.6009 (0.5875) loss_ddf_aux_0: 0.0505 (0.0536) loss_ddf_aux_1: 0.0074 (0.0075) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2461 (0.2531) loss_ddf_dn_1: 0.0325 (0.0335) loss_ddf_dn_2: 0.0075 (0.0070) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6826 (0.6649) loss_vfl_aux_0: 0.7506 (0.7380) loss_vfl_aux_1: 0.7372 (0.7123) loss_vfl_aux_2: 0.7111 (0.6940) loss_vfl_aux_3: 0.6882 (0.6752) loss_vfl_aux_4: 0.6783 (0.6666) loss_vfl_dn_0: 0.4940 (0.4893) loss_vfl_dn_1: 0.4249 (0.4239) loss_vfl_dn_2: 0.4113 (0.4083) loss_vfl_dn_3: 0.4042 (0.3997) loss_vfl_dn_4: 0.4008 (0.3967) loss_vfl_dn_5: 0.4009 (0.3961) loss_vfl_dn_pre: 0.4927 (0.4899) loss_vfl_enc_0: 0.7491 (0.7402) loss_vfl_pre: 0.7502 (0.7403) time: 1.9165 data: 0.0266 max mem: 9084 Epoch: [36] [3400/3696] eta: 0:03:56 lr: 0.000013 loss: 31.6838 (31.6610) loss_bbox: 0.1695 (0.1777) loss_bbox_aux_0: 0.1831 (0.1907) loss_bbox_aux_1: 0.1725 (0.1806) loss_bbox_aux_2: 0.1715 (0.1783) loss_bbox_aux_3: 0.1696 (0.1778) loss_bbox_aux_4: 0.1695 (0.1777) loss_bbox_dn_0: 0.2398 (0.2445) loss_bbox_dn_1: 0.1803 (0.1817) loss_bbox_dn_2: 0.1694 (0.1713) loss_bbox_dn_3: 0.1653 (0.1681) loss_bbox_dn_4: 0.1645 (0.1675) loss_bbox_dn_5: 0.1644 (0.1675) loss_bbox_dn_pre: 0.2448 (0.2504) loss_bbox_enc_0: 0.2144 (0.2269) loss_bbox_pre: 0.1825 (0.1909) loss_dfl: 0.9654 (0.9603) loss_fgl_aux_0: 0.9945 (0.9937) loss_fgl_aux_1: 0.9659 (0.9630) loss_fgl_aux_2: 0.9654 (0.9605) loss_fgl_aux_3: 0.9652 (0.9603) loss_fgl_aux_4: 0.9653 (0.9603) loss_fgl_dn_0: 1.0958 (1.0891) loss_fgl_dn_1: 0.9908 (0.9854) loss_fgl_dn_2: 0.9824 (0.9766) loss_fgl_dn_3: 0.9827 (0.9773) loss_fgl_dn_4: 0.9830 (0.9777) loss_fgl_dn_5: 0.9831 (0.9777) loss_giou: 0.5973 (0.5642) loss_giou_aux_0: 0.6276 (0.5898) loss_giou_aux_1: 0.6091 (0.5697) loss_giou_aux_2: 0.5990 (0.5651) loss_giou_aux_3: 0.5980 (0.5643) loss_giou_aux_4: 0.5971 (0.5642) loss_giou_dn_0: 0.5909 (0.5725) loss_giou_dn_1: 0.4853 (0.4614) loss_giou_dn_2: 0.4667 (0.4442) loss_giou_dn_3: 0.4612 (0.4397) loss_giou_dn_4: 0.4603 (0.4387) loss_giou_dn_5: 0.4603 (0.4387) loss_giou_dn_pre: 0.5918 (0.5717) loss_giou_enc_0: 0.7037 (0.6645) loss_giou_pre: 0.6259 (0.5882) loss_ddf_aux_0: 0.0490 (0.0536) loss_ddf_aux_1: 0.0070 (0.0075) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2485 (0.2530) loss_ddf_dn_1: 0.0316 (0.0334) loss_ddf_dn_2: 0.0066 (0.0070) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6646 (0.6649) loss_vfl_aux_0: 0.7197 (0.7376) loss_vfl_aux_1: 0.6790 (0.7120) loss_vfl_aux_2: 0.6808 (0.6938) loss_vfl_aux_3: 0.6799 (0.6752) loss_vfl_aux_4: 0.6680 (0.6665) loss_vfl_dn_0: 0.4893 (0.4893) loss_vfl_dn_1: 0.4242 (0.4239) loss_vfl_dn_2: 0.4097 (0.4083) loss_vfl_dn_3: 0.4017 (0.3997) loss_vfl_dn_4: 0.3995 (0.3967) loss_vfl_dn_5: 0.3975 (0.3961) loss_vfl_dn_pre: 0.4884 (0.4898) loss_vfl_enc_0: 0.7221 (0.7398) loss_vfl_pre: 0.7193 (0.7399) time: 0.7046 data: 0.0325 max mem: 9084 Epoch: [36] [3500/3696] eta: 0:02:36 lr: 0.000013 loss: 32.2090 (31.6610) loss_bbox: 0.1967 (0.1778) loss_bbox_aux_0: 0.2027 (0.1907) loss_bbox_aux_1: 0.1966 (0.1807) loss_bbox_aux_2: 0.1977 (0.1784) loss_bbox_aux_3: 0.1967 (0.1779) loss_bbox_aux_4: 0.1967 (0.1778) loss_bbox_dn_0: 0.2480 (0.2446) loss_bbox_dn_1: 0.1823 (0.1817) loss_bbox_dn_2: 0.1733 (0.1713) loss_bbox_dn_3: 0.1692 (0.1681) loss_bbox_dn_4: 0.1698 (0.1675) loss_bbox_dn_5: 0.1700 (0.1675) loss_bbox_dn_pre: 0.2497 (0.2504) loss_bbox_enc_0: 0.2324 (0.2269) loss_bbox_pre: 0.2027 (0.1910) loss_dfl: 0.9542 (0.9602) loss_fgl_aux_0: 0.9701 (0.9935) loss_fgl_aux_1: 0.9544 (0.9629) loss_fgl_aux_2: 0.9540 (0.9604) loss_fgl_aux_3: 0.9540 (0.9602) loss_fgl_aux_4: 0.9543 (0.9602) loss_fgl_dn_0: 1.0867 (1.0891) loss_fgl_dn_1: 0.9807 (0.9854) loss_fgl_dn_2: 0.9744 (0.9766) loss_fgl_dn_3: 0.9759 (0.9773) loss_fgl_dn_4: 0.9771 (0.9777) loss_fgl_dn_5: 0.9773 (0.9778) loss_giou: 0.6328 (0.5644) loss_giou_aux_0: 0.6565 (0.5901) loss_giou_aux_1: 0.6347 (0.5699) loss_giou_aux_2: 0.6329 (0.5654) loss_giou_aux_3: 0.6339 (0.5645) loss_giou_aux_4: 0.6329 (0.5644) loss_giou_dn_0: 0.6087 (0.5725) loss_giou_dn_1: 0.4877 (0.4614) loss_giou_dn_2: 0.4746 (0.4443) loss_giou_dn_3: 0.4752 (0.4397) loss_giou_dn_4: 0.4754 (0.4388) loss_giou_dn_5: 0.4754 (0.4388) loss_giou_dn_pre: 0.6078 (0.5717) loss_giou_enc_0: 0.7043 (0.6648) loss_giou_pre: 0.6530 (0.5885) loss_ddf_aux_0: 0.0479 (0.0535) loss_ddf_aux_1: 0.0065 (0.0075) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2322 (0.2527) loss_ddf_dn_1: 0.0313 (0.0334) loss_ddf_dn_2: 0.0070 (0.0070) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6395 (0.6648) loss_vfl_aux_0: 0.7007 (0.7375) loss_vfl_aux_1: 0.6796 (0.7118) loss_vfl_aux_2: 0.6603 (0.6936) loss_vfl_aux_3: 0.6381 (0.6750) loss_vfl_aux_4: 0.6434 (0.6664) loss_vfl_dn_0: 0.4853 (0.4892) loss_vfl_dn_1: 0.4213 (0.4238) loss_vfl_dn_2: 0.4083 (0.4082) loss_vfl_dn_3: 0.3990 (0.3996) loss_vfl_dn_4: 0.3938 (0.3966) loss_vfl_dn_5: 0.3939 (0.3961) loss_vfl_dn_pre: 0.4855 (0.4897) loss_vfl_enc_0: 0.7110 (0.7396) loss_vfl_pre: 0.7013 (0.7398) time: 0.7907 data: 0.0269 max mem: 9084 Epoch: [36] [3600/3696] eta: 0:01:16 lr: 0.000013 loss: 31.9617 (31.6605) loss_bbox: 0.1807 (0.1777) loss_bbox_aux_0: 0.1976 (0.1906) loss_bbox_aux_1: 0.1834 (0.1805) loss_bbox_aux_2: 0.1805 (0.1783) loss_bbox_aux_3: 0.1806 (0.1778) loss_bbox_aux_4: 0.1808 (0.1777) loss_bbox_dn_0: 0.2549 (0.2445) loss_bbox_dn_1: 0.1882 (0.1816) loss_bbox_dn_2: 0.1829 (0.1713) loss_bbox_dn_3: 0.1805 (0.1681) loss_bbox_dn_4: 0.1803 (0.1674) loss_bbox_dn_5: 0.1802 (0.1674) loss_bbox_dn_pre: 0.2613 (0.2503) loss_bbox_enc_0: 0.2270 (0.2268) loss_bbox_pre: 0.1982 (0.1908) loss_dfl: 0.9658 (0.9603) loss_fgl_aux_0: 1.0034 (0.9935) loss_fgl_aux_1: 0.9688 (0.9630) loss_fgl_aux_2: 0.9650 (0.9604) loss_fgl_aux_3: 0.9655 (0.9603) loss_fgl_aux_4: 0.9657 (0.9603) loss_fgl_dn_0: 1.0854 (1.0891) loss_fgl_dn_1: 0.9837 (0.9855) loss_fgl_dn_2: 0.9766 (0.9766) loss_fgl_dn_3: 0.9771 (0.9774) loss_fgl_dn_4: 0.9768 (0.9778) loss_fgl_dn_5: 0.9766 (0.9778) loss_giou: 0.5479 (0.5647) loss_giou_aux_0: 0.5787 (0.5903) loss_giou_aux_1: 0.5549 (0.5701) loss_giou_aux_2: 0.5469 (0.5656) loss_giou_aux_3: 0.5486 (0.5648) loss_giou_aux_4: 0.5482 (0.5647) loss_giou_dn_0: 0.5684 (0.5727) loss_giou_dn_1: 0.4506 (0.4615) loss_giou_dn_2: 0.4290 (0.4444) loss_giou_dn_3: 0.4227 (0.4398) loss_giou_dn_4: 0.4222 (0.4389) loss_giou_dn_5: 0.4222 (0.4389) loss_giou_dn_pre: 0.5679 (0.5719) loss_giou_enc_0: 0.6656 (0.6650) loss_giou_pre: 0.5757 (0.5887) loss_ddf_aux_0: 0.0510 (0.0534) loss_ddf_aux_1: 0.0067 (0.0074) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2491 (0.2525) loss_ddf_dn_1: 0.0331 (0.0333) loss_ddf_dn_2: 0.0061 (0.0070) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6828 (0.6647) loss_vfl_aux_0: 0.7524 (0.7371) loss_vfl_aux_1: 0.7507 (0.7116) loss_vfl_aux_2: 0.6914 (0.6934) loss_vfl_aux_3: 0.6807 (0.6749) loss_vfl_aux_4: 0.6799 (0.6664) loss_vfl_dn_0: 0.4889 (0.4891) loss_vfl_dn_1: 0.4294 (0.4237) loss_vfl_dn_2: 0.4129 (0.4081) loss_vfl_dn_3: 0.4034 (0.3996) loss_vfl_dn_4: 0.4019 (0.3965) loss_vfl_dn_5: 0.3997 (0.3960) loss_vfl_dn_pre: 0.4898 (0.4896) loss_vfl_enc_0: 0.7412 (0.7393) loss_vfl_pre: 0.7589 (0.7394) time: 0.7535 data: 0.0333 max mem: 9084 Epoch: [36] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 31.9806 (31.6615) loss_bbox: 0.1787 (0.1776) loss_bbox_aux_0: 0.1872 (0.1905) loss_bbox_aux_1: 0.1803 (0.1804) loss_bbox_aux_2: 0.1786 (0.1782) loss_bbox_aux_3: 0.1789 (0.1777) loss_bbox_aux_4: 0.1788 (0.1776) loss_bbox_dn_0: 0.2444 (0.2445) loss_bbox_dn_1: 0.1834 (0.1816) loss_bbox_dn_2: 0.1724 (0.1712) loss_bbox_dn_3: 0.1695 (0.1681) loss_bbox_dn_4: 0.1694 (0.1674) loss_bbox_dn_5: 0.1694 (0.1674) loss_bbox_dn_pre: 0.2554 (0.2503) loss_bbox_enc_0: 0.2238 (0.2266) loss_bbox_pre: 0.1866 (0.1907) loss_dfl: 0.9269 (0.9601) loss_fgl_aux_0: 0.9667 (0.9933) loss_fgl_aux_1: 0.9325 (0.9628) loss_fgl_aux_2: 0.9271 (0.9603) loss_fgl_aux_3: 0.9270 (0.9601) loss_fgl_aux_4: 0.9269 (0.9601) loss_fgl_dn_0: 1.0829 (1.0890) loss_fgl_dn_1: 0.9840 (0.9854) loss_fgl_dn_2: 0.9779 (0.9766) loss_fgl_dn_3: 0.9786 (0.9773) loss_fgl_dn_4: 0.9786 (0.9777) loss_fgl_dn_5: 0.9786 (0.9777) loss_giou: 0.5960 (0.5649) loss_giou_aux_0: 0.6199 (0.5905) loss_giou_aux_1: 0.6014 (0.5704) loss_giou_aux_2: 0.5963 (0.5659) loss_giou_aux_3: 0.5959 (0.5650) loss_giou_aux_4: 0.5957 (0.5649) loss_giou_dn_0: 0.5941 (0.5728) loss_giou_dn_1: 0.4640 (0.4616) loss_giou_dn_2: 0.4466 (0.4445) loss_giou_dn_3: 0.4412 (0.4400) loss_giou_dn_4: 0.4405 (0.4390) loss_giou_dn_5: 0.4403 (0.4390) loss_giou_dn_pre: 0.5929 (0.5720) loss_giou_enc_0: 0.6900 (0.6652) loss_giou_pre: 0.6219 (0.5889) loss_ddf_aux_0: 0.0520 (0.0533) loss_ddf_aux_1: 0.0068 (0.0074) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2459 (0.2524) loss_ddf_dn_1: 0.0347 (0.0333) loss_ddf_dn_2: 0.0077 (0.0070) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6290 (0.6647) loss_vfl_aux_0: 0.7090 (0.7373) loss_vfl_aux_1: 0.6918 (0.7118) loss_vfl_aux_2: 0.6667 (0.6934) loss_vfl_aux_3: 0.6296 (0.6750) loss_vfl_aux_4: 0.6223 (0.6664) loss_vfl_dn_0: 0.4891 (0.4891) loss_vfl_dn_1: 0.4259 (0.4238) loss_vfl_dn_2: 0.4147 (0.4082) loss_vfl_dn_3: 0.4019 (0.3996) loss_vfl_dn_4: 0.4008 (0.3966) loss_vfl_dn_5: 0.4006 (0.3961) loss_vfl_dn_pre: 0.4888 (0.4896) loss_vfl_enc_0: 0.7195 (0.7393) loss_vfl_pre: 0.7161 (0.7396) time: 0.7575 data: 0.0287 max mem: 9084 Epoch: [36] Total time: 0:49:06 (0.7973 s / it) Averaged stats: lr: 0.000013 loss: 31.9806 (31.6615) loss_bbox: 0.1787 (0.1776) loss_bbox_aux_0: 0.1872 (0.1905) loss_bbox_aux_1: 0.1803 (0.1804) loss_bbox_aux_2: 0.1786 (0.1782) loss_bbox_aux_3: 0.1789 (0.1777) loss_bbox_aux_4: 0.1788 (0.1776) loss_bbox_dn_0: 0.2444 (0.2445) loss_bbox_dn_1: 0.1834 (0.1816) loss_bbox_dn_2: 0.1724 (0.1712) loss_bbox_dn_3: 0.1695 (0.1681) loss_bbox_dn_4: 0.1694 (0.1674) loss_bbox_dn_5: 0.1694 (0.1674) loss_bbox_dn_pre: 0.2554 (0.2503) loss_bbox_enc_0: 0.2238 (0.2266) loss_bbox_pre: 0.1866 (0.1907) loss_dfl: 0.9269 (0.9601) loss_fgl_aux_0: 0.9667 (0.9933) loss_fgl_aux_1: 0.9325 (0.9628) loss_fgl_aux_2: 0.9271 (0.9603) loss_fgl_aux_3: 0.9270 (0.9601) loss_fgl_aux_4: 0.9269 (0.9601) loss_fgl_dn_0: 1.0829 (1.0890) loss_fgl_dn_1: 0.9840 (0.9854) loss_fgl_dn_2: 0.9779 (0.9766) loss_fgl_dn_3: 0.9786 (0.9773) loss_fgl_dn_4: 0.9786 (0.9777) loss_fgl_dn_5: 0.9786 (0.9777) loss_giou: 0.5960 (0.5649) loss_giou_aux_0: 0.6199 (0.5905) loss_giou_aux_1: 0.6014 (0.5704) loss_giou_aux_2: 0.5963 (0.5659) loss_giou_aux_3: 0.5959 (0.5650) loss_giou_aux_4: 0.5957 (0.5649) loss_giou_dn_0: 0.5941 (0.5728) loss_giou_dn_1: 0.4640 (0.4616) loss_giou_dn_2: 0.4466 (0.4445) loss_giou_dn_3: 0.4412 (0.4400) loss_giou_dn_4: 0.4405 (0.4390) loss_giou_dn_5: 0.4403 (0.4390) loss_giou_dn_pre: 0.5929 (0.5720) loss_giou_enc_0: 0.6900 (0.6652) loss_giou_pre: 0.6219 (0.5889) loss_ddf_aux_0: 0.0520 (0.0533) loss_ddf_aux_1: 0.0068 (0.0074) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2459 (0.2524) loss_ddf_dn_1: 0.0347 (0.0333) loss_ddf_dn_2: 0.0077 (0.0070) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6290 (0.6647) loss_vfl_aux_0: 0.7090 (0.7373) loss_vfl_aux_1: 0.6918 (0.7118) loss_vfl_aux_2: 0.6667 (0.6934) loss_vfl_aux_3: 0.6296 (0.6750) loss_vfl_aux_4: 0.6223 (0.6664) loss_vfl_dn_0: 0.4891 (0.4891) loss_vfl_dn_1: 0.4259 (0.4238) loss_vfl_dn_2: 0.4147 (0.4082) loss_vfl_dn_3: 0.4019 (0.3996) loss_vfl_dn_4: 0.4008 (0.3966) loss_vfl_dn_5: 0.4006 (0.3961) loss_vfl_dn_pre: 0.4888 (0.4896) loss_vfl_enc_0: 0.7195 (0.7393) loss_vfl_pre: 0.7161 (0.7396) Test: [ 0/79] eta: 0:03:04 time: 2.3349 data: 1.6949 max mem: 9084 Test: [10/79] eta: 0:01:09 time: 1.0099 data: 0.2093 max mem: 9084 Test: [20/79] eta: 0:00:48 time: 0.7390 data: 0.0650 max mem: 9084 Test: [30/79] eta: 0:00:36 time: 0.6123 data: 0.0667 max mem: 9084 Test: [40/79] eta: 0:00:28 time: 0.6172 data: 0.0633 max mem: 9084 Test: [50/79] eta: 0:00:21 time: 0.6863 data: 0.0603 max mem: 9084 Test: [60/79] eta: 0:00:13 time: 0.6794 data: 0.0601 max mem: 9084 Test: [70/79] eta: 0:00:06 time: 0.5945 data: 0.0615 max mem: 9084 Test: [78/79] eta: 0:00:00 time: 0.5639 data: 0.0598 max mem: 9084 Test: Total time: 0:00:53 (0.6772 s / it) Averaged stats: Accumulating evaluation results... DONE (t=23.15s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.532 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.708 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.578 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.350 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.575 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.716 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.392 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.661 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.728 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.560 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.774 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 best_stat: {'epoch': 36, 'coco_eval_bbox': 0.5324923182953851} Epoch: [37] [ 0/3696] eta: 2:42:29 lr: 0.000013 loss: 31.5667 (31.5667) loss_bbox: 0.1405 (0.1405) loss_bbox_aux_0: 0.1511 (0.1511) loss_bbox_aux_1: 0.1440 (0.1440) loss_bbox_aux_2: 0.1408 (0.1408) loss_bbox_aux_3: 0.1407 (0.1407) loss_bbox_aux_4: 0.1404 (0.1404) loss_bbox_dn_0: 0.1816 (0.1816) loss_bbox_dn_1: 0.1336 (0.1336) loss_bbox_dn_2: 0.1262 (0.1262) loss_bbox_dn_3: 0.1229 (0.1229) loss_bbox_dn_4: 0.1230 (0.1230) loss_bbox_dn_5: 0.1230 (0.1230) loss_bbox_dn_pre: 0.1894 (0.1894) loss_bbox_enc_0: 0.1767 (0.1767) loss_bbox_pre: 0.1490 (0.1490) loss_dfl: 0.9484 (0.9484) loss_fgl_aux_0: 0.9657 (0.9657) loss_fgl_aux_1: 0.9512 (0.9512) loss_fgl_aux_2: 0.9480 (0.9480) loss_fgl_aux_3: 0.9487 (0.9487) loss_fgl_aux_4: 0.9488 (0.9488) loss_fgl_dn_0: 1.0816 (1.0816) loss_fgl_dn_1: 0.9905 (0.9905) loss_fgl_dn_2: 0.9869 (0.9869) loss_fgl_dn_3: 0.9869 (0.9869) loss_fgl_dn_4: 0.9871 (0.9871) loss_fgl_dn_5: 0.9871 (0.9871) loss_giou: 0.6728 (0.6728) loss_giou_aux_0: 0.6933 (0.6933) loss_giou_aux_1: 0.6695 (0.6695) loss_giou_aux_2: 0.6696 (0.6696) loss_giou_aux_3: 0.6720 (0.6720) loss_giou_aux_4: 0.6725 (0.6725) loss_giou_dn_0: 0.6466 (0.6466) loss_giou_dn_1: 0.5279 (0.5279) loss_giou_dn_2: 0.5096 (0.5096) loss_giou_dn_3: 0.5057 (0.5057) loss_giou_dn_4: 0.5051 (0.5051) loss_giou_dn_5: 0.5052 (0.5052) loss_giou_dn_pre: 0.6492 (0.6492) loss_giou_enc_0: 0.7787 (0.7787) loss_giou_pre: 0.6920 (0.6920) loss_ddf_aux_0: 0.0501 (0.0501) loss_ddf_aux_1: 0.0081 (0.0081) loss_ddf_aux_2: 0.0018 (0.0018) loss_ddf_aux_3: 0.0005 (0.0005) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2404 (0.2404) loss_ddf_dn_1: 0.0341 (0.0341) loss_ddf_dn_2: 0.0072 (0.0072) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5702 (0.5702) loss_vfl_aux_0: 0.6320 (0.6320) loss_vfl_aux_1: 0.6082 (0.6082) loss_vfl_aux_2: 0.5927 (0.5927) loss_vfl_aux_3: 0.5827 (0.5827) loss_vfl_aux_4: 0.5703 (0.5703) loss_vfl_dn_0: 0.4931 (0.4931) loss_vfl_dn_1: 0.4444 (0.4444) loss_vfl_dn_2: 0.4296 (0.4296) loss_vfl_dn_3: 0.4191 (0.4191) loss_vfl_dn_4: 0.4135 (0.4135) loss_vfl_dn_5: 0.4118 (0.4118) loss_vfl_dn_pre: 0.4937 (0.4937) loss_vfl_enc_0: 0.6423 (0.6423) loss_vfl_pre: 0.6364 (0.6364) time: 2.6377 data: 1.9653 max mem: 9084 Epoch: [37] [ 100/3696] eta: 0:46:52 lr: 0.000013 loss: 31.1239 (31.4185) loss_bbox: 0.1684 (0.1729) loss_bbox_aux_0: 0.1790 (0.1856) loss_bbox_aux_1: 0.1705 (0.1755) loss_bbox_aux_2: 0.1688 (0.1735) loss_bbox_aux_3: 0.1685 (0.1731) loss_bbox_aux_4: 0.1683 (0.1730) loss_bbox_dn_0: 0.2299 (0.2428) loss_bbox_dn_1: 0.1653 (0.1776) loss_bbox_dn_2: 0.1581 (0.1667) loss_bbox_dn_3: 0.1559 (0.1635) loss_bbox_dn_4: 0.1548 (0.1628) loss_bbox_dn_5: 0.1547 (0.1627) loss_bbox_dn_pre: 0.2361 (0.2486) loss_bbox_enc_0: 0.2019 (0.2213) loss_bbox_pre: 0.1792 (0.1858) loss_dfl: 0.9741 (0.9619) loss_fgl_aux_0: 1.0060 (0.9956) loss_fgl_aux_1: 0.9785 (0.9645) loss_fgl_aux_2: 0.9761 (0.9622) loss_fgl_aux_3: 0.9747 (0.9619) loss_fgl_aux_4: 0.9744 (0.9619) loss_fgl_dn_0: 1.0855 (1.0891) loss_fgl_dn_1: 0.9869 (0.9824) loss_fgl_dn_2: 0.9785 (0.9730) loss_fgl_dn_3: 0.9786 (0.9736) loss_fgl_dn_4: 0.9784 (0.9740) loss_fgl_dn_5: 0.9785 (0.9740) loss_giou: 0.5147 (0.5515) loss_giou_aux_0: 0.5310 (0.5771) loss_giou_aux_1: 0.5197 (0.5569) loss_giou_aux_2: 0.5124 (0.5523) loss_giou_aux_3: 0.5132 (0.5517) loss_giou_aux_4: 0.5144 (0.5515) loss_giou_dn_0: 0.5729 (0.5654) loss_giou_dn_1: 0.4546 (0.4525) loss_giou_dn_2: 0.4352 (0.4351) loss_giou_dn_3: 0.4281 (0.4305) loss_giou_dn_4: 0.4270 (0.4296) loss_giou_dn_5: 0.4270 (0.4296) loss_giou_dn_pre: 0.5744 (0.5646) loss_giou_enc_0: 0.6124 (0.6510) loss_giou_pre: 0.5286 (0.5757) loss_ddf_aux_0: 0.0527 (0.0530) loss_ddf_aux_1: 0.0069 (0.0071) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0004 (0.0004) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2584 (0.2551) loss_ddf_dn_1: 0.0355 (0.0349) loss_ddf_dn_2: 0.0077 (0.0071) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6755 (0.6631) loss_vfl_aux_0: 0.7369 (0.7370) loss_vfl_aux_1: 0.7122 (0.7128) loss_vfl_aux_2: 0.6915 (0.6939) loss_vfl_aux_3: 0.6738 (0.6735) loss_vfl_aux_4: 0.6638 (0.6643) loss_vfl_dn_0: 0.4914 (0.4896) loss_vfl_dn_1: 0.4295 (0.4224) loss_vfl_dn_2: 0.4092 (0.4062) loss_vfl_dn_3: 0.3978 (0.3978) loss_vfl_dn_4: 0.3937 (0.3949) loss_vfl_dn_5: 0.3937 (0.3943) loss_vfl_dn_pre: 0.4927 (0.4904) loss_vfl_enc_0: 0.7483 (0.7437) loss_vfl_pre: 0.7540 (0.7399) time: 0.7494 data: 0.0304 max mem: 9084 Epoch: [37] [ 200/3696] eta: 0:45:32 lr: 0.000013 loss: 31.6206 (31.4710) loss_bbox: 0.1765 (0.1723) loss_bbox_aux_0: 0.1865 (0.1850) loss_bbox_aux_1: 0.1774 (0.1749) loss_bbox_aux_2: 0.1775 (0.1728) loss_bbox_aux_3: 0.1766 (0.1723) loss_bbox_aux_4: 0.1765 (0.1723) loss_bbox_dn_0: 0.2308 (0.2436) loss_bbox_dn_1: 0.1628 (0.1796) loss_bbox_dn_2: 0.1548 (0.1691) loss_bbox_dn_3: 0.1538 (0.1660) loss_bbox_dn_4: 0.1558 (0.1652) loss_bbox_dn_5: 0.1558 (0.1652) loss_bbox_dn_pre: 0.2335 (0.2496) loss_bbox_enc_0: 0.2215 (0.2208) loss_bbox_pre: 0.1873 (0.1854) loss_dfl: 0.9742 (0.9596) loss_fgl_aux_0: 1.0012 (0.9930) loss_fgl_aux_1: 0.9765 (0.9621) loss_fgl_aux_2: 0.9749 (0.9599) loss_fgl_aux_3: 0.9743 (0.9596) loss_fgl_aux_4: 0.9742 (0.9596) loss_fgl_dn_0: 1.0884 (1.0885) loss_fgl_dn_1: 0.9819 (0.9825) loss_fgl_dn_2: 0.9742 (0.9732) loss_fgl_dn_3: 0.9762 (0.9740) loss_fgl_dn_4: 0.9762 (0.9744) loss_fgl_dn_5: 0.9762 (0.9744) loss_giou: 0.5286 (0.5560) loss_giou_aux_0: 0.5727 (0.5820) loss_giou_aux_1: 0.5357 (0.5615) loss_giou_aux_2: 0.5258 (0.5567) loss_giou_aux_3: 0.5285 (0.5562) loss_giou_aux_4: 0.5287 (0.5560) loss_giou_dn_0: 0.5512 (0.5681) loss_giou_dn_1: 0.4432 (0.4558) loss_giou_dn_2: 0.4236 (0.4383) loss_giou_dn_3: 0.4202 (0.4337) loss_giou_dn_4: 0.4192 (0.4327) loss_giou_dn_5: 0.4192 (0.4327) loss_giou_dn_pre: 0.5506 (0.5674) loss_giou_enc_0: 0.6382 (0.6560) loss_giou_pre: 0.5724 (0.5806) loss_ddf_aux_0: 0.0566 (0.0531) loss_ddf_aux_1: 0.0077 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2615 (0.2551) loss_ddf_dn_1: 0.0328 (0.0344) loss_ddf_dn_2: 0.0062 (0.0069) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6809 (0.6639) loss_vfl_aux_0: 0.7448 (0.7349) loss_vfl_aux_1: 0.7255 (0.7127) loss_vfl_aux_2: 0.7016 (0.6933) loss_vfl_aux_3: 0.6752 (0.6742) loss_vfl_aux_4: 0.6786 (0.6654) loss_vfl_dn_0: 0.4913 (0.4893) loss_vfl_dn_1: 0.4293 (0.4228) loss_vfl_dn_2: 0.4100 (0.4072) loss_vfl_dn_3: 0.4034 (0.3990) loss_vfl_dn_4: 0.4007 (0.3959) loss_vfl_dn_5: 0.4014 (0.3954) loss_vfl_dn_pre: 0.4929 (0.4899) loss_vfl_enc_0: 0.7376 (0.7411) loss_vfl_pre: 0.7552 (0.7380) time: 0.7460 data: 0.0300 max mem: 9084 Epoch: [37] [ 300/3696] eta: 0:43:36 lr: 0.000013 loss: 31.6298 (31.5713) loss_bbox: 0.1716 (0.1756) loss_bbox_aux_0: 0.1877 (0.1883) loss_bbox_aux_1: 0.1758 (0.1783) loss_bbox_aux_2: 0.1713 (0.1761) loss_bbox_aux_3: 0.1713 (0.1757) loss_bbox_aux_4: 0.1715 (0.1756) loss_bbox_dn_0: 0.2413 (0.2451) loss_bbox_dn_1: 0.1772 (0.1812) loss_bbox_dn_2: 0.1654 (0.1708) loss_bbox_dn_3: 0.1627 (0.1676) loss_bbox_dn_4: 0.1618 (0.1670) loss_bbox_dn_5: 0.1618 (0.1670) loss_bbox_dn_pre: 0.2511 (0.2511) loss_bbox_enc_0: 0.2266 (0.2239) loss_bbox_pre: 0.1851 (0.1886) loss_dfl: 0.9628 (0.9617) loss_fgl_aux_0: 0.9937 (0.9949) loss_fgl_aux_1: 0.9640 (0.9643) loss_fgl_aux_2: 0.9625 (0.9620) loss_fgl_aux_3: 0.9627 (0.9617) loss_fgl_aux_4: 0.9627 (0.9618) loss_fgl_dn_0: 1.0963 (1.0893) loss_fgl_dn_1: 0.9855 (0.9846) loss_fgl_dn_2: 0.9757 (0.9754) loss_fgl_dn_3: 0.9766 (0.9761) loss_fgl_dn_4: 0.9767 (0.9765) loss_fgl_dn_5: 0.9767 (0.9765) loss_giou: 0.5238 (0.5581) loss_giou_aux_0: 0.5518 (0.5841) loss_giou_aux_1: 0.5265 (0.5636) loss_giou_aux_2: 0.5210 (0.5589) loss_giou_aux_3: 0.5238 (0.5583) loss_giou_aux_4: 0.5239 (0.5580) loss_giou_dn_0: 0.5493 (0.5701) loss_giou_dn_1: 0.4441 (0.4578) loss_giou_dn_2: 0.4291 (0.4404) loss_giou_dn_3: 0.4245 (0.4358) loss_giou_dn_4: 0.4238 (0.4348) loss_giou_dn_5: 0.4238 (0.4348) loss_giou_dn_pre: 0.5459 (0.5693) loss_giou_enc_0: 0.6402 (0.6586) loss_giou_pre: 0.5536 (0.5826) loss_ddf_aux_0: 0.0534 (0.0533) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2521 (0.2545) loss_ddf_dn_1: 0.0340 (0.0342) loss_ddf_dn_2: 0.0070 (0.0069) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6690 (0.6639) loss_vfl_aux_0: 0.7380 (0.7345) loss_vfl_aux_1: 0.7111 (0.7115) loss_vfl_aux_2: 0.6735 (0.6927) loss_vfl_aux_3: 0.6705 (0.6746) loss_vfl_aux_4: 0.6692 (0.6656) loss_vfl_dn_0: 0.4971 (0.4904) loss_vfl_dn_1: 0.4317 (0.4245) loss_vfl_dn_2: 0.4164 (0.4089) loss_vfl_dn_3: 0.4067 (0.4006) loss_vfl_dn_4: 0.4031 (0.3975) loss_vfl_dn_5: 0.4019 (0.3970) loss_vfl_dn_pre: 0.4978 (0.4911) loss_vfl_enc_0: 0.7510 (0.7406) loss_vfl_pre: 0.7416 (0.7373) time: 0.7536 data: 0.0266 max mem: 9084 Epoch: [37] [ 400/3696] eta: 0:42:18 lr: 0.000013 loss: 31.5057 (31.5867) loss_bbox: 0.1709 (0.1754) loss_bbox_aux_0: 0.1863 (0.1882) loss_bbox_aux_1: 0.1734 (0.1781) loss_bbox_aux_2: 0.1722 (0.1760) loss_bbox_aux_3: 0.1709 (0.1755) loss_bbox_aux_4: 0.1711 (0.1754) loss_bbox_dn_0: 0.2436 (0.2442) loss_bbox_dn_1: 0.1873 (0.1808) loss_bbox_dn_2: 0.1728 (0.1704) loss_bbox_dn_3: 0.1672 (0.1672) loss_bbox_dn_4: 0.1658 (0.1665) loss_bbox_dn_5: 0.1657 (0.1665) loss_bbox_dn_pre: 0.2473 (0.2500) loss_bbox_enc_0: 0.2253 (0.2237) loss_bbox_pre: 0.1861 (0.1885) loss_dfl: 0.9932 (0.9637) loss_fgl_aux_0: 1.0250 (0.9965) loss_fgl_aux_1: 0.9963 (0.9660) loss_fgl_aux_2: 0.9928 (0.9639) loss_fgl_aux_3: 0.9934 (0.9637) loss_fgl_aux_4: 0.9933 (0.9637) loss_fgl_dn_0: 1.0965 (1.0902) loss_fgl_dn_1: 0.9839 (0.9861) loss_fgl_dn_2: 0.9740 (0.9770) loss_fgl_dn_3: 0.9728 (0.9778) loss_fgl_dn_4: 0.9735 (0.9782) loss_fgl_dn_5: 0.9736 (0.9782) loss_giou: 0.5351 (0.5579) loss_giou_aux_0: 0.5633 (0.5841) loss_giou_aux_1: 0.5373 (0.5636) loss_giou_aux_2: 0.5350 (0.5588) loss_giou_aux_3: 0.5341 (0.5581) loss_giou_aux_4: 0.5347 (0.5579) loss_giou_dn_0: 0.5488 (0.5700) loss_giou_dn_1: 0.4428 (0.4582) loss_giou_dn_2: 0.4281 (0.4409) loss_giou_dn_3: 0.4256 (0.4362) loss_giou_dn_4: 0.4249 (0.4352) loss_giou_dn_5: 0.4246 (0.4352) loss_giou_dn_pre: 0.5470 (0.5691) loss_giou_enc_0: 0.6343 (0.6589) loss_giou_pre: 0.5620 (0.5826) loss_ddf_aux_0: 0.0532 (0.0532) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2525 (0.2537) loss_ddf_dn_1: 0.0322 (0.0337) loss_ddf_dn_2: 0.0068 (0.0069) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6657 (0.6646) loss_vfl_aux_0: 0.7504 (0.7348) loss_vfl_aux_1: 0.7244 (0.7124) loss_vfl_aux_2: 0.7091 (0.6930) loss_vfl_aux_3: 0.6774 (0.6749) loss_vfl_aux_4: 0.6765 (0.6663) loss_vfl_dn_0: 0.4932 (0.4898) loss_vfl_dn_1: 0.4226 (0.4243) loss_vfl_dn_2: 0.4084 (0.4086) loss_vfl_dn_3: 0.4016 (0.4004) loss_vfl_dn_4: 0.3997 (0.3973) loss_vfl_dn_5: 0.3992 (0.3969) loss_vfl_dn_pre: 0.4932 (0.4904) loss_vfl_enc_0: 0.7469 (0.7401) loss_vfl_pre: 0.7528 (0.7375) time: 0.7384 data: 0.0281 max mem: 9084 Epoch: [37] [ 500/3696] eta: 0:40:53 lr: 0.000013 loss: 31.1509 (31.6141) loss_bbox: 0.1607 (0.1757) loss_bbox_aux_0: 0.1718 (0.1885) loss_bbox_aux_1: 0.1634 (0.1785) loss_bbox_aux_2: 0.1611 (0.1763) loss_bbox_aux_3: 0.1608 (0.1758) loss_bbox_aux_4: 0.1608 (0.1758) loss_bbox_dn_0: 0.2236 (0.2434) loss_bbox_dn_1: 0.1685 (0.1804) loss_bbox_dn_2: 0.1599 (0.1701) loss_bbox_dn_3: 0.1591 (0.1668) loss_bbox_dn_4: 0.1585 (0.1662) loss_bbox_dn_5: 0.1584 (0.1662) loss_bbox_dn_pre: 0.2301 (0.2491) loss_bbox_enc_0: 0.2008 (0.2236) loss_bbox_pre: 0.1709 (0.1888) loss_dfl: 0.9507 (0.9628) loss_fgl_aux_0: 0.9830 (0.9954) loss_fgl_aux_1: 0.9590 (0.9652) loss_fgl_aux_2: 0.9523 (0.9630) loss_fgl_aux_3: 0.9513 (0.9628) loss_fgl_aux_4: 0.9505 (0.9628) loss_fgl_dn_0: 1.0842 (1.0900) loss_fgl_dn_1: 0.9784 (0.9864) loss_fgl_dn_2: 0.9701 (0.9774) loss_fgl_dn_3: 0.9714 (0.9781) loss_fgl_dn_4: 0.9717 (0.9785) loss_fgl_dn_5: 0.9718 (0.9785) loss_giou: 0.5380 (0.5614) loss_giou_aux_0: 0.5607 (0.5876) loss_giou_aux_1: 0.5429 (0.5671) loss_giou_aux_2: 0.5384 (0.5623) loss_giou_aux_3: 0.5377 (0.5616) loss_giou_aux_4: 0.5378 (0.5614) loss_giou_dn_0: 0.5611 (0.5715) loss_giou_dn_1: 0.4610 (0.4596) loss_giou_dn_2: 0.4383 (0.4423) loss_giou_dn_3: 0.4345 (0.4377) loss_giou_dn_4: 0.4332 (0.4368) loss_giou_dn_5: 0.4332 (0.4367) loss_giou_dn_pre: 0.5607 (0.5707) loss_giou_enc_0: 0.6350 (0.6619) loss_giou_pre: 0.5575 (0.5861) loss_ddf_aux_0: 0.0499 (0.0534) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2392 (0.2531) loss_ddf_dn_1: 0.0317 (0.0334) loss_ddf_dn_2: 0.0064 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6544 (0.6644) loss_vfl_aux_0: 0.7163 (0.7343) loss_vfl_aux_1: 0.6976 (0.7118) loss_vfl_aux_2: 0.6861 (0.6926) loss_vfl_aux_3: 0.6635 (0.6746) loss_vfl_aux_4: 0.6559 (0.6664) loss_vfl_dn_0: 0.4839 (0.4894) loss_vfl_dn_1: 0.4178 (0.4241) loss_vfl_dn_2: 0.4050 (0.4084) loss_vfl_dn_3: 0.3980 (0.4003) loss_vfl_dn_4: 0.3956 (0.3973) loss_vfl_dn_5: 0.3949 (0.3968) loss_vfl_dn_pre: 0.4843 (0.4900) loss_vfl_enc_0: 0.7203 (0.7393) loss_vfl_pre: 0.7175 (0.7368) time: 0.7625 data: 0.0362 max mem: 9084 Epoch: [37] [ 600/3696] eta: 0:39:28 lr: 0.000013 loss: 31.2857 (31.6013) loss_bbox: 0.1621 (0.1750) loss_bbox_aux_0: 0.1765 (0.1877) loss_bbox_aux_1: 0.1638 (0.1777) loss_bbox_aux_2: 0.1623 (0.1756) loss_bbox_aux_3: 0.1620 (0.1751) loss_bbox_aux_4: 0.1622 (0.1750) loss_bbox_dn_0: 0.2182 (0.2435) loss_bbox_dn_1: 0.1674 (0.1806) loss_bbox_dn_2: 0.1554 (0.1702) loss_bbox_dn_3: 0.1505 (0.1669) loss_bbox_dn_4: 0.1503 (0.1663) loss_bbox_dn_5: 0.1502 (0.1663) loss_bbox_dn_pre: 0.2179 (0.2491) loss_bbox_enc_0: 0.2094 (0.2228) loss_bbox_pre: 0.1757 (0.1880) loss_dfl: 0.9604 (0.9622) loss_fgl_aux_0: 0.9957 (0.9946) loss_fgl_aux_1: 0.9663 (0.9646) loss_fgl_aux_2: 0.9609 (0.9623) loss_fgl_aux_3: 0.9612 (0.9622) loss_fgl_aux_4: 0.9604 (0.9622) loss_fgl_dn_0: 1.0962 (1.0898) loss_fgl_dn_1: 0.9854 (0.9864) loss_fgl_dn_2: 0.9724 (0.9774) loss_fgl_dn_3: 0.9741 (0.9781) loss_fgl_dn_4: 0.9749 (0.9786) loss_fgl_dn_5: 0.9747 (0.9786) loss_giou: 0.5456 (0.5626) loss_giou_aux_0: 0.5761 (0.5887) loss_giou_aux_1: 0.5474 (0.5683) loss_giou_aux_2: 0.5454 (0.5635) loss_giou_aux_3: 0.5451 (0.5628) loss_giou_aux_4: 0.5450 (0.5626) loss_giou_dn_0: 0.5466 (0.5721) loss_giou_dn_1: 0.4407 (0.4604) loss_giou_dn_2: 0.4250 (0.4431) loss_giou_dn_3: 0.4180 (0.4385) loss_giou_dn_4: 0.4159 (0.4375) loss_giou_dn_5: 0.4159 (0.4375) loss_giou_dn_pre: 0.5457 (0.5713) loss_giou_enc_0: 0.6439 (0.6634) loss_giou_pre: 0.5739 (0.5872) loss_ddf_aux_0: 0.0502 (0.0534) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2428 (0.2526) loss_ddf_dn_1: 0.0332 (0.0334) loss_ddf_dn_2: 0.0075 (0.0069) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6517 (0.6624) loss_vfl_aux_0: 0.7344 (0.7323) loss_vfl_aux_1: 0.7039 (0.7101) loss_vfl_aux_2: 0.6858 (0.6908) loss_vfl_aux_3: 0.6562 (0.6727) loss_vfl_aux_4: 0.6558 (0.6645) loss_vfl_dn_0: 0.4859 (0.4892) loss_vfl_dn_1: 0.4203 (0.4239) loss_vfl_dn_2: 0.4061 (0.4082) loss_vfl_dn_3: 0.3979 (0.4000) loss_vfl_dn_4: 0.3935 (0.3970) loss_vfl_dn_5: 0.3937 (0.3965) loss_vfl_dn_pre: 0.4858 (0.4898) loss_vfl_enc_0: 0.7133 (0.7367) loss_vfl_pre: 0.7314 (0.7347) time: 0.7370 data: 0.0312 max mem: 9084 Epoch: [37] [ 700/3696] eta: 0:38:10 lr: 0.000013 loss: 31.6738 (31.6026) loss_bbox: 0.1836 (0.1751) loss_bbox_aux_0: 0.1946 (0.1878) loss_bbox_aux_1: 0.1865 (0.1778) loss_bbox_aux_2: 0.1837 (0.1756) loss_bbox_aux_3: 0.1834 (0.1752) loss_bbox_aux_4: 0.1836 (0.1751) loss_bbox_dn_0: 0.2196 (0.2426) loss_bbox_dn_1: 0.1675 (0.1799) loss_bbox_dn_2: 0.1579 (0.1695) loss_bbox_dn_3: 0.1551 (0.1663) loss_bbox_dn_4: 0.1545 (0.1657) loss_bbox_dn_5: 0.1546 (0.1657) loss_bbox_dn_pre: 0.2240 (0.2483) loss_bbox_enc_0: 0.2279 (0.2227) loss_bbox_pre: 0.1956 (0.1881) loss_dfl: 0.9615 (0.9609) loss_fgl_aux_0: 0.9962 (0.9935) loss_fgl_aux_1: 0.9662 (0.9634) loss_fgl_aux_2: 0.9621 (0.9611) loss_fgl_aux_3: 0.9618 (0.9609) loss_fgl_aux_4: 0.9615 (0.9609) loss_fgl_dn_0: 1.0855 (1.0890) loss_fgl_dn_1: 0.9831 (0.9858) loss_fgl_dn_2: 0.9751 (0.9769) loss_fgl_dn_3: 0.9751 (0.9776) loss_fgl_dn_4: 0.9760 (0.9781) loss_fgl_dn_5: 0.9760 (0.9781) loss_giou: 0.5499 (0.5640) loss_giou_aux_0: 0.5715 (0.5900) loss_giou_aux_1: 0.5551 (0.5697) loss_giou_aux_2: 0.5497 (0.5649) loss_giou_aux_3: 0.5504 (0.5642) loss_giou_aux_4: 0.5500 (0.5640) loss_giou_dn_0: 0.5542 (0.5722) loss_giou_dn_1: 0.4550 (0.4608) loss_giou_dn_2: 0.4381 (0.4436) loss_giou_dn_3: 0.4356 (0.4389) loss_giou_dn_4: 0.4347 (0.4379) loss_giou_dn_5: 0.4347 (0.4379) loss_giou_dn_pre: 0.5543 (0.5715) loss_giou_enc_0: 0.6295 (0.6646) loss_giou_pre: 0.5693 (0.5885) loss_ddf_aux_0: 0.0528 (0.0532) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2538 (0.2521) loss_ddf_dn_1: 0.0328 (0.0334) loss_ddf_dn_2: 0.0066 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6624 (0.6627) loss_vfl_aux_0: 0.7356 (0.7333) loss_vfl_aux_1: 0.7145 (0.7110) loss_vfl_aux_2: 0.6910 (0.6912) loss_vfl_aux_3: 0.6763 (0.6733) loss_vfl_aux_4: 0.6670 (0.6649) loss_vfl_dn_0: 0.4863 (0.4891) loss_vfl_dn_1: 0.4274 (0.4239) loss_vfl_dn_2: 0.4096 (0.4082) loss_vfl_dn_3: 0.4038 (0.4000) loss_vfl_dn_4: 0.4015 (0.3970) loss_vfl_dn_5: 0.4009 (0.3965) loss_vfl_dn_pre: 0.4874 (0.4897) loss_vfl_enc_0: 0.7450 (0.7363) loss_vfl_pre: 0.7347 (0.7358) time: 0.7775 data: 0.0280 max mem: 9084 Epoch: [37] [ 800/3696] eta: 0:37:02 lr: 0.000013 loss: 31.3991 (31.6196) loss_bbox: 0.1755 (0.1756) loss_bbox_aux_0: 0.1909 (0.1883) loss_bbox_aux_1: 0.1782 (0.1783) loss_bbox_aux_2: 0.1762 (0.1762) loss_bbox_aux_3: 0.1758 (0.1757) loss_bbox_aux_4: 0.1756 (0.1757) loss_bbox_dn_0: 0.2429 (0.2430) loss_bbox_dn_1: 0.1729 (0.1801) loss_bbox_dn_2: 0.1602 (0.1697) loss_bbox_dn_3: 0.1588 (0.1665) loss_bbox_dn_4: 0.1588 (0.1659) loss_bbox_dn_5: 0.1588 (0.1659) loss_bbox_dn_pre: 0.2462 (0.2487) loss_bbox_enc_0: 0.2308 (0.2235) loss_bbox_pre: 0.1895 (0.1886) loss_dfl: 0.9611 (0.9603) loss_fgl_aux_0: 0.9922 (0.9928) loss_fgl_aux_1: 0.9638 (0.9628) loss_fgl_aux_2: 0.9619 (0.9605) loss_fgl_aux_3: 0.9610 (0.9603) loss_fgl_aux_4: 0.9610 (0.9603) loss_fgl_dn_0: 1.0878 (1.0888) loss_fgl_dn_1: 0.9846 (0.9856) loss_fgl_dn_2: 0.9744 (0.9767) loss_fgl_dn_3: 0.9751 (0.9775) loss_fgl_dn_4: 0.9757 (0.9779) loss_fgl_dn_5: 0.9757 (0.9780) loss_giou: 0.5450 (0.5650) loss_giou_aux_0: 0.5681 (0.5908) loss_giou_aux_1: 0.5514 (0.5706) loss_giou_aux_2: 0.5467 (0.5658) loss_giou_aux_3: 0.5451 (0.5652) loss_giou_aux_4: 0.5454 (0.5650) loss_giou_dn_0: 0.5727 (0.5728) loss_giou_dn_1: 0.4483 (0.4612) loss_giou_dn_2: 0.4307 (0.4441) loss_giou_dn_3: 0.4248 (0.4394) loss_giou_dn_4: 0.4226 (0.4385) loss_giou_dn_5: 0.4227 (0.4385) loss_giou_dn_pre: 0.5717 (0.5720) loss_giou_enc_0: 0.6327 (0.6654) loss_giou_pre: 0.5630 (0.5893) loss_ddf_aux_0: 0.0532 (0.0534) loss_ddf_aux_1: 0.0069 (0.0074) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2539 (0.2521) loss_ddf_dn_1: 0.0324 (0.0335) loss_ddf_dn_2: 0.0054 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6414 (0.6636) loss_vfl_aux_0: 0.7018 (0.7332) loss_vfl_aux_1: 0.6814 (0.7115) loss_vfl_aux_2: 0.6612 (0.6918) loss_vfl_aux_3: 0.6494 (0.6736) loss_vfl_aux_4: 0.6420 (0.6655) loss_vfl_dn_0: 0.4828 (0.4890) loss_vfl_dn_1: 0.4203 (0.4241) loss_vfl_dn_2: 0.4077 (0.4085) loss_vfl_dn_3: 0.3997 (0.4002) loss_vfl_dn_4: 0.3958 (0.3973) loss_vfl_dn_5: 0.3963 (0.3968) loss_vfl_dn_pre: 0.4841 (0.4896) loss_vfl_enc_0: 0.7185 (0.7364) loss_vfl_pre: 0.7056 (0.7358) time: 0.7428 data: 0.0271 max mem: 9084 Epoch: [37] [ 900/3696] eta: 0:35:44 lr: 0.000013 loss: 31.6753 (31.5959) loss_bbox: 0.1743 (0.1755) loss_bbox_aux_0: 0.1818 (0.1881) loss_bbox_aux_1: 0.1739 (0.1782) loss_bbox_aux_2: 0.1744 (0.1761) loss_bbox_aux_3: 0.1742 (0.1756) loss_bbox_aux_4: 0.1743 (0.1755) loss_bbox_dn_0: 0.2311 (0.2431) loss_bbox_dn_1: 0.1710 (0.1802) loss_bbox_dn_2: 0.1647 (0.1699) loss_bbox_dn_3: 0.1633 (0.1666) loss_bbox_dn_4: 0.1624 (0.1660) loss_bbox_dn_5: 0.1625 (0.1660) loss_bbox_dn_pre: 0.2336 (0.2488) loss_bbox_enc_0: 0.2205 (0.2232) loss_bbox_pre: 0.1820 (0.1884) loss_dfl: 0.9560 (0.9597) loss_fgl_aux_0: 0.9878 (0.9921) loss_fgl_aux_1: 0.9572 (0.9621) loss_fgl_aux_2: 0.9544 (0.9599) loss_fgl_aux_3: 0.9550 (0.9597) loss_fgl_aux_4: 0.9560 (0.9597) loss_fgl_dn_0: 1.0858 (1.0888) loss_fgl_dn_1: 0.9779 (0.9852) loss_fgl_dn_2: 0.9673 (0.9762) loss_fgl_dn_3: 0.9673 (0.9770) loss_fgl_dn_4: 0.9675 (0.9774) loss_fgl_dn_5: 0.9675 (0.9774) loss_giou: 0.5647 (0.5642) loss_giou_aux_0: 0.5897 (0.5899) loss_giou_aux_1: 0.5673 (0.5697) loss_giou_aux_2: 0.5634 (0.5650) loss_giou_aux_3: 0.5642 (0.5644) loss_giou_aux_4: 0.5651 (0.5642) loss_giou_dn_0: 0.5776 (0.5719) loss_giou_dn_1: 0.4652 (0.4606) loss_giou_dn_2: 0.4497 (0.4435) loss_giou_dn_3: 0.4439 (0.4389) loss_giou_dn_4: 0.4425 (0.4380) loss_giou_dn_5: 0.4425 (0.4380) loss_giou_dn_pre: 0.5757 (0.5712) loss_giou_enc_0: 0.6660 (0.6643) loss_giou_pre: 0.5873 (0.5884) loss_ddf_aux_0: 0.0502 (0.0532) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2468 (0.2525) loss_ddf_dn_1: 0.0311 (0.0334) loss_ddf_dn_2: 0.0056 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6600 (0.6632) loss_vfl_aux_0: 0.7462 (0.7331) loss_vfl_aux_1: 0.7252 (0.7107) loss_vfl_aux_2: 0.7074 (0.6911) loss_vfl_aux_3: 0.6768 (0.6733) loss_vfl_aux_4: 0.6576 (0.6651) loss_vfl_dn_0: 0.4895 (0.4889) loss_vfl_dn_1: 0.4241 (0.4238) loss_vfl_dn_2: 0.4059 (0.4082) loss_vfl_dn_3: 0.3975 (0.3998) loss_vfl_dn_4: 0.3937 (0.3968) loss_vfl_dn_5: 0.3937 (0.3963) loss_vfl_dn_pre: 0.4904 (0.4894) loss_vfl_enc_0: 0.7439 (0.7364) loss_vfl_pre: 0.7506 (0.7356) time: 0.7652 data: 0.0272 max mem: 9084 Epoch: [37] [1000/3696] eta: 0:34:32 lr: 0.000013 loss: 31.7023 (31.6154) loss_bbox: 0.1826 (0.1756) loss_bbox_aux_0: 0.1904 (0.1883) loss_bbox_aux_1: 0.1848 (0.1783) loss_bbox_aux_2: 0.1834 (0.1762) loss_bbox_aux_3: 0.1823 (0.1757) loss_bbox_aux_4: 0.1826 (0.1756) loss_bbox_dn_0: 0.2291 (0.2434) loss_bbox_dn_1: 0.1696 (0.1806) loss_bbox_dn_2: 0.1557 (0.1702) loss_bbox_dn_3: 0.1534 (0.1670) loss_bbox_dn_4: 0.1536 (0.1664) loss_bbox_dn_5: 0.1536 (0.1664) loss_bbox_dn_pre: 0.2377 (0.2492) loss_bbox_enc_0: 0.2227 (0.2233) loss_bbox_pre: 0.1912 (0.1886) loss_dfl: 0.9859 (0.9605) loss_fgl_aux_0: 1.0108 (0.9928) loss_fgl_aux_1: 0.9867 (0.9629) loss_fgl_aux_2: 0.9849 (0.9607) loss_fgl_aux_3: 0.9849 (0.9605) loss_fgl_aux_4: 0.9854 (0.9605) loss_fgl_dn_0: 1.0918 (1.0891) loss_fgl_dn_1: 0.9923 (0.9857) loss_fgl_dn_2: 0.9845 (0.9767) loss_fgl_dn_3: 0.9861 (0.9775) loss_fgl_dn_4: 0.9868 (0.9780) loss_fgl_dn_5: 0.9869 (0.9780) loss_giou: 0.5269 (0.5639) loss_giou_aux_0: 0.5578 (0.5896) loss_giou_aux_1: 0.5348 (0.5694) loss_giou_aux_2: 0.5278 (0.5647) loss_giou_aux_3: 0.5270 (0.5640) loss_giou_aux_4: 0.5269 (0.5638) loss_giou_dn_0: 0.5583 (0.5719) loss_giou_dn_1: 0.4562 (0.4606) loss_giou_dn_2: 0.4422 (0.4435) loss_giou_dn_3: 0.4367 (0.4389) loss_giou_dn_4: 0.4353 (0.4379) loss_giou_dn_5: 0.4353 (0.4379) loss_giou_dn_pre: 0.5593 (0.5712) loss_giou_enc_0: 0.6357 (0.6638) loss_giou_pre: 0.5576 (0.5881) loss_ddf_aux_0: 0.0534 (0.0532) loss_ddf_aux_1: 0.0081 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2591 (0.2529) loss_ddf_dn_1: 0.0343 (0.0334) loss_ddf_dn_2: 0.0072 (0.0069) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6745 (0.6643) loss_vfl_aux_0: 0.7597 (0.7340) loss_vfl_aux_1: 0.7249 (0.7122) loss_vfl_aux_2: 0.7025 (0.6925) loss_vfl_aux_3: 0.6883 (0.6743) loss_vfl_aux_4: 0.6757 (0.6662) loss_vfl_dn_0: 0.4899 (0.4892) loss_vfl_dn_1: 0.4298 (0.4240) loss_vfl_dn_2: 0.4107 (0.4083) loss_vfl_dn_3: 0.4014 (0.3999) loss_vfl_dn_4: 0.3985 (0.3970) loss_vfl_dn_5: 0.3988 (0.3964) loss_vfl_dn_pre: 0.4906 (0.4898) loss_vfl_enc_0: 0.7410 (0.7375) loss_vfl_pre: 0.7572 (0.7365) time: 0.8094 data: 0.0297 max mem: 9084 Epoch: [37] [1100/3696] eta: 0:33:20 lr: 0.000013 loss: 31.3763 (31.6119) loss_bbox: 0.1714 (0.1758) loss_bbox_aux_0: 0.1902 (0.1885) loss_bbox_aux_1: 0.1754 (0.1785) loss_bbox_aux_2: 0.1712 (0.1764) loss_bbox_aux_3: 0.1715 (0.1759) loss_bbox_aux_4: 0.1713 (0.1759) loss_bbox_dn_0: 0.2410 (0.2438) loss_bbox_dn_1: 0.1740 (0.1807) loss_bbox_dn_2: 0.1664 (0.1703) loss_bbox_dn_3: 0.1621 (0.1671) loss_bbox_dn_4: 0.1591 (0.1664) loss_bbox_dn_5: 0.1589 (0.1664) loss_bbox_dn_pre: 0.2465 (0.2496) loss_bbox_enc_0: 0.2357 (0.2238) loss_bbox_pre: 0.1889 (0.1889) loss_dfl: 0.9725 (0.9608) loss_fgl_aux_0: 1.0060 (0.9933) loss_fgl_aux_1: 0.9732 (0.9633) loss_fgl_aux_2: 0.9716 (0.9610) loss_fgl_aux_3: 0.9727 (0.9608) loss_fgl_aux_4: 0.9726 (0.9608) loss_fgl_dn_0: 1.0911 (1.0891) loss_fgl_dn_1: 0.9821 (0.9855) loss_fgl_dn_2: 0.9757 (0.9765) loss_fgl_dn_3: 0.9763 (0.9772) loss_fgl_dn_4: 0.9772 (0.9777) loss_fgl_dn_5: 0.9772 (0.9777) loss_giou: 0.5444 (0.5630) loss_giou_aux_0: 0.5627 (0.5886) loss_giou_aux_1: 0.5521 (0.5685) loss_giou_aux_2: 0.5455 (0.5638) loss_giou_aux_3: 0.5446 (0.5631) loss_giou_aux_4: 0.5443 (0.5630) loss_giou_dn_0: 0.5509 (0.5716) loss_giou_dn_1: 0.4482 (0.4600) loss_giou_dn_2: 0.4337 (0.4430) loss_giou_dn_3: 0.4297 (0.4383) loss_giou_dn_4: 0.4287 (0.4374) loss_giou_dn_5: 0.4287 (0.4374) loss_giou_dn_pre: 0.5475 (0.5709) loss_giou_enc_0: 0.6365 (0.6629) loss_giou_pre: 0.5570 (0.5872) loss_ddf_aux_0: 0.0513 (0.0533) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0004 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2521 (0.2533) loss_ddf_dn_1: 0.0333 (0.0334) loss_ddf_dn_2: 0.0066 (0.0069) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6675 (0.6646) loss_vfl_aux_0: 0.7415 (0.7346) loss_vfl_aux_1: 0.7024 (0.7125) loss_vfl_aux_2: 0.6815 (0.6925) loss_vfl_aux_3: 0.6660 (0.6746) loss_vfl_aux_4: 0.6679 (0.6664) loss_vfl_dn_0: 0.4886 (0.4892) loss_vfl_dn_1: 0.4213 (0.4239) loss_vfl_dn_2: 0.4044 (0.4081) loss_vfl_dn_3: 0.3951 (0.3997) loss_vfl_dn_4: 0.3920 (0.3968) loss_vfl_dn_5: 0.3933 (0.3963) loss_vfl_dn_pre: 0.4897 (0.4898) loss_vfl_enc_0: 0.7505 (0.7382) loss_vfl_pre: 0.7474 (0.7372) time: 0.7807 data: 0.0322 max mem: 9084 Epoch: [37] [1200/3696] eta: 0:31:54 lr: 0.000013 loss: 31.3920 (31.6060) loss_bbox: 0.1685 (0.1760) loss_bbox_aux_0: 0.1779 (0.1888) loss_bbox_aux_1: 0.1690 (0.1787) loss_bbox_aux_2: 0.1669 (0.1765) loss_bbox_aux_3: 0.1678 (0.1760) loss_bbox_aux_4: 0.1684 (0.1760) loss_bbox_dn_0: 0.2274 (0.2437) loss_bbox_dn_1: 0.1609 (0.1807) loss_bbox_dn_2: 0.1491 (0.1703) loss_bbox_dn_3: 0.1491 (0.1670) loss_bbox_dn_4: 0.1480 (0.1664) loss_bbox_dn_5: 0.1479 (0.1664) loss_bbox_dn_pre: 0.2323 (0.2495) loss_bbox_enc_0: 0.2266 (0.2242) loss_bbox_pre: 0.1791 (0.1892) loss_dfl: 0.9550 (0.9605) loss_fgl_aux_0: 0.9927 (0.9931) loss_fgl_aux_1: 0.9593 (0.9631) loss_fgl_aux_2: 0.9560 (0.9607) loss_fgl_aux_3: 0.9552 (0.9605) loss_fgl_aux_4: 0.9553 (0.9605) loss_fgl_dn_0: 1.0852 (1.0891) loss_fgl_dn_1: 0.9757 (0.9854) loss_fgl_dn_2: 0.9706 (0.9764) loss_fgl_dn_3: 0.9719 (0.9772) loss_fgl_dn_4: 0.9716 (0.9776) loss_fgl_dn_5: 0.9717 (0.9776) loss_giou: 0.5687 (0.5629) loss_giou_aux_0: 0.5900 (0.5885) loss_giou_aux_1: 0.5734 (0.5684) loss_giou_aux_2: 0.5677 (0.5637) loss_giou_aux_3: 0.5689 (0.5630) loss_giou_aux_4: 0.5684 (0.5629) loss_giou_dn_0: 0.5667 (0.5713) loss_giou_dn_1: 0.4673 (0.4598) loss_giou_dn_2: 0.4499 (0.4427) loss_giou_dn_3: 0.4428 (0.4381) loss_giou_dn_4: 0.4402 (0.4371) loss_giou_dn_5: 0.4403 (0.4371) loss_giou_dn_pre: 0.5669 (0.5705) loss_giou_enc_0: 0.6631 (0.6630) loss_giou_pre: 0.5874 (0.5870) loss_ddf_aux_0: 0.0579 (0.0533) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2438 (0.2533) loss_ddf_dn_1: 0.0328 (0.0334) loss_ddf_dn_2: 0.0061 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6360 (0.6645) loss_vfl_aux_0: 0.7140 (0.7344) loss_vfl_aux_1: 0.7003 (0.7121) loss_vfl_aux_2: 0.6721 (0.6924) loss_vfl_aux_3: 0.6450 (0.6744) loss_vfl_aux_4: 0.6422 (0.6662) loss_vfl_dn_0: 0.4854 (0.4891) loss_vfl_dn_1: 0.4216 (0.4238) loss_vfl_dn_2: 0.4009 (0.4081) loss_vfl_dn_3: 0.3984 (0.3997) loss_vfl_dn_4: 0.3941 (0.3967) loss_vfl_dn_5: 0.3928 (0.3962) loss_vfl_dn_pre: 0.4852 (0.4897) loss_vfl_enc_0: 0.7053 (0.7377) loss_vfl_pre: 0.7155 (0.7369) time: 0.7405 data: 0.0298 max mem: 9084 Epoch: [37] [1300/3696] eta: 0:30:34 lr: 0.000013 loss: 31.4550 (31.5968) loss_bbox: 0.1602 (0.1757) loss_bbox_aux_0: 0.1675 (0.1885) loss_bbox_aux_1: 0.1615 (0.1784) loss_bbox_aux_2: 0.1609 (0.1763) loss_bbox_aux_3: 0.1603 (0.1758) loss_bbox_aux_4: 0.1602 (0.1757) loss_bbox_dn_0: 0.2190 (0.2433) loss_bbox_dn_1: 0.1521 (0.1804) loss_bbox_dn_2: 0.1435 (0.1700) loss_bbox_dn_3: 0.1416 (0.1668) loss_bbox_dn_4: 0.1416 (0.1662) loss_bbox_dn_5: 0.1417 (0.1661) loss_bbox_dn_pre: 0.2265 (0.2491) loss_bbox_enc_0: 0.1962 (0.2240) loss_bbox_pre: 0.1676 (0.1888) loss_dfl: 0.9547 (0.9604) loss_fgl_aux_0: 0.9886 (0.9930) loss_fgl_aux_1: 0.9584 (0.9630) loss_fgl_aux_2: 0.9553 (0.9606) loss_fgl_aux_3: 0.9553 (0.9604) loss_fgl_aux_4: 0.9546 (0.9604) loss_fgl_dn_0: 1.0857 (1.0890) loss_fgl_dn_1: 0.9913 (0.9855) loss_fgl_dn_2: 0.9829 (0.9765) loss_fgl_dn_3: 0.9820 (0.9773) loss_fgl_dn_4: 0.9819 (0.9777) loss_fgl_dn_5: 0.9820 (0.9778) loss_giou: 0.5813 (0.5631) loss_giou_aux_0: 0.6073 (0.5886) loss_giou_aux_1: 0.5834 (0.5685) loss_giou_aux_2: 0.5784 (0.5639) loss_giou_aux_3: 0.5802 (0.5632) loss_giou_aux_4: 0.5810 (0.5631) loss_giou_dn_0: 0.5728 (0.5714) loss_giou_dn_1: 0.4647 (0.4599) loss_giou_dn_2: 0.4514 (0.4429) loss_giou_dn_3: 0.4463 (0.4383) loss_giou_dn_4: 0.4456 (0.4373) loss_giou_dn_5: 0.4456 (0.4373) loss_giou_dn_pre: 0.5724 (0.5706) loss_giou_enc_0: 0.6911 (0.6630) loss_giou_pre: 0.6066 (0.5871) loss_ddf_aux_0: 0.0512 (0.0532) loss_ddf_aux_1: 0.0068 (0.0074) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2299 (0.2529) loss_ddf_dn_1: 0.0311 (0.0333) loss_ddf_dn_2: 0.0066 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6275 (0.6635) loss_vfl_aux_0: 0.6989 (0.7339) loss_vfl_aux_1: 0.6822 (0.7115) loss_vfl_aux_2: 0.6572 (0.6917) loss_vfl_aux_3: 0.6342 (0.6736) loss_vfl_aux_4: 0.6304 (0.6653) loss_vfl_dn_0: 0.4875 (0.4889) loss_vfl_dn_1: 0.4239 (0.4237) loss_vfl_dn_2: 0.4109 (0.4079) loss_vfl_dn_3: 0.4022 (0.3995) loss_vfl_dn_4: 0.3977 (0.3966) loss_vfl_dn_5: 0.3965 (0.3960) loss_vfl_dn_pre: 0.4887 (0.4895) loss_vfl_enc_0: 0.7183 (0.7376) loss_vfl_pre: 0.6982 (0.7364) time: 0.7604 data: 0.0300 max mem: 9084 Epoch: [37] [1400/3696] eta: 0:29:19 lr: 0.000013 loss: 31.4619 (31.5896) loss_bbox: 0.1625 (0.1755) loss_bbox_aux_0: 0.1754 (0.1882) loss_bbox_aux_1: 0.1653 (0.1782) loss_bbox_aux_2: 0.1635 (0.1760) loss_bbox_aux_3: 0.1627 (0.1756) loss_bbox_aux_4: 0.1625 (0.1755) loss_bbox_dn_0: 0.2215 (0.2428) loss_bbox_dn_1: 0.1594 (0.1801) loss_bbox_dn_2: 0.1522 (0.1697) loss_bbox_dn_3: 0.1505 (0.1665) loss_bbox_dn_4: 0.1500 (0.1658) loss_bbox_dn_5: 0.1500 (0.1658) loss_bbox_dn_pre: 0.2255 (0.2486) loss_bbox_enc_0: 0.2076 (0.2238) loss_bbox_pre: 0.1748 (0.1886) loss_dfl: 0.9595 (0.9604) loss_fgl_aux_0: 0.9866 (0.9930) loss_fgl_aux_1: 0.9622 (0.9630) loss_fgl_aux_2: 0.9603 (0.9606) loss_fgl_aux_3: 0.9595 (0.9604) loss_fgl_aux_4: 0.9597 (0.9604) loss_fgl_dn_0: 1.0953 (1.0890) loss_fgl_dn_1: 0.9948 (0.9855) loss_fgl_dn_2: 0.9831 (0.9764) loss_fgl_dn_3: 0.9835 (0.9772) loss_fgl_dn_4: 0.9838 (0.9777) loss_fgl_dn_5: 0.9838 (0.9777) loss_giou: 0.5889 (0.5631) loss_giou_aux_0: 0.6065 (0.5887) loss_giou_aux_1: 0.5923 (0.5686) loss_giou_aux_2: 0.5885 (0.5639) loss_giou_aux_3: 0.5893 (0.5632) loss_giou_aux_4: 0.5891 (0.5631) loss_giou_dn_0: 0.5817 (0.5713) loss_giou_dn_1: 0.4681 (0.4600) loss_giou_dn_2: 0.4504 (0.4430) loss_giou_dn_3: 0.4479 (0.4384) loss_giou_dn_4: 0.4471 (0.4374) loss_giou_dn_5: 0.4473 (0.4374) loss_giou_dn_pre: 0.5827 (0.5706) loss_giou_enc_0: 0.6713 (0.6631) loss_giou_pre: 0.6029 (0.5872) loss_ddf_aux_0: 0.0520 (0.0532) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2406 (0.2526) loss_ddf_dn_1: 0.0307 (0.0333) loss_ddf_dn_2: 0.0057 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6537 (0.6633) loss_vfl_aux_0: 0.7207 (0.7338) loss_vfl_aux_1: 0.6927 (0.7111) loss_vfl_aux_2: 0.6692 (0.6912) loss_vfl_aux_3: 0.6595 (0.6733) loss_vfl_aux_4: 0.6456 (0.6649) loss_vfl_dn_0: 0.4905 (0.4889) loss_vfl_dn_1: 0.4212 (0.4236) loss_vfl_dn_2: 0.4073 (0.4078) loss_vfl_dn_3: 0.3965 (0.3994) loss_vfl_dn_4: 0.3963 (0.3965) loss_vfl_dn_5: 0.3959 (0.3959) loss_vfl_dn_pre: 0.4907 (0.4894) loss_vfl_enc_0: 0.7184 (0.7372) loss_vfl_pre: 0.7260 (0.7363) time: 0.7062 data: 0.0237 max mem: 9084 Epoch: [37] [1500/3696] eta: 0:28:49 lr: 0.000013 loss: 31.5996 (31.5889) loss_bbox: 0.1778 (0.1755) loss_bbox_aux_0: 0.1908 (0.1882) loss_bbox_aux_1: 0.1768 (0.1782) loss_bbox_aux_2: 0.1760 (0.1760) loss_bbox_aux_3: 0.1778 (0.1755) loss_bbox_aux_4: 0.1776 (0.1755) loss_bbox_dn_0: 0.2487 (0.2425) loss_bbox_dn_1: 0.1886 (0.1799) loss_bbox_dn_2: 0.1809 (0.1695) loss_bbox_dn_3: 0.1772 (0.1663) loss_bbox_dn_4: 0.1760 (0.1657) loss_bbox_dn_5: 0.1760 (0.1657) loss_bbox_dn_pre: 0.2570 (0.2483) loss_bbox_enc_0: 0.2352 (0.2237) loss_bbox_pre: 0.1918 (0.1886) loss_dfl: 0.9766 (0.9606) loss_fgl_aux_0: 1.0149 (0.9932) loss_fgl_aux_1: 0.9792 (0.9632) loss_fgl_aux_2: 0.9748 (0.9608) loss_fgl_aux_3: 0.9763 (0.9606) loss_fgl_aux_4: 0.9768 (0.9606) loss_fgl_dn_0: 1.0891 (1.0887) loss_fgl_dn_1: 0.9822 (0.9854) loss_fgl_dn_2: 0.9713 (0.9764) loss_fgl_dn_3: 0.9705 (0.9772) loss_fgl_dn_4: 0.9704 (0.9776) loss_fgl_dn_5: 0.9705 (0.9776) loss_giou: 0.5022 (0.5631) loss_giou_aux_0: 0.5374 (0.5887) loss_giou_aux_1: 0.5108 (0.5686) loss_giou_aux_2: 0.5050 (0.5640) loss_giou_aux_3: 0.5028 (0.5632) loss_giou_aux_4: 0.5023 (0.5631) loss_giou_dn_0: 0.5458 (0.5714) loss_giou_dn_1: 0.4289 (0.4601) loss_giou_dn_2: 0.4136 (0.4431) loss_giou_dn_3: 0.4098 (0.4385) loss_giou_dn_4: 0.4091 (0.4375) loss_giou_dn_5: 0.4091 (0.4375) loss_giou_dn_pre: 0.5449 (0.5706) loss_giou_enc_0: 0.6222 (0.6630) loss_giou_pre: 0.5358 (0.5872) loss_ddf_aux_0: 0.0553 (0.0533) loss_ddf_aux_1: 0.0079 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2688 (0.2526) loss_ddf_dn_1: 0.0328 (0.0333) loss_ddf_dn_2: 0.0070 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6805 (0.6633) loss_vfl_aux_0: 0.7472 (0.7339) loss_vfl_aux_1: 0.7239 (0.7110) loss_vfl_aux_2: 0.7085 (0.6910) loss_vfl_aux_3: 0.6941 (0.6734) loss_vfl_aux_4: 0.6804 (0.6650) loss_vfl_dn_0: 0.4910 (0.4888) loss_vfl_dn_1: 0.4294 (0.4235) loss_vfl_dn_2: 0.4093 (0.4077) loss_vfl_dn_3: 0.3965 (0.3994) loss_vfl_dn_4: 0.3976 (0.3964) loss_vfl_dn_5: 0.3986 (0.3959) loss_vfl_dn_pre: 0.4916 (0.4894) loss_vfl_enc_0: 0.7417 (0.7372) loss_vfl_pre: 0.7489 (0.7363) time: 0.7526 data: 0.0260 max mem: 9084 Epoch: [37] [1600/3696] eta: 0:27:52 lr: 0.000013 loss: 31.8941 (31.5824) loss_bbox: 0.1579 (0.1754) loss_bbox_aux_0: 0.1704 (0.1881) loss_bbox_aux_1: 0.1621 (0.1781) loss_bbox_aux_2: 0.1584 (0.1760) loss_bbox_aux_3: 0.1577 (0.1755) loss_bbox_aux_4: 0.1578 (0.1754) loss_bbox_dn_0: 0.2178 (0.2423) loss_bbox_dn_1: 0.1689 (0.1799) loss_bbox_dn_2: 0.1573 (0.1696) loss_bbox_dn_3: 0.1568 (0.1663) loss_bbox_dn_4: 0.1582 (0.1657) loss_bbox_dn_5: 0.1583 (0.1657) loss_bbox_dn_pre: 0.2221 (0.2481) loss_bbox_enc_0: 0.2071 (0.2236) loss_bbox_pre: 0.1719 (0.1885) loss_dfl: 0.9577 (0.9605) loss_fgl_aux_0: 0.9925 (0.9931) loss_fgl_aux_1: 0.9610 (0.9631) loss_fgl_aux_2: 0.9575 (0.9608) loss_fgl_aux_3: 0.9562 (0.9606) loss_fgl_aux_4: 0.9571 (0.9606) loss_fgl_dn_0: 1.0823 (1.0887) loss_fgl_dn_1: 0.9962 (0.9853) loss_fgl_dn_2: 0.9877 (0.9764) loss_fgl_dn_3: 0.9883 (0.9771) loss_fgl_dn_4: 0.9887 (0.9776) loss_fgl_dn_5: 0.9887 (0.9776) loss_giou: 0.5745 (0.5629) loss_giou_aux_0: 0.6032 (0.5885) loss_giou_aux_1: 0.5789 (0.5684) loss_giou_aux_2: 0.5758 (0.5638) loss_giou_aux_3: 0.5739 (0.5631) loss_giou_aux_4: 0.5747 (0.5629) loss_giou_dn_0: 0.5818 (0.5711) loss_giou_dn_1: 0.4798 (0.4600) loss_giou_dn_2: 0.4570 (0.4430) loss_giou_dn_3: 0.4513 (0.4383) loss_giou_dn_4: 0.4499 (0.4374) loss_giou_dn_5: 0.4501 (0.4374) loss_giou_dn_pre: 0.5806 (0.5703) loss_giou_enc_0: 0.6771 (0.6627) loss_giou_pre: 0.6011 (0.5870) loss_ddf_aux_0: 0.0502 (0.0531) loss_ddf_aux_1: 0.0075 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2373 (0.2521) loss_ddf_dn_1: 0.0319 (0.0332) loss_ddf_dn_2: 0.0070 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6329 (0.6630) loss_vfl_aux_0: 0.7198 (0.7336) loss_vfl_aux_1: 0.6843 (0.7107) loss_vfl_aux_2: 0.6733 (0.6908) loss_vfl_aux_3: 0.6526 (0.6731) loss_vfl_aux_4: 0.6285 (0.6648) loss_vfl_dn_0: 0.4879 (0.4889) loss_vfl_dn_1: 0.4255 (0.4235) loss_vfl_dn_2: 0.4120 (0.4077) loss_vfl_dn_3: 0.4064 (0.3994) loss_vfl_dn_4: 0.4032 (0.3964) loss_vfl_dn_5: 0.4019 (0.3959) loss_vfl_dn_pre: 0.4893 (0.4894) loss_vfl_enc_0: 0.7159 (0.7371) loss_vfl_pre: 0.7158 (0.7361) time: 0.7073 data: 0.0222 max mem: 9084 Epoch: [37] [1700/3696] eta: 0:26:26 lr: 0.000013 loss: 31.5762 (31.5816) loss_bbox: 0.1752 (0.1754) loss_bbox_aux_0: 0.1877 (0.1882) loss_bbox_aux_1: 0.1797 (0.1781) loss_bbox_aux_2: 0.1752 (0.1759) loss_bbox_aux_3: 0.1748 (0.1755) loss_bbox_aux_4: 0.1749 (0.1754) loss_bbox_dn_0: 0.2309 (0.2421) loss_bbox_dn_1: 0.1724 (0.1797) loss_bbox_dn_2: 0.1644 (0.1694) loss_bbox_dn_3: 0.1595 (0.1662) loss_bbox_dn_4: 0.1590 (0.1656) loss_bbox_dn_5: 0.1593 (0.1656) loss_bbox_dn_pre: 0.2367 (0.2478) loss_bbox_enc_0: 0.2217 (0.2237) loss_bbox_pre: 0.1883 (0.1885) loss_dfl: 0.9642 (0.9602) loss_fgl_aux_0: 1.0003 (0.9928) loss_fgl_aux_1: 0.9683 (0.9628) loss_fgl_aux_2: 0.9654 (0.9604) loss_fgl_aux_3: 0.9641 (0.9602) loss_fgl_aux_4: 0.9639 (0.9602) loss_fgl_dn_0: 1.0859 (1.0884) loss_fgl_dn_1: 0.9879 (0.9850) loss_fgl_dn_2: 0.9774 (0.9761) loss_fgl_dn_3: 0.9754 (0.9769) loss_fgl_dn_4: 0.9756 (0.9773) loss_fgl_dn_5: 0.9757 (0.9773) loss_giou: 0.5543 (0.5632) loss_giou_aux_0: 0.5840 (0.5888) loss_giou_aux_1: 0.5613 (0.5687) loss_giou_aux_2: 0.5550 (0.5641) loss_giou_aux_3: 0.5552 (0.5633) loss_giou_aux_4: 0.5545 (0.5632) loss_giou_dn_0: 0.5758 (0.5710) loss_giou_dn_1: 0.4578 (0.4599) loss_giou_dn_2: 0.4392 (0.4430) loss_giou_dn_3: 0.4328 (0.4384) loss_giou_dn_4: 0.4311 (0.4374) loss_giou_dn_5: 0.4309 (0.4374) loss_giou_dn_pre: 0.5735 (0.5702) loss_giou_enc_0: 0.6632 (0.6632) loss_giou_pre: 0.5851 (0.5873) loss_ddf_aux_0: 0.0510 (0.0532) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2484 (0.2518) loss_ddf_dn_1: 0.0308 (0.0330) loss_ddf_dn_2: 0.0063 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6456 (0.6631) loss_vfl_aux_0: 0.7272 (0.7341) loss_vfl_aux_1: 0.6973 (0.7113) loss_vfl_aux_2: 0.6768 (0.6912) loss_vfl_aux_3: 0.6581 (0.6733) loss_vfl_aux_4: 0.6462 (0.6649) loss_vfl_dn_0: 0.4892 (0.4889) loss_vfl_dn_1: 0.4286 (0.4234) loss_vfl_dn_2: 0.4068 (0.4077) loss_vfl_dn_3: 0.3983 (0.3994) loss_vfl_dn_4: 0.3967 (0.3964) loss_vfl_dn_5: 0.3965 (0.3958) loss_vfl_dn_pre: 0.4885 (0.4894) loss_vfl_enc_0: 0.7266 (0.7375) loss_vfl_pre: 0.7305 (0.7365) time: 0.7536 data: 0.0305 max mem: 9084 Epoch: [37] [1800/3696] eta: 0:25:02 lr: 0.000013 loss: 31.8206 (31.5769) loss_bbox: 0.1959 (0.1753) loss_bbox_aux_0: 0.2078 (0.1880) loss_bbox_aux_1: 0.1970 (0.1780) loss_bbox_aux_2: 0.1952 (0.1758) loss_bbox_aux_3: 0.1958 (0.1753) loss_bbox_aux_4: 0.1958 (0.1753) loss_bbox_dn_0: 0.2586 (0.2419) loss_bbox_dn_1: 0.1874 (0.1796) loss_bbox_dn_2: 0.1728 (0.1693) loss_bbox_dn_3: 0.1702 (0.1662) loss_bbox_dn_4: 0.1695 (0.1656) loss_bbox_dn_5: 0.1695 (0.1656) loss_bbox_dn_pre: 0.2685 (0.2476) loss_bbox_enc_0: 0.2340 (0.2235) loss_bbox_pre: 0.2102 (0.1884) loss_dfl: 0.9806 (0.9604) loss_fgl_aux_0: 1.0160 (0.9930) loss_fgl_aux_1: 0.9856 (0.9630) loss_fgl_aux_2: 0.9814 (0.9606) loss_fgl_aux_3: 0.9814 (0.9604) loss_fgl_aux_4: 0.9808 (0.9604) loss_fgl_dn_0: 1.0857 (1.0884) loss_fgl_dn_1: 0.9829 (0.9850) loss_fgl_dn_2: 0.9748 (0.9761) loss_fgl_dn_3: 0.9765 (0.9768) loss_fgl_dn_4: 0.9767 (0.9773) loss_fgl_dn_5: 0.9767 (0.9773) loss_giou: 0.5379 (0.5629) loss_giou_aux_0: 0.5594 (0.5884) loss_giou_aux_1: 0.5401 (0.5684) loss_giou_aux_2: 0.5392 (0.5638) loss_giou_aux_3: 0.5383 (0.5630) loss_giou_aux_4: 0.5382 (0.5629) loss_giou_dn_0: 0.5737 (0.5709) loss_giou_dn_1: 0.4648 (0.4599) loss_giou_dn_2: 0.4469 (0.4429) loss_giou_dn_3: 0.4424 (0.4384) loss_giou_dn_4: 0.4423 (0.4374) loss_giou_dn_5: 0.4422 (0.4374) loss_giou_dn_pre: 0.5715 (0.5701) loss_giou_enc_0: 0.6353 (0.6629) loss_giou_pre: 0.5594 (0.5870) loss_ddf_aux_0: 0.0540 (0.0533) loss_ddf_aux_1: 0.0069 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2535 (0.2519) loss_ddf_dn_1: 0.0316 (0.0330) loss_ddf_dn_2: 0.0072 (0.0068) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6606 (0.6630) loss_vfl_aux_0: 0.7375 (0.7337) loss_vfl_aux_1: 0.7216 (0.7110) loss_vfl_aux_2: 0.6895 (0.6909) loss_vfl_aux_3: 0.6783 (0.6732) loss_vfl_aux_4: 0.6660 (0.6648) loss_vfl_dn_0: 0.4924 (0.4890) loss_vfl_dn_1: 0.4267 (0.4234) loss_vfl_dn_2: 0.4130 (0.4077) loss_vfl_dn_3: 0.4028 (0.3994) loss_vfl_dn_4: 0.3982 (0.3964) loss_vfl_dn_5: 0.3980 (0.3959) loss_vfl_dn_pre: 0.4935 (0.4895) loss_vfl_enc_0: 0.7482 (0.7373) loss_vfl_pre: 0.7411 (0.7362) time: 0.7464 data: 0.0333 max mem: 9084 Epoch: [37] [1900/3696] eta: 0:24:13 lr: 0.000013 loss: 31.2519 (31.5754) loss_bbox: 0.1749 (0.1754) loss_bbox_aux_0: 0.1860 (0.1882) loss_bbox_aux_1: 0.1765 (0.1781) loss_bbox_aux_2: 0.1748 (0.1759) loss_bbox_aux_3: 0.1747 (0.1755) loss_bbox_aux_4: 0.1747 (0.1754) loss_bbox_dn_0: 0.2436 (0.2420) loss_bbox_dn_1: 0.1797 (0.1798) loss_bbox_dn_2: 0.1686 (0.1695) loss_bbox_dn_3: 0.1631 (0.1663) loss_bbox_dn_4: 0.1629 (0.1657) loss_bbox_dn_5: 0.1629 (0.1657) loss_bbox_dn_pre: 0.2474 (0.2478) loss_bbox_enc_0: 0.2251 (0.2237) loss_bbox_pre: 0.1862 (0.1885) loss_dfl: 0.9553 (0.9602) loss_fgl_aux_0: 0.9862 (0.9928) loss_fgl_aux_1: 0.9547 (0.9628) loss_fgl_aux_2: 0.9549 (0.9604) loss_fgl_aux_3: 0.9558 (0.9602) loss_fgl_aux_4: 0.9551 (0.9602) loss_fgl_dn_0: 1.0850 (1.0883) loss_fgl_dn_1: 0.9856 (0.9850) loss_fgl_dn_2: 0.9749 (0.9761) loss_fgl_dn_3: 0.9758 (0.9769) loss_fgl_dn_4: 0.9757 (0.9773) loss_fgl_dn_5: 0.9758 (0.9773) loss_giou: 0.5435 (0.5633) loss_giou_aux_0: 0.5668 (0.5888) loss_giou_aux_1: 0.5515 (0.5688) loss_giou_aux_2: 0.5474 (0.5641) loss_giou_aux_3: 0.5441 (0.5634) loss_giou_aux_4: 0.5436 (0.5633) loss_giou_dn_0: 0.5584 (0.5708) loss_giou_dn_1: 0.4490 (0.4600) loss_giou_dn_2: 0.4315 (0.4430) loss_giou_dn_3: 0.4257 (0.4385) loss_giou_dn_4: 0.4250 (0.4375) loss_giou_dn_5: 0.4245 (0.4375) loss_giou_dn_pre: 0.5577 (0.5701) loss_giou_enc_0: 0.6451 (0.6631) loss_giou_pre: 0.5650 (0.5873) loss_ddf_aux_0: 0.0486 (0.0533) loss_ddf_aux_1: 0.0065 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2520 (0.2517) loss_ddf_dn_1: 0.0330 (0.0329) loss_ddf_dn_2: 0.0064 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6145 (0.6625) loss_vfl_aux_0: 0.6914 (0.7329) loss_vfl_aux_1: 0.6674 (0.7102) loss_vfl_aux_2: 0.6516 (0.6901) loss_vfl_aux_3: 0.6393 (0.6727) loss_vfl_aux_4: 0.6177 (0.6643) loss_vfl_dn_0: 0.4852 (0.4889) loss_vfl_dn_1: 0.4227 (0.4234) loss_vfl_dn_2: 0.4038 (0.4077) loss_vfl_dn_3: 0.3940 (0.3994) loss_vfl_dn_4: 0.3923 (0.3964) loss_vfl_dn_5: 0.3924 (0.3959) loss_vfl_dn_pre: 0.4855 (0.4895) loss_vfl_enc_0: 0.7100 (0.7369) loss_vfl_pre: 0.6969 (0.7355) time: 0.7375 data: 0.0298 max mem: 9084 Epoch: [37] [2000/3696] eta: 0:22:50 lr: 0.000013 loss: 31.8225 (31.5856) loss_bbox: 0.1807 (0.1755) loss_bbox_aux_0: 0.1912 (0.1883) loss_bbox_aux_1: 0.1837 (0.1782) loss_bbox_aux_2: 0.1807 (0.1760) loss_bbox_aux_3: 0.1809 (0.1755) loss_bbox_aux_4: 0.1808 (0.1755) loss_bbox_dn_0: 0.2245 (0.2416) loss_bbox_dn_1: 0.1586 (0.1795) loss_bbox_dn_2: 0.1486 (0.1693) loss_bbox_dn_3: 0.1490 (0.1661) loss_bbox_dn_4: 0.1484 (0.1655) loss_bbox_dn_5: 0.1484 (0.1655) loss_bbox_dn_pre: 0.2306 (0.2473) loss_bbox_enc_0: 0.2243 (0.2237) loss_bbox_pre: 0.1908 (0.1886) loss_dfl: 0.9707 (0.9601) loss_fgl_aux_0: 1.0101 (0.9926) loss_fgl_aux_1: 0.9742 (0.9627) loss_fgl_aux_2: 0.9714 (0.9603) loss_fgl_aux_3: 0.9704 (0.9602) loss_fgl_aux_4: 0.9708 (0.9601) loss_fgl_dn_0: 1.0903 (1.0883) loss_fgl_dn_1: 0.9902 (0.9852) loss_fgl_dn_2: 0.9864 (0.9764) loss_fgl_dn_3: 0.9892 (0.9772) loss_fgl_dn_4: 0.9896 (0.9776) loss_fgl_dn_5: 0.9896 (0.9777) loss_giou: 0.5742 (0.5644) loss_giou_aux_0: 0.6042 (0.5898) loss_giou_aux_1: 0.5807 (0.5699) loss_giou_aux_2: 0.5744 (0.5652) loss_giou_aux_3: 0.5738 (0.5645) loss_giou_aux_4: 0.5740 (0.5644) loss_giou_dn_0: 0.5910 (0.5714) loss_giou_dn_1: 0.4841 (0.4605) loss_giou_dn_2: 0.4653 (0.4435) loss_giou_dn_3: 0.4587 (0.4389) loss_giou_dn_4: 0.4574 (0.4380) loss_giou_dn_5: 0.4576 (0.4380) loss_giou_dn_pre: 0.5903 (0.5706) loss_giou_enc_0: 0.6763 (0.6642) loss_giou_pre: 0.6027 (0.5883) loss_ddf_aux_0: 0.0533 (0.0532) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2418 (0.2512) loss_ddf_dn_1: 0.0319 (0.0329) loss_ddf_dn_2: 0.0072 (0.0068) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6587 (0.6625) loss_vfl_aux_0: 0.7294 (0.7328) loss_vfl_aux_1: 0.7029 (0.7101) loss_vfl_aux_2: 0.6980 (0.6900) loss_vfl_aux_3: 0.6743 (0.6726) loss_vfl_aux_4: 0.6677 (0.6642) loss_vfl_dn_0: 0.4840 (0.4888) loss_vfl_dn_1: 0.4240 (0.4235) loss_vfl_dn_2: 0.4092 (0.4078) loss_vfl_dn_3: 0.4007 (0.3995) loss_vfl_dn_4: 0.3943 (0.3965) loss_vfl_dn_5: 0.3951 (0.3960) loss_vfl_dn_pre: 0.4850 (0.4894) loss_vfl_enc_0: 0.7234 (0.7366) loss_vfl_pre: 0.7367 (0.7353) time: 0.7321 data: 0.0327 max mem: 9084 Epoch: [37] [2100/3696] eta: 0:21:48 lr: 0.000013 loss: 32.0131 (31.5882) loss_bbox: 0.1759 (0.1756) loss_bbox_aux_0: 0.1878 (0.1884) loss_bbox_aux_1: 0.1788 (0.1784) loss_bbox_aux_2: 0.1755 (0.1762) loss_bbox_aux_3: 0.1756 (0.1757) loss_bbox_aux_4: 0.1759 (0.1757) loss_bbox_dn_0: 0.2325 (0.2419) loss_bbox_dn_1: 0.1703 (0.1797) loss_bbox_dn_2: 0.1584 (0.1694) loss_bbox_dn_3: 0.1561 (0.1663) loss_bbox_dn_4: 0.1577 (0.1657) loss_bbox_dn_5: 0.1577 (0.1657) loss_bbox_dn_pre: 0.2382 (0.2476) loss_bbox_enc_0: 0.2365 (0.2239) loss_bbox_pre: 0.1863 (0.1888) loss_dfl: 0.9696 (0.9602) loss_fgl_aux_0: 1.0031 (0.9926) loss_fgl_aux_1: 0.9717 (0.9627) loss_fgl_aux_2: 0.9688 (0.9604) loss_fgl_aux_3: 0.9693 (0.9602) loss_fgl_aux_4: 0.9696 (0.9602) loss_fgl_dn_0: 1.0925 (1.0883) loss_fgl_dn_1: 0.9898 (0.9852) loss_fgl_dn_2: 0.9802 (0.9764) loss_fgl_dn_3: 0.9824 (0.9772) loss_fgl_dn_4: 0.9828 (0.9776) loss_fgl_dn_5: 0.9827 (0.9776) loss_giou: 0.5959 (0.5644) loss_giou_aux_0: 0.6218 (0.5898) loss_giou_aux_1: 0.6042 (0.5699) loss_giou_aux_2: 0.5971 (0.5652) loss_giou_aux_3: 0.5956 (0.5645) loss_giou_aux_4: 0.5957 (0.5643) loss_giou_dn_0: 0.5684 (0.5712) loss_giou_dn_1: 0.4666 (0.4604) loss_giou_dn_2: 0.4481 (0.4434) loss_giou_dn_3: 0.4415 (0.4388) loss_giou_dn_4: 0.4410 (0.4379) loss_giou_dn_5: 0.4409 (0.4379) loss_giou_dn_pre: 0.5636 (0.5704) loss_giou_enc_0: 0.6968 (0.6641) loss_giou_pre: 0.6205 (0.5883) loss_ddf_aux_0: 0.0506 (0.0532) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2365 (0.2511) loss_ddf_dn_1: 0.0313 (0.0328) loss_ddf_dn_2: 0.0066 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6620 (0.6626) loss_vfl_aux_0: 0.7281 (0.7330) loss_vfl_aux_1: 0.7069 (0.7101) loss_vfl_aux_2: 0.6806 (0.6901) loss_vfl_aux_3: 0.6747 (0.6728) loss_vfl_aux_4: 0.6631 (0.6643) loss_vfl_dn_0: 0.4900 (0.4888) loss_vfl_dn_1: 0.4259 (0.4234) loss_vfl_dn_2: 0.4112 (0.4078) loss_vfl_dn_3: 0.4017 (0.3994) loss_vfl_dn_4: 0.3995 (0.3965) loss_vfl_dn_5: 0.3977 (0.3960) loss_vfl_dn_pre: 0.4901 (0.4894) loss_vfl_enc_0: 0.7249 (0.7366) loss_vfl_pre: 0.7349 (0.7355) time: 0.6924 data: 0.0241 max mem: 9084 Epoch: [37] [2200/3696] eta: 0:20:31 lr: 0.000013 loss: 31.6897 (31.5913) loss_bbox: 0.1593 (0.1757) loss_bbox_aux_0: 0.1703 (0.1885) loss_bbox_aux_1: 0.1608 (0.1784) loss_bbox_aux_2: 0.1598 (0.1762) loss_bbox_aux_3: 0.1595 (0.1758) loss_bbox_aux_4: 0.1594 (0.1757) loss_bbox_dn_0: 0.2190 (0.2419) loss_bbox_dn_1: 0.1600 (0.1797) loss_bbox_dn_2: 0.1518 (0.1694) loss_bbox_dn_3: 0.1508 (0.1662) loss_bbox_dn_4: 0.1505 (0.1656) loss_bbox_dn_5: 0.1501 (0.1656) loss_bbox_dn_pre: 0.2265 (0.2476) loss_bbox_enc_0: 0.2065 (0.2240) loss_bbox_pre: 0.1697 (0.1888) loss_dfl: 0.9632 (0.9603) loss_fgl_aux_0: 0.9964 (0.9929) loss_fgl_aux_1: 0.9641 (0.9629) loss_fgl_aux_2: 0.9628 (0.9605) loss_fgl_aux_3: 0.9632 (0.9604) loss_fgl_aux_4: 0.9628 (0.9604) loss_fgl_dn_0: 1.0894 (1.0885) loss_fgl_dn_1: 0.9958 (0.9854) loss_fgl_dn_2: 0.9869 (0.9765) loss_fgl_dn_3: 0.9892 (0.9773) loss_fgl_dn_4: 0.9898 (0.9778) loss_fgl_dn_5: 0.9899 (0.9778) loss_giou: 0.5894 (0.5641) loss_giou_aux_0: 0.6219 (0.5897) loss_giou_aux_1: 0.5950 (0.5697) loss_giou_aux_2: 0.5901 (0.5650) loss_giou_aux_3: 0.5893 (0.5643) loss_giou_aux_4: 0.5903 (0.5641) loss_giou_dn_0: 0.5792 (0.5712) loss_giou_dn_1: 0.4693 (0.4602) loss_giou_dn_2: 0.4513 (0.4432) loss_giou_dn_3: 0.4478 (0.4386) loss_giou_dn_4: 0.4476 (0.4377) loss_giou_dn_5: 0.4475 (0.4377) loss_giou_dn_pre: 0.5805 (0.5704) loss_giou_enc_0: 0.6922 (0.6640) loss_giou_pre: 0.6193 (0.5882) loss_ddf_aux_0: 0.0478 (0.0533) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2287 (0.2513) loss_ddf_dn_1: 0.0299 (0.0328) loss_ddf_dn_2: 0.0061 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6693 (0.6630) loss_vfl_aux_0: 0.7241 (0.7331) loss_vfl_aux_1: 0.6954 (0.7104) loss_vfl_aux_2: 0.6766 (0.6903) loss_vfl_aux_3: 0.6727 (0.6732) loss_vfl_aux_4: 0.6604 (0.6647) loss_vfl_dn_0: 0.4830 (0.4889) loss_vfl_dn_1: 0.4232 (0.4235) loss_vfl_dn_2: 0.4056 (0.4079) loss_vfl_dn_3: 0.3977 (0.3995) loss_vfl_dn_4: 0.3956 (0.3966) loss_vfl_dn_5: 0.3943 (0.3961) loss_vfl_dn_pre: 0.4838 (0.4895) loss_vfl_enc_0: 0.7216 (0.7367) loss_vfl_pre: 0.7262 (0.7356) time: 0.7410 data: 0.0298 max mem: 9084 Epoch: [37] [2300/3696] eta: 0:19:04 lr: 0.000013 loss: 31.2562 (31.5915) loss_bbox: 0.1852 (0.1756) loss_bbox_aux_0: 0.1929 (0.1884) loss_bbox_aux_1: 0.1884 (0.1784) loss_bbox_aux_2: 0.1871 (0.1762) loss_bbox_aux_3: 0.1851 (0.1757) loss_bbox_aux_4: 0.1852 (0.1757) loss_bbox_dn_0: 0.2378 (0.2421) loss_bbox_dn_1: 0.1779 (0.1798) loss_bbox_dn_2: 0.1629 (0.1695) loss_bbox_dn_3: 0.1596 (0.1663) loss_bbox_dn_4: 0.1591 (0.1657) loss_bbox_dn_5: 0.1592 (0.1657) loss_bbox_dn_pre: 0.2419 (0.2478) loss_bbox_enc_0: 0.2434 (0.2240) loss_bbox_pre: 0.1951 (0.1888) loss_dfl: 0.9601 (0.9604) loss_fgl_aux_0: 0.9926 (0.9930) loss_fgl_aux_1: 0.9621 (0.9630) loss_fgl_aux_2: 0.9595 (0.9606) loss_fgl_aux_3: 0.9600 (0.9604) loss_fgl_aux_4: 0.9600 (0.9604) loss_fgl_dn_0: 1.0858 (1.0884) loss_fgl_dn_1: 0.9708 (0.9853) loss_fgl_dn_2: 0.9609 (0.9764) loss_fgl_dn_3: 0.9616 (0.9772) loss_fgl_dn_4: 0.9620 (0.9777) loss_fgl_dn_5: 0.9620 (0.9777) loss_giou: 0.5418 (0.5639) loss_giou_aux_0: 0.5639 (0.5894) loss_giou_aux_1: 0.5493 (0.5695) loss_giou_aux_2: 0.5448 (0.5648) loss_giou_aux_3: 0.5425 (0.5640) loss_giou_aux_4: 0.5420 (0.5639) loss_giou_dn_0: 0.5575 (0.5711) loss_giou_dn_1: 0.4464 (0.4601) loss_giou_dn_2: 0.4300 (0.4431) loss_giou_dn_3: 0.4250 (0.4385) loss_giou_dn_4: 0.4243 (0.4376) loss_giou_dn_5: 0.4245 (0.4376) loss_giou_dn_pre: 0.5550 (0.5703) loss_giou_enc_0: 0.6377 (0.6638) loss_giou_pre: 0.5622 (0.5879) loss_ddf_aux_0: 0.0490 (0.0532) loss_ddf_aux_1: 0.0064 (0.0074) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2444 (0.2509) loss_ddf_dn_1: 0.0327 (0.0328) loss_ddf_dn_2: 0.0071 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6660 (0.6634) loss_vfl_aux_0: 0.7415 (0.7335) loss_vfl_aux_1: 0.7094 (0.7108) loss_vfl_aux_2: 0.6876 (0.6908) loss_vfl_aux_3: 0.6788 (0.6736) loss_vfl_aux_4: 0.6663 (0.6652) loss_vfl_dn_0: 0.4893 (0.4889) loss_vfl_dn_1: 0.4216 (0.4235) loss_vfl_dn_2: 0.4066 (0.4079) loss_vfl_dn_3: 0.3997 (0.3996) loss_vfl_dn_4: 0.3964 (0.3966) loss_vfl_dn_5: 0.3969 (0.3961) loss_vfl_dn_pre: 0.4899 (0.4895) loss_vfl_enc_0: 0.7358 (0.7368) loss_vfl_pre: 0.7463 (0.7360) time: 0.7626 data: 0.0321 max mem: 9084 Epoch: [37] [2400/3696] eta: 0:17:39 lr: 0.000013 loss: 31.6637 (31.5844) loss_bbox: 0.1637 (0.1755) loss_bbox_aux_0: 0.1793 (0.1883) loss_bbox_aux_1: 0.1651 (0.1782) loss_bbox_aux_2: 0.1633 (0.1760) loss_bbox_aux_3: 0.1635 (0.1756) loss_bbox_aux_4: 0.1637 (0.1755) loss_bbox_dn_0: 0.2355 (0.2420) loss_bbox_dn_1: 0.1718 (0.1797) loss_bbox_dn_2: 0.1663 (0.1694) loss_bbox_dn_3: 0.1677 (0.1663) loss_bbox_dn_4: 0.1663 (0.1656) loss_bbox_dn_5: 0.1662 (0.1656) loss_bbox_dn_pre: 0.2471 (0.2478) loss_bbox_enc_0: 0.2176 (0.2238) loss_bbox_pre: 0.1788 (0.1886) loss_dfl: 0.9508 (0.9606) loss_fgl_aux_0: 0.9864 (0.9931) loss_fgl_aux_1: 0.9538 (0.9631) loss_fgl_aux_2: 0.9515 (0.9608) loss_fgl_aux_3: 0.9504 (0.9606) loss_fgl_aux_4: 0.9506 (0.9606) loss_fgl_dn_0: 1.0848 (1.0885) loss_fgl_dn_1: 0.9916 (0.9852) loss_fgl_dn_2: 0.9836 (0.9764) loss_fgl_dn_3: 0.9863 (0.9772) loss_fgl_dn_4: 0.9866 (0.9776) loss_fgl_dn_5: 0.9866 (0.9776) loss_giou: 0.5813 (0.5636) loss_giou_aux_0: 0.5989 (0.5891) loss_giou_aux_1: 0.5848 (0.5692) loss_giou_aux_2: 0.5822 (0.5645) loss_giou_aux_3: 0.5809 (0.5638) loss_giou_aux_4: 0.5810 (0.5636) loss_giou_dn_0: 0.5795 (0.5707) loss_giou_dn_1: 0.4742 (0.4598) loss_giou_dn_2: 0.4527 (0.4428) loss_giou_dn_3: 0.4477 (0.4382) loss_giou_dn_4: 0.4465 (0.4372) loss_giou_dn_5: 0.4464 (0.4372) loss_giou_dn_pre: 0.5800 (0.5699) loss_giou_enc_0: 0.6816 (0.6635) loss_giou_pre: 0.5978 (0.5876) loss_ddf_aux_0: 0.0497 (0.0531) loss_ddf_aux_1: 0.0067 (0.0073) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2608 (0.2511) loss_ddf_dn_1: 0.0340 (0.0328) loss_ddf_dn_2: 0.0062 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6607 (0.6633) loss_vfl_aux_0: 0.7234 (0.7333) loss_vfl_aux_1: 0.6891 (0.7105) loss_vfl_aux_2: 0.6852 (0.6907) loss_vfl_aux_3: 0.6676 (0.6736) loss_vfl_aux_4: 0.6611 (0.6652) loss_vfl_dn_0: 0.4839 (0.4889) loss_vfl_dn_1: 0.4194 (0.4234) loss_vfl_dn_2: 0.4036 (0.4078) loss_vfl_dn_3: 0.3966 (0.3994) loss_vfl_dn_4: 0.3927 (0.3965) loss_vfl_dn_5: 0.3931 (0.3960) loss_vfl_dn_pre: 0.4830 (0.4894) loss_vfl_enc_0: 0.7319 (0.7368) loss_vfl_pre: 0.7241 (0.7358) time: 0.7532 data: 0.0306 max mem: 9084 Epoch: [37] [2500/3696] eta: 0:16:16 lr: 0.000013 loss: 31.2053 (31.5794) loss_bbox: 0.1631 (0.1754) loss_bbox_aux_0: 0.1775 (0.1882) loss_bbox_aux_1: 0.1647 (0.1781) loss_bbox_aux_2: 0.1630 (0.1759) loss_bbox_aux_3: 0.1634 (0.1755) loss_bbox_aux_4: 0.1631 (0.1754) loss_bbox_dn_0: 0.2501 (0.2421) loss_bbox_dn_1: 0.1777 (0.1798) loss_bbox_dn_2: 0.1624 (0.1695) loss_bbox_dn_3: 0.1577 (0.1663) loss_bbox_dn_4: 0.1568 (0.1657) loss_bbox_dn_5: 0.1567 (0.1657) loss_bbox_dn_pre: 0.2543 (0.2479) loss_bbox_enc_0: 0.2088 (0.2238) loss_bbox_pre: 0.1787 (0.1885) loss_dfl: 0.9758 (0.9608) loss_fgl_aux_0: 1.0085 (0.9934) loss_fgl_aux_1: 0.9760 (0.9634) loss_fgl_aux_2: 0.9755 (0.9610) loss_fgl_aux_3: 0.9753 (0.9609) loss_fgl_aux_4: 0.9759 (0.9608) loss_fgl_dn_0: 1.0905 (1.0886) loss_fgl_dn_1: 0.9770 (0.9852) loss_fgl_dn_2: 0.9688 (0.9764) loss_fgl_dn_3: 0.9677 (0.9771) loss_fgl_dn_4: 0.9689 (0.9776) loss_fgl_dn_5: 0.9689 (0.9776) loss_giou: 0.5212 (0.5631) loss_giou_aux_0: 0.5464 (0.5886) loss_giou_aux_1: 0.5318 (0.5686) loss_giou_aux_2: 0.5237 (0.5640) loss_giou_aux_3: 0.5205 (0.5632) loss_giou_aux_4: 0.5212 (0.5631) loss_giou_dn_0: 0.5630 (0.5706) loss_giou_dn_1: 0.4426 (0.4596) loss_giou_dn_2: 0.4261 (0.4425) loss_giou_dn_3: 0.4219 (0.4379) loss_giou_dn_4: 0.4220 (0.4370) loss_giou_dn_5: 0.4221 (0.4370) loss_giou_dn_pre: 0.5627 (0.5698) loss_giou_enc_0: 0.6140 (0.6630) loss_giou_pre: 0.5471 (0.5871) loss_ddf_aux_0: 0.0542 (0.0531) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2458 (0.2511) loss_ddf_dn_1: 0.0296 (0.0327) loss_ddf_dn_2: 0.0064 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6666 (0.6633) loss_vfl_aux_0: 0.7548 (0.7333) loss_vfl_aux_1: 0.7269 (0.7104) loss_vfl_aux_2: 0.7078 (0.6908) loss_vfl_aux_3: 0.6895 (0.6735) loss_vfl_aux_4: 0.6739 (0.6651) loss_vfl_dn_0: 0.4944 (0.4889) loss_vfl_dn_1: 0.4224 (0.4234) loss_vfl_dn_2: 0.4127 (0.4078) loss_vfl_dn_3: 0.3995 (0.3994) loss_vfl_dn_4: 0.3942 (0.3964) loss_vfl_dn_5: 0.3939 (0.3959) loss_vfl_dn_pre: 0.4938 (0.4895) loss_vfl_enc_0: 0.7577 (0.7369) loss_vfl_pre: 0.7523 (0.7357) time: 0.9540 data: 0.0278 max mem: 9084 Epoch: [37] [2600/3696] eta: 0:14:51 lr: 0.000013 loss: 31.7353 (31.5766) loss_bbox: 0.1876 (0.1754) loss_bbox_aux_0: 0.1995 (0.1882) loss_bbox_aux_1: 0.1891 (0.1781) loss_bbox_aux_2: 0.1875 (0.1760) loss_bbox_aux_3: 0.1876 (0.1755) loss_bbox_aux_4: 0.1876 (0.1754) loss_bbox_dn_0: 0.2498 (0.2421) loss_bbox_dn_1: 0.1818 (0.1797) loss_bbox_dn_2: 0.1705 (0.1694) loss_bbox_dn_3: 0.1653 (0.1663) loss_bbox_dn_4: 0.1662 (0.1657) loss_bbox_dn_5: 0.1662 (0.1656) loss_bbox_dn_pre: 0.2537 (0.2479) loss_bbox_enc_0: 0.2217 (0.2238) loss_bbox_pre: 0.1997 (0.1885) loss_dfl: 0.9407 (0.9608) loss_fgl_aux_0: 0.9871 (0.9935) loss_fgl_aux_1: 0.9458 (0.9634) loss_fgl_aux_2: 0.9404 (0.9610) loss_fgl_aux_3: 0.9407 (0.9608) loss_fgl_aux_4: 0.9407 (0.9608) loss_fgl_dn_0: 1.0843 (1.0886) loss_fgl_dn_1: 0.9744 (0.9851) loss_fgl_dn_2: 0.9662 (0.9763) loss_fgl_dn_3: 0.9660 (0.9771) loss_fgl_dn_4: 0.9657 (0.9775) loss_fgl_dn_5: 0.9658 (0.9775) loss_giou: 0.5402 (0.5628) loss_giou_aux_0: 0.5763 (0.5883) loss_giou_aux_1: 0.5508 (0.5683) loss_giou_aux_2: 0.5446 (0.5637) loss_giou_aux_3: 0.5404 (0.5629) loss_giou_aux_4: 0.5402 (0.5628) loss_giou_dn_0: 0.5734 (0.5704) loss_giou_dn_1: 0.4563 (0.4594) loss_giou_dn_2: 0.4391 (0.4424) loss_giou_dn_3: 0.4355 (0.4379) loss_giou_dn_4: 0.4347 (0.4369) loss_giou_dn_5: 0.4347 (0.4369) loss_giou_dn_pre: 0.5727 (0.5696) loss_giou_enc_0: 0.6477 (0.6627) loss_giou_pre: 0.5750 (0.5868) loss_ddf_aux_0: 0.0528 (0.0531) loss_ddf_aux_1: 0.0067 (0.0073) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2552 (0.2509) loss_ddf_dn_1: 0.0319 (0.0327) loss_ddf_dn_2: 0.0067 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6733 (0.6634) loss_vfl_aux_0: 0.7264 (0.7334) loss_vfl_aux_1: 0.7247 (0.7106) loss_vfl_aux_2: 0.7062 (0.6910) loss_vfl_aux_3: 0.6929 (0.6737) loss_vfl_aux_4: 0.6747 (0.6651) loss_vfl_dn_0: 0.4895 (0.4889) loss_vfl_dn_1: 0.4208 (0.4234) loss_vfl_dn_2: 0.4027 (0.4078) loss_vfl_dn_3: 0.3947 (0.3994) loss_vfl_dn_4: 0.3914 (0.3964) loss_vfl_dn_5: 0.3915 (0.3959) loss_vfl_dn_pre: 0.4901 (0.4895) loss_vfl_enc_0: 0.7365 (0.7370) loss_vfl_pre: 0.7338 (0.7358) time: 0.7438 data: 0.0321 max mem: 9084 Epoch: [37] [2700/3696] eta: 0:13:28 lr: 0.000013 loss: 31.1734 (31.5724) loss_bbox: 0.1736 (0.1754) loss_bbox_aux_0: 0.1872 (0.1882) loss_bbox_aux_1: 0.1781 (0.1781) loss_bbox_aux_2: 0.1749 (0.1759) loss_bbox_aux_3: 0.1740 (0.1755) loss_bbox_aux_4: 0.1736 (0.1754) loss_bbox_dn_0: 0.2529 (0.2424) loss_bbox_dn_1: 0.1888 (0.1799) loss_bbox_dn_2: 0.1755 (0.1696) loss_bbox_dn_3: 0.1706 (0.1664) loss_bbox_dn_4: 0.1679 (0.1658) loss_bbox_dn_5: 0.1678 (0.1658) loss_bbox_dn_pre: 0.2596 (0.2481) loss_bbox_enc_0: 0.2285 (0.2239) loss_bbox_pre: 0.1871 (0.1885) loss_dfl: 0.9656 (0.9609) loss_fgl_aux_0: 1.0014 (0.9936) loss_fgl_aux_1: 0.9648 (0.9634) loss_fgl_aux_2: 0.9660 (0.9610) loss_fgl_aux_3: 0.9653 (0.9609) loss_fgl_aux_4: 0.9655 (0.9609) loss_fgl_dn_0: 1.0823 (1.0886) loss_fgl_dn_1: 0.9706 (0.9850) loss_fgl_dn_2: 0.9631 (0.9762) loss_fgl_dn_3: 0.9639 (0.9769) loss_fgl_dn_4: 0.9642 (0.9774) loss_fgl_dn_5: 0.9642 (0.9774) loss_giou: 0.5327 (0.5623) loss_giou_aux_0: 0.5590 (0.5878) loss_giou_aux_1: 0.5373 (0.5678) loss_giou_aux_2: 0.5341 (0.5632) loss_giou_aux_3: 0.5341 (0.5624) loss_giou_aux_4: 0.5323 (0.5623) loss_giou_dn_0: 0.5554 (0.5702) loss_giou_dn_1: 0.4314 (0.4592) loss_giou_dn_2: 0.4166 (0.4422) loss_giou_dn_3: 0.4118 (0.4376) loss_giou_dn_4: 0.4104 (0.4367) loss_giou_dn_5: 0.4103 (0.4367) loss_giou_dn_pre: 0.5520 (0.5694) loss_giou_enc_0: 0.6406 (0.6623) loss_giou_pre: 0.5545 (0.5863) loss_ddf_aux_0: 0.0510 (0.0530) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2614 (0.2509) loss_ddf_dn_1: 0.0346 (0.0327) loss_ddf_dn_2: 0.0072 (0.0067) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6584 (0.6634) loss_vfl_aux_0: 0.7261 (0.7336) loss_vfl_aux_1: 0.7014 (0.7106) loss_vfl_aux_2: 0.6873 (0.6912) loss_vfl_aux_3: 0.6666 (0.6738) loss_vfl_aux_4: 0.6622 (0.6652) loss_vfl_dn_0: 0.4855 (0.4889) loss_vfl_dn_1: 0.4190 (0.4233) loss_vfl_dn_2: 0.4033 (0.4077) loss_vfl_dn_3: 0.3944 (0.3992) loss_vfl_dn_4: 0.3913 (0.3963) loss_vfl_dn_5: 0.3907 (0.3958) loss_vfl_dn_pre: 0.4854 (0.4894) loss_vfl_enc_0: 0.7335 (0.7371) loss_vfl_pre: 0.7307 (0.7360) time: 0.7418 data: 0.0256 max mem: 9084 Epoch: [37] [2800/3696] eta: 0:12:06 lr: 0.000013 loss: 31.5854 (31.5704) loss_bbox: 0.1651 (0.1753) loss_bbox_aux_0: 0.1778 (0.1881) loss_bbox_aux_1: 0.1669 (0.1781) loss_bbox_aux_2: 0.1642 (0.1759) loss_bbox_aux_3: 0.1650 (0.1754) loss_bbox_aux_4: 0.1651 (0.1754) loss_bbox_dn_0: 0.2234 (0.2424) loss_bbox_dn_1: 0.1703 (0.1799) loss_bbox_dn_2: 0.1608 (0.1696) loss_bbox_dn_3: 0.1575 (0.1664) loss_bbox_dn_4: 0.1566 (0.1658) loss_bbox_dn_5: 0.1567 (0.1658) loss_bbox_dn_pre: 0.2288 (0.2481) loss_bbox_enc_0: 0.2085 (0.2239) loss_bbox_pre: 0.1767 (0.1885) loss_dfl: 0.9486 (0.9609) loss_fgl_aux_0: 0.9846 (0.9936) loss_fgl_aux_1: 0.9477 (0.9635) loss_fgl_aux_2: 0.9460 (0.9611) loss_fgl_aux_3: 0.9488 (0.9609) loss_fgl_aux_4: 0.9490 (0.9609) loss_fgl_dn_0: 1.0889 (1.0885) loss_fgl_dn_1: 0.9932 (0.9850) loss_fgl_dn_2: 0.9817 (0.9761) loss_fgl_dn_3: 0.9821 (0.9769) loss_fgl_dn_4: 0.9827 (0.9773) loss_fgl_dn_5: 0.9827 (0.9773) loss_giou: 0.5709 (0.5622) loss_giou_aux_0: 0.6093 (0.5877) loss_giou_aux_1: 0.5746 (0.5678) loss_giou_aux_2: 0.5706 (0.5631) loss_giou_aux_3: 0.5706 (0.5623) loss_giou_aux_4: 0.5710 (0.5622) loss_giou_dn_0: 0.5744 (0.5702) loss_giou_dn_1: 0.4621 (0.4592) loss_giou_dn_2: 0.4508 (0.4422) loss_giou_dn_3: 0.4475 (0.4376) loss_giou_dn_4: 0.4468 (0.4366) loss_giou_dn_5: 0.4466 (0.4366) loss_giou_dn_pre: 0.5733 (0.5694) loss_giou_enc_0: 0.6739 (0.6623) loss_giou_pre: 0.6026 (0.5862) loss_ddf_aux_0: 0.0531 (0.0531) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2396 (0.2509) loss_ddf_dn_1: 0.0302 (0.0327) loss_ddf_dn_2: 0.0061 (0.0067) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6501 (0.6635) loss_vfl_aux_0: 0.7236 (0.7334) loss_vfl_aux_1: 0.7059 (0.7105) loss_vfl_aux_2: 0.6820 (0.6911) loss_vfl_aux_3: 0.6660 (0.6739) loss_vfl_aux_4: 0.6564 (0.6652) loss_vfl_dn_0: 0.4868 (0.4889) loss_vfl_dn_1: 0.4260 (0.4232) loss_vfl_dn_2: 0.4076 (0.4076) loss_vfl_dn_3: 0.4009 (0.3992) loss_vfl_dn_4: 0.3981 (0.3962) loss_vfl_dn_5: 0.3990 (0.3957) loss_vfl_dn_pre: 0.4879 (0.4894) loss_vfl_enc_0: 0.7349 (0.7371) loss_vfl_pre: 0.7274 (0.7359) time: 0.7570 data: 0.0290 max mem: 9084 Epoch: [37] [2900/3696] eta: 0:10:44 lr: 0.000013 loss: 31.6428 (31.5673) loss_bbox: 0.1649 (0.1751) loss_bbox_aux_0: 0.1734 (0.1879) loss_bbox_aux_1: 0.1680 (0.1779) loss_bbox_aux_2: 0.1648 (0.1757) loss_bbox_aux_3: 0.1649 (0.1752) loss_bbox_aux_4: 0.1649 (0.1752) loss_bbox_dn_0: 0.2268 (0.2422) loss_bbox_dn_1: 0.1727 (0.1798) loss_bbox_dn_2: 0.1638 (0.1695) loss_bbox_dn_3: 0.1597 (0.1663) loss_bbox_dn_4: 0.1588 (0.1657) loss_bbox_dn_5: 0.1588 (0.1657) loss_bbox_dn_pre: 0.2303 (0.2479) loss_bbox_enc_0: 0.2101 (0.2236) loss_bbox_pre: 0.1754 (0.1882) loss_dfl: 0.9797 (0.9612) loss_fgl_aux_0: 1.0057 (0.9939) loss_fgl_aux_1: 0.9827 (0.9638) loss_fgl_aux_2: 0.9780 (0.9614) loss_fgl_aux_3: 0.9797 (0.9612) loss_fgl_aux_4: 0.9798 (0.9612) loss_fgl_dn_0: 1.0852 (1.0886) loss_fgl_dn_1: 0.9836 (0.9851) loss_fgl_dn_2: 0.9764 (0.9763) loss_fgl_dn_3: 0.9781 (0.9770) loss_fgl_dn_4: 0.9785 (0.9775) loss_fgl_dn_5: 0.9785 (0.9775) loss_giou: 0.5320 (0.5619) loss_giou_aux_0: 0.5559 (0.5874) loss_giou_aux_1: 0.5412 (0.5675) loss_giou_aux_2: 0.5322 (0.5628) loss_giou_aux_3: 0.5318 (0.5620) loss_giou_aux_4: 0.5314 (0.5619) loss_giou_dn_0: 0.5764 (0.5703) loss_giou_dn_1: 0.4602 (0.4592) loss_giou_dn_2: 0.4398 (0.4422) loss_giou_dn_3: 0.4375 (0.4376) loss_giou_dn_4: 0.4358 (0.4366) loss_giou_dn_5: 0.4358 (0.4366) loss_giou_dn_pre: 0.5779 (0.5695) loss_giou_enc_0: 0.6434 (0.6620) loss_giou_pre: 0.5538 (0.5859) loss_ddf_aux_0: 0.0514 (0.0531) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2590 (0.2510) loss_ddf_dn_1: 0.0335 (0.0328) loss_ddf_dn_2: 0.0071 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6910 (0.6633) loss_vfl_aux_0: 0.7727 (0.7333) loss_vfl_aux_1: 0.7453 (0.7103) loss_vfl_aux_2: 0.7075 (0.6909) loss_vfl_aux_3: 0.6978 (0.6738) loss_vfl_aux_4: 0.7004 (0.6650) loss_vfl_dn_0: 0.4905 (0.4888) loss_vfl_dn_1: 0.4229 (0.4232) loss_vfl_dn_2: 0.4114 (0.4076) loss_vfl_dn_3: 0.4039 (0.3992) loss_vfl_dn_4: 0.3979 (0.3962) loss_vfl_dn_5: 0.3985 (0.3957) loss_vfl_dn_pre: 0.4908 (0.4893) loss_vfl_enc_0: 0.7695 (0.7370) loss_vfl_pre: 0.7723 (0.7357) time: 0.7600 data: 0.0297 max mem: 9084 Epoch: [37] [3000/3696] eta: 0:09:22 lr: 0.000013 loss: 31.5807 (31.5650) loss_bbox: 0.1620 (0.1750) loss_bbox_aux_0: 0.1692 (0.1878) loss_bbox_aux_1: 0.1619 (0.1778) loss_bbox_aux_2: 0.1614 (0.1755) loss_bbox_aux_3: 0.1617 (0.1751) loss_bbox_aux_4: 0.1621 (0.1750) loss_bbox_dn_0: 0.2326 (0.2422) loss_bbox_dn_1: 0.1724 (0.1798) loss_bbox_dn_2: 0.1650 (0.1695) loss_bbox_dn_3: 0.1636 (0.1663) loss_bbox_dn_4: 0.1627 (0.1657) loss_bbox_dn_5: 0.1626 (0.1657) loss_bbox_dn_pre: 0.2363 (0.2479) loss_bbox_enc_0: 0.2102 (0.2235) loss_bbox_pre: 0.1686 (0.1881) loss_dfl: 0.9644 (0.9612) loss_fgl_aux_0: 1.0014 (0.9939) loss_fgl_aux_1: 0.9683 (0.9637) loss_fgl_aux_2: 0.9647 (0.9614) loss_fgl_aux_3: 0.9642 (0.9612) loss_fgl_aux_4: 0.9642 (0.9612) loss_fgl_dn_0: 1.0895 (1.0885) loss_fgl_dn_1: 0.9898 (0.9851) loss_fgl_dn_2: 0.9826 (0.9762) loss_fgl_dn_3: 0.9826 (0.9770) loss_fgl_dn_4: 0.9831 (0.9775) loss_fgl_dn_5: 0.9832 (0.9775) loss_giou: 0.5630 (0.5620) loss_giou_aux_0: 0.5948 (0.5876) loss_giou_aux_1: 0.5722 (0.5676) loss_giou_aux_2: 0.5626 (0.5629) loss_giou_aux_3: 0.5634 (0.5622) loss_giou_aux_4: 0.5630 (0.5620) loss_giou_dn_0: 0.5652 (0.5704) loss_giou_dn_1: 0.4646 (0.4593) loss_giou_dn_2: 0.4429 (0.4422) loss_giou_dn_3: 0.4415 (0.4376) loss_giou_dn_4: 0.4417 (0.4367) loss_giou_dn_5: 0.4416 (0.4367) loss_giou_dn_pre: 0.5647 (0.5696) loss_giou_enc_0: 0.6608 (0.6622) loss_giou_pre: 0.5937 (0.5860) loss_ddf_aux_0: 0.0508 (0.0530) loss_ddf_aux_1: 0.0066 (0.0073) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2374 (0.2508) loss_ddf_dn_1: 0.0305 (0.0327) loss_ddf_dn_2: 0.0064 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6689 (0.6632) loss_vfl_aux_0: 0.7348 (0.7331) loss_vfl_aux_1: 0.7126 (0.7102) loss_vfl_aux_2: 0.6888 (0.6908) loss_vfl_aux_3: 0.6653 (0.6736) loss_vfl_aux_4: 0.6677 (0.6649) loss_vfl_dn_0: 0.4886 (0.4887) loss_vfl_dn_1: 0.4239 (0.4232) loss_vfl_dn_2: 0.4067 (0.4076) loss_vfl_dn_3: 0.3969 (0.3992) loss_vfl_dn_4: 0.3976 (0.3962) loss_vfl_dn_5: 0.3973 (0.3957) loss_vfl_dn_pre: 0.4899 (0.4893) loss_vfl_enc_0: 0.7450 (0.7367) loss_vfl_pre: 0.7432 (0.7355) time: 0.7519 data: 0.0269 max mem: 9084 Epoch: [37] [3100/3696] eta: 0:08:07 lr: 0.000013 loss: 31.3772 (31.5619) loss_bbox: 0.1686 (0.1749) loss_bbox_aux_0: 0.1792 (0.1876) loss_bbox_aux_1: 0.1706 (0.1776) loss_bbox_aux_2: 0.1692 (0.1754) loss_bbox_aux_3: 0.1691 (0.1749) loss_bbox_aux_4: 0.1686 (0.1749) loss_bbox_dn_0: 0.2361 (0.2421) loss_bbox_dn_1: 0.1652 (0.1797) loss_bbox_dn_2: 0.1566 (0.1694) loss_bbox_dn_3: 0.1524 (0.1662) loss_bbox_dn_4: 0.1536 (0.1656) loss_bbox_dn_5: 0.1537 (0.1656) loss_bbox_dn_pre: 0.2397 (0.2478) loss_bbox_enc_0: 0.2150 (0.2233) loss_bbox_pre: 0.1789 (0.1879) loss_dfl: 0.9753 (0.9614) loss_fgl_aux_0: 0.9983 (0.9940) loss_fgl_aux_1: 0.9787 (0.9639) loss_fgl_aux_2: 0.9751 (0.9615) loss_fgl_aux_3: 0.9755 (0.9614) loss_fgl_aux_4: 0.9754 (0.9614) loss_fgl_dn_0: 1.0905 (1.0885) loss_fgl_dn_1: 0.9884 (0.9851) loss_fgl_dn_2: 0.9810 (0.9763) loss_fgl_dn_3: 0.9818 (0.9770) loss_fgl_dn_4: 0.9820 (0.9775) loss_fgl_dn_5: 0.9820 (0.9775) loss_giou: 0.5083 (0.5618) loss_giou_aux_0: 0.5346 (0.5874) loss_giou_aux_1: 0.5112 (0.5674) loss_giou_aux_2: 0.5101 (0.5627) loss_giou_aux_3: 0.5089 (0.5620) loss_giou_aux_4: 0.5083 (0.5618) loss_giou_dn_0: 0.5488 (0.5702) loss_giou_dn_1: 0.4313 (0.4590) loss_giou_dn_2: 0.4155 (0.4420) loss_giou_dn_3: 0.4101 (0.4374) loss_giou_dn_4: 0.4086 (0.4365) loss_giou_dn_5: 0.4085 (0.4365) loss_giou_dn_pre: 0.5486 (0.5694) loss_giou_enc_0: 0.6201 (0.6621) loss_giou_pre: 0.5342 (0.5858) loss_ddf_aux_0: 0.0527 (0.0530) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2686 (0.2509) loss_ddf_dn_1: 0.0329 (0.0327) loss_ddf_dn_2: 0.0067 (0.0068) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6507 (0.6633) loss_vfl_aux_0: 0.7299 (0.7333) loss_vfl_aux_1: 0.6974 (0.7103) loss_vfl_aux_2: 0.6779 (0.6908) loss_vfl_aux_3: 0.6606 (0.6737) loss_vfl_aux_4: 0.6513 (0.6651) loss_vfl_dn_0: 0.4830 (0.4887) loss_vfl_dn_1: 0.4164 (0.4231) loss_vfl_dn_2: 0.3997 (0.4075) loss_vfl_dn_3: 0.3920 (0.3991) loss_vfl_dn_4: 0.3905 (0.3961) loss_vfl_dn_5: 0.3909 (0.3956) loss_vfl_dn_pre: 0.4838 (0.4892) loss_vfl_enc_0: 0.7177 (0.7368) loss_vfl_pre: 0.7278 (0.7357) time: 0.7260 data: 0.0281 max mem: 9084 Epoch: [37] [3200/3696] eta: 0:06:51 lr: 0.000013 loss: 31.7607 (31.5667) loss_bbox: 0.1588 (0.1748) loss_bbox_aux_0: 0.1702 (0.1875) loss_bbox_aux_1: 0.1610 (0.1776) loss_bbox_aux_2: 0.1589 (0.1753) loss_bbox_aux_3: 0.1592 (0.1749) loss_bbox_aux_4: 0.1589 (0.1748) loss_bbox_dn_0: 0.2139 (0.2419) loss_bbox_dn_1: 0.1609 (0.1795) loss_bbox_dn_2: 0.1517 (0.1693) loss_bbox_dn_3: 0.1501 (0.1661) loss_bbox_dn_4: 0.1499 (0.1655) loss_bbox_dn_5: 0.1499 (0.1655) loss_bbox_dn_pre: 0.2205 (0.2476) loss_bbox_enc_0: 0.1986 (0.2232) loss_bbox_pre: 0.1695 (0.1878) loss_dfl: 0.9662 (0.9614) loss_fgl_aux_0: 0.9946 (0.9941) loss_fgl_aux_1: 0.9689 (0.9640) loss_fgl_aux_2: 0.9657 (0.9616) loss_fgl_aux_3: 0.9662 (0.9615) loss_fgl_aux_4: 0.9663 (0.9614) loss_fgl_dn_0: 1.0858 (1.0884) loss_fgl_dn_1: 0.9929 (0.9852) loss_fgl_dn_2: 0.9865 (0.9764) loss_fgl_dn_3: 0.9873 (0.9771) loss_fgl_dn_4: 0.9875 (0.9776) loss_fgl_dn_5: 0.9876 (0.9776) loss_giou: 0.6003 (0.5622) loss_giou_aux_0: 0.6353 (0.5878) loss_giou_aux_1: 0.6060 (0.5678) loss_giou_aux_2: 0.6004 (0.5631) loss_giou_aux_3: 0.6006 (0.5624) loss_giou_aux_4: 0.6008 (0.5622) loss_giou_dn_0: 0.5902 (0.5704) loss_giou_dn_1: 0.4802 (0.4593) loss_giou_dn_2: 0.4664 (0.4423) loss_giou_dn_3: 0.4616 (0.4377) loss_giou_dn_4: 0.4615 (0.4367) loss_giou_dn_5: 0.4614 (0.4367) loss_giou_dn_pre: 0.5896 (0.5696) loss_giou_enc_0: 0.7077 (0.6625) loss_giou_pre: 0.6319 (0.5862) loss_ddf_aux_0: 0.0530 (0.0530) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2454 (0.2510) loss_ddf_dn_1: 0.0311 (0.0327) loss_ddf_dn_2: 0.0062 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6399 (0.6634) loss_vfl_aux_0: 0.7216 (0.7334) loss_vfl_aux_1: 0.6992 (0.7102) loss_vfl_aux_2: 0.6654 (0.6907) loss_vfl_aux_3: 0.6555 (0.6738) loss_vfl_aux_4: 0.6440 (0.6652) loss_vfl_dn_0: 0.4854 (0.4887) loss_vfl_dn_1: 0.4241 (0.4231) loss_vfl_dn_2: 0.4128 (0.4075) loss_vfl_dn_3: 0.4052 (0.3991) loss_vfl_dn_4: 0.4008 (0.3962) loss_vfl_dn_5: 0.4023 (0.3957) loss_vfl_dn_pre: 0.4863 (0.4892) loss_vfl_enc_0: 0.7212 (0.7368) loss_vfl_pre: 0.7228 (0.7358) time: 3.0747 data: 0.0227 max mem: 9084 Epoch: [37] [3300/3696] eta: 0:05:27 lr: 0.000013 loss: 30.8010 (31.5595) loss_bbox: 0.1707 (0.1748) loss_bbox_aux_0: 0.1795 (0.1875) loss_bbox_aux_1: 0.1724 (0.1776) loss_bbox_aux_2: 0.1704 (0.1753) loss_bbox_aux_3: 0.1706 (0.1749) loss_bbox_aux_4: 0.1707 (0.1748) loss_bbox_dn_0: 0.2332 (0.2420) loss_bbox_dn_1: 0.1703 (0.1796) loss_bbox_dn_2: 0.1609 (0.1693) loss_bbox_dn_3: 0.1560 (0.1661) loss_bbox_dn_4: 0.1555 (0.1655) loss_bbox_dn_5: 0.1554 (0.1655) loss_bbox_dn_pre: 0.2378 (0.2477) loss_bbox_enc_0: 0.2217 (0.2233) loss_bbox_pre: 0.1803 (0.1878) loss_dfl: 0.9413 (0.9613) loss_fgl_aux_0: 0.9842 (0.9940) loss_fgl_aux_1: 0.9506 (0.9639) loss_fgl_aux_2: 0.9425 (0.9615) loss_fgl_aux_3: 0.9413 (0.9613) loss_fgl_aux_4: 0.9412 (0.9613) loss_fgl_dn_0: 1.0888 (1.0884) loss_fgl_dn_1: 0.9854 (0.9851) loss_fgl_dn_2: 0.9768 (0.9763) loss_fgl_dn_3: 0.9783 (0.9770) loss_fgl_dn_4: 0.9792 (0.9774) loss_fgl_dn_5: 0.9791 (0.9775) loss_giou: 0.5427 (0.5619) loss_giou_aux_0: 0.5659 (0.5874) loss_giou_aux_1: 0.5484 (0.5674) loss_giou_aux_2: 0.5462 (0.5628) loss_giou_aux_3: 0.5422 (0.5620) loss_giou_aux_4: 0.5422 (0.5619) loss_giou_dn_0: 0.5537 (0.5702) loss_giou_dn_1: 0.4493 (0.4590) loss_giou_dn_2: 0.4281 (0.4420) loss_giou_dn_3: 0.4256 (0.4374) loss_giou_dn_4: 0.4256 (0.4365) loss_giou_dn_5: 0.4257 (0.4365) loss_giou_dn_pre: 0.5514 (0.5693) loss_giou_enc_0: 0.6410 (0.6621) loss_giou_pre: 0.5671 (0.5858) loss_ddf_aux_0: 0.0467 (0.0530) loss_ddf_aux_1: 0.0066 (0.0073) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2450 (0.2511) loss_ddf_dn_1: 0.0339 (0.0327) loss_ddf_dn_2: 0.0068 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6367 (0.6632) loss_vfl_aux_0: 0.6942 (0.7333) loss_vfl_aux_1: 0.6630 (0.7101) loss_vfl_aux_2: 0.6583 (0.6905) loss_vfl_aux_3: 0.6470 (0.6736) loss_vfl_aux_4: 0.6280 (0.6649) loss_vfl_dn_0: 0.4819 (0.4886) loss_vfl_dn_1: 0.4149 (0.4231) loss_vfl_dn_2: 0.3982 (0.4074) loss_vfl_dn_3: 0.3917 (0.3991) loss_vfl_dn_4: 0.3876 (0.3961) loss_vfl_dn_5: 0.3867 (0.3956) loss_vfl_dn_pre: 0.4828 (0.4892) loss_vfl_enc_0: 0.7081 (0.7366) loss_vfl_pre: 0.7006 (0.7357) time: 0.7543 data: 0.0306 max mem: 9084 Epoch: [37] [3400/3696] eta: 0:04:04 lr: 0.000013 loss: 31.7508 (31.5631) loss_bbox: 0.1632 (0.1748) loss_bbox_aux_0: 0.1701 (0.1875) loss_bbox_aux_1: 0.1655 (0.1776) loss_bbox_aux_2: 0.1635 (0.1753) loss_bbox_aux_3: 0.1631 (0.1749) loss_bbox_aux_4: 0.1631 (0.1748) loss_bbox_dn_0: 0.2433 (0.2421) loss_bbox_dn_1: 0.1837 (0.1797) loss_bbox_dn_2: 0.1693 (0.1694) loss_bbox_dn_3: 0.1664 (0.1662) loss_bbox_dn_4: 0.1648 (0.1656) loss_bbox_dn_5: 0.1648 (0.1656) loss_bbox_dn_pre: 0.2485 (0.2478) loss_bbox_enc_0: 0.2104 (0.2233) loss_bbox_pre: 0.1700 (0.1878) loss_dfl: 0.9643 (0.9614) loss_fgl_aux_0: 0.9863 (0.9940) loss_fgl_aux_1: 0.9683 (0.9640) loss_fgl_aux_2: 0.9648 (0.9616) loss_fgl_aux_3: 0.9647 (0.9614) loss_fgl_aux_4: 0.9642 (0.9614) loss_fgl_dn_0: 1.0876 (1.0884) loss_fgl_dn_1: 0.9991 (0.9851) loss_fgl_dn_2: 0.9851 (0.9763) loss_fgl_dn_3: 0.9843 (0.9771) loss_fgl_dn_4: 0.9850 (0.9775) loss_fgl_dn_5: 0.9851 (0.9775) loss_giou: 0.5846 (0.5619) loss_giou_aux_0: 0.6088 (0.5874) loss_giou_aux_1: 0.5939 (0.5675) loss_giou_aux_2: 0.5858 (0.5628) loss_giou_aux_3: 0.5842 (0.5621) loss_giou_aux_4: 0.5845 (0.5620) loss_giou_dn_0: 0.5799 (0.5702) loss_giou_dn_1: 0.4754 (0.4591) loss_giou_dn_2: 0.4556 (0.4421) loss_giou_dn_3: 0.4510 (0.4375) loss_giou_dn_4: 0.4510 (0.4366) loss_giou_dn_5: 0.4510 (0.4366) loss_giou_dn_pre: 0.5836 (0.5694) loss_giou_enc_0: 0.6802 (0.6622) loss_giou_pre: 0.6082 (0.5859) loss_ddf_aux_0: 0.0529 (0.0530) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2488 (0.2511) loss_ddf_dn_1: 0.0307 (0.0327) loss_ddf_dn_2: 0.0067 (0.0068) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6722 (0.6634) loss_vfl_aux_0: 0.7266 (0.7334) loss_vfl_aux_1: 0.7062 (0.7102) loss_vfl_aux_2: 0.6907 (0.6906) loss_vfl_aux_3: 0.6770 (0.6738) loss_vfl_aux_4: 0.6724 (0.6651) loss_vfl_dn_0: 0.4913 (0.4887) loss_vfl_dn_1: 0.4255 (0.4231) loss_vfl_dn_2: 0.4114 (0.4075) loss_vfl_dn_3: 0.4014 (0.3991) loss_vfl_dn_4: 0.3997 (0.3962) loss_vfl_dn_5: 0.3989 (0.3957) loss_vfl_dn_pre: 0.4913 (0.4892) loss_vfl_enc_0: 0.7406 (0.7367) loss_vfl_pre: 0.7284 (0.7358) time: 0.7610 data: 0.0288 max mem: 9084 Epoch: [37] [3500/3696] eta: 0:02:41 lr: 0.000013 loss: 31.2751 (31.5643) loss_bbox: 0.1575 (0.1748) loss_bbox_aux_0: 0.1709 (0.1875) loss_bbox_aux_1: 0.1593 (0.1776) loss_bbox_aux_2: 0.1566 (0.1753) loss_bbox_aux_3: 0.1578 (0.1749) loss_bbox_aux_4: 0.1576 (0.1748) loss_bbox_dn_0: 0.2540 (0.2422) loss_bbox_dn_1: 0.1815 (0.1798) loss_bbox_dn_2: 0.1676 (0.1695) loss_bbox_dn_3: 0.1640 (0.1663) loss_bbox_dn_4: 0.1634 (0.1657) loss_bbox_dn_5: 0.1633 (0.1657) loss_bbox_dn_pre: 0.2600 (0.2479) loss_bbox_enc_0: 0.2042 (0.2233) loss_bbox_pre: 0.1709 (0.1878) loss_dfl: 0.9610 (0.9614) loss_fgl_aux_0: 0.9941 (0.9940) loss_fgl_aux_1: 0.9673 (0.9640) loss_fgl_aux_2: 0.9620 (0.9616) loss_fgl_aux_3: 0.9611 (0.9614) loss_fgl_aux_4: 0.9611 (0.9614) loss_fgl_dn_0: 1.0873 (1.0884) loss_fgl_dn_1: 0.9800 (0.9851) loss_fgl_dn_2: 0.9675 (0.9763) loss_fgl_dn_3: 0.9687 (0.9770) loss_fgl_dn_4: 0.9691 (0.9774) loss_fgl_dn_5: 0.9691 (0.9774) loss_giou: 0.5164 (0.5618) loss_giou_aux_0: 0.5501 (0.5872) loss_giou_aux_1: 0.5271 (0.5673) loss_giou_aux_2: 0.5198 (0.5627) loss_giou_aux_3: 0.5170 (0.5619) loss_giou_aux_4: 0.5166 (0.5618) loss_giou_dn_0: 0.5541 (0.5702) loss_giou_dn_1: 0.4441 (0.4590) loss_giou_dn_2: 0.4328 (0.4420) loss_giou_dn_3: 0.4310 (0.4374) loss_giou_dn_4: 0.4298 (0.4365) loss_giou_dn_5: 0.4297 (0.4365) loss_giou_dn_pre: 0.5506 (0.5694) loss_giou_enc_0: 0.6321 (0.6621) loss_giou_pre: 0.5474 (0.5857) loss_ddf_aux_0: 0.0511 (0.0530) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2481 (0.2510) loss_ddf_dn_1: 0.0340 (0.0327) loss_ddf_dn_2: 0.0064 (0.0067) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6581 (0.6636) loss_vfl_aux_0: 0.7261 (0.7336) loss_vfl_aux_1: 0.7030 (0.7106) loss_vfl_aux_2: 0.6914 (0.6910) loss_vfl_aux_3: 0.6624 (0.6741) loss_vfl_aux_4: 0.6603 (0.6654) loss_vfl_dn_0: 0.4899 (0.4887) loss_vfl_dn_1: 0.4235 (0.4231) loss_vfl_dn_2: 0.4063 (0.4075) loss_vfl_dn_3: 0.3961 (0.3991) loss_vfl_dn_4: 0.3953 (0.3962) loss_vfl_dn_5: 0.3945 (0.3956) loss_vfl_dn_pre: 0.4904 (0.4892) loss_vfl_enc_0: 0.7291 (0.7369) loss_vfl_pre: 0.7277 (0.7360) time: 0.7608 data: 0.0317 max mem: 9084 Epoch: [37] [3600/3696] eta: 0:01:19 lr: 0.000013 loss: 31.6463 (31.5643) loss_bbox: 0.1778 (0.1749) loss_bbox_aux_0: 0.1897 (0.1876) loss_bbox_aux_1: 0.1792 (0.1776) loss_bbox_aux_2: 0.1781 (0.1754) loss_bbox_aux_3: 0.1780 (0.1749) loss_bbox_aux_4: 0.1779 (0.1749) loss_bbox_dn_0: 0.2511 (0.2424) loss_bbox_dn_1: 0.1838 (0.1798) loss_bbox_dn_2: 0.1729 (0.1695) loss_bbox_dn_3: 0.1717 (0.1663) loss_bbox_dn_4: 0.1715 (0.1657) loss_bbox_dn_5: 0.1716 (0.1657) loss_bbox_dn_pre: 0.2606 (0.2481) loss_bbox_enc_0: 0.2324 (0.2234) loss_bbox_pre: 0.1907 (0.1879) loss_dfl: 0.9405 (0.9611) loss_fgl_aux_0: 0.9734 (0.9937) loss_fgl_aux_1: 0.9440 (0.9636) loss_fgl_aux_2: 0.9408 (0.9612) loss_fgl_aux_3: 0.9411 (0.9611) loss_fgl_aux_4: 0.9405 (0.9611) loss_fgl_dn_0: 1.0868 (1.0883) loss_fgl_dn_1: 0.9762 (0.9850) loss_fgl_dn_2: 0.9664 (0.9762) loss_fgl_dn_3: 0.9674 (0.9769) loss_fgl_dn_4: 0.9676 (0.9773) loss_fgl_dn_5: 0.9677 (0.9774) loss_giou: 0.5531 (0.5622) loss_giou_aux_0: 0.5806 (0.5876) loss_giou_aux_1: 0.5577 (0.5677) loss_giou_aux_2: 0.5557 (0.5631) loss_giou_aux_3: 0.5538 (0.5623) loss_giou_aux_4: 0.5531 (0.5622) loss_giou_dn_0: 0.5683 (0.5704) loss_giou_dn_1: 0.4572 (0.4592) loss_giou_dn_2: 0.4367 (0.4421) loss_giou_dn_3: 0.4347 (0.4376) loss_giou_dn_4: 0.4336 (0.4366) loss_giou_dn_5: 0.4335 (0.4366) loss_giou_dn_pre: 0.5678 (0.5696) loss_giou_enc_0: 0.6470 (0.6624) loss_giou_pre: 0.5771 (0.5861) loss_ddf_aux_0: 0.0535 (0.0530) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2532 (0.2513) loss_ddf_dn_1: 0.0344 (0.0328) loss_ddf_dn_2: 0.0068 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6608 (0.6634) loss_vfl_aux_0: 0.7248 (0.7333) loss_vfl_aux_1: 0.7054 (0.7103) loss_vfl_aux_2: 0.7020 (0.6908) loss_vfl_aux_3: 0.6855 (0.6738) loss_vfl_aux_4: 0.6610 (0.6652) loss_vfl_dn_0: 0.4869 (0.4887) loss_vfl_dn_1: 0.4200 (0.4231) loss_vfl_dn_2: 0.4040 (0.4075) loss_vfl_dn_3: 0.3933 (0.3991) loss_vfl_dn_4: 0.3909 (0.3961) loss_vfl_dn_5: 0.3901 (0.3956) loss_vfl_dn_pre: 0.4877 (0.4892) loss_vfl_enc_0: 0.7393 (0.7367) loss_vfl_pre: 0.7292 (0.7356) time: 0.7500 data: 0.0314 max mem: 9084 Epoch: [37] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 31.8191 (31.5677) loss_bbox: 0.1740 (0.1750) loss_bbox_aux_0: 0.1829 (0.1877) loss_bbox_aux_1: 0.1758 (0.1777) loss_bbox_aux_2: 0.1739 (0.1755) loss_bbox_aux_3: 0.1743 (0.1751) loss_bbox_aux_4: 0.1739 (0.1750) loss_bbox_dn_0: 0.2331 (0.2426) loss_bbox_dn_1: 0.1768 (0.1800) loss_bbox_dn_2: 0.1699 (0.1697) loss_bbox_dn_3: 0.1655 (0.1665) loss_bbox_dn_4: 0.1660 (0.1659) loss_bbox_dn_5: 0.1659 (0.1659) loss_bbox_dn_pre: 0.2404 (0.2483) loss_bbox_enc_0: 0.2190 (0.2235) loss_bbox_pre: 0.1834 (0.1880) loss_dfl: 0.9598 (0.9609) loss_fgl_aux_0: 0.9887 (0.9936) loss_fgl_aux_1: 0.9643 (0.9635) loss_fgl_aux_2: 0.9600 (0.9611) loss_fgl_aux_3: 0.9591 (0.9610) loss_fgl_aux_4: 0.9597 (0.9609) loss_fgl_dn_0: 1.0852 (1.0883) loss_fgl_dn_1: 0.9893 (0.9850) loss_fgl_dn_2: 0.9841 (0.9762) loss_fgl_dn_3: 0.9850 (0.9769) loss_fgl_dn_4: 0.9859 (0.9773) loss_fgl_dn_5: 0.9859 (0.9773) loss_giou: 0.5993 (0.5623) loss_giou_aux_0: 0.6221 (0.5877) loss_giou_aux_1: 0.5991 (0.5678) loss_giou_aux_2: 0.5989 (0.5632) loss_giou_aux_3: 0.5988 (0.5624) loss_giou_aux_4: 0.5993 (0.5623) loss_giou_dn_0: 0.5909 (0.5705) loss_giou_dn_1: 0.4795 (0.4593) loss_giou_dn_2: 0.4617 (0.4422) loss_giou_dn_3: 0.4534 (0.4376) loss_giou_dn_4: 0.4513 (0.4367) loss_giou_dn_5: 0.4513 (0.4367) loss_giou_dn_pre: 0.5919 (0.5697) loss_giou_enc_0: 0.6952 (0.6625) loss_giou_pre: 0.6196 (0.5861) loss_ddf_aux_0: 0.0530 (0.0530) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2491 (0.2513) loss_ddf_dn_1: 0.0346 (0.0328) loss_ddf_dn_2: 0.0071 (0.0068) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6528 (0.6634) loss_vfl_aux_0: 0.7129 (0.7333) loss_vfl_aux_1: 0.6945 (0.7104) loss_vfl_aux_2: 0.6715 (0.6909) loss_vfl_aux_3: 0.6625 (0.6739) loss_vfl_aux_4: 0.6487 (0.6652) loss_vfl_dn_0: 0.4890 (0.4887) loss_vfl_dn_1: 0.4238 (0.4232) loss_vfl_dn_2: 0.4067 (0.4075) loss_vfl_dn_3: 0.4002 (0.3992) loss_vfl_dn_4: 0.3994 (0.3962) loss_vfl_dn_5: 0.3974 (0.3957) loss_vfl_dn_pre: 0.4890 (0.4892) loss_vfl_enc_0: 0.7047 (0.7367) loss_vfl_pre: 0.7192 (0.7356) time: 0.7142 data: 0.0271 max mem: 9084 Epoch: [37] Total time: 0:50:35 (0.8212 s / it) Averaged stats: lr: 0.000013 loss: 31.8191 (31.5677) loss_bbox: 0.1740 (0.1750) loss_bbox_aux_0: 0.1829 (0.1877) loss_bbox_aux_1: 0.1758 (0.1777) loss_bbox_aux_2: 0.1739 (0.1755) loss_bbox_aux_3: 0.1743 (0.1751) loss_bbox_aux_4: 0.1739 (0.1750) loss_bbox_dn_0: 0.2331 (0.2426) loss_bbox_dn_1: 0.1768 (0.1800) loss_bbox_dn_2: 0.1699 (0.1697) loss_bbox_dn_3: 0.1655 (0.1665) loss_bbox_dn_4: 0.1660 (0.1659) loss_bbox_dn_5: 0.1659 (0.1659) loss_bbox_dn_pre: 0.2404 (0.2483) loss_bbox_enc_0: 0.2190 (0.2235) loss_bbox_pre: 0.1834 (0.1880) loss_dfl: 0.9598 (0.9609) loss_fgl_aux_0: 0.9887 (0.9936) loss_fgl_aux_1: 0.9643 (0.9635) loss_fgl_aux_2: 0.9600 (0.9611) loss_fgl_aux_3: 0.9591 (0.9610) loss_fgl_aux_4: 0.9597 (0.9609) loss_fgl_dn_0: 1.0852 (1.0883) loss_fgl_dn_1: 0.9893 (0.9850) loss_fgl_dn_2: 0.9841 (0.9762) loss_fgl_dn_3: 0.9850 (0.9769) loss_fgl_dn_4: 0.9859 (0.9773) loss_fgl_dn_5: 0.9859 (0.9773) loss_giou: 0.5993 (0.5623) loss_giou_aux_0: 0.6221 (0.5877) loss_giou_aux_1: 0.5991 (0.5678) loss_giou_aux_2: 0.5989 (0.5632) loss_giou_aux_3: 0.5988 (0.5624) loss_giou_aux_4: 0.5993 (0.5623) loss_giou_dn_0: 0.5909 (0.5705) loss_giou_dn_1: 0.4795 (0.4593) loss_giou_dn_2: 0.4617 (0.4422) loss_giou_dn_3: 0.4534 (0.4376) loss_giou_dn_4: 0.4513 (0.4367) loss_giou_dn_5: 0.4513 (0.4367) loss_giou_dn_pre: 0.5919 (0.5697) loss_giou_enc_0: 0.6952 (0.6625) loss_giou_pre: 0.6196 (0.5861) loss_ddf_aux_0: 0.0530 (0.0530) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2491 (0.2513) loss_ddf_dn_1: 0.0346 (0.0328) loss_ddf_dn_2: 0.0071 (0.0068) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6528 (0.6634) loss_vfl_aux_0: 0.7129 (0.7333) loss_vfl_aux_1: 0.6945 (0.7104) loss_vfl_aux_2: 0.6715 (0.6909) loss_vfl_aux_3: 0.6625 (0.6739) loss_vfl_aux_4: 0.6487 (0.6652) loss_vfl_dn_0: 0.4890 (0.4887) loss_vfl_dn_1: 0.4238 (0.4232) loss_vfl_dn_2: 0.4067 (0.4075) loss_vfl_dn_3: 0.4002 (0.3992) loss_vfl_dn_4: 0.3994 (0.3962) loss_vfl_dn_5: 0.3974 (0.3957) loss_vfl_dn_pre: 0.4890 (0.4892) loss_vfl_enc_0: 0.7047 (0.7367) loss_vfl_pre: 0.7192 (0.7356) Test: [ 0/79] eta: 0:03:05 time: 2.3490 data: 1.7945 max mem: 9084 Test: [10/79] eta: 0:00:52 time: 0.7615 data: 0.2246 max mem: 9084 Test: [20/79] eta: 0:00:40 time: 0.6078 data: 0.0673 max mem: 9084 Test: [30/79] eta: 0:00:35 time: 0.7110 data: 0.0614 max mem: 9084 Test: [40/79] eta: 0:00:27 time: 0.7101 data: 0.0585 max mem: 9084 Test: [50/79] eta: 0:00:19 time: 0.6121 data: 0.0623 max mem: 9084 Test: [60/79] eta: 0:00:13 time: 0.7188 data: 0.0652 max mem: 9084 Test: [70/79] eta: 0:00:06 time: 0.7010 data: 0.0610 max mem: 9084 Test: [78/79] eta: 0:00:00 time: 0.5564 data: 0.0581 max mem: 9084 Test: Total time: 0:00:53 (0.6760 s / it) Averaged stats: Accumulating evaluation results... DONE (t=23.58s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.532 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.708 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.578 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.347 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.575 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.713 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.392 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.661 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.558 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.774 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.894 best_stat: {'epoch': 36, 'coco_eval_bbox': 0.5324923182953851} Epoch: [38] [ 0/3696] eta: 5:46:33 lr: 0.000013 loss: 30.9488 (30.9488) loss_bbox: 0.1697 (0.1697) loss_bbox_aux_0: 0.1794 (0.1794) loss_bbox_aux_1: 0.1730 (0.1730) loss_bbox_aux_2: 0.1703 (0.1703) loss_bbox_aux_3: 0.1698 (0.1698) loss_bbox_aux_4: 0.1697 (0.1697) loss_bbox_dn_0: 0.2213 (0.2213) loss_bbox_dn_1: 0.1673 (0.1673) loss_bbox_dn_2: 0.1584 (0.1584) loss_bbox_dn_3: 0.1570 (0.1570) loss_bbox_dn_4: 0.1571 (0.1571) loss_bbox_dn_5: 0.1571 (0.1571) loss_bbox_dn_pre: 0.2312 (0.2312) loss_bbox_enc_0: 0.2180 (0.2180) loss_bbox_pre: 0.1768 (0.1768) loss_dfl: 1.0160 (1.0160) loss_fgl_aux_0: 1.0547 (1.0547) loss_fgl_aux_1: 1.0190 (1.0190) loss_fgl_aux_2: 1.0165 (1.0165) loss_fgl_aux_3: 1.0158 (1.0158) loss_fgl_aux_4: 1.0159 (1.0159) loss_fgl_dn_0: 1.1070 (1.1070) loss_fgl_dn_1: 0.9976 (0.9976) loss_fgl_dn_2: 0.9849 (0.9849) loss_fgl_dn_3: 0.9842 (0.9842) loss_fgl_dn_4: 0.9850 (0.9850) loss_fgl_dn_5: 0.9850 (0.9850) loss_giou: 0.4816 (0.4816) loss_giou_aux_0: 0.5067 (0.5067) loss_giou_aux_1: 0.4873 (0.4873) loss_giou_aux_2: 0.4815 (0.4815) loss_giou_aux_3: 0.4817 (0.4817) loss_giou_aux_4: 0.4817 (0.4817) loss_giou_dn_0: 0.5349 (0.5349) loss_giou_dn_1: 0.4250 (0.4250) loss_giou_dn_2: 0.4088 (0.4088) loss_giou_dn_3: 0.4088 (0.4088) loss_giou_dn_4: 0.4079 (0.4079) loss_giou_dn_5: 0.4080 (0.4080) loss_giou_dn_pre: 0.5362 (0.5362) loss_giou_enc_0: 0.5865 (0.5865) loss_giou_pre: 0.5032 (0.5032) loss_ddf_aux_0: 0.0542 (0.0542) loss_ddf_aux_1: 0.0082 (0.0082) loss_ddf_aux_2: 0.0013 (0.0013) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2637 (0.2637) loss_ddf_dn_1: 0.0347 (0.0347) loss_ddf_dn_2: 0.0065 (0.0065) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6497 (0.6497) loss_vfl_aux_0: 0.7442 (0.7442) loss_vfl_aux_1: 0.7131 (0.7131) loss_vfl_aux_2: 0.6821 (0.6821) loss_vfl_aux_3: 0.6475 (0.6475) loss_vfl_aux_4: 0.6472 (0.6472) loss_vfl_dn_0: 0.4889 (0.4889) loss_vfl_dn_1: 0.4259 (0.4259) loss_vfl_dn_2: 0.4131 (0.4131) loss_vfl_dn_3: 0.4029 (0.4029) loss_vfl_dn_4: 0.4012 (0.4012) loss_vfl_dn_5: 0.4019 (0.4019) loss_vfl_dn_pre: 0.4885 (0.4885) loss_vfl_enc_0: 0.7293 (0.7293) loss_vfl_pre: 0.7460 (0.7460) time: 5.6259 data: 1.5354 max mem: 9084 Epoch: [38] [ 100/3696] eta: 0:49:05 lr: 0.000013 loss: 31.3907 (31.4322) loss_bbox: 0.1646 (0.1752) loss_bbox_aux_0: 0.1720 (0.1881) loss_bbox_aux_1: 0.1638 (0.1779) loss_bbox_aux_2: 0.1651 (0.1755) loss_bbox_aux_3: 0.1646 (0.1752) loss_bbox_aux_4: 0.1646 (0.1752) loss_bbox_dn_0: 0.2337 (0.2442) loss_bbox_dn_1: 0.1618 (0.1820) loss_bbox_dn_2: 0.1538 (0.1716) loss_bbox_dn_3: 0.1504 (0.1685) loss_bbox_dn_4: 0.1497 (0.1679) loss_bbox_dn_5: 0.1497 (0.1679) loss_bbox_dn_pre: 0.2362 (0.2501) loss_bbox_enc_0: 0.2075 (0.2248) loss_bbox_pre: 0.1715 (0.1883) loss_dfl: 0.9485 (0.9588) loss_fgl_aux_0: 0.9824 (0.9919) loss_fgl_aux_1: 0.9506 (0.9611) loss_fgl_aux_2: 0.9473 (0.9589) loss_fgl_aux_3: 0.9484 (0.9589) loss_fgl_aux_4: 0.9484 (0.9588) loss_fgl_dn_0: 1.0743 (1.0860) loss_fgl_dn_1: 0.9769 (0.9812) loss_fgl_dn_2: 0.9680 (0.9720) loss_fgl_dn_3: 0.9696 (0.9729) loss_fgl_dn_4: 0.9701 (0.9734) loss_fgl_dn_5: 0.9701 (0.9734) loss_giou: 0.5369 (0.5588) loss_giou_aux_0: 0.5658 (0.5850) loss_giou_aux_1: 0.5414 (0.5649) loss_giou_aux_2: 0.5385 (0.5599) loss_giou_aux_3: 0.5363 (0.5588) loss_giou_aux_4: 0.5369 (0.5588) loss_giou_dn_0: 0.5895 (0.5645) loss_giou_dn_1: 0.4763 (0.4547) loss_giou_dn_2: 0.4563 (0.4376) loss_giou_dn_3: 0.4506 (0.4330) loss_giou_dn_4: 0.4500 (0.4321) loss_giou_dn_5: 0.4499 (0.4321) loss_giou_dn_pre: 0.5865 (0.5639) loss_giou_enc_0: 0.6684 (0.6612) loss_giou_pre: 0.5637 (0.5833) loss_ddf_aux_0: 0.0555 (0.0545) loss_ddf_aux_1: 0.0073 (0.0075) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2438 (0.2561) loss_ddf_dn_1: 0.0334 (0.0348) loss_ddf_dn_2: 0.0070 (0.0072) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6308 (0.6574) loss_vfl_aux_0: 0.6943 (0.7245) loss_vfl_aux_1: 0.6634 (0.7045) loss_vfl_aux_2: 0.6567 (0.6869) loss_vfl_aux_3: 0.6280 (0.6650) loss_vfl_aux_4: 0.6381 (0.6597) loss_vfl_dn_0: 0.4828 (0.4888) loss_vfl_dn_1: 0.4210 (0.4215) loss_vfl_dn_2: 0.4075 (0.4056) loss_vfl_dn_3: 0.4020 (0.3972) loss_vfl_dn_4: 0.3933 (0.3936) loss_vfl_dn_5: 0.3930 (0.3933) loss_vfl_dn_pre: 0.4838 (0.4890) loss_vfl_enc_0: 0.7098 (0.7271) loss_vfl_pre: 0.7029 (0.7272) time: 0.7525 data: 0.0308 max mem: 9084 Epoch: [38] [ 200/3696] eta: 0:46:38 lr: 0.000013 loss: 31.3482 (31.4103) loss_bbox: 0.1678 (0.1749) loss_bbox_aux_0: 0.1763 (0.1880) loss_bbox_aux_1: 0.1691 (0.1775) loss_bbox_aux_2: 0.1668 (0.1752) loss_bbox_aux_3: 0.1678 (0.1749) loss_bbox_aux_4: 0.1679 (0.1749) loss_bbox_dn_0: 0.2391 (0.2408) loss_bbox_dn_1: 0.1735 (0.1784) loss_bbox_dn_2: 0.1604 (0.1680) loss_bbox_dn_3: 0.1597 (0.1647) loss_bbox_dn_4: 0.1580 (0.1639) loss_bbox_dn_5: 0.1586 (0.1639) loss_bbox_dn_pre: 0.2452 (0.2467) loss_bbox_enc_0: 0.2073 (0.2240) loss_bbox_pre: 0.1767 (0.1882) loss_dfl: 0.9784 (0.9589) loss_fgl_aux_0: 1.0063 (0.9922) loss_fgl_aux_1: 0.9803 (0.9614) loss_fgl_aux_2: 0.9803 (0.9590) loss_fgl_aux_3: 0.9789 (0.9590) loss_fgl_aux_4: 0.9785 (0.9589) loss_fgl_dn_0: 1.0887 (1.0871) loss_fgl_dn_1: 0.9945 (0.9822) loss_fgl_dn_2: 0.9857 (0.9733) loss_fgl_dn_3: 0.9850 (0.9742) loss_fgl_dn_4: 0.9853 (0.9746) loss_fgl_dn_5: 0.9856 (0.9747) loss_giou: 0.5329 (0.5604) loss_giou_aux_0: 0.5597 (0.5864) loss_giou_aux_1: 0.5397 (0.5662) loss_giou_aux_2: 0.5325 (0.5616) loss_giou_aux_3: 0.5318 (0.5605) loss_giou_aux_4: 0.5315 (0.5604) loss_giou_dn_0: 0.5730 (0.5652) loss_giou_dn_1: 0.4562 (0.4549) loss_giou_dn_2: 0.4395 (0.4378) loss_giou_dn_3: 0.4363 (0.4330) loss_giou_dn_4: 0.4354 (0.4321) loss_giou_dn_5: 0.4357 (0.4320) loss_giou_dn_pre: 0.5727 (0.5646) loss_giou_enc_0: 0.6321 (0.6611) loss_giou_pre: 0.5587 (0.5848) loss_ddf_aux_0: 0.0501 (0.0540) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2384 (0.2544) loss_ddf_dn_1: 0.0296 (0.0346) loss_ddf_dn_2: 0.0061 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6714 (0.6545) loss_vfl_aux_0: 0.7260 (0.7236) loss_vfl_aux_1: 0.7028 (0.7016) loss_vfl_aux_2: 0.6873 (0.6843) loss_vfl_aux_3: 0.6771 (0.6639) loss_vfl_aux_4: 0.6743 (0.6565) loss_vfl_dn_0: 0.4897 (0.4889) loss_vfl_dn_1: 0.4224 (0.4216) loss_vfl_dn_2: 0.4088 (0.4055) loss_vfl_dn_3: 0.4036 (0.3970) loss_vfl_dn_4: 0.4028 (0.3939) loss_vfl_dn_5: 0.4025 (0.3935) loss_vfl_dn_pre: 0.4903 (0.4893) loss_vfl_enc_0: 0.7458 (0.7293) loss_vfl_pre: 0.7306 (0.7258) time: 0.7195 data: 0.0233 max mem: 9084 Epoch: [38] [ 300/3696] eta: 0:44:11 lr: 0.000013 loss: 31.7383 (31.3864) loss_bbox: 0.1794 (0.1761) loss_bbox_aux_0: 0.1861 (0.1893) loss_bbox_aux_1: 0.1810 (0.1788) loss_bbox_aux_2: 0.1802 (0.1765) loss_bbox_aux_3: 0.1796 (0.1762) loss_bbox_aux_4: 0.1794 (0.1761) loss_bbox_dn_0: 0.2492 (0.2428) loss_bbox_dn_1: 0.1812 (0.1801) loss_bbox_dn_2: 0.1756 (0.1696) loss_bbox_dn_3: 0.1742 (0.1663) loss_bbox_dn_4: 0.1736 (0.1656) loss_bbox_dn_5: 0.1736 (0.1656) loss_bbox_dn_pre: 0.2550 (0.2487) loss_bbox_enc_0: 0.2206 (0.2259) loss_bbox_pre: 0.1868 (0.1895) loss_dfl: 0.9566 (0.9578) loss_fgl_aux_0: 0.9945 (0.9915) loss_fgl_aux_1: 0.9584 (0.9603) loss_fgl_aux_2: 0.9565 (0.9579) loss_fgl_aux_3: 0.9564 (0.9578) loss_fgl_aux_4: 0.9567 (0.9578) loss_fgl_dn_0: 1.0817 (1.0862) loss_fgl_dn_1: 0.9772 (0.9811) loss_fgl_dn_2: 0.9664 (0.9722) loss_fgl_dn_3: 0.9682 (0.9729) loss_fgl_dn_4: 0.9689 (0.9734) loss_fgl_dn_5: 0.9690 (0.9734) loss_giou: 0.5432 (0.5585) loss_giou_aux_0: 0.5700 (0.5845) loss_giou_aux_1: 0.5487 (0.5643) loss_giou_aux_2: 0.5453 (0.5597) loss_giou_aux_3: 0.5429 (0.5586) loss_giou_aux_4: 0.5428 (0.5586) loss_giou_dn_0: 0.5651 (0.5642) loss_giou_dn_1: 0.4444 (0.4538) loss_giou_dn_2: 0.4256 (0.4365) loss_giou_dn_3: 0.4225 (0.4319) loss_giou_dn_4: 0.4223 (0.4309) loss_giou_dn_5: 0.4222 (0.4309) loss_giou_dn_pre: 0.5662 (0.5635) loss_giou_enc_0: 0.6540 (0.6594) loss_giou_pre: 0.5684 (0.5829) loss_ddf_aux_0: 0.0545 (0.0541) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2600 (0.2538) loss_ddf_dn_1: 0.0349 (0.0345) loss_ddf_dn_2: 0.0072 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6552 (0.6531) loss_vfl_aux_0: 0.7483 (0.7250) loss_vfl_aux_1: 0.7271 (0.7015) loss_vfl_aux_2: 0.6927 (0.6828) loss_vfl_aux_3: 0.6775 (0.6623) loss_vfl_aux_4: 0.6732 (0.6549) loss_vfl_dn_0: 0.4882 (0.4881) loss_vfl_dn_1: 0.4153 (0.4206) loss_vfl_dn_2: 0.3986 (0.4043) loss_vfl_dn_3: 0.3917 (0.3960) loss_vfl_dn_4: 0.3881 (0.3928) loss_vfl_dn_5: 0.3875 (0.3924) loss_vfl_dn_pre: 0.4880 (0.4885) loss_vfl_enc_0: 0.7354 (0.7292) loss_vfl_pre: 0.7449 (0.7274) time: 0.7385 data: 0.0305 max mem: 9084 Epoch: [38] [ 400/3696] eta: 0:42:28 lr: 0.000013 loss: 31.0036 (31.3895) loss_bbox: 0.1645 (0.1753) loss_bbox_aux_0: 0.1747 (0.1884) loss_bbox_aux_1: 0.1663 (0.1781) loss_bbox_aux_2: 0.1650 (0.1758) loss_bbox_aux_3: 0.1643 (0.1754) loss_bbox_aux_4: 0.1645 (0.1753) loss_bbox_dn_0: 0.2243 (0.2418) loss_bbox_dn_1: 0.1703 (0.1791) loss_bbox_dn_2: 0.1605 (0.1687) loss_bbox_dn_3: 0.1555 (0.1654) loss_bbox_dn_4: 0.1549 (0.1647) loss_bbox_dn_5: 0.1548 (0.1647) loss_bbox_dn_pre: 0.2325 (0.2477) loss_bbox_enc_0: 0.2168 (0.2243) loss_bbox_pre: 0.1764 (0.1885) loss_dfl: 0.9641 (0.9586) loss_fgl_aux_0: 0.9934 (0.9919) loss_fgl_aux_1: 0.9700 (0.9612) loss_fgl_aux_2: 0.9639 (0.9588) loss_fgl_aux_3: 0.9642 (0.9586) loss_fgl_aux_4: 0.9642 (0.9586) loss_fgl_dn_0: 1.0844 (1.0867) loss_fgl_dn_1: 0.9784 (0.9816) loss_fgl_dn_2: 0.9718 (0.9726) loss_fgl_dn_3: 0.9733 (0.9734) loss_fgl_dn_4: 0.9740 (0.9738) loss_fgl_dn_5: 0.9740 (0.9738) loss_giou: 0.5474 (0.5582) loss_giou_aux_0: 0.5685 (0.5836) loss_giou_aux_1: 0.5514 (0.5639) loss_giou_aux_2: 0.5482 (0.5593) loss_giou_aux_3: 0.5475 (0.5583) loss_giou_aux_4: 0.5474 (0.5583) loss_giou_dn_0: 0.5597 (0.5649) loss_giou_dn_1: 0.4380 (0.4543) loss_giou_dn_2: 0.4224 (0.4372) loss_giou_dn_3: 0.4193 (0.4326) loss_giou_dn_4: 0.4195 (0.4316) loss_giou_dn_5: 0.4196 (0.4316) loss_giou_dn_pre: 0.5559 (0.5642) loss_giou_enc_0: 0.6428 (0.6585) loss_giou_pre: 0.5667 (0.5821) loss_ddf_aux_0: 0.0447 (0.0534) loss_ddf_aux_1: 0.0067 (0.0072) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2490 (0.2543) loss_ddf_dn_1: 0.0342 (0.0342) loss_ddf_dn_2: 0.0074 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6262 (0.6539) loss_vfl_aux_0: 0.6933 (0.7259) loss_vfl_aux_1: 0.6755 (0.7025) loss_vfl_aux_2: 0.6658 (0.6843) loss_vfl_aux_3: 0.6464 (0.6639) loss_vfl_aux_4: 0.6315 (0.6562) loss_vfl_dn_0: 0.4840 (0.4879) loss_vfl_dn_1: 0.4214 (0.4208) loss_vfl_dn_2: 0.4046 (0.4046) loss_vfl_dn_3: 0.3953 (0.3961) loss_vfl_dn_4: 0.3911 (0.3930) loss_vfl_dn_5: 0.3900 (0.3926) loss_vfl_dn_pre: 0.4843 (0.4884) loss_vfl_enc_0: 0.7156 (0.7306) loss_vfl_pre: 0.6958 (0.7283) time: 0.7217 data: 0.0278 max mem: 9084 Epoch: [38] [ 500/3696] eta: 0:40:52 lr: 0.000013 loss: 31.4402 (31.4024) loss_bbox: 0.1612 (0.1752) loss_bbox_aux_0: 0.1808 (0.1881) loss_bbox_aux_1: 0.1687 (0.1779) loss_bbox_aux_2: 0.1623 (0.1757) loss_bbox_aux_3: 0.1611 (0.1753) loss_bbox_aux_4: 0.1612 (0.1752) loss_bbox_dn_0: 0.2345 (0.2424) loss_bbox_dn_1: 0.1690 (0.1794) loss_bbox_dn_2: 0.1608 (0.1690) loss_bbox_dn_3: 0.1546 (0.1657) loss_bbox_dn_4: 0.1537 (0.1650) loss_bbox_dn_5: 0.1537 (0.1650) loss_bbox_dn_pre: 0.2427 (0.2485) loss_bbox_enc_0: 0.2088 (0.2242) loss_bbox_pre: 0.1790 (0.1883) loss_dfl: 0.9706 (0.9597) loss_fgl_aux_0: 1.0017 (0.9928) loss_fgl_aux_1: 0.9754 (0.9621) loss_fgl_aux_2: 0.9714 (0.9598) loss_fgl_aux_3: 0.9709 (0.9597) loss_fgl_aux_4: 0.9705 (0.9597) loss_fgl_dn_0: 1.0836 (1.0867) loss_fgl_dn_1: 0.9835 (0.9814) loss_fgl_dn_2: 0.9751 (0.9725) loss_fgl_dn_3: 0.9764 (0.9732) loss_fgl_dn_4: 0.9771 (0.9736) loss_fgl_dn_5: 0.9771 (0.9737) loss_giou: 0.5717 (0.5560) loss_giou_aux_0: 0.5960 (0.5815) loss_giou_aux_1: 0.5779 (0.5617) loss_giou_aux_2: 0.5736 (0.5571) loss_giou_aux_3: 0.5727 (0.5561) loss_giou_aux_4: 0.5718 (0.5561) loss_giou_dn_0: 0.5767 (0.5643) loss_giou_dn_1: 0.4680 (0.4539) loss_giou_dn_2: 0.4507 (0.4368) loss_giou_dn_3: 0.4497 (0.4322) loss_giou_dn_4: 0.4483 (0.4312) loss_giou_dn_5: 0.4483 (0.4312) loss_giou_dn_pre: 0.5755 (0.5637) loss_giou_enc_0: 0.6496 (0.6563) loss_giou_pre: 0.5932 (0.5799) loss_ddf_aux_0: 0.0509 (0.0532) loss_ddf_aux_1: 0.0071 (0.0072) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2525 (0.2550) loss_ddf_dn_1: 0.0340 (0.0342) loss_ddf_dn_2: 0.0076 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6646 (0.6571) loss_vfl_aux_0: 0.7385 (0.7280) loss_vfl_aux_1: 0.7049 (0.7056) loss_vfl_aux_2: 0.7000 (0.6878) loss_vfl_aux_3: 0.6798 (0.6671) loss_vfl_aux_4: 0.6600 (0.6593) loss_vfl_dn_0: 0.4914 (0.4884) loss_vfl_dn_1: 0.4294 (0.4215) loss_vfl_dn_2: 0.4113 (0.4050) loss_vfl_dn_3: 0.4038 (0.3966) loss_vfl_dn_4: 0.4002 (0.3935) loss_vfl_dn_5: 0.3994 (0.3930) loss_vfl_dn_pre: 0.4919 (0.4890) loss_vfl_enc_0: 0.7535 (0.7328) loss_vfl_pre: 0.7454 (0.7307) time: 0.7906 data: 0.0319 max mem: 9084 Epoch: [38] [ 600/3696] eta: 0:39:49 lr: 0.000013 loss: 31.6295 (31.4533) loss_bbox: 0.1766 (0.1754) loss_bbox_aux_0: 0.1888 (0.1882) loss_bbox_aux_1: 0.1763 (0.1781) loss_bbox_aux_2: 0.1749 (0.1759) loss_bbox_aux_3: 0.1765 (0.1755) loss_bbox_aux_4: 0.1765 (0.1754) loss_bbox_dn_0: 0.2503 (0.2425) loss_bbox_dn_1: 0.1844 (0.1798) loss_bbox_dn_2: 0.1755 (0.1692) loss_bbox_dn_3: 0.1728 (0.1660) loss_bbox_dn_4: 0.1705 (0.1653) loss_bbox_dn_5: 0.1704 (0.1653) loss_bbox_dn_pre: 0.2523 (0.2485) loss_bbox_enc_0: 0.2212 (0.2241) loss_bbox_pre: 0.1894 (0.1884) loss_dfl: 0.9634 (0.9596) loss_fgl_aux_0: 1.0020 (0.9924) loss_fgl_aux_1: 0.9630 (0.9620) loss_fgl_aux_2: 0.9623 (0.9598) loss_fgl_aux_3: 0.9619 (0.9596) loss_fgl_aux_4: 0.9632 (0.9596) loss_fgl_dn_0: 1.0818 (1.0865) loss_fgl_dn_1: 0.9811 (0.9819) loss_fgl_dn_2: 0.9736 (0.9730) loss_fgl_dn_3: 0.9745 (0.9738) loss_fgl_dn_4: 0.9750 (0.9742) loss_fgl_dn_5: 0.9750 (0.9743) loss_giou: 0.5348 (0.5589) loss_giou_aux_0: 0.5547 (0.5841) loss_giou_aux_1: 0.5383 (0.5645) loss_giou_aux_2: 0.5345 (0.5599) loss_giou_aux_3: 0.5345 (0.5590) loss_giou_aux_4: 0.5350 (0.5589) loss_giou_dn_0: 0.5635 (0.5666) loss_giou_dn_1: 0.4522 (0.4561) loss_giou_dn_2: 0.4354 (0.4390) loss_giou_dn_3: 0.4317 (0.4344) loss_giou_dn_4: 0.4316 (0.4334) loss_giou_dn_5: 0.4315 (0.4334) loss_giou_dn_pre: 0.5636 (0.5659) loss_giou_enc_0: 0.6314 (0.6586) loss_giou_pre: 0.5521 (0.5825) loss_ddf_aux_0: 0.0503 (0.0528) loss_ddf_aux_1: 0.0069 (0.0072) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2469 (0.2540) loss_ddf_dn_1: 0.0334 (0.0341) loss_ddf_dn_2: 0.0075 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6795 (0.6581) loss_vfl_aux_0: 0.7344 (0.7294) loss_vfl_aux_1: 0.7198 (0.7063) loss_vfl_aux_2: 0.7021 (0.6880) loss_vfl_aux_3: 0.6920 (0.6680) loss_vfl_aux_4: 0.6857 (0.6603) loss_vfl_dn_0: 0.4954 (0.4886) loss_vfl_dn_1: 0.4258 (0.4219) loss_vfl_dn_2: 0.4113 (0.4056) loss_vfl_dn_3: 0.4027 (0.3972) loss_vfl_dn_4: 0.4032 (0.3941) loss_vfl_dn_5: 0.4015 (0.3936) loss_vfl_dn_pre: 0.4954 (0.4891) loss_vfl_enc_0: 0.7248 (0.7333) loss_vfl_pre: 0.7390 (0.7322) time: 0.7651 data: 0.0278 max mem: 9084 Epoch: [38] [ 700/3696] eta: 0:40:54 lr: 0.000013 loss: 31.9550 (31.4388) loss_bbox: 0.1761 (0.1749) loss_bbox_aux_0: 0.1840 (0.1878) loss_bbox_aux_1: 0.1785 (0.1776) loss_bbox_aux_2: 0.1767 (0.1754) loss_bbox_aux_3: 0.1765 (0.1750) loss_bbox_aux_4: 0.1762 (0.1749) loss_bbox_dn_0: 0.2447 (0.2421) loss_bbox_dn_1: 0.1812 (0.1793) loss_bbox_dn_2: 0.1716 (0.1688) loss_bbox_dn_3: 0.1710 (0.1655) loss_bbox_dn_4: 0.1700 (0.1647) loss_bbox_dn_5: 0.1701 (0.1647) loss_bbox_dn_pre: 0.2537 (0.2480) loss_bbox_enc_0: 0.2232 (0.2236) loss_bbox_pre: 0.1853 (0.1881) loss_dfl: 0.9625 (0.9591) loss_fgl_aux_0: 0.9990 (0.9919) loss_fgl_aux_1: 0.9650 (0.9616) loss_fgl_aux_2: 0.9622 (0.9593) loss_fgl_aux_3: 0.9624 (0.9591) loss_fgl_aux_4: 0.9625 (0.9591) loss_fgl_dn_0: 1.0849 (1.0866) loss_fgl_dn_1: 0.9778 (0.9819) loss_fgl_dn_2: 0.9718 (0.9730) loss_fgl_dn_3: 0.9707 (0.9737) loss_fgl_dn_4: 0.9716 (0.9741) loss_fgl_dn_5: 0.9715 (0.9742) loss_giou: 0.5524 (0.5586) loss_giou_aux_0: 0.5699 (0.5840) loss_giou_aux_1: 0.5556 (0.5642) loss_giou_aux_2: 0.5502 (0.5596) loss_giou_aux_3: 0.5514 (0.5587) loss_giou_aux_4: 0.5524 (0.5586) loss_giou_dn_0: 0.5658 (0.5658) loss_giou_dn_1: 0.4432 (0.4552) loss_giou_dn_2: 0.4278 (0.4381) loss_giou_dn_3: 0.4228 (0.4335) loss_giou_dn_4: 0.4216 (0.4325) loss_giou_dn_5: 0.4220 (0.4325) loss_giou_dn_pre: 0.5666 (0.5650) loss_giou_enc_0: 0.6498 (0.6584) loss_giou_pre: 0.5684 (0.5823) loss_ddf_aux_0: 0.0533 (0.0532) loss_ddf_aux_1: 0.0070 (0.0072) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2483 (0.2538) loss_ddf_dn_1: 0.0326 (0.0341) loss_ddf_dn_2: 0.0076 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6624 (0.6590) loss_vfl_aux_0: 0.7194 (0.7297) loss_vfl_aux_1: 0.7084 (0.7065) loss_vfl_aux_2: 0.6788 (0.6882) loss_vfl_aux_3: 0.6689 (0.6696) loss_vfl_aux_4: 0.6588 (0.6615) loss_vfl_dn_0: 0.4930 (0.4885) loss_vfl_dn_1: 0.4325 (0.4216) loss_vfl_dn_2: 0.4195 (0.4055) loss_vfl_dn_3: 0.4103 (0.3970) loss_vfl_dn_4: 0.4047 (0.3939) loss_vfl_dn_5: 0.4018 (0.3934) loss_vfl_dn_pre: 0.4928 (0.4890) loss_vfl_enc_0: 0.7302 (0.7337) loss_vfl_pre: 0.7266 (0.7326) time: 0.7613 data: 0.0293 max mem: 9084 Epoch: [38] [ 800/3696] eta: 0:39:09 lr: 0.000013 loss: 32.1821 (31.4385) loss_bbox: 0.1685 (0.1742) loss_bbox_aux_0: 0.1808 (0.1871) loss_bbox_aux_1: 0.1713 (0.1769) loss_bbox_aux_2: 0.1687 (0.1747) loss_bbox_aux_3: 0.1690 (0.1743) loss_bbox_aux_4: 0.1686 (0.1742) loss_bbox_dn_0: 0.2294 (0.2415) loss_bbox_dn_1: 0.1765 (0.1788) loss_bbox_dn_2: 0.1648 (0.1684) loss_bbox_dn_3: 0.1613 (0.1650) loss_bbox_dn_4: 0.1613 (0.1643) loss_bbox_dn_5: 0.1614 (0.1643) loss_bbox_dn_pre: 0.2361 (0.2473) loss_bbox_enc_0: 0.2183 (0.2227) loss_bbox_pre: 0.1836 (0.1873) loss_dfl: 0.9569 (0.9596) loss_fgl_aux_0: 0.9880 (0.9924) loss_fgl_aux_1: 0.9618 (0.9621) loss_fgl_aux_2: 0.9561 (0.9598) loss_fgl_aux_3: 0.9565 (0.9596) loss_fgl_aux_4: 0.9566 (0.9596) loss_fgl_dn_0: 1.0823 (1.0870) loss_fgl_dn_1: 0.9923 (0.9824) loss_fgl_dn_2: 0.9820 (0.9735) loss_fgl_dn_3: 0.9809 (0.9742) loss_fgl_dn_4: 0.9814 (0.9747) loss_fgl_dn_5: 0.9814 (0.9747) loss_giou: 0.5544 (0.5586) loss_giou_aux_0: 0.5725 (0.5841) loss_giou_aux_1: 0.5623 (0.5642) loss_giou_aux_2: 0.5556 (0.5596) loss_giou_aux_3: 0.5540 (0.5587) loss_giou_aux_4: 0.5544 (0.5586) loss_giou_dn_0: 0.5741 (0.5660) loss_giou_dn_1: 0.4732 (0.4555) loss_giou_dn_2: 0.4584 (0.4385) loss_giou_dn_3: 0.4602 (0.4338) loss_giou_dn_4: 0.4605 (0.4328) loss_giou_dn_5: 0.4605 (0.4328) loss_giou_dn_pre: 0.5716 (0.5652) loss_giou_enc_0: 0.6561 (0.6586) loss_giou_pre: 0.5669 (0.5825) loss_ddf_aux_0: 0.0540 (0.0534) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2482 (0.2537) loss_ddf_dn_1: 0.0329 (0.0341) loss_ddf_dn_2: 0.0073 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6375 (0.6589) loss_vfl_aux_0: 0.7203 (0.7303) loss_vfl_aux_1: 0.6897 (0.7062) loss_vfl_aux_2: 0.6690 (0.6881) loss_vfl_aux_3: 0.6552 (0.6697) loss_vfl_aux_4: 0.6418 (0.6613) loss_vfl_dn_0: 0.4866 (0.4884) loss_vfl_dn_1: 0.4235 (0.4216) loss_vfl_dn_2: 0.4102 (0.4054) loss_vfl_dn_3: 0.4049 (0.3970) loss_vfl_dn_4: 0.4043 (0.3939) loss_vfl_dn_5: 0.4036 (0.3934) loss_vfl_dn_pre: 0.4868 (0.4890) loss_vfl_enc_0: 0.7342 (0.7337) loss_vfl_pre: 0.7216 (0.7330) time: 0.7654 data: 0.0322 max mem: 9084 Epoch: [38] [ 900/3696] eta: 0:37:36 lr: 0.000013 loss: 31.3068 (31.4346) loss_bbox: 0.1672 (0.1734) loss_bbox_aux_0: 0.1809 (0.1864) loss_bbox_aux_1: 0.1687 (0.1761) loss_bbox_aux_2: 0.1689 (0.1739) loss_bbox_aux_3: 0.1674 (0.1735) loss_bbox_aux_4: 0.1672 (0.1734) loss_bbox_dn_0: 0.2328 (0.2407) loss_bbox_dn_1: 0.1784 (0.1782) loss_bbox_dn_2: 0.1639 (0.1677) loss_bbox_dn_3: 0.1606 (0.1643) loss_bbox_dn_4: 0.1595 (0.1636) loss_bbox_dn_5: 0.1594 (0.1636) loss_bbox_dn_pre: 0.2411 (0.2465) loss_bbox_enc_0: 0.2174 (0.2219) loss_bbox_pre: 0.1808 (0.1866) loss_dfl: 0.9546 (0.9597) loss_fgl_aux_0: 0.9869 (0.9927) loss_fgl_aux_1: 0.9581 (0.9622) loss_fgl_aux_2: 0.9541 (0.9599) loss_fgl_aux_3: 0.9543 (0.9597) loss_fgl_aux_4: 0.9544 (0.9597) loss_fgl_dn_0: 1.0921 (1.0872) loss_fgl_dn_1: 0.9681 (0.9825) loss_fgl_dn_2: 0.9601 (0.9736) loss_fgl_dn_3: 0.9609 (0.9743) loss_fgl_dn_4: 0.9621 (0.9747) loss_fgl_dn_5: 0.9622 (0.9748) loss_giou: 0.5019 (0.5586) loss_giou_aux_0: 0.5200 (0.5842) loss_giou_aux_1: 0.5052 (0.5642) loss_giou_aux_2: 0.5034 (0.5596) loss_giou_aux_3: 0.5015 (0.5587) loss_giou_aux_4: 0.5017 (0.5586) loss_giou_dn_0: 0.5477 (0.5659) loss_giou_dn_1: 0.4307 (0.4554) loss_giou_dn_2: 0.4133 (0.4383) loss_giou_dn_3: 0.4083 (0.4338) loss_giou_dn_4: 0.4072 (0.4328) loss_giou_dn_5: 0.4071 (0.4328) loss_giou_dn_pre: 0.5449 (0.5651) loss_giou_enc_0: 0.6061 (0.6587) loss_giou_pre: 0.5185 (0.5826) loss_ddf_aux_0: 0.0591 (0.0540) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2517 (0.2538) loss_ddf_dn_1: 0.0317 (0.0341) loss_ddf_dn_2: 0.0065 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6592 (0.6600) loss_vfl_aux_0: 0.7264 (0.7305) loss_vfl_aux_1: 0.7028 (0.7071) loss_vfl_aux_2: 0.6878 (0.6891) loss_vfl_aux_3: 0.6725 (0.6707) loss_vfl_aux_4: 0.6594 (0.6623) loss_vfl_dn_0: 0.4935 (0.4885) loss_vfl_dn_1: 0.4241 (0.4216) loss_vfl_dn_2: 0.4080 (0.4056) loss_vfl_dn_3: 0.3963 (0.3971) loss_vfl_dn_4: 0.3918 (0.3940) loss_vfl_dn_5: 0.3913 (0.3935) loss_vfl_dn_pre: 0.4930 (0.4891) loss_vfl_enc_0: 0.7296 (0.7333) loss_vfl_pre: 0.7291 (0.7331) time: 0.7568 data: 0.0290 max mem: 9084 Epoch: [38] [1000/3696] eta: 0:40:03 lr: 0.000013 loss: 31.0660 (31.4384) loss_bbox: 0.1664 (0.1734) loss_bbox_aux_0: 0.1842 (0.1863) loss_bbox_aux_1: 0.1696 (0.1761) loss_bbox_aux_2: 0.1665 (0.1739) loss_bbox_aux_3: 0.1662 (0.1735) loss_bbox_aux_4: 0.1663 (0.1734) loss_bbox_dn_0: 0.2481 (0.2404) loss_bbox_dn_1: 0.1697 (0.1779) loss_bbox_dn_2: 0.1627 (0.1675) loss_bbox_dn_3: 0.1594 (0.1641) loss_bbox_dn_4: 0.1591 (0.1634) loss_bbox_dn_5: 0.1591 (0.1634) loss_bbox_dn_pre: 0.2530 (0.2461) loss_bbox_enc_0: 0.2246 (0.2219) loss_bbox_pre: 0.1855 (0.1866) loss_dfl: 0.9487 (0.9593) loss_fgl_aux_0: 0.9847 (0.9924) loss_fgl_aux_1: 0.9520 (0.9618) loss_fgl_aux_2: 0.9493 (0.9595) loss_fgl_aux_3: 0.9492 (0.9593) loss_fgl_aux_4: 0.9486 (0.9593) loss_fgl_dn_0: 1.0861 (1.0872) loss_fgl_dn_1: 0.9821 (0.9825) loss_fgl_dn_2: 0.9719 (0.9736) loss_fgl_dn_3: 0.9718 (0.9744) loss_fgl_dn_4: 0.9716 (0.9748) loss_fgl_dn_5: 0.9716 (0.9748) loss_giou: 0.5764 (0.5595) loss_giou_aux_0: 0.5939 (0.5851) loss_giou_aux_1: 0.5808 (0.5651) loss_giou_aux_2: 0.5763 (0.5605) loss_giou_aux_3: 0.5769 (0.5596) loss_giou_aux_4: 0.5764 (0.5595) loss_giou_dn_0: 0.5548 (0.5664) loss_giou_dn_1: 0.4335 (0.4557) loss_giou_dn_2: 0.4181 (0.4386) loss_giou_dn_3: 0.4132 (0.4340) loss_giou_dn_4: 0.4123 (0.4330) loss_giou_dn_5: 0.4122 (0.4330) loss_giou_dn_pre: 0.5536 (0.5656) loss_giou_enc_0: 0.6693 (0.6597) loss_giou_pre: 0.5937 (0.5835) loss_ddf_aux_0: 0.0554 (0.0544) loss_ddf_aux_1: 0.0077 (0.0073) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2596 (0.2543) loss_ddf_dn_1: 0.0371 (0.0341) loss_ddf_dn_2: 0.0079 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6572 (0.6598) loss_vfl_aux_0: 0.7362 (0.7302) loss_vfl_aux_1: 0.6978 (0.7067) loss_vfl_aux_2: 0.6759 (0.6885) loss_vfl_aux_3: 0.6603 (0.6702) loss_vfl_aux_4: 0.6635 (0.6620) loss_vfl_dn_0: 0.4885 (0.4886) loss_vfl_dn_1: 0.4238 (0.4217) loss_vfl_dn_2: 0.4020 (0.4056) loss_vfl_dn_3: 0.3953 (0.3971) loss_vfl_dn_4: 0.3931 (0.3940) loss_vfl_dn_5: 0.3923 (0.3935) loss_vfl_dn_pre: 0.4889 (0.4892) loss_vfl_enc_0: 0.7222 (0.7325) loss_vfl_pre: 0.7346 (0.7327) time: 3.0207 data: 0.0223 max mem: 9084 Epoch: [38] [1100/3696] eta: 0:38:35 lr: 0.000013 loss: 31.7272 (31.4421) loss_bbox: 0.1665 (0.1733) loss_bbox_aux_0: 0.1793 (0.1861) loss_bbox_aux_1: 0.1671 (0.1760) loss_bbox_aux_2: 0.1658 (0.1738) loss_bbox_aux_3: 0.1667 (0.1734) loss_bbox_aux_4: 0.1664 (0.1733) loss_bbox_dn_0: 0.2386 (0.2403) loss_bbox_dn_1: 0.1732 (0.1779) loss_bbox_dn_2: 0.1628 (0.1674) loss_bbox_dn_3: 0.1613 (0.1641) loss_bbox_dn_4: 0.1619 (0.1634) loss_bbox_dn_5: 0.1621 (0.1634) loss_bbox_dn_pre: 0.2406 (0.2460) loss_bbox_enc_0: 0.2253 (0.2216) loss_bbox_pre: 0.1786 (0.1864) loss_dfl: 0.9467 (0.9595) loss_fgl_aux_0: 0.9745 (0.9925) loss_fgl_aux_1: 0.9483 (0.9621) loss_fgl_aux_2: 0.9464 (0.9597) loss_fgl_aux_3: 0.9463 (0.9596) loss_fgl_aux_4: 0.9467 (0.9595) loss_fgl_dn_0: 1.0924 (1.0875) loss_fgl_dn_1: 0.9947 (0.9830) loss_fgl_dn_2: 0.9894 (0.9741) loss_fgl_dn_3: 0.9902 (0.9748) loss_fgl_dn_4: 0.9898 (0.9753) loss_fgl_dn_5: 0.9899 (0.9753) loss_giou: 0.5844 (0.5599) loss_giou_aux_0: 0.6085 (0.5854) loss_giou_aux_1: 0.5919 (0.5655) loss_giou_aux_2: 0.5875 (0.5608) loss_giou_aux_3: 0.5863 (0.5599) loss_giou_aux_4: 0.5846 (0.5599) loss_giou_dn_0: 0.5780 (0.5666) loss_giou_dn_1: 0.4679 (0.4559) loss_giou_dn_2: 0.4523 (0.4388) loss_giou_dn_3: 0.4466 (0.4342) loss_giou_dn_4: 0.4460 (0.4332) loss_giou_dn_5: 0.4460 (0.4332) loss_giou_dn_pre: 0.5790 (0.5658) loss_giou_enc_0: 0.6979 (0.6599) loss_giou_pre: 0.6103 (0.5838) loss_ddf_aux_0: 0.0534 (0.0542) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2554 (0.2541) loss_ddf_dn_1: 0.0339 (0.0341) loss_ddf_dn_2: 0.0068 (0.0074) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6381 (0.6593) loss_vfl_aux_0: 0.7111 (0.7302) loss_vfl_aux_1: 0.6863 (0.7064) loss_vfl_aux_2: 0.6650 (0.6879) loss_vfl_aux_3: 0.6520 (0.6698) loss_vfl_aux_4: 0.6411 (0.6614) loss_vfl_dn_0: 0.4882 (0.4886) loss_vfl_dn_1: 0.4193 (0.4217) loss_vfl_dn_2: 0.4059 (0.4056) loss_vfl_dn_3: 0.3977 (0.3971) loss_vfl_dn_4: 0.3963 (0.3941) loss_vfl_dn_5: 0.3962 (0.3935) loss_vfl_dn_pre: 0.4886 (0.4891) loss_vfl_enc_0: 0.7169 (0.7326) loss_vfl_pre: 0.7190 (0.7326) time: 0.7543 data: 0.0272 max mem: 9084 Epoch: [38] [1200/3696] eta: 0:36:39 lr: 0.000013 loss: 31.1498 (31.4544) loss_bbox: 0.1694 (0.1735) loss_bbox_aux_0: 0.1856 (0.1863) loss_bbox_aux_1: 0.1724 (0.1762) loss_bbox_aux_2: 0.1717 (0.1740) loss_bbox_aux_3: 0.1700 (0.1736) loss_bbox_aux_4: 0.1695 (0.1735) loss_bbox_dn_0: 0.2458 (0.2405) loss_bbox_dn_1: 0.1813 (0.1780) loss_bbox_dn_2: 0.1693 (0.1674) loss_bbox_dn_3: 0.1654 (0.1641) loss_bbox_dn_4: 0.1654 (0.1634) loss_bbox_dn_5: 0.1653 (0.1634) loss_bbox_dn_pre: 0.2505 (0.2461) loss_bbox_enc_0: 0.2237 (0.2218) loss_bbox_pre: 0.1859 (0.1866) loss_dfl: 0.9798 (0.9594) loss_fgl_aux_0: 1.0095 (0.9923) loss_fgl_aux_1: 0.9841 (0.9619) loss_fgl_aux_2: 0.9809 (0.9596) loss_fgl_aux_3: 0.9800 (0.9594) loss_fgl_aux_4: 0.9799 (0.9594) loss_fgl_dn_0: 1.0931 (1.0876) loss_fgl_dn_1: 0.9813 (0.9832) loss_fgl_dn_2: 0.9747 (0.9743) loss_fgl_dn_3: 0.9763 (0.9750) loss_fgl_dn_4: 0.9764 (0.9755) loss_fgl_dn_5: 0.9764 (0.9755) loss_giou: 0.5460 (0.5613) loss_giou_aux_0: 0.5680 (0.5869) loss_giou_aux_1: 0.5491 (0.5669) loss_giou_aux_2: 0.5457 (0.5623) loss_giou_aux_3: 0.5455 (0.5614) loss_giou_aux_4: 0.5461 (0.5613) loss_giou_dn_0: 0.5707 (0.5677) loss_giou_dn_1: 0.4596 (0.4568) loss_giou_dn_2: 0.4394 (0.4395) loss_giou_dn_3: 0.4380 (0.4349) loss_giou_dn_4: 0.4354 (0.4339) loss_giou_dn_5: 0.4354 (0.4339) loss_giou_dn_pre: 0.5701 (0.5668) loss_giou_enc_0: 0.6438 (0.6614) loss_giou_pre: 0.5656 (0.5852) loss_ddf_aux_0: 0.0517 (0.0541) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2507 (0.2537) loss_ddf_dn_1: 0.0332 (0.0340) loss_ddf_dn_2: 0.0071 (0.0073) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6387 (0.6588) loss_vfl_aux_0: 0.7024 (0.7293) loss_vfl_aux_1: 0.6941 (0.7057) loss_vfl_aux_2: 0.6551 (0.6870) loss_vfl_aux_3: 0.6460 (0.6689) loss_vfl_aux_4: 0.6391 (0.6608) loss_vfl_dn_0: 0.4869 (0.4884) loss_vfl_dn_1: 0.4212 (0.4217) loss_vfl_dn_2: 0.4094 (0.4056) loss_vfl_dn_3: 0.3981 (0.3972) loss_vfl_dn_4: 0.3977 (0.3942) loss_vfl_dn_5: 0.3964 (0.3936) loss_vfl_dn_pre: 0.4883 (0.4889) loss_vfl_enc_0: 0.7172 (0.7322) loss_vfl_pre: 0.7051 (0.7318) time: 0.7760 data: 0.0300 max mem: 9084 Epoch: [38] [1300/3696] eta: 0:34:47 lr: 0.000013 loss: 31.5956 (31.4540) loss_bbox: 0.1671 (0.1736) loss_bbox_aux_0: 0.1817 (0.1864) loss_bbox_aux_1: 0.1713 (0.1763) loss_bbox_aux_2: 0.1675 (0.1741) loss_bbox_aux_3: 0.1668 (0.1737) loss_bbox_aux_4: 0.1670 (0.1736) loss_bbox_dn_0: 0.2263 (0.2405) loss_bbox_dn_1: 0.1716 (0.1781) loss_bbox_dn_2: 0.1624 (0.1676) loss_bbox_dn_3: 0.1592 (0.1642) loss_bbox_dn_4: 0.1575 (0.1635) loss_bbox_dn_5: 0.1576 (0.1635) loss_bbox_dn_pre: 0.2314 (0.2462) loss_bbox_enc_0: 0.2140 (0.2221) loss_bbox_pre: 0.1817 (0.1867) loss_dfl: 0.9555 (0.9595) loss_fgl_aux_0: 0.9861 (0.9923) loss_fgl_aux_1: 0.9557 (0.9620) loss_fgl_aux_2: 0.9559 (0.9597) loss_fgl_aux_3: 0.9561 (0.9595) loss_fgl_aux_4: 0.9556 (0.9595) loss_fgl_dn_0: 1.0843 (1.0878) loss_fgl_dn_1: 0.9781 (0.9833) loss_fgl_dn_2: 0.9715 (0.9745) loss_fgl_dn_3: 0.9695 (0.9752) loss_fgl_dn_4: 0.9697 (0.9756) loss_fgl_dn_5: 0.9697 (0.9756) loss_giou: 0.5730 (0.5611) loss_giou_aux_0: 0.5976 (0.5867) loss_giou_aux_1: 0.5813 (0.5668) loss_giou_aux_2: 0.5755 (0.5621) loss_giou_aux_3: 0.5724 (0.5612) loss_giou_aux_4: 0.5730 (0.5611) loss_giou_dn_0: 0.5718 (0.5674) loss_giou_dn_1: 0.4648 (0.4565) loss_giou_dn_2: 0.4496 (0.4392) loss_giou_dn_3: 0.4451 (0.4346) loss_giou_dn_4: 0.4449 (0.4336) loss_giou_dn_5: 0.4447 (0.4336) loss_giou_dn_pre: 0.5708 (0.5666) loss_giou_enc_0: 0.6927 (0.6614) loss_giou_pre: 0.5998 (0.5851) loss_ddf_aux_0: 0.0558 (0.0542) loss_ddf_aux_1: 0.0076 (0.0073) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2577 (0.2537) loss_ddf_dn_1: 0.0343 (0.0340) loss_ddf_dn_2: 0.0077 (0.0074) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6428 (0.6586) loss_vfl_aux_0: 0.7177 (0.7290) loss_vfl_aux_1: 0.6929 (0.7057) loss_vfl_aux_2: 0.6652 (0.6869) loss_vfl_aux_3: 0.6530 (0.6686) loss_vfl_aux_4: 0.6439 (0.6605) loss_vfl_dn_0: 0.4905 (0.4884) loss_vfl_dn_1: 0.4267 (0.4218) loss_vfl_dn_2: 0.4135 (0.4057) loss_vfl_dn_3: 0.4044 (0.3973) loss_vfl_dn_4: 0.3992 (0.3943) loss_vfl_dn_5: 0.3976 (0.3938) loss_vfl_dn_pre: 0.4915 (0.4889) loss_vfl_enc_0: 0.7197 (0.7322) loss_vfl_pre: 0.7178 (0.7316) time: 0.7387 data: 0.0256 max mem: 9084 Epoch: [38] [1400/3696] eta: 0:33:01 lr: 0.000013 loss: 31.2865 (31.4582) loss_bbox: 0.1588 (0.1743) loss_bbox_aux_0: 0.1753 (0.1872) loss_bbox_aux_1: 0.1663 (0.1770) loss_bbox_aux_2: 0.1605 (0.1748) loss_bbox_aux_3: 0.1595 (0.1744) loss_bbox_aux_4: 0.1588 (0.1743) loss_bbox_dn_0: 0.2333 (0.2414) loss_bbox_dn_1: 0.1752 (0.1788) loss_bbox_dn_2: 0.1637 (0.1682) loss_bbox_dn_3: 0.1605 (0.1649) loss_bbox_dn_4: 0.1602 (0.1642) loss_bbox_dn_5: 0.1602 (0.1642) loss_bbox_dn_pre: 0.2368 (0.2471) loss_bbox_enc_0: 0.2075 (0.2229) loss_bbox_pre: 0.1751 (0.1875) loss_dfl: 0.9659 (0.9592) loss_fgl_aux_0: 1.0014 (0.9923) loss_fgl_aux_1: 0.9671 (0.9618) loss_fgl_aux_2: 0.9675 (0.9594) loss_fgl_aux_3: 0.9669 (0.9593) loss_fgl_aux_4: 0.9658 (0.9592) loss_fgl_dn_0: 1.0902 (1.0879) loss_fgl_dn_1: 0.9875 (0.9833) loss_fgl_dn_2: 0.9746 (0.9744) loss_fgl_dn_3: 0.9748 (0.9751) loss_fgl_dn_4: 0.9753 (0.9755) loss_fgl_dn_5: 0.9753 (0.9755) loss_giou: 0.5219 (0.5608) loss_giou_aux_0: 0.5603 (0.5864) loss_giou_aux_1: 0.5291 (0.5664) loss_giou_aux_2: 0.5217 (0.5617) loss_giou_aux_3: 0.5219 (0.5609) loss_giou_aux_4: 0.5223 (0.5608) loss_giou_dn_0: 0.5521 (0.5669) loss_giou_dn_1: 0.4367 (0.4560) loss_giou_dn_2: 0.4188 (0.4387) loss_giou_dn_3: 0.4114 (0.4341) loss_giou_dn_4: 0.4099 (0.4331) loss_giou_dn_5: 0.4098 (0.4331) loss_giou_dn_pre: 0.5510 (0.5661) loss_giou_enc_0: 0.6294 (0.6610) loss_giou_pre: 0.5566 (0.5848) loss_ddf_aux_0: 0.0554 (0.0543) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2482 (0.2536) loss_ddf_dn_1: 0.0331 (0.0339) loss_ddf_dn_2: 0.0069 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6473 (0.6588) loss_vfl_aux_0: 0.7179 (0.7294) loss_vfl_aux_1: 0.6881 (0.7056) loss_vfl_aux_2: 0.6699 (0.6870) loss_vfl_aux_3: 0.6487 (0.6689) loss_vfl_aux_4: 0.6465 (0.6607) loss_vfl_dn_0: 0.4834 (0.4883) loss_vfl_dn_1: 0.4151 (0.4217) loss_vfl_dn_2: 0.4011 (0.4055) loss_vfl_dn_3: 0.3926 (0.3971) loss_vfl_dn_4: 0.3899 (0.3941) loss_vfl_dn_5: 0.3909 (0.3936) loss_vfl_dn_pre: 0.4842 (0.4889) loss_vfl_enc_0: 0.7341 (0.7327) loss_vfl_pre: 0.7186 (0.7319) time: 0.7486 data: 0.0325 max mem: 9084 Epoch: [38] [1500/3696] eta: 0:32:21 lr: 0.000013 loss: 31.0573 (31.4542) loss_bbox: 0.1768 (0.1741) loss_bbox_aux_0: 0.1907 (0.1870) loss_bbox_aux_1: 0.1780 (0.1768) loss_bbox_aux_2: 0.1767 (0.1746) loss_bbox_aux_3: 0.1771 (0.1742) loss_bbox_aux_4: 0.1768 (0.1741) loss_bbox_dn_0: 0.2360 (0.2411) loss_bbox_dn_1: 0.1755 (0.1784) loss_bbox_dn_2: 0.1640 (0.1679) loss_bbox_dn_3: 0.1590 (0.1645) loss_bbox_dn_4: 0.1582 (0.1639) loss_bbox_dn_5: 0.1583 (0.1639) loss_bbox_dn_pre: 0.2466 (0.2468) loss_bbox_enc_0: 0.2257 (0.2227) loss_bbox_pre: 0.1910 (0.1873) loss_dfl: 0.9515 (0.9595) loss_fgl_aux_0: 0.9812 (0.9927) loss_fgl_aux_1: 0.9539 (0.9620) loss_fgl_aux_2: 0.9523 (0.9597) loss_fgl_aux_3: 0.9525 (0.9595) loss_fgl_aux_4: 0.9516 (0.9595) loss_fgl_dn_0: 1.0805 (1.0879) loss_fgl_dn_1: 0.9722 (0.9833) loss_fgl_dn_2: 0.9629 (0.9743) loss_fgl_dn_3: 0.9647 (0.9751) loss_fgl_dn_4: 0.9651 (0.9755) loss_fgl_dn_5: 0.9652 (0.9755) loss_giou: 0.5344 (0.5607) loss_giou_aux_0: 0.5569 (0.5864) loss_giou_aux_1: 0.5411 (0.5664) loss_giou_aux_2: 0.5349 (0.5617) loss_giou_aux_3: 0.5337 (0.5608) loss_giou_aux_4: 0.5344 (0.5607) loss_giou_dn_0: 0.5392 (0.5668) loss_giou_dn_1: 0.4370 (0.4558) loss_giou_dn_2: 0.4234 (0.4386) loss_giou_dn_3: 0.4133 (0.4340) loss_giou_dn_4: 0.4127 (0.4330) loss_giou_dn_5: 0.4126 (0.4330) loss_giou_dn_pre: 0.5398 (0.5660) loss_giou_enc_0: 0.6271 (0.6610) loss_giou_pre: 0.5570 (0.5848) loss_ddf_aux_0: 0.0503 (0.0544) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2530 (0.2541) loss_ddf_dn_1: 0.0326 (0.0339) loss_ddf_dn_2: 0.0077 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6523 (0.6588) loss_vfl_aux_0: 0.7136 (0.7293) loss_vfl_aux_1: 0.7056 (0.7054) loss_vfl_aux_2: 0.6842 (0.6871) loss_vfl_aux_3: 0.6660 (0.6690) loss_vfl_aux_4: 0.6500 (0.6607) loss_vfl_dn_0: 0.4914 (0.4882) loss_vfl_dn_1: 0.4183 (0.4215) loss_vfl_dn_2: 0.4028 (0.4054) loss_vfl_dn_3: 0.3932 (0.3970) loss_vfl_dn_4: 0.3904 (0.3940) loss_vfl_dn_5: 0.3893 (0.3935) loss_vfl_dn_pre: 0.4916 (0.4887) loss_vfl_enc_0: 0.7296 (0.7327) loss_vfl_pre: 0.7160 (0.7317) time: 0.7527 data: 0.0273 max mem: 9084 Epoch: [38] [1600/3696] eta: 0:30:33 lr: 0.000013 loss: 31.2892 (31.4566) loss_bbox: 0.1669 (0.1743) loss_bbox_aux_0: 0.1805 (0.1871) loss_bbox_aux_1: 0.1700 (0.1770) loss_bbox_aux_2: 0.1673 (0.1748) loss_bbox_aux_3: 0.1670 (0.1743) loss_bbox_aux_4: 0.1669 (0.1743) loss_bbox_dn_0: 0.2492 (0.2415) loss_bbox_dn_1: 0.1847 (0.1787) loss_bbox_dn_2: 0.1737 (0.1682) loss_bbox_dn_3: 0.1729 (0.1649) loss_bbox_dn_4: 0.1717 (0.1642) loss_bbox_dn_5: 0.1716 (0.1642) loss_bbox_dn_pre: 0.2542 (0.2472) loss_bbox_enc_0: 0.2116 (0.2227) loss_bbox_pre: 0.1791 (0.1874) loss_dfl: 0.9558 (0.9597) loss_fgl_aux_0: 0.9866 (0.9928) loss_fgl_aux_1: 0.9549 (0.9622) loss_fgl_aux_2: 0.9550 (0.9599) loss_fgl_aux_3: 0.9554 (0.9597) loss_fgl_aux_4: 0.9559 (0.9597) loss_fgl_dn_0: 1.0822 (1.0879) loss_fgl_dn_1: 0.9794 (0.9832) loss_fgl_dn_2: 0.9688 (0.9743) loss_fgl_dn_3: 0.9690 (0.9751) loss_fgl_dn_4: 0.9692 (0.9755) loss_fgl_dn_5: 0.9692 (0.9755) loss_giou: 0.5601 (0.5604) loss_giou_aux_0: 0.5923 (0.5860) loss_giou_aux_1: 0.5713 (0.5660) loss_giou_aux_2: 0.5638 (0.5614) loss_giou_aux_3: 0.5604 (0.5605) loss_giou_aux_4: 0.5603 (0.5604) loss_giou_dn_0: 0.5700 (0.5666) loss_giou_dn_1: 0.4595 (0.4557) loss_giou_dn_2: 0.4382 (0.4384) loss_giou_dn_3: 0.4352 (0.4338) loss_giou_dn_4: 0.4347 (0.4329) loss_giou_dn_5: 0.4347 (0.4329) loss_giou_dn_pre: 0.5673 (0.5658) loss_giou_enc_0: 0.6663 (0.6605) loss_giou_pre: 0.5896 (0.5844) loss_ddf_aux_0: 0.0479 (0.0541) loss_ddf_aux_1: 0.0066 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2448 (0.2537) loss_ddf_dn_1: 0.0317 (0.0338) loss_ddf_dn_2: 0.0070 (0.0073) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6785 (0.6591) loss_vfl_aux_0: 0.7206 (0.7296) loss_vfl_aux_1: 0.7216 (0.7058) loss_vfl_aux_2: 0.6957 (0.6875) loss_vfl_aux_3: 0.6739 (0.6693) loss_vfl_aux_4: 0.6726 (0.6610) loss_vfl_dn_0: 0.4818 (0.4882) loss_vfl_dn_1: 0.4129 (0.4215) loss_vfl_dn_2: 0.3999 (0.4054) loss_vfl_dn_3: 0.3923 (0.3970) loss_vfl_dn_4: 0.3903 (0.3940) loss_vfl_dn_5: 0.3896 (0.3935) loss_vfl_dn_pre: 0.4819 (0.4887) loss_vfl_enc_0: 0.7505 (0.7333) loss_vfl_pre: 0.7234 (0.7321) time: 0.7065 data: 0.0270 max mem: 9084 Epoch: [38] [1700/3696] eta: 0:28:52 lr: 0.000013 loss: 31.8188 (31.4602) loss_bbox: 0.1643 (0.1742) loss_bbox_aux_0: 0.1733 (0.1870) loss_bbox_aux_1: 0.1681 (0.1769) loss_bbox_aux_2: 0.1654 (0.1747) loss_bbox_aux_3: 0.1644 (0.1743) loss_bbox_aux_4: 0.1643 (0.1742) loss_bbox_dn_0: 0.2452 (0.2417) loss_bbox_dn_1: 0.1755 (0.1790) loss_bbox_dn_2: 0.1668 (0.1684) loss_bbox_dn_3: 0.1618 (0.1651) loss_bbox_dn_4: 0.1612 (0.1644) loss_bbox_dn_5: 0.1613 (0.1644) loss_bbox_dn_pre: 0.2534 (0.2474) loss_bbox_enc_0: 0.2151 (0.2227) loss_bbox_pre: 0.1736 (0.1874) loss_dfl: 0.9450 (0.9600) loss_fgl_aux_0: 0.9840 (0.9930) loss_fgl_aux_1: 0.9486 (0.9625) loss_fgl_aux_2: 0.9459 (0.9601) loss_fgl_aux_3: 0.9454 (0.9600) loss_fgl_aux_4: 0.9452 (0.9600) loss_fgl_dn_0: 1.0878 (1.0878) loss_fgl_dn_1: 0.9831 (0.9833) loss_fgl_dn_2: 0.9770 (0.9744) loss_fgl_dn_3: 0.9771 (0.9751) loss_fgl_dn_4: 0.9775 (0.9756) loss_fgl_dn_5: 0.9776 (0.9756) loss_giou: 0.5473 (0.5597) loss_giou_aux_0: 0.5728 (0.5852) loss_giou_aux_1: 0.5514 (0.5654) loss_giou_aux_2: 0.5491 (0.5607) loss_giou_aux_3: 0.5485 (0.5598) loss_giou_aux_4: 0.5475 (0.5597) loss_giou_dn_0: 0.5434 (0.5663) loss_giou_dn_1: 0.4283 (0.4555) loss_giou_dn_2: 0.4172 (0.4383) loss_giou_dn_3: 0.4152 (0.4337) loss_giou_dn_4: 0.4152 (0.4327) loss_giou_dn_5: 0.4151 (0.4327) loss_giou_dn_pre: 0.5405 (0.5655) loss_giou_enc_0: 0.6501 (0.6598) loss_giou_pre: 0.5693 (0.5836) loss_ddf_aux_0: 0.0526 (0.0540) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2666 (0.2537) loss_ddf_dn_1: 0.0343 (0.0337) loss_ddf_dn_2: 0.0074 (0.0073) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6775 (0.6598) loss_vfl_aux_0: 0.7507 (0.7303) loss_vfl_aux_1: 0.7240 (0.7067) loss_vfl_aux_2: 0.7019 (0.6883) loss_vfl_aux_3: 0.6848 (0.6700) loss_vfl_aux_4: 0.6786 (0.6617) loss_vfl_dn_0: 0.4855 (0.4884) loss_vfl_dn_1: 0.4230 (0.4217) loss_vfl_dn_2: 0.4119 (0.4056) loss_vfl_dn_3: 0.4019 (0.3972) loss_vfl_dn_4: 0.3973 (0.3942) loss_vfl_dn_5: 0.3963 (0.3937) loss_vfl_dn_pre: 0.4866 (0.4889) loss_vfl_enc_0: 0.7454 (0.7342) loss_vfl_pre: 0.7448 (0.7329) time: 0.7677 data: 0.0258 max mem: 9084 Epoch: [38] [1800/3696] eta: 0:27:17 lr: 0.000013 loss: 31.5952 (31.4547) loss_bbox: 0.1713 (0.1744) loss_bbox_aux_0: 0.1820 (0.1872) loss_bbox_aux_1: 0.1750 (0.1771) loss_bbox_aux_2: 0.1709 (0.1749) loss_bbox_aux_3: 0.1712 (0.1745) loss_bbox_aux_4: 0.1713 (0.1744) loss_bbox_dn_0: 0.2279 (0.2421) loss_bbox_dn_1: 0.1742 (0.1793) loss_bbox_dn_2: 0.1659 (0.1688) loss_bbox_dn_3: 0.1611 (0.1655) loss_bbox_dn_4: 0.1602 (0.1648) loss_bbox_dn_5: 0.1601 (0.1648) loss_bbox_dn_pre: 0.2322 (0.2479) loss_bbox_enc_0: 0.2255 (0.2230) loss_bbox_pre: 0.1803 (0.1875) loss_dfl: 0.9625 (0.9602) loss_fgl_aux_0: 0.9890 (0.9933) loss_fgl_aux_1: 0.9644 (0.9626) loss_fgl_aux_2: 0.9616 (0.9603) loss_fgl_aux_3: 0.9624 (0.9602) loss_fgl_aux_4: 0.9625 (0.9602) loss_fgl_dn_0: 1.0799 (1.0878) loss_fgl_dn_1: 0.9828 (0.9832) loss_fgl_dn_2: 0.9748 (0.9743) loss_fgl_dn_3: 0.9757 (0.9751) loss_fgl_dn_4: 0.9763 (0.9755) loss_fgl_dn_5: 0.9765 (0.9755) loss_giou: 0.5531 (0.5587) loss_giou_aux_0: 0.5890 (0.5842) loss_giou_aux_1: 0.5616 (0.5643) loss_giou_aux_2: 0.5531 (0.5596) loss_giou_aux_3: 0.5529 (0.5588) loss_giou_aux_4: 0.5531 (0.5587) loss_giou_dn_0: 0.5717 (0.5660) loss_giou_dn_1: 0.4608 (0.4552) loss_giou_dn_2: 0.4419 (0.4381) loss_giou_dn_3: 0.4367 (0.4335) loss_giou_dn_4: 0.4358 (0.4325) loss_giou_dn_5: 0.4358 (0.4325) loss_giou_dn_pre: 0.5741 (0.5652) loss_giou_enc_0: 0.6645 (0.6587) loss_giou_pre: 0.5886 (0.5826) loss_ddf_aux_0: 0.0520 (0.0539) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2318 (0.2536) loss_ddf_dn_1: 0.0313 (0.0337) loss_ddf_dn_2: 0.0068 (0.0073) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6357 (0.6596) loss_vfl_aux_0: 0.7125 (0.7305) loss_vfl_aux_1: 0.6875 (0.7068) loss_vfl_aux_2: 0.6784 (0.6884) loss_vfl_aux_3: 0.6511 (0.6700) loss_vfl_aux_4: 0.6396 (0.6616) loss_vfl_dn_0: 0.4930 (0.4883) loss_vfl_dn_1: 0.4227 (0.4216) loss_vfl_dn_2: 0.4113 (0.4055) loss_vfl_dn_3: 0.4063 (0.3972) loss_vfl_dn_4: 0.4023 (0.3942) loss_vfl_dn_5: 0.4018 (0.3936) loss_vfl_dn_pre: 0.4938 (0.4888) loss_vfl_enc_0: 0.7141 (0.7344) loss_vfl_pre: 0.7141 (0.7331) time: 0.7770 data: 0.0358 max mem: 9084 Epoch: [38] [1900/3696] eta: 0:25:41 lr: 0.000013 loss: 31.7251 (31.4594) loss_bbox: 0.1682 (0.1741) loss_bbox_aux_0: 0.1804 (0.1869) loss_bbox_aux_1: 0.1706 (0.1767) loss_bbox_aux_2: 0.1695 (0.1746) loss_bbox_aux_3: 0.1685 (0.1741) loss_bbox_aux_4: 0.1682 (0.1741) loss_bbox_dn_0: 0.2243 (0.2417) loss_bbox_dn_1: 0.1607 (0.1790) loss_bbox_dn_2: 0.1496 (0.1685) loss_bbox_dn_3: 0.1469 (0.1651) loss_bbox_dn_4: 0.1449 (0.1645) loss_bbox_dn_5: 0.1449 (0.1645) loss_bbox_dn_pre: 0.2304 (0.2474) loss_bbox_enc_0: 0.2114 (0.2227) loss_bbox_pre: 0.1812 (0.1872) loss_dfl: 0.9658 (0.9601) loss_fgl_aux_0: 0.9932 (0.9932) loss_fgl_aux_1: 0.9673 (0.9626) loss_fgl_aux_2: 0.9652 (0.9603) loss_fgl_aux_3: 0.9655 (0.9601) loss_fgl_aux_4: 0.9658 (0.9601) loss_fgl_dn_0: 1.0816 (1.0879) loss_fgl_dn_1: 0.9862 (0.9835) loss_fgl_dn_2: 0.9758 (0.9746) loss_fgl_dn_3: 0.9772 (0.9753) loss_fgl_dn_4: 0.9776 (0.9758) loss_fgl_dn_5: 0.9778 (0.9758) loss_giou: 0.5420 (0.5593) loss_giou_aux_0: 0.5752 (0.5848) loss_giou_aux_1: 0.5531 (0.5649) loss_giou_aux_2: 0.5460 (0.5602) loss_giou_aux_3: 0.5418 (0.5594) loss_giou_aux_4: 0.5418 (0.5593) loss_giou_dn_0: 0.5808 (0.5663) loss_giou_dn_1: 0.4662 (0.4556) loss_giou_dn_2: 0.4496 (0.4385) loss_giou_dn_3: 0.4436 (0.4339) loss_giou_dn_4: 0.4426 (0.4329) loss_giou_dn_5: 0.4427 (0.4329) loss_giou_dn_pre: 0.5792 (0.5655) loss_giou_enc_0: 0.6678 (0.6595) loss_giou_pre: 0.5734 (0.5832) loss_ddf_aux_0: 0.0528 (0.0540) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2411 (0.2532) loss_ddf_dn_1: 0.0315 (0.0336) loss_ddf_dn_2: 0.0070 (0.0073) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6680 (0.6598) loss_vfl_aux_0: 0.7369 (0.7304) loss_vfl_aux_1: 0.7269 (0.7070) loss_vfl_aux_2: 0.7045 (0.6887) loss_vfl_aux_3: 0.6832 (0.6703) loss_vfl_aux_4: 0.6639 (0.6619) loss_vfl_dn_0: 0.4948 (0.4883) loss_vfl_dn_1: 0.4276 (0.4216) loss_vfl_dn_2: 0.4078 (0.4055) loss_vfl_dn_3: 0.4016 (0.3972) loss_vfl_dn_4: 0.3987 (0.3942) loss_vfl_dn_5: 0.3992 (0.3937) loss_vfl_dn_pre: 0.4962 (0.4888) loss_vfl_enc_0: 0.7260 (0.7344) loss_vfl_pre: 0.7415 (0.7331) time: 0.7537 data: 0.0338 max mem: 9084 Epoch: [38] [2000/3696] eta: 0:24:09 lr: 0.000013 loss: 31.3040 (31.4570) loss_bbox: 0.1765 (0.1741) loss_bbox_aux_0: 0.1846 (0.1869) loss_bbox_aux_1: 0.1767 (0.1767) loss_bbox_aux_2: 0.1756 (0.1746) loss_bbox_aux_3: 0.1770 (0.1741) loss_bbox_aux_4: 0.1765 (0.1741) loss_bbox_dn_0: 0.2522 (0.2419) loss_bbox_dn_1: 0.1820 (0.1792) loss_bbox_dn_2: 0.1779 (0.1687) loss_bbox_dn_3: 0.1708 (0.1653) loss_bbox_dn_4: 0.1703 (0.1647) loss_bbox_dn_5: 0.1703 (0.1647) loss_bbox_dn_pre: 0.2573 (0.2477) loss_bbox_enc_0: 0.2295 (0.2228) loss_bbox_pre: 0.1845 (0.1872) loss_dfl: 0.9769 (0.9603) loss_fgl_aux_0: 1.0063 (0.9933) loss_fgl_aux_1: 0.9815 (0.9628) loss_fgl_aux_2: 0.9781 (0.9604) loss_fgl_aux_3: 0.9768 (0.9603) loss_fgl_aux_4: 0.9770 (0.9603) loss_fgl_dn_0: 1.0912 (1.0880) loss_fgl_dn_1: 0.9818 (0.9835) loss_fgl_dn_2: 0.9732 (0.9746) loss_fgl_dn_3: 0.9748 (0.9754) loss_fgl_dn_4: 0.9757 (0.9758) loss_fgl_dn_5: 0.9757 (0.9758) loss_giou: 0.5127 (0.5586) loss_giou_aux_0: 0.5407 (0.5842) loss_giou_aux_1: 0.5180 (0.5642) loss_giou_aux_2: 0.5159 (0.5595) loss_giou_aux_3: 0.5135 (0.5587) loss_giou_aux_4: 0.5131 (0.5586) loss_giou_dn_0: 0.5362 (0.5660) loss_giou_dn_1: 0.4215 (0.4553) loss_giou_dn_2: 0.4119 (0.4382) loss_giou_dn_3: 0.4077 (0.4336) loss_giou_dn_4: 0.4075 (0.4326) loss_giou_dn_5: 0.4074 (0.4326) loss_giou_dn_pre: 0.5361 (0.5653) loss_giou_enc_0: 0.6198 (0.6589) loss_giou_pre: 0.5397 (0.5826) loss_ddf_aux_0: 0.0521 (0.0540) loss_ddf_aux_1: 0.0065 (0.0073) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2379 (0.2531) loss_ddf_dn_1: 0.0311 (0.0336) loss_ddf_dn_2: 0.0061 (0.0072) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6749 (0.6602) loss_vfl_aux_0: 0.7094 (0.7306) loss_vfl_aux_1: 0.7136 (0.7073) loss_vfl_aux_2: 0.6973 (0.6889) loss_vfl_aux_3: 0.6741 (0.6708) loss_vfl_aux_4: 0.6721 (0.6623) loss_vfl_dn_0: 0.4871 (0.4883) loss_vfl_dn_1: 0.4186 (0.4217) loss_vfl_dn_2: 0.4001 (0.4056) loss_vfl_dn_3: 0.3926 (0.3973) loss_vfl_dn_4: 0.3896 (0.3943) loss_vfl_dn_5: 0.3903 (0.3938) loss_vfl_dn_pre: 0.4882 (0.4889) loss_vfl_enc_0: 0.7426 (0.7344) loss_vfl_pre: 0.7052 (0.7332) time: 0.7379 data: 0.0283 max mem: 9084 Epoch: [38] [2100/3696] eta: 0:23:31 lr: 0.000013 loss: 31.5231 (31.4668) loss_bbox: 0.1652 (0.1743) loss_bbox_aux_0: 0.1768 (0.1871) loss_bbox_aux_1: 0.1658 (0.1769) loss_bbox_aux_2: 0.1644 (0.1748) loss_bbox_aux_3: 0.1649 (0.1744) loss_bbox_aux_4: 0.1651 (0.1743) loss_bbox_dn_0: 0.2273 (0.2418) loss_bbox_dn_1: 0.1679 (0.1792) loss_bbox_dn_2: 0.1586 (0.1686) loss_bbox_dn_3: 0.1574 (0.1653) loss_bbox_dn_4: 0.1583 (0.1647) loss_bbox_dn_5: 0.1585 (0.1647) loss_bbox_dn_pre: 0.2290 (0.2476) loss_bbox_enc_0: 0.2148 (0.2229) loss_bbox_pre: 0.1805 (0.1874) loss_dfl: 0.9542 (0.9601) loss_fgl_aux_0: 0.9851 (0.9932) loss_fgl_aux_1: 0.9537 (0.9626) loss_fgl_aux_2: 0.9534 (0.9603) loss_fgl_aux_3: 0.9532 (0.9601) loss_fgl_aux_4: 0.9537 (0.9601) loss_fgl_dn_0: 1.0819 (1.0879) loss_fgl_dn_1: 0.9898 (0.9837) loss_fgl_dn_2: 0.9827 (0.9748) loss_fgl_dn_3: 0.9837 (0.9755) loss_fgl_dn_4: 0.9837 (0.9760) loss_fgl_dn_5: 0.9837 (0.9760) loss_giou: 0.5778 (0.5596) loss_giou_aux_0: 0.5984 (0.5852) loss_giou_aux_1: 0.5866 (0.5652) loss_giou_aux_2: 0.5811 (0.5605) loss_giou_aux_3: 0.5781 (0.5597) loss_giou_aux_4: 0.5777 (0.5596) loss_giou_dn_0: 0.5685 (0.5664) loss_giou_dn_1: 0.4620 (0.4557) loss_giou_dn_2: 0.4492 (0.4385) loss_giou_dn_3: 0.4462 (0.4339) loss_giou_dn_4: 0.4457 (0.4330) loss_giou_dn_5: 0.4456 (0.4330) loss_giou_dn_pre: 0.5678 (0.5656) loss_giou_enc_0: 0.6620 (0.6598) loss_giou_pre: 0.5952 (0.5836) loss_ddf_aux_0: 0.0489 (0.0540) loss_ddf_aux_1: 0.0063 (0.0073) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2343 (0.2528) loss_ddf_dn_1: 0.0316 (0.0336) loss_ddf_dn_2: 0.0068 (0.0072) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6235 (0.6598) loss_vfl_aux_0: 0.7010 (0.7303) loss_vfl_aux_1: 0.6852 (0.7071) loss_vfl_aux_2: 0.6665 (0.6885) loss_vfl_aux_3: 0.6417 (0.6704) loss_vfl_aux_4: 0.6295 (0.6619) loss_vfl_dn_0: 0.4830 (0.4883) loss_vfl_dn_1: 0.4264 (0.4218) loss_vfl_dn_2: 0.4092 (0.4058) loss_vfl_dn_3: 0.4018 (0.3974) loss_vfl_dn_4: 0.4005 (0.3944) loss_vfl_dn_5: 0.3995 (0.3939) loss_vfl_dn_pre: 0.4831 (0.4889) loss_vfl_enc_0: 0.7091 (0.7343) loss_vfl_pre: 0.7046 (0.7329) time: 0.7234 data: 0.0236 max mem: 9084 Epoch: [38] [2200/3696] eta: 0:22:05 lr: 0.000013 loss: 31.6547 (31.4698) loss_bbox: 0.1859 (0.1743) loss_bbox_aux_0: 0.1974 (0.1872) loss_bbox_aux_1: 0.1893 (0.1770) loss_bbox_aux_2: 0.1871 (0.1748) loss_bbox_aux_3: 0.1864 (0.1744) loss_bbox_aux_4: 0.1860 (0.1743) loss_bbox_dn_0: 0.2424 (0.2418) loss_bbox_dn_1: 0.1848 (0.1792) loss_bbox_dn_2: 0.1726 (0.1687) loss_bbox_dn_3: 0.1699 (0.1654) loss_bbox_dn_4: 0.1685 (0.1647) loss_bbox_dn_5: 0.1683 (0.1647) loss_bbox_dn_pre: 0.2445 (0.2476) loss_bbox_enc_0: 0.2292 (0.2229) loss_bbox_pre: 0.1972 (0.1874) loss_dfl: 0.9594 (0.9601) loss_fgl_aux_0: 0.9904 (0.9931) loss_fgl_aux_1: 0.9663 (0.9626) loss_fgl_aux_2: 0.9597 (0.9603) loss_fgl_aux_3: 0.9592 (0.9601) loss_fgl_aux_4: 0.9596 (0.9601) loss_fgl_dn_0: 1.0834 (1.0880) loss_fgl_dn_1: 0.9802 (0.9838) loss_fgl_dn_2: 0.9716 (0.9749) loss_fgl_dn_3: 0.9718 (0.9756) loss_fgl_dn_4: 0.9727 (0.9761) loss_fgl_dn_5: 0.9730 (0.9761) loss_giou: 0.5782 (0.5598) loss_giou_aux_0: 0.6020 (0.5854) loss_giou_aux_1: 0.5797 (0.5653) loss_giou_aux_2: 0.5767 (0.5607) loss_giou_aux_3: 0.5781 (0.5599) loss_giou_aux_4: 0.5782 (0.5598) loss_giou_dn_0: 0.5747 (0.5665) loss_giou_dn_1: 0.4717 (0.4558) loss_giou_dn_2: 0.4575 (0.4386) loss_giou_dn_3: 0.4524 (0.4341) loss_giou_dn_4: 0.4519 (0.4331) loss_giou_dn_5: 0.4519 (0.4331) loss_giou_dn_pre: 0.5767 (0.5657) loss_giou_enc_0: 0.6837 (0.6600) loss_giou_pre: 0.5973 (0.5838) loss_ddf_aux_0: 0.0570 (0.0539) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2506 (0.2527) loss_ddf_dn_1: 0.0351 (0.0335) loss_ddf_dn_2: 0.0075 (0.0072) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6584 (0.6598) loss_vfl_aux_0: 0.7198 (0.7301) loss_vfl_aux_1: 0.7020 (0.7070) loss_vfl_aux_2: 0.6932 (0.6886) loss_vfl_aux_3: 0.6698 (0.6704) loss_vfl_aux_4: 0.6635 (0.6619) loss_vfl_dn_0: 0.4897 (0.4883) loss_vfl_dn_1: 0.4206 (0.4218) loss_vfl_dn_2: 0.4061 (0.4058) loss_vfl_dn_3: 0.3975 (0.3975) loss_vfl_dn_4: 0.3954 (0.3945) loss_vfl_dn_5: 0.3944 (0.3939) loss_vfl_dn_pre: 0.4903 (0.4889) loss_vfl_enc_0: 0.7316 (0.7342) loss_vfl_pre: 0.7251 (0.7328) time: 0.7557 data: 0.0295 max mem: 9084 Epoch: [38] [2300/3696] eta: 0:20:28 lr: 0.000013 loss: 31.0549 (31.4615) loss_bbox: 0.1720 (0.1744) loss_bbox_aux_0: 0.1785 (0.1872) loss_bbox_aux_1: 0.1744 (0.1770) loss_bbox_aux_2: 0.1724 (0.1749) loss_bbox_aux_3: 0.1730 (0.1744) loss_bbox_aux_4: 0.1721 (0.1744) loss_bbox_dn_0: 0.2231 (0.2419) loss_bbox_dn_1: 0.1658 (0.1793) loss_bbox_dn_2: 0.1537 (0.1688) loss_bbox_dn_3: 0.1553 (0.1655) loss_bbox_dn_4: 0.1531 (0.1648) loss_bbox_dn_5: 0.1529 (0.1648) loss_bbox_dn_pre: 0.2312 (0.2476) loss_bbox_enc_0: 0.2183 (0.2230) loss_bbox_pre: 0.1777 (0.1875) loss_dfl: 0.9673 (0.9600) loss_fgl_aux_0: 0.9975 (0.9931) loss_fgl_aux_1: 0.9712 (0.9625) loss_fgl_aux_2: 0.9695 (0.9602) loss_fgl_aux_3: 0.9678 (0.9600) loss_fgl_aux_4: 0.9674 (0.9600) loss_fgl_dn_0: 1.0841 (1.0879) loss_fgl_dn_1: 0.9712 (0.9837) loss_fgl_dn_2: 0.9629 (0.9748) loss_fgl_dn_3: 0.9653 (0.9755) loss_fgl_dn_4: 0.9662 (0.9760) loss_fgl_dn_5: 0.9662 (0.9760) loss_giou: 0.5296 (0.5594) loss_giou_aux_0: 0.5649 (0.5850) loss_giou_aux_1: 0.5364 (0.5649) loss_giou_aux_2: 0.5330 (0.5603) loss_giou_aux_3: 0.5308 (0.5595) loss_giou_aux_4: 0.5298 (0.5594) loss_giou_dn_0: 0.5584 (0.5660) loss_giou_dn_1: 0.4438 (0.4553) loss_giou_dn_2: 0.4251 (0.4382) loss_giou_dn_3: 0.4248 (0.4336) loss_giou_dn_4: 0.4247 (0.4326) loss_giou_dn_5: 0.4246 (0.4326) loss_giou_dn_pre: 0.5588 (0.5653) loss_giou_enc_0: 0.6498 (0.6597) loss_giou_pre: 0.5659 (0.5834) loss_ddf_aux_0: 0.0532 (0.0539) loss_ddf_aux_1: 0.0071 (0.0072) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2512 (0.2528) loss_ddf_dn_1: 0.0341 (0.0335) loss_ddf_dn_2: 0.0070 (0.0072) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6424 (0.6597) loss_vfl_aux_0: 0.7109 (0.7299) loss_vfl_aux_1: 0.7000 (0.7069) loss_vfl_aux_2: 0.6606 (0.6882) loss_vfl_aux_3: 0.6546 (0.6702) loss_vfl_aux_4: 0.6520 (0.6618) loss_vfl_dn_0: 0.4883 (0.4884) loss_vfl_dn_1: 0.4158 (0.4218) loss_vfl_dn_2: 0.4011 (0.4057) loss_vfl_dn_3: 0.3927 (0.3974) loss_vfl_dn_4: 0.3914 (0.3944) loss_vfl_dn_5: 0.3907 (0.3939) loss_vfl_dn_pre: 0.4882 (0.4889) loss_vfl_enc_0: 0.7162 (0.7342) loss_vfl_pre: 0.7098 (0.7326) time: 0.7881 data: 0.0280 max mem: 9084 Epoch: [38] [2400/3696] eta: 0:18:55 lr: 0.000013 loss: 31.5682 (31.4632) loss_bbox: 0.1742 (0.1745) loss_bbox_aux_0: 0.1889 (0.1874) loss_bbox_aux_1: 0.1769 (0.1772) loss_bbox_aux_2: 0.1753 (0.1750) loss_bbox_aux_3: 0.1743 (0.1746) loss_bbox_aux_4: 0.1743 (0.1745) loss_bbox_dn_0: 0.2391 (0.2421) loss_bbox_dn_1: 0.1750 (0.1794) loss_bbox_dn_2: 0.1668 (0.1689) loss_bbox_dn_3: 0.1643 (0.1656) loss_bbox_dn_4: 0.1633 (0.1650) loss_bbox_dn_5: 0.1632 (0.1650) loss_bbox_dn_pre: 0.2467 (0.2479) loss_bbox_enc_0: 0.2288 (0.2231) loss_bbox_pre: 0.1886 (0.1876) loss_dfl: 0.9696 (0.9599) loss_fgl_aux_0: 1.0077 (0.9929) loss_fgl_aux_1: 0.9731 (0.9624) loss_fgl_aux_2: 0.9695 (0.9600) loss_fgl_aux_3: 0.9695 (0.9599) loss_fgl_aux_4: 0.9695 (0.9599) loss_fgl_dn_0: 1.0829 (1.0878) loss_fgl_dn_1: 0.9806 (0.9836) loss_fgl_dn_2: 0.9685 (0.9747) loss_fgl_dn_3: 0.9689 (0.9754) loss_fgl_dn_4: 0.9693 (0.9759) loss_fgl_dn_5: 0.9693 (0.9759) loss_giou: 0.5296 (0.5595) loss_giou_aux_0: 0.5498 (0.5851) loss_giou_aux_1: 0.5371 (0.5650) loss_giou_aux_2: 0.5320 (0.5604) loss_giou_aux_3: 0.5298 (0.5596) loss_giou_aux_4: 0.5290 (0.5595) loss_giou_dn_0: 0.5479 (0.5661) loss_giou_dn_1: 0.4325 (0.4554) loss_giou_dn_2: 0.4098 (0.4383) loss_giou_dn_3: 0.4047 (0.4337) loss_giou_dn_4: 0.4023 (0.4327) loss_giou_dn_5: 0.4023 (0.4327) loss_giou_dn_pre: 0.5460 (0.5654) loss_giou_enc_0: 0.6210 (0.6598) loss_giou_pre: 0.5476 (0.5835) loss_ddf_aux_0: 0.0541 (0.0539) loss_ddf_aux_1: 0.0073 (0.0072) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2543 (0.2526) loss_ddf_dn_1: 0.0312 (0.0334) loss_ddf_dn_2: 0.0065 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6373 (0.6597) loss_vfl_aux_0: 0.6991 (0.7299) loss_vfl_aux_1: 0.6824 (0.7067) loss_vfl_aux_2: 0.6700 (0.6883) loss_vfl_aux_3: 0.6491 (0.6704) loss_vfl_aux_4: 0.6360 (0.6618) loss_vfl_dn_0: 0.4837 (0.4883) loss_vfl_dn_1: 0.4200 (0.4217) loss_vfl_dn_2: 0.4055 (0.4056) loss_vfl_dn_3: 0.3942 (0.3973) loss_vfl_dn_4: 0.3899 (0.3943) loss_vfl_dn_5: 0.3903 (0.3938) loss_vfl_dn_pre: 0.4839 (0.4888) loss_vfl_enc_0: 0.7137 (0.7341) loss_vfl_pre: 0.7082 (0.7326) time: 0.8963 data: 0.0282 max mem: 9084 Epoch: [38] [2500/3696] eta: 0:17:21 lr: 0.000013 loss: 32.2387 (31.4722) loss_bbox: 0.1620 (0.1747) loss_bbox_aux_0: 0.1737 (0.1876) loss_bbox_aux_1: 0.1657 (0.1774) loss_bbox_aux_2: 0.1635 (0.1752) loss_bbox_aux_3: 0.1626 (0.1748) loss_bbox_aux_4: 0.1622 (0.1747) loss_bbox_dn_0: 0.2134 (0.2422) loss_bbox_dn_1: 0.1561 (0.1795) loss_bbox_dn_2: 0.1457 (0.1690) loss_bbox_dn_3: 0.1421 (0.1657) loss_bbox_dn_4: 0.1419 (0.1651) loss_bbox_dn_5: 0.1419 (0.1650) loss_bbox_dn_pre: 0.2174 (0.2479) loss_bbox_enc_0: 0.2070 (0.2233) loss_bbox_pre: 0.1736 (0.1879) loss_dfl: 0.9728 (0.9601) loss_fgl_aux_0: 1.0114 (0.9931) loss_fgl_aux_1: 0.9810 (0.9626) loss_fgl_aux_2: 0.9745 (0.9603) loss_fgl_aux_3: 0.9732 (0.9601) loss_fgl_aux_4: 0.9730 (0.9601) loss_fgl_dn_0: 1.0900 (1.0878) loss_fgl_dn_1: 0.9911 (0.9838) loss_fgl_dn_2: 0.9837 (0.9749) loss_fgl_dn_3: 0.9855 (0.9756) loss_fgl_dn_4: 0.9867 (0.9760) loss_fgl_dn_5: 0.9866 (0.9760) loss_giou: 0.5780 (0.5596) loss_giou_aux_0: 0.5965 (0.5852) loss_giou_aux_1: 0.5847 (0.5651) loss_giou_aux_2: 0.5801 (0.5605) loss_giou_aux_3: 0.5779 (0.5597) loss_giou_aux_4: 0.5778 (0.5596) loss_giou_dn_0: 0.5884 (0.5663) loss_giou_dn_1: 0.4769 (0.4555) loss_giou_dn_2: 0.4602 (0.4384) loss_giou_dn_3: 0.4536 (0.4338) loss_giou_dn_4: 0.4524 (0.4328) loss_giou_dn_5: 0.4524 (0.4328) loss_giou_dn_pre: 0.5887 (0.5656) loss_giou_enc_0: 0.6672 (0.6598) loss_giou_pre: 0.5957 (0.5836) loss_ddf_aux_0: 0.0511 (0.0539) loss_ddf_aux_1: 0.0071 (0.0072) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2383 (0.2524) loss_ddf_dn_1: 0.0312 (0.0334) loss_ddf_dn_2: 0.0069 (0.0072) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6523 (0.6601) loss_vfl_aux_0: 0.7179 (0.7301) loss_vfl_aux_1: 0.6949 (0.7071) loss_vfl_aux_2: 0.6716 (0.6888) loss_vfl_aux_3: 0.6599 (0.6708) loss_vfl_aux_4: 0.6502 (0.6621) loss_vfl_dn_0: 0.4845 (0.4883) loss_vfl_dn_1: 0.4318 (0.4219) loss_vfl_dn_2: 0.4116 (0.4058) loss_vfl_dn_3: 0.4039 (0.3975) loss_vfl_dn_4: 0.4016 (0.3945) loss_vfl_dn_5: 0.4005 (0.3940) loss_vfl_dn_pre: 0.4867 (0.4889) loss_vfl_enc_0: 0.7357 (0.7344) loss_vfl_pre: 0.7188 (0.7328) time: 0.7523 data: 0.0298 max mem: 9084 Epoch: [38] [2600/3696] eta: 0:15:49 lr: 0.000013 loss: 31.4453 (31.4716) loss_bbox: 0.1762 (0.1747) loss_bbox_aux_0: 0.1906 (0.1876) loss_bbox_aux_1: 0.1775 (0.1774) loss_bbox_aux_2: 0.1770 (0.1752) loss_bbox_aux_3: 0.1766 (0.1748) loss_bbox_aux_4: 0.1763 (0.1747) loss_bbox_dn_0: 0.2652 (0.2422) loss_bbox_dn_1: 0.1925 (0.1794) loss_bbox_dn_2: 0.1811 (0.1689) loss_bbox_dn_3: 0.1802 (0.1657) loss_bbox_dn_4: 0.1804 (0.1650) loss_bbox_dn_5: 0.1803 (0.1650) loss_bbox_dn_pre: 0.2720 (0.2480) loss_bbox_enc_0: 0.2273 (0.2233) loss_bbox_pre: 0.1903 (0.1878) loss_dfl: 0.9724 (0.9601) loss_fgl_aux_0: 1.0102 (0.9930) loss_fgl_aux_1: 0.9725 (0.9626) loss_fgl_aux_2: 0.9733 (0.9603) loss_fgl_aux_3: 0.9728 (0.9601) loss_fgl_aux_4: 0.9723 (0.9601) loss_fgl_dn_0: 1.0873 (1.0879) loss_fgl_dn_1: 0.9829 (0.9838) loss_fgl_dn_2: 0.9726 (0.9749) loss_fgl_dn_3: 0.9743 (0.9756) loss_fgl_dn_4: 0.9756 (0.9761) loss_fgl_dn_5: 0.9758 (0.9761) loss_giou: 0.5041 (0.5595) loss_giou_aux_0: 0.5252 (0.5852) loss_giou_aux_1: 0.5090 (0.5651) loss_giou_aux_2: 0.5041 (0.5604) loss_giou_aux_3: 0.5041 (0.5596) loss_giou_aux_4: 0.5042 (0.5595) loss_giou_dn_0: 0.5496 (0.5663) loss_giou_dn_1: 0.4457 (0.4554) loss_giou_dn_2: 0.4307 (0.4383) loss_giou_dn_3: 0.4294 (0.4337) loss_giou_dn_4: 0.4285 (0.4327) loss_giou_dn_5: 0.4286 (0.4327) loss_giou_dn_pre: 0.5506 (0.5655) loss_giou_enc_0: 0.5990 (0.6597) loss_giou_pre: 0.5278 (0.5836) loss_ddf_aux_0: 0.0544 (0.0539) loss_ddf_aux_1: 0.0070 (0.0072) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2507 (0.2526) loss_ddf_dn_1: 0.0348 (0.0334) loss_ddf_dn_2: 0.0067 (0.0072) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6868 (0.6602) loss_vfl_aux_0: 0.7446 (0.7298) loss_vfl_aux_1: 0.7358 (0.7070) loss_vfl_aux_2: 0.7147 (0.6889) loss_vfl_aux_3: 0.7036 (0.6710) loss_vfl_aux_4: 0.6823 (0.6622) loss_vfl_dn_0: 0.4861 (0.4883) loss_vfl_dn_1: 0.4227 (0.4219) loss_vfl_dn_2: 0.4048 (0.4058) loss_vfl_dn_3: 0.3992 (0.3976) loss_vfl_dn_4: 0.3950 (0.3945) loss_vfl_dn_5: 0.3965 (0.3940) loss_vfl_dn_pre: 0.4862 (0.4889) loss_vfl_enc_0: 0.7651 (0.7341) loss_vfl_pre: 0.7415 (0.7325) time: 0.7542 data: 0.0342 max mem: 9084 Epoch: [38] [2700/3696] eta: 0:14:19 lr: 0.000013 loss: 31.2622 (31.4698) loss_bbox: 0.1811 (0.1747) loss_bbox_aux_0: 0.1923 (0.1876) loss_bbox_aux_1: 0.1830 (0.1774) loss_bbox_aux_2: 0.1798 (0.1752) loss_bbox_aux_3: 0.1807 (0.1748) loss_bbox_aux_4: 0.1810 (0.1748) loss_bbox_dn_0: 0.2583 (0.2423) loss_bbox_dn_1: 0.1891 (0.1795) loss_bbox_dn_2: 0.1789 (0.1690) loss_bbox_dn_3: 0.1743 (0.1657) loss_bbox_dn_4: 0.1751 (0.1651) loss_bbox_dn_5: 0.1751 (0.1651) loss_bbox_dn_pre: 0.2696 (0.2481) loss_bbox_enc_0: 0.2393 (0.2234) loss_bbox_pre: 0.1922 (0.1879) loss_dfl: 0.9730 (0.9601) loss_fgl_aux_0: 0.9992 (0.9931) loss_fgl_aux_1: 0.9747 (0.9626) loss_fgl_aux_2: 0.9723 (0.9603) loss_fgl_aux_3: 0.9733 (0.9602) loss_fgl_aux_4: 0.9731 (0.9601) loss_fgl_dn_0: 1.0873 (1.0879) loss_fgl_dn_1: 0.9832 (0.9837) loss_fgl_dn_2: 0.9729 (0.9748) loss_fgl_dn_3: 0.9718 (0.9756) loss_fgl_dn_4: 0.9724 (0.9760) loss_fgl_dn_5: 0.9724 (0.9760) loss_giou: 0.5010 (0.5596) loss_giou_aux_0: 0.5218 (0.5852) loss_giou_aux_1: 0.5040 (0.5652) loss_giou_aux_2: 0.5031 (0.5605) loss_giou_aux_3: 0.5018 (0.5597) loss_giou_aux_4: 0.5012 (0.5596) loss_giou_dn_0: 0.5436 (0.5664) loss_giou_dn_1: 0.4284 (0.4555) loss_giou_dn_2: 0.4175 (0.4384) loss_giou_dn_3: 0.4132 (0.4338) loss_giou_dn_4: 0.4106 (0.4328) loss_giou_dn_5: 0.4105 (0.4328) loss_giou_dn_pre: 0.5413 (0.5656) loss_giou_enc_0: 0.6098 (0.6600) loss_giou_pre: 0.5194 (0.5837) loss_ddf_aux_0: 0.0524 (0.0538) loss_ddf_aux_1: 0.0066 (0.0072) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2668 (0.2525) loss_ddf_dn_1: 0.0373 (0.0334) loss_ddf_dn_2: 0.0071 (0.0072) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6423 (0.6598) loss_vfl_aux_0: 0.7320 (0.7293) loss_vfl_aux_1: 0.6982 (0.7066) loss_vfl_aux_2: 0.6666 (0.6884) loss_vfl_aux_3: 0.6440 (0.6706) loss_vfl_aux_4: 0.6362 (0.6618) loss_vfl_dn_0: 0.4832 (0.4882) loss_vfl_dn_1: 0.4139 (0.4218) loss_vfl_dn_2: 0.3982 (0.4058) loss_vfl_dn_3: 0.3867 (0.3975) loss_vfl_dn_4: 0.3834 (0.3945) loss_vfl_dn_5: 0.3825 (0.3939) loss_vfl_dn_pre: 0.4831 (0.4888) loss_vfl_enc_0: 0.7183 (0.7336) loss_vfl_pre: 0.7303 (0.7320) time: 0.7668 data: 0.0299 max mem: 9084 Epoch: [38] [2800/3696] eta: 0:12:49 lr: 0.000013 loss: 31.8482 (31.4726) loss_bbox: 0.1663 (0.1749) loss_bbox_aux_0: 0.1788 (0.1878) loss_bbox_aux_1: 0.1697 (0.1776) loss_bbox_aux_2: 0.1667 (0.1754) loss_bbox_aux_3: 0.1661 (0.1750) loss_bbox_aux_4: 0.1664 (0.1749) loss_bbox_dn_0: 0.2423 (0.2425) loss_bbox_dn_1: 0.1829 (0.1796) loss_bbox_dn_2: 0.1687 (0.1691) loss_bbox_dn_3: 0.1653 (0.1659) loss_bbox_dn_4: 0.1653 (0.1652) loss_bbox_dn_5: 0.1653 (0.1652) loss_bbox_dn_pre: 0.2497 (0.2483) loss_bbox_enc_0: 0.2141 (0.2235) loss_bbox_pre: 0.1789 (0.1880) loss_dfl: 0.9656 (0.9604) loss_fgl_aux_0: 1.0031 (0.9934) loss_fgl_aux_1: 0.9652 (0.9629) loss_fgl_aux_2: 0.9652 (0.9605) loss_fgl_aux_3: 0.9659 (0.9604) loss_fgl_aux_4: 0.9656 (0.9604) loss_fgl_dn_0: 1.0953 (1.0879) loss_fgl_dn_1: 0.9932 (0.9838) loss_fgl_dn_2: 0.9842 (0.9749) loss_fgl_dn_3: 0.9831 (0.9756) loss_fgl_dn_4: 0.9842 (0.9760) loss_fgl_dn_5: 0.9843 (0.9761) loss_giou: 0.5549 (0.5594) loss_giou_aux_0: 0.5764 (0.5850) loss_giou_aux_1: 0.5548 (0.5649) loss_giou_aux_2: 0.5546 (0.5603) loss_giou_aux_3: 0.5546 (0.5595) loss_giou_aux_4: 0.5544 (0.5594) loss_giou_dn_0: 0.5797 (0.5664) loss_giou_dn_1: 0.4634 (0.4554) loss_giou_dn_2: 0.4458 (0.4384) loss_giou_dn_3: 0.4418 (0.4338) loss_giou_dn_4: 0.4400 (0.4328) loss_giou_dn_5: 0.4400 (0.4328) loss_giou_dn_pre: 0.5806 (0.5657) loss_giou_enc_0: 0.6537 (0.6597) loss_giou_pre: 0.5777 (0.5834) loss_ddf_aux_0: 0.0508 (0.0537) loss_ddf_aux_1: 0.0067 (0.0072) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2446 (0.2525) loss_ddf_dn_1: 0.0325 (0.0334) loss_ddf_dn_2: 0.0070 (0.0072) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6708 (0.6600) loss_vfl_aux_0: 0.7252 (0.7293) loss_vfl_aux_1: 0.7056 (0.7068) loss_vfl_aux_2: 0.6887 (0.6885) loss_vfl_aux_3: 0.6824 (0.6709) loss_vfl_aux_4: 0.6669 (0.6621) loss_vfl_dn_0: 0.4908 (0.4883) loss_vfl_dn_1: 0.4274 (0.4218) loss_vfl_dn_2: 0.4079 (0.4058) loss_vfl_dn_3: 0.3984 (0.3975) loss_vfl_dn_4: 0.3984 (0.3945) loss_vfl_dn_5: 0.3984 (0.3939) loss_vfl_dn_pre: 0.4910 (0.4888) loss_vfl_enc_0: 0.7349 (0.7338) loss_vfl_pre: 0.7289 (0.7319) time: 0.7592 data: 0.0265 max mem: 9084 Epoch: [38] [2900/3696] eta: 0:11:20 lr: 0.000013 loss: 31.5046 (31.4760) loss_bbox: 0.1687 (0.1749) loss_bbox_aux_0: 0.1778 (0.1877) loss_bbox_aux_1: 0.1645 (0.1776) loss_bbox_aux_2: 0.1656 (0.1754) loss_bbox_aux_3: 0.1681 (0.1750) loss_bbox_aux_4: 0.1685 (0.1749) loss_bbox_dn_0: 0.2155 (0.2425) loss_bbox_dn_1: 0.1616 (0.1797) loss_bbox_dn_2: 0.1576 (0.1692) loss_bbox_dn_3: 0.1577 (0.1660) loss_bbox_dn_4: 0.1571 (0.1653) loss_bbox_dn_5: 0.1568 (0.1653) loss_bbox_dn_pre: 0.2248 (0.2483) loss_bbox_enc_0: 0.2139 (0.2234) loss_bbox_pre: 0.1788 (0.1880) loss_dfl: 0.9726 (0.9605) loss_fgl_aux_0: 0.9988 (0.9934) loss_fgl_aux_1: 0.9722 (0.9629) loss_fgl_aux_2: 0.9719 (0.9606) loss_fgl_aux_3: 0.9728 (0.9605) loss_fgl_aux_4: 0.9728 (0.9605) loss_fgl_dn_0: 1.0847 (1.0879) loss_fgl_dn_1: 0.9911 (0.9839) loss_fgl_dn_2: 0.9835 (0.9749) loss_fgl_dn_3: 0.9840 (0.9757) loss_fgl_dn_4: 0.9849 (0.9761) loss_fgl_dn_5: 0.9848 (0.9761) loss_giou: 0.5429 (0.5594) loss_giou_aux_0: 0.5680 (0.5849) loss_giou_aux_1: 0.5518 (0.5649) loss_giou_aux_2: 0.5457 (0.5603) loss_giou_aux_3: 0.5435 (0.5595) loss_giou_aux_4: 0.5430 (0.5594) loss_giou_dn_0: 0.5582 (0.5664) loss_giou_dn_1: 0.4501 (0.4555) loss_giou_dn_2: 0.4329 (0.4384) loss_giou_dn_3: 0.4277 (0.4339) loss_giou_dn_4: 0.4275 (0.4329) loss_giou_dn_5: 0.4277 (0.4329) loss_giou_dn_pre: 0.5583 (0.5657) loss_giou_enc_0: 0.6330 (0.6597) loss_giou_pre: 0.5664 (0.5834) loss_ddf_aux_0: 0.0485 (0.0536) loss_ddf_aux_1: 0.0066 (0.0072) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2312 (0.2523) loss_ddf_dn_1: 0.0304 (0.0334) loss_ddf_dn_2: 0.0067 (0.0072) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6559 (0.6602) loss_vfl_aux_0: 0.7188 (0.7297) loss_vfl_aux_1: 0.6841 (0.7070) loss_vfl_aux_2: 0.6814 (0.6887) loss_vfl_aux_3: 0.6683 (0.6711) loss_vfl_aux_4: 0.6608 (0.6622) loss_vfl_dn_0: 0.4860 (0.4883) loss_vfl_dn_1: 0.4193 (0.4219) loss_vfl_dn_2: 0.4082 (0.4059) loss_vfl_dn_3: 0.3968 (0.3976) loss_vfl_dn_4: 0.3911 (0.3946) loss_vfl_dn_5: 0.3903 (0.3940) loss_vfl_dn_pre: 0.4855 (0.4889) loss_vfl_enc_0: 0.7245 (0.7341) loss_vfl_pre: 0.7214 (0.7323) time: 0.7773 data: 0.0274 max mem: 9084 Epoch: [38] [3000/3696] eta: 0:09:52 lr: 0.000013 loss: 31.7438 (31.4759) loss_bbox: 0.1737 (0.1748) loss_bbox_aux_0: 0.1857 (0.1876) loss_bbox_aux_1: 0.1774 (0.1775) loss_bbox_aux_2: 0.1753 (0.1753) loss_bbox_aux_3: 0.1744 (0.1749) loss_bbox_aux_4: 0.1737 (0.1748) loss_bbox_dn_0: 0.2354 (0.2422) loss_bbox_dn_1: 0.1786 (0.1794) loss_bbox_dn_2: 0.1680 (0.1690) loss_bbox_dn_3: 0.1632 (0.1658) loss_bbox_dn_4: 0.1618 (0.1651) loss_bbox_dn_5: 0.1617 (0.1651) loss_bbox_dn_pre: 0.2412 (0.2480) loss_bbox_enc_0: 0.2192 (0.2233) loss_bbox_pre: 0.1856 (0.1879) loss_dfl: 0.9439 (0.9602) loss_fgl_aux_0: 0.9809 (0.9932) loss_fgl_aux_1: 0.9477 (0.9627) loss_fgl_aux_2: 0.9444 (0.9604) loss_fgl_aux_3: 0.9445 (0.9602) loss_fgl_aux_4: 0.9440 (0.9602) loss_fgl_dn_0: 1.0829 (1.0879) loss_fgl_dn_1: 0.9869 (0.9839) loss_fgl_dn_2: 0.9779 (0.9750) loss_fgl_dn_3: 0.9785 (0.9757) loss_fgl_dn_4: 0.9784 (0.9761) loss_fgl_dn_5: 0.9784 (0.9761) loss_giou: 0.5849 (0.5600) loss_giou_aux_0: 0.6055 (0.5855) loss_giou_aux_1: 0.5891 (0.5655) loss_giou_aux_2: 0.5863 (0.5609) loss_giou_aux_3: 0.5844 (0.5601) loss_giou_aux_4: 0.5846 (0.5600) loss_giou_dn_0: 0.5686 (0.5666) loss_giou_dn_1: 0.4594 (0.4557) loss_giou_dn_2: 0.4408 (0.4386) loss_giou_dn_3: 0.4389 (0.4341) loss_giou_dn_4: 0.4378 (0.4331) loss_giou_dn_5: 0.4378 (0.4331) loss_giou_dn_pre: 0.5658 (0.5659) loss_giou_enc_0: 0.6855 (0.6603) loss_giou_pre: 0.6053 (0.5840) loss_ddf_aux_0: 0.0535 (0.0536) loss_ddf_aux_1: 0.0074 (0.0072) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2354 (0.2521) loss_ddf_dn_1: 0.0335 (0.0334) loss_ddf_dn_2: 0.0081 (0.0072) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6604 (0.6601) loss_vfl_aux_0: 0.7207 (0.7294) loss_vfl_aux_1: 0.7148 (0.7067) loss_vfl_aux_2: 0.6907 (0.6885) loss_vfl_aux_3: 0.6562 (0.6709) loss_vfl_aux_4: 0.6575 (0.6621) loss_vfl_dn_0: 0.4872 (0.4882) loss_vfl_dn_1: 0.4224 (0.4218) loss_vfl_dn_2: 0.4062 (0.4058) loss_vfl_dn_3: 0.3969 (0.3975) loss_vfl_dn_4: 0.3954 (0.3945) loss_vfl_dn_5: 0.3932 (0.3940) loss_vfl_dn_pre: 0.4881 (0.4888) loss_vfl_enc_0: 0.6994 (0.7338) loss_vfl_pre: 0.7290 (0.7320) time: 0.8759 data: 0.0202 max mem: 9084 Epoch: [38] [3100/3696] eta: 0:08:25 lr: 0.000013 loss: 31.5394 (31.4779) loss_bbox: 0.1653 (0.1748) loss_bbox_aux_0: 0.1833 (0.1877) loss_bbox_aux_1: 0.1705 (0.1775) loss_bbox_aux_2: 0.1672 (0.1753) loss_bbox_aux_3: 0.1655 (0.1749) loss_bbox_aux_4: 0.1654 (0.1749) loss_bbox_dn_0: 0.2208 (0.2420) loss_bbox_dn_1: 0.1575 (0.1792) loss_bbox_dn_2: 0.1489 (0.1688) loss_bbox_dn_3: 0.1456 (0.1656) loss_bbox_dn_4: 0.1445 (0.1649) loss_bbox_dn_5: 0.1445 (0.1649) loss_bbox_dn_pre: 0.2260 (0.2477) loss_bbox_enc_0: 0.2163 (0.2233) loss_bbox_pre: 0.1839 (0.1879) loss_dfl: 0.9535 (0.9600) loss_fgl_aux_0: 0.9848 (0.9930) loss_fgl_aux_1: 0.9551 (0.9625) loss_fgl_aux_2: 0.9538 (0.9602) loss_fgl_aux_3: 0.9538 (0.9600) loss_fgl_aux_4: 0.9537 (0.9600) loss_fgl_dn_0: 1.0922 (1.0879) loss_fgl_dn_1: 0.9881 (0.9839) loss_fgl_dn_2: 0.9792 (0.9750) loss_fgl_dn_3: 0.9790 (0.9757) loss_fgl_dn_4: 0.9798 (0.9762) loss_fgl_dn_5: 0.9797 (0.9762) loss_giou: 0.5806 (0.5605) loss_giou_aux_0: 0.6088 (0.5861) loss_giou_aux_1: 0.5877 (0.5661) loss_giou_aux_2: 0.5808 (0.5614) loss_giou_aux_3: 0.5799 (0.5606) loss_giou_aux_4: 0.5806 (0.5605) loss_giou_dn_0: 0.5683 (0.5667) loss_giou_dn_1: 0.4515 (0.4558) loss_giou_dn_2: 0.4346 (0.4387) loss_giou_dn_3: 0.4273 (0.4341) loss_giou_dn_4: 0.4256 (0.4332) loss_giou_dn_5: 0.4255 (0.4332) loss_giou_dn_pre: 0.5663 (0.5660) loss_giou_enc_0: 0.6735 (0.6609) loss_giou_pre: 0.6066 (0.5845) loss_ddf_aux_0: 0.0552 (0.0537) loss_ddf_aux_1: 0.0079 (0.0072) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2528 (0.2523) loss_ddf_dn_1: 0.0339 (0.0334) loss_ddf_dn_2: 0.0072 (0.0072) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6536 (0.6601) loss_vfl_aux_0: 0.7154 (0.7290) loss_vfl_aux_1: 0.7048 (0.7065) loss_vfl_aux_2: 0.6890 (0.6885) loss_vfl_aux_3: 0.6736 (0.6708) loss_vfl_aux_4: 0.6532 (0.6620) loss_vfl_dn_0: 0.4895 (0.4882) loss_vfl_dn_1: 0.4297 (0.4218) loss_vfl_dn_2: 0.4115 (0.4059) loss_vfl_dn_3: 0.4029 (0.3976) loss_vfl_dn_4: 0.4003 (0.3946) loss_vfl_dn_5: 0.3994 (0.3941) loss_vfl_dn_pre: 0.4904 (0.4887) loss_vfl_enc_0: 0.7174 (0.7333) loss_vfl_pre: 0.7181 (0.7317) time: 0.7614 data: 0.0308 max mem: 9084 Epoch: [38] [3200/3696] eta: 0:06:59 lr: 0.000013 loss: 31.5289 (31.4839) loss_bbox: 0.1632 (0.1748) loss_bbox_aux_0: 0.1745 (0.1876) loss_bbox_aux_1: 0.1675 (0.1774) loss_bbox_aux_2: 0.1635 (0.1753) loss_bbox_aux_3: 0.1634 (0.1749) loss_bbox_aux_4: 0.1632 (0.1748) loss_bbox_dn_0: 0.2427 (0.2419) loss_bbox_dn_1: 0.1741 (0.1792) loss_bbox_dn_2: 0.1620 (0.1688) loss_bbox_dn_3: 0.1587 (0.1655) loss_bbox_dn_4: 0.1576 (0.1649) loss_bbox_dn_5: 0.1575 (0.1649) loss_bbox_dn_pre: 0.2495 (0.2476) loss_bbox_enc_0: 0.2120 (0.2232) loss_bbox_pre: 0.1756 (0.1878) loss_dfl: 0.9616 (0.9600) loss_fgl_aux_0: 0.9953 (0.9930) loss_fgl_aux_1: 0.9612 (0.9625) loss_fgl_aux_2: 0.9607 (0.9602) loss_fgl_aux_3: 0.9615 (0.9600) loss_fgl_aux_4: 0.9618 (0.9600) loss_fgl_dn_0: 1.0896 (1.0879) loss_fgl_dn_1: 0.9866 (0.9840) loss_fgl_dn_2: 0.9774 (0.9751) loss_fgl_dn_3: 0.9770 (0.9758) loss_fgl_dn_4: 0.9777 (0.9763) loss_fgl_dn_5: 0.9778 (0.9763) loss_giou: 0.5436 (0.5609) loss_giou_aux_0: 0.5803 (0.5864) loss_giou_aux_1: 0.5516 (0.5664) loss_giou_aux_2: 0.5417 (0.5618) loss_giou_aux_3: 0.5439 (0.5610) loss_giou_aux_4: 0.5436 (0.5609) loss_giou_dn_0: 0.5776 (0.5670) loss_giou_dn_1: 0.4612 (0.4560) loss_giou_dn_2: 0.4427 (0.4390) loss_giou_dn_3: 0.4387 (0.4344) loss_giou_dn_4: 0.4375 (0.4334) loss_giou_dn_5: 0.4374 (0.4334) loss_giou_dn_pre: 0.5775 (0.5663) loss_giou_enc_0: 0.6659 (0.6613) loss_giou_pre: 0.5805 (0.5849) loss_ddf_aux_0: 0.0525 (0.0537) loss_ddf_aux_1: 0.0071 (0.0072) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2487 (0.2522) loss_ddf_dn_1: 0.0327 (0.0334) loss_ddf_dn_2: 0.0073 (0.0072) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6823 (0.6604) loss_vfl_aux_0: 0.7449 (0.7292) loss_vfl_aux_1: 0.7393 (0.7068) loss_vfl_aux_2: 0.7219 (0.6888) loss_vfl_aux_3: 0.7092 (0.6712) loss_vfl_aux_4: 0.6904 (0.6624) loss_vfl_dn_0: 0.4884 (0.4882) loss_vfl_dn_1: 0.4243 (0.4219) loss_vfl_dn_2: 0.4038 (0.4059) loss_vfl_dn_3: 0.3940 (0.3976) loss_vfl_dn_4: 0.3926 (0.3946) loss_vfl_dn_5: 0.3914 (0.3941) loss_vfl_dn_pre: 0.4892 (0.4887) loss_vfl_enc_0: 0.7471 (0.7332) loss_vfl_pre: 0.7451 (0.7319) time: 0.9076 data: 0.0235 max mem: 9084 Epoch: [38] [3300/3696] eta: 0:05:34 lr: 0.000013 loss: 31.1534 (31.4823) loss_bbox: 0.1662 (0.1748) loss_bbox_aux_0: 0.1806 (0.1876) loss_bbox_aux_1: 0.1721 (0.1774) loss_bbox_aux_2: 0.1666 (0.1753) loss_bbox_aux_3: 0.1661 (0.1748) loss_bbox_aux_4: 0.1662 (0.1748) loss_bbox_dn_0: 0.2287 (0.2421) loss_bbox_dn_1: 0.1770 (0.1793) loss_bbox_dn_2: 0.1640 (0.1689) loss_bbox_dn_3: 0.1620 (0.1656) loss_bbox_dn_4: 0.1623 (0.1650) loss_bbox_dn_5: 0.1622 (0.1650) loss_bbox_dn_pre: 0.2363 (0.2479) loss_bbox_enc_0: 0.2163 (0.2233) loss_bbox_pre: 0.1815 (0.1879) loss_dfl: 0.9630 (0.9601) loss_fgl_aux_0: 0.9939 (0.9931) loss_fgl_aux_1: 0.9662 (0.9626) loss_fgl_aux_2: 0.9640 (0.9602) loss_fgl_aux_3: 0.9628 (0.9601) loss_fgl_aux_4: 0.9629 (0.9601) loss_fgl_dn_0: 1.0837 (1.0879) loss_fgl_dn_1: 0.9883 (0.9840) loss_fgl_dn_2: 0.9791 (0.9751) loss_fgl_dn_3: 0.9791 (0.9758) loss_fgl_dn_4: 0.9792 (0.9763) loss_fgl_dn_5: 0.9792 (0.9763) loss_giou: 0.5375 (0.5604) loss_giou_aux_0: 0.5627 (0.5860) loss_giou_aux_1: 0.5417 (0.5660) loss_giou_aux_2: 0.5399 (0.5613) loss_giou_aux_3: 0.5372 (0.5605) loss_giou_aux_4: 0.5374 (0.5604) loss_giou_dn_0: 0.5656 (0.5669) loss_giou_dn_1: 0.4383 (0.4558) loss_giou_dn_2: 0.4164 (0.4388) loss_giou_dn_3: 0.4133 (0.4342) loss_giou_dn_4: 0.4138 (0.4332) loss_giou_dn_5: 0.4139 (0.4332) loss_giou_dn_pre: 0.5642 (0.5662) loss_giou_enc_0: 0.6313 (0.6610) loss_giou_pre: 0.5590 (0.5845) loss_ddf_aux_0: 0.0549 (0.0538) loss_ddf_aux_1: 0.0079 (0.0072) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2534 (0.2524) loss_ddf_dn_1: 0.0355 (0.0335) loss_ddf_dn_2: 0.0079 (0.0072) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6396 (0.6604) loss_vfl_aux_0: 0.7241 (0.7293) loss_vfl_aux_1: 0.6942 (0.7070) loss_vfl_aux_2: 0.6774 (0.6889) loss_vfl_aux_3: 0.6501 (0.6712) loss_vfl_aux_4: 0.6369 (0.6624) loss_vfl_dn_0: 0.4873 (0.4883) loss_vfl_dn_1: 0.4158 (0.4219) loss_vfl_dn_2: 0.4019 (0.4060) loss_vfl_dn_3: 0.3911 (0.3976) loss_vfl_dn_4: 0.3888 (0.3947) loss_vfl_dn_5: 0.3865 (0.3941) loss_vfl_dn_pre: 0.4887 (0.4888) loss_vfl_enc_0: 0.7303 (0.7334) loss_vfl_pre: 0.7317 (0.7319) time: 0.7214 data: 0.0270 max mem: 9084 Epoch: [38] [3400/3696] eta: 0:04:09 lr: 0.000013 loss: 31.2205 (31.4836) loss_bbox: 0.1653 (0.1747) loss_bbox_aux_0: 0.1746 (0.1876) loss_bbox_aux_1: 0.1688 (0.1774) loss_bbox_aux_2: 0.1680 (0.1752) loss_bbox_aux_3: 0.1654 (0.1748) loss_bbox_aux_4: 0.1654 (0.1748) loss_bbox_dn_0: 0.2502 (0.2421) loss_bbox_dn_1: 0.1861 (0.1794) loss_bbox_dn_2: 0.1759 (0.1690) loss_bbox_dn_3: 0.1748 (0.1657) loss_bbox_dn_4: 0.1728 (0.1651) loss_bbox_dn_5: 0.1728 (0.1650) loss_bbox_dn_pre: 0.2552 (0.2478) loss_bbox_enc_0: 0.2197 (0.2233) loss_bbox_pre: 0.1735 (0.1878) loss_dfl: 0.9777 (0.9601) loss_fgl_aux_0: 1.0038 (0.9932) loss_fgl_aux_1: 0.9798 (0.9627) loss_fgl_aux_2: 0.9774 (0.9603) loss_fgl_aux_3: 0.9779 (0.9602) loss_fgl_aux_4: 0.9779 (0.9601) loss_fgl_dn_0: 1.0857 (1.0879) loss_fgl_dn_1: 0.9844 (0.9840) loss_fgl_dn_2: 0.9783 (0.9751) loss_fgl_dn_3: 0.9813 (0.9759) loss_fgl_dn_4: 0.9824 (0.9763) loss_fgl_dn_5: 0.9825 (0.9763) loss_giou: 0.5182 (0.5603) loss_giou_aux_0: 0.5349 (0.5859) loss_giou_aux_1: 0.5239 (0.5658) loss_giou_aux_2: 0.5190 (0.5612) loss_giou_aux_3: 0.5185 (0.5604) loss_giou_aux_4: 0.5182 (0.5603) loss_giou_dn_0: 0.5647 (0.5669) loss_giou_dn_1: 0.4482 (0.4558) loss_giou_dn_2: 0.4382 (0.4388) loss_giou_dn_3: 0.4353 (0.4342) loss_giou_dn_4: 0.4350 (0.4332) loss_giou_dn_5: 0.4351 (0.4332) loss_giou_dn_pre: 0.5647 (0.5661) loss_giou_enc_0: 0.6252 (0.6609) loss_giou_pre: 0.5328 (0.5843) loss_ddf_aux_0: 0.0535 (0.0538) loss_ddf_aux_1: 0.0067 (0.0072) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2349 (0.2523) loss_ddf_dn_1: 0.0293 (0.0334) loss_ddf_dn_2: 0.0065 (0.0072) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6753 (0.6606) loss_vfl_aux_0: 0.7506 (0.7297) loss_vfl_aux_1: 0.7202 (0.7072) loss_vfl_aux_2: 0.6825 (0.6890) loss_vfl_aux_3: 0.6775 (0.6714) loss_vfl_aux_4: 0.6752 (0.6626) loss_vfl_dn_0: 0.4860 (0.4883) loss_vfl_dn_1: 0.4176 (0.4219) loss_vfl_dn_2: 0.4027 (0.4060) loss_vfl_dn_3: 0.3948 (0.3976) loss_vfl_dn_4: 0.3905 (0.3947) loss_vfl_dn_5: 0.3916 (0.3941) loss_vfl_dn_pre: 0.4866 (0.4888) loss_vfl_enc_0: 0.7397 (0.7336) loss_vfl_pre: 0.7503 (0.7323) time: 0.7474 data: 0.0289 max mem: 9084 Epoch: [38] [3500/3696] eta: 0:02:44 lr: 0.000013 loss: 31.4943 (31.4823) loss_bbox: 0.1574 (0.1747) loss_bbox_aux_0: 0.1672 (0.1876) loss_bbox_aux_1: 0.1596 (0.1774) loss_bbox_aux_2: 0.1570 (0.1752) loss_bbox_aux_3: 0.1571 (0.1748) loss_bbox_aux_4: 0.1574 (0.1747) loss_bbox_dn_0: 0.2348 (0.2421) loss_bbox_dn_1: 0.1698 (0.1794) loss_bbox_dn_2: 0.1579 (0.1690) loss_bbox_dn_3: 0.1556 (0.1658) loss_bbox_dn_4: 0.1556 (0.1651) loss_bbox_dn_5: 0.1556 (0.1651) loss_bbox_dn_pre: 0.2379 (0.2479) loss_bbox_enc_0: 0.2038 (0.2234) loss_bbox_pre: 0.1671 (0.1878) loss_dfl: 0.9587 (0.9602) loss_fgl_aux_0: 1.0017 (0.9932) loss_fgl_aux_1: 0.9627 (0.9627) loss_fgl_aux_2: 0.9582 (0.9603) loss_fgl_aux_3: 0.9593 (0.9602) loss_fgl_aux_4: 0.9591 (0.9602) loss_fgl_dn_0: 1.0880 (1.0879) loss_fgl_dn_1: 0.9842 (0.9840) loss_fgl_dn_2: 0.9734 (0.9751) loss_fgl_dn_3: 0.9758 (0.9758) loss_fgl_dn_4: 0.9765 (0.9763) loss_fgl_dn_5: 0.9764 (0.9763) loss_giou: 0.5349 (0.5602) loss_giou_aux_0: 0.5597 (0.5858) loss_giou_aux_1: 0.5408 (0.5658) loss_giou_aux_2: 0.5367 (0.5611) loss_giou_aux_3: 0.5345 (0.5603) loss_giou_aux_4: 0.5348 (0.5602) loss_giou_dn_0: 0.5649 (0.5668) loss_giou_dn_1: 0.4608 (0.4557) loss_giou_dn_2: 0.4434 (0.4387) loss_giou_dn_3: 0.4400 (0.4341) loss_giou_dn_4: 0.4393 (0.4331) loss_giou_dn_5: 0.4395 (0.4331) loss_giou_dn_pre: 0.5626 (0.5661) loss_giou_enc_0: 0.6267 (0.6609) loss_giou_pre: 0.5567 (0.5843) loss_ddf_aux_0: 0.0526 (0.0539) loss_ddf_aux_1: 0.0071 (0.0072) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2438 (0.2524) loss_ddf_dn_1: 0.0304 (0.0333) loss_ddf_dn_2: 0.0056 (0.0072) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6808 (0.6605) loss_vfl_aux_0: 0.7529 (0.7297) loss_vfl_aux_1: 0.7175 (0.7071) loss_vfl_aux_2: 0.6990 (0.6889) loss_vfl_aux_3: 0.6938 (0.6713) loss_vfl_aux_4: 0.6780 (0.6625) loss_vfl_dn_0: 0.4858 (0.4883) loss_vfl_dn_1: 0.4238 (0.4219) loss_vfl_dn_2: 0.4089 (0.4060) loss_vfl_dn_3: 0.3982 (0.3977) loss_vfl_dn_4: 0.3973 (0.3947) loss_vfl_dn_5: 0.3979 (0.3941) loss_vfl_dn_pre: 0.4866 (0.4888) loss_vfl_enc_0: 0.7468 (0.7335) loss_vfl_pre: 0.7523 (0.7323) time: 0.7483 data: 0.0285 max mem: 9084 Epoch: [38] [3600/3696] eta: 0:01:20 lr: 0.000013 loss: 31.5597 (31.4850) loss_bbox: 0.1742 (0.1748) loss_bbox_aux_0: 0.1875 (0.1876) loss_bbox_aux_1: 0.1755 (0.1774) loss_bbox_aux_2: 0.1742 (0.1753) loss_bbox_aux_3: 0.1742 (0.1749) loss_bbox_aux_4: 0.1742 (0.1748) loss_bbox_dn_0: 0.2444 (0.2422) loss_bbox_dn_1: 0.1770 (0.1795) loss_bbox_dn_2: 0.1666 (0.1691) loss_bbox_dn_3: 0.1650 (0.1658) loss_bbox_dn_4: 0.1642 (0.1652) loss_bbox_dn_5: 0.1644 (0.1652) loss_bbox_dn_pre: 0.2476 (0.2480) loss_bbox_enc_0: 0.2169 (0.2234) loss_bbox_pre: 0.1853 (0.1879) loss_dfl: 0.9544 (0.9602) loss_fgl_aux_0: 0.9914 (0.9933) loss_fgl_aux_1: 0.9607 (0.9627) loss_fgl_aux_2: 0.9527 (0.9603) loss_fgl_aux_3: 0.9543 (0.9602) loss_fgl_aux_4: 0.9543 (0.9602) loss_fgl_dn_0: 1.0896 (1.0880) loss_fgl_dn_1: 0.9829 (0.9840) loss_fgl_dn_2: 0.9718 (0.9751) loss_fgl_dn_3: 0.9753 (0.9758) loss_fgl_dn_4: 0.9755 (0.9763) loss_fgl_dn_5: 0.9755 (0.9763) loss_giou: 0.5545 (0.5603) loss_giou_aux_0: 0.5772 (0.5859) loss_giou_aux_1: 0.5592 (0.5658) loss_giou_aux_2: 0.5553 (0.5612) loss_giou_aux_3: 0.5549 (0.5604) loss_giou_aux_4: 0.5546 (0.5603) loss_giou_dn_0: 0.5795 (0.5669) loss_giou_dn_1: 0.4657 (0.4558) loss_giou_dn_2: 0.4495 (0.4388) loss_giou_dn_3: 0.4423 (0.4342) loss_giou_dn_4: 0.4413 (0.4332) loss_giou_dn_5: 0.4412 (0.4332) loss_giou_dn_pre: 0.5796 (0.5662) loss_giou_enc_0: 0.6441 (0.6609) loss_giou_pre: 0.5765 (0.5843) loss_ddf_aux_0: 0.0569 (0.0539) loss_ddf_aux_1: 0.0076 (0.0072) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2640 (0.2525) loss_ddf_dn_1: 0.0355 (0.0334) loss_ddf_dn_2: 0.0084 (0.0072) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6509 (0.6606) loss_vfl_aux_0: 0.7172 (0.7299) loss_vfl_aux_1: 0.6912 (0.7071) loss_vfl_aux_2: 0.6760 (0.6889) loss_vfl_aux_3: 0.6528 (0.6713) loss_vfl_aux_4: 0.6455 (0.6625) loss_vfl_dn_0: 0.4875 (0.4883) loss_vfl_dn_1: 0.4241 (0.4219) loss_vfl_dn_2: 0.4109 (0.4060) loss_vfl_dn_3: 0.4018 (0.3977) loss_vfl_dn_4: 0.3977 (0.3947) loss_vfl_dn_5: 0.3973 (0.3942) loss_vfl_dn_pre: 0.4880 (0.4888) loss_vfl_enc_0: 0.7307 (0.7335) loss_vfl_pre: 0.7153 (0.7325) time: 0.7416 data: 0.0302 max mem: 9084 Epoch: [38] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 32.0666 (31.4928) loss_bbox: 0.1632 (0.1748) loss_bbox_aux_0: 0.1732 (0.1876) loss_bbox_aux_1: 0.1667 (0.1774) loss_bbox_aux_2: 0.1646 (0.1753) loss_bbox_aux_3: 0.1635 (0.1748) loss_bbox_aux_4: 0.1632 (0.1748) loss_bbox_dn_0: 0.2148 (0.2422) loss_bbox_dn_1: 0.1652 (0.1795) loss_bbox_dn_2: 0.1590 (0.1691) loss_bbox_dn_3: 0.1549 (0.1659) loss_bbox_dn_4: 0.1546 (0.1652) loss_bbox_dn_5: 0.1547 (0.1652) loss_bbox_dn_pre: 0.2250 (0.2479) loss_bbox_enc_0: 0.2043 (0.2234) loss_bbox_pre: 0.1715 (0.1879) loss_dfl: 0.9638 (0.9604) loss_fgl_aux_0: 0.9925 (0.9935) loss_fgl_aux_1: 0.9660 (0.9629) loss_fgl_aux_2: 0.9638 (0.9605) loss_fgl_aux_3: 0.9645 (0.9604) loss_fgl_aux_4: 0.9641 (0.9604) loss_fgl_dn_0: 1.0819 (1.0880) loss_fgl_dn_1: 0.9820 (0.9841) loss_fgl_dn_2: 0.9735 (0.9752) loss_fgl_dn_3: 0.9756 (0.9760) loss_fgl_dn_4: 0.9762 (0.9764) loss_fgl_dn_5: 0.9762 (0.9764) loss_giou: 0.5615 (0.5604) loss_giou_aux_0: 0.5934 (0.5860) loss_giou_aux_1: 0.5642 (0.5660) loss_giou_aux_2: 0.5606 (0.5613) loss_giou_aux_3: 0.5615 (0.5605) loss_giou_aux_4: 0.5615 (0.5604) loss_giou_dn_0: 0.5626 (0.5671) loss_giou_dn_1: 0.4556 (0.4560) loss_giou_dn_2: 0.4383 (0.4390) loss_giou_dn_3: 0.4343 (0.4344) loss_giou_dn_4: 0.4330 (0.4334) loss_giou_dn_5: 0.4329 (0.4334) loss_giou_dn_pre: 0.5636 (0.5663) loss_giou_enc_0: 0.6630 (0.6611) loss_giou_pre: 0.5918 (0.5845) loss_ddf_aux_0: 0.0572 (0.0540) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2531 (0.2526) loss_ddf_dn_1: 0.0347 (0.0334) loss_ddf_dn_2: 0.0076 (0.0072) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6772 (0.6609) loss_vfl_aux_0: 0.7712 (0.7302) loss_vfl_aux_1: 0.7393 (0.7075) loss_vfl_aux_2: 0.7213 (0.6893) loss_vfl_aux_3: 0.6858 (0.6716) loss_vfl_aux_4: 0.6824 (0.6628) loss_vfl_dn_0: 0.4865 (0.4883) loss_vfl_dn_1: 0.4210 (0.4220) loss_vfl_dn_2: 0.4078 (0.4061) loss_vfl_dn_3: 0.4010 (0.3978) loss_vfl_dn_4: 0.4009 (0.3948) loss_vfl_dn_5: 0.4011 (0.3943) loss_vfl_dn_pre: 0.4874 (0.4888) loss_vfl_enc_0: 0.7355 (0.7336) loss_vfl_pre: 0.7719 (0.7328) time: 0.7449 data: 0.0316 max mem: 9084 Epoch: [38] Total time: 0:51:28 (0.8357 s / it) Averaged stats: lr: 0.000013 loss: 32.0666 (31.4928) loss_bbox: 0.1632 (0.1748) loss_bbox_aux_0: 0.1732 (0.1876) loss_bbox_aux_1: 0.1667 (0.1774) loss_bbox_aux_2: 0.1646 (0.1753) loss_bbox_aux_3: 0.1635 (0.1748) loss_bbox_aux_4: 0.1632 (0.1748) loss_bbox_dn_0: 0.2148 (0.2422) loss_bbox_dn_1: 0.1652 (0.1795) loss_bbox_dn_2: 0.1590 (0.1691) loss_bbox_dn_3: 0.1549 (0.1659) loss_bbox_dn_4: 0.1546 (0.1652) loss_bbox_dn_5: 0.1547 (0.1652) loss_bbox_dn_pre: 0.2250 (0.2479) loss_bbox_enc_0: 0.2043 (0.2234) loss_bbox_pre: 0.1715 (0.1879) loss_dfl: 0.9638 (0.9604) loss_fgl_aux_0: 0.9925 (0.9935) loss_fgl_aux_1: 0.9660 (0.9629) loss_fgl_aux_2: 0.9638 (0.9605) loss_fgl_aux_3: 0.9645 (0.9604) loss_fgl_aux_4: 0.9641 (0.9604) loss_fgl_dn_0: 1.0819 (1.0880) loss_fgl_dn_1: 0.9820 (0.9841) loss_fgl_dn_2: 0.9735 (0.9752) loss_fgl_dn_3: 0.9756 (0.9760) loss_fgl_dn_4: 0.9762 (0.9764) loss_fgl_dn_5: 0.9762 (0.9764) loss_giou: 0.5615 (0.5604) loss_giou_aux_0: 0.5934 (0.5860) loss_giou_aux_1: 0.5642 (0.5660) loss_giou_aux_2: 0.5606 (0.5613) loss_giou_aux_3: 0.5615 (0.5605) loss_giou_aux_4: 0.5615 (0.5604) loss_giou_dn_0: 0.5626 (0.5671) loss_giou_dn_1: 0.4556 (0.4560) loss_giou_dn_2: 0.4383 (0.4390) loss_giou_dn_3: 0.4343 (0.4344) loss_giou_dn_4: 0.4330 (0.4334) loss_giou_dn_5: 0.4329 (0.4334) loss_giou_dn_pre: 0.5636 (0.5663) loss_giou_enc_0: 0.6630 (0.6611) loss_giou_pre: 0.5918 (0.5845) loss_ddf_aux_0: 0.0572 (0.0540) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2531 (0.2526) loss_ddf_dn_1: 0.0347 (0.0334) loss_ddf_dn_2: 0.0076 (0.0072) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6772 (0.6609) loss_vfl_aux_0: 0.7712 (0.7302) loss_vfl_aux_1: 0.7393 (0.7075) loss_vfl_aux_2: 0.7213 (0.6893) loss_vfl_aux_3: 0.6858 (0.6716) loss_vfl_aux_4: 0.6824 (0.6628) loss_vfl_dn_0: 0.4865 (0.4883) loss_vfl_dn_1: 0.4210 (0.4220) loss_vfl_dn_2: 0.4078 (0.4061) loss_vfl_dn_3: 0.4010 (0.3978) loss_vfl_dn_4: 0.4009 (0.3948) loss_vfl_dn_5: 0.4011 (0.3943) loss_vfl_dn_pre: 0.4874 (0.4888) loss_vfl_enc_0: 0.7355 (0.7336) loss_vfl_pre: 0.7719 (0.7328) Test: [ 0/79] eta: 0:03:16 time: 2.4870 data: 1.9550 max mem: 9084 Test: [10/79] eta: 0:00:52 time: 0.7584 data: 0.2296 max mem: 9084 Test: [20/79] eta: 0:00:40 time: 0.5935 data: 0.0611 max mem: 9084 Test: [30/79] eta: 0:00:32 time: 0.6157 data: 0.0673 max mem: 9084 Test: [40/79] eta: 0:00:25 time: 0.6204 data: 0.0688 max mem: 9084 Test: [50/79] eta: 0:00:18 time: 0.6069 data: 0.0657 max mem: 9084 Test: [60/79] eta: 0:00:12 time: 0.7069 data: 0.0633 max mem: 9084 Test: [70/79] eta: 0:00:05 time: 0.7006 data: 0.0615 max mem: 9084 Test: [78/79] eta: 0:00:00 time: 0.5604 data: 0.0590 max mem: 9084 Test: Total time: 0:00:51 (0.6486 s / it) Averaged stats: Accumulating evaluation results... DONE (t=22.96s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.534 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.709 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.580 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.350 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.579 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.714 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.393 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.663 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.728 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.558 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.777 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.896 best_stat: {'epoch': 38, 'coco_eval_bbox': 0.5337667263506147} Epoch: [39] [ 0/3696] eta: 2:58:52 lr: 0.000013 loss: 30.4959 (30.4959) loss_bbox: 0.1213 (0.1213) loss_bbox_aux_0: 0.1315 (0.1315) loss_bbox_aux_1: 0.1242 (0.1242) loss_bbox_aux_2: 0.1217 (0.1217) loss_bbox_aux_3: 0.1214 (0.1214) loss_bbox_aux_4: 0.1213 (0.1213) loss_bbox_dn_0: 0.1737 (0.1737) loss_bbox_dn_1: 0.1250 (0.1250) loss_bbox_dn_2: 0.1164 (0.1164) loss_bbox_dn_3: 0.1138 (0.1138) loss_bbox_dn_4: 0.1132 (0.1132) loss_bbox_dn_5: 0.1132 (0.1132) loss_bbox_dn_pre: 0.1784 (0.1784) loss_bbox_enc_0: 0.1522 (0.1522) loss_bbox_pre: 0.1298 (0.1298) loss_dfl: 1.0107 (1.0107) loss_fgl_aux_0: 1.0498 (1.0498) loss_fgl_aux_1: 1.0145 (1.0145) loss_fgl_aux_2: 1.0107 (1.0107) loss_fgl_aux_3: 1.0110 (1.0110) loss_fgl_aux_4: 1.0108 (1.0108) loss_fgl_dn_0: 1.1076 (1.1076) loss_fgl_dn_1: 1.0072 (1.0072) loss_fgl_dn_2: 1.0003 (1.0003) loss_fgl_dn_3: 1.0011 (1.0011) loss_fgl_dn_4: 1.0010 (1.0010) loss_fgl_dn_5: 1.0010 (1.0010) loss_giou: 0.5343 (0.5343) loss_giou_aux_0: 0.5542 (0.5542) loss_giou_aux_1: 0.5351 (0.5351) loss_giou_aux_2: 0.5358 (0.5358) loss_giou_aux_3: 0.5350 (0.5350) loss_giou_aux_4: 0.5345 (0.5345) loss_giou_dn_0: 0.5375 (0.5375) loss_giou_dn_1: 0.4387 (0.4387) loss_giou_dn_2: 0.4265 (0.4265) loss_giou_dn_3: 0.4216 (0.4216) loss_giou_dn_4: 0.4209 (0.4209) loss_giou_dn_5: 0.4208 (0.4208) loss_giou_dn_pre: 0.5376 (0.5376) loss_giou_enc_0: 0.6216 (0.6216) loss_giou_pre: 0.5516 (0.5516) loss_ddf_aux_0: 0.0455 (0.0455) loss_ddf_aux_1: 0.0060 (0.0060) loss_ddf_aux_2: 0.0012 (0.0012) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2226 (0.2226) loss_ddf_dn_1: 0.0290 (0.0290) loss_ddf_dn_2: 0.0067 (0.0067) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.6415 (0.6415) loss_vfl_aux_0: 0.7113 (0.7113) loss_vfl_aux_1: 0.7039 (0.7039) loss_vfl_aux_2: 0.6849 (0.6849) loss_vfl_aux_3: 0.6472 (0.6472) loss_vfl_aux_4: 0.6450 (0.6450) loss_vfl_dn_0: 0.4769 (0.4769) loss_vfl_dn_1: 0.4040 (0.4040) loss_vfl_dn_2: 0.3926 (0.3926) loss_vfl_dn_3: 0.3883 (0.3883) loss_vfl_dn_4: 0.3846 (0.3846) loss_vfl_dn_5: 0.3830 (0.3830) loss_vfl_dn_pre: 0.4761 (0.4761) loss_vfl_enc_0: 0.7434 (0.7434) loss_vfl_pre: 0.7128 (0.7128) time: 2.9037 data: 1.8669 max mem: 9084 Epoch: [39] [ 100/3696] eta: 0:47:36 lr: 0.000013 loss: 31.1997 (31.3028) loss_bbox: 0.1799 (0.1741) loss_bbox_aux_0: 0.1925 (0.1866) loss_bbox_aux_1: 0.1833 (0.1767) loss_bbox_aux_2: 0.1815 (0.1747) loss_bbox_aux_3: 0.1806 (0.1741) loss_bbox_aux_4: 0.1799 (0.1741) loss_bbox_dn_0: 0.2283 (0.2433) loss_bbox_dn_1: 0.1618 (0.1800) loss_bbox_dn_2: 0.1543 (0.1698) loss_bbox_dn_3: 0.1535 (0.1665) loss_bbox_dn_4: 0.1515 (0.1659) loss_bbox_dn_5: 0.1514 (0.1659) loss_bbox_dn_pre: 0.2334 (0.2495) loss_bbox_enc_0: 0.2281 (0.2211) loss_bbox_pre: 0.1926 (0.1868) loss_dfl: 0.9864 (0.9662) loss_fgl_aux_0: 1.0154 (1.0001) loss_fgl_aux_1: 0.9870 (0.9686) loss_fgl_aux_2: 0.9872 (0.9663) loss_fgl_aux_3: 0.9866 (0.9662) loss_fgl_aux_4: 0.9865 (0.9662) loss_fgl_dn_0: 1.0844 (1.0896) loss_fgl_dn_1: 0.9967 (0.9861) loss_fgl_dn_2: 0.9877 (0.9771) loss_fgl_dn_3: 0.9903 (0.9778) loss_fgl_dn_4: 0.9910 (0.9783) loss_fgl_dn_5: 0.9910 (0.9783) loss_giou: 0.4883 (0.5445) loss_giou_aux_0: 0.5091 (0.5697) loss_giou_aux_1: 0.4910 (0.5502) loss_giou_aux_2: 0.4906 (0.5457) loss_giou_aux_3: 0.4893 (0.5446) loss_giou_aux_4: 0.4889 (0.5445) loss_giou_dn_0: 0.5301 (0.5568) loss_giou_dn_1: 0.4228 (0.4469) loss_giou_dn_2: 0.3995 (0.4303) loss_giou_dn_3: 0.3930 (0.4256) loss_giou_dn_4: 0.3916 (0.4245) loss_giou_dn_5: 0.3917 (0.4245) loss_giou_dn_pre: 0.5284 (0.5559) loss_giou_enc_0: 0.5855 (0.6421) loss_giou_pre: 0.5079 (0.5683) loss_ddf_aux_0: 0.0518 (0.0543) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2516 (0.2562) loss_ddf_dn_1: 0.0340 (0.0337) loss_ddf_dn_2: 0.0076 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6412 (0.6565) loss_vfl_aux_0: 0.7050 (0.7261) loss_vfl_aux_1: 0.6835 (0.6976) loss_vfl_aux_2: 0.6695 (0.6859) loss_vfl_aux_3: 0.6559 (0.6693) loss_vfl_aux_4: 0.6498 (0.6567) loss_vfl_dn_0: 0.4880 (0.4888) loss_vfl_dn_1: 0.4229 (0.4210) loss_vfl_dn_2: 0.4049 (0.4049) loss_vfl_dn_3: 0.3923 (0.3968) loss_vfl_dn_4: 0.3909 (0.3938) loss_vfl_dn_5: 0.3895 (0.3934) loss_vfl_dn_pre: 0.4879 (0.4891) loss_vfl_enc_0: 0.7214 (0.7289) loss_vfl_pre: 0.7029 (0.7282) time: 0.7093 data: 0.0245 max mem: 9084 Epoch: [39] [ 200/3696] eta: 0:44:45 lr: 0.000013 loss: 31.3944 (31.3411) loss_bbox: 0.1706 (0.1744) loss_bbox_aux_0: 0.1802 (0.1874) loss_bbox_aux_1: 0.1684 (0.1773) loss_bbox_aux_2: 0.1693 (0.1751) loss_bbox_aux_3: 0.1706 (0.1745) loss_bbox_aux_4: 0.1707 (0.1744) loss_bbox_dn_0: 0.2369 (0.2424) loss_bbox_dn_1: 0.1701 (0.1788) loss_bbox_dn_2: 0.1585 (0.1686) loss_bbox_dn_3: 0.1550 (0.1653) loss_bbox_dn_4: 0.1549 (0.1647) loss_bbox_dn_5: 0.1550 (0.1647) loss_bbox_dn_pre: 0.2433 (0.2482) loss_bbox_enc_0: 0.2124 (0.2217) loss_bbox_pre: 0.1803 (0.1875) loss_dfl: 0.9708 (0.9635) loss_fgl_aux_0: 1.0129 (0.9973) loss_fgl_aux_1: 0.9731 (0.9660) loss_fgl_aux_2: 0.9702 (0.9636) loss_fgl_aux_3: 0.9700 (0.9636) loss_fgl_aux_4: 0.9709 (0.9635) loss_fgl_dn_0: 1.0885 (1.0899) loss_fgl_dn_1: 0.9795 (0.9853) loss_fgl_dn_2: 0.9721 (0.9764) loss_fgl_dn_3: 0.9735 (0.9770) loss_fgl_dn_4: 0.9739 (0.9775) loss_fgl_dn_5: 0.9739 (0.9775) loss_giou: 0.5329 (0.5493) loss_giou_aux_0: 0.5510 (0.5749) loss_giou_aux_1: 0.5342 (0.5551) loss_giou_aux_2: 0.5329 (0.5505) loss_giou_aux_3: 0.5330 (0.5494) loss_giou_aux_4: 0.5330 (0.5494) loss_giou_dn_0: 0.5512 (0.5593) loss_giou_dn_1: 0.4366 (0.4487) loss_giou_dn_2: 0.4252 (0.4321) loss_giou_dn_3: 0.4215 (0.4275) loss_giou_dn_4: 0.4210 (0.4265) loss_giou_dn_5: 0.4210 (0.4265) loss_giou_dn_pre: 0.5526 (0.5584) loss_giou_enc_0: 0.6358 (0.6471) loss_giou_pre: 0.5478 (0.5734) loss_ddf_aux_0: 0.0563 (0.0549) loss_ddf_aux_1: 0.0072 (0.0075) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2547 (0.2548) loss_ddf_dn_1: 0.0319 (0.0335) loss_ddf_dn_2: 0.0068 (0.0073) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6816 (0.6576) loss_vfl_aux_0: 0.7574 (0.7270) loss_vfl_aux_1: 0.7170 (0.7003) loss_vfl_aux_2: 0.7062 (0.6870) loss_vfl_aux_3: 0.6850 (0.6694) loss_vfl_aux_4: 0.6786 (0.6592) loss_vfl_dn_0: 0.4838 (0.4882) loss_vfl_dn_1: 0.4215 (0.4216) loss_vfl_dn_2: 0.4026 (0.4052) loss_vfl_dn_3: 0.3954 (0.3967) loss_vfl_dn_4: 0.3914 (0.3939) loss_vfl_dn_5: 0.3898 (0.3933) loss_vfl_dn_pre: 0.4849 (0.4886) loss_vfl_enc_0: 0.7261 (0.7284) loss_vfl_pre: 0.7609 (0.7297) time: 0.7633 data: 0.0296 max mem: 9084 Epoch: [39] [ 300/3696] eta: 0:42:58 lr: 0.000013 loss: 30.8404 (31.3599) loss_bbox: 0.1560 (0.1750) loss_bbox_aux_0: 0.1682 (0.1880) loss_bbox_aux_1: 0.1629 (0.1779) loss_bbox_aux_2: 0.1591 (0.1757) loss_bbox_aux_3: 0.1570 (0.1751) loss_bbox_aux_4: 0.1561 (0.1750) loss_bbox_dn_0: 0.2319 (0.2421) loss_bbox_dn_1: 0.1595 (0.1783) loss_bbox_dn_2: 0.1507 (0.1683) loss_bbox_dn_3: 0.1489 (0.1652) loss_bbox_dn_4: 0.1490 (0.1646) loss_bbox_dn_5: 0.1490 (0.1646) loss_bbox_dn_pre: 0.2380 (0.2479) loss_bbox_enc_0: 0.2099 (0.2229) loss_bbox_pre: 0.1672 (0.1883) loss_dfl: 0.9778 (0.9611) loss_fgl_aux_0: 1.0148 (0.9949) loss_fgl_aux_1: 0.9814 (0.9636) loss_fgl_aux_2: 0.9795 (0.9612) loss_fgl_aux_3: 0.9781 (0.9611) loss_fgl_aux_4: 0.9778 (0.9611) loss_fgl_dn_0: 1.1017 (1.0895) loss_fgl_dn_1: 0.9842 (0.9840) loss_fgl_dn_2: 0.9732 (0.9751) loss_fgl_dn_3: 0.9727 (0.9758) loss_fgl_dn_4: 0.9730 (0.9763) loss_fgl_dn_5: 0.9729 (0.9763) loss_giou: 0.5136 (0.5539) loss_giou_aux_0: 0.5373 (0.5796) loss_giou_aux_1: 0.5195 (0.5596) loss_giou_aux_2: 0.5142 (0.5550) loss_giou_aux_3: 0.5133 (0.5540) loss_giou_aux_4: 0.5144 (0.5539) loss_giou_dn_0: 0.5593 (0.5609) loss_giou_dn_1: 0.4425 (0.4503) loss_giou_dn_2: 0.4249 (0.4336) loss_giou_dn_3: 0.4201 (0.4291) loss_giou_dn_4: 0.4188 (0.4281) loss_giou_dn_5: 0.4189 (0.4281) loss_giou_dn_pre: 0.5618 (0.5600) loss_giou_enc_0: 0.6229 (0.6529) loss_giou_pre: 0.5343 (0.5781) loss_ddf_aux_0: 0.0557 (0.0549) loss_ddf_aux_1: 0.0081 (0.0076) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2707 (0.2561) loss_ddf_dn_1: 0.0364 (0.0337) loss_ddf_dn_2: 0.0073 (0.0072) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6428 (0.6565) loss_vfl_aux_0: 0.7183 (0.7252) loss_vfl_aux_1: 0.6982 (0.7002) loss_vfl_aux_2: 0.6738 (0.6864) loss_vfl_aux_3: 0.6636 (0.6679) loss_vfl_aux_4: 0.6477 (0.6581) loss_vfl_dn_0: 0.4852 (0.4878) loss_vfl_dn_1: 0.4184 (0.4205) loss_vfl_dn_2: 0.4028 (0.4044) loss_vfl_dn_3: 0.3964 (0.3962) loss_vfl_dn_4: 0.3905 (0.3934) loss_vfl_dn_5: 0.3894 (0.3929) loss_vfl_dn_pre: 0.4864 (0.4883) loss_vfl_enc_0: 0.7141 (0.7263) loss_vfl_pre: 0.7209 (0.7281) time: 0.7638 data: 0.0373 max mem: 9084 Epoch: [39] [ 400/3696] eta: 0:41:22 lr: 0.000013 loss: 31.4765 (31.3841) loss_bbox: 0.1735 (0.1752) loss_bbox_aux_0: 0.1823 (0.1884) loss_bbox_aux_1: 0.1757 (0.1782) loss_bbox_aux_2: 0.1742 (0.1759) loss_bbox_aux_3: 0.1737 (0.1753) loss_bbox_aux_4: 0.1736 (0.1752) loss_bbox_dn_0: 0.2311 (0.2425) loss_bbox_dn_1: 0.1719 (0.1790) loss_bbox_dn_2: 0.1569 (0.1689) loss_bbox_dn_3: 0.1575 (0.1658) loss_bbox_dn_4: 0.1566 (0.1652) loss_bbox_dn_5: 0.1566 (0.1652) loss_bbox_dn_pre: 0.2313 (0.2483) loss_bbox_enc_0: 0.2192 (0.2235) loss_bbox_pre: 0.1816 (0.1886) loss_dfl: 0.9509 (0.9620) loss_fgl_aux_0: 0.9847 (0.9958) loss_fgl_aux_1: 0.9540 (0.9646) loss_fgl_aux_2: 0.9516 (0.9622) loss_fgl_aux_3: 0.9510 (0.9621) loss_fgl_aux_4: 0.9509 (0.9620) loss_fgl_dn_0: 1.0873 (1.0894) loss_fgl_dn_1: 0.9848 (0.9840) loss_fgl_dn_2: 0.9765 (0.9752) loss_fgl_dn_3: 0.9780 (0.9760) loss_fgl_dn_4: 0.9791 (0.9764) loss_fgl_dn_5: 0.9791 (0.9764) loss_giou: 0.5834 (0.5544) loss_giou_aux_0: 0.6158 (0.5801) loss_giou_aux_1: 0.5947 (0.5602) loss_giou_aux_2: 0.5860 (0.5555) loss_giou_aux_3: 0.5851 (0.5545) loss_giou_aux_4: 0.5838 (0.5544) loss_giou_dn_0: 0.5893 (0.5629) loss_giou_dn_1: 0.4865 (0.4517) loss_giou_dn_2: 0.4656 (0.4349) loss_giou_dn_3: 0.4619 (0.4302) loss_giou_dn_4: 0.4605 (0.4293) loss_giou_dn_5: 0.4604 (0.4293) loss_giou_dn_pre: 0.5884 (0.5620) loss_giou_enc_0: 0.6890 (0.6541) loss_giou_pre: 0.6147 (0.5786) loss_ddf_aux_0: 0.0532 (0.0545) loss_ddf_aux_1: 0.0076 (0.0076) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2608 (0.2563) loss_ddf_dn_1: 0.0343 (0.0339) loss_ddf_dn_2: 0.0075 (0.0071) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6204 (0.6562) loss_vfl_aux_0: 0.6881 (0.7247) loss_vfl_aux_1: 0.6802 (0.6997) loss_vfl_aux_2: 0.6497 (0.6855) loss_vfl_aux_3: 0.6360 (0.6669) loss_vfl_aux_4: 0.6262 (0.6580) loss_vfl_dn_0: 0.4855 (0.4877) loss_vfl_dn_1: 0.4201 (0.4207) loss_vfl_dn_2: 0.4034 (0.4048) loss_vfl_dn_3: 0.3971 (0.3965) loss_vfl_dn_4: 0.3941 (0.3937) loss_vfl_dn_5: 0.3935 (0.3932) loss_vfl_dn_pre: 0.4866 (0.4883) loss_vfl_enc_0: 0.7014 (0.7251) loss_vfl_pre: 0.6867 (0.7275) time: 0.7572 data: 0.0332 max mem: 9084 Epoch: [39] [ 500/3696] eta: 0:40:32 lr: 0.000013 loss: 31.2680 (31.4187) loss_bbox: 0.1733 (0.1758) loss_bbox_aux_0: 0.1927 (0.1890) loss_bbox_aux_1: 0.1845 (0.1789) loss_bbox_aux_2: 0.1777 (0.1765) loss_bbox_aux_3: 0.1735 (0.1759) loss_bbox_aux_4: 0.1733 (0.1759) loss_bbox_dn_0: 0.2284 (0.2435) loss_bbox_dn_1: 0.1676 (0.1799) loss_bbox_dn_2: 0.1576 (0.1698) loss_bbox_dn_3: 0.1541 (0.1668) loss_bbox_dn_4: 0.1520 (0.1662) loss_bbox_dn_5: 0.1520 (0.1662) loss_bbox_dn_pre: 0.2391 (0.2492) loss_bbox_enc_0: 0.2288 (0.2240) loss_bbox_pre: 0.1936 (0.1892) loss_dfl: 0.9549 (0.9619) loss_fgl_aux_0: 0.9936 (0.9956) loss_fgl_aux_1: 0.9559 (0.9645) loss_fgl_aux_2: 0.9538 (0.9619) loss_fgl_aux_3: 0.9548 (0.9619) loss_fgl_aux_4: 0.9545 (0.9619) loss_fgl_dn_0: 1.0892 (1.0892) loss_fgl_dn_1: 0.9864 (0.9841) loss_fgl_dn_2: 0.9793 (0.9752) loss_fgl_dn_3: 0.9798 (0.9759) loss_fgl_dn_4: 0.9802 (0.9763) loss_fgl_dn_5: 0.9802 (0.9764) loss_giou: 0.5399 (0.5544) loss_giou_aux_0: 0.5652 (0.5801) loss_giou_aux_1: 0.5473 (0.5601) loss_giou_aux_2: 0.5406 (0.5555) loss_giou_aux_3: 0.5391 (0.5545) loss_giou_aux_4: 0.5398 (0.5544) loss_giou_dn_0: 0.5637 (0.5633) loss_giou_dn_1: 0.4477 (0.4519) loss_giou_dn_2: 0.4316 (0.4351) loss_giou_dn_3: 0.4301 (0.4305) loss_giou_dn_4: 0.4293 (0.4295) loss_giou_dn_5: 0.4293 (0.4295) loss_giou_dn_pre: 0.5656 (0.5625) loss_giou_enc_0: 0.6415 (0.6539) loss_giou_pre: 0.5647 (0.5786) loss_ddf_aux_0: 0.0521 (0.0545) loss_ddf_aux_1: 0.0077 (0.0076) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2542 (0.2564) loss_ddf_dn_1: 0.0328 (0.0338) loss_ddf_dn_2: 0.0062 (0.0071) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6513 (0.6586) loss_vfl_aux_0: 0.7183 (0.7269) loss_vfl_aux_1: 0.7063 (0.7023) loss_vfl_aux_2: 0.6744 (0.6873) loss_vfl_aux_3: 0.6663 (0.6696) loss_vfl_aux_4: 0.6464 (0.6607) loss_vfl_dn_0: 0.4855 (0.4880) loss_vfl_dn_1: 0.4210 (0.4210) loss_vfl_dn_2: 0.4054 (0.4054) loss_vfl_dn_3: 0.4012 (0.3970) loss_vfl_dn_4: 0.3956 (0.3942) loss_vfl_dn_5: 0.3965 (0.3937) loss_vfl_dn_pre: 0.4861 (0.4885) loss_vfl_enc_0: 0.7359 (0.7285) loss_vfl_pre: 0.7245 (0.7298) time: 0.7697 data: 0.0248 max mem: 9084 Epoch: [39] [ 600/3696] eta: 0:39:14 lr: 0.000013 loss: 31.3611 (31.4402) loss_bbox: 0.1747 (0.1757) loss_bbox_aux_0: 0.1852 (0.1887) loss_bbox_aux_1: 0.1751 (0.1786) loss_bbox_aux_2: 0.1738 (0.1763) loss_bbox_aux_3: 0.1748 (0.1757) loss_bbox_aux_4: 0.1747 (0.1757) loss_bbox_dn_0: 0.2433 (0.2434) loss_bbox_dn_1: 0.1785 (0.1800) loss_bbox_dn_2: 0.1682 (0.1700) loss_bbox_dn_3: 0.1654 (0.1669) loss_bbox_dn_4: 0.1649 (0.1663) loss_bbox_dn_5: 0.1648 (0.1663) loss_bbox_dn_pre: 0.2469 (0.2491) loss_bbox_enc_0: 0.2191 (0.2239) loss_bbox_pre: 0.1844 (0.1889) loss_dfl: 0.9559 (0.9620) loss_fgl_aux_0: 0.9982 (0.9955) loss_fgl_aux_1: 0.9600 (0.9646) loss_fgl_aux_2: 0.9553 (0.9621) loss_fgl_aux_3: 0.9557 (0.9620) loss_fgl_aux_4: 0.9559 (0.9620) loss_fgl_dn_0: 1.0877 (1.0887) loss_fgl_dn_1: 0.9888 (0.9841) loss_fgl_dn_2: 0.9770 (0.9752) loss_fgl_dn_3: 0.9776 (0.9759) loss_fgl_dn_4: 0.9780 (0.9763) loss_fgl_dn_5: 0.9780 (0.9763) loss_giou: 0.5317 (0.5562) loss_giou_aux_0: 0.5555 (0.5819) loss_giou_aux_1: 0.5383 (0.5620) loss_giou_aux_2: 0.5314 (0.5573) loss_giou_aux_3: 0.5318 (0.5564) loss_giou_aux_4: 0.5317 (0.5562) loss_giou_dn_0: 0.5612 (0.5648) loss_giou_dn_1: 0.4516 (0.4533) loss_giou_dn_2: 0.4304 (0.4364) loss_giou_dn_3: 0.4234 (0.4319) loss_giou_dn_4: 0.4229 (0.4309) loss_giou_dn_5: 0.4228 (0.4309) loss_giou_dn_pre: 0.5587 (0.5639) loss_giou_enc_0: 0.6419 (0.6557) loss_giou_pre: 0.5533 (0.5803) loss_ddf_aux_0: 0.0537 (0.0543) loss_ddf_aux_1: 0.0078 (0.0076) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2571 (0.2566) loss_ddf_dn_1: 0.0329 (0.0338) loss_ddf_dn_2: 0.0071 (0.0070) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6279 (0.6582) loss_vfl_aux_0: 0.7019 (0.7263) loss_vfl_aux_1: 0.6823 (0.7026) loss_vfl_aux_2: 0.6581 (0.6871) loss_vfl_aux_3: 0.6418 (0.6694) loss_vfl_aux_4: 0.6281 (0.6604) loss_vfl_dn_0: 0.4863 (0.4879) loss_vfl_dn_1: 0.4258 (0.4213) loss_vfl_dn_2: 0.4083 (0.4055) loss_vfl_dn_3: 0.4005 (0.3971) loss_vfl_dn_4: 0.3955 (0.3942) loss_vfl_dn_5: 0.3953 (0.3938) loss_vfl_dn_pre: 0.4870 (0.4884) loss_vfl_enc_0: 0.7138 (0.7286) loss_vfl_pre: 0.7082 (0.7292) time: 0.7602 data: 0.0329 max mem: 9084 Epoch: [39] [ 700/3696] eta: 0:38:09 lr: 0.000013 loss: 31.7557 (31.4581) loss_bbox: 0.1776 (0.1757) loss_bbox_aux_0: 0.1890 (0.1888) loss_bbox_aux_1: 0.1800 (0.1787) loss_bbox_aux_2: 0.1772 (0.1763) loss_bbox_aux_3: 0.1778 (0.1758) loss_bbox_aux_4: 0.1776 (0.1757) loss_bbox_dn_0: 0.2497 (0.2439) loss_bbox_dn_1: 0.1932 (0.1806) loss_bbox_dn_2: 0.1828 (0.1705) loss_bbox_dn_3: 0.1753 (0.1674) loss_bbox_dn_4: 0.1744 (0.1668) loss_bbox_dn_5: 0.1744 (0.1668) loss_bbox_dn_pre: 0.2562 (0.2496) loss_bbox_enc_0: 0.2249 (0.2240) loss_bbox_pre: 0.1892 (0.1889) loss_dfl: 0.9766 (0.9619) loss_fgl_aux_0: 1.0106 (0.9954) loss_fgl_aux_1: 0.9785 (0.9645) loss_fgl_aux_2: 0.9756 (0.9621) loss_fgl_aux_3: 0.9765 (0.9620) loss_fgl_aux_4: 0.9765 (0.9619) loss_fgl_dn_0: 1.0887 (1.0886) loss_fgl_dn_1: 0.9864 (0.9841) loss_fgl_dn_2: 0.9801 (0.9752) loss_fgl_dn_3: 0.9801 (0.9759) loss_fgl_dn_4: 0.9807 (0.9763) loss_fgl_dn_5: 0.9807 (0.9764) loss_giou: 0.5473 (0.5564) loss_giou_aux_0: 0.5731 (0.5822) loss_giou_aux_1: 0.5532 (0.5622) loss_giou_aux_2: 0.5485 (0.5575) loss_giou_aux_3: 0.5457 (0.5565) loss_giou_aux_4: 0.5467 (0.5564) loss_giou_dn_0: 0.5616 (0.5650) loss_giou_dn_1: 0.4542 (0.4537) loss_giou_dn_2: 0.4340 (0.4368) loss_giou_dn_3: 0.4284 (0.4324) loss_giou_dn_4: 0.4272 (0.4314) loss_giou_dn_5: 0.4271 (0.4314) loss_giou_dn_pre: 0.5598 (0.5642) loss_giou_enc_0: 0.6472 (0.6557) loss_giou_pre: 0.5721 (0.5806) loss_ddf_aux_0: 0.0535 (0.0546) loss_ddf_aux_1: 0.0074 (0.0076) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2457 (0.2565) loss_ddf_dn_1: 0.0315 (0.0338) loss_ddf_dn_2: 0.0074 (0.0071) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6578 (0.6590) loss_vfl_aux_0: 0.7341 (0.7269) loss_vfl_aux_1: 0.7074 (0.7035) loss_vfl_aux_2: 0.6936 (0.6881) loss_vfl_aux_3: 0.6788 (0.6703) loss_vfl_aux_4: 0.6649 (0.6613) loss_vfl_dn_0: 0.4905 (0.4883) loss_vfl_dn_1: 0.4220 (0.4217) loss_vfl_dn_2: 0.4091 (0.4060) loss_vfl_dn_3: 0.4004 (0.3976) loss_vfl_dn_4: 0.3949 (0.3947) loss_vfl_dn_5: 0.3950 (0.3942) loss_vfl_dn_pre: 0.4919 (0.4888) loss_vfl_enc_0: 0.7344 (0.7296) loss_vfl_pre: 0.7396 (0.7297) time: 0.9196 data: 0.0273 max mem: 9084 Epoch: [39] [ 800/3696] eta: 0:36:45 lr: 0.000013 loss: 31.6458 (31.4508) loss_bbox: 0.1759 (0.1758) loss_bbox_aux_0: 0.1889 (0.1887) loss_bbox_aux_1: 0.1785 (0.1787) loss_bbox_aux_2: 0.1763 (0.1764) loss_bbox_aux_3: 0.1758 (0.1759) loss_bbox_aux_4: 0.1759 (0.1758) loss_bbox_dn_0: 0.2545 (0.2436) loss_bbox_dn_1: 0.1904 (0.1804) loss_bbox_dn_2: 0.1853 (0.1704) loss_bbox_dn_3: 0.1814 (0.1673) loss_bbox_dn_4: 0.1807 (0.1667) loss_bbox_dn_5: 0.1807 (0.1667) loss_bbox_dn_pre: 0.2616 (0.2495) loss_bbox_enc_0: 0.2245 (0.2239) loss_bbox_pre: 0.1881 (0.1889) loss_dfl: 0.9580 (0.9610) loss_fgl_aux_0: 0.9937 (0.9942) loss_fgl_aux_1: 0.9641 (0.9636) loss_fgl_aux_2: 0.9585 (0.9611) loss_fgl_aux_3: 0.9576 (0.9610) loss_fgl_aux_4: 0.9579 (0.9610) loss_fgl_dn_0: 1.0912 (1.0883) loss_fgl_dn_1: 0.9862 (0.9839) loss_fgl_dn_2: 0.9784 (0.9750) loss_fgl_dn_3: 0.9791 (0.9757) loss_fgl_dn_4: 0.9790 (0.9761) loss_fgl_dn_5: 0.9790 (0.9761) loss_giou: 0.5291 (0.5576) loss_giou_aux_0: 0.5443 (0.5833) loss_giou_aux_1: 0.5366 (0.5633) loss_giou_aux_2: 0.5310 (0.5586) loss_giou_aux_3: 0.5296 (0.5577) loss_giou_aux_4: 0.5289 (0.5576) loss_giou_dn_0: 0.5579 (0.5649) loss_giou_dn_1: 0.4522 (0.4537) loss_giou_dn_2: 0.4289 (0.4368) loss_giou_dn_3: 0.4243 (0.4323) loss_giou_dn_4: 0.4232 (0.4313) loss_giou_dn_5: 0.4231 (0.4313) loss_giou_dn_pre: 0.5588 (0.5641) loss_giou_enc_0: 0.6329 (0.6572) loss_giou_pre: 0.5444 (0.5817) loss_ddf_aux_0: 0.0522 (0.0543) loss_ddf_aux_1: 0.0074 (0.0076) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2601 (0.2564) loss_ddf_dn_1: 0.0356 (0.0339) loss_ddf_dn_2: 0.0080 (0.0071) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6653 (0.6580) loss_vfl_aux_0: 0.7573 (0.7263) loss_vfl_aux_1: 0.7130 (0.7027) loss_vfl_aux_2: 0.7040 (0.6874) loss_vfl_aux_3: 0.6840 (0.6695) loss_vfl_aux_4: 0.6672 (0.6602) loss_vfl_dn_0: 0.4857 (0.4881) loss_vfl_dn_1: 0.4181 (0.4215) loss_vfl_dn_2: 0.4027 (0.4058) loss_vfl_dn_3: 0.3959 (0.3974) loss_vfl_dn_4: 0.3958 (0.3945) loss_vfl_dn_5: 0.3937 (0.3940) loss_vfl_dn_pre: 0.4868 (0.4885) loss_vfl_enc_0: 0.7369 (0.7286) loss_vfl_pre: 0.7579 (0.7290) time: 0.7483 data: 0.0334 max mem: 9084 Epoch: [39] [ 900/3696] eta: 0:35:29 lr: 0.000013 loss: 31.6102 (31.4453) loss_bbox: 0.1640 (0.1756) loss_bbox_aux_0: 0.1713 (0.1885) loss_bbox_aux_1: 0.1641 (0.1784) loss_bbox_aux_2: 0.1639 (0.1762) loss_bbox_aux_3: 0.1639 (0.1757) loss_bbox_aux_4: 0.1640 (0.1756) loss_bbox_dn_0: 0.2211 (0.2435) loss_bbox_dn_1: 0.1616 (0.1804) loss_bbox_dn_2: 0.1532 (0.1704) loss_bbox_dn_3: 0.1526 (0.1673) loss_bbox_dn_4: 0.1524 (0.1667) loss_bbox_dn_5: 0.1525 (0.1667) loss_bbox_dn_pre: 0.2320 (0.2493) loss_bbox_enc_0: 0.2043 (0.2236) loss_bbox_pre: 0.1713 (0.1887) loss_dfl: 0.9669 (0.9608) loss_fgl_aux_0: 0.9978 (0.9939) loss_fgl_aux_1: 0.9701 (0.9633) loss_fgl_aux_2: 0.9661 (0.9609) loss_fgl_aux_3: 0.9663 (0.9608) loss_fgl_aux_4: 0.9667 (0.9608) loss_fgl_dn_0: 1.0877 (1.0883) loss_fgl_dn_1: 0.9843 (0.9839) loss_fgl_dn_2: 0.9716 (0.9750) loss_fgl_dn_3: 0.9713 (0.9757) loss_fgl_dn_4: 0.9710 (0.9761) loss_fgl_dn_5: 0.9710 (0.9761) loss_giou: 0.5510 (0.5576) loss_giou_aux_0: 0.5733 (0.5831) loss_giou_aux_1: 0.5562 (0.5632) loss_giou_aux_2: 0.5510 (0.5586) loss_giou_aux_3: 0.5505 (0.5577) loss_giou_aux_4: 0.5509 (0.5576) loss_giou_dn_0: 0.5495 (0.5646) loss_giou_dn_1: 0.4519 (0.4536) loss_giou_dn_2: 0.4338 (0.4367) loss_giou_dn_3: 0.4279 (0.4323) loss_giou_dn_4: 0.4261 (0.4313) loss_giou_dn_5: 0.4260 (0.4313) loss_giou_dn_pre: 0.5462 (0.5638) loss_giou_enc_0: 0.6419 (0.6570) loss_giou_pre: 0.5707 (0.5815) loss_ddf_aux_0: 0.0521 (0.0541) loss_ddf_aux_1: 0.0068 (0.0075) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2460 (0.2559) loss_ddf_dn_1: 0.0323 (0.0338) loss_ddf_dn_2: 0.0062 (0.0071) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6530 (0.6582) loss_vfl_aux_0: 0.7210 (0.7264) loss_vfl_aux_1: 0.7035 (0.7030) loss_vfl_aux_2: 0.6783 (0.6875) loss_vfl_aux_3: 0.6545 (0.6695) loss_vfl_aux_4: 0.6580 (0.6603) loss_vfl_dn_0: 0.4877 (0.4880) loss_vfl_dn_1: 0.4161 (0.4214) loss_vfl_dn_2: 0.3982 (0.4056) loss_vfl_dn_3: 0.3941 (0.3973) loss_vfl_dn_4: 0.3909 (0.3944) loss_vfl_dn_5: 0.3893 (0.3939) loss_vfl_dn_pre: 0.4875 (0.4885) loss_vfl_enc_0: 0.7414 (0.7291) loss_vfl_pre: 0.7222 (0.7291) time: 0.7706 data: 0.0363 max mem: 9084 Epoch: [39] [1000/3696] eta: 0:34:10 lr: 0.000013 loss: 31.8129 (31.4532) loss_bbox: 0.1907 (0.1760) loss_bbox_aux_0: 0.2004 (0.1888) loss_bbox_aux_1: 0.1924 (0.1787) loss_bbox_aux_2: 0.1919 (0.1765) loss_bbox_aux_3: 0.1911 (0.1760) loss_bbox_aux_4: 0.1906 (0.1760) loss_bbox_dn_0: 0.2465 (0.2436) loss_bbox_dn_1: 0.1883 (0.1806) loss_bbox_dn_2: 0.1739 (0.1705) loss_bbox_dn_3: 0.1687 (0.1674) loss_bbox_dn_4: 0.1672 (0.1668) loss_bbox_dn_5: 0.1673 (0.1668) loss_bbox_dn_pre: 0.2502 (0.2495) loss_bbox_enc_0: 0.2353 (0.2238) loss_bbox_pre: 0.2000 (0.1889) loss_dfl: 0.9630 (0.9604) loss_fgl_aux_0: 0.9924 (0.9936) loss_fgl_aux_1: 0.9645 (0.9629) loss_fgl_aux_2: 0.9638 (0.9605) loss_fgl_aux_3: 0.9632 (0.9604) loss_fgl_aux_4: 0.9631 (0.9604) loss_fgl_dn_0: 1.0803 (1.0880) loss_fgl_dn_1: 0.9765 (0.9838) loss_fgl_dn_2: 0.9661 (0.9748) loss_fgl_dn_3: 0.9680 (0.9755) loss_fgl_dn_4: 0.9683 (0.9759) loss_fgl_dn_5: 0.9684 (0.9759) loss_giou: 0.5383 (0.5576) loss_giou_aux_0: 0.5617 (0.5830) loss_giou_aux_1: 0.5447 (0.5632) loss_giou_aux_2: 0.5394 (0.5586) loss_giou_aux_3: 0.5386 (0.5577) loss_giou_aux_4: 0.5380 (0.5576) loss_giou_dn_0: 0.5650 (0.5646) loss_giou_dn_1: 0.4505 (0.4534) loss_giou_dn_2: 0.4331 (0.4365) loss_giou_dn_3: 0.4283 (0.4320) loss_giou_dn_4: 0.4274 (0.4311) loss_giou_dn_5: 0.4273 (0.4311) loss_giou_dn_pre: 0.5681 (0.5638) loss_giou_enc_0: 0.6259 (0.6570) loss_giou_pre: 0.5603 (0.5814) loss_ddf_aux_0: 0.0538 (0.0539) loss_ddf_aux_1: 0.0074 (0.0075) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2671 (0.2566) loss_ddf_dn_1: 0.0330 (0.0338) loss_ddf_dn_2: 0.0074 (0.0071) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6783 (0.6592) loss_vfl_aux_0: 0.7515 (0.7279) loss_vfl_aux_1: 0.7274 (0.7039) loss_vfl_aux_2: 0.7171 (0.6881) loss_vfl_aux_3: 0.6980 (0.6707) loss_vfl_aux_4: 0.6824 (0.6614) loss_vfl_dn_0: 0.4889 (0.4879) loss_vfl_dn_1: 0.4289 (0.4214) loss_vfl_dn_2: 0.4113 (0.4056) loss_vfl_dn_3: 0.3987 (0.3972) loss_vfl_dn_4: 0.3979 (0.3943) loss_vfl_dn_5: 0.3986 (0.3938) loss_vfl_dn_pre: 0.4892 (0.4884) loss_vfl_enc_0: 0.7595 (0.7303) loss_vfl_pre: 0.7568 (0.7305) time: 0.7605 data: 0.0296 max mem: 9084 Epoch: [39] [1100/3696] eta: 0:33:00 lr: 0.000013 loss: 31.3079 (31.4414) loss_bbox: 0.1528 (0.1754) loss_bbox_aux_0: 0.1682 (0.1882) loss_bbox_aux_1: 0.1576 (0.1782) loss_bbox_aux_2: 0.1542 (0.1760) loss_bbox_aux_3: 0.1533 (0.1755) loss_bbox_aux_4: 0.1529 (0.1755) loss_bbox_dn_0: 0.2246 (0.2427) loss_bbox_dn_1: 0.1641 (0.1797) loss_bbox_dn_2: 0.1486 (0.1696) loss_bbox_dn_3: 0.1467 (0.1665) loss_bbox_dn_4: 0.1460 (0.1659) loss_bbox_dn_5: 0.1458 (0.1659) loss_bbox_dn_pre: 0.2284 (0.2485) loss_bbox_enc_0: 0.2014 (0.2233) loss_bbox_pre: 0.1695 (0.1884) loss_dfl: 0.9463 (0.9597) loss_fgl_aux_0: 0.9745 (0.9929) loss_fgl_aux_1: 0.9474 (0.9623) loss_fgl_aux_2: 0.9480 (0.9598) loss_fgl_aux_3: 0.9477 (0.9597) loss_fgl_aux_4: 0.9464 (0.9597) loss_fgl_dn_0: 1.0782 (1.0877) loss_fgl_dn_1: 0.9858 (0.9834) loss_fgl_dn_2: 0.9777 (0.9744) loss_fgl_dn_3: 0.9784 (0.9752) loss_fgl_dn_4: 0.9790 (0.9756) loss_fgl_dn_5: 0.9790 (0.9756) loss_giou: 0.5681 (0.5587) loss_giou_aux_0: 0.5974 (0.5841) loss_giou_aux_1: 0.5754 (0.5643) loss_giou_aux_2: 0.5718 (0.5597) loss_giou_aux_3: 0.5689 (0.5588) loss_giou_aux_4: 0.5684 (0.5587) loss_giou_dn_0: 0.5824 (0.5653) loss_giou_dn_1: 0.4649 (0.4540) loss_giou_dn_2: 0.4512 (0.4370) loss_giou_dn_3: 0.4464 (0.4325) loss_giou_dn_4: 0.4459 (0.4316) loss_giou_dn_5: 0.4460 (0.4316) loss_giou_dn_pre: 0.5779 (0.5645) loss_giou_enc_0: 0.6782 (0.6581) loss_giou_pre: 0.5946 (0.5825) loss_ddf_aux_0: 0.0542 (0.0537) loss_ddf_aux_1: 0.0077 (0.0075) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2589 (0.2565) loss_ddf_dn_1: 0.0343 (0.0339) loss_ddf_dn_2: 0.0075 (0.0072) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6428 (0.6587) loss_vfl_aux_0: 0.7192 (0.7272) loss_vfl_aux_1: 0.6902 (0.7032) loss_vfl_aux_2: 0.6688 (0.6871) loss_vfl_aux_3: 0.6631 (0.6701) loss_vfl_aux_4: 0.6440 (0.6608) loss_vfl_dn_0: 0.4893 (0.4877) loss_vfl_dn_1: 0.4222 (0.4212) loss_vfl_dn_2: 0.4069 (0.4054) loss_vfl_dn_3: 0.3971 (0.3970) loss_vfl_dn_4: 0.3933 (0.3941) loss_vfl_dn_5: 0.3934 (0.3936) loss_vfl_dn_pre: 0.4887 (0.4882) loss_vfl_enc_0: 0.7026 (0.7295) loss_vfl_pre: 0.7234 (0.7297) time: 0.7402 data: 0.0272 max mem: 9084 Epoch: [39] [1200/3696] eta: 0:31:41 lr: 0.000013 loss: 31.7785 (31.4401) loss_bbox: 0.1702 (0.1753) loss_bbox_aux_0: 0.1868 (0.1881) loss_bbox_aux_1: 0.1744 (0.1780) loss_bbox_aux_2: 0.1709 (0.1759) loss_bbox_aux_3: 0.1705 (0.1754) loss_bbox_aux_4: 0.1702 (0.1753) loss_bbox_dn_0: 0.2414 (0.2427) loss_bbox_dn_1: 0.1770 (0.1796) loss_bbox_dn_2: 0.1684 (0.1695) loss_bbox_dn_3: 0.1663 (0.1663) loss_bbox_dn_4: 0.1660 (0.1658) loss_bbox_dn_5: 0.1660 (0.1658) loss_bbox_dn_pre: 0.2551 (0.2485) loss_bbox_enc_0: 0.2280 (0.2234) loss_bbox_pre: 0.1864 (0.1883) loss_dfl: 0.9663 (0.9596) loss_fgl_aux_0: 0.9991 (0.9929) loss_fgl_aux_1: 0.9693 (0.9622) loss_fgl_aux_2: 0.9669 (0.9598) loss_fgl_aux_3: 0.9669 (0.9597) loss_fgl_aux_4: 0.9665 (0.9597) loss_fgl_dn_0: 1.0951 (1.0879) loss_fgl_dn_1: 0.9869 (0.9833) loss_fgl_dn_2: 0.9768 (0.9743) loss_fgl_dn_3: 0.9790 (0.9750) loss_fgl_dn_4: 0.9806 (0.9754) loss_fgl_dn_5: 0.9805 (0.9754) loss_giou: 0.5696 (0.5588) loss_giou_aux_0: 0.5955 (0.5841) loss_giou_aux_1: 0.5779 (0.5643) loss_giou_aux_2: 0.5709 (0.5598) loss_giou_aux_3: 0.5702 (0.5589) loss_giou_aux_4: 0.5697 (0.5588) loss_giou_dn_0: 0.5892 (0.5652) loss_giou_dn_1: 0.4706 (0.4538) loss_giou_dn_2: 0.4526 (0.4369) loss_giou_dn_3: 0.4465 (0.4324) loss_giou_dn_4: 0.4454 (0.4314) loss_giou_dn_5: 0.4454 (0.4314) loss_giou_dn_pre: 0.5895 (0.5644) loss_giou_enc_0: 0.6702 (0.6583) loss_giou_pre: 0.5959 (0.5826) loss_ddf_aux_0: 0.0537 (0.0536) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2508 (0.2562) loss_ddf_dn_1: 0.0329 (0.0338) loss_ddf_dn_2: 0.0067 (0.0072) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6588 (0.6590) loss_vfl_aux_0: 0.7338 (0.7278) loss_vfl_aux_1: 0.6934 (0.7036) loss_vfl_aux_2: 0.6890 (0.6874) loss_vfl_aux_3: 0.6656 (0.6705) loss_vfl_aux_4: 0.6655 (0.6611) loss_vfl_dn_0: 0.4859 (0.4876) loss_vfl_dn_1: 0.4241 (0.4209) loss_vfl_dn_2: 0.4083 (0.4051) loss_vfl_dn_3: 0.4001 (0.3968) loss_vfl_dn_4: 0.3979 (0.3939) loss_vfl_dn_5: 0.3978 (0.3933) loss_vfl_dn_pre: 0.4866 (0.4881) loss_vfl_enc_0: 0.7281 (0.7298) loss_vfl_pre: 0.7341 (0.7303) time: 0.7619 data: 0.0322 max mem: 9084 Epoch: [39] [1300/3696] eta: 0:30:23 lr: 0.000013 loss: 31.7969 (31.4350) loss_bbox: 0.1679 (0.1753) loss_bbox_aux_0: 0.1845 (0.1880) loss_bbox_aux_1: 0.1718 (0.1780) loss_bbox_aux_2: 0.1720 (0.1758) loss_bbox_aux_3: 0.1684 (0.1754) loss_bbox_aux_4: 0.1680 (0.1753) loss_bbox_dn_0: 0.2317 (0.2426) loss_bbox_dn_1: 0.1794 (0.1797) loss_bbox_dn_2: 0.1701 (0.1696) loss_bbox_dn_3: 0.1648 (0.1664) loss_bbox_dn_4: 0.1632 (0.1658) loss_bbox_dn_5: 0.1631 (0.1658) loss_bbox_dn_pre: 0.2381 (0.2485) loss_bbox_enc_0: 0.2226 (0.2233) loss_bbox_pre: 0.1855 (0.1883) loss_dfl: 0.9553 (0.9598) loss_fgl_aux_0: 0.9773 (0.9929) loss_fgl_aux_1: 0.9567 (0.9624) loss_fgl_aux_2: 0.9557 (0.9599) loss_fgl_aux_3: 0.9551 (0.9598) loss_fgl_aux_4: 0.9552 (0.9598) loss_fgl_dn_0: 1.0817 (1.0878) loss_fgl_dn_1: 0.9792 (0.9832) loss_fgl_dn_2: 0.9687 (0.9742) loss_fgl_dn_3: 0.9698 (0.9749) loss_fgl_dn_4: 0.9701 (0.9753) loss_fgl_dn_5: 0.9700 (0.9753) loss_giou: 0.5820 (0.5584) loss_giou_aux_0: 0.6013 (0.5837) loss_giou_aux_1: 0.5838 (0.5639) loss_giou_aux_2: 0.5818 (0.5594) loss_giou_aux_3: 0.5822 (0.5585) loss_giou_aux_4: 0.5819 (0.5584) loss_giou_dn_0: 0.5686 (0.5651) loss_giou_dn_1: 0.4558 (0.4538) loss_giou_dn_2: 0.4405 (0.4369) loss_giou_dn_3: 0.4353 (0.4323) loss_giou_dn_4: 0.4332 (0.4313) loss_giou_dn_5: 0.4333 (0.4313) loss_giou_dn_pre: 0.5663 (0.5643) loss_giou_enc_0: 0.6796 (0.6577) loss_giou_pre: 0.5997 (0.5821) loss_ddf_aux_0: 0.0518 (0.0535) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2451 (0.2558) loss_ddf_dn_1: 0.0331 (0.0338) loss_ddf_dn_2: 0.0075 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6461 (0.6587) loss_vfl_aux_0: 0.7202 (0.7281) loss_vfl_aux_1: 0.6781 (0.7036) loss_vfl_aux_2: 0.6793 (0.6872) loss_vfl_aux_3: 0.6501 (0.6703) loss_vfl_aux_4: 0.6447 (0.6609) loss_vfl_dn_0: 0.4915 (0.4876) loss_vfl_dn_1: 0.4265 (0.4209) loss_vfl_dn_2: 0.4055 (0.4051) loss_vfl_dn_3: 0.4008 (0.3967) loss_vfl_dn_4: 0.3987 (0.3938) loss_vfl_dn_5: 0.3990 (0.3932) loss_vfl_dn_pre: 0.4927 (0.4880) loss_vfl_enc_0: 0.7220 (0.7299) loss_vfl_pre: 0.7133 (0.7306) time: 0.7731 data: 0.0281 max mem: 9084 Epoch: [39] [1400/3696] eta: 0:29:03 lr: 0.000013 loss: 30.7895 (31.4392) loss_bbox: 0.1622 (0.1751) loss_bbox_aux_0: 0.1735 (0.1879) loss_bbox_aux_1: 0.1637 (0.1779) loss_bbox_aux_2: 0.1606 (0.1757) loss_bbox_aux_3: 0.1619 (0.1752) loss_bbox_aux_4: 0.1622 (0.1751) loss_bbox_dn_0: 0.2253 (0.2425) loss_bbox_dn_1: 0.1575 (0.1796) loss_bbox_dn_2: 0.1484 (0.1694) loss_bbox_dn_3: 0.1489 (0.1662) loss_bbox_dn_4: 0.1481 (0.1657) loss_bbox_dn_5: 0.1481 (0.1656) loss_bbox_dn_pre: 0.2300 (0.2483) loss_bbox_enc_0: 0.2109 (0.2231) loss_bbox_pre: 0.1721 (0.1881) loss_dfl: 0.9546 (0.9599) loss_fgl_aux_0: 0.9927 (0.9930) loss_fgl_aux_1: 0.9597 (0.9625) loss_fgl_aux_2: 0.9552 (0.9600) loss_fgl_aux_3: 0.9549 (0.9599) loss_fgl_aux_4: 0.9548 (0.9599) loss_fgl_dn_0: 1.0801 (1.0877) loss_fgl_dn_1: 0.9691 (0.9831) loss_fgl_dn_2: 0.9592 (0.9741) loss_fgl_dn_3: 0.9591 (0.9749) loss_fgl_dn_4: 0.9594 (0.9753) loss_fgl_dn_5: 0.9594 (0.9753) loss_giou: 0.5234 (0.5584) loss_giou_aux_0: 0.5449 (0.5838) loss_giou_aux_1: 0.5288 (0.5640) loss_giou_aux_2: 0.5234 (0.5594) loss_giou_aux_3: 0.5233 (0.5585) loss_giou_aux_4: 0.5233 (0.5584) loss_giou_dn_0: 0.5620 (0.5655) loss_giou_dn_1: 0.4453 (0.4542) loss_giou_dn_2: 0.4286 (0.4373) loss_giou_dn_3: 0.4221 (0.4327) loss_giou_dn_4: 0.4218 (0.4318) loss_giou_dn_5: 0.4218 (0.4318) loss_giou_dn_pre: 0.5639 (0.5647) loss_giou_enc_0: 0.6363 (0.6578) loss_giou_pre: 0.5412 (0.5822) loss_ddf_aux_0: 0.0506 (0.0534) loss_ddf_aux_1: 0.0077 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2484 (0.2556) loss_ddf_dn_1: 0.0317 (0.0337) loss_ddf_dn_2: 0.0060 (0.0072) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6555 (0.6592) loss_vfl_aux_0: 0.7277 (0.7283) loss_vfl_aux_1: 0.6993 (0.7038) loss_vfl_aux_2: 0.6782 (0.6876) loss_vfl_aux_3: 0.6639 (0.6706) loss_vfl_aux_4: 0.6561 (0.6613) loss_vfl_dn_0: 0.4826 (0.4875) loss_vfl_dn_1: 0.4151 (0.4209) loss_vfl_dn_2: 0.3989 (0.4051) loss_vfl_dn_3: 0.3918 (0.3968) loss_vfl_dn_4: 0.3887 (0.3938) loss_vfl_dn_5: 0.3879 (0.3933) loss_vfl_dn_pre: 0.4836 (0.4879) loss_vfl_enc_0: 0.7511 (0.7303) loss_vfl_pre: 0.7321 (0.7308) time: 0.7505 data: 0.0257 max mem: 9084 Epoch: [39] [1500/3696] eta: 0:27:44 lr: 0.000013 loss: 31.5962 (31.4400) loss_bbox: 0.1718 (0.1747) loss_bbox_aux_0: 0.1877 (0.1875) loss_bbox_aux_1: 0.1757 (0.1775) loss_bbox_aux_2: 0.1732 (0.1753) loss_bbox_aux_3: 0.1720 (0.1748) loss_bbox_aux_4: 0.1718 (0.1747) loss_bbox_dn_0: 0.2231 (0.2422) loss_bbox_dn_1: 0.1645 (0.1793) loss_bbox_dn_2: 0.1563 (0.1691) loss_bbox_dn_3: 0.1536 (0.1659) loss_bbox_dn_4: 0.1538 (0.1653) loss_bbox_dn_5: 0.1537 (0.1653) loss_bbox_dn_pre: 0.2311 (0.2480) loss_bbox_enc_0: 0.2202 (0.2227) loss_bbox_pre: 0.1875 (0.1877) loss_dfl: 0.9696 (0.9603) loss_fgl_aux_0: 1.0065 (0.9934) loss_fgl_aux_1: 0.9728 (0.9629) loss_fgl_aux_2: 0.9697 (0.9605) loss_fgl_aux_3: 0.9696 (0.9604) loss_fgl_aux_4: 0.9696 (0.9603) loss_fgl_dn_0: 1.0907 (1.0879) loss_fgl_dn_1: 0.9948 (0.9835) loss_fgl_dn_2: 0.9867 (0.9745) loss_fgl_dn_3: 0.9873 (0.9752) loss_fgl_dn_4: 0.9875 (0.9757) loss_fgl_dn_5: 0.9875 (0.9757) loss_giou: 0.5217 (0.5585) loss_giou_aux_0: 0.5496 (0.5838) loss_giou_aux_1: 0.5271 (0.5641) loss_giou_aux_2: 0.5233 (0.5595) loss_giou_aux_3: 0.5215 (0.5586) loss_giou_aux_4: 0.5217 (0.5585) loss_giou_dn_0: 0.5476 (0.5656) loss_giou_dn_1: 0.4428 (0.4543) loss_giou_dn_2: 0.4260 (0.4374) loss_giou_dn_3: 0.4216 (0.4328) loss_giou_dn_4: 0.4208 (0.4319) loss_giou_dn_5: 0.4206 (0.4319) loss_giou_dn_pre: 0.5496 (0.5648) loss_giou_enc_0: 0.6270 (0.6580) loss_giou_pre: 0.5476 (0.5823) loss_ddf_aux_0: 0.0494 (0.0533) loss_ddf_aux_1: 0.0073 (0.0075) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2379 (0.2550) loss_ddf_dn_1: 0.0333 (0.0337) loss_ddf_dn_2: 0.0074 (0.0072) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6349 (0.6594) loss_vfl_aux_0: 0.7145 (0.7284) loss_vfl_aux_1: 0.6790 (0.7041) loss_vfl_aux_2: 0.6504 (0.6876) loss_vfl_aux_3: 0.6371 (0.6708) loss_vfl_aux_4: 0.6371 (0.6615) loss_vfl_dn_0: 0.4859 (0.4874) loss_vfl_dn_1: 0.4213 (0.4208) loss_vfl_dn_2: 0.4078 (0.4051) loss_vfl_dn_3: 0.3978 (0.3968) loss_vfl_dn_4: 0.3961 (0.3938) loss_vfl_dn_5: 0.3952 (0.3932) loss_vfl_dn_pre: 0.4861 (0.4879) loss_vfl_enc_0: 0.7094 (0.7304) loss_vfl_pre: 0.7159 (0.7310) time: 0.7751 data: 0.0341 max mem: 9084 Epoch: [39] [1600/3696] eta: 0:26:29 lr: 0.000013 loss: 31.1976 (31.4320) loss_bbox: 0.1655 (0.1743) loss_bbox_aux_0: 0.1764 (0.1869) loss_bbox_aux_1: 0.1670 (0.1770) loss_bbox_aux_2: 0.1663 (0.1748) loss_bbox_aux_3: 0.1658 (0.1744) loss_bbox_aux_4: 0.1655 (0.1743) loss_bbox_dn_0: 0.2319 (0.2416) loss_bbox_dn_1: 0.1640 (0.1787) loss_bbox_dn_2: 0.1554 (0.1686) loss_bbox_dn_3: 0.1548 (0.1654) loss_bbox_dn_4: 0.1526 (0.1648) loss_bbox_dn_5: 0.1526 (0.1648) loss_bbox_dn_pre: 0.2375 (0.2475) loss_bbox_enc_0: 0.2091 (0.2220) loss_bbox_pre: 0.1774 (0.1871) loss_dfl: 0.9613 (0.9601) loss_fgl_aux_0: 0.9941 (0.9933) loss_fgl_aux_1: 0.9641 (0.9627) loss_fgl_aux_2: 0.9627 (0.9603) loss_fgl_aux_3: 0.9614 (0.9602) loss_fgl_aux_4: 0.9612 (0.9602) loss_fgl_dn_0: 1.0894 (1.0878) loss_fgl_dn_1: 0.9817 (0.9835) loss_fgl_dn_2: 0.9755 (0.9745) loss_fgl_dn_3: 0.9754 (0.9752) loss_fgl_dn_4: 0.9758 (0.9756) loss_fgl_dn_5: 0.9757 (0.9756) loss_giou: 0.5551 (0.5588) loss_giou_aux_0: 0.5804 (0.5840) loss_giou_aux_1: 0.5652 (0.5643) loss_giou_aux_2: 0.5570 (0.5598) loss_giou_aux_3: 0.5543 (0.5588) loss_giou_aux_4: 0.5551 (0.5588) loss_giou_dn_0: 0.5722 (0.5660) loss_giou_dn_1: 0.4621 (0.4545) loss_giou_dn_2: 0.4445 (0.4377) loss_giou_dn_3: 0.4397 (0.4331) loss_giou_dn_4: 0.4390 (0.4321) loss_giou_dn_5: 0.4391 (0.4321) loss_giou_dn_pre: 0.5703 (0.5652) loss_giou_enc_0: 0.6526 (0.6582) loss_giou_pre: 0.5780 (0.5824) loss_ddf_aux_0: 0.0511 (0.0532) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2397 (0.2546) loss_ddf_dn_1: 0.0315 (0.0336) loss_ddf_dn_2: 0.0071 (0.0072) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6725 (0.6593) loss_vfl_aux_0: 0.7201 (0.7282) loss_vfl_aux_1: 0.7040 (0.7039) loss_vfl_aux_2: 0.6985 (0.6874) loss_vfl_aux_3: 0.6772 (0.6706) loss_vfl_aux_4: 0.6750 (0.6614) loss_vfl_dn_0: 0.4849 (0.4873) loss_vfl_dn_1: 0.4173 (0.4207) loss_vfl_dn_2: 0.4041 (0.4050) loss_vfl_dn_3: 0.3977 (0.3967) loss_vfl_dn_4: 0.3952 (0.3937) loss_vfl_dn_5: 0.3941 (0.3932) loss_vfl_dn_pre: 0.4854 (0.4878) loss_vfl_enc_0: 0.7267 (0.7302) loss_vfl_pre: 0.7249 (0.7307) time: 0.7839 data: 0.0272 max mem: 9084 Epoch: [39] [1700/3696] eta: 0:25:13 lr: 0.000013 loss: 31.3328 (31.4296) loss_bbox: 0.1606 (0.1743) loss_bbox_aux_0: 0.1702 (0.1870) loss_bbox_aux_1: 0.1651 (0.1771) loss_bbox_aux_2: 0.1609 (0.1749) loss_bbox_aux_3: 0.1605 (0.1744) loss_bbox_aux_4: 0.1606 (0.1743) loss_bbox_dn_0: 0.2283 (0.2418) loss_bbox_dn_1: 0.1677 (0.1789) loss_bbox_dn_2: 0.1601 (0.1687) loss_bbox_dn_3: 0.1575 (0.1656) loss_bbox_dn_4: 0.1545 (0.1650) loss_bbox_dn_5: 0.1545 (0.1650) loss_bbox_dn_pre: 0.2320 (0.2476) loss_bbox_enc_0: 0.1983 (0.2221) loss_bbox_pre: 0.1710 (0.1872) loss_dfl: 0.9605 (0.9604) loss_fgl_aux_0: 0.9956 (0.9934) loss_fgl_aux_1: 0.9617 (0.9629) loss_fgl_aux_2: 0.9607 (0.9605) loss_fgl_aux_3: 0.9608 (0.9604) loss_fgl_aux_4: 0.9608 (0.9604) loss_fgl_dn_0: 1.0843 (1.0878) loss_fgl_dn_1: 0.9853 (0.9834) loss_fgl_dn_2: 0.9811 (0.9744) loss_fgl_dn_3: 0.9836 (0.9751) loss_fgl_dn_4: 0.9842 (0.9755) loss_fgl_dn_5: 0.9842 (0.9755) loss_giou: 0.5561 (0.5583) loss_giou_aux_0: 0.5884 (0.5835) loss_giou_aux_1: 0.5630 (0.5638) loss_giou_aux_2: 0.5558 (0.5593) loss_giou_aux_3: 0.5561 (0.5584) loss_giou_aux_4: 0.5561 (0.5583) loss_giou_dn_0: 0.5680 (0.5659) loss_giou_dn_1: 0.4581 (0.4545) loss_giou_dn_2: 0.4412 (0.4377) loss_giou_dn_3: 0.4365 (0.4331) loss_giou_dn_4: 0.4363 (0.4322) loss_giou_dn_5: 0.4364 (0.4322) loss_giou_dn_pre: 0.5645 (0.5651) loss_giou_enc_0: 0.6529 (0.6577) loss_giou_pre: 0.5871 (0.5820) loss_ddf_aux_0: 0.0532 (0.0532) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2377 (0.2542) loss_ddf_dn_1: 0.0312 (0.0335) loss_ddf_dn_2: 0.0065 (0.0071) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6685 (0.6595) loss_vfl_aux_0: 0.7178 (0.7280) loss_vfl_aux_1: 0.6771 (0.7038) loss_vfl_aux_2: 0.6877 (0.6876) loss_vfl_aux_3: 0.6577 (0.6706) loss_vfl_aux_4: 0.6636 (0.6615) loss_vfl_dn_0: 0.4851 (0.4874) loss_vfl_dn_1: 0.4216 (0.4207) loss_vfl_dn_2: 0.4105 (0.4051) loss_vfl_dn_3: 0.3985 (0.3967) loss_vfl_dn_4: 0.3956 (0.3937) loss_vfl_dn_5: 0.3954 (0.3932) loss_vfl_dn_pre: 0.4868 (0.4878) loss_vfl_enc_0: 0.7080 (0.7302) loss_vfl_pre: 0.7228 (0.7305) time: 0.7509 data: 0.0324 max mem: 9084 Epoch: [39] [1800/3696] eta: 0:24:00 lr: 0.000013 loss: 31.0924 (31.4350) loss_bbox: 0.1782 (0.1742) loss_bbox_aux_0: 0.1936 (0.1868) loss_bbox_aux_1: 0.1801 (0.1769) loss_bbox_aux_2: 0.1782 (0.1748) loss_bbox_aux_3: 0.1779 (0.1743) loss_bbox_aux_4: 0.1781 (0.1742) loss_bbox_dn_0: 0.2346 (0.2416) loss_bbox_dn_1: 0.1746 (0.1788) loss_bbox_dn_2: 0.1655 (0.1686) loss_bbox_dn_3: 0.1632 (0.1655) loss_bbox_dn_4: 0.1617 (0.1649) loss_bbox_dn_5: 0.1616 (0.1649) loss_bbox_dn_pre: 0.2419 (0.2474) loss_bbox_enc_0: 0.2229 (0.2219) loss_bbox_pre: 0.1932 (0.1870) loss_dfl: 0.9536 (0.9604) loss_fgl_aux_0: 0.9874 (0.9934) loss_fgl_aux_1: 0.9586 (0.9630) loss_fgl_aux_2: 0.9537 (0.9605) loss_fgl_aux_3: 0.9536 (0.9604) loss_fgl_aux_4: 0.9536 (0.9604) loss_fgl_dn_0: 1.0845 (1.0877) loss_fgl_dn_1: 0.9774 (0.9835) loss_fgl_dn_2: 0.9654 (0.9746) loss_fgl_dn_3: 0.9667 (0.9753) loss_fgl_dn_4: 0.9660 (0.9757) loss_fgl_dn_5: 0.9659 (0.9757) loss_giou: 0.5605 (0.5589) loss_giou_aux_0: 0.5807 (0.5842) loss_giou_aux_1: 0.5698 (0.5645) loss_giou_aux_2: 0.5632 (0.5599) loss_giou_aux_3: 0.5600 (0.5590) loss_giou_aux_4: 0.5604 (0.5589) loss_giou_dn_0: 0.5429 (0.5661) loss_giou_dn_1: 0.4384 (0.4548) loss_giou_dn_2: 0.4212 (0.4380) loss_giou_dn_3: 0.4148 (0.4334) loss_giou_dn_4: 0.4140 (0.4325) loss_giou_dn_5: 0.4143 (0.4325) loss_giou_dn_pre: 0.5428 (0.5653) loss_giou_enc_0: 0.6523 (0.6583) loss_giou_pre: 0.5788 (0.5826) loss_ddf_aux_0: 0.0481 (0.0532) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2352 (0.2537) loss_ddf_dn_1: 0.0304 (0.0334) loss_ddf_dn_2: 0.0069 (0.0071) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6405 (0.6593) loss_vfl_aux_0: 0.7102 (0.7280) loss_vfl_aux_1: 0.6747 (0.7040) loss_vfl_aux_2: 0.6836 (0.6876) loss_vfl_aux_3: 0.6689 (0.6705) loss_vfl_aux_4: 0.6426 (0.6613) loss_vfl_dn_0: 0.4871 (0.4873) loss_vfl_dn_1: 0.4115 (0.4207) loss_vfl_dn_2: 0.3984 (0.4052) loss_vfl_dn_3: 0.3895 (0.3968) loss_vfl_dn_4: 0.3871 (0.3938) loss_vfl_dn_5: 0.3875 (0.3933) loss_vfl_dn_pre: 0.4876 (0.4878) loss_vfl_enc_0: 0.7168 (0.7301) loss_vfl_pre: 0.7119 (0.7306) time: 0.7785 data: 0.0392 max mem: 9084 Epoch: [39] [1900/3696] eta: 0:22:47 lr: 0.000013 loss: 30.9039 (31.4329) loss_bbox: 0.1760 (0.1744) loss_bbox_aux_0: 0.1892 (0.1869) loss_bbox_aux_1: 0.1821 (0.1771) loss_bbox_aux_2: 0.1770 (0.1749) loss_bbox_aux_3: 0.1760 (0.1744) loss_bbox_aux_4: 0.1760 (0.1744) loss_bbox_dn_0: 0.2365 (0.2417) loss_bbox_dn_1: 0.1748 (0.1789) loss_bbox_dn_2: 0.1658 (0.1687) loss_bbox_dn_3: 0.1612 (0.1656) loss_bbox_dn_4: 0.1606 (0.1650) loss_bbox_dn_5: 0.1606 (0.1650) loss_bbox_dn_pre: 0.2476 (0.2476) loss_bbox_enc_0: 0.2357 (0.2220) loss_bbox_pre: 0.1918 (0.1871) loss_dfl: 0.9607 (0.9601) loss_fgl_aux_0: 0.9949 (0.9931) loss_fgl_aux_1: 0.9643 (0.9627) loss_fgl_aux_2: 0.9608 (0.9603) loss_fgl_aux_3: 0.9610 (0.9602) loss_fgl_aux_4: 0.9607 (0.9601) loss_fgl_dn_0: 1.0839 (1.0877) loss_fgl_dn_1: 0.9749 (0.9834) loss_fgl_dn_2: 0.9679 (0.9745) loss_fgl_dn_3: 0.9690 (0.9752) loss_fgl_dn_4: 0.9685 (0.9756) loss_fgl_dn_5: 0.9686 (0.9756) loss_giou: 0.5096 (0.5588) loss_giou_aux_0: 0.5379 (0.5841) loss_giou_aux_1: 0.5180 (0.5644) loss_giou_aux_2: 0.5145 (0.5598) loss_giou_aux_3: 0.5095 (0.5589) loss_giou_aux_4: 0.5096 (0.5588) loss_giou_dn_0: 0.5415 (0.5658) loss_giou_dn_1: 0.4302 (0.4546) loss_giou_dn_2: 0.4145 (0.4378) loss_giou_dn_3: 0.4106 (0.4332) loss_giou_dn_4: 0.4092 (0.4323) loss_giou_dn_5: 0.4091 (0.4323) loss_giou_dn_pre: 0.5410 (0.5650) loss_giou_enc_0: 0.6189 (0.6581) loss_giou_pre: 0.5368 (0.5825) loss_ddf_aux_0: 0.0526 (0.0531) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2450 (0.2530) loss_ddf_dn_1: 0.0318 (0.0332) loss_ddf_dn_2: 0.0065 (0.0071) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6610 (0.6595) loss_vfl_aux_0: 0.7186 (0.7283) loss_vfl_aux_1: 0.6923 (0.7042) loss_vfl_aux_2: 0.6774 (0.6876) loss_vfl_aux_3: 0.6735 (0.6707) loss_vfl_aux_4: 0.6631 (0.6615) loss_vfl_dn_0: 0.4918 (0.4873) loss_vfl_dn_1: 0.4150 (0.4207) loss_vfl_dn_2: 0.3975 (0.4051) loss_vfl_dn_3: 0.3968 (0.3968) loss_vfl_dn_4: 0.3917 (0.3938) loss_vfl_dn_5: 0.3889 (0.3932) loss_vfl_dn_pre: 0.4919 (0.4878) loss_vfl_enc_0: 0.7264 (0.7302) loss_vfl_pre: 0.7221 (0.7309) time: 0.7599 data: 0.0329 max mem: 9084 Epoch: [39] [2000/3696] eta: 0:21:30 lr: 0.000013 loss: 31.7577 (31.4394) loss_bbox: 0.1748 (0.1743) loss_bbox_aux_0: 0.1951 (0.1868) loss_bbox_aux_1: 0.1807 (0.1770) loss_bbox_aux_2: 0.1770 (0.1748) loss_bbox_aux_3: 0.1748 (0.1744) loss_bbox_aux_4: 0.1748 (0.1743) loss_bbox_dn_0: 0.2453 (0.2416) loss_bbox_dn_1: 0.1886 (0.1788) loss_bbox_dn_2: 0.1746 (0.1687) loss_bbox_dn_3: 0.1706 (0.1656) loss_bbox_dn_4: 0.1699 (0.1650) loss_bbox_dn_5: 0.1699 (0.1649) loss_bbox_dn_pre: 0.2468 (0.2474) loss_bbox_enc_0: 0.2276 (0.2218) loss_bbox_pre: 0.1949 (0.1871) loss_dfl: 0.9599 (0.9604) loss_fgl_aux_0: 0.9907 (0.9934) loss_fgl_aux_1: 0.9648 (0.9630) loss_fgl_aux_2: 0.9611 (0.9606) loss_fgl_aux_3: 0.9616 (0.9605) loss_fgl_aux_4: 0.9600 (0.9604) loss_fgl_dn_0: 1.0840 (1.0876) loss_fgl_dn_1: 0.9820 (0.9836) loss_fgl_dn_2: 0.9745 (0.9746) loss_fgl_dn_3: 0.9751 (0.9754) loss_fgl_dn_4: 0.9750 (0.9758) loss_fgl_dn_5: 0.9751 (0.9758) loss_giou: 0.5694 (0.5591) loss_giou_aux_0: 0.5963 (0.5843) loss_giou_aux_1: 0.5738 (0.5646) loss_giou_aux_2: 0.5700 (0.5601) loss_giou_aux_3: 0.5696 (0.5592) loss_giou_aux_4: 0.5696 (0.5591) loss_giou_dn_0: 0.5722 (0.5660) loss_giou_dn_1: 0.4604 (0.4548) loss_giou_dn_2: 0.4426 (0.4380) loss_giou_dn_3: 0.4368 (0.4334) loss_giou_dn_4: 0.4352 (0.4325) loss_giou_dn_5: 0.4352 (0.4325) loss_giou_dn_pre: 0.5719 (0.5652) loss_giou_enc_0: 0.6729 (0.6584) loss_giou_pre: 0.5966 (0.5828) loss_ddf_aux_0: 0.0501 (0.0532) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2388 (0.2527) loss_ddf_dn_1: 0.0324 (0.0332) loss_ddf_dn_2: 0.0075 (0.0071) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6394 (0.6599) loss_vfl_aux_0: 0.7167 (0.7284) loss_vfl_aux_1: 0.6923 (0.7046) loss_vfl_aux_2: 0.6729 (0.6877) loss_vfl_aux_3: 0.6546 (0.6710) loss_vfl_aux_4: 0.6452 (0.6618) loss_vfl_dn_0: 0.4876 (0.4873) loss_vfl_dn_1: 0.4194 (0.4207) loss_vfl_dn_2: 0.4036 (0.4051) loss_vfl_dn_3: 0.3962 (0.3968) loss_vfl_dn_4: 0.3916 (0.3938) loss_vfl_dn_5: 0.3903 (0.3933) loss_vfl_dn_pre: 0.4882 (0.4878) loss_vfl_enc_0: 0.7138 (0.7303) loss_vfl_pre: 0.7222 (0.7311) time: 0.7440 data: 0.0376 max mem: 9084 Epoch: [39] [2100/3696] eta: 0:20:16 lr: 0.000013 loss: 31.2921 (31.4412) loss_bbox: 0.1646 (0.1742) loss_bbox_aux_0: 0.1755 (0.1869) loss_bbox_aux_1: 0.1687 (0.1770) loss_bbox_aux_2: 0.1646 (0.1748) loss_bbox_aux_3: 0.1646 (0.1743) loss_bbox_aux_4: 0.1645 (0.1743) loss_bbox_dn_0: 0.2372 (0.2415) loss_bbox_dn_1: 0.1732 (0.1787) loss_bbox_dn_2: 0.1604 (0.1685) loss_bbox_dn_3: 0.1557 (0.1654) loss_bbox_dn_4: 0.1556 (0.1648) loss_bbox_dn_5: 0.1555 (0.1648) loss_bbox_dn_pre: 0.2421 (0.2473) loss_bbox_enc_0: 0.2101 (0.2218) loss_bbox_pre: 0.1764 (0.1871) loss_dfl: 0.9608 (0.9603) loss_fgl_aux_0: 0.9930 (0.9933) loss_fgl_aux_1: 0.9620 (0.9629) loss_fgl_aux_2: 0.9612 (0.9605) loss_fgl_aux_3: 0.9605 (0.9604) loss_fgl_aux_4: 0.9606 (0.9603) loss_fgl_dn_0: 1.0849 (1.0876) loss_fgl_dn_1: 0.9886 (0.9836) loss_fgl_dn_2: 0.9802 (0.9747) loss_fgl_dn_3: 0.9819 (0.9754) loss_fgl_dn_4: 0.9829 (0.9758) loss_fgl_dn_5: 0.9829 (0.9758) loss_giou: 0.5904 (0.5595) loss_giou_aux_0: 0.6150 (0.5848) loss_giou_aux_1: 0.5930 (0.5650) loss_giou_aux_2: 0.5916 (0.5605) loss_giou_aux_3: 0.5904 (0.5596) loss_giou_aux_4: 0.5903 (0.5595) loss_giou_dn_0: 0.5694 (0.5662) loss_giou_dn_1: 0.4484 (0.4549) loss_giou_dn_2: 0.4291 (0.4381) loss_giou_dn_3: 0.4258 (0.4335) loss_giou_dn_4: 0.4247 (0.4325) loss_giou_dn_5: 0.4247 (0.4325) loss_giou_dn_pre: 0.5685 (0.5654) loss_giou_enc_0: 0.6910 (0.6591) loss_giou_pre: 0.6160 (0.5833) loss_ddf_aux_0: 0.0526 (0.0532) loss_ddf_aux_1: 0.0078 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2554 (0.2529) loss_ddf_dn_1: 0.0367 (0.0333) loss_ddf_dn_2: 0.0086 (0.0072) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6604 (0.6599) loss_vfl_aux_0: 0.7168 (0.7282) loss_vfl_aux_1: 0.6910 (0.7046) loss_vfl_aux_2: 0.6802 (0.6877) loss_vfl_aux_3: 0.6611 (0.6708) loss_vfl_aux_4: 0.6638 (0.6618) loss_vfl_dn_0: 0.4827 (0.4872) loss_vfl_dn_1: 0.4185 (0.4207) loss_vfl_dn_2: 0.4063 (0.4051) loss_vfl_dn_3: 0.3964 (0.3968) loss_vfl_dn_4: 0.3965 (0.3938) loss_vfl_dn_5: 0.3955 (0.3933) loss_vfl_dn_pre: 0.4835 (0.4877) loss_vfl_enc_0: 0.7161 (0.7300) loss_vfl_pre: 0.7231 (0.7309) time: 0.7684 data: 0.0250 max mem: 9084 Epoch: [39] [2200/3696] eta: 0:18:59 lr: 0.000013 loss: 31.2856 (31.4408) loss_bbox: 0.1558 (0.1743) loss_bbox_aux_0: 0.1724 (0.1870) loss_bbox_aux_1: 0.1606 (0.1771) loss_bbox_aux_2: 0.1568 (0.1749) loss_bbox_aux_3: 0.1561 (0.1744) loss_bbox_aux_4: 0.1558 (0.1743) loss_bbox_dn_0: 0.2456 (0.2414) loss_bbox_dn_1: 0.1876 (0.1787) loss_bbox_dn_2: 0.1787 (0.1685) loss_bbox_dn_3: 0.1771 (0.1654) loss_bbox_dn_4: 0.1756 (0.1647) loss_bbox_dn_5: 0.1757 (0.1647) loss_bbox_dn_pre: 0.2551 (0.2473) loss_bbox_enc_0: 0.2176 (0.2220) loss_bbox_pre: 0.1724 (0.1872) loss_dfl: 0.9640 (0.9603) loss_fgl_aux_0: 1.0094 (0.9933) loss_fgl_aux_1: 0.9714 (0.9629) loss_fgl_aux_2: 0.9644 (0.9604) loss_fgl_aux_3: 0.9636 (0.9603) loss_fgl_aux_4: 0.9637 (0.9603) loss_fgl_dn_0: 1.0810 (1.0875) loss_fgl_dn_1: 0.9743 (0.9836) loss_fgl_dn_2: 0.9648 (0.9747) loss_fgl_dn_3: 0.9650 (0.9754) loss_fgl_dn_4: 0.9653 (0.9758) loss_fgl_dn_5: 0.9654 (0.9758) loss_giou: 0.5322 (0.5595) loss_giou_aux_0: 0.5599 (0.5848) loss_giou_aux_1: 0.5423 (0.5650) loss_giou_aux_2: 0.5330 (0.5605) loss_giou_aux_3: 0.5328 (0.5596) loss_giou_aux_4: 0.5323 (0.5595) loss_giou_dn_0: 0.5507 (0.5661) loss_giou_dn_1: 0.4551 (0.4548) loss_giou_dn_2: 0.4415 (0.4379) loss_giou_dn_3: 0.4340 (0.4334) loss_giou_dn_4: 0.4328 (0.4324) loss_giou_dn_5: 0.4326 (0.4324) loss_giou_dn_pre: 0.5489 (0.5653) loss_giou_enc_0: 0.6337 (0.6593) loss_giou_pre: 0.5582 (0.5833) loss_ddf_aux_0: 0.0529 (0.0532) loss_ddf_aux_1: 0.0075 (0.0074) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2364 (0.2527) loss_ddf_dn_1: 0.0292 (0.0333) loss_ddf_dn_2: 0.0060 (0.0072) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6815 (0.6598) loss_vfl_aux_0: 0.7482 (0.7282) loss_vfl_aux_1: 0.7122 (0.7047) loss_vfl_aux_2: 0.7113 (0.6878) loss_vfl_aux_3: 0.6874 (0.6709) loss_vfl_aux_4: 0.6746 (0.6617) loss_vfl_dn_0: 0.4902 (0.4872) loss_vfl_dn_1: 0.4213 (0.4207) loss_vfl_dn_2: 0.4039 (0.4050) loss_vfl_dn_3: 0.3952 (0.3967) loss_vfl_dn_4: 0.3895 (0.3938) loss_vfl_dn_5: 0.3895 (0.3933) loss_vfl_dn_pre: 0.4904 (0.4877) loss_vfl_enc_0: 0.7491 (0.7299) loss_vfl_pre: 0.7491 (0.7309) time: 0.7583 data: 0.0317 max mem: 9084 Epoch: [39] [2300/3696] eta: 0:17:41 lr: 0.000013 loss: 31.4307 (31.4457) loss_bbox: 0.1751 (0.1742) loss_bbox_aux_0: 0.1863 (0.1868) loss_bbox_aux_1: 0.1753 (0.1769) loss_bbox_aux_2: 0.1754 (0.1748) loss_bbox_aux_3: 0.1752 (0.1743) loss_bbox_aux_4: 0.1751 (0.1742) loss_bbox_dn_0: 0.2330 (0.2413) loss_bbox_dn_1: 0.1693 (0.1786) loss_bbox_dn_2: 0.1570 (0.1684) loss_bbox_dn_3: 0.1529 (0.1652) loss_bbox_dn_4: 0.1530 (0.1646) loss_bbox_dn_5: 0.1529 (0.1646) loss_bbox_dn_pre: 0.2390 (0.2471) loss_bbox_enc_0: 0.2168 (0.2218) loss_bbox_pre: 0.1864 (0.1870) loss_dfl: 0.9548 (0.9604) loss_fgl_aux_0: 0.9943 (0.9933) loss_fgl_aux_1: 0.9609 (0.9630) loss_fgl_aux_2: 0.9551 (0.9605) loss_fgl_aux_3: 0.9550 (0.9604) loss_fgl_aux_4: 0.9549 (0.9604) loss_fgl_dn_0: 1.0822 (1.0874) loss_fgl_dn_1: 0.9874 (0.9837) loss_fgl_dn_2: 0.9767 (0.9748) loss_fgl_dn_3: 0.9800 (0.9755) loss_fgl_dn_4: 0.9803 (0.9760) loss_fgl_dn_5: 0.9803 (0.9760) loss_giou: 0.5811 (0.5600) loss_giou_aux_0: 0.5989 (0.5854) loss_giou_aux_1: 0.5843 (0.5656) loss_giou_aux_2: 0.5841 (0.5610) loss_giou_aux_3: 0.5821 (0.5601) loss_giou_aux_4: 0.5810 (0.5600) loss_giou_dn_0: 0.5653 (0.5664) loss_giou_dn_1: 0.4481 (0.4551) loss_giou_dn_2: 0.4314 (0.4382) loss_giou_dn_3: 0.4278 (0.4336) loss_giou_dn_4: 0.4263 (0.4327) loss_giou_dn_5: 0.4262 (0.4327) loss_giou_dn_pre: 0.5621 (0.5656) loss_giou_enc_0: 0.6763 (0.6599) loss_giou_pre: 0.5961 (0.5838) loss_ddf_aux_0: 0.0509 (0.0531) loss_ddf_aux_1: 0.0068 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2445 (0.2527) loss_ddf_dn_1: 0.0324 (0.0333) loss_ddf_dn_2: 0.0077 (0.0072) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6460 (0.6597) loss_vfl_aux_0: 0.7291 (0.7281) loss_vfl_aux_1: 0.6876 (0.7046) loss_vfl_aux_2: 0.6736 (0.6877) loss_vfl_aux_3: 0.6689 (0.6708) loss_vfl_aux_4: 0.6478 (0.6616) loss_vfl_dn_0: 0.4891 (0.4873) loss_vfl_dn_1: 0.4241 (0.4207) loss_vfl_dn_2: 0.4063 (0.4052) loss_vfl_dn_3: 0.3994 (0.3968) loss_vfl_dn_4: 0.3916 (0.3939) loss_vfl_dn_5: 0.3923 (0.3933) loss_vfl_dn_pre: 0.4880 (0.4878) loss_vfl_enc_0: 0.7263 (0.7299) loss_vfl_pre: 0.7322 (0.7307) time: 0.7314 data: 0.0303 max mem: 9084 Epoch: [39] [2400/3696] eta: 0:16:25 lr: 0.000013 loss: 31.4705 (31.4503) loss_bbox: 0.1664 (0.1741) loss_bbox_aux_0: 0.1890 (0.1867) loss_bbox_aux_1: 0.1716 (0.1769) loss_bbox_aux_2: 0.1685 (0.1747) loss_bbox_aux_3: 0.1667 (0.1742) loss_bbox_aux_4: 0.1664 (0.1741) loss_bbox_dn_0: 0.2403 (0.2411) loss_bbox_dn_1: 0.1760 (0.1785) loss_bbox_dn_2: 0.1649 (0.1683) loss_bbox_dn_3: 0.1602 (0.1652) loss_bbox_dn_4: 0.1604 (0.1646) loss_bbox_dn_5: 0.1604 (0.1646) loss_bbox_dn_pre: 0.2465 (0.2470) loss_bbox_enc_0: 0.2276 (0.2218) loss_bbox_pre: 0.1891 (0.1870) loss_dfl: 0.9577 (0.9603) loss_fgl_aux_0: 0.9868 (0.9931) loss_fgl_aux_1: 0.9595 (0.9628) loss_fgl_aux_2: 0.9580 (0.9604) loss_fgl_aux_3: 0.9586 (0.9603) loss_fgl_aux_4: 0.9580 (0.9603) loss_fgl_dn_0: 1.0920 (1.0875) loss_fgl_dn_1: 0.9905 (0.9838) loss_fgl_dn_2: 0.9808 (0.9749) loss_fgl_dn_3: 0.9817 (0.9756) loss_fgl_dn_4: 0.9818 (0.9760) loss_fgl_dn_5: 0.9818 (0.9760) loss_giou: 0.5205 (0.5602) loss_giou_aux_0: 0.5467 (0.5856) loss_giou_aux_1: 0.5250 (0.5657) loss_giou_aux_2: 0.5163 (0.5612) loss_giou_aux_3: 0.5204 (0.5603) loss_giou_aux_4: 0.5206 (0.5602) loss_giou_dn_0: 0.5597 (0.5664) loss_giou_dn_1: 0.4450 (0.4551) loss_giou_dn_2: 0.4289 (0.4382) loss_giou_dn_3: 0.4229 (0.4337) loss_giou_dn_4: 0.4217 (0.4327) loss_giou_dn_5: 0.4217 (0.4327) loss_giou_dn_pre: 0.5604 (0.5656) loss_giou_enc_0: 0.6290 (0.6601) loss_giou_pre: 0.5424 (0.5840) loss_ddf_aux_0: 0.0560 (0.0532) loss_ddf_aux_1: 0.0077 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2759 (0.2530) loss_ddf_dn_1: 0.0366 (0.0334) loss_ddf_dn_2: 0.0088 (0.0072) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6455 (0.6601) loss_vfl_aux_0: 0.7256 (0.7285) loss_vfl_aux_1: 0.7043 (0.7050) loss_vfl_aux_2: 0.6796 (0.6882) loss_vfl_aux_3: 0.6646 (0.6712) loss_vfl_aux_4: 0.6493 (0.6620) loss_vfl_dn_0: 0.4908 (0.4874) loss_vfl_dn_1: 0.4168 (0.4208) loss_vfl_dn_2: 0.3985 (0.4052) loss_vfl_dn_3: 0.3924 (0.3969) loss_vfl_dn_4: 0.3894 (0.3939) loss_vfl_dn_5: 0.3900 (0.3934) loss_vfl_dn_pre: 0.4916 (0.4879) loss_vfl_enc_0: 0.7295 (0.7304) loss_vfl_pre: 0.7270 (0.7311) time: 0.7754 data: 0.0400 max mem: 9084 Epoch: [39] [2500/3696] eta: 0:15:09 lr: 0.000013 loss: 31.9663 (31.4511) loss_bbox: 0.1776 (0.1742) loss_bbox_aux_0: 0.1872 (0.1868) loss_bbox_aux_1: 0.1824 (0.1769) loss_bbox_aux_2: 0.1792 (0.1747) loss_bbox_aux_3: 0.1781 (0.1743) loss_bbox_aux_4: 0.1777 (0.1742) loss_bbox_dn_0: 0.2419 (0.2412) loss_bbox_dn_1: 0.1840 (0.1786) loss_bbox_dn_2: 0.1766 (0.1684) loss_bbox_dn_3: 0.1736 (0.1652) loss_bbox_dn_4: 0.1737 (0.1646) loss_bbox_dn_5: 0.1738 (0.1646) loss_bbox_dn_pre: 0.2429 (0.2470) loss_bbox_enc_0: 0.2221 (0.2220) loss_bbox_pre: 0.1914 (0.1871) loss_dfl: 0.9510 (0.9603) loss_fgl_aux_0: 0.9853 (0.9932) loss_fgl_aux_1: 0.9544 (0.9629) loss_fgl_aux_2: 0.9508 (0.9605) loss_fgl_aux_3: 0.9507 (0.9604) loss_fgl_aux_4: 0.9512 (0.9603) loss_fgl_dn_0: 1.0844 (1.0874) loss_fgl_dn_1: 0.9818 (0.9839) loss_fgl_dn_2: 0.9765 (0.9750) loss_fgl_dn_3: 0.9767 (0.9757) loss_fgl_dn_4: 0.9774 (0.9761) loss_fgl_dn_5: 0.9774 (0.9761) loss_giou: 0.5685 (0.5599) loss_giou_aux_0: 0.5958 (0.5853) loss_giou_aux_1: 0.5796 (0.5655) loss_giou_aux_2: 0.5718 (0.5609) loss_giou_aux_3: 0.5693 (0.5600) loss_giou_aux_4: 0.5685 (0.5599) loss_giou_dn_0: 0.5684 (0.5662) loss_giou_dn_1: 0.4616 (0.4551) loss_giou_dn_2: 0.4416 (0.4382) loss_giou_dn_3: 0.4378 (0.4336) loss_giou_dn_4: 0.4373 (0.4326) loss_giou_dn_5: 0.4375 (0.4326) loss_giou_dn_pre: 0.5670 (0.5654) loss_giou_enc_0: 0.6664 (0.6599) loss_giou_pre: 0.5949 (0.5837) loss_ddf_aux_0: 0.0514 (0.0533) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2278 (0.2527) loss_ddf_dn_1: 0.0303 (0.0334) loss_ddf_dn_2: 0.0070 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6711 (0.6601) loss_vfl_aux_0: 0.7151 (0.7288) loss_vfl_aux_1: 0.7057 (0.7052) loss_vfl_aux_2: 0.6838 (0.6883) loss_vfl_aux_3: 0.6686 (0.6712) loss_vfl_aux_4: 0.6679 (0.6620) loss_vfl_dn_0: 0.4947 (0.4874) loss_vfl_dn_1: 0.4282 (0.4209) loss_vfl_dn_2: 0.4121 (0.4052) loss_vfl_dn_3: 0.4035 (0.3969) loss_vfl_dn_4: 0.4026 (0.3939) loss_vfl_dn_5: 0.4022 (0.3934) loss_vfl_dn_pre: 0.4958 (0.4879) loss_vfl_enc_0: 0.7061 (0.7308) loss_vfl_pre: 0.7175 (0.7314) time: 0.7457 data: 0.0330 max mem: 9084 Epoch: [39] [2600/3696] eta: 0:13:52 lr: 0.000013 loss: 31.5588 (31.4542) loss_bbox: 0.1676 (0.1741) loss_bbox_aux_0: 0.1770 (0.1867) loss_bbox_aux_1: 0.1679 (0.1768) loss_bbox_aux_2: 0.1680 (0.1746) loss_bbox_aux_3: 0.1674 (0.1742) loss_bbox_aux_4: 0.1677 (0.1741) loss_bbox_dn_0: 0.2380 (0.2409) loss_bbox_dn_1: 0.1729 (0.1784) loss_bbox_dn_2: 0.1617 (0.1682) loss_bbox_dn_3: 0.1571 (0.1650) loss_bbox_dn_4: 0.1550 (0.1644) loss_bbox_dn_5: 0.1549 (0.1644) loss_bbox_dn_pre: 0.2468 (0.2466) loss_bbox_enc_0: 0.2149 (0.2220) loss_bbox_pre: 0.1771 (0.1870) loss_dfl: 0.9651 (0.9603) loss_fgl_aux_0: 0.9933 (0.9931) loss_fgl_aux_1: 0.9661 (0.9628) loss_fgl_aux_2: 0.9650 (0.9604) loss_fgl_aux_3: 0.9647 (0.9603) loss_fgl_aux_4: 0.9650 (0.9603) loss_fgl_dn_0: 1.0806 (1.0874) loss_fgl_dn_1: 0.9803 (0.9840) loss_fgl_dn_2: 0.9776 (0.9751) loss_fgl_dn_3: 0.9793 (0.9758) loss_fgl_dn_4: 0.9795 (0.9763) loss_fgl_dn_5: 0.9793 (0.9763) loss_giou: 0.5537 (0.5605) loss_giou_aux_0: 0.5739 (0.5859) loss_giou_aux_1: 0.5555 (0.5661) loss_giou_aux_2: 0.5538 (0.5615) loss_giou_aux_3: 0.5538 (0.5606) loss_giou_aux_4: 0.5538 (0.5605) loss_giou_dn_0: 0.5578 (0.5666) loss_giou_dn_1: 0.4558 (0.4554) loss_giou_dn_2: 0.4378 (0.4385) loss_giou_dn_3: 0.4314 (0.4339) loss_giou_dn_4: 0.4306 (0.4329) loss_giou_dn_5: 0.4305 (0.4329) loss_giou_dn_pre: 0.5566 (0.5658) loss_giou_enc_0: 0.6469 (0.6605) loss_giou_pre: 0.5718 (0.5843) loss_ddf_aux_0: 0.0544 (0.0533) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2386 (0.2524) loss_ddf_dn_1: 0.0315 (0.0335) loss_ddf_dn_2: 0.0072 (0.0073) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6481 (0.6600) loss_vfl_aux_0: 0.6995 (0.7286) loss_vfl_aux_1: 0.6852 (0.7050) loss_vfl_aux_2: 0.6711 (0.6881) loss_vfl_aux_3: 0.6715 (0.6711) loss_vfl_aux_4: 0.6476 (0.6618) loss_vfl_dn_0: 0.4890 (0.4874) loss_vfl_dn_1: 0.4246 (0.4209) loss_vfl_dn_2: 0.4103 (0.4053) loss_vfl_dn_3: 0.4056 (0.3969) loss_vfl_dn_4: 0.4011 (0.3940) loss_vfl_dn_5: 0.4012 (0.3935) loss_vfl_dn_pre: 0.4906 (0.4879) loss_vfl_enc_0: 0.7276 (0.7308) loss_vfl_pre: 0.7025 (0.7312) time: 0.7516 data: 0.0292 max mem: 9084 Epoch: [39] [2700/3696] eta: 0:12:36 lr: 0.000013 loss: 31.0130 (31.4512) loss_bbox: 0.1570 (0.1740) loss_bbox_aux_0: 0.1634 (0.1866) loss_bbox_aux_1: 0.1590 (0.1767) loss_bbox_aux_2: 0.1579 (0.1745) loss_bbox_aux_3: 0.1574 (0.1741) loss_bbox_aux_4: 0.1570 (0.1740) loss_bbox_dn_0: 0.2101 (0.2407) loss_bbox_dn_1: 0.1584 (0.1782) loss_bbox_dn_2: 0.1478 (0.1680) loss_bbox_dn_3: 0.1462 (0.1648) loss_bbox_dn_4: 0.1460 (0.1642) loss_bbox_dn_5: 0.1460 (0.1642) loss_bbox_dn_pre: 0.2171 (0.2464) loss_bbox_enc_0: 0.2026 (0.2220) loss_bbox_pre: 0.1622 (0.1869) loss_dfl: 0.9641 (0.9604) loss_fgl_aux_0: 0.9909 (0.9931) loss_fgl_aux_1: 0.9671 (0.9629) loss_fgl_aux_2: 0.9653 (0.9605) loss_fgl_aux_3: 0.9641 (0.9604) loss_fgl_aux_4: 0.9639 (0.9604) loss_fgl_dn_0: 1.0869 (1.0875) loss_fgl_dn_1: 0.9875 (0.9841) loss_fgl_dn_2: 0.9767 (0.9752) loss_fgl_dn_3: 0.9770 (0.9759) loss_fgl_dn_4: 0.9770 (0.9764) loss_fgl_dn_5: 0.9770 (0.9764) loss_giou: 0.5434 (0.5602) loss_giou_aux_0: 0.5660 (0.5856) loss_giou_aux_1: 0.5464 (0.5658) loss_giou_aux_2: 0.5438 (0.5612) loss_giou_aux_3: 0.5444 (0.5603) loss_giou_aux_4: 0.5433 (0.5602) loss_giou_dn_0: 0.5351 (0.5664) loss_giou_dn_1: 0.4229 (0.4552) loss_giou_dn_2: 0.4045 (0.4382) loss_giou_dn_3: 0.4012 (0.4337) loss_giou_dn_4: 0.4010 (0.4327) loss_giou_dn_5: 0.4011 (0.4327) loss_giou_dn_pre: 0.5342 (0.5656) loss_giou_enc_0: 0.6717 (0.6604) loss_giou_pre: 0.5617 (0.5841) loss_ddf_aux_0: 0.0495 (0.0534) loss_ddf_aux_1: 0.0068 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2544 (0.2524) loss_ddf_dn_1: 0.0346 (0.0335) loss_ddf_dn_2: 0.0082 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6410 (0.6602) loss_vfl_aux_0: 0.7017 (0.7288) loss_vfl_aux_1: 0.6745 (0.7051) loss_vfl_aux_2: 0.6660 (0.6881) loss_vfl_aux_3: 0.6339 (0.6712) loss_vfl_aux_4: 0.6436 (0.6619) loss_vfl_dn_0: 0.4860 (0.4875) loss_vfl_dn_1: 0.4162 (0.4209) loss_vfl_dn_2: 0.4007 (0.4053) loss_vfl_dn_3: 0.3915 (0.3969) loss_vfl_dn_4: 0.3880 (0.3940) loss_vfl_dn_5: 0.3872 (0.3935) loss_vfl_dn_pre: 0.4867 (0.4879) loss_vfl_enc_0: 0.7104 (0.7312) loss_vfl_pre: 0.7064 (0.7313) time: 0.7545 data: 0.0334 max mem: 9084 Epoch: [39] [2800/3696] eta: 0:11:22 lr: 0.000013 loss: 31.8305 (31.4521) loss_bbox: 0.1748 (0.1741) loss_bbox_aux_0: 0.1872 (0.1867) loss_bbox_aux_1: 0.1768 (0.1768) loss_bbox_aux_2: 0.1747 (0.1746) loss_bbox_aux_3: 0.1748 (0.1742) loss_bbox_aux_4: 0.1748 (0.1741) loss_bbox_dn_0: 0.2270 (0.2409) loss_bbox_dn_1: 0.1720 (0.1784) loss_bbox_dn_2: 0.1592 (0.1682) loss_bbox_dn_3: 0.1550 (0.1650) loss_bbox_dn_4: 0.1527 (0.1644) loss_bbox_dn_5: 0.1527 (0.1644) loss_bbox_dn_pre: 0.2339 (0.2467) loss_bbox_enc_0: 0.2176 (0.2222) loss_bbox_pre: 0.1881 (0.1870) loss_dfl: 0.9546 (0.9602) loss_fgl_aux_0: 0.9818 (0.9930) loss_fgl_aux_1: 0.9546 (0.9627) loss_fgl_aux_2: 0.9549 (0.9603) loss_fgl_aux_3: 0.9548 (0.9602) loss_fgl_aux_4: 0.9547 (0.9602) loss_fgl_dn_0: 1.0915 (1.0876) loss_fgl_dn_1: 0.9896 (0.9840) loss_fgl_dn_2: 0.9806 (0.9751) loss_fgl_dn_3: 0.9808 (0.9758) loss_fgl_dn_4: 0.9818 (0.9762) loss_fgl_dn_5: 0.9817 (0.9762) loss_giou: 0.5970 (0.5598) loss_giou_aux_0: 0.6187 (0.5853) loss_giou_aux_1: 0.6044 (0.5654) loss_giou_aux_2: 0.6006 (0.5608) loss_giou_aux_3: 0.5989 (0.5599) loss_giou_aux_4: 0.5977 (0.5598) loss_giou_dn_0: 0.5782 (0.5661) loss_giou_dn_1: 0.4639 (0.4549) loss_giou_dn_2: 0.4481 (0.4380) loss_giou_dn_3: 0.4385 (0.4334) loss_giou_dn_4: 0.4366 (0.4324) loss_giou_dn_5: 0.4366 (0.4324) loss_giou_dn_pre: 0.5767 (0.5653) loss_giou_enc_0: 0.7027 (0.6601) loss_giou_pre: 0.6163 (0.5837) loss_ddf_aux_0: 0.0525 (0.0534) loss_ddf_aux_1: 0.0068 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2656 (0.2527) loss_ddf_dn_1: 0.0332 (0.0335) loss_ddf_dn_2: 0.0067 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6437 (0.6605) loss_vfl_aux_0: 0.7249 (0.7294) loss_vfl_aux_1: 0.7162 (0.7056) loss_vfl_aux_2: 0.6802 (0.6887) loss_vfl_aux_3: 0.6611 (0.6715) loss_vfl_aux_4: 0.6450 (0.6623) loss_vfl_dn_0: 0.4882 (0.4875) loss_vfl_dn_1: 0.4254 (0.4210) loss_vfl_dn_2: 0.4094 (0.4053) loss_vfl_dn_3: 0.3984 (0.3969) loss_vfl_dn_4: 0.3943 (0.3940) loss_vfl_dn_5: 0.3950 (0.3935) loss_vfl_dn_pre: 0.4874 (0.4880) loss_vfl_enc_0: 0.7252 (0.7318) loss_vfl_pre: 0.7292 (0.7320) time: 0.7602 data: 0.0261 max mem: 9084 Epoch: [39] [2900/3696] eta: 0:10:04 lr: 0.000013 loss: 31.5231 (31.4496) loss_bbox: 0.1628 (0.1741) loss_bbox_aux_0: 0.1835 (0.1868) loss_bbox_aux_1: 0.1675 (0.1769) loss_bbox_aux_2: 0.1633 (0.1747) loss_bbox_aux_3: 0.1627 (0.1742) loss_bbox_aux_4: 0.1629 (0.1741) loss_bbox_dn_0: 0.2200 (0.2408) loss_bbox_dn_1: 0.1676 (0.1783) loss_bbox_dn_2: 0.1588 (0.1681) loss_bbox_dn_3: 0.1553 (0.1649) loss_bbox_dn_4: 0.1556 (0.1643) loss_bbox_dn_5: 0.1559 (0.1643) loss_bbox_dn_pre: 0.2253 (0.2466) loss_bbox_enc_0: 0.2179 (0.2223) loss_bbox_pre: 0.1819 (0.1870) loss_dfl: 0.9692 (0.9602) loss_fgl_aux_0: 1.0042 (0.9930) loss_fgl_aux_1: 0.9739 (0.9627) loss_fgl_aux_2: 0.9687 (0.9603) loss_fgl_aux_3: 0.9695 (0.9602) loss_fgl_aux_4: 0.9693 (0.9602) loss_fgl_dn_0: 1.0917 (1.0876) loss_fgl_dn_1: 0.9931 (0.9841) loss_fgl_dn_2: 0.9854 (0.9752) loss_fgl_dn_3: 0.9868 (0.9760) loss_fgl_dn_4: 0.9870 (0.9764) loss_fgl_dn_5: 0.9871 (0.9764) loss_giou: 0.5350 (0.5598) loss_giou_aux_0: 0.5650 (0.5853) loss_giou_aux_1: 0.5427 (0.5654) loss_giou_aux_2: 0.5347 (0.5608) loss_giou_aux_3: 0.5344 (0.5599) loss_giou_aux_4: 0.5350 (0.5598) loss_giou_dn_0: 0.5695 (0.5661) loss_giou_dn_1: 0.4712 (0.4549) loss_giou_dn_2: 0.4563 (0.4379) loss_giou_dn_3: 0.4488 (0.4334) loss_giou_dn_4: 0.4480 (0.4324) loss_giou_dn_5: 0.4480 (0.4324) loss_giou_dn_pre: 0.5708 (0.5653) loss_giou_enc_0: 0.6420 (0.6601) loss_giou_pre: 0.5636 (0.5838) loss_ddf_aux_0: 0.0525 (0.0534) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2430 (0.2527) loss_ddf_dn_1: 0.0328 (0.0336) loss_ddf_dn_2: 0.0073 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6273 (0.6601) loss_vfl_aux_0: 0.6918 (0.7292) loss_vfl_aux_1: 0.6760 (0.7053) loss_vfl_aux_2: 0.6551 (0.6884) loss_vfl_aux_3: 0.6272 (0.6711) loss_vfl_aux_4: 0.6264 (0.6619) loss_vfl_dn_0: 0.4775 (0.4875) loss_vfl_dn_1: 0.4133 (0.4209) loss_vfl_dn_2: 0.4028 (0.4053) loss_vfl_dn_3: 0.3959 (0.3969) loss_vfl_dn_4: 0.3927 (0.3939) loss_vfl_dn_5: 0.3922 (0.3934) loss_vfl_dn_pre: 0.4782 (0.4880) loss_vfl_enc_0: 0.7007 (0.7316) loss_vfl_pre: 0.6885 (0.7318) time: 0.7154 data: 0.0219 max mem: 9084 Epoch: [39] [3000/3696] eta: 0:08:48 lr: 0.000013 loss: 31.3539 (31.4509) loss_bbox: 0.1766 (0.1744) loss_bbox_aux_0: 0.1872 (0.1871) loss_bbox_aux_1: 0.1779 (0.1771) loss_bbox_aux_2: 0.1768 (0.1749) loss_bbox_aux_3: 0.1765 (0.1745) loss_bbox_aux_4: 0.1766 (0.1744) loss_bbox_dn_0: 0.2426 (0.2412) loss_bbox_dn_1: 0.1795 (0.1786) loss_bbox_dn_2: 0.1679 (0.1684) loss_bbox_dn_3: 0.1637 (0.1652) loss_bbox_dn_4: 0.1638 (0.1646) loss_bbox_dn_5: 0.1638 (0.1646) loss_bbox_dn_pre: 0.2521 (0.2470) loss_bbox_enc_0: 0.2361 (0.2227) loss_bbox_pre: 0.1886 (0.1873) loss_dfl: 0.9777 (0.9602) loss_fgl_aux_0: 1.0063 (0.9931) loss_fgl_aux_1: 0.9832 (0.9627) loss_fgl_aux_2: 0.9779 (0.9603) loss_fgl_aux_3: 0.9781 (0.9602) loss_fgl_aux_4: 0.9779 (0.9602) loss_fgl_dn_0: 1.0821 (1.0877) loss_fgl_dn_1: 0.9790 (0.9840) loss_fgl_dn_2: 0.9712 (0.9751) loss_fgl_dn_3: 0.9727 (0.9758) loss_fgl_dn_4: 0.9732 (0.9763) loss_fgl_dn_5: 0.9733 (0.9763) loss_giou: 0.5532 (0.5594) loss_giou_aux_0: 0.5773 (0.5849) loss_giou_aux_1: 0.5590 (0.5650) loss_giou_aux_2: 0.5535 (0.5604) loss_giou_aux_3: 0.5534 (0.5595) loss_giou_aux_4: 0.5531 (0.5594) loss_giou_dn_0: 0.5473 (0.5659) loss_giou_dn_1: 0.4393 (0.4547) loss_giou_dn_2: 0.4176 (0.4377) loss_giou_dn_3: 0.4111 (0.4331) loss_giou_dn_4: 0.4092 (0.4322) loss_giou_dn_5: 0.4092 (0.4322) loss_giou_dn_pre: 0.5481 (0.5651) loss_giou_enc_0: 0.6582 (0.6598) loss_giou_pre: 0.5744 (0.5834) loss_ddf_aux_0: 0.0490 (0.0535) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2444 (0.2527) loss_ddf_dn_1: 0.0326 (0.0335) loss_ddf_dn_2: 0.0078 (0.0073) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6381 (0.6603) loss_vfl_aux_0: 0.7313 (0.7295) loss_vfl_aux_1: 0.6918 (0.7056) loss_vfl_aux_2: 0.6816 (0.6885) loss_vfl_aux_3: 0.6578 (0.6713) loss_vfl_aux_4: 0.6482 (0.6621) loss_vfl_dn_0: 0.4841 (0.4875) loss_vfl_dn_1: 0.4163 (0.4209) loss_vfl_dn_2: 0.4000 (0.4053) loss_vfl_dn_3: 0.3903 (0.3969) loss_vfl_dn_4: 0.3871 (0.3939) loss_vfl_dn_5: 0.3864 (0.3934) loss_vfl_dn_pre: 0.4852 (0.4880) loss_vfl_enc_0: 0.7124 (0.7319) loss_vfl_pre: 0.7303 (0.7321) time: 0.7509 data: 0.0279 max mem: 9084 Epoch: [39] [3100/3696] eta: 0:07:33 lr: 0.000013 loss: 32.0457 (31.4539) loss_bbox: 0.1694 (0.1743) loss_bbox_aux_0: 0.1788 (0.1870) loss_bbox_aux_1: 0.1699 (0.1771) loss_bbox_aux_2: 0.1695 (0.1749) loss_bbox_aux_3: 0.1693 (0.1744) loss_bbox_aux_4: 0.1694 (0.1744) loss_bbox_dn_0: 0.2436 (0.2411) loss_bbox_dn_1: 0.1747 (0.1785) loss_bbox_dn_2: 0.1630 (0.1683) loss_bbox_dn_3: 0.1598 (0.1651) loss_bbox_dn_4: 0.1583 (0.1645) loss_bbox_dn_5: 0.1583 (0.1645) loss_bbox_dn_pre: 0.2522 (0.2469) loss_bbox_enc_0: 0.2206 (0.2227) loss_bbox_pre: 0.1788 (0.1873) loss_dfl: 0.9621 (0.9600) loss_fgl_aux_0: 0.9870 (0.9928) loss_fgl_aux_1: 0.9588 (0.9626) loss_fgl_aux_2: 0.9603 (0.9601) loss_fgl_aux_3: 0.9619 (0.9600) loss_fgl_aux_4: 0.9621 (0.9600) loss_fgl_dn_0: 1.0850 (1.0877) loss_fgl_dn_1: 0.9856 (0.9841) loss_fgl_dn_2: 0.9789 (0.9752) loss_fgl_dn_3: 0.9794 (0.9759) loss_fgl_dn_4: 0.9804 (0.9763) loss_fgl_dn_5: 0.9804 (0.9763) loss_giou: 0.5645 (0.5600) loss_giou_aux_0: 0.5881 (0.5855) loss_giou_aux_1: 0.5652 (0.5656) loss_giou_aux_2: 0.5660 (0.5610) loss_giou_aux_3: 0.5648 (0.5601) loss_giou_aux_4: 0.5650 (0.5600) loss_giou_dn_0: 0.5781 (0.5662) loss_giou_dn_1: 0.4651 (0.4550) loss_giou_dn_2: 0.4475 (0.4380) loss_giou_dn_3: 0.4472 (0.4334) loss_giou_dn_4: 0.4470 (0.4325) loss_giou_dn_5: 0.4469 (0.4325) loss_giou_dn_pre: 0.5773 (0.5654) loss_giou_enc_0: 0.6807 (0.6605) loss_giou_pre: 0.5865 (0.5840) loss_ddf_aux_0: 0.0542 (0.0534) loss_ddf_aux_1: 0.0069 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2549 (0.2525) loss_ddf_dn_1: 0.0315 (0.0335) loss_ddf_dn_2: 0.0073 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6917 (0.6601) loss_vfl_aux_0: 0.7535 (0.7292) loss_vfl_aux_1: 0.7233 (0.7054) loss_vfl_aux_2: 0.7145 (0.6884) loss_vfl_aux_3: 0.6998 (0.6711) loss_vfl_aux_4: 0.6907 (0.6619) loss_vfl_dn_0: 0.4872 (0.4875) loss_vfl_dn_1: 0.4192 (0.4209) loss_vfl_dn_2: 0.4096 (0.4052) loss_vfl_dn_3: 0.4014 (0.3969) loss_vfl_dn_4: 0.3975 (0.3939) loss_vfl_dn_5: 0.3972 (0.3934) loss_vfl_dn_pre: 0.4885 (0.4880) loss_vfl_enc_0: 0.7415 (0.7317) loss_vfl_pre: 0.7541 (0.7318) time: 0.7358 data: 0.0223 max mem: 9084 Epoch: [39] [3200/3696] eta: 0:06:17 lr: 0.000013 loss: 31.3033 (31.4539) loss_bbox: 0.1722 (0.1742) loss_bbox_aux_0: 0.1824 (0.1868) loss_bbox_aux_1: 0.1714 (0.1769) loss_bbox_aux_2: 0.1727 (0.1747) loss_bbox_aux_3: 0.1723 (0.1743) loss_bbox_aux_4: 0.1722 (0.1742) loss_bbox_dn_0: 0.2269 (0.2408) loss_bbox_dn_1: 0.1629 (0.1783) loss_bbox_dn_2: 0.1501 (0.1681) loss_bbox_dn_3: 0.1483 (0.1649) loss_bbox_dn_4: 0.1502 (0.1643) loss_bbox_dn_5: 0.1503 (0.1643) loss_bbox_dn_pre: 0.2339 (0.2466) loss_bbox_enc_0: 0.2109 (0.2225) loss_bbox_pre: 0.1828 (0.1871) loss_dfl: 0.9524 (0.9600) loss_fgl_aux_0: 0.9948 (0.9929) loss_fgl_aux_1: 0.9581 (0.9626) loss_fgl_aux_2: 0.9544 (0.9601) loss_fgl_aux_3: 0.9533 (0.9600) loss_fgl_aux_4: 0.9526 (0.9600) loss_fgl_dn_0: 1.0917 (1.0877) loss_fgl_dn_1: 0.9954 (0.9841) loss_fgl_dn_2: 0.9865 (0.9752) loss_fgl_dn_3: 0.9871 (0.9759) loss_fgl_dn_4: 0.9877 (0.9764) loss_fgl_dn_5: 0.9877 (0.9764) loss_giou: 0.5414 (0.5601) loss_giou_aux_0: 0.5630 (0.5857) loss_giou_aux_1: 0.5449 (0.5657) loss_giou_aux_2: 0.5426 (0.5611) loss_giou_aux_3: 0.5413 (0.5602) loss_giou_aux_4: 0.5415 (0.5601) loss_giou_dn_0: 0.5629 (0.5664) loss_giou_dn_1: 0.4547 (0.4551) loss_giou_dn_2: 0.4373 (0.4381) loss_giou_dn_3: 0.4339 (0.4335) loss_giou_dn_4: 0.4322 (0.4326) loss_giou_dn_5: 0.4321 (0.4326) loss_giou_dn_pre: 0.5643 (0.5656) loss_giou_enc_0: 0.6448 (0.6606) loss_giou_pre: 0.5606 (0.5841) loss_ddf_aux_0: 0.0547 (0.0534) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2527 (0.2525) loss_ddf_dn_1: 0.0310 (0.0335) loss_ddf_dn_2: 0.0067 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6409 (0.6602) loss_vfl_aux_0: 0.7194 (0.7293) loss_vfl_aux_1: 0.7059 (0.7056) loss_vfl_aux_2: 0.6761 (0.6885) loss_vfl_aux_3: 0.6459 (0.6712) loss_vfl_aux_4: 0.6364 (0.6619) loss_vfl_dn_0: 0.4871 (0.4875) loss_vfl_dn_1: 0.4247 (0.4209) loss_vfl_dn_2: 0.4058 (0.4053) loss_vfl_dn_3: 0.3952 (0.3969) loss_vfl_dn_4: 0.3921 (0.3939) loss_vfl_dn_5: 0.3923 (0.3934) loss_vfl_dn_pre: 0.4872 (0.4880) loss_vfl_enc_0: 0.7375 (0.7319) loss_vfl_pre: 0.7219 (0.7319) time: 0.7673 data: 0.0309 max mem: 9084 Epoch: [39] [3300/3696] eta: 0:05:01 lr: 0.000013 loss: 31.4098 (31.4563) loss_bbox: 0.1662 (0.1743) loss_bbox_aux_0: 0.1765 (0.1870) loss_bbox_aux_1: 0.1685 (0.1770) loss_bbox_aux_2: 0.1670 (0.1749) loss_bbox_aux_3: 0.1662 (0.1744) loss_bbox_aux_4: 0.1662 (0.1743) loss_bbox_dn_0: 0.2357 (0.2412) loss_bbox_dn_1: 0.1787 (0.1786) loss_bbox_dn_2: 0.1664 (0.1683) loss_bbox_dn_3: 0.1625 (0.1651) loss_bbox_dn_4: 0.1608 (0.1645) loss_bbox_dn_5: 0.1608 (0.1645) loss_bbox_dn_pre: 0.2389 (0.2470) loss_bbox_enc_0: 0.2095 (0.2226) loss_bbox_pre: 0.1768 (0.1873) loss_dfl: 0.9684 (0.9599) loss_fgl_aux_0: 1.0044 (0.9928) loss_fgl_aux_1: 0.9713 (0.9625) loss_fgl_aux_2: 0.9678 (0.9600) loss_fgl_aux_3: 0.9679 (0.9599) loss_fgl_aux_4: 0.9685 (0.9599) loss_fgl_dn_0: 1.0873 (1.0878) loss_fgl_dn_1: 0.9852 (0.9840) loss_fgl_dn_2: 0.9741 (0.9751) loss_fgl_dn_3: 0.9743 (0.9758) loss_fgl_dn_4: 0.9754 (0.9763) loss_fgl_dn_5: 0.9754 (0.9763) loss_giou: 0.5543 (0.5600) loss_giou_aux_0: 0.5690 (0.5856) loss_giou_aux_1: 0.5594 (0.5656) loss_giou_aux_2: 0.5532 (0.5610) loss_giou_aux_3: 0.5537 (0.5601) loss_giou_aux_4: 0.5542 (0.5600) loss_giou_dn_0: 0.5610 (0.5664) loss_giou_dn_1: 0.4523 (0.4550) loss_giou_dn_2: 0.4376 (0.4381) loss_giou_dn_3: 0.4368 (0.4335) loss_giou_dn_4: 0.4353 (0.4325) loss_giou_dn_5: 0.4353 (0.4325) loss_giou_dn_pre: 0.5598 (0.5656) loss_giou_enc_0: 0.6389 (0.6605) loss_giou_pre: 0.5695 (0.5840) loss_ddf_aux_0: 0.0513 (0.0534) loss_ddf_aux_1: 0.0068 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2537 (0.2525) loss_ddf_dn_1: 0.0338 (0.0335) loss_ddf_dn_2: 0.0072 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6416 (0.6603) loss_vfl_aux_0: 0.7184 (0.7295) loss_vfl_aux_1: 0.6848 (0.7059) loss_vfl_aux_2: 0.6870 (0.6886) loss_vfl_aux_3: 0.6525 (0.6713) loss_vfl_aux_4: 0.6402 (0.6621) loss_vfl_dn_0: 0.4850 (0.4876) loss_vfl_dn_1: 0.4150 (0.4209) loss_vfl_dn_2: 0.3968 (0.4053) loss_vfl_dn_3: 0.3921 (0.3969) loss_vfl_dn_4: 0.3875 (0.3939) loss_vfl_dn_5: 0.3873 (0.3934) loss_vfl_dn_pre: 0.4854 (0.4881) loss_vfl_enc_0: 0.7257 (0.7319) loss_vfl_pre: 0.7178 (0.7320) time: 0.7644 data: 0.0285 max mem: 9084 Epoch: [39] [3400/3696] eta: 0:03:45 lr: 0.000013 loss: 31.5685 (31.4565) loss_bbox: 0.1676 (0.1744) loss_bbox_aux_0: 0.1829 (0.1871) loss_bbox_aux_1: 0.1683 (0.1771) loss_bbox_aux_2: 0.1690 (0.1750) loss_bbox_aux_3: 0.1670 (0.1745) loss_bbox_aux_4: 0.1675 (0.1744) loss_bbox_dn_0: 0.2493 (0.2414) loss_bbox_dn_1: 0.1863 (0.1788) loss_bbox_dn_2: 0.1723 (0.1685) loss_bbox_dn_3: 0.1705 (0.1653) loss_bbox_dn_4: 0.1710 (0.1647) loss_bbox_dn_5: 0.1711 (0.1647) loss_bbox_dn_pre: 0.2522 (0.2472) loss_bbox_enc_0: 0.2269 (0.2228) loss_bbox_pre: 0.1828 (0.1874) loss_dfl: 0.9707 (0.9601) loss_fgl_aux_0: 0.9997 (0.9931) loss_fgl_aux_1: 0.9724 (0.9627) loss_fgl_aux_2: 0.9699 (0.9602) loss_fgl_aux_3: 0.9703 (0.9601) loss_fgl_aux_4: 0.9707 (0.9601) loss_fgl_dn_0: 1.0880 (1.0879) loss_fgl_dn_1: 0.9834 (0.9841) loss_fgl_dn_2: 0.9752 (0.9752) loss_fgl_dn_3: 0.9767 (0.9759) loss_fgl_dn_4: 0.9775 (0.9764) loss_fgl_dn_5: 0.9775 (0.9764) loss_giou: 0.5203 (0.5596) loss_giou_aux_0: 0.5452 (0.5851) loss_giou_aux_1: 0.5218 (0.5651) loss_giou_aux_2: 0.5204 (0.5606) loss_giou_aux_3: 0.5208 (0.5597) loss_giou_aux_4: 0.5200 (0.5596) loss_giou_dn_0: 0.5422 (0.5661) loss_giou_dn_1: 0.4521 (0.4548) loss_giou_dn_2: 0.4368 (0.4379) loss_giou_dn_3: 0.4316 (0.4333) loss_giou_dn_4: 0.4299 (0.4323) loss_giou_dn_5: 0.4299 (0.4323) loss_giou_dn_pre: 0.5413 (0.5653) loss_giou_enc_0: 0.6328 (0.6601) loss_giou_pre: 0.5417 (0.5835) loss_ddf_aux_0: 0.0533 (0.0534) loss_ddf_aux_1: 0.0067 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2342 (0.2523) loss_ddf_dn_1: 0.0288 (0.0334) loss_ddf_dn_2: 0.0066 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6543 (0.6605) loss_vfl_aux_0: 0.7504 (0.7296) loss_vfl_aux_1: 0.7159 (0.7061) loss_vfl_aux_2: 0.6984 (0.6888) loss_vfl_aux_3: 0.6646 (0.6713) loss_vfl_aux_4: 0.6580 (0.6622) loss_vfl_dn_0: 0.4911 (0.4876) loss_vfl_dn_1: 0.4240 (0.4209) loss_vfl_dn_2: 0.4052 (0.4053) loss_vfl_dn_3: 0.3962 (0.3969) loss_vfl_dn_4: 0.3928 (0.3939) loss_vfl_dn_5: 0.3922 (0.3934) loss_vfl_dn_pre: 0.4926 (0.4881) loss_vfl_enc_0: 0.7515 (0.7321) loss_vfl_pre: 0.7510 (0.7321) time: 0.7503 data: 0.0270 max mem: 9084 Epoch: [39] [3500/3696] eta: 0:02:29 lr: 0.000013 loss: 31.5779 (31.4591) loss_bbox: 0.1759 (0.1744) loss_bbox_aux_0: 0.1895 (0.1871) loss_bbox_aux_1: 0.1793 (0.1771) loss_bbox_aux_2: 0.1779 (0.1749) loss_bbox_aux_3: 0.1760 (0.1745) loss_bbox_aux_4: 0.1760 (0.1744) loss_bbox_dn_0: 0.2595 (0.2414) loss_bbox_dn_1: 0.1906 (0.1788) loss_bbox_dn_2: 0.1800 (0.1685) loss_bbox_dn_3: 0.1791 (0.1653) loss_bbox_dn_4: 0.1775 (0.1647) loss_bbox_dn_5: 0.1774 (0.1647) loss_bbox_dn_pre: 0.2709 (0.2472) loss_bbox_enc_0: 0.2327 (0.2228) loss_bbox_pre: 0.1912 (0.1873) loss_dfl: 0.9701 (0.9603) loss_fgl_aux_0: 1.0031 (0.9932) loss_fgl_aux_1: 0.9719 (0.9628) loss_fgl_aux_2: 0.9704 (0.9604) loss_fgl_aux_3: 0.9707 (0.9603) loss_fgl_aux_4: 0.9706 (0.9603) loss_fgl_dn_0: 1.0965 (1.0879) loss_fgl_dn_1: 0.9856 (0.9842) loss_fgl_dn_2: 0.9768 (0.9753) loss_fgl_dn_3: 0.9772 (0.9760) loss_fgl_dn_4: 0.9777 (0.9764) loss_fgl_dn_5: 0.9777 (0.9764) loss_giou: 0.5360 (0.5595) loss_giou_aux_0: 0.5642 (0.5850) loss_giou_aux_1: 0.5443 (0.5651) loss_giou_aux_2: 0.5358 (0.5605) loss_giou_aux_3: 0.5359 (0.5596) loss_giou_aux_4: 0.5357 (0.5595) loss_giou_dn_0: 0.5599 (0.5663) loss_giou_dn_1: 0.4406 (0.4549) loss_giou_dn_2: 0.4198 (0.4380) loss_giou_dn_3: 0.4155 (0.4334) loss_giou_dn_4: 0.4147 (0.4324) loss_giou_dn_5: 0.4147 (0.4324) loss_giou_dn_pre: 0.5591 (0.5655) loss_giou_enc_0: 0.6458 (0.6600) loss_giou_pre: 0.5621 (0.5835) loss_ddf_aux_0: 0.0529 (0.0534) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2515 (0.2523) loss_ddf_dn_1: 0.0341 (0.0334) loss_ddf_dn_2: 0.0077 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6591 (0.6606) loss_vfl_aux_0: 0.7107 (0.7297) loss_vfl_aux_1: 0.6895 (0.7062) loss_vfl_aux_2: 0.6844 (0.6889) loss_vfl_aux_3: 0.6654 (0.6715) loss_vfl_aux_4: 0.6524 (0.6624) loss_vfl_dn_0: 0.4863 (0.4877) loss_vfl_dn_1: 0.4138 (0.4210) loss_vfl_dn_2: 0.4007 (0.4053) loss_vfl_dn_3: 0.3934 (0.3969) loss_vfl_dn_4: 0.3890 (0.3940) loss_vfl_dn_5: 0.3896 (0.3935) loss_vfl_dn_pre: 0.4873 (0.4882) loss_vfl_enc_0: 0.7423 (0.7321) loss_vfl_pre: 0.7136 (0.7321) time: 0.7588 data: 0.0234 max mem: 9084 Epoch: [39] [3600/3696] eta: 0:01:13 lr: 0.000013 loss: 31.0155 (31.4628) loss_bbox: 0.1754 (0.1745) loss_bbox_aux_0: 0.1863 (0.1872) loss_bbox_aux_1: 0.1794 (0.1772) loss_bbox_aux_2: 0.1766 (0.1751) loss_bbox_aux_3: 0.1756 (0.1746) loss_bbox_aux_4: 0.1755 (0.1746) loss_bbox_dn_0: 0.2337 (0.2414) loss_bbox_dn_1: 0.1747 (0.1788) loss_bbox_dn_2: 0.1635 (0.1685) loss_bbox_dn_3: 0.1574 (0.1653) loss_bbox_dn_4: 0.1566 (0.1647) loss_bbox_dn_5: 0.1565 (0.1647) loss_bbox_dn_pre: 0.2400 (0.2472) loss_bbox_enc_0: 0.2182 (0.2229) loss_bbox_pre: 0.1864 (0.1875) loss_dfl: 0.9454 (0.9603) loss_fgl_aux_0: 0.9901 (0.9933) loss_fgl_aux_1: 0.9502 (0.9629) loss_fgl_aux_2: 0.9470 (0.9604) loss_fgl_aux_3: 0.9469 (0.9603) loss_fgl_aux_4: 0.9456 (0.9603) loss_fgl_dn_0: 1.0847 (1.0879) loss_fgl_dn_1: 0.9922 (0.9841) loss_fgl_dn_2: 0.9810 (0.9752) loss_fgl_dn_3: 0.9815 (0.9760) loss_fgl_dn_4: 0.9817 (0.9764) loss_fgl_dn_5: 0.9817 (0.9764) loss_giou: 0.5260 (0.5597) loss_giou_aux_0: 0.5524 (0.5852) loss_giou_aux_1: 0.5323 (0.5653) loss_giou_aux_2: 0.5261 (0.5607) loss_giou_aux_3: 0.5253 (0.5598) loss_giou_aux_4: 0.5257 (0.5597) loss_giou_dn_0: 0.5280 (0.5664) loss_giou_dn_1: 0.4256 (0.4550) loss_giou_dn_2: 0.4151 (0.4381) loss_giou_dn_3: 0.4155 (0.4335) loss_giou_dn_4: 0.4153 (0.4325) loss_giou_dn_5: 0.4153 (0.4325) loss_giou_dn_pre: 0.5300 (0.5656) loss_giou_enc_0: 0.6410 (0.6601) loss_giou_pre: 0.5501 (0.5837) loss_ddf_aux_0: 0.0514 (0.0534) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2468 (0.2523) loss_ddf_dn_1: 0.0324 (0.0335) loss_ddf_dn_2: 0.0065 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6421 (0.6607) loss_vfl_aux_0: 0.7051 (0.7297) loss_vfl_aux_1: 0.6981 (0.7063) loss_vfl_aux_2: 0.6700 (0.6890) loss_vfl_aux_3: 0.6656 (0.6715) loss_vfl_aux_4: 0.6483 (0.6624) loss_vfl_dn_0: 0.4861 (0.4877) loss_vfl_dn_1: 0.4222 (0.4210) loss_vfl_dn_2: 0.4002 (0.4054) loss_vfl_dn_3: 0.3928 (0.3970) loss_vfl_dn_4: 0.3897 (0.3940) loss_vfl_dn_5: 0.3885 (0.3935) loss_vfl_dn_pre: 0.4855 (0.4882) loss_vfl_enc_0: 0.7148 (0.7322) loss_vfl_pre: 0.7088 (0.7322) time: 0.7324 data: 0.0247 max mem: 9084 Epoch: [39] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 31.9961 (31.4624) loss_bbox: 0.1783 (0.1747) loss_bbox_aux_0: 0.1861 (0.1873) loss_bbox_aux_1: 0.1792 (0.1774) loss_bbox_aux_2: 0.1788 (0.1752) loss_bbox_aux_3: 0.1785 (0.1748) loss_bbox_aux_4: 0.1784 (0.1747) loss_bbox_dn_0: 0.2441 (0.2414) loss_bbox_dn_1: 0.1813 (0.1788) loss_bbox_dn_2: 0.1697 (0.1685) loss_bbox_dn_3: 0.1667 (0.1653) loss_bbox_dn_4: 0.1663 (0.1647) loss_bbox_dn_5: 0.1664 (0.1647) loss_bbox_dn_pre: 0.2519 (0.2472) loss_bbox_enc_0: 0.2240 (0.2230) loss_bbox_pre: 0.1873 (0.1876) loss_dfl: 0.9511 (0.9603) loss_fgl_aux_0: 0.9908 (0.9933) loss_fgl_aux_1: 0.9560 (0.9629) loss_fgl_aux_2: 0.9515 (0.9605) loss_fgl_aux_3: 0.9506 (0.9604) loss_fgl_aux_4: 0.9511 (0.9603) loss_fgl_dn_0: 1.0900 (1.0879) loss_fgl_dn_1: 0.9788 (0.9841) loss_fgl_dn_2: 0.9702 (0.9752) loss_fgl_dn_3: 0.9710 (0.9759) loss_fgl_dn_4: 0.9714 (0.9764) loss_fgl_dn_5: 0.9713 (0.9764) loss_giou: 0.5523 (0.5596) loss_giou_aux_0: 0.5725 (0.5851) loss_giou_aux_1: 0.5568 (0.5651) loss_giou_aux_2: 0.5527 (0.5605) loss_giou_aux_3: 0.5522 (0.5597) loss_giou_aux_4: 0.5522 (0.5596) loss_giou_dn_0: 0.5747 (0.5662) loss_giou_dn_1: 0.4651 (0.4549) loss_giou_dn_2: 0.4475 (0.4380) loss_giou_dn_3: 0.4447 (0.4334) loss_giou_dn_4: 0.4444 (0.4324) loss_giou_dn_5: 0.4444 (0.4324) loss_giou_dn_pre: 0.5753 (0.5654) loss_giou_enc_0: 0.6615 (0.6600) loss_giou_pre: 0.5719 (0.5835) loss_ddf_aux_0: 0.0537 (0.0533) loss_ddf_aux_1: 0.0068 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2426 (0.2521) loss_ddf_dn_1: 0.0327 (0.0334) loss_ddf_dn_2: 0.0076 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6581 (0.6608) loss_vfl_aux_0: 0.7254 (0.7298) loss_vfl_aux_1: 0.7028 (0.7064) loss_vfl_aux_2: 0.6702 (0.6891) loss_vfl_aux_3: 0.6630 (0.6716) loss_vfl_aux_4: 0.6580 (0.6625) loss_vfl_dn_0: 0.4860 (0.4877) loss_vfl_dn_1: 0.4219 (0.4210) loss_vfl_dn_2: 0.4037 (0.4053) loss_vfl_dn_3: 0.3958 (0.3970) loss_vfl_dn_4: 0.3925 (0.3940) loss_vfl_dn_5: 0.3925 (0.3935) loss_vfl_dn_pre: 0.4858 (0.4882) loss_vfl_enc_0: 0.7305 (0.7323) loss_vfl_pre: 0.7300 (0.7323) time: 0.7537 data: 0.0278 max mem: 9084 Epoch: [39] Total time: 0:46:52 (0.7609 s / it) Averaged stats: lr: 0.000013 loss: 31.9961 (31.4624) loss_bbox: 0.1783 (0.1747) loss_bbox_aux_0: 0.1861 (0.1873) loss_bbox_aux_1: 0.1792 (0.1774) loss_bbox_aux_2: 0.1788 (0.1752) loss_bbox_aux_3: 0.1785 (0.1748) loss_bbox_aux_4: 0.1784 (0.1747) loss_bbox_dn_0: 0.2441 (0.2414) loss_bbox_dn_1: 0.1813 (0.1788) loss_bbox_dn_2: 0.1697 (0.1685) loss_bbox_dn_3: 0.1667 (0.1653) loss_bbox_dn_4: 0.1663 (0.1647) loss_bbox_dn_5: 0.1664 (0.1647) loss_bbox_dn_pre: 0.2519 (0.2472) loss_bbox_enc_0: 0.2240 (0.2230) loss_bbox_pre: 0.1873 (0.1876) loss_dfl: 0.9511 (0.9603) loss_fgl_aux_0: 0.9908 (0.9933) loss_fgl_aux_1: 0.9560 (0.9629) loss_fgl_aux_2: 0.9515 (0.9605) loss_fgl_aux_3: 0.9506 (0.9604) loss_fgl_aux_4: 0.9511 (0.9603) loss_fgl_dn_0: 1.0900 (1.0879) loss_fgl_dn_1: 0.9788 (0.9841) loss_fgl_dn_2: 0.9702 (0.9752) loss_fgl_dn_3: 0.9710 (0.9759) loss_fgl_dn_4: 0.9714 (0.9764) loss_fgl_dn_5: 0.9713 (0.9764) loss_giou: 0.5523 (0.5596) loss_giou_aux_0: 0.5725 (0.5851) loss_giou_aux_1: 0.5568 (0.5651) loss_giou_aux_2: 0.5527 (0.5605) loss_giou_aux_3: 0.5522 (0.5597) loss_giou_aux_4: 0.5522 (0.5596) loss_giou_dn_0: 0.5747 (0.5662) loss_giou_dn_1: 0.4651 (0.4549) loss_giou_dn_2: 0.4475 (0.4380) loss_giou_dn_3: 0.4447 (0.4334) loss_giou_dn_4: 0.4444 (0.4324) loss_giou_dn_5: 0.4444 (0.4324) loss_giou_dn_pre: 0.5753 (0.5654) loss_giou_enc_0: 0.6615 (0.6600) loss_giou_pre: 0.5719 (0.5835) loss_ddf_aux_0: 0.0537 (0.0533) loss_ddf_aux_1: 0.0068 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2426 (0.2521) loss_ddf_dn_1: 0.0327 (0.0334) loss_ddf_dn_2: 0.0076 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6581 (0.6608) loss_vfl_aux_0: 0.7254 (0.7298) loss_vfl_aux_1: 0.7028 (0.7064) loss_vfl_aux_2: 0.6702 (0.6891) loss_vfl_aux_3: 0.6630 (0.6716) loss_vfl_aux_4: 0.6580 (0.6625) loss_vfl_dn_0: 0.4860 (0.4877) loss_vfl_dn_1: 0.4219 (0.4210) loss_vfl_dn_2: 0.4037 (0.4053) loss_vfl_dn_3: 0.3958 (0.3970) loss_vfl_dn_4: 0.3925 (0.3940) loss_vfl_dn_5: 0.3925 (0.3935) loss_vfl_dn_pre: 0.4858 (0.4882) loss_vfl_enc_0: 0.7305 (0.7323) loss_vfl_pre: 0.7300 (0.7323) Test: [ 0/79] eta: 0:03:25 time: 2.6053 data: 2.0564 max mem: 9084 Test: [10/79] eta: 0:00:52 time: 0.7654 data: 0.2389 max mem: 9084 Test: [20/79] eta: 0:00:40 time: 0.5944 data: 0.0642 max mem: 9084 Test: [30/79] eta: 0:00:32 time: 0.6189 data: 0.0699 max mem: 9084 Test: [40/79] eta: 0:00:25 time: 0.6172 data: 0.0649 max mem: 9084 Test: [50/79] eta: 0:00:20 time: 0.7443 data: 0.0607 max mem: 9084 Test: [60/79] eta: 0:00:12 time: 0.7421 data: 0.0611 max mem: 9084 Test: [70/79] eta: 0:00:06 time: 0.5999 data: 0.0654 max mem: 9084 Test: [78/79] eta: 0:00:00 time: 0.5666 data: 0.0642 max mem: 9084 Test: Total time: 0:00:52 (0.6593 s / it) Averaged stats: Accumulating evaluation results... DONE (t=23.72s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.534 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.709 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.581 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.348 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.578 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.715 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.393 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.662 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.728 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.558 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.775 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.895 best_stat: {'epoch': 38, 'coco_eval_bbox': 0.5337667263506147} Epoch: [40] [ 0/3696] eta: 7:59:53 lr: 0.000013 loss: 29.1902 (29.1902) loss_bbox: 0.2237 (0.2237) loss_bbox_aux_0: 0.2343 (0.2343) loss_bbox_aux_1: 0.2211 (0.2211) loss_bbox_aux_2: 0.2224 (0.2224) loss_bbox_aux_3: 0.2235 (0.2235) loss_bbox_aux_4: 0.2236 (0.2236) loss_bbox_dn_0: 0.2326 (0.2326) loss_bbox_dn_1: 0.1644 (0.1644) loss_bbox_dn_2: 0.1512 (0.1512) loss_bbox_dn_3: 0.1489 (0.1489) loss_bbox_dn_4: 0.1490 (0.1490) loss_bbox_dn_5: 0.1490 (0.1490) loss_bbox_dn_pre: 0.2411 (0.2411) loss_bbox_enc_0: 0.2728 (0.2728) loss_bbox_pre: 0.2348 (0.2348) loss_dfl: 0.8996 (0.8996) loss_fgl_aux_0: 0.9342 (0.9342) loss_fgl_aux_1: 0.9027 (0.9027) loss_fgl_aux_2: 0.8994 (0.8994) loss_fgl_aux_3: 0.8996 (0.8996) loss_fgl_aux_4: 0.8997 (0.8997) loss_fgl_dn_0: 1.0870 (1.0870) loss_fgl_dn_1: 0.9558 (0.9558) loss_fgl_dn_2: 0.9451 (0.9451) loss_fgl_dn_3: 0.9447 (0.9447) loss_fgl_dn_4: 0.9451 (0.9451) loss_fgl_dn_5: 0.9450 (0.9450) loss_giou: 0.5291 (0.5291) loss_giou_aux_0: 0.5343 (0.5343) loss_giou_aux_1: 0.5255 (0.5255) loss_giou_aux_2: 0.5264 (0.5264) loss_giou_aux_3: 0.5292 (0.5292) loss_giou_aux_4: 0.5291 (0.5291) loss_giou_dn_0: 0.4505 (0.4505) loss_giou_dn_1: 0.3502 (0.3502) loss_giou_dn_2: 0.3355 (0.3355) loss_giou_dn_3: 0.3331 (0.3331) loss_giou_dn_4: 0.3332 (0.3332) loss_giou_dn_5: 0.3332 (0.3332) loss_giou_dn_pre: 0.4509 (0.4509) loss_giou_enc_0: 0.5863 (0.5863) loss_giou_pre: 0.5321 (0.5321) loss_ddf_aux_0: 0.0463 (0.0463) loss_ddf_aux_1: 0.0058 (0.0058) loss_ddf_aux_2: 0.0011 (0.0011) loss_ddf_aux_3: 0.0001 (0.0001) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2559 (0.2559) loss_ddf_dn_1: 0.0308 (0.0308) loss_ddf_dn_2: 0.0063 (0.0063) loss_ddf_dn_3: 0.0005 (0.0005) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5519 (0.5519) loss_vfl_aux_0: 0.6229 (0.6229) loss_vfl_aux_1: 0.5978 (0.5978) loss_vfl_aux_2: 0.5747 (0.5747) loss_vfl_aux_3: 0.5548 (0.5548) loss_vfl_aux_4: 0.5536 (0.5536) loss_vfl_dn_0: 0.4810 (0.4810) loss_vfl_dn_1: 0.3923 (0.3923) loss_vfl_dn_2: 0.3710 (0.3710) loss_vfl_dn_3: 0.3681 (0.3681) loss_vfl_dn_4: 0.3641 (0.3641) loss_vfl_dn_5: 0.3647 (0.3647) loss_vfl_dn_pre: 0.4813 (0.4813) loss_vfl_enc_0: 0.7135 (0.7135) loss_vfl_pre: 0.6224 (0.6224) time: 7.7904 data: 1.6291 max mem: 9084 Epoch: [40] [ 100/3696] eta: 1:09:03 lr: 0.000013 loss: 30.9179 (31.3105) loss_bbox: 0.1612 (0.1742) loss_bbox_aux_0: 0.1730 (0.1873) loss_bbox_aux_1: 0.1627 (0.1767) loss_bbox_aux_2: 0.1609 (0.1746) loss_bbox_aux_3: 0.1608 (0.1742) loss_bbox_aux_4: 0.1611 (0.1742) loss_bbox_dn_0: 0.2126 (0.2380) loss_bbox_dn_1: 0.1583 (0.1770) loss_bbox_dn_2: 0.1458 (0.1666) loss_bbox_dn_3: 0.1465 (0.1634) loss_bbox_dn_4: 0.1479 (0.1630) loss_bbox_dn_5: 0.1479 (0.1630) loss_bbox_dn_pre: 0.2187 (0.2444) loss_bbox_enc_0: 0.2060 (0.2219) loss_bbox_pre: 0.1743 (0.1875) loss_dfl: 0.9546 (0.9556) loss_fgl_aux_0: 0.9841 (0.9881) loss_fgl_aux_1: 0.9591 (0.9582) loss_fgl_aux_2: 0.9542 (0.9558) loss_fgl_aux_3: 0.9549 (0.9556) loss_fgl_aux_4: 0.9545 (0.9556) loss_fgl_dn_0: 1.0821 (1.0846) loss_fgl_dn_1: 0.9690 (0.9816) loss_fgl_dn_2: 0.9592 (0.9728) loss_fgl_dn_3: 0.9600 (0.9736) loss_fgl_dn_4: 0.9611 (0.9739) loss_fgl_dn_5: 0.9612 (0.9740) loss_giou: 0.5519 (0.5618) loss_giou_aux_0: 0.5772 (0.5880) loss_giou_aux_1: 0.5606 (0.5674) loss_giou_aux_2: 0.5529 (0.5627) loss_giou_aux_3: 0.5528 (0.5619) loss_giou_aux_4: 0.5519 (0.5618) loss_giou_dn_0: 0.5496 (0.5614) loss_giou_dn_1: 0.4392 (0.4497) loss_giou_dn_2: 0.4244 (0.4333) loss_giou_dn_3: 0.4216 (0.4289) loss_giou_dn_4: 0.4216 (0.4280) loss_giou_dn_5: 0.4215 (0.4280) loss_giou_dn_pre: 0.5509 (0.5609) loss_giou_enc_0: 0.6492 (0.6622) loss_giou_pre: 0.5761 (0.5863) loss_ddf_aux_0: 0.0489 (0.0519) loss_ddf_aux_1: 0.0068 (0.0069) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2568 (0.2495) loss_ddf_dn_1: 0.0348 (0.0330) loss_ddf_dn_2: 0.0077 (0.0070) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6476 (0.6530) loss_vfl_aux_0: 0.7030 (0.7232) loss_vfl_aux_1: 0.6952 (0.7019) loss_vfl_aux_2: 0.6807 (0.6847) loss_vfl_aux_3: 0.6483 (0.6653) loss_vfl_aux_4: 0.6447 (0.6550) loss_vfl_dn_0: 0.4844 (0.4853) loss_vfl_dn_1: 0.4160 (0.4177) loss_vfl_dn_2: 0.3956 (0.4018) loss_vfl_dn_3: 0.3894 (0.3935) loss_vfl_dn_4: 0.3877 (0.3903) loss_vfl_dn_5: 0.3872 (0.3897) loss_vfl_dn_pre: 0.4850 (0.4855) loss_vfl_enc_0: 0.7159 (0.7304) loss_vfl_pre: 0.7058 (0.7246) time: 2.3885 data: 0.0280 max mem: 9084 Epoch: [40] [ 200/3696] eta: 1:00:59 lr: 0.000013 loss: 31.2537 (31.2921) loss_bbox: 0.1714 (0.1699) loss_bbox_aux_0: 0.1862 (0.1832) loss_bbox_aux_1: 0.1742 (0.1727) loss_bbox_aux_2: 0.1722 (0.1703) loss_bbox_aux_3: 0.1717 (0.1700) loss_bbox_aux_4: 0.1713 (0.1699) loss_bbox_dn_0: 0.2548 (0.2352) loss_bbox_dn_1: 0.1901 (0.1741) loss_bbox_dn_2: 0.1777 (0.1638) loss_bbox_dn_3: 0.1738 (0.1609) loss_bbox_dn_4: 0.1742 (0.1604) loss_bbox_dn_5: 0.1742 (0.1604) loss_bbox_dn_pre: 0.2601 (0.2412) loss_bbox_enc_0: 0.2168 (0.2173) loss_bbox_pre: 0.1845 (0.1835) loss_dfl: 0.9642 (0.9596) loss_fgl_aux_0: 0.9968 (0.9918) loss_fgl_aux_1: 0.9667 (0.9620) loss_fgl_aux_2: 0.9639 (0.9597) loss_fgl_aux_3: 0.9634 (0.9596) loss_fgl_aux_4: 0.9639 (0.9596) loss_fgl_dn_0: 1.0796 (1.0857) loss_fgl_dn_1: 0.9769 (0.9829) loss_fgl_dn_2: 0.9644 (0.9739) loss_fgl_dn_3: 0.9643 (0.9746) loss_fgl_dn_4: 0.9645 (0.9751) loss_fgl_dn_5: 0.9645 (0.9751) loss_giou: 0.5156 (0.5612) loss_giou_aux_0: 0.5428 (0.5882) loss_giou_aux_1: 0.5223 (0.5672) loss_giou_aux_2: 0.5166 (0.5622) loss_giou_aux_3: 0.5158 (0.5614) loss_giou_aux_4: 0.5157 (0.5613) loss_giou_dn_0: 0.5557 (0.5628) loss_giou_dn_1: 0.4550 (0.4519) loss_giou_dn_2: 0.4388 (0.4351) loss_giou_dn_3: 0.4360 (0.4306) loss_giou_dn_4: 0.4355 (0.4297) loss_giou_dn_5: 0.4356 (0.4297) loss_giou_dn_pre: 0.5592 (0.5622) loss_giou_enc_0: 0.6070 (0.6625) loss_giou_pre: 0.5429 (0.5866) loss_ddf_aux_0: 0.0541 (0.0535) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2470 (0.2534) loss_ddf_dn_1: 0.0320 (0.0333) loss_ddf_dn_2: 0.0067 (0.0068) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6600 (0.6529) loss_vfl_aux_0: 0.7246 (0.7217) loss_vfl_aux_1: 0.6985 (0.7005) loss_vfl_aux_2: 0.6906 (0.6833) loss_vfl_aux_3: 0.6705 (0.6640) loss_vfl_aux_4: 0.6617 (0.6547) loss_vfl_dn_0: 0.4884 (0.4851) loss_vfl_dn_1: 0.4160 (0.4177) loss_vfl_dn_2: 0.4019 (0.4020) loss_vfl_dn_3: 0.3911 (0.3938) loss_vfl_dn_4: 0.3878 (0.3907) loss_vfl_dn_5: 0.3861 (0.3901) loss_vfl_dn_pre: 0.4872 (0.4854) loss_vfl_enc_0: 0.7250 (0.7247) loss_vfl_pre: 0.7269 (0.7237) time: 0.7351 data: 0.0269 max mem: 9084 Epoch: [40] [ 300/3696] eta: 0:59:20 lr: 0.000013 loss: 31.9770 (31.3699) loss_bbox: 0.1810 (0.1693) loss_bbox_aux_0: 0.1898 (0.1828) loss_bbox_aux_1: 0.1819 (0.1722) loss_bbox_aux_2: 0.1803 (0.1698) loss_bbox_aux_3: 0.1807 (0.1695) loss_bbox_aux_4: 0.1808 (0.1694) loss_bbox_dn_0: 0.2356 (0.2351) loss_bbox_dn_1: 0.1669 (0.1741) loss_bbox_dn_2: 0.1562 (0.1640) loss_bbox_dn_3: 0.1531 (0.1610) loss_bbox_dn_4: 0.1525 (0.1605) loss_bbox_dn_5: 0.1523 (0.1605) loss_bbox_dn_pre: 0.2418 (0.2409) loss_bbox_enc_0: 0.2269 (0.2167) loss_bbox_pre: 0.1926 (0.1831) loss_dfl: 0.9772 (0.9622) loss_fgl_aux_0: 1.0033 (0.9946) loss_fgl_aux_1: 0.9771 (0.9646) loss_fgl_aux_2: 0.9768 (0.9623) loss_fgl_aux_3: 0.9767 (0.9622) loss_fgl_aux_4: 0.9769 (0.9622) loss_fgl_dn_0: 1.0805 (1.0867) loss_fgl_dn_1: 0.9875 (0.9847) loss_fgl_dn_2: 0.9718 (0.9758) loss_fgl_dn_3: 0.9716 (0.9766) loss_fgl_dn_4: 0.9730 (0.9770) loss_fgl_dn_5: 0.9731 (0.9770) loss_giou: 0.5564 (0.5629) loss_giou_aux_0: 0.5796 (0.5898) loss_giou_aux_1: 0.5605 (0.5688) loss_giou_aux_2: 0.5546 (0.5640) loss_giou_aux_3: 0.5560 (0.5631) loss_giou_aux_4: 0.5563 (0.5629) loss_giou_dn_0: 0.5889 (0.5659) loss_giou_dn_1: 0.4761 (0.4547) loss_giou_dn_2: 0.4512 (0.4379) loss_giou_dn_3: 0.4449 (0.4334) loss_giou_dn_4: 0.4437 (0.4324) loss_giou_dn_5: 0.4437 (0.4324) loss_giou_dn_pre: 0.5885 (0.5651) loss_giou_enc_0: 0.6604 (0.6647) loss_giou_pre: 0.5777 (0.5883) loss_ddf_aux_0: 0.0525 (0.0539) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2408 (0.2523) loss_ddf_dn_1: 0.0304 (0.0328) loss_ddf_dn_2: 0.0064 (0.0068) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6659 (0.6540) loss_vfl_aux_0: 0.7275 (0.7237) loss_vfl_aux_1: 0.7108 (0.7019) loss_vfl_aux_2: 0.6829 (0.6844) loss_vfl_aux_3: 0.6789 (0.6654) loss_vfl_aux_4: 0.6697 (0.6562) loss_vfl_dn_0: 0.4825 (0.4856) loss_vfl_dn_1: 0.4255 (0.4198) loss_vfl_dn_2: 0.4100 (0.4039) loss_vfl_dn_3: 0.4058 (0.3959) loss_vfl_dn_4: 0.4005 (0.3927) loss_vfl_dn_5: 0.4000 (0.3921) loss_vfl_dn_pre: 0.4824 (0.4859) loss_vfl_enc_0: 0.7334 (0.7262) loss_vfl_pre: 0.7286 (0.7257) time: 0.7390 data: 0.0242 max mem: 9084 Epoch: [40] [ 400/3696] eta: 0:56:13 lr: 0.000013 loss: 31.7411 (31.3802) loss_bbox: 0.1699 (0.1704) loss_bbox_aux_0: 0.1850 (0.1833) loss_bbox_aux_1: 0.1714 (0.1731) loss_bbox_aux_2: 0.1715 (0.1709) loss_bbox_aux_3: 0.1710 (0.1705) loss_bbox_aux_4: 0.1699 (0.1704) loss_bbox_dn_0: 0.2360 (0.2350) loss_bbox_dn_1: 0.1784 (0.1743) loss_bbox_dn_2: 0.1736 (0.1642) loss_bbox_dn_3: 0.1707 (0.1613) loss_bbox_dn_4: 0.1694 (0.1607) loss_bbox_dn_5: 0.1694 (0.1607) loss_bbox_dn_pre: 0.2453 (0.2407) loss_bbox_enc_0: 0.2141 (0.2169) loss_bbox_pre: 0.1854 (0.1837) loss_dfl: 0.9516 (0.9613) loss_fgl_aux_0: 0.9828 (0.9935) loss_fgl_aux_1: 0.9537 (0.9638) loss_fgl_aux_2: 0.9503 (0.9615) loss_fgl_aux_3: 0.9510 (0.9613) loss_fgl_aux_4: 0.9516 (0.9613) loss_fgl_dn_0: 1.0877 (1.0867) loss_fgl_dn_1: 0.9872 (0.9844) loss_fgl_dn_2: 0.9817 (0.9756) loss_fgl_dn_3: 0.9814 (0.9764) loss_fgl_dn_4: 0.9823 (0.9768) loss_fgl_dn_5: 0.9823 (0.9769) loss_giou: 0.5957 (0.5636) loss_giou_aux_0: 0.6332 (0.5900) loss_giou_aux_1: 0.6094 (0.5693) loss_giou_aux_2: 0.6016 (0.5645) loss_giou_aux_3: 0.5991 (0.5637) loss_giou_aux_4: 0.5960 (0.5636) loss_giou_dn_0: 0.5653 (0.5658) loss_giou_dn_1: 0.4636 (0.4549) loss_giou_dn_2: 0.4505 (0.4380) loss_giou_dn_3: 0.4500 (0.4335) loss_giou_dn_4: 0.4466 (0.4325) loss_giou_dn_5: 0.4465 (0.4325) loss_giou_dn_pre: 0.5666 (0.5651) loss_giou_enc_0: 0.6887 (0.6642) loss_giou_pre: 0.6317 (0.5884) loss_ddf_aux_0: 0.0509 (0.0534) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2432 (0.2526) loss_ddf_dn_1: 0.0340 (0.0330) loss_ddf_dn_2: 0.0073 (0.0068) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6651 (0.6541) loss_vfl_aux_0: 0.7324 (0.7244) loss_vfl_aux_1: 0.7183 (0.7027) loss_vfl_aux_2: 0.6955 (0.6849) loss_vfl_aux_3: 0.6758 (0.6651) loss_vfl_aux_4: 0.6684 (0.6563) loss_vfl_dn_0: 0.4846 (0.4859) loss_vfl_dn_1: 0.4194 (0.4202) loss_vfl_dn_2: 0.4076 (0.4043) loss_vfl_dn_3: 0.3980 (0.3963) loss_vfl_dn_4: 0.3960 (0.3931) loss_vfl_dn_5: 0.3948 (0.3925) loss_vfl_dn_pre: 0.4856 (0.4863) loss_vfl_enc_0: 0.7242 (0.7263) loss_vfl_pre: 0.7258 (0.7265) time: 0.8038 data: 0.0271 max mem: 9084 Epoch: [40] [ 500/3696] eta: 0:51:49 lr: 0.000013 loss: 31.5657 (31.3715) loss_bbox: 0.1643 (0.1712) loss_bbox_aux_0: 0.1828 (0.1841) loss_bbox_aux_1: 0.1657 (0.1738) loss_bbox_aux_2: 0.1659 (0.1718) loss_bbox_aux_3: 0.1642 (0.1714) loss_bbox_aux_4: 0.1643 (0.1713) loss_bbox_dn_0: 0.2253 (0.2358) loss_bbox_dn_1: 0.1545 (0.1747) loss_bbox_dn_2: 0.1479 (0.1646) loss_bbox_dn_3: 0.1416 (0.1615) loss_bbox_dn_4: 0.1411 (0.1609) loss_bbox_dn_5: 0.1412 (0.1609) loss_bbox_dn_pre: 0.2291 (0.2416) loss_bbox_enc_0: 0.2221 (0.2178) loss_bbox_pre: 0.1828 (0.1844) loss_dfl: 0.9638 (0.9611) loss_fgl_aux_0: 1.0016 (0.9937) loss_fgl_aux_1: 0.9663 (0.9635) loss_fgl_aux_2: 0.9639 (0.9613) loss_fgl_aux_3: 0.9643 (0.9612) loss_fgl_aux_4: 0.9645 (0.9611) loss_fgl_dn_0: 1.0890 (1.0871) loss_fgl_dn_1: 0.9852 (0.9838) loss_fgl_dn_2: 0.9721 (0.9750) loss_fgl_dn_3: 0.9731 (0.9758) loss_fgl_dn_4: 0.9735 (0.9762) loss_fgl_dn_5: 0.9735 (0.9763) loss_giou: 0.5413 (0.5621) loss_giou_aux_0: 0.5613 (0.5883) loss_giou_aux_1: 0.5447 (0.5678) loss_giou_aux_2: 0.5468 (0.5631) loss_giou_aux_3: 0.5436 (0.5623) loss_giou_aux_4: 0.5416 (0.5621) loss_giou_dn_0: 0.5551 (0.5654) loss_giou_dn_1: 0.4453 (0.4540) loss_giou_dn_2: 0.4271 (0.4371) loss_giou_dn_3: 0.4218 (0.4325) loss_giou_dn_4: 0.4200 (0.4315) loss_giou_dn_5: 0.4198 (0.4315) loss_giou_dn_pre: 0.5545 (0.5648) loss_giou_enc_0: 0.6416 (0.6620) loss_giou_pre: 0.5621 (0.5867) loss_ddf_aux_0: 0.0535 (0.0533) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2573 (0.2526) loss_ddf_dn_1: 0.0302 (0.0329) loss_ddf_dn_2: 0.0068 (0.0069) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6562 (0.6544) loss_vfl_aux_0: 0.7227 (0.7251) loss_vfl_aux_1: 0.7096 (0.7030) loss_vfl_aux_2: 0.6912 (0.6846) loss_vfl_aux_3: 0.6698 (0.6655) loss_vfl_aux_4: 0.6573 (0.6563) loss_vfl_dn_0: 0.4911 (0.4861) loss_vfl_dn_1: 0.4216 (0.4201) loss_vfl_dn_2: 0.4050 (0.4041) loss_vfl_dn_3: 0.3969 (0.3960) loss_vfl_dn_4: 0.3945 (0.3929) loss_vfl_dn_5: 0.3938 (0.3923) loss_vfl_dn_pre: 0.4923 (0.4865) loss_vfl_enc_0: 0.7285 (0.7281) loss_vfl_pre: 0.7261 (0.7272) time: 0.7705 data: 0.0335 max mem: 9084 Epoch: [40] [ 600/3696] eta: 0:48:13 lr: 0.000013 loss: 31.8812 (31.3812) loss_bbox: 0.1591 (0.1715) loss_bbox_aux_0: 0.1692 (0.1843) loss_bbox_aux_1: 0.1617 (0.1741) loss_bbox_aux_2: 0.1586 (0.1720) loss_bbox_aux_3: 0.1593 (0.1716) loss_bbox_aux_4: 0.1592 (0.1715) loss_bbox_dn_0: 0.2411 (0.2362) loss_bbox_dn_1: 0.1709 (0.1747) loss_bbox_dn_2: 0.1618 (0.1646) loss_bbox_dn_3: 0.1570 (0.1615) loss_bbox_dn_4: 0.1555 (0.1609) loss_bbox_dn_5: 0.1554 (0.1609) loss_bbox_dn_pre: 0.2488 (0.2419) loss_bbox_enc_0: 0.2058 (0.2182) loss_bbox_pre: 0.1676 (0.1846) loss_dfl: 0.9560 (0.9604) loss_fgl_aux_0: 0.9869 (0.9931) loss_fgl_aux_1: 0.9566 (0.9628) loss_fgl_aux_2: 0.9567 (0.9605) loss_fgl_aux_3: 0.9563 (0.9604) loss_fgl_aux_4: 0.9561 (0.9604) loss_fgl_dn_0: 1.0804 (1.0869) loss_fgl_dn_1: 0.9743 (0.9836) loss_fgl_dn_2: 0.9650 (0.9747) loss_fgl_dn_3: 0.9660 (0.9755) loss_fgl_dn_4: 0.9667 (0.9760) loss_fgl_dn_5: 0.9667 (0.9760) loss_giou: 0.5685 (0.5629) loss_giou_aux_0: 0.5985 (0.5890) loss_giou_aux_1: 0.5752 (0.5686) loss_giou_aux_2: 0.5715 (0.5639) loss_giou_aux_3: 0.5691 (0.5631) loss_giou_aux_4: 0.5691 (0.5629) loss_giou_dn_0: 0.5935 (0.5663) loss_giou_dn_1: 0.4788 (0.4547) loss_giou_dn_2: 0.4594 (0.4377) loss_giou_dn_3: 0.4546 (0.4330) loss_giou_dn_4: 0.4536 (0.4321) loss_giou_dn_5: 0.4536 (0.4321) loss_giou_dn_pre: 0.5928 (0.5656) loss_giou_enc_0: 0.6708 (0.6629) loss_giou_pre: 0.5964 (0.5875) loss_ddf_aux_0: 0.0521 (0.0533) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2567 (0.2536) loss_ddf_dn_1: 0.0339 (0.0330) loss_ddf_dn_2: 0.0073 (0.0070) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6779 (0.6549) loss_vfl_aux_0: 0.7429 (0.7250) loss_vfl_aux_1: 0.7180 (0.7034) loss_vfl_aux_2: 0.7138 (0.6846) loss_vfl_aux_3: 0.6872 (0.6659) loss_vfl_aux_4: 0.6808 (0.6568) loss_vfl_dn_0: 0.4842 (0.4860) loss_vfl_dn_1: 0.4197 (0.4199) loss_vfl_dn_2: 0.4036 (0.4041) loss_vfl_dn_3: 0.3936 (0.3959) loss_vfl_dn_4: 0.3923 (0.3929) loss_vfl_dn_5: 0.3916 (0.3923) loss_vfl_dn_pre: 0.4832 (0.4864) loss_vfl_enc_0: 0.7314 (0.7282) loss_vfl_pre: 0.7502 (0.7271) time: 0.7250 data: 0.0372 max mem: 9084 Epoch: [40] [ 700/3696] eta: 0:45:26 lr: 0.000013 loss: 31.2618 (31.3918) loss_bbox: 0.1574 (0.1711) loss_bbox_aux_0: 0.1674 (0.1837) loss_bbox_aux_1: 0.1601 (0.1736) loss_bbox_aux_2: 0.1574 (0.1716) loss_bbox_aux_3: 0.1572 (0.1712) loss_bbox_aux_4: 0.1574 (0.1711) loss_bbox_dn_0: 0.2105 (0.2357) loss_bbox_dn_1: 0.1597 (0.1743) loss_bbox_dn_2: 0.1472 (0.1642) loss_bbox_dn_3: 0.1434 (0.1611) loss_bbox_dn_4: 0.1414 (0.1605) loss_bbox_dn_5: 0.1413 (0.1605) loss_bbox_dn_pre: 0.2147 (0.2414) loss_bbox_enc_0: 0.1978 (0.2175) loss_bbox_pre: 0.1683 (0.1840) loss_dfl: 0.9611 (0.9617) loss_fgl_aux_0: 0.9890 (0.9942) loss_fgl_aux_1: 0.9650 (0.9642) loss_fgl_aux_2: 0.9606 (0.9619) loss_fgl_aux_3: 0.9603 (0.9617) loss_fgl_aux_4: 0.9610 (0.9617) loss_fgl_dn_0: 1.0831 (1.0875) loss_fgl_dn_1: 0.9910 (0.9846) loss_fgl_dn_2: 0.9817 (0.9757) loss_fgl_dn_3: 0.9826 (0.9765) loss_fgl_dn_4: 0.9833 (0.9770) loss_fgl_dn_5: 0.9832 (0.9770) loss_giou: 0.5614 (0.5627) loss_giou_aux_0: 0.6014 (0.5888) loss_giou_aux_1: 0.5731 (0.5683) loss_giou_aux_2: 0.5654 (0.5637) loss_giou_aux_3: 0.5609 (0.5629) loss_giou_aux_4: 0.5612 (0.5627) loss_giou_dn_0: 0.5757 (0.5666) loss_giou_dn_1: 0.4639 (0.4549) loss_giou_dn_2: 0.4425 (0.4379) loss_giou_dn_3: 0.4374 (0.4333) loss_giou_dn_4: 0.4374 (0.4323) loss_giou_dn_5: 0.4373 (0.4323) loss_giou_dn_pre: 0.5738 (0.5659) loss_giou_enc_0: 0.6856 (0.6629) loss_giou_pre: 0.6008 (0.5872) loss_ddf_aux_0: 0.0505 (0.0531) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2457 (0.2529) loss_ddf_dn_1: 0.0327 (0.0330) loss_ddf_dn_2: 0.0067 (0.0070) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6354 (0.6550) loss_vfl_aux_0: 0.7047 (0.7255) loss_vfl_aux_1: 0.6826 (0.7040) loss_vfl_aux_2: 0.6626 (0.6844) loss_vfl_aux_3: 0.6389 (0.6659) loss_vfl_aux_4: 0.6332 (0.6567) loss_vfl_dn_0: 0.4896 (0.4863) loss_vfl_dn_1: 0.4250 (0.4203) loss_vfl_dn_2: 0.4077 (0.4045) loss_vfl_dn_3: 0.4015 (0.3963) loss_vfl_dn_4: 0.4003 (0.3933) loss_vfl_dn_5: 0.3983 (0.3928) loss_vfl_dn_pre: 0.4903 (0.4868) loss_vfl_enc_0: 0.7125 (0.7289) loss_vfl_pre: 0.7071 (0.7277) time: 0.7758 data: 0.0294 max mem: 9084 Epoch: [40] [ 800/3696] eta: 0:43:05 lr: 0.000013 loss: 31.4531 (31.3950) loss_bbox: 0.1732 (0.1708) loss_bbox_aux_0: 0.1858 (0.1835) loss_bbox_aux_1: 0.1784 (0.1734) loss_bbox_aux_2: 0.1759 (0.1713) loss_bbox_aux_3: 0.1738 (0.1709) loss_bbox_aux_4: 0.1732 (0.1708) loss_bbox_dn_0: 0.2436 (0.2364) loss_bbox_dn_1: 0.1770 (0.1747) loss_bbox_dn_2: 0.1657 (0.1644) loss_bbox_dn_3: 0.1637 (0.1613) loss_bbox_dn_4: 0.1622 (0.1607) loss_bbox_dn_5: 0.1621 (0.1607) loss_bbox_dn_pre: 0.2484 (0.2421) loss_bbox_enc_0: 0.2235 (0.2176) loss_bbox_pre: 0.1858 (0.1837) loss_dfl: 0.9449 (0.9614) loss_fgl_aux_0: 0.9840 (0.9938) loss_fgl_aux_1: 0.9509 (0.9639) loss_fgl_aux_2: 0.9463 (0.9616) loss_fgl_aux_3: 0.9454 (0.9614) loss_fgl_aux_4: 0.9448 (0.9614) loss_fgl_dn_0: 1.0791 (1.0871) loss_fgl_dn_1: 0.9751 (0.9843) loss_fgl_dn_2: 0.9658 (0.9754) loss_fgl_dn_3: 0.9651 (0.9762) loss_fgl_dn_4: 0.9663 (0.9766) loss_fgl_dn_5: 0.9662 (0.9766) loss_giou: 0.5761 (0.5627) loss_giou_aux_0: 0.6057 (0.5888) loss_giou_aux_1: 0.5880 (0.5683) loss_giou_aux_2: 0.5793 (0.5637) loss_giou_aux_3: 0.5764 (0.5629) loss_giou_aux_4: 0.5763 (0.5627) loss_giou_dn_0: 0.5909 (0.5671) loss_giou_dn_1: 0.4834 (0.4555) loss_giou_dn_2: 0.4651 (0.4384) loss_giou_dn_3: 0.4554 (0.4337) loss_giou_dn_4: 0.4537 (0.4328) loss_giou_dn_5: 0.4536 (0.4328) loss_giou_dn_pre: 0.5879 (0.5664) loss_giou_enc_0: 0.6886 (0.6634) loss_giou_pre: 0.6053 (0.5873) loss_ddf_aux_0: 0.0561 (0.0533) loss_ddf_aux_1: 0.0078 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2580 (0.2532) loss_ddf_dn_1: 0.0333 (0.0331) loss_ddf_dn_2: 0.0071 (0.0070) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6591 (0.6553) loss_vfl_aux_0: 0.7062 (0.7254) loss_vfl_aux_1: 0.6896 (0.7033) loss_vfl_aux_2: 0.6809 (0.6848) loss_vfl_aux_3: 0.6661 (0.6663) loss_vfl_aux_4: 0.6608 (0.6570) loss_vfl_dn_0: 0.4921 (0.4865) loss_vfl_dn_1: 0.4283 (0.4205) loss_vfl_dn_2: 0.4130 (0.4047) loss_vfl_dn_3: 0.4063 (0.3964) loss_vfl_dn_4: 0.4048 (0.3934) loss_vfl_dn_5: 0.4036 (0.3928) loss_vfl_dn_pre: 0.4918 (0.4869) loss_vfl_enc_0: 0.7256 (0.7285) loss_vfl_pre: 0.7086 (0.7276) time: 0.7663 data: 0.0355 max mem: 9084 Epoch: [40] [ 900/3696] eta: 0:41:05 lr: 0.000013 loss: 31.9693 (31.4250) loss_bbox: 0.1666 (0.1708) loss_bbox_aux_0: 0.1829 (0.1833) loss_bbox_aux_1: 0.1723 (0.1734) loss_bbox_aux_2: 0.1672 (0.1713) loss_bbox_aux_3: 0.1665 (0.1709) loss_bbox_aux_4: 0.1666 (0.1708) loss_bbox_dn_0: 0.2327 (0.2367) loss_bbox_dn_1: 0.1677 (0.1752) loss_bbox_dn_2: 0.1585 (0.1649) loss_bbox_dn_3: 0.1610 (0.1618) loss_bbox_dn_4: 0.1612 (0.1612) loss_bbox_dn_5: 0.1612 (0.1611) loss_bbox_dn_pre: 0.2380 (0.2424) loss_bbox_enc_0: 0.2120 (0.2176) loss_bbox_pre: 0.1854 (0.1836) loss_dfl: 0.9662 (0.9621) loss_fgl_aux_0: 1.0012 (0.9945) loss_fgl_aux_1: 0.9657 (0.9646) loss_fgl_aux_2: 0.9650 (0.9623) loss_fgl_aux_3: 0.9649 (0.9621) loss_fgl_aux_4: 0.9662 (0.9621) loss_fgl_dn_0: 1.0900 (1.0875) loss_fgl_dn_1: 0.9835 (0.9848) loss_fgl_dn_2: 0.9774 (0.9759) loss_fgl_dn_3: 0.9773 (0.9767) loss_fgl_dn_4: 0.9785 (0.9772) loss_fgl_dn_5: 0.9785 (0.9772) loss_giou: 0.5374 (0.5635) loss_giou_aux_0: 0.5671 (0.5895) loss_giou_aux_1: 0.5412 (0.5690) loss_giou_aux_2: 0.5373 (0.5644) loss_giou_aux_3: 0.5376 (0.5636) loss_giou_aux_4: 0.5374 (0.5635) loss_giou_dn_0: 0.5804 (0.5683) loss_giou_dn_1: 0.4650 (0.4567) loss_giou_dn_2: 0.4499 (0.4397) loss_giou_dn_3: 0.4457 (0.4351) loss_giou_dn_4: 0.4447 (0.4341) loss_giou_dn_5: 0.4447 (0.4341) loss_giou_dn_pre: 0.5779 (0.5676) loss_giou_enc_0: 0.6426 (0.6643) loss_giou_pre: 0.5639 (0.5879) loss_ddf_aux_0: 0.0545 (0.0534) loss_ddf_aux_1: 0.0077 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2573 (0.2531) loss_ddf_dn_1: 0.0341 (0.0332) loss_ddf_dn_2: 0.0070 (0.0070) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6661 (0.6561) loss_vfl_aux_0: 0.7125 (0.7257) loss_vfl_aux_1: 0.7101 (0.7037) loss_vfl_aux_2: 0.6886 (0.6852) loss_vfl_aux_3: 0.6716 (0.6667) loss_vfl_aux_4: 0.6551 (0.6576) loss_vfl_dn_0: 0.4915 (0.4866) loss_vfl_dn_1: 0.4319 (0.4209) loss_vfl_dn_2: 0.4147 (0.4051) loss_vfl_dn_3: 0.4068 (0.3968) loss_vfl_dn_4: 0.4062 (0.3938) loss_vfl_dn_5: 0.4057 (0.3933) loss_vfl_dn_pre: 0.4910 (0.4870) loss_vfl_enc_0: 0.7224 (0.7286) loss_vfl_pre: 0.7156 (0.7280) time: 0.7523 data: 0.0280 max mem: 9084 Epoch: [40] [1000/3696] eta: 0:39:07 lr: 0.000013 loss: 31.5692 (31.4320) loss_bbox: 0.1683 (0.1715) loss_bbox_aux_0: 0.1778 (0.1840) loss_bbox_aux_1: 0.1690 (0.1740) loss_bbox_aux_2: 0.1689 (0.1720) loss_bbox_aux_3: 0.1684 (0.1715) loss_bbox_aux_4: 0.1683 (0.1715) loss_bbox_dn_0: 0.2522 (0.2376) loss_bbox_dn_1: 0.1970 (0.1759) loss_bbox_dn_2: 0.1861 (0.1656) loss_bbox_dn_3: 0.1806 (0.1625) loss_bbox_dn_4: 0.1808 (0.1618) loss_bbox_dn_5: 0.1807 (0.1618) loss_bbox_dn_pre: 0.2573 (0.2433) loss_bbox_enc_0: 0.2146 (0.2185) loss_bbox_pre: 0.1776 (0.1842) loss_dfl: 0.9639 (0.9622) loss_fgl_aux_0: 0.9963 (0.9945) loss_fgl_aux_1: 0.9687 (0.9646) loss_fgl_aux_2: 0.9639 (0.9623) loss_fgl_aux_3: 0.9637 (0.9622) loss_fgl_aux_4: 0.9638 (0.9621) loss_fgl_dn_0: 1.0884 (1.0873) loss_fgl_dn_1: 0.9763 (0.9845) loss_fgl_dn_2: 0.9670 (0.9756) loss_fgl_dn_3: 0.9673 (0.9764) loss_fgl_dn_4: 0.9680 (0.9768) loss_fgl_dn_5: 0.9680 (0.9768) loss_giou: 0.5455 (0.5628) loss_giou_aux_0: 0.5770 (0.5886) loss_giou_aux_1: 0.5545 (0.5683) loss_giou_aux_2: 0.5500 (0.5637) loss_giou_aux_3: 0.5470 (0.5630) loss_giou_aux_4: 0.5457 (0.5628) loss_giou_dn_0: 0.5830 (0.5680) loss_giou_dn_1: 0.4677 (0.4566) loss_giou_dn_2: 0.4479 (0.4396) loss_giou_dn_3: 0.4416 (0.4350) loss_giou_dn_4: 0.4400 (0.4340) loss_giou_dn_5: 0.4401 (0.4340) loss_giou_dn_pre: 0.5835 (0.5674) loss_giou_enc_0: 0.6538 (0.6636) loss_giou_pre: 0.5792 (0.5871) loss_ddf_aux_0: 0.0512 (0.0533) loss_ddf_aux_1: 0.0064 (0.0073) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2377 (0.2525) loss_ddf_dn_1: 0.0323 (0.0331) loss_ddf_dn_2: 0.0080 (0.0070) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6494 (0.6570) loss_vfl_aux_0: 0.7344 (0.7263) loss_vfl_aux_1: 0.7096 (0.7048) loss_vfl_aux_2: 0.6930 (0.6862) loss_vfl_aux_3: 0.6612 (0.6677) loss_vfl_aux_4: 0.6542 (0.6584) loss_vfl_dn_0: 0.4865 (0.4866) loss_vfl_dn_1: 0.4196 (0.4206) loss_vfl_dn_2: 0.4015 (0.4049) loss_vfl_dn_3: 0.3953 (0.3966) loss_vfl_dn_4: 0.3923 (0.3936) loss_vfl_dn_5: 0.3910 (0.3931) loss_vfl_dn_pre: 0.4871 (0.4871) loss_vfl_enc_0: 0.7279 (0.7292) loss_vfl_pre: 0.7383 (0.7286) time: 0.7814 data: 0.0263 max mem: 9084 Epoch: [40] [1100/3696] eta: 0:37:25 lr: 0.000013 loss: 31.2715 (31.4321) loss_bbox: 0.1698 (0.1715) loss_bbox_aux_0: 0.1787 (0.1840) loss_bbox_aux_1: 0.1722 (0.1740) loss_bbox_aux_2: 0.1710 (0.1720) loss_bbox_aux_3: 0.1701 (0.1716) loss_bbox_aux_4: 0.1698 (0.1715) loss_bbox_dn_0: 0.2377 (0.2378) loss_bbox_dn_1: 0.1692 (0.1760) loss_bbox_dn_2: 0.1583 (0.1656) loss_bbox_dn_3: 0.1562 (0.1625) loss_bbox_dn_4: 0.1557 (0.1619) loss_bbox_dn_5: 0.1558 (0.1619) loss_bbox_dn_pre: 0.2404 (0.2435) loss_bbox_enc_0: 0.2102 (0.2183) loss_bbox_pre: 0.1802 (0.1842) loss_dfl: 0.9633 (0.9620) loss_fgl_aux_0: 0.9979 (0.9943) loss_fgl_aux_1: 0.9667 (0.9645) loss_fgl_aux_2: 0.9633 (0.9622) loss_fgl_aux_3: 0.9637 (0.9621) loss_fgl_aux_4: 0.9633 (0.9620) loss_fgl_dn_0: 1.0902 (1.0873) loss_fgl_dn_1: 0.9880 (0.9844) loss_fgl_dn_2: 0.9799 (0.9756) loss_fgl_dn_3: 0.9803 (0.9764) loss_fgl_dn_4: 0.9806 (0.9768) loss_fgl_dn_5: 0.9809 (0.9768) loss_giou: 0.5491 (0.5630) loss_giou_aux_0: 0.5702 (0.5888) loss_giou_aux_1: 0.5538 (0.5685) loss_giou_aux_2: 0.5514 (0.5639) loss_giou_aux_3: 0.5494 (0.5632) loss_giou_aux_4: 0.5492 (0.5630) loss_giou_dn_0: 0.5540 (0.5684) loss_giou_dn_1: 0.4427 (0.4568) loss_giou_dn_2: 0.4241 (0.4398) loss_giou_dn_3: 0.4194 (0.4351) loss_giou_dn_4: 0.4181 (0.4342) loss_giou_dn_5: 0.4180 (0.4342) loss_giou_dn_pre: 0.5528 (0.5677) loss_giou_enc_0: 0.6368 (0.6638) loss_giou_pre: 0.5708 (0.5872) loss_ddf_aux_0: 0.0497 (0.0532) loss_ddf_aux_1: 0.0066 (0.0072) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2497 (0.2525) loss_ddf_dn_1: 0.0326 (0.0330) loss_ddf_dn_2: 0.0064 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6528 (0.6563) loss_vfl_aux_0: 0.7117 (0.7260) loss_vfl_aux_1: 0.6996 (0.7041) loss_vfl_aux_2: 0.6920 (0.6856) loss_vfl_aux_3: 0.6726 (0.6670) loss_vfl_aux_4: 0.6519 (0.6579) loss_vfl_dn_0: 0.4882 (0.4868) loss_vfl_dn_1: 0.4247 (0.4209) loss_vfl_dn_2: 0.4108 (0.4051) loss_vfl_dn_3: 0.4019 (0.3968) loss_vfl_dn_4: 0.3963 (0.3938) loss_vfl_dn_5: 0.3958 (0.3933) loss_vfl_dn_pre: 0.4888 (0.4872) loss_vfl_enc_0: 0.7423 (0.7292) loss_vfl_pre: 0.7138 (0.7282) time: 0.7352 data: 0.0306 max mem: 9084 Epoch: [40] [1200/3696] eta: 0:35:32 lr: 0.000013 loss: 31.1100 (31.4171) loss_bbox: 0.1694 (0.1715) loss_bbox_aux_0: 0.1803 (0.1840) loss_bbox_aux_1: 0.1719 (0.1741) loss_bbox_aux_2: 0.1696 (0.1720) loss_bbox_aux_3: 0.1690 (0.1716) loss_bbox_aux_4: 0.1695 (0.1715) loss_bbox_dn_0: 0.2217 (0.2382) loss_bbox_dn_1: 0.1594 (0.1761) loss_bbox_dn_2: 0.1520 (0.1658) loss_bbox_dn_3: 0.1464 (0.1626) loss_bbox_dn_4: 0.1458 (0.1620) loss_bbox_dn_5: 0.1458 (0.1620) loss_bbox_dn_pre: 0.2267 (0.2439) loss_bbox_enc_0: 0.2165 (0.2187) loss_bbox_pre: 0.1789 (0.1843) loss_dfl: 0.9638 (0.9619) loss_fgl_aux_0: 1.0058 (0.9942) loss_fgl_aux_1: 0.9699 (0.9644) loss_fgl_aux_2: 0.9644 (0.9621) loss_fgl_aux_3: 0.9633 (0.9620) loss_fgl_aux_4: 0.9638 (0.9619) loss_fgl_dn_0: 1.0870 (1.0873) loss_fgl_dn_1: 0.9901 (0.9842) loss_fgl_dn_2: 0.9789 (0.9753) loss_fgl_dn_3: 0.9807 (0.9762) loss_fgl_dn_4: 0.9808 (0.9766) loss_fgl_dn_5: 0.9809 (0.9766) loss_giou: 0.5025 (0.5616) loss_giou_aux_0: 0.5348 (0.5873) loss_giou_aux_1: 0.5085 (0.5671) loss_giou_aux_2: 0.5037 (0.5625) loss_giou_aux_3: 0.5013 (0.5617) loss_giou_aux_4: 0.5022 (0.5616) loss_giou_dn_0: 0.5301 (0.5674) loss_giou_dn_1: 0.4330 (0.4558) loss_giou_dn_2: 0.4162 (0.4387) loss_giou_dn_3: 0.4106 (0.4341) loss_giou_dn_4: 0.4076 (0.4331) loss_giou_dn_5: 0.4075 (0.4331) loss_giou_dn_pre: 0.5292 (0.5667) loss_giou_enc_0: 0.6372 (0.6626) loss_giou_pre: 0.5319 (0.5858) loss_ddf_aux_0: 0.0475 (0.0532) loss_ddf_aux_1: 0.0069 (0.0072) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2445 (0.2529) loss_ddf_dn_1: 0.0335 (0.0331) loss_ddf_dn_2: 0.0073 (0.0070) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6255 (0.6567) loss_vfl_aux_0: 0.6993 (0.7263) loss_vfl_aux_1: 0.6763 (0.7042) loss_vfl_aux_2: 0.6596 (0.6860) loss_vfl_aux_3: 0.6407 (0.6675) loss_vfl_aux_4: 0.6221 (0.6582) loss_vfl_dn_0: 0.4819 (0.4869) loss_vfl_dn_1: 0.4163 (0.4207) loss_vfl_dn_2: 0.4017 (0.4050) loss_vfl_dn_3: 0.3914 (0.3967) loss_vfl_dn_4: 0.3895 (0.3937) loss_vfl_dn_5: 0.3882 (0.3932) loss_vfl_dn_pre: 0.4820 (0.4873) loss_vfl_enc_0: 0.7137 (0.7297) loss_vfl_pre: 0.7023 (0.7285) time: 0.7697 data: 0.0278 max mem: 9084 Epoch: [40] [1300/3696] eta: 0:33:51 lr: 0.000013 loss: 31.9898 (31.4118) loss_bbox: 0.1733 (0.1719) loss_bbox_aux_0: 0.1883 (0.1845) loss_bbox_aux_1: 0.1759 (0.1745) loss_bbox_aux_2: 0.1736 (0.1724) loss_bbox_aux_3: 0.1734 (0.1720) loss_bbox_aux_4: 0.1734 (0.1719) loss_bbox_dn_0: 0.2211 (0.2385) loss_bbox_dn_1: 0.1694 (0.1763) loss_bbox_dn_2: 0.1617 (0.1660) loss_bbox_dn_3: 0.1589 (0.1629) loss_bbox_dn_4: 0.1596 (0.1622) loss_bbox_dn_5: 0.1596 (0.1622) loss_bbox_dn_pre: 0.2330 (0.2442) loss_bbox_enc_0: 0.2159 (0.2192) loss_bbox_pre: 0.1851 (0.1847) loss_dfl: 0.9886 (0.9620) loss_fgl_aux_0: 1.0160 (0.9944) loss_fgl_aux_1: 0.9906 (0.9645) loss_fgl_aux_2: 0.9896 (0.9622) loss_fgl_aux_3: 0.9887 (0.9620) loss_fgl_aux_4: 0.9887 (0.9620) loss_fgl_dn_0: 1.0897 (1.0874) loss_fgl_dn_1: 0.9948 (0.9841) loss_fgl_dn_2: 0.9882 (0.9752) loss_fgl_dn_3: 0.9890 (0.9760) loss_fgl_dn_4: 0.9893 (0.9765) loss_fgl_dn_5: 0.9893 (0.9765) loss_giou: 0.5492 (0.5604) loss_giou_aux_0: 0.5735 (0.5862) loss_giou_aux_1: 0.5529 (0.5659) loss_giou_aux_2: 0.5518 (0.5613) loss_giou_aux_3: 0.5509 (0.5605) loss_giou_aux_4: 0.5498 (0.5604) loss_giou_dn_0: 0.5683 (0.5665) loss_giou_dn_1: 0.4519 (0.4549) loss_giou_dn_2: 0.4344 (0.4378) loss_giou_dn_3: 0.4310 (0.4332) loss_giou_dn_4: 0.4302 (0.4322) loss_giou_dn_5: 0.4302 (0.4322) loss_giou_dn_pre: 0.5701 (0.5658) loss_giou_enc_0: 0.6496 (0.6614) loss_giou_pre: 0.5712 (0.5846) loss_ddf_aux_0: 0.0506 (0.0532) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2356 (0.2530) loss_ddf_dn_1: 0.0294 (0.0331) loss_ddf_dn_2: 0.0065 (0.0070) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6730 (0.6575) loss_vfl_aux_0: 0.7441 (0.7272) loss_vfl_aux_1: 0.7051 (0.7051) loss_vfl_aux_2: 0.6971 (0.6868) loss_vfl_aux_3: 0.6749 (0.6682) loss_vfl_aux_4: 0.6719 (0.6590) loss_vfl_dn_0: 0.4929 (0.4868) loss_vfl_dn_1: 0.4307 (0.4206) loss_vfl_dn_2: 0.4180 (0.4048) loss_vfl_dn_3: 0.4041 (0.3965) loss_vfl_dn_4: 0.4036 (0.3935) loss_vfl_dn_5: 0.4031 (0.3930) loss_vfl_dn_pre: 0.4929 (0.4872) loss_vfl_enc_0: 0.7223 (0.7300) loss_vfl_pre: 0.7512 (0.7293) time: 0.7725 data: 0.0320 max mem: 9084 Epoch: [40] [1400/3696] eta: 0:32:12 lr: 0.000013 loss: 31.0530 (31.4070) loss_bbox: 0.1737 (0.1722) loss_bbox_aux_0: 0.1821 (0.1848) loss_bbox_aux_1: 0.1737 (0.1748) loss_bbox_aux_2: 0.1720 (0.1727) loss_bbox_aux_3: 0.1735 (0.1723) loss_bbox_aux_4: 0.1737 (0.1722) loss_bbox_dn_0: 0.2396 (0.2387) loss_bbox_dn_1: 0.1741 (0.1765) loss_bbox_dn_2: 0.1621 (0.1662) loss_bbox_dn_3: 0.1621 (0.1630) loss_bbox_dn_4: 0.1628 (0.1624) loss_bbox_dn_5: 0.1628 (0.1624) loss_bbox_dn_pre: 0.2462 (0.2444) loss_bbox_enc_0: 0.2116 (0.2196) loss_bbox_pre: 0.1825 (0.1851) loss_dfl: 0.9520 (0.9616) loss_fgl_aux_0: 0.9802 (0.9941) loss_fgl_aux_1: 0.9531 (0.9641) loss_fgl_aux_2: 0.9512 (0.9618) loss_fgl_aux_3: 0.9513 (0.9617) loss_fgl_aux_4: 0.9518 (0.9616) loss_fgl_dn_0: 1.0828 (1.0874) loss_fgl_dn_1: 0.9773 (0.9840) loss_fgl_dn_2: 0.9706 (0.9751) loss_fgl_dn_3: 0.9711 (0.9759) loss_fgl_dn_4: 0.9716 (0.9763) loss_fgl_dn_5: 0.9714 (0.9764) loss_giou: 0.5088 (0.5601) loss_giou_aux_0: 0.5276 (0.5858) loss_giou_aux_1: 0.5123 (0.5656) loss_giou_aux_2: 0.5097 (0.5610) loss_giou_aux_3: 0.5090 (0.5602) loss_giou_aux_4: 0.5086 (0.5601) loss_giou_dn_0: 0.5264 (0.5660) loss_giou_dn_1: 0.4183 (0.4545) loss_giou_dn_2: 0.4029 (0.4375) loss_giou_dn_3: 0.3960 (0.4328) loss_giou_dn_4: 0.3950 (0.4318) loss_giou_dn_5: 0.3952 (0.4318) loss_giou_dn_pre: 0.5232 (0.5654) loss_giou_enc_0: 0.6138 (0.6610) loss_giou_pre: 0.5272 (0.5843) loss_ddf_aux_0: 0.0524 (0.0534) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2514 (0.2530) loss_ddf_dn_1: 0.0327 (0.0331) loss_ddf_dn_2: 0.0070 (0.0070) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6470 (0.6573) loss_vfl_aux_0: 0.7183 (0.7276) loss_vfl_aux_1: 0.6993 (0.7051) loss_vfl_aux_2: 0.6794 (0.6868) loss_vfl_aux_3: 0.6648 (0.6683) loss_vfl_aux_4: 0.6494 (0.6589) loss_vfl_dn_0: 0.4866 (0.4868) loss_vfl_dn_1: 0.4131 (0.4205) loss_vfl_dn_2: 0.3981 (0.4047) loss_vfl_dn_3: 0.3843 (0.3964) loss_vfl_dn_4: 0.3796 (0.3935) loss_vfl_dn_5: 0.3798 (0.3929) loss_vfl_dn_pre: 0.4874 (0.4872) loss_vfl_enc_0: 0.7317 (0.7299) loss_vfl_pre: 0.7167 (0.7297) time: 0.7630 data: 0.0295 max mem: 9084 Epoch: [40] [1500/3696] eta: 0:30:38 lr: 0.000013 loss: 31.2476 (31.4046) loss_bbox: 0.1652 (0.1723) loss_bbox_aux_0: 0.1765 (0.1850) loss_bbox_aux_1: 0.1649 (0.1750) loss_bbox_aux_2: 0.1656 (0.1729) loss_bbox_aux_3: 0.1648 (0.1724) loss_bbox_aux_4: 0.1651 (0.1724) loss_bbox_dn_0: 0.2342 (0.2389) loss_bbox_dn_1: 0.1662 (0.1767) loss_bbox_dn_2: 0.1572 (0.1664) loss_bbox_dn_3: 0.1546 (0.1632) loss_bbox_dn_4: 0.1534 (0.1626) loss_bbox_dn_5: 0.1534 (0.1626) loss_bbox_dn_pre: 0.2390 (0.2447) loss_bbox_enc_0: 0.2129 (0.2199) loss_bbox_pre: 0.1742 (0.1853) loss_dfl: 0.9678 (0.9614) loss_fgl_aux_0: 1.0045 (0.9938) loss_fgl_aux_1: 0.9702 (0.9639) loss_fgl_aux_2: 0.9683 (0.9616) loss_fgl_aux_3: 0.9683 (0.9614) loss_fgl_aux_4: 0.9679 (0.9614) loss_fgl_dn_0: 1.0854 (1.0874) loss_fgl_dn_1: 0.9833 (0.9840) loss_fgl_dn_2: 0.9756 (0.9751) loss_fgl_dn_3: 0.9778 (0.9759) loss_fgl_dn_4: 0.9780 (0.9764) loss_fgl_dn_5: 0.9781 (0.9764) loss_giou: 0.5371 (0.5598) loss_giou_aux_0: 0.5695 (0.5856) loss_giou_aux_1: 0.5414 (0.5654) loss_giou_aux_2: 0.5374 (0.5607) loss_giou_aux_3: 0.5366 (0.5600) loss_giou_aux_4: 0.5371 (0.5598) loss_giou_dn_0: 0.5595 (0.5656) loss_giou_dn_1: 0.4465 (0.4543) loss_giou_dn_2: 0.4281 (0.4373) loss_giou_dn_3: 0.4240 (0.4326) loss_giou_dn_4: 0.4226 (0.4316) loss_giou_dn_5: 0.4226 (0.4316) loss_giou_dn_pre: 0.5599 (0.5650) loss_giou_enc_0: 0.6324 (0.6608) loss_giou_pre: 0.5670 (0.5841) loss_ddf_aux_0: 0.0507 (0.0534) loss_ddf_aux_1: 0.0066 (0.0073) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2308 (0.2524) loss_ddf_dn_1: 0.0300 (0.0330) loss_ddf_dn_2: 0.0060 (0.0070) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6501 (0.6572) loss_vfl_aux_0: 0.7191 (0.7276) loss_vfl_aux_1: 0.7036 (0.7052) loss_vfl_aux_2: 0.6845 (0.6872) loss_vfl_aux_3: 0.6669 (0.6683) loss_vfl_aux_4: 0.6516 (0.6588) loss_vfl_dn_0: 0.4908 (0.4868) loss_vfl_dn_1: 0.4165 (0.4204) loss_vfl_dn_2: 0.4019 (0.4046) loss_vfl_dn_3: 0.3912 (0.3963) loss_vfl_dn_4: 0.3878 (0.3933) loss_vfl_dn_5: 0.3880 (0.3928) loss_vfl_dn_pre: 0.4913 (0.4872) loss_vfl_enc_0: 0.7355 (0.7302) loss_vfl_pre: 0.7279 (0.7298) time: 0.7428 data: 0.0234 max mem: 9084 Epoch: [40] [1600/3696] eta: 0:29:03 lr: 0.000013 loss: 31.5533 (31.4156) loss_bbox: 0.1609 (0.1725) loss_bbox_aux_0: 0.1741 (0.1852) loss_bbox_aux_1: 0.1633 (0.1751) loss_bbox_aux_2: 0.1603 (0.1730) loss_bbox_aux_3: 0.1607 (0.1725) loss_bbox_aux_4: 0.1609 (0.1725) loss_bbox_dn_0: 0.2207 (0.2387) loss_bbox_dn_1: 0.1604 (0.1766) loss_bbox_dn_2: 0.1518 (0.1663) loss_bbox_dn_3: 0.1487 (0.1631) loss_bbox_dn_4: 0.1470 (0.1625) loss_bbox_dn_5: 0.1469 (0.1625) loss_bbox_dn_pre: 0.2266 (0.2444) loss_bbox_enc_0: 0.2099 (0.2200) loss_bbox_pre: 0.1749 (0.1854) loss_dfl: 0.9520 (0.9614) loss_fgl_aux_0: 0.9825 (0.9937) loss_fgl_aux_1: 0.9521 (0.9638) loss_fgl_aux_2: 0.9514 (0.9616) loss_fgl_aux_3: 0.9515 (0.9614) loss_fgl_aux_4: 0.9520 (0.9614) loss_fgl_dn_0: 1.0883 (1.0876) loss_fgl_dn_1: 0.9890 (0.9843) loss_fgl_dn_2: 0.9788 (0.9754) loss_fgl_dn_3: 0.9796 (0.9763) loss_fgl_dn_4: 0.9796 (0.9767) loss_fgl_dn_5: 0.9796 (0.9767) loss_giou: 0.5655 (0.5609) loss_giou_aux_0: 0.5907 (0.5867) loss_giou_aux_1: 0.5713 (0.5665) loss_giou_aux_2: 0.5670 (0.5618) loss_giou_aux_3: 0.5661 (0.5610) loss_giou_aux_4: 0.5656 (0.5609) loss_giou_dn_0: 0.5872 (0.5662) loss_giou_dn_1: 0.4661 (0.4549) loss_giou_dn_2: 0.4486 (0.4378) loss_giou_dn_3: 0.4443 (0.4332) loss_giou_dn_4: 0.4444 (0.4322) loss_giou_dn_5: 0.4445 (0.4322) loss_giou_dn_pre: 0.5839 (0.5655) loss_giou_enc_0: 0.6721 (0.6618) loss_giou_pre: 0.5902 (0.5852) loss_ddf_aux_0: 0.0543 (0.0533) loss_ddf_aux_1: 0.0080 (0.0073) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2549 (0.2519) loss_ddf_dn_1: 0.0336 (0.0329) loss_ddf_dn_2: 0.0064 (0.0070) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6636 (0.6569) loss_vfl_aux_0: 0.7303 (0.7272) loss_vfl_aux_1: 0.6917 (0.7048) loss_vfl_aux_2: 0.6912 (0.6868) loss_vfl_aux_3: 0.6791 (0.6680) loss_vfl_aux_4: 0.6655 (0.6585) loss_vfl_dn_0: 0.4877 (0.4868) loss_vfl_dn_1: 0.4267 (0.4205) loss_vfl_dn_2: 0.4116 (0.4047) loss_vfl_dn_3: 0.4025 (0.3964) loss_vfl_dn_4: 0.3999 (0.3934) loss_vfl_dn_5: 0.3993 (0.3930) loss_vfl_dn_pre: 0.4878 (0.4873) loss_vfl_enc_0: 0.7261 (0.7297) loss_vfl_pre: 0.7349 (0.7294) time: 0.7507 data: 0.0351 max mem: 9084 Epoch: [40] [1700/3696] eta: 0:27:33 lr: 0.000013 loss: 31.6390 (31.4208) loss_bbox: 0.1668 (0.1726) loss_bbox_aux_0: 0.1778 (0.1853) loss_bbox_aux_1: 0.1713 (0.1752) loss_bbox_aux_2: 0.1704 (0.1731) loss_bbox_aux_3: 0.1694 (0.1727) loss_bbox_aux_4: 0.1669 (0.1726) loss_bbox_dn_0: 0.2386 (0.2390) loss_bbox_dn_1: 0.1858 (0.1769) loss_bbox_dn_2: 0.1711 (0.1666) loss_bbox_dn_3: 0.1673 (0.1634) loss_bbox_dn_4: 0.1642 (0.1628) loss_bbox_dn_5: 0.1643 (0.1628) loss_bbox_dn_pre: 0.2394 (0.2447) loss_bbox_enc_0: 0.2082 (0.2202) loss_bbox_pre: 0.1783 (0.1856) loss_dfl: 0.9600 (0.9615) loss_fgl_aux_0: 0.9996 (0.9939) loss_fgl_aux_1: 0.9626 (0.9640) loss_fgl_aux_2: 0.9586 (0.9617) loss_fgl_aux_3: 0.9609 (0.9616) loss_fgl_aux_4: 0.9600 (0.9615) loss_fgl_dn_0: 1.0832 (1.0876) loss_fgl_dn_1: 0.9871 (0.9843) loss_fgl_dn_2: 0.9802 (0.9754) loss_fgl_dn_3: 0.9811 (0.9762) loss_fgl_dn_4: 0.9819 (0.9767) loss_fgl_dn_5: 0.9819 (0.9767) loss_giou: 0.5564 (0.5601) loss_giou_aux_0: 0.5826 (0.5859) loss_giou_aux_1: 0.5612 (0.5657) loss_giou_aux_2: 0.5555 (0.5611) loss_giou_aux_3: 0.5562 (0.5603) loss_giou_aux_4: 0.5562 (0.5601) loss_giou_dn_0: 0.5836 (0.5660) loss_giou_dn_1: 0.4825 (0.4547) loss_giou_dn_2: 0.4635 (0.4377) loss_giou_dn_3: 0.4567 (0.4330) loss_giou_dn_4: 0.4550 (0.4320) loss_giou_dn_5: 0.4550 (0.4320) loss_giou_dn_pre: 0.5817 (0.5653) loss_giou_enc_0: 0.6552 (0.6609) loss_giou_pre: 0.5798 (0.5844) loss_ddf_aux_0: 0.0507 (0.0534) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2298 (0.2519) loss_ddf_dn_1: 0.0291 (0.0329) loss_ddf_dn_2: 0.0063 (0.0069) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6458 (0.6577) loss_vfl_aux_0: 0.7373 (0.7284) loss_vfl_aux_1: 0.7019 (0.7057) loss_vfl_aux_2: 0.7035 (0.6878) loss_vfl_aux_3: 0.6640 (0.6688) loss_vfl_aux_4: 0.6526 (0.6594) loss_vfl_dn_0: 0.4858 (0.4870) loss_vfl_dn_1: 0.4312 (0.4206) loss_vfl_dn_2: 0.4126 (0.4048) loss_vfl_dn_3: 0.4061 (0.3965) loss_vfl_dn_4: 0.4024 (0.3936) loss_vfl_dn_5: 0.4044 (0.3931) loss_vfl_dn_pre: 0.4869 (0.4874) loss_vfl_enc_0: 0.7296 (0.7305) loss_vfl_pre: 0.7405 (0.7305) time: 0.7592 data: 0.0320 max mem: 9084 Epoch: [40] [1800/3696] eta: 0:26:02 lr: 0.000013 loss: 31.2024 (31.4285) loss_bbox: 0.1617 (0.1727) loss_bbox_aux_0: 0.1725 (0.1855) loss_bbox_aux_1: 0.1647 (0.1754) loss_bbox_aux_2: 0.1627 (0.1733) loss_bbox_aux_3: 0.1623 (0.1728) loss_bbox_aux_4: 0.1618 (0.1728) loss_bbox_dn_0: 0.2039 (0.2390) loss_bbox_dn_1: 0.1547 (0.1769) loss_bbox_dn_2: 0.1427 (0.1666) loss_bbox_dn_3: 0.1391 (0.1634) loss_bbox_dn_4: 0.1371 (0.1628) loss_bbox_dn_5: 0.1371 (0.1628) loss_bbox_dn_pre: 0.2105 (0.2447) loss_bbox_enc_0: 0.2023 (0.2203) loss_bbox_pre: 0.1732 (0.1857) loss_dfl: 0.9413 (0.9615) loss_fgl_aux_0: 0.9717 (0.9939) loss_fgl_aux_1: 0.9454 (0.9640) loss_fgl_aux_2: 0.9422 (0.9617) loss_fgl_aux_3: 0.9417 (0.9616) loss_fgl_aux_4: 0.9412 (0.9615) loss_fgl_dn_0: 1.0860 (1.0878) loss_fgl_dn_1: 0.9795 (0.9845) loss_fgl_dn_2: 0.9705 (0.9757) loss_fgl_dn_3: 0.9704 (0.9765) loss_fgl_dn_4: 0.9710 (0.9769) loss_fgl_dn_5: 0.9710 (0.9769) loss_giou: 0.5628 (0.5603) loss_giou_aux_0: 0.6032 (0.5860) loss_giou_aux_1: 0.5698 (0.5659) loss_giou_aux_2: 0.5631 (0.5612) loss_giou_aux_3: 0.5625 (0.5605) loss_giou_aux_4: 0.5633 (0.5603) loss_giou_dn_0: 0.5647 (0.5661) loss_giou_dn_1: 0.4557 (0.4548) loss_giou_dn_2: 0.4379 (0.4377) loss_giou_dn_3: 0.4366 (0.4330) loss_giou_dn_4: 0.4359 (0.4321) loss_giou_dn_5: 0.4359 (0.4321) loss_giou_dn_pre: 0.5602 (0.5654) loss_giou_enc_0: 0.6960 (0.6611) loss_giou_pre: 0.6015 (0.5845) loss_ddf_aux_0: 0.0528 (0.0534) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2489 (0.2515) loss_ddf_dn_1: 0.0311 (0.0328) loss_ddf_dn_2: 0.0068 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6417 (0.6581) loss_vfl_aux_0: 0.7092 (0.7289) loss_vfl_aux_1: 0.6968 (0.7062) loss_vfl_aux_2: 0.6805 (0.6883) loss_vfl_aux_3: 0.6589 (0.6692) loss_vfl_aux_4: 0.6470 (0.6597) loss_vfl_dn_0: 0.4835 (0.4871) loss_vfl_dn_1: 0.4234 (0.4208) loss_vfl_dn_2: 0.4058 (0.4050) loss_vfl_dn_3: 0.3975 (0.3967) loss_vfl_dn_4: 0.3936 (0.3937) loss_vfl_dn_5: 0.3932 (0.3932) loss_vfl_dn_pre: 0.4841 (0.4875) loss_vfl_enc_0: 0.7067 (0.7306) loss_vfl_pre: 0.6998 (0.7311) time: 0.7636 data: 0.0333 max mem: 9084 Epoch: [40] [1900/3696] eta: 0:24:33 lr: 0.000013 loss: 31.3694 (31.4245) loss_bbox: 0.1740 (0.1727) loss_bbox_aux_0: 0.1869 (0.1855) loss_bbox_aux_1: 0.1779 (0.1754) loss_bbox_aux_2: 0.1748 (0.1732) loss_bbox_aux_3: 0.1739 (0.1728) loss_bbox_aux_4: 0.1739 (0.1727) loss_bbox_dn_0: 0.2524 (0.2394) loss_bbox_dn_1: 0.1833 (0.1772) loss_bbox_dn_2: 0.1721 (0.1668) loss_bbox_dn_3: 0.1686 (0.1636) loss_bbox_dn_4: 0.1679 (0.1629) loss_bbox_dn_5: 0.1678 (0.1629) loss_bbox_dn_pre: 0.2576 (0.2450) loss_bbox_enc_0: 0.2226 (0.2204) loss_bbox_pre: 0.1866 (0.1858) loss_dfl: 0.9593 (0.9613) loss_fgl_aux_0: 0.9936 (0.9938) loss_fgl_aux_1: 0.9642 (0.9638) loss_fgl_aux_2: 0.9590 (0.9615) loss_fgl_aux_3: 0.9593 (0.9614) loss_fgl_aux_4: 0.9594 (0.9613) loss_fgl_dn_0: 1.0902 (1.0877) loss_fgl_dn_1: 0.9851 (0.9844) loss_fgl_dn_2: 0.9742 (0.9755) loss_fgl_dn_3: 0.9737 (0.9763) loss_fgl_dn_4: 0.9737 (0.9767) loss_fgl_dn_5: 0.9737 (0.9767) loss_giou: 0.5513 (0.5599) loss_giou_aux_0: 0.5849 (0.5857) loss_giou_aux_1: 0.5628 (0.5655) loss_giou_aux_2: 0.5541 (0.5608) loss_giou_aux_3: 0.5518 (0.5601) loss_giou_aux_4: 0.5514 (0.5599) loss_giou_dn_0: 0.5724 (0.5657) loss_giou_dn_1: 0.4512 (0.4545) loss_giou_dn_2: 0.4361 (0.4374) loss_giou_dn_3: 0.4308 (0.4327) loss_giou_dn_4: 0.4297 (0.4317) loss_giou_dn_5: 0.4297 (0.4317) loss_giou_dn_pre: 0.5726 (0.5651) loss_giou_enc_0: 0.6477 (0.6607) loss_giou_pre: 0.5812 (0.5841) loss_ddf_aux_0: 0.0593 (0.0535) loss_ddf_aux_1: 0.0082 (0.0073) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2559 (0.2517) loss_ddf_dn_1: 0.0338 (0.0328) loss_ddf_dn_2: 0.0070 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6736 (0.6581) loss_vfl_aux_0: 0.7330 (0.7294) loss_vfl_aux_1: 0.7176 (0.7066) loss_vfl_aux_2: 0.6907 (0.6884) loss_vfl_aux_3: 0.6790 (0.6692) loss_vfl_aux_4: 0.6790 (0.6597) loss_vfl_dn_0: 0.4884 (0.4871) loss_vfl_dn_1: 0.4245 (0.4207) loss_vfl_dn_2: 0.4063 (0.4048) loss_vfl_dn_3: 0.3997 (0.3966) loss_vfl_dn_4: 0.3935 (0.3936) loss_vfl_dn_5: 0.3913 (0.3931) loss_vfl_dn_pre: 0.4890 (0.4876) loss_vfl_enc_0: 0.7441 (0.7310) loss_vfl_pre: 0.7335 (0.7315) time: 0.7443 data: 0.0277 max mem: 9084 Epoch: [40] [2000/3696] eta: 0:23:05 lr: 0.000013 loss: 30.9888 (31.4291) loss_bbox: 0.1727 (0.1728) loss_bbox_aux_0: 0.1855 (0.1856) loss_bbox_aux_1: 0.1756 (0.1755) loss_bbox_aux_2: 0.1733 (0.1733) loss_bbox_aux_3: 0.1730 (0.1729) loss_bbox_aux_4: 0.1727 (0.1728) loss_bbox_dn_0: 0.2514 (0.2396) loss_bbox_dn_1: 0.1784 (0.1773) loss_bbox_dn_2: 0.1694 (0.1668) loss_bbox_dn_3: 0.1669 (0.1636) loss_bbox_dn_4: 0.1656 (0.1629) loss_bbox_dn_5: 0.1656 (0.1629) loss_bbox_dn_pre: 0.2609 (0.2453) loss_bbox_enc_0: 0.2166 (0.2206) loss_bbox_pre: 0.1866 (0.1859) loss_dfl: 0.9626 (0.9614) loss_fgl_aux_0: 1.0000 (0.9939) loss_fgl_aux_1: 0.9642 (0.9638) loss_fgl_aux_2: 0.9628 (0.9616) loss_fgl_aux_3: 0.9628 (0.9614) loss_fgl_aux_4: 0.9626 (0.9614) loss_fgl_dn_0: 1.0917 (1.0878) loss_fgl_dn_1: 0.9837 (0.9844) loss_fgl_dn_2: 0.9742 (0.9755) loss_fgl_dn_3: 0.9773 (0.9763) loss_fgl_dn_4: 0.9776 (0.9767) loss_fgl_dn_5: 0.9776 (0.9767) loss_giou: 0.5125 (0.5599) loss_giou_aux_0: 0.5395 (0.5856) loss_giou_aux_1: 0.5207 (0.5654) loss_giou_aux_2: 0.5171 (0.5608) loss_giou_aux_3: 0.5126 (0.5600) loss_giou_aux_4: 0.5121 (0.5599) loss_giou_dn_0: 0.5384 (0.5659) loss_giou_dn_1: 0.4230 (0.4546) loss_giou_dn_2: 0.4125 (0.4375) loss_giou_dn_3: 0.4095 (0.4328) loss_giou_dn_4: 0.4081 (0.4318) loss_giou_dn_5: 0.4081 (0.4318) loss_giou_dn_pre: 0.5383 (0.5652) loss_giou_enc_0: 0.6121 (0.6605) loss_giou_pre: 0.5401 (0.5840) loss_ddf_aux_0: 0.0572 (0.0536) loss_ddf_aux_1: 0.0078 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2448 (0.2515) loss_ddf_dn_1: 0.0315 (0.0328) loss_ddf_dn_2: 0.0062 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6688 (0.6584) loss_vfl_aux_0: 0.7424 (0.7296) loss_vfl_aux_1: 0.7152 (0.7066) loss_vfl_aux_2: 0.6929 (0.6887) loss_vfl_aux_3: 0.6807 (0.6694) loss_vfl_aux_4: 0.6709 (0.6601) loss_vfl_dn_0: 0.4930 (0.4873) loss_vfl_dn_1: 0.4189 (0.4208) loss_vfl_dn_2: 0.4034 (0.4049) loss_vfl_dn_3: 0.3901 (0.3966) loss_vfl_dn_4: 0.3891 (0.3936) loss_vfl_dn_5: 0.3871 (0.3932) loss_vfl_dn_pre: 0.4951 (0.4877) loss_vfl_enc_0: 0.7563 (0.7312) loss_vfl_pre: 0.7472 (0.7318) time: 0.7607 data: 0.0385 max mem: 9084 Epoch: [40] [2100/3696] eta: 0:21:42 lr: 0.000013 loss: 31.8025 (31.4249) loss_bbox: 0.1728 (0.1727) loss_bbox_aux_0: 0.1880 (0.1855) loss_bbox_aux_1: 0.1754 (0.1754) loss_bbox_aux_2: 0.1730 (0.1733) loss_bbox_aux_3: 0.1731 (0.1728) loss_bbox_aux_4: 0.1729 (0.1727) loss_bbox_dn_0: 0.2395 (0.2397) loss_bbox_dn_1: 0.1822 (0.1773) loss_bbox_dn_2: 0.1712 (0.1668) loss_bbox_dn_3: 0.1690 (0.1636) loss_bbox_dn_4: 0.1700 (0.1629) loss_bbox_dn_5: 0.1702 (0.1629) loss_bbox_dn_pre: 0.2568 (0.2454) loss_bbox_enc_0: 0.2234 (0.2205) loss_bbox_pre: 0.1893 (0.1858) loss_dfl: 0.9543 (0.9615) loss_fgl_aux_0: 0.9925 (0.9940) loss_fgl_aux_1: 0.9544 (0.9640) loss_fgl_aux_2: 0.9531 (0.9617) loss_fgl_aux_3: 0.9547 (0.9615) loss_fgl_aux_4: 0.9543 (0.9615) loss_fgl_dn_0: 1.0862 (1.0878) loss_fgl_dn_1: 0.9886 (0.9844) loss_fgl_dn_2: 0.9811 (0.9755) loss_fgl_dn_3: 0.9818 (0.9762) loss_fgl_dn_4: 0.9826 (0.9767) loss_fgl_dn_5: 0.9826 (0.9767) loss_giou: 0.5555 (0.5596) loss_giou_aux_0: 0.5779 (0.5852) loss_giou_aux_1: 0.5599 (0.5651) loss_giou_aux_2: 0.5548 (0.5605) loss_giou_aux_3: 0.5555 (0.5597) loss_giou_aux_4: 0.5556 (0.5596) loss_giou_dn_0: 0.5785 (0.5659) loss_giou_dn_1: 0.4696 (0.4544) loss_giou_dn_2: 0.4570 (0.4374) loss_giou_dn_3: 0.4537 (0.4327) loss_giou_dn_4: 0.4536 (0.4317) loss_giou_dn_5: 0.4535 (0.4317) loss_giou_dn_pre: 0.5781 (0.5652) loss_giou_enc_0: 0.6372 (0.6599) loss_giou_pre: 0.5763 (0.5837) loss_ddf_aux_0: 0.0509 (0.0536) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2390 (0.2514) loss_ddf_dn_1: 0.0316 (0.0328) loss_ddf_dn_2: 0.0069 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6577 (0.6585) loss_vfl_aux_0: 0.7277 (0.7296) loss_vfl_aux_1: 0.6954 (0.7063) loss_vfl_aux_2: 0.6826 (0.6884) loss_vfl_aux_3: 0.6675 (0.6693) loss_vfl_aux_4: 0.6631 (0.6601) loss_vfl_dn_0: 0.4834 (0.4873) loss_vfl_dn_1: 0.4184 (0.4208) loss_vfl_dn_2: 0.4040 (0.4049) loss_vfl_dn_3: 0.3966 (0.3966) loss_vfl_dn_4: 0.3924 (0.3936) loss_vfl_dn_5: 0.3926 (0.3932) loss_vfl_dn_pre: 0.4834 (0.4877) loss_vfl_enc_0: 0.7362 (0.7313) loss_vfl_pre: 0.7317 (0.7317) time: 0.7682 data: 0.0309 max mem: 9084 Epoch: [40] [2200/3696] eta: 0:20:18 lr: 0.000013 loss: 31.6361 (31.4167) loss_bbox: 0.1623 (0.1728) loss_bbox_aux_0: 0.1769 (0.1856) loss_bbox_aux_1: 0.1694 (0.1754) loss_bbox_aux_2: 0.1653 (0.1733) loss_bbox_aux_3: 0.1626 (0.1729) loss_bbox_aux_4: 0.1623 (0.1728) loss_bbox_dn_0: 0.2144 (0.2394) loss_bbox_dn_1: 0.1559 (0.1771) loss_bbox_dn_2: 0.1494 (0.1667) loss_bbox_dn_3: 0.1484 (0.1635) loss_bbox_dn_4: 0.1482 (0.1628) loss_bbox_dn_5: 0.1482 (0.1628) loss_bbox_dn_pre: 0.2205 (0.2451) loss_bbox_enc_0: 0.2113 (0.2205) loss_bbox_pre: 0.1770 (0.1858) loss_dfl: 0.9567 (0.9614) loss_fgl_aux_0: 0.9958 (0.9938) loss_fgl_aux_1: 0.9599 (0.9639) loss_fgl_aux_2: 0.9573 (0.9616) loss_fgl_aux_3: 0.9564 (0.9614) loss_fgl_aux_4: 0.9568 (0.9614) loss_fgl_dn_0: 1.0950 (1.0877) loss_fgl_dn_1: 0.9998 (0.9843) loss_fgl_dn_2: 0.9923 (0.9754) loss_fgl_dn_3: 0.9922 (0.9762) loss_fgl_dn_4: 0.9925 (0.9766) loss_fgl_dn_5: 0.9925 (0.9766) loss_giou: 0.5948 (0.5594) loss_giou_aux_0: 0.6177 (0.5850) loss_giou_aux_1: 0.6005 (0.5649) loss_giou_aux_2: 0.5949 (0.5603) loss_giou_aux_3: 0.5947 (0.5595) loss_giou_aux_4: 0.5947 (0.5594) loss_giou_dn_0: 0.5770 (0.5653) loss_giou_dn_1: 0.4659 (0.4540) loss_giou_dn_2: 0.4545 (0.4370) loss_giou_dn_3: 0.4469 (0.4323) loss_giou_dn_4: 0.4464 (0.4313) loss_giou_dn_5: 0.4463 (0.4313) loss_giou_dn_pre: 0.5765 (0.5647) loss_giou_enc_0: 0.6994 (0.6596) loss_giou_pre: 0.6164 (0.5834) loss_ddf_aux_0: 0.0487 (0.0534) loss_ddf_aux_1: 0.0062 (0.0073) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2395 (0.2511) loss_ddf_dn_1: 0.0307 (0.0327) loss_ddf_dn_2: 0.0066 (0.0069) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6516 (0.6585) loss_vfl_aux_0: 0.7096 (0.7296) loss_vfl_aux_1: 0.6757 (0.7063) loss_vfl_aux_2: 0.6641 (0.6882) loss_vfl_aux_3: 0.6467 (0.6692) loss_vfl_aux_4: 0.6502 (0.6602) loss_vfl_dn_0: 0.4860 (0.4872) loss_vfl_dn_1: 0.4217 (0.4207) loss_vfl_dn_2: 0.4082 (0.4048) loss_vfl_dn_3: 0.4002 (0.3965) loss_vfl_dn_4: 0.3994 (0.3935) loss_vfl_dn_5: 0.3990 (0.3931) loss_vfl_dn_pre: 0.4865 (0.4876) loss_vfl_enc_0: 0.7052 (0.7314) loss_vfl_pre: 0.7048 (0.7317) time: 0.7951 data: 0.0325 max mem: 9084 Epoch: [40] [2300/3696] eta: 0:18:52 lr: 0.000013 loss: 30.7342 (31.4121) loss_bbox: 0.1626 (0.1727) loss_bbox_aux_0: 0.1727 (0.1855) loss_bbox_aux_1: 0.1643 (0.1754) loss_bbox_aux_2: 0.1633 (0.1733) loss_bbox_aux_3: 0.1630 (0.1728) loss_bbox_aux_4: 0.1626 (0.1727) loss_bbox_dn_0: 0.2365 (0.2396) loss_bbox_dn_1: 0.1658 (0.1772) loss_bbox_dn_2: 0.1555 (0.1668) loss_bbox_dn_3: 0.1540 (0.1635) loss_bbox_dn_4: 0.1538 (0.1629) loss_bbox_dn_5: 0.1539 (0.1629) loss_bbox_dn_pre: 0.2403 (0.2453) loss_bbox_enc_0: 0.2051 (0.2205) loss_bbox_pre: 0.1721 (0.1857) loss_dfl: 0.9626 (0.9612) loss_fgl_aux_0: 0.9959 (0.9937) loss_fgl_aux_1: 0.9632 (0.9637) loss_fgl_aux_2: 0.9608 (0.9614) loss_fgl_aux_3: 0.9620 (0.9612) loss_fgl_aux_4: 0.9625 (0.9612) loss_fgl_dn_0: 1.0907 (1.0877) loss_fgl_dn_1: 0.9792 (0.9842) loss_fgl_dn_2: 0.9664 (0.9753) loss_fgl_dn_3: 0.9658 (0.9760) loss_fgl_dn_4: 0.9662 (0.9765) loss_fgl_dn_5: 0.9662 (0.9765) loss_giou: 0.5304 (0.5591) loss_giou_aux_0: 0.5613 (0.5847) loss_giou_aux_1: 0.5428 (0.5646) loss_giou_aux_2: 0.5334 (0.5600) loss_giou_aux_3: 0.5299 (0.5593) loss_giou_aux_4: 0.5303 (0.5591) loss_giou_dn_0: 0.5565 (0.5653) loss_giou_dn_1: 0.4482 (0.4539) loss_giou_dn_2: 0.4318 (0.4368) loss_giou_dn_3: 0.4271 (0.4322) loss_giou_dn_4: 0.4255 (0.4312) loss_giou_dn_5: 0.4255 (0.4312) loss_giou_dn_pre: 0.5557 (0.5646) loss_giou_enc_0: 0.6400 (0.6594) loss_giou_pre: 0.5625 (0.5831) loss_ddf_aux_0: 0.0487 (0.0534) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2534 (0.2512) loss_ddf_dn_1: 0.0330 (0.0328) loss_ddf_dn_2: 0.0071 (0.0070) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6443 (0.6585) loss_vfl_aux_0: 0.7280 (0.7294) loss_vfl_aux_1: 0.6879 (0.7062) loss_vfl_aux_2: 0.6737 (0.6881) loss_vfl_aux_3: 0.6558 (0.6693) loss_vfl_aux_4: 0.6424 (0.6601) loss_vfl_dn_0: 0.4831 (0.4872) loss_vfl_dn_1: 0.4127 (0.4206) loss_vfl_dn_2: 0.3985 (0.4047) loss_vfl_dn_3: 0.3897 (0.3964) loss_vfl_dn_4: 0.3886 (0.3935) loss_vfl_dn_5: 0.3888 (0.3930) loss_vfl_dn_pre: 0.4844 (0.4876) loss_vfl_enc_0: 0.7281 (0.7314) loss_vfl_pre: 0.7302 (0.7316) time: 0.7628 data: 0.0258 max mem: 9084 Epoch: [40] [2400/3696] eta: 0:17:27 lr: 0.000013 loss: 31.4980 (31.4117) loss_bbox: 0.1613 (0.1727) loss_bbox_aux_0: 0.1702 (0.1854) loss_bbox_aux_1: 0.1629 (0.1754) loss_bbox_aux_2: 0.1609 (0.1732) loss_bbox_aux_3: 0.1611 (0.1728) loss_bbox_aux_4: 0.1612 (0.1727) loss_bbox_dn_0: 0.2190 (0.2395) loss_bbox_dn_1: 0.1637 (0.1771) loss_bbox_dn_2: 0.1518 (0.1667) loss_bbox_dn_3: 0.1533 (0.1635) loss_bbox_dn_4: 0.1528 (0.1628) loss_bbox_dn_5: 0.1528 (0.1628) loss_bbox_dn_pre: 0.2240 (0.2452) loss_bbox_enc_0: 0.1990 (0.2204) loss_bbox_pre: 0.1694 (0.1857) loss_dfl: 0.9858 (0.9612) loss_fgl_aux_0: 1.0139 (0.9937) loss_fgl_aux_1: 0.9858 (0.9637) loss_fgl_aux_2: 0.9842 (0.9614) loss_fgl_aux_3: 0.9846 (0.9613) loss_fgl_aux_4: 0.9858 (0.9612) loss_fgl_dn_0: 1.0877 (1.0876) loss_fgl_dn_1: 0.9827 (0.9842) loss_fgl_dn_2: 0.9742 (0.9752) loss_fgl_dn_3: 0.9750 (0.9760) loss_fgl_dn_4: 0.9754 (0.9765) loss_fgl_dn_5: 0.9753 (0.9765) loss_giou: 0.5004 (0.5591) loss_giou_aux_0: 0.5314 (0.5846) loss_giou_aux_1: 0.5093 (0.5646) loss_giou_aux_2: 0.5008 (0.5600) loss_giou_aux_3: 0.5001 (0.5593) loss_giou_aux_4: 0.5006 (0.5592) loss_giou_dn_0: 0.5453 (0.5653) loss_giou_dn_1: 0.4433 (0.4540) loss_giou_dn_2: 0.4254 (0.4369) loss_giou_dn_3: 0.4215 (0.4322) loss_giou_dn_4: 0.4194 (0.4312) loss_giou_dn_5: 0.4193 (0.4312) loss_giou_dn_pre: 0.5454 (0.5646) loss_giou_enc_0: 0.6119 (0.6592) loss_giou_pre: 0.5266 (0.5831) loss_ddf_aux_0: 0.0507 (0.0532) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2532 (0.2513) loss_ddf_dn_1: 0.0345 (0.0329) loss_ddf_dn_2: 0.0077 (0.0070) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6508 (0.6586) loss_vfl_aux_0: 0.7010 (0.7295) loss_vfl_aux_1: 0.7090 (0.7063) loss_vfl_aux_2: 0.6744 (0.6882) loss_vfl_aux_3: 0.6611 (0.6695) loss_vfl_aux_4: 0.6462 (0.6602) loss_vfl_dn_0: 0.4834 (0.4872) loss_vfl_dn_1: 0.4206 (0.4205) loss_vfl_dn_2: 0.4019 (0.4047) loss_vfl_dn_3: 0.3931 (0.3964) loss_vfl_dn_4: 0.3901 (0.3934) loss_vfl_dn_5: 0.3892 (0.3930) loss_vfl_dn_pre: 0.4843 (0.4876) loss_vfl_enc_0: 0.7248 (0.7316) loss_vfl_pre: 0.7077 (0.7317) time: 0.7623 data: 0.0348 max mem: 9084 Epoch: [40] [2500/3696] eta: 0:16:31 lr: 0.000013 loss: 31.6384 (31.4182) loss_bbox: 0.1730 (0.1727) loss_bbox_aux_0: 0.1811 (0.1854) loss_bbox_aux_1: 0.1776 (0.1754) loss_bbox_aux_2: 0.1737 (0.1732) loss_bbox_aux_3: 0.1726 (0.1728) loss_bbox_aux_4: 0.1729 (0.1727) loss_bbox_dn_0: 0.2259 (0.2393) loss_bbox_dn_1: 0.1650 (0.1770) loss_bbox_dn_2: 0.1568 (0.1666) loss_bbox_dn_3: 0.1548 (0.1634) loss_bbox_dn_4: 0.1545 (0.1627) loss_bbox_dn_5: 0.1545 (0.1627) loss_bbox_dn_pre: 0.2255 (0.2450) loss_bbox_enc_0: 0.2165 (0.2203) loss_bbox_pre: 0.1802 (0.1856) loss_dfl: 0.9534 (0.9612) loss_fgl_aux_0: 0.9895 (0.9936) loss_fgl_aux_1: 0.9563 (0.9637) loss_fgl_aux_2: 0.9523 (0.9614) loss_fgl_aux_3: 0.9530 (0.9613) loss_fgl_aux_4: 0.9533 (0.9612) loss_fgl_dn_0: 1.0855 (1.0876) loss_fgl_dn_1: 0.9897 (0.9843) loss_fgl_dn_2: 0.9783 (0.9753) loss_fgl_dn_3: 0.9772 (0.9761) loss_fgl_dn_4: 0.9770 (0.9766) loss_fgl_dn_5: 0.9769 (0.9766) loss_giou: 0.5963 (0.5598) loss_giou_aux_0: 0.6133 (0.5853) loss_giou_aux_1: 0.5968 (0.5653) loss_giou_aux_2: 0.5955 (0.5607) loss_giou_aux_3: 0.5959 (0.5600) loss_giou_aux_4: 0.5965 (0.5598) loss_giou_dn_0: 0.5692 (0.5658) loss_giou_dn_1: 0.4465 (0.4544) loss_giou_dn_2: 0.4337 (0.4373) loss_giou_dn_3: 0.4262 (0.4326) loss_giou_dn_4: 0.4254 (0.4317) loss_giou_dn_5: 0.4253 (0.4317) loss_giou_dn_pre: 0.5647 (0.5651) loss_giou_enc_0: 0.6798 (0.6599) loss_giou_pre: 0.6130 (0.5837) loss_ddf_aux_0: 0.0500 (0.0531) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2594 (0.2515) loss_ddf_dn_1: 0.0336 (0.0329) loss_ddf_dn_2: 0.0073 (0.0070) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6630 (0.6584) loss_vfl_aux_0: 0.7214 (0.7292) loss_vfl_aux_1: 0.7008 (0.7062) loss_vfl_aux_2: 0.6923 (0.6880) loss_vfl_aux_3: 0.6666 (0.6692) loss_vfl_aux_4: 0.6623 (0.6601) loss_vfl_dn_0: 0.4841 (0.4871) loss_vfl_dn_1: 0.4187 (0.4206) loss_vfl_dn_2: 0.4053 (0.4047) loss_vfl_dn_3: 0.3976 (0.3964) loss_vfl_dn_4: 0.3944 (0.3935) loss_vfl_dn_5: 0.3925 (0.3930) loss_vfl_dn_pre: 0.4842 (0.4875) loss_vfl_enc_0: 0.7286 (0.7315) loss_vfl_pre: 0.7274 (0.7314) time: 0.7204 data: 0.0212 max mem: 9084 Epoch: [40] [2600/3696] eta: 0:15:15 lr: 0.000013 loss: 31.4861 (31.4159) loss_bbox: 0.1723 (0.1727) loss_bbox_aux_0: 0.1881 (0.1854) loss_bbox_aux_1: 0.1744 (0.1754) loss_bbox_aux_2: 0.1731 (0.1732) loss_bbox_aux_3: 0.1724 (0.1727) loss_bbox_aux_4: 0.1723 (0.1727) loss_bbox_dn_0: 0.2478 (0.2394) loss_bbox_dn_1: 0.1837 (0.1771) loss_bbox_dn_2: 0.1711 (0.1666) loss_bbox_dn_3: 0.1643 (0.1634) loss_bbox_dn_4: 0.1627 (0.1628) loss_bbox_dn_5: 0.1628 (0.1628) loss_bbox_dn_pre: 0.2520 (0.2451) loss_bbox_enc_0: 0.2145 (0.2203) loss_bbox_pre: 0.1875 (0.1856) loss_dfl: 0.9591 (0.9613) loss_fgl_aux_0: 0.9979 (0.9937) loss_fgl_aux_1: 0.9649 (0.9638) loss_fgl_aux_2: 0.9596 (0.9615) loss_fgl_aux_3: 0.9591 (0.9613) loss_fgl_aux_4: 0.9592 (0.9613) loss_fgl_dn_0: 1.0831 (1.0876) loss_fgl_dn_1: 0.9837 (0.9842) loss_fgl_dn_2: 0.9752 (0.9753) loss_fgl_dn_3: 0.9753 (0.9761) loss_fgl_dn_4: 0.9759 (0.9765) loss_fgl_dn_5: 0.9758 (0.9765) loss_giou: 0.5222 (0.5595) loss_giou_aux_0: 0.5528 (0.5851) loss_giou_aux_1: 0.5251 (0.5651) loss_giou_aux_2: 0.5222 (0.5605) loss_giou_aux_3: 0.5214 (0.5597) loss_giou_aux_4: 0.5220 (0.5595) loss_giou_dn_0: 0.5632 (0.5657) loss_giou_dn_1: 0.4472 (0.4542) loss_giou_dn_2: 0.4283 (0.4371) loss_giou_dn_3: 0.4192 (0.4324) loss_giou_dn_4: 0.4186 (0.4314) loss_giou_dn_5: 0.4185 (0.4314) loss_giou_dn_pre: 0.5607 (0.5650) loss_giou_enc_0: 0.6372 (0.6597) loss_giou_pre: 0.5532 (0.5835) loss_ddf_aux_0: 0.0509 (0.0532) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2416 (0.2518) loss_ddf_dn_1: 0.0324 (0.0330) loss_ddf_dn_2: 0.0069 (0.0070) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6698 (0.6585) loss_vfl_aux_0: 0.7289 (0.7294) loss_vfl_aux_1: 0.7127 (0.7063) loss_vfl_aux_2: 0.6923 (0.6880) loss_vfl_aux_3: 0.6843 (0.6694) loss_vfl_aux_4: 0.6652 (0.6601) loss_vfl_dn_0: 0.4840 (0.4870) loss_vfl_dn_1: 0.4227 (0.4205) loss_vfl_dn_2: 0.4047 (0.4047) loss_vfl_dn_3: 0.3970 (0.3964) loss_vfl_dn_4: 0.3928 (0.3934) loss_vfl_dn_5: 0.3937 (0.3930) loss_vfl_dn_pre: 0.4838 (0.4875) loss_vfl_enc_0: 0.7363 (0.7315) loss_vfl_pre: 0.7294 (0.7316) time: 0.6908 data: 0.0224 max mem: 9084 Epoch: [40] [2700/3696] eta: 0:13:49 lr: 0.000013 loss: 31.6040 (31.4124) loss_bbox: 0.1679 (0.1725) loss_bbox_aux_0: 0.1823 (0.1852) loss_bbox_aux_1: 0.1749 (0.1752) loss_bbox_aux_2: 0.1701 (0.1731) loss_bbox_aux_3: 0.1680 (0.1726) loss_bbox_aux_4: 0.1679 (0.1725) loss_bbox_dn_0: 0.2468 (0.2395) loss_bbox_dn_1: 0.1747 (0.1771) loss_bbox_dn_2: 0.1683 (0.1667) loss_bbox_dn_3: 0.1667 (0.1635) loss_bbox_dn_4: 0.1666 (0.1628) loss_bbox_dn_5: 0.1667 (0.1628) loss_bbox_dn_pre: 0.2541 (0.2452) loss_bbox_enc_0: 0.2227 (0.2201) loss_bbox_pre: 0.1811 (0.1855) loss_dfl: 0.9726 (0.9615) loss_fgl_aux_0: 1.0084 (0.9939) loss_fgl_aux_1: 0.9750 (0.9640) loss_fgl_aux_2: 0.9745 (0.9617) loss_fgl_aux_3: 0.9728 (0.9615) loss_fgl_aux_4: 0.9725 (0.9615) loss_fgl_dn_0: 1.0916 (1.0877) loss_fgl_dn_1: 0.9846 (0.9842) loss_fgl_dn_2: 0.9749 (0.9753) loss_fgl_dn_3: 0.9753 (0.9761) loss_fgl_dn_4: 0.9755 (0.9765) loss_fgl_dn_5: 0.9755 (0.9765) loss_giou: 0.5163 (0.5592) loss_giou_aux_0: 0.5373 (0.5847) loss_giou_aux_1: 0.5207 (0.5647) loss_giou_aux_2: 0.5173 (0.5601) loss_giou_aux_3: 0.5162 (0.5593) loss_giou_aux_4: 0.5162 (0.5592) loss_giou_dn_0: 0.5455 (0.5657) loss_giou_dn_1: 0.4441 (0.4540) loss_giou_dn_2: 0.4220 (0.4370) loss_giou_dn_3: 0.4183 (0.4323) loss_giou_dn_4: 0.4183 (0.4313) loss_giou_dn_5: 0.4181 (0.4313) loss_giou_dn_pre: 0.5459 (0.5650) loss_giou_enc_0: 0.5994 (0.6592) loss_giou_pre: 0.5351 (0.5831) loss_ddf_aux_0: 0.0556 (0.0532) loss_ddf_aux_1: 0.0077 (0.0073) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2642 (0.2520) loss_ddf_dn_1: 0.0335 (0.0330) loss_ddf_dn_2: 0.0069 (0.0070) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6567 (0.6584) loss_vfl_aux_0: 0.7399 (0.7294) loss_vfl_aux_1: 0.7004 (0.7061) loss_vfl_aux_2: 0.6868 (0.6877) loss_vfl_aux_3: 0.6602 (0.6692) loss_vfl_aux_4: 0.6564 (0.6600) loss_vfl_dn_0: 0.4868 (0.4871) loss_vfl_dn_1: 0.4172 (0.4205) loss_vfl_dn_2: 0.3994 (0.4047) loss_vfl_dn_3: 0.3928 (0.3963) loss_vfl_dn_4: 0.3899 (0.3934) loss_vfl_dn_5: 0.3888 (0.3929) loss_vfl_dn_pre: 0.4866 (0.4875) loss_vfl_enc_0: 0.7364 (0.7316) loss_vfl_pre: 0.7336 (0.7316) time: 0.7606 data: 0.0306 max mem: 9084 Epoch: [40] [2800/3696] eta: 0:12:24 lr: 0.000013 loss: 31.2888 (31.4134) loss_bbox: 0.1609 (0.1725) loss_bbox_aux_0: 0.1713 (0.1852) loss_bbox_aux_1: 0.1625 (0.1752) loss_bbox_aux_2: 0.1621 (0.1730) loss_bbox_aux_3: 0.1622 (0.1726) loss_bbox_aux_4: 0.1609 (0.1725) loss_bbox_dn_0: 0.2231 (0.2394) loss_bbox_dn_1: 0.1708 (0.1770) loss_bbox_dn_2: 0.1586 (0.1665) loss_bbox_dn_3: 0.1575 (0.1633) loss_bbox_dn_4: 0.1549 (0.1627) loss_bbox_dn_5: 0.1549 (0.1627) loss_bbox_dn_pre: 0.2333 (0.2451) loss_bbox_enc_0: 0.2042 (0.2201) loss_bbox_pre: 0.1713 (0.1855) loss_dfl: 0.9644 (0.9614) loss_fgl_aux_0: 1.0010 (0.9939) loss_fgl_aux_1: 0.9688 (0.9639) loss_fgl_aux_2: 0.9661 (0.9616) loss_fgl_aux_3: 0.9637 (0.9614) loss_fgl_aux_4: 0.9643 (0.9614) loss_fgl_dn_0: 1.0912 (1.0878) loss_fgl_dn_1: 0.9862 (0.9843) loss_fgl_dn_2: 0.9777 (0.9753) loss_fgl_dn_3: 0.9772 (0.9761) loss_fgl_dn_4: 0.9772 (0.9765) loss_fgl_dn_5: 0.9772 (0.9765) loss_giou: 0.5479 (0.5595) loss_giou_aux_0: 0.5806 (0.5849) loss_giou_aux_1: 0.5547 (0.5650) loss_giou_aux_2: 0.5506 (0.5604) loss_giou_aux_3: 0.5486 (0.5596) loss_giou_aux_4: 0.5485 (0.5595) loss_giou_dn_0: 0.5791 (0.5658) loss_giou_dn_1: 0.4638 (0.4542) loss_giou_dn_2: 0.4472 (0.4371) loss_giou_dn_3: 0.4410 (0.4325) loss_giou_dn_4: 0.4393 (0.4315) loss_giou_dn_5: 0.4393 (0.4315) loss_giou_dn_pre: 0.5805 (0.5651) loss_giou_enc_0: 0.6471 (0.6594) loss_giou_pre: 0.5807 (0.5834) loss_ddf_aux_0: 0.0489 (0.0532) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2491 (0.2522) loss_ddf_dn_1: 0.0334 (0.0330) loss_ddf_dn_2: 0.0072 (0.0070) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6337 (0.6582) loss_vfl_aux_0: 0.7194 (0.7294) loss_vfl_aux_1: 0.6870 (0.7059) loss_vfl_aux_2: 0.6598 (0.6876) loss_vfl_aux_3: 0.6460 (0.6690) loss_vfl_aux_4: 0.6380 (0.6599) loss_vfl_dn_0: 0.4830 (0.4870) loss_vfl_dn_1: 0.4223 (0.4205) loss_vfl_dn_2: 0.4052 (0.4047) loss_vfl_dn_3: 0.3984 (0.3963) loss_vfl_dn_4: 0.3975 (0.3934) loss_vfl_dn_5: 0.3967 (0.3929) loss_vfl_dn_pre: 0.4836 (0.4874) loss_vfl_enc_0: 0.7212 (0.7317) loss_vfl_pre: 0.7222 (0.7316) time: 0.9070 data: 0.0249 max mem: 9084 Epoch: [40] [2900/3696] eta: 0:10:59 lr: 0.000013 loss: 31.1497 (31.4221) loss_bbox: 0.1767 (0.1727) loss_bbox_aux_0: 0.1957 (0.1855) loss_bbox_aux_1: 0.1819 (0.1754) loss_bbox_aux_2: 0.1771 (0.1733) loss_bbox_aux_3: 0.1769 (0.1728) loss_bbox_aux_4: 0.1767 (0.1728) loss_bbox_dn_0: 0.2458 (0.2396) loss_bbox_dn_1: 0.1857 (0.1772) loss_bbox_dn_2: 0.1739 (0.1667) loss_bbox_dn_3: 0.1701 (0.1635) loss_bbox_dn_4: 0.1709 (0.1629) loss_bbox_dn_5: 0.1707 (0.1629) loss_bbox_dn_pre: 0.2556 (0.2454) loss_bbox_enc_0: 0.2260 (0.2204) loss_bbox_pre: 0.1960 (0.1857) loss_dfl: 0.9659 (0.9613) loss_fgl_aux_0: 0.9952 (0.9937) loss_fgl_aux_1: 0.9713 (0.9638) loss_fgl_aux_2: 0.9668 (0.9615) loss_fgl_aux_3: 0.9663 (0.9613) loss_fgl_aux_4: 0.9659 (0.9613) loss_fgl_dn_0: 1.0889 (1.0879) loss_fgl_dn_1: 0.9711 (0.9843) loss_fgl_dn_2: 0.9660 (0.9753) loss_fgl_dn_3: 0.9664 (0.9761) loss_fgl_dn_4: 0.9672 (0.9766) loss_fgl_dn_5: 0.9672 (0.9766) loss_giou: 0.5242 (0.5599) loss_giou_aux_0: 0.5482 (0.5854) loss_giou_aux_1: 0.5305 (0.5654) loss_giou_aux_2: 0.5246 (0.5608) loss_giou_aux_3: 0.5236 (0.5600) loss_giou_aux_4: 0.5243 (0.5599) loss_giou_dn_0: 0.5673 (0.5661) loss_giou_dn_1: 0.4427 (0.4543) loss_giou_dn_2: 0.4248 (0.4372) loss_giou_dn_3: 0.4233 (0.4326) loss_giou_dn_4: 0.4224 (0.4316) loss_giou_dn_5: 0.4222 (0.4316) loss_giou_dn_pre: 0.5645 (0.5653) loss_giou_enc_0: 0.6173 (0.6598) loss_giou_pre: 0.5494 (0.5838) loss_ddf_aux_0: 0.0535 (0.0531) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2546 (0.2524) loss_ddf_dn_1: 0.0325 (0.0330) loss_ddf_dn_2: 0.0060 (0.0070) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6656 (0.6583) loss_vfl_aux_0: 0.7350 (0.7294) loss_vfl_aux_1: 0.7232 (0.7058) loss_vfl_aux_2: 0.6943 (0.6875) loss_vfl_aux_3: 0.6730 (0.6691) loss_vfl_aux_4: 0.6603 (0.6600) loss_vfl_dn_0: 0.4887 (0.4872) loss_vfl_dn_1: 0.4202 (0.4206) loss_vfl_dn_2: 0.4023 (0.4048) loss_vfl_dn_3: 0.3951 (0.3964) loss_vfl_dn_4: 0.3903 (0.3935) loss_vfl_dn_5: 0.3896 (0.3930) loss_vfl_dn_pre: 0.4890 (0.4876) loss_vfl_enc_0: 0.7441 (0.7317) loss_vfl_pre: 0.7349 (0.7316) time: 0.7584 data: 0.0320 max mem: 9084 Epoch: [40] [3000/3696] eta: 0:09:35 lr: 0.000013 loss: 31.4860 (31.4235) loss_bbox: 0.1725 (0.1727) loss_bbox_aux_0: 0.1823 (0.1854) loss_bbox_aux_1: 0.1703 (0.1754) loss_bbox_aux_2: 0.1719 (0.1732) loss_bbox_aux_3: 0.1724 (0.1728) loss_bbox_aux_4: 0.1724 (0.1727) loss_bbox_dn_0: 0.2198 (0.2395) loss_bbox_dn_1: 0.1585 (0.1771) loss_bbox_dn_2: 0.1504 (0.1667) loss_bbox_dn_3: 0.1514 (0.1635) loss_bbox_dn_4: 0.1521 (0.1628) loss_bbox_dn_5: 0.1522 (0.1628) loss_bbox_dn_pre: 0.2256 (0.2452) loss_bbox_enc_0: 0.2151 (0.2202) loss_bbox_pre: 0.1818 (0.1856) loss_dfl: 0.9593 (0.9613) loss_fgl_aux_0: 0.9959 (0.9937) loss_fgl_aux_1: 0.9629 (0.9638) loss_fgl_aux_2: 0.9588 (0.9615) loss_fgl_aux_3: 0.9600 (0.9613) loss_fgl_aux_4: 0.9593 (0.9613) loss_fgl_dn_0: 1.0877 (1.0878) loss_fgl_dn_1: 0.9867 (0.9843) loss_fgl_dn_2: 0.9763 (0.9754) loss_fgl_dn_3: 0.9790 (0.9762) loss_fgl_dn_4: 0.9793 (0.9766) loss_fgl_dn_5: 0.9792 (0.9766) loss_giou: 0.5601 (0.5601) loss_giou_aux_0: 0.5829 (0.5856) loss_giou_aux_1: 0.5645 (0.5656) loss_giou_aux_2: 0.5631 (0.5611) loss_giou_aux_3: 0.5603 (0.5603) loss_giou_aux_4: 0.5600 (0.5601) loss_giou_dn_0: 0.5754 (0.5662) loss_giou_dn_1: 0.4667 (0.4544) loss_giou_dn_2: 0.4541 (0.4373) loss_giou_dn_3: 0.4494 (0.4327) loss_giou_dn_4: 0.4486 (0.4317) loss_giou_dn_5: 0.4484 (0.4317) loss_giou_dn_pre: 0.5739 (0.5655) loss_giou_enc_0: 0.6554 (0.6600) loss_giou_pre: 0.5812 (0.5841) loss_ddf_aux_0: 0.0504 (0.0531) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2517 (0.2524) loss_ddf_dn_1: 0.0343 (0.0330) loss_ddf_dn_2: 0.0076 (0.0070) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6472 (0.6583) loss_vfl_aux_0: 0.7059 (0.7294) loss_vfl_aux_1: 0.6996 (0.7058) loss_vfl_aux_2: 0.6513 (0.6873) loss_vfl_aux_3: 0.6562 (0.6690) loss_vfl_aux_4: 0.6407 (0.6600) loss_vfl_dn_0: 0.4876 (0.4872) loss_vfl_dn_1: 0.4247 (0.4207) loss_vfl_dn_2: 0.4119 (0.4048) loss_vfl_dn_3: 0.4014 (0.3965) loss_vfl_dn_4: 0.3994 (0.3935) loss_vfl_dn_5: 0.3996 (0.3931) loss_vfl_dn_pre: 0.4888 (0.4876) loss_vfl_enc_0: 0.7065 (0.7317) loss_vfl_pre: 0.7102 (0.7316) time: 0.7512 data: 0.0292 max mem: 9084 Epoch: [40] [3100/3696] eta: 0:08:11 lr: 0.000013 loss: 32.0514 (31.4271) loss_bbox: 0.1729 (0.1727) loss_bbox_aux_0: 0.1976 (0.1853) loss_bbox_aux_1: 0.1767 (0.1753) loss_bbox_aux_2: 0.1720 (0.1732) loss_bbox_aux_3: 0.1729 (0.1727) loss_bbox_aux_4: 0.1729 (0.1727) loss_bbox_dn_0: 0.2321 (0.2395) loss_bbox_dn_1: 0.1790 (0.1771) loss_bbox_dn_2: 0.1724 (0.1666) loss_bbox_dn_3: 0.1699 (0.1634) loss_bbox_dn_4: 0.1690 (0.1628) loss_bbox_dn_5: 0.1690 (0.1628) loss_bbox_dn_pre: 0.2358 (0.2452) loss_bbox_enc_0: 0.2365 (0.2202) loss_bbox_pre: 0.1972 (0.1856) loss_dfl: 0.9580 (0.9608) loss_fgl_aux_0: 0.9875 (0.9932) loss_fgl_aux_1: 0.9617 (0.9634) loss_fgl_aux_2: 0.9602 (0.9610) loss_fgl_aux_3: 0.9584 (0.9609) loss_fgl_aux_4: 0.9581 (0.9608) loss_fgl_dn_0: 1.0875 (1.0877) loss_fgl_dn_1: 0.9877 (0.9843) loss_fgl_dn_2: 0.9783 (0.9753) loss_fgl_dn_3: 0.9794 (0.9761) loss_fgl_dn_4: 0.9794 (0.9766) loss_fgl_dn_5: 0.9795 (0.9766) loss_giou: 0.6203 (0.5609) loss_giou_aux_0: 0.6395 (0.5863) loss_giou_aux_1: 0.6254 (0.5664) loss_giou_aux_2: 0.6200 (0.5618) loss_giou_aux_3: 0.6200 (0.5610) loss_giou_aux_4: 0.6202 (0.5609) loss_giou_dn_0: 0.6039 (0.5665) loss_giou_dn_1: 0.4947 (0.4547) loss_giou_dn_2: 0.4760 (0.4376) loss_giou_dn_3: 0.4743 (0.4330) loss_giou_dn_4: 0.4739 (0.4320) loss_giou_dn_5: 0.4741 (0.4320) loss_giou_dn_pre: 0.6065 (0.5657) loss_giou_enc_0: 0.7217 (0.6608) loss_giou_pre: 0.6376 (0.5848) loss_ddf_aux_0: 0.0517 (0.0531) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2451 (0.2523) loss_ddf_dn_1: 0.0327 (0.0330) loss_ddf_dn_2: 0.0070 (0.0070) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6357 (0.6582) loss_vfl_aux_0: 0.6907 (0.7293) loss_vfl_aux_1: 0.6707 (0.7058) loss_vfl_aux_2: 0.6655 (0.6871) loss_vfl_aux_3: 0.6461 (0.6690) loss_vfl_aux_4: 0.6392 (0.6599) loss_vfl_dn_0: 0.4886 (0.4872) loss_vfl_dn_1: 0.4185 (0.4207) loss_vfl_dn_2: 0.4054 (0.4048) loss_vfl_dn_3: 0.3997 (0.3965) loss_vfl_dn_4: 0.3972 (0.3936) loss_vfl_dn_5: 0.3966 (0.3931) loss_vfl_dn_pre: 0.4899 (0.4876) loss_vfl_enc_0: 0.6985 (0.7316) loss_vfl_pre: 0.6939 (0.7315) time: 0.7493 data: 0.0331 max mem: 9084 Epoch: [40] [3200/3696] eta: 0:06:47 lr: 0.000013 loss: 31.5844 (31.4292) loss_bbox: 0.1716 (0.1726) loss_bbox_aux_0: 0.1839 (0.1853) loss_bbox_aux_1: 0.1745 (0.1753) loss_bbox_aux_2: 0.1725 (0.1731) loss_bbox_aux_3: 0.1720 (0.1727) loss_bbox_aux_4: 0.1719 (0.1726) loss_bbox_dn_0: 0.2255 (0.2395) loss_bbox_dn_1: 0.1573 (0.1771) loss_bbox_dn_2: 0.1461 (0.1666) loss_bbox_dn_3: 0.1480 (0.1634) loss_bbox_dn_4: 0.1482 (0.1628) loss_bbox_dn_5: 0.1481 (0.1628) loss_bbox_dn_pre: 0.2342 (0.2452) loss_bbox_enc_0: 0.2149 (0.2202) loss_bbox_pre: 0.1842 (0.1855) loss_dfl: 0.9470 (0.9607) loss_fgl_aux_0: 0.9901 (0.9931) loss_fgl_aux_1: 0.9535 (0.9632) loss_fgl_aux_2: 0.9471 (0.9609) loss_fgl_aux_3: 0.9472 (0.9607) loss_fgl_aux_4: 0.9470 (0.9607) loss_fgl_dn_0: 1.0862 (1.0878) loss_fgl_dn_1: 0.9873 (0.9843) loss_fgl_dn_2: 0.9801 (0.9754) loss_fgl_dn_3: 0.9794 (0.9761) loss_fgl_dn_4: 0.9800 (0.9766) loss_fgl_dn_5: 0.9800 (0.9766) loss_giou: 0.5316 (0.5611) loss_giou_aux_0: 0.5536 (0.5865) loss_giou_aux_1: 0.5313 (0.5665) loss_giou_aux_2: 0.5336 (0.5620) loss_giou_aux_3: 0.5312 (0.5612) loss_giou_aux_4: 0.5317 (0.5611) loss_giou_dn_0: 0.5579 (0.5664) loss_giou_dn_1: 0.4537 (0.4547) loss_giou_dn_2: 0.4380 (0.4376) loss_giou_dn_3: 0.4319 (0.4330) loss_giou_dn_4: 0.4294 (0.4320) loss_giou_dn_5: 0.4294 (0.4320) loss_giou_dn_pre: 0.5547 (0.5657) loss_giou_enc_0: 0.6358 (0.6610) loss_giou_pre: 0.5519 (0.5849) loss_ddf_aux_0: 0.0510 (0.0530) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2575 (0.2524) loss_ddf_dn_1: 0.0323 (0.0330) loss_ddf_dn_2: 0.0065 (0.0070) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6691 (0.6583) loss_vfl_aux_0: 0.7484 (0.7296) loss_vfl_aux_1: 0.7086 (0.7060) loss_vfl_aux_2: 0.6812 (0.6872) loss_vfl_aux_3: 0.6761 (0.6691) loss_vfl_aux_4: 0.6652 (0.6600) loss_vfl_dn_0: 0.4917 (0.4872) loss_vfl_dn_1: 0.4266 (0.4207) loss_vfl_dn_2: 0.4061 (0.4049) loss_vfl_dn_3: 0.3982 (0.3966) loss_vfl_dn_4: 0.3944 (0.3936) loss_vfl_dn_5: 0.3949 (0.3931) loss_vfl_dn_pre: 0.4931 (0.4877) loss_vfl_enc_0: 0.7306 (0.7318) loss_vfl_pre: 0.7520 (0.7318) time: 0.7589 data: 0.0295 max mem: 9084 Epoch: [40] [3300/3696] eta: 0:05:25 lr: 0.000013 loss: 31.5558 (31.4341) loss_bbox: 0.1683 (0.1727) loss_bbox_aux_0: 0.1798 (0.1854) loss_bbox_aux_1: 0.1715 (0.1753) loss_bbox_aux_2: 0.1684 (0.1732) loss_bbox_aux_3: 0.1684 (0.1727) loss_bbox_aux_4: 0.1683 (0.1727) loss_bbox_dn_0: 0.2309 (0.2395) loss_bbox_dn_1: 0.1686 (0.1771) loss_bbox_dn_2: 0.1622 (0.1667) loss_bbox_dn_3: 0.1601 (0.1635) loss_bbox_dn_4: 0.1592 (0.1629) loss_bbox_dn_5: 0.1593 (0.1628) loss_bbox_dn_pre: 0.2366 (0.2452) loss_bbox_enc_0: 0.2142 (0.2202) loss_bbox_pre: 0.1776 (0.1856) loss_dfl: 0.9582 (0.9606) loss_fgl_aux_0: 0.9834 (0.9931) loss_fgl_aux_1: 0.9597 (0.9632) loss_fgl_aux_2: 0.9573 (0.9608) loss_fgl_aux_3: 0.9581 (0.9607) loss_fgl_aux_4: 0.9581 (0.9606) loss_fgl_dn_0: 1.0833 (1.0878) loss_fgl_dn_1: 0.9847 (0.9843) loss_fgl_dn_2: 0.9766 (0.9753) loss_fgl_dn_3: 0.9776 (0.9761) loss_fgl_dn_4: 0.9776 (0.9766) loss_fgl_dn_5: 0.9775 (0.9766) loss_giou: 0.5532 (0.5613) loss_giou_aux_0: 0.5745 (0.5867) loss_giou_aux_1: 0.5550 (0.5667) loss_giou_aux_2: 0.5525 (0.5622) loss_giou_aux_3: 0.5530 (0.5614) loss_giou_aux_4: 0.5531 (0.5613) loss_giou_dn_0: 0.5759 (0.5666) loss_giou_dn_1: 0.4585 (0.4549) loss_giou_dn_2: 0.4350 (0.4378) loss_giou_dn_3: 0.4288 (0.4332) loss_giou_dn_4: 0.4287 (0.4322) loss_giou_dn_5: 0.4287 (0.4322) loss_giou_dn_pre: 0.5744 (0.5659) loss_giou_enc_0: 0.6587 (0.6612) loss_giou_pre: 0.5746 (0.5852) loss_ddf_aux_0: 0.0529 (0.0530) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2434 (0.2524) loss_ddf_dn_1: 0.0325 (0.0330) loss_ddf_dn_2: 0.0067 (0.0070) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6418 (0.6584) loss_vfl_aux_0: 0.7313 (0.7299) loss_vfl_aux_1: 0.6973 (0.7062) loss_vfl_aux_2: 0.6848 (0.6874) loss_vfl_aux_3: 0.6549 (0.6692) loss_vfl_aux_4: 0.6451 (0.6601) loss_vfl_dn_0: 0.4832 (0.4873) loss_vfl_dn_1: 0.4184 (0.4207) loss_vfl_dn_2: 0.4039 (0.4049) loss_vfl_dn_3: 0.3978 (0.3966) loss_vfl_dn_4: 0.3935 (0.3936) loss_vfl_dn_5: 0.3929 (0.3931) loss_vfl_dn_pre: 0.4827 (0.4877) loss_vfl_enc_0: 0.7079 (0.7319) loss_vfl_pre: 0.7271 (0.7322) time: 0.7456 data: 0.0251 max mem: 9084 Epoch: [40] [3400/3696] eta: 0:04:02 lr: 0.000013 loss: 31.8659 (31.4338) loss_bbox: 0.1675 (0.1727) loss_bbox_aux_0: 0.1841 (0.1854) loss_bbox_aux_1: 0.1711 (0.1754) loss_bbox_aux_2: 0.1692 (0.1733) loss_bbox_aux_3: 0.1678 (0.1728) loss_bbox_aux_4: 0.1676 (0.1727) loss_bbox_dn_0: 0.2434 (0.2396) loss_bbox_dn_1: 0.1834 (0.1772) loss_bbox_dn_2: 0.1731 (0.1668) loss_bbox_dn_3: 0.1679 (0.1636) loss_bbox_dn_4: 0.1663 (0.1629) loss_bbox_dn_5: 0.1663 (0.1629) loss_bbox_dn_pre: 0.2496 (0.2453) loss_bbox_enc_0: 0.2268 (0.2203) loss_bbox_pre: 0.1839 (0.1856) loss_dfl: 0.9716 (0.9607) loss_fgl_aux_0: 1.0034 (0.9931) loss_fgl_aux_1: 0.9746 (0.9632) loss_fgl_aux_2: 0.9725 (0.9609) loss_fgl_aux_3: 0.9722 (0.9607) loss_fgl_aux_4: 0.9718 (0.9607) loss_fgl_dn_0: 1.0876 (1.0878) loss_fgl_dn_1: 0.9871 (0.9842) loss_fgl_dn_2: 0.9827 (0.9753) loss_fgl_dn_3: 0.9839 (0.9761) loss_fgl_dn_4: 0.9842 (0.9765) loss_fgl_dn_5: 0.9842 (0.9765) loss_giou: 0.5629 (0.5610) loss_giou_aux_0: 0.5840 (0.5865) loss_giou_aux_1: 0.5647 (0.5665) loss_giou_aux_2: 0.5652 (0.5619) loss_giou_aux_3: 0.5626 (0.5611) loss_giou_aux_4: 0.5628 (0.5610) loss_giou_dn_0: 0.5622 (0.5665) loss_giou_dn_1: 0.4574 (0.4548) loss_giou_dn_2: 0.4413 (0.4377) loss_giou_dn_3: 0.4391 (0.4331) loss_giou_dn_4: 0.4382 (0.4321) loss_giou_dn_5: 0.4382 (0.4321) loss_giou_dn_pre: 0.5565 (0.5658) loss_giou_enc_0: 0.6436 (0.6609) loss_giou_pre: 0.5828 (0.5849) loss_ddf_aux_0: 0.0502 (0.0530) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2462 (0.2524) loss_ddf_dn_1: 0.0317 (0.0330) loss_ddf_dn_2: 0.0067 (0.0070) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6532 (0.6585) loss_vfl_aux_0: 0.7335 (0.7302) loss_vfl_aux_1: 0.7107 (0.7063) loss_vfl_aux_2: 0.6778 (0.6875) loss_vfl_aux_3: 0.6730 (0.6691) loss_vfl_aux_4: 0.6582 (0.6601) loss_vfl_dn_0: 0.4913 (0.4874) loss_vfl_dn_1: 0.4217 (0.4208) loss_vfl_dn_2: 0.4089 (0.4049) loss_vfl_dn_3: 0.4000 (0.3966) loss_vfl_dn_4: 0.3956 (0.3937) loss_vfl_dn_5: 0.3951 (0.3932) loss_vfl_dn_pre: 0.4913 (0.4878) loss_vfl_enc_0: 0.7394 (0.7321) loss_vfl_pre: 0.7344 (0.7324) time: 0.7601 data: 0.0251 max mem: 9084 Epoch: [40] [3500/3696] eta: 0:02:40 lr: 0.000013 loss: 31.4924 (31.4314) loss_bbox: 0.1803 (0.1728) loss_bbox_aux_0: 0.1903 (0.1854) loss_bbox_aux_1: 0.1831 (0.1754) loss_bbox_aux_2: 0.1812 (0.1733) loss_bbox_aux_3: 0.1809 (0.1729) loss_bbox_aux_4: 0.1802 (0.1728) loss_bbox_dn_0: 0.2528 (0.2398) loss_bbox_dn_1: 0.1830 (0.1773) loss_bbox_dn_2: 0.1711 (0.1669) loss_bbox_dn_3: 0.1696 (0.1637) loss_bbox_dn_4: 0.1691 (0.1630) loss_bbox_dn_5: 0.1691 (0.1630) loss_bbox_dn_pre: 0.2608 (0.2455) loss_bbox_enc_0: 0.2297 (0.2203) loss_bbox_pre: 0.1915 (0.1857) loss_dfl: 0.9734 (0.9606) loss_fgl_aux_0: 1.0064 (0.9931) loss_fgl_aux_1: 0.9779 (0.9631) loss_fgl_aux_2: 0.9753 (0.9608) loss_fgl_aux_3: 0.9734 (0.9606) loss_fgl_aux_4: 0.9735 (0.9606) loss_fgl_dn_0: 1.0874 (1.0878) loss_fgl_dn_1: 0.9955 (0.9842) loss_fgl_dn_2: 0.9837 (0.9753) loss_fgl_dn_3: 0.9848 (0.9761) loss_fgl_dn_4: 0.9855 (0.9765) loss_fgl_dn_5: 0.9854 (0.9765) loss_giou: 0.5328 (0.5610) loss_giou_aux_0: 0.5536 (0.5864) loss_giou_aux_1: 0.5432 (0.5664) loss_giou_aux_2: 0.5333 (0.5619) loss_giou_aux_3: 0.5330 (0.5611) loss_giou_aux_4: 0.5329 (0.5610) loss_giou_dn_0: 0.5592 (0.5664) loss_giou_dn_1: 0.4437 (0.4547) loss_giou_dn_2: 0.4223 (0.4376) loss_giou_dn_3: 0.4170 (0.4330) loss_giou_dn_4: 0.4154 (0.4320) loss_giou_dn_5: 0.4153 (0.4320) loss_giou_dn_pre: 0.5597 (0.5657) loss_giou_enc_0: 0.6409 (0.6608) loss_giou_pre: 0.5519 (0.5848) loss_ddf_aux_0: 0.0507 (0.0529) loss_ddf_aux_1: 0.0078 (0.0073) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2417 (0.2526) loss_ddf_dn_1: 0.0340 (0.0330) loss_ddf_dn_2: 0.0082 (0.0070) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6431 (0.6583) loss_vfl_aux_0: 0.7150 (0.7300) loss_vfl_aux_1: 0.6932 (0.7059) loss_vfl_aux_2: 0.6714 (0.6872) loss_vfl_aux_3: 0.6539 (0.6689) loss_vfl_aux_4: 0.6443 (0.6599) loss_vfl_dn_0: 0.4851 (0.4873) loss_vfl_dn_1: 0.4204 (0.4207) loss_vfl_dn_2: 0.4075 (0.4049) loss_vfl_dn_3: 0.3967 (0.3966) loss_vfl_dn_4: 0.3961 (0.3936) loss_vfl_dn_5: 0.3973 (0.3931) loss_vfl_dn_pre: 0.4858 (0.4877) loss_vfl_enc_0: 0.7202 (0.7321) loss_vfl_pre: 0.7245 (0.7323) time: 0.7571 data: 0.0302 max mem: 9084 Epoch: [40] [3600/3696] eta: 0:01:18 lr: 0.000013 loss: 30.9684 (31.4348) loss_bbox: 0.1613 (0.1728) loss_bbox_aux_0: 0.1739 (0.1855) loss_bbox_aux_1: 0.1661 (0.1755) loss_bbox_aux_2: 0.1634 (0.1733) loss_bbox_aux_3: 0.1616 (0.1729) loss_bbox_aux_4: 0.1614 (0.1728) loss_bbox_dn_0: 0.2301 (0.2397) loss_bbox_dn_1: 0.1713 (0.1773) loss_bbox_dn_2: 0.1632 (0.1669) loss_bbox_dn_3: 0.1623 (0.1636) loss_bbox_dn_4: 0.1620 (0.1630) loss_bbox_dn_5: 0.1620 (0.1630) loss_bbox_dn_pre: 0.2330 (0.2454) loss_bbox_enc_0: 0.2051 (0.2203) loss_bbox_pre: 0.1772 (0.1857) loss_dfl: 0.9636 (0.9606) loss_fgl_aux_0: 0.9907 (0.9931) loss_fgl_aux_1: 0.9653 (0.9632) loss_fgl_aux_2: 0.9648 (0.9608) loss_fgl_aux_3: 0.9638 (0.9607) loss_fgl_aux_4: 0.9636 (0.9606) loss_fgl_dn_0: 1.0935 (1.0879) loss_fgl_dn_1: 0.9874 (0.9843) loss_fgl_dn_2: 0.9799 (0.9754) loss_fgl_dn_3: 0.9810 (0.9762) loss_fgl_dn_4: 0.9817 (0.9766) loss_fgl_dn_5: 0.9817 (0.9766) loss_giou: 0.5368 (0.5611) loss_giou_aux_0: 0.5646 (0.5865) loss_giou_aux_1: 0.5476 (0.5666) loss_giou_aux_2: 0.5388 (0.5620) loss_giou_aux_3: 0.5366 (0.5612) loss_giou_aux_4: 0.5369 (0.5611) loss_giou_dn_0: 0.5391 (0.5665) loss_giou_dn_1: 0.4381 (0.4548) loss_giou_dn_2: 0.4211 (0.4377) loss_giou_dn_3: 0.4156 (0.4331) loss_giou_dn_4: 0.4144 (0.4321) loss_giou_dn_5: 0.4142 (0.4321) loss_giou_dn_pre: 0.5389 (0.5658) loss_giou_enc_0: 0.6383 (0.6608) loss_giou_pre: 0.5628 (0.5849) loss_ddf_aux_0: 0.0510 (0.0528) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2491 (0.2524) loss_ddf_dn_1: 0.0323 (0.0330) loss_ddf_dn_2: 0.0073 (0.0070) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6498 (0.6584) loss_vfl_aux_0: 0.7037 (0.7301) loss_vfl_aux_1: 0.6898 (0.7060) loss_vfl_aux_2: 0.6695 (0.6873) loss_vfl_aux_3: 0.6554 (0.6690) loss_vfl_aux_4: 0.6492 (0.6601) loss_vfl_dn_0: 0.4869 (0.4874) loss_vfl_dn_1: 0.4162 (0.4208) loss_vfl_dn_2: 0.4017 (0.4049) loss_vfl_dn_3: 0.3937 (0.3966) loss_vfl_dn_4: 0.3908 (0.3936) loss_vfl_dn_5: 0.3899 (0.3932) loss_vfl_dn_pre: 0.4880 (0.4878) loss_vfl_enc_0: 0.7061 (0.7322) loss_vfl_pre: 0.7086 (0.7324) time: 0.7827 data: 0.0279 max mem: 9084 Epoch: [40] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 30.8273 (31.4274) loss_bbox: 0.1813 (0.1730) loss_bbox_aux_0: 0.1918 (0.1856) loss_bbox_aux_1: 0.1826 (0.1757) loss_bbox_aux_2: 0.1821 (0.1735) loss_bbox_aux_3: 0.1815 (0.1731) loss_bbox_aux_4: 0.1813 (0.1730) loss_bbox_dn_0: 0.2400 (0.2398) loss_bbox_dn_1: 0.1835 (0.1774) loss_bbox_dn_2: 0.1696 (0.1670) loss_bbox_dn_3: 0.1631 (0.1638) loss_bbox_dn_4: 0.1618 (0.1631) loss_bbox_dn_5: 0.1620 (0.1631) loss_bbox_dn_pre: 0.2481 (0.2455) loss_bbox_enc_0: 0.2236 (0.2205) loss_bbox_pre: 0.1923 (0.1859) loss_dfl: 0.9499 (0.9607) loss_fgl_aux_0: 0.9891 (0.9932) loss_fgl_aux_1: 0.9540 (0.9632) loss_fgl_aux_2: 0.9499 (0.9609) loss_fgl_aux_3: 0.9504 (0.9607) loss_fgl_aux_4: 0.9498 (0.9607) loss_fgl_dn_0: 1.0794 (1.0878) loss_fgl_dn_1: 0.9709 (0.9841) loss_fgl_dn_2: 0.9640 (0.9752) loss_fgl_dn_3: 0.9649 (0.9760) loss_fgl_dn_4: 0.9655 (0.9765) loss_fgl_dn_5: 0.9655 (0.9765) loss_giou: 0.5265 (0.5605) loss_giou_aux_0: 0.5362 (0.5858) loss_giou_aux_1: 0.5283 (0.5660) loss_giou_aux_2: 0.5260 (0.5614) loss_giou_aux_3: 0.5267 (0.5607) loss_giou_aux_4: 0.5266 (0.5605) loss_giou_dn_0: 0.5248 (0.5660) loss_giou_dn_1: 0.4097 (0.4544) loss_giou_dn_2: 0.3932 (0.4373) loss_giou_dn_3: 0.3911 (0.4327) loss_giou_dn_4: 0.3908 (0.4317) loss_giou_dn_5: 0.3907 (0.4317) loss_giou_dn_pre: 0.5200 (0.5653) loss_giou_enc_0: 0.6129 (0.6602) loss_giou_pre: 0.5350 (0.5843) loss_ddf_aux_0: 0.0472 (0.0528) loss_ddf_aux_1: 0.0064 (0.0073) loss_ddf_aux_2: 0.0011 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2449 (0.2522) loss_ddf_dn_1: 0.0295 (0.0329) loss_ddf_dn_2: 0.0062 (0.0070) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6411 (0.6584) loss_vfl_aux_0: 0.7443 (0.7301) loss_vfl_aux_1: 0.7040 (0.7059) loss_vfl_aux_2: 0.6722 (0.6872) loss_vfl_aux_3: 0.6624 (0.6689) loss_vfl_aux_4: 0.6461 (0.6600) loss_vfl_dn_0: 0.4809 (0.4873) loss_vfl_dn_1: 0.4106 (0.4207) loss_vfl_dn_2: 0.3955 (0.4049) loss_vfl_dn_3: 0.3901 (0.3966) loss_vfl_dn_4: 0.3842 (0.3936) loss_vfl_dn_5: 0.3829 (0.3931) loss_vfl_dn_pre: 0.4808 (0.4878) loss_vfl_enc_0: 0.7373 (0.7321) loss_vfl_pre: 0.7467 (0.7323) time: 0.7287 data: 0.0256 max mem: 9084 Epoch: [40] Total time: 0:50:09 (0.8142 s / it) Averaged stats: lr: 0.000013 loss: 30.8273 (31.4274) loss_bbox: 0.1813 (0.1730) loss_bbox_aux_0: 0.1918 (0.1856) loss_bbox_aux_1: 0.1826 (0.1757) loss_bbox_aux_2: 0.1821 (0.1735) loss_bbox_aux_3: 0.1815 (0.1731) loss_bbox_aux_4: 0.1813 (0.1730) loss_bbox_dn_0: 0.2400 (0.2398) loss_bbox_dn_1: 0.1835 (0.1774) loss_bbox_dn_2: 0.1696 (0.1670) loss_bbox_dn_3: 0.1631 (0.1638) loss_bbox_dn_4: 0.1618 (0.1631) loss_bbox_dn_5: 0.1620 (0.1631) loss_bbox_dn_pre: 0.2481 (0.2455) loss_bbox_enc_0: 0.2236 (0.2205) loss_bbox_pre: 0.1923 (0.1859) loss_dfl: 0.9499 (0.9607) loss_fgl_aux_0: 0.9891 (0.9932) loss_fgl_aux_1: 0.9540 (0.9632) loss_fgl_aux_2: 0.9499 (0.9609) loss_fgl_aux_3: 0.9504 (0.9607) loss_fgl_aux_4: 0.9498 (0.9607) loss_fgl_dn_0: 1.0794 (1.0878) loss_fgl_dn_1: 0.9709 (0.9841) loss_fgl_dn_2: 0.9640 (0.9752) loss_fgl_dn_3: 0.9649 (0.9760) loss_fgl_dn_4: 0.9655 (0.9765) loss_fgl_dn_5: 0.9655 (0.9765) loss_giou: 0.5265 (0.5605) loss_giou_aux_0: 0.5362 (0.5858) loss_giou_aux_1: 0.5283 (0.5660) loss_giou_aux_2: 0.5260 (0.5614) loss_giou_aux_3: 0.5267 (0.5607) loss_giou_aux_4: 0.5266 (0.5605) loss_giou_dn_0: 0.5248 (0.5660) loss_giou_dn_1: 0.4097 (0.4544) loss_giou_dn_2: 0.3932 (0.4373) loss_giou_dn_3: 0.3911 (0.4327) loss_giou_dn_4: 0.3908 (0.4317) loss_giou_dn_5: 0.3907 (0.4317) loss_giou_dn_pre: 0.5200 (0.5653) loss_giou_enc_0: 0.6129 (0.6602) loss_giou_pre: 0.5350 (0.5843) loss_ddf_aux_0: 0.0472 (0.0528) loss_ddf_aux_1: 0.0064 (0.0073) loss_ddf_aux_2: 0.0011 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2449 (0.2522) loss_ddf_dn_1: 0.0295 (0.0329) loss_ddf_dn_2: 0.0062 (0.0070) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6411 (0.6584) loss_vfl_aux_0: 0.7443 (0.7301) loss_vfl_aux_1: 0.7040 (0.7059) loss_vfl_aux_2: 0.6722 (0.6872) loss_vfl_aux_3: 0.6624 (0.6689) loss_vfl_aux_4: 0.6461 (0.6600) loss_vfl_dn_0: 0.4809 (0.4873) loss_vfl_dn_1: 0.4106 (0.4207) loss_vfl_dn_2: 0.3955 (0.4049) loss_vfl_dn_3: 0.3901 (0.3966) loss_vfl_dn_4: 0.3842 (0.3936) loss_vfl_dn_5: 0.3829 (0.3931) loss_vfl_dn_pre: 0.4808 (0.4878) loss_vfl_enc_0: 0.7373 (0.7321) loss_vfl_pre: 0.7467 (0.7323) Test: [ 0/79] eta: 0:03:14 time: 2.4669 data: 1.9156 max mem: 9084 Test: [10/79] eta: 0:00:52 time: 0.7639 data: 0.2279 max mem: 9084 Test: [20/79] eta: 0:00:40 time: 0.5983 data: 0.0628 max mem: 9084 Test: [30/79] eta: 0:00:32 time: 0.6128 data: 0.0643 max mem: 9084 Test: [40/79] eta: 0:00:28 time: 0.7551 data: 0.0627 max mem: 9084 Test: [50/79] eta: 0:00:20 time: 0.7456 data: 0.0627 max mem: 9084 Test: [60/79] eta: 0:00:12 time: 0.6093 data: 0.0687 max mem: 9084 Test: [70/79] eta: 0:00:06 time: 0.7191 data: 0.0710 max mem: 9084 Test: [78/79] eta: 0:00:00 time: 0.6593 data: 0.0617 max mem: 9084 Test: Total time: 0:00:53 (0.6833 s / it) Averaged stats: Accumulating evaluation results... DONE (t=23.72s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.534 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.709 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.581 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.347 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.578 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.717 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.393 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.662 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.729 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.562 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.776 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 best_stat: {'epoch': 40, 'coco_eval_bbox': 0.5339311567278601} Epoch: [41] [ 0/3696] eta: 2:35:37 lr: 0.000013 loss: 32.2906 (32.2906) loss_bbox: 0.1982 (0.1982) loss_bbox_aux_0: 0.2164 (0.2164) loss_bbox_aux_1: 0.2043 (0.2043) loss_bbox_aux_2: 0.2004 (0.2004) loss_bbox_aux_3: 0.1982 (0.1982) loss_bbox_aux_4: 0.1983 (0.1983) loss_bbox_dn_0: 0.3180 (0.3180) loss_bbox_dn_1: 0.2244 (0.2244) loss_bbox_dn_2: 0.2032 (0.2032) loss_bbox_dn_3: 0.1971 (0.1971) loss_bbox_dn_4: 0.1941 (0.1941) loss_bbox_dn_5: 0.1942 (0.1942) loss_bbox_dn_pre: 0.3281 (0.3281) loss_bbox_enc_0: 0.2590 (0.2590) loss_bbox_pre: 0.2162 (0.2162) loss_dfl: 0.9578 (0.9578) loss_fgl_aux_0: 0.9910 (0.9910) loss_fgl_aux_1: 0.9607 (0.9607) loss_fgl_aux_2: 0.9573 (0.9573) loss_fgl_aux_3: 0.9579 (0.9579) loss_fgl_aux_4: 0.9579 (0.9579) loss_fgl_dn_0: 1.0728 (1.0728) loss_fgl_dn_1: 0.9788 (0.9788) loss_fgl_dn_2: 0.9652 (0.9652) loss_fgl_dn_3: 0.9654 (0.9654) loss_fgl_dn_4: 0.9661 (0.9661) loss_fgl_dn_5: 0.9662 (0.9662) loss_giou: 0.5360 (0.5360) loss_giou_aux_0: 0.5753 (0.5753) loss_giou_aux_1: 0.5495 (0.5495) loss_giou_aux_2: 0.5401 (0.5401) loss_giou_aux_3: 0.5357 (0.5357) loss_giou_aux_4: 0.5360 (0.5360) loss_giou_dn_0: 0.6088 (0.6088) loss_giou_dn_1: 0.4725 (0.4725) loss_giou_dn_2: 0.4493 (0.4493) loss_giou_dn_3: 0.4412 (0.4412) loss_giou_dn_4: 0.4397 (0.4397) loss_giou_dn_5: 0.4397 (0.4397) loss_giou_dn_pre: 0.6090 (0.6090) loss_giou_enc_0: 0.6639 (0.6639) loss_giou_pre: 0.5744 (0.5744) loss_ddf_aux_0: 0.0633 (0.0633) loss_ddf_aux_1: 0.0076 (0.0076) loss_ddf_aux_2: 0.0013 (0.0013) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2589 (0.2589) loss_ddf_dn_1: 0.0328 (0.0328) loss_ddf_dn_2: 0.0069 (0.0069) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6911 (0.6911) loss_vfl_aux_0: 0.7604 (0.7604) loss_vfl_aux_1: 0.7225 (0.7225) loss_vfl_aux_2: 0.7172 (0.7172) loss_vfl_aux_3: 0.7057 (0.7057) loss_vfl_aux_4: 0.6942 (0.6942) loss_vfl_dn_0: 0.4904 (0.4904) loss_vfl_dn_1: 0.4321 (0.4321) loss_vfl_dn_2: 0.4276 (0.4276) loss_vfl_dn_3: 0.4158 (0.4158) loss_vfl_dn_4: 0.4112 (0.4112) loss_vfl_dn_5: 0.4094 (0.4094) loss_vfl_dn_pre: 0.4915 (0.4915) loss_vfl_enc_0: 0.7651 (0.7651) loss_vfl_pre: 0.7663 (0.7663) time: 2.5263 data: 1.6370 max mem: 9084 Epoch: [41] [ 100/3696] eta: 0:45:47 lr: 0.000013 loss: 31.4746 (31.2341) loss_bbox: 0.1733 (0.1697) loss_bbox_aux_0: 0.1812 (0.1808) loss_bbox_aux_1: 0.1746 (0.1717) loss_bbox_aux_2: 0.1746 (0.1700) loss_bbox_aux_3: 0.1734 (0.1698) loss_bbox_aux_4: 0.1734 (0.1697) loss_bbox_dn_0: 0.2274 (0.2358) loss_bbox_dn_1: 0.1693 (0.1756) loss_bbox_dn_2: 0.1589 (0.1651) loss_bbox_dn_3: 0.1546 (0.1619) loss_bbox_dn_4: 0.1541 (0.1611) loss_bbox_dn_5: 0.1540 (0.1611) loss_bbox_dn_pre: 0.2315 (0.2414) loss_bbox_enc_0: 0.2183 (0.2154) loss_bbox_pre: 0.1824 (0.1811) loss_dfl: 0.9553 (0.9634) loss_fgl_aux_0: 0.9829 (0.9950) loss_fgl_aux_1: 0.9601 (0.9663) loss_fgl_aux_2: 0.9560 (0.9637) loss_fgl_aux_3: 0.9553 (0.9634) loss_fgl_aux_4: 0.9551 (0.9634) loss_fgl_dn_0: 1.0982 (1.0885) loss_fgl_dn_1: 0.9839 (0.9845) loss_fgl_dn_2: 0.9801 (0.9755) loss_fgl_dn_3: 0.9817 (0.9762) loss_fgl_dn_4: 0.9819 (0.9766) loss_fgl_dn_5: 0.9819 (0.9766) loss_giou: 0.5675 (0.5493) loss_giou_aux_0: 0.5893 (0.5734) loss_giou_aux_1: 0.5693 (0.5540) loss_giou_aux_2: 0.5715 (0.5503) loss_giou_aux_3: 0.5682 (0.5496) loss_giou_aux_4: 0.5679 (0.5494) loss_giou_dn_0: 0.5680 (0.5624) loss_giou_dn_1: 0.4497 (0.4530) loss_giou_dn_2: 0.4343 (0.4362) loss_giou_dn_3: 0.4313 (0.4316) loss_giou_dn_4: 0.4317 (0.4307) loss_giou_dn_5: 0.4317 (0.4307) loss_giou_dn_pre: 0.5647 (0.5619) loss_giou_enc_0: 0.6583 (0.6491) loss_giou_pre: 0.5892 (0.5721) loss_ddf_aux_0: 0.0479 (0.0484) loss_ddf_aux_1: 0.0067 (0.0068) loss_ddf_aux_2: 0.0015 (0.0013) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2483 (0.2503) loss_ddf_dn_1: 0.0326 (0.0327) loss_ddf_dn_2: 0.0070 (0.0067) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6289 (0.6520) loss_vfl_aux_0: 0.6887 (0.7263) loss_vfl_aux_1: 0.6678 (0.6997) loss_vfl_aux_2: 0.6537 (0.6801) loss_vfl_aux_3: 0.6463 (0.6625) loss_vfl_aux_4: 0.6337 (0.6547) loss_vfl_dn_0: 0.4807 (0.4862) loss_vfl_dn_1: 0.4215 (0.4192) loss_vfl_dn_2: 0.4052 (0.4038) loss_vfl_dn_3: 0.4007 (0.3956) loss_vfl_dn_4: 0.3956 (0.3925) loss_vfl_dn_5: 0.3973 (0.3920) loss_vfl_dn_pre: 0.4813 (0.4866) loss_vfl_enc_0: 0.7057 (0.7297) loss_vfl_pre: 0.6910 (0.7289) time: 0.7530 data: 0.0271 max mem: 9084 Epoch: [41] [ 200/3696] eta: 0:44:42 lr: 0.000013 loss: 31.1556 (31.2476) loss_bbox: 0.1557 (0.1718) loss_bbox_aux_0: 0.1720 (0.1834) loss_bbox_aux_1: 0.1577 (0.1741) loss_bbox_aux_2: 0.1566 (0.1723) loss_bbox_aux_3: 0.1563 (0.1719) loss_bbox_aux_4: 0.1558 (0.1718) loss_bbox_dn_0: 0.2221 (0.2399) loss_bbox_dn_1: 0.1640 (0.1780) loss_bbox_dn_2: 0.1547 (0.1676) loss_bbox_dn_3: 0.1520 (0.1641) loss_bbox_dn_4: 0.1504 (0.1634) loss_bbox_dn_5: 0.1504 (0.1634) loss_bbox_dn_pre: 0.2317 (0.2458) loss_bbox_enc_0: 0.2168 (0.2188) loss_bbox_pre: 0.1726 (0.1838) loss_dfl: 0.9412 (0.9602) loss_fgl_aux_0: 0.9830 (0.9927) loss_fgl_aux_1: 0.9468 (0.9631) loss_fgl_aux_2: 0.9423 (0.9605) loss_fgl_aux_3: 0.9416 (0.9603) loss_fgl_aux_4: 0.9413 (0.9602) loss_fgl_dn_0: 1.0841 (1.0879) loss_fgl_dn_1: 0.9864 (0.9831) loss_fgl_dn_2: 0.9754 (0.9739) loss_fgl_dn_3: 0.9758 (0.9748) loss_fgl_dn_4: 0.9760 (0.9752) loss_fgl_dn_5: 0.9760 (0.9752) loss_giou: 0.5590 (0.5492) loss_giou_aux_0: 0.5803 (0.5729) loss_giou_aux_1: 0.5638 (0.5541) loss_giou_aux_2: 0.5603 (0.5501) loss_giou_aux_3: 0.5594 (0.5493) loss_giou_aux_4: 0.5592 (0.5492) loss_giou_dn_0: 0.5527 (0.5586) loss_giou_dn_1: 0.4447 (0.4487) loss_giou_dn_2: 0.4277 (0.4320) loss_giou_dn_3: 0.4237 (0.4272) loss_giou_dn_4: 0.4232 (0.4262) loss_giou_dn_5: 0.4232 (0.4262) loss_giou_dn_pre: 0.5523 (0.5581) loss_giou_enc_0: 0.6449 (0.6493) loss_giou_pre: 0.5766 (0.5714) loss_ddf_aux_0: 0.0523 (0.0495) loss_ddf_aux_1: 0.0073 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2456 (0.2520) loss_ddf_dn_1: 0.0292 (0.0332) loss_ddf_dn_2: 0.0061 (0.0071) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6675 (0.6562) loss_vfl_aux_0: 0.7397 (0.7302) loss_vfl_aux_1: 0.7082 (0.7013) loss_vfl_aux_2: 0.6886 (0.6825) loss_vfl_aux_3: 0.6725 (0.6669) loss_vfl_aux_4: 0.6672 (0.6578) loss_vfl_dn_0: 0.4872 (0.4868) loss_vfl_dn_1: 0.4200 (0.4192) loss_vfl_dn_2: 0.4003 (0.4033) loss_vfl_dn_3: 0.3948 (0.3952) loss_vfl_dn_4: 0.3902 (0.3920) loss_vfl_dn_5: 0.3889 (0.3914) loss_vfl_dn_pre: 0.4882 (0.4873) loss_vfl_enc_0: 0.7262 (0.7334) loss_vfl_pre: 0.7450 (0.7328) time: 0.7755 data: 0.0272 max mem: 9084 Epoch: [41] [ 300/3696] eta: 0:43:14 lr: 0.000013 loss: 31.8499 (31.3753) loss_bbox: 0.1733 (0.1723) loss_bbox_aux_0: 0.1873 (0.1840) loss_bbox_aux_1: 0.1782 (0.1747) loss_bbox_aux_2: 0.1737 (0.1728) loss_bbox_aux_3: 0.1735 (0.1724) loss_bbox_aux_4: 0.1732 (0.1723) loss_bbox_dn_0: 0.2441 (0.2384) loss_bbox_dn_1: 0.1879 (0.1772) loss_bbox_dn_2: 0.1756 (0.1669) loss_bbox_dn_3: 0.1686 (0.1635) loss_bbox_dn_4: 0.1681 (0.1628) loss_bbox_dn_5: 0.1679 (0.1628) loss_bbox_dn_pre: 0.2551 (0.2441) loss_bbox_enc_0: 0.2191 (0.2192) loss_bbox_pre: 0.1873 (0.1843) loss_dfl: 0.9530 (0.9589) loss_fgl_aux_0: 0.9883 (0.9911) loss_fgl_aux_1: 0.9565 (0.9617) loss_fgl_aux_2: 0.9543 (0.9593) loss_fgl_aux_3: 0.9533 (0.9590) loss_fgl_aux_4: 0.9530 (0.9589) loss_fgl_dn_0: 1.0810 (1.0875) loss_fgl_dn_1: 0.9841 (0.9844) loss_fgl_dn_2: 0.9767 (0.9753) loss_fgl_dn_3: 0.9783 (0.9761) loss_fgl_dn_4: 0.9788 (0.9765) loss_fgl_dn_5: 0.9788 (0.9765) loss_giou: 0.6251 (0.5601) loss_giou_aux_0: 0.6492 (0.5843) loss_giou_aux_1: 0.6346 (0.5653) loss_giou_aux_2: 0.6274 (0.5609) loss_giou_aux_3: 0.6243 (0.5602) loss_giou_aux_4: 0.6241 (0.5601) loss_giou_dn_0: 0.6115 (0.5656) loss_giou_dn_1: 0.4982 (0.4547) loss_giou_dn_2: 0.4811 (0.4379) loss_giou_dn_3: 0.4778 (0.4332) loss_giou_dn_4: 0.4768 (0.4322) loss_giou_dn_5: 0.4770 (0.4322) loss_giou_dn_pre: 0.6096 (0.5649) loss_giou_enc_0: 0.7179 (0.6597) loss_giou_pre: 0.6469 (0.5829) loss_ddf_aux_0: 0.0538 (0.0512) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2600 (0.2555) loss_ddf_dn_1: 0.0347 (0.0336) loss_ddf_dn_2: 0.0073 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6407 (0.6549) loss_vfl_aux_0: 0.7053 (0.7276) loss_vfl_aux_1: 0.6912 (0.7006) loss_vfl_aux_2: 0.6808 (0.6825) loss_vfl_aux_3: 0.6494 (0.6657) loss_vfl_aux_4: 0.6373 (0.6562) loss_vfl_dn_0: 0.4839 (0.4869) loss_vfl_dn_1: 0.4213 (0.4206) loss_vfl_dn_2: 0.4045 (0.4048) loss_vfl_dn_3: 0.3962 (0.3966) loss_vfl_dn_4: 0.3942 (0.3934) loss_vfl_dn_5: 0.3939 (0.3929) loss_vfl_dn_pre: 0.4839 (0.4874) loss_vfl_enc_0: 0.7184 (0.7304) loss_vfl_pre: 0.7092 (0.7303) time: 0.7505 data: 0.0314 max mem: 9084 Epoch: [41] [ 400/3696] eta: 0:42:15 lr: 0.000013 loss: 30.7238 (31.3726) loss_bbox: 0.1619 (0.1726) loss_bbox_aux_0: 0.1719 (0.1844) loss_bbox_aux_1: 0.1655 (0.1750) loss_bbox_aux_2: 0.1628 (0.1731) loss_bbox_aux_3: 0.1619 (0.1727) loss_bbox_aux_4: 0.1620 (0.1726) loss_bbox_dn_0: 0.2233 (0.2383) loss_bbox_dn_1: 0.1571 (0.1769) loss_bbox_dn_2: 0.1472 (0.1667) loss_bbox_dn_3: 0.1430 (0.1634) loss_bbox_dn_4: 0.1426 (0.1627) loss_bbox_dn_5: 0.1426 (0.1627) loss_bbox_dn_pre: 0.2298 (0.2441) loss_bbox_enc_0: 0.2083 (0.2195) loss_bbox_pre: 0.1725 (0.1846) loss_dfl: 0.9596 (0.9609) loss_fgl_aux_0: 0.9861 (0.9929) loss_fgl_aux_1: 0.9584 (0.9636) loss_fgl_aux_2: 0.9612 (0.9612) loss_fgl_aux_3: 0.9600 (0.9610) loss_fgl_aux_4: 0.9596 (0.9609) loss_fgl_dn_0: 1.0844 (1.0877) loss_fgl_dn_1: 0.9810 (0.9847) loss_fgl_dn_2: 0.9699 (0.9758) loss_fgl_dn_3: 0.9716 (0.9766) loss_fgl_dn_4: 0.9714 (0.9770) loss_fgl_dn_5: 0.9714 (0.9770) loss_giou: 0.5564 (0.5595) loss_giou_aux_0: 0.5836 (0.5837) loss_giou_aux_1: 0.5579 (0.5646) loss_giou_aux_2: 0.5565 (0.5603) loss_giou_aux_3: 0.5554 (0.5596) loss_giou_aux_4: 0.5564 (0.5595) loss_giou_dn_0: 0.5551 (0.5647) loss_giou_dn_1: 0.4418 (0.4544) loss_giou_dn_2: 0.4294 (0.4376) loss_giou_dn_3: 0.4234 (0.4330) loss_giou_dn_4: 0.4218 (0.4320) loss_giou_dn_5: 0.4219 (0.4320) loss_giou_dn_pre: 0.5535 (0.5640) loss_giou_enc_0: 0.6518 (0.6587) loss_giou_pre: 0.5824 (0.5823) loss_ddf_aux_0: 0.0483 (0.0509) loss_ddf_aux_1: 0.0066 (0.0071) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2451 (0.2536) loss_ddf_dn_1: 0.0305 (0.0331) loss_ddf_dn_2: 0.0070 (0.0070) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6343 (0.6537) loss_vfl_aux_0: 0.7028 (0.7269) loss_vfl_aux_1: 0.6885 (0.7004) loss_vfl_aux_2: 0.6653 (0.6821) loss_vfl_aux_3: 0.6423 (0.6651) loss_vfl_aux_4: 0.6426 (0.6551) loss_vfl_dn_0: 0.4879 (0.4872) loss_vfl_dn_1: 0.4133 (0.4200) loss_vfl_dn_2: 0.3993 (0.4045) loss_vfl_dn_3: 0.3875 (0.3962) loss_vfl_dn_4: 0.3875 (0.3932) loss_vfl_dn_5: 0.3858 (0.3927) loss_vfl_dn_pre: 0.4874 (0.4876) loss_vfl_enc_0: 0.7113 (0.7296) loss_vfl_pre: 0.7158 (0.7294) time: 0.7640 data: 0.0312 max mem: 9084 Epoch: [41] [ 500/3696] eta: 0:40:51 lr: 0.000013 loss: 30.8930 (31.3475) loss_bbox: 0.1610 (0.1717) loss_bbox_aux_0: 0.1820 (0.1836) loss_bbox_aux_1: 0.1647 (0.1742) loss_bbox_aux_2: 0.1606 (0.1722) loss_bbox_aux_3: 0.1609 (0.1718) loss_bbox_aux_4: 0.1612 (0.1717) loss_bbox_dn_0: 0.2224 (0.2372) loss_bbox_dn_1: 0.1662 (0.1760) loss_bbox_dn_2: 0.1623 (0.1658) loss_bbox_dn_3: 0.1603 (0.1625) loss_bbox_dn_4: 0.1612 (0.1618) loss_bbox_dn_5: 0.1612 (0.1618) loss_bbox_dn_pre: 0.2288 (0.2430) loss_bbox_enc_0: 0.2180 (0.2187) loss_bbox_pre: 0.1832 (0.1839) loss_dfl: 0.9568 (0.9606) loss_fgl_aux_0: 0.9949 (0.9926) loss_fgl_aux_1: 0.9636 (0.9633) loss_fgl_aux_2: 0.9579 (0.9609) loss_fgl_aux_3: 0.9569 (0.9607) loss_fgl_aux_4: 0.9569 (0.9606) loss_fgl_dn_0: 1.0903 (1.0878) loss_fgl_dn_1: 0.9846 (0.9844) loss_fgl_dn_2: 0.9732 (0.9755) loss_fgl_dn_3: 0.9725 (0.9763) loss_fgl_dn_4: 0.9728 (0.9767) loss_fgl_dn_5: 0.9730 (0.9767) loss_giou: 0.5492 (0.5592) loss_giou_aux_0: 0.5699 (0.5835) loss_giou_aux_1: 0.5536 (0.5643) loss_giou_aux_2: 0.5502 (0.5600) loss_giou_aux_3: 0.5498 (0.5593) loss_giou_aux_4: 0.5498 (0.5592) loss_giou_dn_0: 0.5478 (0.5647) loss_giou_dn_1: 0.4365 (0.4541) loss_giou_dn_2: 0.4163 (0.4372) loss_giou_dn_3: 0.4133 (0.4326) loss_giou_dn_4: 0.4118 (0.4316) loss_giou_dn_5: 0.4119 (0.4316) loss_giou_dn_pre: 0.5462 (0.5640) loss_giou_enc_0: 0.6409 (0.6584) loss_giou_pre: 0.5648 (0.5820) loss_ddf_aux_0: 0.0529 (0.0513) loss_ddf_aux_1: 0.0071 (0.0071) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2474 (0.2536) loss_ddf_dn_1: 0.0327 (0.0330) loss_ddf_dn_2: 0.0067 (0.0071) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6227 (0.6537) loss_vfl_aux_0: 0.6956 (0.7260) loss_vfl_aux_1: 0.6586 (0.6996) loss_vfl_aux_2: 0.6542 (0.6821) loss_vfl_aux_3: 0.6413 (0.6645) loss_vfl_aux_4: 0.6288 (0.6550) loss_vfl_dn_0: 0.4851 (0.4873) loss_vfl_dn_1: 0.4201 (0.4200) loss_vfl_dn_2: 0.4046 (0.4044) loss_vfl_dn_3: 0.3953 (0.3961) loss_vfl_dn_4: 0.3895 (0.3930) loss_vfl_dn_5: 0.3904 (0.3925) loss_vfl_dn_pre: 0.4871 (0.4878) loss_vfl_enc_0: 0.7246 (0.7290) loss_vfl_pre: 0.6973 (0.7284) time: 0.7563 data: 0.0293 max mem: 9084 Epoch: [41] [ 600/3696] eta: 0:39:27 lr: 0.000013 loss: 31.3360 (31.3503) loss_bbox: 0.1725 (0.1722) loss_bbox_aux_0: 0.1854 (0.1843) loss_bbox_aux_1: 0.1744 (0.1748) loss_bbox_aux_2: 0.1734 (0.1727) loss_bbox_aux_3: 0.1725 (0.1723) loss_bbox_aux_4: 0.1727 (0.1722) loss_bbox_dn_0: 0.2430 (0.2381) loss_bbox_dn_1: 0.1719 (0.1765) loss_bbox_dn_2: 0.1565 (0.1663) loss_bbox_dn_3: 0.1532 (0.1630) loss_bbox_dn_4: 0.1517 (0.1623) loss_bbox_dn_5: 0.1517 (0.1623) loss_bbox_dn_pre: 0.2487 (0.2439) loss_bbox_enc_0: 0.2135 (0.2195) loss_bbox_pre: 0.1866 (0.1845) loss_dfl: 0.9556 (0.9597) loss_fgl_aux_0: 0.9846 (0.9917) loss_fgl_aux_1: 0.9575 (0.9623) loss_fgl_aux_2: 0.9556 (0.9600) loss_fgl_aux_3: 0.9557 (0.9598) loss_fgl_aux_4: 0.9556 (0.9597) loss_fgl_dn_0: 1.0861 (1.0875) loss_fgl_dn_1: 0.9887 (0.9840) loss_fgl_dn_2: 0.9809 (0.9750) loss_fgl_dn_3: 0.9824 (0.9758) loss_fgl_dn_4: 0.9824 (0.9763) loss_fgl_dn_5: 0.9824 (0.9763) loss_giou: 0.5640 (0.5591) loss_giou_aux_0: 0.5826 (0.5834) loss_giou_aux_1: 0.5658 (0.5643) loss_giou_aux_2: 0.5625 (0.5599) loss_giou_aux_3: 0.5625 (0.5592) loss_giou_aux_4: 0.5643 (0.5591) loss_giou_dn_0: 0.5532 (0.5635) loss_giou_dn_1: 0.4441 (0.4531) loss_giou_dn_2: 0.4246 (0.4363) loss_giou_dn_3: 0.4185 (0.4317) loss_giou_dn_4: 0.4177 (0.4307) loss_giou_dn_5: 0.4175 (0.4307) loss_giou_dn_pre: 0.5534 (0.5628) loss_giou_enc_0: 0.6506 (0.6584) loss_giou_pre: 0.5839 (0.5819) loss_ddf_aux_0: 0.0520 (0.0517) loss_ddf_aux_1: 0.0072 (0.0071) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2293 (0.2521) loss_ddf_dn_1: 0.0293 (0.0327) loss_ddf_dn_2: 0.0064 (0.0070) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6660 (0.6555) loss_vfl_aux_0: 0.7323 (0.7268) loss_vfl_aux_1: 0.7157 (0.7010) loss_vfl_aux_2: 0.6995 (0.6834) loss_vfl_aux_3: 0.6819 (0.6661) loss_vfl_aux_4: 0.6669 (0.6570) loss_vfl_dn_0: 0.4871 (0.4872) loss_vfl_dn_1: 0.4236 (0.4200) loss_vfl_dn_2: 0.4058 (0.4042) loss_vfl_dn_3: 0.3973 (0.3959) loss_vfl_dn_4: 0.3921 (0.3928) loss_vfl_dn_5: 0.3929 (0.3923) loss_vfl_dn_pre: 0.4886 (0.4878) loss_vfl_enc_0: 0.7356 (0.7308) loss_vfl_pre: 0.7331 (0.7294) time: 0.7438 data: 0.0303 max mem: 9084 Epoch: [41] [ 700/3696] eta: 0:38:09 lr: 0.000013 loss: 31.4640 (31.3377) loss_bbox: 0.1798 (0.1729) loss_bbox_aux_0: 0.1934 (0.1850) loss_bbox_aux_1: 0.1842 (0.1755) loss_bbox_aux_2: 0.1802 (0.1734) loss_bbox_aux_3: 0.1800 (0.1730) loss_bbox_aux_4: 0.1799 (0.1729) loss_bbox_dn_0: 0.2489 (0.2389) loss_bbox_dn_1: 0.1846 (0.1770) loss_bbox_dn_2: 0.1736 (0.1667) loss_bbox_dn_3: 0.1710 (0.1634) loss_bbox_dn_4: 0.1701 (0.1627) loss_bbox_dn_5: 0.1701 (0.1627) loss_bbox_dn_pre: 0.2520 (0.2447) loss_bbox_enc_0: 0.2147 (0.2204) loss_bbox_pre: 0.1907 (0.1852) loss_dfl: 0.9432 (0.9599) loss_fgl_aux_0: 0.9856 (0.9921) loss_fgl_aux_1: 0.9518 (0.9625) loss_fgl_aux_2: 0.9451 (0.9602) loss_fgl_aux_3: 0.9436 (0.9600) loss_fgl_aux_4: 0.9431 (0.9599) loss_fgl_dn_0: 1.0818 (1.0876) loss_fgl_dn_1: 0.9833 (0.9836) loss_fgl_dn_2: 0.9757 (0.9746) loss_fgl_dn_3: 0.9771 (0.9754) loss_fgl_dn_4: 0.9775 (0.9758) loss_fgl_dn_5: 0.9775 (0.9758) loss_giou: 0.5601 (0.5574) loss_giou_aux_0: 0.5782 (0.5816) loss_giou_aux_1: 0.5633 (0.5626) loss_giou_aux_2: 0.5596 (0.5583) loss_giou_aux_3: 0.5594 (0.5575) loss_giou_aux_4: 0.5597 (0.5574) loss_giou_dn_0: 0.5679 (0.5634) loss_giou_dn_1: 0.4472 (0.4527) loss_giou_dn_2: 0.4295 (0.4359) loss_giou_dn_3: 0.4277 (0.4313) loss_giou_dn_4: 0.4264 (0.4303) loss_giou_dn_5: 0.4265 (0.4303) loss_giou_dn_pre: 0.5658 (0.5627) loss_giou_enc_0: 0.6495 (0.6565) loss_giou_pre: 0.5770 (0.5802) loss_ddf_aux_0: 0.0508 (0.0519) loss_ddf_aux_1: 0.0074 (0.0072) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2398 (0.2528) loss_ddf_dn_1: 0.0326 (0.0329) loss_ddf_dn_2: 0.0059 (0.0070) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6569 (0.6548) loss_vfl_aux_0: 0.7032 (0.7259) loss_vfl_aux_1: 0.6967 (0.7001) loss_vfl_aux_2: 0.6680 (0.6824) loss_vfl_aux_3: 0.6661 (0.6654) loss_vfl_aux_4: 0.6586 (0.6564) loss_vfl_dn_0: 0.4839 (0.4870) loss_vfl_dn_1: 0.4201 (0.4198) loss_vfl_dn_2: 0.4084 (0.4041) loss_vfl_dn_3: 0.3987 (0.3958) loss_vfl_dn_4: 0.3953 (0.3928) loss_vfl_dn_5: 0.3953 (0.3923) loss_vfl_dn_pre: 0.4839 (0.4875) loss_vfl_enc_0: 0.7238 (0.7304) loss_vfl_pre: 0.7047 (0.7285) time: 0.7512 data: 0.0282 max mem: 9084 Epoch: [41] [ 800/3696] eta: 0:36:49 lr: 0.000013 loss: 31.3623 (31.3601) loss_bbox: 0.1635 (0.1733) loss_bbox_aux_0: 0.1736 (0.1855) loss_bbox_aux_1: 0.1651 (0.1759) loss_bbox_aux_2: 0.1641 (0.1738) loss_bbox_aux_3: 0.1634 (0.1734) loss_bbox_aux_4: 0.1636 (0.1733) loss_bbox_dn_0: 0.2325 (0.2393) loss_bbox_dn_1: 0.1732 (0.1776) loss_bbox_dn_2: 0.1619 (0.1674) loss_bbox_dn_3: 0.1608 (0.1642) loss_bbox_dn_4: 0.1609 (0.1635) loss_bbox_dn_5: 0.1611 (0.1635) loss_bbox_dn_pre: 0.2426 (0.2451) loss_bbox_enc_0: 0.2191 (0.2205) loss_bbox_pre: 0.1747 (0.1857) loss_dfl: 0.9621 (0.9607) loss_fgl_aux_0: 1.0007 (0.9928) loss_fgl_aux_1: 0.9644 (0.9633) loss_fgl_aux_2: 0.9622 (0.9609) loss_fgl_aux_3: 0.9617 (0.9607) loss_fgl_aux_4: 0.9619 (0.9607) loss_fgl_dn_0: 1.0809 (1.0877) loss_fgl_dn_1: 0.9755 (0.9839) loss_fgl_dn_2: 0.9671 (0.9748) loss_fgl_dn_3: 0.9690 (0.9756) loss_fgl_dn_4: 0.9691 (0.9760) loss_fgl_dn_5: 0.9691 (0.9760) loss_giou: 0.5620 (0.5576) loss_giou_aux_0: 0.5756 (0.5818) loss_giou_aux_1: 0.5631 (0.5628) loss_giou_aux_2: 0.5633 (0.5585) loss_giou_aux_3: 0.5603 (0.5577) loss_giou_aux_4: 0.5613 (0.5576) loss_giou_dn_0: 0.5604 (0.5643) loss_giou_dn_1: 0.4429 (0.4535) loss_giou_dn_2: 0.4315 (0.4367) loss_giou_dn_3: 0.4271 (0.4321) loss_giou_dn_4: 0.4258 (0.4311) loss_giou_dn_5: 0.4257 (0.4311) loss_giou_dn_pre: 0.5602 (0.5636) loss_giou_enc_0: 0.6339 (0.6563) loss_giou_pre: 0.5726 (0.5804) loss_ddf_aux_0: 0.0530 (0.0518) loss_ddf_aux_1: 0.0073 (0.0071) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2497 (0.2527) loss_ddf_dn_1: 0.0299 (0.0328) loss_ddf_dn_2: 0.0061 (0.0069) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6677 (0.6550) loss_vfl_aux_0: 0.7438 (0.7261) loss_vfl_aux_1: 0.7218 (0.7002) loss_vfl_aux_2: 0.7028 (0.6827) loss_vfl_aux_3: 0.6862 (0.6657) loss_vfl_aux_4: 0.6722 (0.6567) loss_vfl_dn_0: 0.4821 (0.4870) loss_vfl_dn_1: 0.4145 (0.4199) loss_vfl_dn_2: 0.3986 (0.4042) loss_vfl_dn_3: 0.3916 (0.3960) loss_vfl_dn_4: 0.3926 (0.3930) loss_vfl_dn_5: 0.3909 (0.3925) loss_vfl_dn_pre: 0.4839 (0.4875) loss_vfl_enc_0: 0.7443 (0.7308) loss_vfl_pre: 0.7488 (0.7287) time: 0.7690 data: 0.0355 max mem: 9084 Epoch: [41] [ 900/3696] eta: 0:35:33 lr: 0.000013 loss: 30.9895 (31.3777) loss_bbox: 0.1675 (0.1738) loss_bbox_aux_0: 0.1880 (0.1861) loss_bbox_aux_1: 0.1720 (0.1765) loss_bbox_aux_2: 0.1679 (0.1743) loss_bbox_aux_3: 0.1676 (0.1739) loss_bbox_aux_4: 0.1675 (0.1738) loss_bbox_dn_0: 0.2402 (0.2400) loss_bbox_dn_1: 0.1757 (0.1781) loss_bbox_dn_2: 0.1647 (0.1678) loss_bbox_dn_3: 0.1604 (0.1645) loss_bbox_dn_4: 0.1591 (0.1638) loss_bbox_dn_5: 0.1590 (0.1638) loss_bbox_dn_pre: 0.2409 (0.2457) loss_bbox_enc_0: 0.2196 (0.2212) loss_bbox_pre: 0.1862 (0.1864) loss_dfl: 0.9691 (0.9603) loss_fgl_aux_0: 1.0071 (0.9926) loss_fgl_aux_1: 0.9729 (0.9629) loss_fgl_aux_2: 0.9704 (0.9605) loss_fgl_aux_3: 0.9688 (0.9604) loss_fgl_aux_4: 0.9689 (0.9603) loss_fgl_dn_0: 1.0918 (1.0877) loss_fgl_dn_1: 0.9841 (0.9838) loss_fgl_dn_2: 0.9760 (0.9748) loss_fgl_dn_3: 0.9764 (0.9756) loss_fgl_dn_4: 0.9768 (0.9760) loss_fgl_dn_5: 0.9768 (0.9760) loss_giou: 0.5508 (0.5578) loss_giou_aux_0: 0.5864 (0.5824) loss_giou_aux_1: 0.5621 (0.5631) loss_giou_aux_2: 0.5529 (0.5587) loss_giou_aux_3: 0.5518 (0.5580) loss_giou_aux_4: 0.5511 (0.5578) loss_giou_dn_0: 0.5505 (0.5644) loss_giou_dn_1: 0.4421 (0.4535) loss_giou_dn_2: 0.4277 (0.4366) loss_giou_dn_3: 0.4231 (0.4319) loss_giou_dn_4: 0.4214 (0.4309) loss_giou_dn_5: 0.4214 (0.4309) loss_giou_dn_pre: 0.5504 (0.5637) loss_giou_enc_0: 0.6649 (0.6568) loss_giou_pre: 0.5832 (0.5809) loss_ddf_aux_0: 0.0525 (0.0522) loss_ddf_aux_1: 0.0074 (0.0072) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2572 (0.2531) loss_ddf_dn_1: 0.0346 (0.0330) loss_ddf_dn_2: 0.0079 (0.0070) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6345 (0.6558) loss_vfl_aux_0: 0.6964 (0.7267) loss_vfl_aux_1: 0.6835 (0.7014) loss_vfl_aux_2: 0.6553 (0.6838) loss_vfl_aux_3: 0.6498 (0.6666) loss_vfl_aux_4: 0.6357 (0.6575) loss_vfl_dn_0: 0.4883 (0.4871) loss_vfl_dn_1: 0.4187 (0.4201) loss_vfl_dn_2: 0.4044 (0.4045) loss_vfl_dn_3: 0.3988 (0.3962) loss_vfl_dn_4: 0.3977 (0.3933) loss_vfl_dn_5: 0.3984 (0.3928) loss_vfl_dn_pre: 0.4874 (0.4876) loss_vfl_enc_0: 0.7001 (0.7318) loss_vfl_pre: 0.6976 (0.7291) time: 0.7299 data: 0.0265 max mem: 9084 Epoch: [41] [1000/3696] eta: 0:34:24 lr: 0.000013 loss: 31.2797 (31.3745) loss_bbox: 0.1701 (0.1734) loss_bbox_aux_0: 0.1841 (0.1857) loss_bbox_aux_1: 0.1740 (0.1761) loss_bbox_aux_2: 0.1706 (0.1739) loss_bbox_aux_3: 0.1700 (0.1735) loss_bbox_aux_4: 0.1702 (0.1734) loss_bbox_dn_0: 0.2275 (0.2392) loss_bbox_dn_1: 0.1642 (0.1775) loss_bbox_dn_2: 0.1553 (0.1673) loss_bbox_dn_3: 0.1527 (0.1640) loss_bbox_dn_4: 0.1523 (0.1633) loss_bbox_dn_5: 0.1524 (0.1633) loss_bbox_dn_pre: 0.2324 (0.2450) loss_bbox_enc_0: 0.2163 (0.2206) loss_bbox_pre: 0.1838 (0.1859) loss_dfl: 0.9654 (0.9606) loss_fgl_aux_0: 0.9965 (0.9929) loss_fgl_aux_1: 0.9695 (0.9632) loss_fgl_aux_2: 0.9651 (0.9609) loss_fgl_aux_3: 0.9648 (0.9607) loss_fgl_aux_4: 0.9653 (0.9606) loss_fgl_dn_0: 1.0870 (1.0875) loss_fgl_dn_1: 0.9848 (0.9840) loss_fgl_dn_2: 0.9784 (0.9750) loss_fgl_dn_3: 0.9791 (0.9758) loss_fgl_dn_4: 0.9794 (0.9763) loss_fgl_dn_5: 0.9796 (0.9763) loss_giou: 0.5544 (0.5584) loss_giou_aux_0: 0.5919 (0.5831) loss_giou_aux_1: 0.5598 (0.5637) loss_giou_aux_2: 0.5559 (0.5593) loss_giou_aux_3: 0.5542 (0.5586) loss_giou_aux_4: 0.5544 (0.5584) loss_giou_dn_0: 0.5623 (0.5647) loss_giou_dn_1: 0.4555 (0.4538) loss_giou_dn_2: 0.4383 (0.4368) loss_giou_dn_3: 0.4350 (0.4322) loss_giou_dn_4: 0.4354 (0.4311) loss_giou_dn_5: 0.4354 (0.4311) loss_giou_dn_pre: 0.5631 (0.5640) loss_giou_enc_0: 0.6566 (0.6571) loss_giou_pre: 0.5883 (0.5816) loss_ddf_aux_0: 0.0508 (0.0523) loss_ddf_aux_1: 0.0068 (0.0072) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2546 (0.2528) loss_ddf_dn_1: 0.0312 (0.0329) loss_ddf_dn_2: 0.0064 (0.0070) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6361 (0.6553) loss_vfl_aux_0: 0.7044 (0.7262) loss_vfl_aux_1: 0.6766 (0.7011) loss_vfl_aux_2: 0.6628 (0.6832) loss_vfl_aux_3: 0.6570 (0.6661) loss_vfl_aux_4: 0.6429 (0.6569) loss_vfl_dn_0: 0.4850 (0.4869) loss_vfl_dn_1: 0.4180 (0.4200) loss_vfl_dn_2: 0.4083 (0.4045) loss_vfl_dn_3: 0.3992 (0.3962) loss_vfl_dn_4: 0.3957 (0.3933) loss_vfl_dn_5: 0.3939 (0.3928) loss_vfl_dn_pre: 0.4854 (0.4873) loss_vfl_enc_0: 0.7025 (0.7314) loss_vfl_pre: 0.7111 (0.7286) time: 0.9330 data: 0.0224 max mem: 9084 Epoch: [41] [1100/3696] eta: 0:33:04 lr: 0.000013 loss: 31.4990 (31.3881) loss_bbox: 0.1729 (0.1734) loss_bbox_aux_0: 0.1848 (0.1857) loss_bbox_aux_1: 0.1769 (0.1760) loss_bbox_aux_2: 0.1752 (0.1739) loss_bbox_aux_3: 0.1727 (0.1735) loss_bbox_aux_4: 0.1729 (0.1734) loss_bbox_dn_0: 0.2389 (0.2392) loss_bbox_dn_1: 0.1710 (0.1773) loss_bbox_dn_2: 0.1618 (0.1671) loss_bbox_dn_3: 0.1573 (0.1638) loss_bbox_dn_4: 0.1573 (0.1631) loss_bbox_dn_5: 0.1573 (0.1631) loss_bbox_dn_pre: 0.2384 (0.2450) loss_bbox_enc_0: 0.2156 (0.2207) loss_bbox_pre: 0.1843 (0.1860) loss_dfl: 0.9641 (0.9607) loss_fgl_aux_0: 0.9977 (0.9929) loss_fgl_aux_1: 0.9679 (0.9632) loss_fgl_aux_2: 0.9654 (0.9609) loss_fgl_aux_3: 0.9643 (0.9607) loss_fgl_aux_4: 0.9645 (0.9607) loss_fgl_dn_0: 1.0887 (1.0875) loss_fgl_dn_1: 0.9866 (0.9841) loss_fgl_dn_2: 0.9815 (0.9752) loss_fgl_dn_3: 0.9808 (0.9760) loss_fgl_dn_4: 0.9806 (0.9764) loss_fgl_dn_5: 0.9806 (0.9764) loss_giou: 0.5333 (0.5592) loss_giou_aux_0: 0.5698 (0.5840) loss_giou_aux_1: 0.5397 (0.5646) loss_giou_aux_2: 0.5341 (0.5601) loss_giou_aux_3: 0.5334 (0.5594) loss_giou_aux_4: 0.5336 (0.5592) loss_giou_dn_0: 0.5701 (0.5654) loss_giou_dn_1: 0.4572 (0.4542) loss_giou_dn_2: 0.4366 (0.4372) loss_giou_dn_3: 0.4358 (0.4326) loss_giou_dn_4: 0.4355 (0.4315) loss_giou_dn_5: 0.4356 (0.4315) loss_giou_dn_pre: 0.5708 (0.5646) loss_giou_enc_0: 0.6404 (0.6581) loss_giou_pre: 0.5669 (0.5825) loss_ddf_aux_0: 0.0553 (0.0524) loss_ddf_aux_1: 0.0075 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2454 (0.2530) loss_ddf_dn_1: 0.0329 (0.0330) loss_ddf_dn_2: 0.0070 (0.0070) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6492 (0.6556) loss_vfl_aux_0: 0.7380 (0.7264) loss_vfl_aux_1: 0.7013 (0.7010) loss_vfl_aux_2: 0.6817 (0.6832) loss_vfl_aux_3: 0.6592 (0.6662) loss_vfl_aux_4: 0.6512 (0.6572) loss_vfl_dn_0: 0.4874 (0.4869) loss_vfl_dn_1: 0.4258 (0.4202) loss_vfl_dn_2: 0.4110 (0.4047) loss_vfl_dn_3: 0.4019 (0.3964) loss_vfl_dn_4: 0.4009 (0.3935) loss_vfl_dn_5: 0.4003 (0.3930) loss_vfl_dn_pre: 0.4875 (0.4874) loss_vfl_enc_0: 0.7407 (0.7321) loss_vfl_pre: 0.7390 (0.7287) time: 0.7014 data: 0.0241 max mem: 9084 Epoch: [41] [1200/3696] eta: 0:31:45 lr: 0.000013 loss: 31.5658 (31.4076) loss_bbox: 0.1653 (0.1734) loss_bbox_aux_0: 0.1768 (0.1858) loss_bbox_aux_1: 0.1681 (0.1760) loss_bbox_aux_2: 0.1654 (0.1739) loss_bbox_aux_3: 0.1649 (0.1735) loss_bbox_aux_4: 0.1653 (0.1734) loss_bbox_dn_0: 0.2297 (0.2392) loss_bbox_dn_1: 0.1752 (0.1773) loss_bbox_dn_2: 0.1651 (0.1671) loss_bbox_dn_3: 0.1634 (0.1638) loss_bbox_dn_4: 0.1631 (0.1632) loss_bbox_dn_5: 0.1631 (0.1632) loss_bbox_dn_pre: 0.2417 (0.2450) loss_bbox_enc_0: 0.2116 (0.2207) loss_bbox_pre: 0.1764 (0.1860) loss_dfl: 0.9483 (0.9603) loss_fgl_aux_0: 0.9904 (0.9927) loss_fgl_aux_1: 0.9526 (0.9628) loss_fgl_aux_2: 0.9479 (0.9605) loss_fgl_aux_3: 0.9484 (0.9603) loss_fgl_aux_4: 0.9487 (0.9603) loss_fgl_dn_0: 1.0784 (1.0875) loss_fgl_dn_1: 0.9792 (0.9843) loss_fgl_dn_2: 0.9709 (0.9754) loss_fgl_dn_3: 0.9729 (0.9762) loss_fgl_dn_4: 0.9733 (0.9766) loss_fgl_dn_5: 0.9734 (0.9767) loss_giou: 0.5713 (0.5604) loss_giou_aux_0: 0.5927 (0.5853) loss_giou_aux_1: 0.5737 (0.5658) loss_giou_aux_2: 0.5745 (0.5613) loss_giou_aux_3: 0.5718 (0.5606) loss_giou_aux_4: 0.5707 (0.5604) loss_giou_dn_0: 0.5803 (0.5662) loss_giou_dn_1: 0.4636 (0.4550) loss_giou_dn_2: 0.4472 (0.4380) loss_giou_dn_3: 0.4424 (0.4333) loss_giou_dn_4: 0.4416 (0.4323) loss_giou_dn_5: 0.4416 (0.4323) loss_giou_dn_pre: 0.5769 (0.5655) loss_giou_enc_0: 0.6724 (0.6595) loss_giou_pre: 0.5925 (0.5838) loss_ddf_aux_0: 0.0560 (0.0526) loss_ddf_aux_1: 0.0078 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2523 (0.2534) loss_ddf_dn_1: 0.0331 (0.0332) loss_ddf_dn_2: 0.0072 (0.0070) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6548 (0.6559) loss_vfl_aux_0: 0.7202 (0.7268) loss_vfl_aux_1: 0.6925 (0.7015) loss_vfl_aux_2: 0.6821 (0.6838) loss_vfl_aux_3: 0.6616 (0.6665) loss_vfl_aux_4: 0.6500 (0.6576) loss_vfl_dn_0: 0.4847 (0.4869) loss_vfl_dn_1: 0.4245 (0.4204) loss_vfl_dn_2: 0.4097 (0.4050) loss_vfl_dn_3: 0.4012 (0.3967) loss_vfl_dn_4: 0.3976 (0.3938) loss_vfl_dn_5: 0.3990 (0.3933) loss_vfl_dn_pre: 0.4858 (0.4874) loss_vfl_enc_0: 0.7248 (0.7318) loss_vfl_pre: 0.7191 (0.7291) time: 0.7581 data: 0.0341 max mem: 9084 Epoch: [41] [1300/3696] eta: 0:30:35 lr: 0.000013 loss: 31.8004 (31.4151) loss_bbox: 0.1861 (0.1738) loss_bbox_aux_0: 0.1978 (0.1862) loss_bbox_aux_1: 0.1894 (0.1764) loss_bbox_aux_2: 0.1876 (0.1743) loss_bbox_aux_3: 0.1868 (0.1738) loss_bbox_aux_4: 0.1861 (0.1738) loss_bbox_dn_0: 0.2209 (0.2395) loss_bbox_dn_1: 0.1651 (0.1775) loss_bbox_dn_2: 0.1574 (0.1672) loss_bbox_dn_3: 0.1527 (0.1640) loss_bbox_dn_4: 0.1533 (0.1633) loss_bbox_dn_5: 0.1535 (0.1633) loss_bbox_dn_pre: 0.2300 (0.2453) loss_bbox_enc_0: 0.2306 (0.2211) loss_bbox_pre: 0.1984 (0.1864) loss_dfl: 0.9650 (0.9596) loss_fgl_aux_0: 0.9950 (0.9920) loss_fgl_aux_1: 0.9677 (0.9621) loss_fgl_aux_2: 0.9661 (0.9598) loss_fgl_aux_3: 0.9654 (0.9596) loss_fgl_aux_4: 0.9653 (0.9596) loss_fgl_dn_0: 1.0957 (1.0875) loss_fgl_dn_1: 0.9932 (0.9841) loss_fgl_dn_2: 0.9846 (0.9752) loss_fgl_dn_3: 0.9856 (0.9760) loss_fgl_dn_4: 0.9860 (0.9764) loss_fgl_dn_5: 0.9859 (0.9764) loss_giou: 0.5813 (0.5612) loss_giou_aux_0: 0.6043 (0.5861) loss_giou_aux_1: 0.5860 (0.5666) loss_giou_aux_2: 0.5796 (0.5621) loss_giou_aux_3: 0.5819 (0.5613) loss_giou_aux_4: 0.5813 (0.5612) loss_giou_dn_0: 0.5730 (0.5667) loss_giou_dn_1: 0.4588 (0.4553) loss_giou_dn_2: 0.4426 (0.4383) loss_giou_dn_3: 0.4380 (0.4336) loss_giou_dn_4: 0.4383 (0.4326) loss_giou_dn_5: 0.4384 (0.4326) loss_giou_dn_pre: 0.5709 (0.5659) loss_giou_enc_0: 0.6694 (0.6601) loss_giou_pre: 0.6000 (0.5846) loss_ddf_aux_0: 0.0503 (0.0527) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2595 (0.2539) loss_ddf_dn_1: 0.0347 (0.0334) loss_ddf_dn_2: 0.0073 (0.0071) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6485 (0.6559) loss_vfl_aux_0: 0.7115 (0.7265) loss_vfl_aux_1: 0.6954 (0.7013) loss_vfl_aux_2: 0.6779 (0.6837) loss_vfl_aux_3: 0.6664 (0.6664) loss_vfl_aux_4: 0.6552 (0.6577) loss_vfl_dn_0: 0.4905 (0.4869) loss_vfl_dn_1: 0.4238 (0.4205) loss_vfl_dn_2: 0.4100 (0.4050) loss_vfl_dn_3: 0.4020 (0.3967) loss_vfl_dn_4: 0.3982 (0.3938) loss_vfl_dn_5: 0.3959 (0.3933) loss_vfl_dn_pre: 0.4897 (0.4874) loss_vfl_enc_0: 0.7216 (0.7317) loss_vfl_pre: 0.7143 (0.7288) time: 0.7513 data: 0.0318 max mem: 9084 Epoch: [41] [1400/3696] eta: 0:29:17 lr: 0.000013 loss: 30.9576 (31.3984) loss_bbox: 0.1603 (0.1732) loss_bbox_aux_0: 0.1734 (0.1857) loss_bbox_aux_1: 0.1621 (0.1759) loss_bbox_aux_2: 0.1605 (0.1738) loss_bbox_aux_3: 0.1608 (0.1733) loss_bbox_aux_4: 0.1604 (0.1732) loss_bbox_dn_0: 0.2251 (0.2392) loss_bbox_dn_1: 0.1648 (0.1772) loss_bbox_dn_2: 0.1536 (0.1669) loss_bbox_dn_3: 0.1510 (0.1636) loss_bbox_dn_4: 0.1510 (0.1630) loss_bbox_dn_5: 0.1511 (0.1630) loss_bbox_dn_pre: 0.2289 (0.2450) loss_bbox_enc_0: 0.2099 (0.2207) loss_bbox_pre: 0.1739 (0.1859) loss_dfl: 0.9648 (0.9600) loss_fgl_aux_0: 0.9984 (0.9925) loss_fgl_aux_1: 0.9678 (0.9625) loss_fgl_aux_2: 0.9654 (0.9602) loss_fgl_aux_3: 0.9645 (0.9600) loss_fgl_aux_4: 0.9648 (0.9600) loss_fgl_dn_0: 1.0855 (1.0877) loss_fgl_dn_1: 0.9847 (0.9841) loss_fgl_dn_2: 0.9774 (0.9752) loss_fgl_dn_3: 0.9782 (0.9760) loss_fgl_dn_4: 0.9784 (0.9764) loss_fgl_dn_5: 0.9784 (0.9764) loss_giou: 0.5146 (0.5601) loss_giou_aux_0: 0.5464 (0.5851) loss_giou_aux_1: 0.5263 (0.5656) loss_giou_aux_2: 0.5176 (0.5611) loss_giou_aux_3: 0.5166 (0.5603) loss_giou_aux_4: 0.5152 (0.5601) loss_giou_dn_0: 0.5343 (0.5661) loss_giou_dn_1: 0.4335 (0.4547) loss_giou_dn_2: 0.4180 (0.4377) loss_giou_dn_3: 0.4130 (0.4330) loss_giou_dn_4: 0.4123 (0.4320) loss_giou_dn_5: 0.4123 (0.4320) loss_giou_dn_pre: 0.5348 (0.5653) loss_giou_enc_0: 0.6095 (0.6592) loss_giou_pre: 0.5462 (0.5837) loss_ddf_aux_0: 0.0547 (0.0527) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2557 (0.2540) loss_ddf_dn_1: 0.0360 (0.0335) loss_ddf_dn_2: 0.0085 (0.0072) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6637 (0.6556) loss_vfl_aux_0: 0.7314 (0.7264) loss_vfl_aux_1: 0.7125 (0.7013) loss_vfl_aux_2: 0.6940 (0.6838) loss_vfl_aux_3: 0.6797 (0.6660) loss_vfl_aux_4: 0.6679 (0.6575) loss_vfl_dn_0: 0.4879 (0.4871) loss_vfl_dn_1: 0.4116 (0.4205) loss_vfl_dn_2: 0.3975 (0.4048) loss_vfl_dn_3: 0.3901 (0.3965) loss_vfl_dn_4: 0.3874 (0.3937) loss_vfl_dn_5: 0.3867 (0.3932) loss_vfl_dn_pre: 0.4888 (0.4875) loss_vfl_enc_0: 0.7454 (0.7318) loss_vfl_pre: 0.7366 (0.7287) time: 0.7777 data: 0.0314 max mem: 9084 Epoch: [41] [1500/3696] eta: 0:27:58 lr: 0.000013 loss: 31.3855 (31.4090) loss_bbox: 0.1726 (0.1733) loss_bbox_aux_0: 0.1802 (0.1857) loss_bbox_aux_1: 0.1736 (0.1760) loss_bbox_aux_2: 0.1726 (0.1739) loss_bbox_aux_3: 0.1727 (0.1734) loss_bbox_aux_4: 0.1725 (0.1733) loss_bbox_dn_0: 0.2256 (0.2387) loss_bbox_dn_1: 0.1623 (0.1768) loss_bbox_dn_2: 0.1523 (0.1665) loss_bbox_dn_3: 0.1478 (0.1633) loss_bbox_dn_4: 0.1477 (0.1626) loss_bbox_dn_5: 0.1478 (0.1626) loss_bbox_dn_pre: 0.2318 (0.2444) loss_bbox_enc_0: 0.2142 (0.2207) loss_bbox_pre: 0.1825 (0.1860) loss_dfl: 0.9674 (0.9600) loss_fgl_aux_0: 1.0047 (0.9925) loss_fgl_aux_1: 0.9702 (0.9625) loss_fgl_aux_2: 0.9673 (0.9602) loss_fgl_aux_3: 0.9673 (0.9600) loss_fgl_aux_4: 0.9670 (0.9600) loss_fgl_dn_0: 1.0888 (1.0879) loss_fgl_dn_1: 0.9883 (0.9845) loss_fgl_dn_2: 0.9783 (0.9756) loss_fgl_dn_3: 0.9799 (0.9764) loss_fgl_dn_4: 0.9803 (0.9768) loss_fgl_dn_5: 0.9802 (0.9768) loss_giou: 0.5432 (0.5612) loss_giou_aux_0: 0.5690 (0.5862) loss_giou_aux_1: 0.5462 (0.5667) loss_giou_aux_2: 0.5433 (0.5621) loss_giou_aux_3: 0.5429 (0.5613) loss_giou_aux_4: 0.5430 (0.5612) loss_giou_dn_0: 0.5545 (0.5664) loss_giou_dn_1: 0.4328 (0.4549) loss_giou_dn_2: 0.4147 (0.4379) loss_giou_dn_3: 0.4088 (0.4332) loss_giou_dn_4: 0.4075 (0.4322) loss_giou_dn_5: 0.4074 (0.4322) loss_giou_dn_pre: 0.5525 (0.5657) loss_giou_enc_0: 0.6492 (0.6604) loss_giou_pre: 0.5668 (0.5848) loss_ddf_aux_0: 0.0522 (0.0527) loss_ddf_aux_1: 0.0076 (0.0073) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2522 (0.2540) loss_ddf_dn_1: 0.0338 (0.0336) loss_ddf_dn_2: 0.0073 (0.0072) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6481 (0.6559) loss_vfl_aux_0: 0.7185 (0.7264) loss_vfl_aux_1: 0.6920 (0.7013) loss_vfl_aux_2: 0.6793 (0.6839) loss_vfl_aux_3: 0.6696 (0.6661) loss_vfl_aux_4: 0.6527 (0.6577) loss_vfl_dn_0: 0.4872 (0.4871) loss_vfl_dn_1: 0.4217 (0.4206) loss_vfl_dn_2: 0.4037 (0.4049) loss_vfl_dn_3: 0.3951 (0.3966) loss_vfl_dn_4: 0.3915 (0.3937) loss_vfl_dn_5: 0.3928 (0.3932) loss_vfl_dn_pre: 0.4870 (0.4876) loss_vfl_enc_0: 0.7292 (0.7315) loss_vfl_pre: 0.7226 (0.7287) time: 0.6986 data: 0.0252 max mem: 9084 Epoch: [41] [1600/3696] eta: 0:26:45 lr: 0.000013 loss: 31.8410 (31.4063) loss_bbox: 0.1765 (0.1737) loss_bbox_aux_0: 0.1915 (0.1861) loss_bbox_aux_1: 0.1790 (0.1764) loss_bbox_aux_2: 0.1769 (0.1742) loss_bbox_aux_3: 0.1770 (0.1738) loss_bbox_aux_4: 0.1767 (0.1737) loss_bbox_dn_0: 0.2408 (0.2392) loss_bbox_dn_1: 0.1798 (0.1771) loss_bbox_dn_2: 0.1684 (0.1668) loss_bbox_dn_3: 0.1645 (0.1635) loss_bbox_dn_4: 0.1639 (0.1629) loss_bbox_dn_5: 0.1639 (0.1629) loss_bbox_dn_pre: 0.2481 (0.2449) loss_bbox_enc_0: 0.2253 (0.2213) loss_bbox_pre: 0.1893 (0.1864) loss_dfl: 0.9652 (0.9596) loss_fgl_aux_0: 0.9934 (0.9923) loss_fgl_aux_1: 0.9688 (0.9622) loss_fgl_aux_2: 0.9657 (0.9599) loss_fgl_aux_3: 0.9651 (0.9597) loss_fgl_aux_4: 0.9652 (0.9596) loss_fgl_dn_0: 1.0799 (1.0876) loss_fgl_dn_1: 0.9870 (0.9840) loss_fgl_dn_2: 0.9781 (0.9751) loss_fgl_dn_3: 0.9786 (0.9759) loss_fgl_dn_4: 0.9789 (0.9763) loss_fgl_dn_5: 0.9791 (0.9763) loss_giou: 0.5362 (0.5605) loss_giou_aux_0: 0.5587 (0.5856) loss_giou_aux_1: 0.5412 (0.5660) loss_giou_aux_2: 0.5359 (0.5615) loss_giou_aux_3: 0.5363 (0.5607) loss_giou_aux_4: 0.5361 (0.5605) loss_giou_dn_0: 0.5804 (0.5661) loss_giou_dn_1: 0.4598 (0.4546) loss_giou_dn_2: 0.4462 (0.4376) loss_giou_dn_3: 0.4435 (0.4329) loss_giou_dn_4: 0.4426 (0.4319) loss_giou_dn_5: 0.4427 (0.4319) loss_giou_dn_pre: 0.5775 (0.5654) loss_giou_enc_0: 0.6304 (0.6597) loss_giou_pre: 0.5574 (0.5841) loss_ddf_aux_0: 0.0562 (0.0528) loss_ddf_aux_1: 0.0077 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2503 (0.2544) loss_ddf_dn_1: 0.0338 (0.0336) loss_ddf_dn_2: 0.0075 (0.0072) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6416 (0.6562) loss_vfl_aux_0: 0.7239 (0.7267) loss_vfl_aux_1: 0.6899 (0.7017) loss_vfl_aux_2: 0.6737 (0.6842) loss_vfl_aux_3: 0.6594 (0.6666) loss_vfl_aux_4: 0.6450 (0.6580) loss_vfl_dn_0: 0.4897 (0.4871) loss_vfl_dn_1: 0.4225 (0.4204) loss_vfl_dn_2: 0.4106 (0.4048) loss_vfl_dn_3: 0.4021 (0.3965) loss_vfl_dn_4: 0.3998 (0.3936) loss_vfl_dn_5: 0.3995 (0.3931) loss_vfl_dn_pre: 0.4899 (0.4876) loss_vfl_enc_0: 0.7292 (0.7319) loss_vfl_pre: 0.7236 (0.7291) time: 0.7749 data: 0.0345 max mem: 9084 Epoch: [41] [1700/3696] eta: 0:25:31 lr: 0.000013 loss: 30.9274 (31.4109) loss_bbox: 0.1880 (0.1741) loss_bbox_aux_0: 0.2004 (0.1866) loss_bbox_aux_1: 0.1916 (0.1768) loss_bbox_aux_2: 0.1889 (0.1746) loss_bbox_aux_3: 0.1871 (0.1741) loss_bbox_aux_4: 0.1878 (0.1741) loss_bbox_dn_0: 0.2264 (0.2397) loss_bbox_dn_1: 0.1715 (0.1775) loss_bbox_dn_2: 0.1569 (0.1671) loss_bbox_dn_3: 0.1536 (0.1639) loss_bbox_dn_4: 0.1523 (0.1632) loss_bbox_dn_5: 0.1524 (0.1632) loss_bbox_dn_pre: 0.2388 (0.2454) loss_bbox_enc_0: 0.2248 (0.2217) loss_bbox_pre: 0.1991 (0.1868) loss_dfl: 0.9426 (0.9595) loss_fgl_aux_0: 0.9824 (0.9922) loss_fgl_aux_1: 0.9508 (0.9621) loss_fgl_aux_2: 0.9450 (0.9598) loss_fgl_aux_3: 0.9429 (0.9596) loss_fgl_aux_4: 0.9425 (0.9596) loss_fgl_dn_0: 1.0814 (1.0876) loss_fgl_dn_1: 0.9831 (0.9839) loss_fgl_dn_2: 0.9745 (0.9750) loss_fgl_dn_3: 0.9753 (0.9758) loss_fgl_dn_4: 0.9760 (0.9762) loss_fgl_dn_5: 0.9761 (0.9762) loss_giou: 0.5638 (0.5605) loss_giou_aux_0: 0.5924 (0.5856) loss_giou_aux_1: 0.5722 (0.5659) loss_giou_aux_2: 0.5660 (0.5614) loss_giou_aux_3: 0.5644 (0.5606) loss_giou_aux_4: 0.5634 (0.5605) loss_giou_dn_0: 0.5730 (0.5661) loss_giou_dn_1: 0.4596 (0.4546) loss_giou_dn_2: 0.4427 (0.4376) loss_giou_dn_3: 0.4399 (0.4329) loss_giou_dn_4: 0.4396 (0.4319) loss_giou_dn_5: 0.4395 (0.4319) loss_giou_dn_pre: 0.5706 (0.5655) loss_giou_enc_0: 0.6601 (0.6595) loss_giou_pre: 0.5889 (0.5842) loss_ddf_aux_0: 0.0508 (0.0528) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2588 (0.2545) loss_ddf_dn_1: 0.0354 (0.0338) loss_ddf_dn_2: 0.0073 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6345 (0.6561) loss_vfl_aux_0: 0.7061 (0.7268) loss_vfl_aux_1: 0.6946 (0.7018) loss_vfl_aux_2: 0.6663 (0.6842) loss_vfl_aux_3: 0.6417 (0.6665) loss_vfl_aux_4: 0.6318 (0.6579) loss_vfl_dn_0: 0.4857 (0.4873) loss_vfl_dn_1: 0.4186 (0.4205) loss_vfl_dn_2: 0.3988 (0.4048) loss_vfl_dn_3: 0.3941 (0.3965) loss_vfl_dn_4: 0.3917 (0.3936) loss_vfl_dn_5: 0.3921 (0.3931) loss_vfl_dn_pre: 0.4868 (0.4877) loss_vfl_enc_0: 0.7046 (0.7318) loss_vfl_pre: 0.7068 (0.7292) time: 0.7633 data: 0.0325 max mem: 9084 Epoch: [41] [1800/3696] eta: 0:24:16 lr: 0.000013 loss: 31.1843 (31.4155) loss_bbox: 0.1600 (0.1742) loss_bbox_aux_0: 0.1760 (0.1867) loss_bbox_aux_1: 0.1642 (0.1769) loss_bbox_aux_2: 0.1610 (0.1747) loss_bbox_aux_3: 0.1600 (0.1742) loss_bbox_aux_4: 0.1600 (0.1742) loss_bbox_dn_0: 0.2296 (0.2398) loss_bbox_dn_1: 0.1668 (0.1775) loss_bbox_dn_2: 0.1544 (0.1672) loss_bbox_dn_3: 0.1492 (0.1639) loss_bbox_dn_4: 0.1488 (0.1633) loss_bbox_dn_5: 0.1487 (0.1633) loss_bbox_dn_pre: 0.2343 (0.2455) loss_bbox_enc_0: 0.2077 (0.2217) loss_bbox_pre: 0.1752 (0.1869) loss_dfl: 0.9542 (0.9594) loss_fgl_aux_0: 0.9857 (0.9921) loss_fgl_aux_1: 0.9562 (0.9620) loss_fgl_aux_2: 0.9552 (0.9597) loss_fgl_aux_3: 0.9539 (0.9595) loss_fgl_aux_4: 0.9539 (0.9594) loss_fgl_dn_0: 1.0857 (1.0875) loss_fgl_dn_1: 0.9849 (0.9838) loss_fgl_dn_2: 0.9790 (0.9749) loss_fgl_dn_3: 0.9790 (0.9757) loss_fgl_dn_4: 0.9795 (0.9761) loss_fgl_dn_5: 0.9797 (0.9761) loss_giou: 0.5297 (0.5606) loss_giou_aux_0: 0.5528 (0.5857) loss_giou_aux_1: 0.5368 (0.5661) loss_giou_aux_2: 0.5300 (0.5615) loss_giou_aux_3: 0.5292 (0.5607) loss_giou_aux_4: 0.5294 (0.5606) loss_giou_dn_0: 0.5864 (0.5662) loss_giou_dn_1: 0.4599 (0.4546) loss_giou_dn_2: 0.4449 (0.4376) loss_giou_dn_3: 0.4401 (0.4329) loss_giou_dn_4: 0.4383 (0.4319) loss_giou_dn_5: 0.4382 (0.4319) loss_giou_dn_pre: 0.5835 (0.5655) loss_giou_enc_0: 0.6352 (0.6595) loss_giou_pre: 0.5514 (0.5843) loss_ddf_aux_0: 0.0493 (0.0527) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2383 (0.2544) loss_ddf_dn_1: 0.0332 (0.0338) loss_ddf_dn_2: 0.0072 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6667 (0.6565) loss_vfl_aux_0: 0.7396 (0.7273) loss_vfl_aux_1: 0.7089 (0.7023) loss_vfl_aux_2: 0.6921 (0.6848) loss_vfl_aux_3: 0.6807 (0.6668) loss_vfl_aux_4: 0.6714 (0.6583) loss_vfl_dn_0: 0.4802 (0.4872) loss_vfl_dn_1: 0.4157 (0.4205) loss_vfl_dn_2: 0.4011 (0.4048) loss_vfl_dn_3: 0.3939 (0.3965) loss_vfl_dn_4: 0.3912 (0.3936) loss_vfl_dn_5: 0.3918 (0.3931) loss_vfl_dn_pre: 0.4804 (0.4877) loss_vfl_enc_0: 0.7407 (0.7324) loss_vfl_pre: 0.7466 (0.7298) time: 0.7600 data: 0.0282 max mem: 9084 Epoch: [41] [1900/3696] eta: 0:22:59 lr: 0.000013 loss: 31.7671 (31.4142) loss_bbox: 0.1694 (0.1739) loss_bbox_aux_0: 0.1796 (0.1864) loss_bbox_aux_1: 0.1718 (0.1766) loss_bbox_aux_2: 0.1738 (0.1744) loss_bbox_aux_3: 0.1698 (0.1739) loss_bbox_aux_4: 0.1694 (0.1739) loss_bbox_dn_0: 0.2262 (0.2395) loss_bbox_dn_1: 0.1656 (0.1773) loss_bbox_dn_2: 0.1568 (0.1669) loss_bbox_dn_3: 0.1553 (0.1637) loss_bbox_dn_4: 0.1551 (0.1630) loss_bbox_dn_5: 0.1552 (0.1630) loss_bbox_dn_pre: 0.2356 (0.2453) loss_bbox_enc_0: 0.2167 (0.2213) loss_bbox_pre: 0.1809 (0.1866) loss_dfl: 0.9347 (0.9594) loss_fgl_aux_0: 0.9595 (0.9920) loss_fgl_aux_1: 0.9365 (0.9620) loss_fgl_aux_2: 0.9345 (0.9596) loss_fgl_aux_3: 0.9347 (0.9594) loss_fgl_aux_4: 0.9346 (0.9594) loss_fgl_dn_0: 1.0845 (1.0874) loss_fgl_dn_1: 0.9870 (0.9839) loss_fgl_dn_2: 0.9786 (0.9750) loss_fgl_dn_3: 0.9794 (0.9757) loss_fgl_dn_4: 0.9800 (0.9762) loss_fgl_dn_5: 0.9800 (0.9762) loss_giou: 0.6159 (0.5612) loss_giou_aux_0: 0.6257 (0.5863) loss_giou_aux_1: 0.6102 (0.5667) loss_giou_aux_2: 0.6137 (0.5621) loss_giou_aux_3: 0.6156 (0.5614) loss_giou_aux_4: 0.6156 (0.5612) loss_giou_dn_0: 0.5964 (0.5666) loss_giou_dn_1: 0.4856 (0.4550) loss_giou_dn_2: 0.4684 (0.4379) loss_giou_dn_3: 0.4646 (0.4332) loss_giou_dn_4: 0.4639 (0.4322) loss_giou_dn_5: 0.4640 (0.4322) loss_giou_dn_pre: 0.5947 (0.5659) loss_giou_enc_0: 0.6920 (0.6601) loss_giou_pre: 0.6240 (0.5849) loss_ddf_aux_0: 0.0575 (0.0527) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2526 (0.2542) loss_ddf_dn_1: 0.0317 (0.0338) loss_ddf_dn_2: 0.0060 (0.0072) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6453 (0.6559) loss_vfl_aux_0: 0.7153 (0.7269) loss_vfl_aux_1: 0.6935 (0.7017) loss_vfl_aux_2: 0.6624 (0.6842) loss_vfl_aux_3: 0.6527 (0.6662) loss_vfl_aux_4: 0.6442 (0.6578) loss_vfl_dn_0: 0.4854 (0.4871) loss_vfl_dn_1: 0.4211 (0.4205) loss_vfl_dn_2: 0.4072 (0.4048) loss_vfl_dn_3: 0.3988 (0.3966) loss_vfl_dn_4: 0.3948 (0.3937) loss_vfl_dn_5: 0.3939 (0.3932) loss_vfl_dn_pre: 0.4859 (0.4877) loss_vfl_enc_0: 0.7028 (0.7319) loss_vfl_pre: 0.7181 (0.7294) time: 0.7523 data: 0.0261 max mem: 9084 Epoch: [41] [2000/3696] eta: 0:21:41 lr: 0.000013 loss: 31.7540 (31.4209) loss_bbox: 0.1715 (0.1739) loss_bbox_aux_0: 0.1867 (0.1864) loss_bbox_aux_1: 0.1745 (0.1766) loss_bbox_aux_2: 0.1710 (0.1745) loss_bbox_aux_3: 0.1710 (0.1740) loss_bbox_aux_4: 0.1714 (0.1739) loss_bbox_dn_0: 0.2630 (0.2397) loss_bbox_dn_1: 0.1923 (0.1774) loss_bbox_dn_2: 0.1880 (0.1671) loss_bbox_dn_3: 0.1820 (0.1638) loss_bbox_dn_4: 0.1804 (0.1632) loss_bbox_dn_5: 0.1805 (0.1632) loss_bbox_dn_pre: 0.2650 (0.2455) loss_bbox_enc_0: 0.2185 (0.2214) loss_bbox_pre: 0.1882 (0.1867) loss_dfl: 0.9683 (0.9596) loss_fgl_aux_0: 0.9957 (0.9922) loss_fgl_aux_1: 0.9671 (0.9622) loss_fgl_aux_2: 0.9678 (0.9598) loss_fgl_aux_3: 0.9688 (0.9596) loss_fgl_aux_4: 0.9684 (0.9596) loss_fgl_dn_0: 1.0885 (1.0875) loss_fgl_dn_1: 0.9832 (0.9840) loss_fgl_dn_2: 0.9749 (0.9751) loss_fgl_dn_3: 0.9779 (0.9759) loss_fgl_dn_4: 0.9787 (0.9763) loss_fgl_dn_5: 0.9786 (0.9763) loss_giou: 0.5214 (0.5613) loss_giou_aux_0: 0.5500 (0.5864) loss_giou_aux_1: 0.5248 (0.5668) loss_giou_aux_2: 0.5217 (0.5622) loss_giou_aux_3: 0.5225 (0.5615) loss_giou_aux_4: 0.5219 (0.5613) loss_giou_dn_0: 0.5617 (0.5668) loss_giou_dn_1: 0.4576 (0.4552) loss_giou_dn_2: 0.4396 (0.4381) loss_giou_dn_3: 0.4351 (0.4334) loss_giou_dn_4: 0.4342 (0.4324) loss_giou_dn_5: 0.4343 (0.4324) loss_giou_dn_pre: 0.5579 (0.5661) loss_giou_enc_0: 0.6201 (0.6602) loss_giou_pre: 0.5472 (0.5850) loss_ddf_aux_0: 0.0537 (0.0528) loss_ddf_aux_1: 0.0078 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2544 (0.2541) loss_ddf_dn_1: 0.0362 (0.0338) loss_ddf_dn_2: 0.0083 (0.0072) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6669 (0.6559) loss_vfl_aux_0: 0.7396 (0.7271) loss_vfl_aux_1: 0.7106 (0.7020) loss_vfl_aux_2: 0.6925 (0.6842) loss_vfl_aux_3: 0.6813 (0.6661) loss_vfl_aux_4: 0.6658 (0.6579) loss_vfl_dn_0: 0.4898 (0.4871) loss_vfl_dn_1: 0.4233 (0.4205) loss_vfl_dn_2: 0.4087 (0.4049) loss_vfl_dn_3: 0.4019 (0.3966) loss_vfl_dn_4: 0.3983 (0.3937) loss_vfl_dn_5: 0.3961 (0.3932) loss_vfl_dn_pre: 0.4913 (0.4877) loss_vfl_enc_0: 0.7334 (0.7320) loss_vfl_pre: 0.7378 (0.7296) time: 0.6993 data: 0.0249 max mem: 9084 Epoch: [41] [2100/3696] eta: 0:20:24 lr: 0.000013 loss: 31.0633 (31.4174) loss_bbox: 0.1745 (0.1739) loss_bbox_aux_0: 0.1858 (0.1865) loss_bbox_aux_1: 0.1742 (0.1766) loss_bbox_aux_2: 0.1744 (0.1745) loss_bbox_aux_3: 0.1745 (0.1740) loss_bbox_aux_4: 0.1745 (0.1739) loss_bbox_dn_0: 0.2430 (0.2396) loss_bbox_dn_1: 0.1849 (0.1774) loss_bbox_dn_2: 0.1709 (0.1670) loss_bbox_dn_3: 0.1671 (0.1638) loss_bbox_dn_4: 0.1652 (0.1631) loss_bbox_dn_5: 0.1652 (0.1631) loss_bbox_dn_pre: 0.2502 (0.2454) loss_bbox_enc_0: 0.2151 (0.2214) loss_bbox_pre: 0.1856 (0.1867) loss_dfl: 0.9555 (0.9594) loss_fgl_aux_0: 0.9901 (0.9921) loss_fgl_aux_1: 0.9550 (0.9620) loss_fgl_aux_2: 0.9534 (0.9597) loss_fgl_aux_3: 0.9554 (0.9595) loss_fgl_aux_4: 0.9554 (0.9594) loss_fgl_dn_0: 1.0869 (1.0874) loss_fgl_dn_1: 0.9851 (0.9839) loss_fgl_dn_2: 0.9727 (0.9751) loss_fgl_dn_3: 0.9726 (0.9758) loss_fgl_dn_4: 0.9734 (0.9763) loss_fgl_dn_5: 0.9734 (0.9763) loss_giou: 0.5141 (0.5613) loss_giou_aux_0: 0.5385 (0.5865) loss_giou_aux_1: 0.5184 (0.5668) loss_giou_aux_2: 0.5138 (0.5622) loss_giou_aux_3: 0.5142 (0.5615) loss_giou_aux_4: 0.5141 (0.5613) loss_giou_dn_0: 0.5458 (0.5667) loss_giou_dn_1: 0.4369 (0.4551) loss_giou_dn_2: 0.4190 (0.4380) loss_giou_dn_3: 0.4126 (0.4334) loss_giou_dn_4: 0.4116 (0.4323) loss_giou_dn_5: 0.4116 (0.4323) loss_giou_dn_pre: 0.5481 (0.5660) loss_giou_enc_0: 0.6069 (0.6603) loss_giou_pre: 0.5356 (0.5850) loss_ddf_aux_0: 0.0522 (0.0529) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2411 (0.2541) loss_ddf_dn_1: 0.0312 (0.0337) loss_ddf_dn_2: 0.0062 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6462 (0.6558) loss_vfl_aux_0: 0.7068 (0.7267) loss_vfl_aux_1: 0.6786 (0.7019) loss_vfl_aux_2: 0.6732 (0.6839) loss_vfl_aux_3: 0.6636 (0.6659) loss_vfl_aux_4: 0.6533 (0.6577) loss_vfl_dn_0: 0.4879 (0.4871) loss_vfl_dn_1: 0.4218 (0.4205) loss_vfl_dn_2: 0.4031 (0.4048) loss_vfl_dn_3: 0.3953 (0.3966) loss_vfl_dn_4: 0.3920 (0.3937) loss_vfl_dn_5: 0.3918 (0.3932) loss_vfl_dn_pre: 0.4891 (0.4877) loss_vfl_enc_0: 0.7202 (0.7317) loss_vfl_pre: 0.7113 (0.7293) time: 0.7702 data: 0.0297 max mem: 9084 Epoch: [41] [2200/3696] eta: 0:19:06 lr: 0.000013 loss: 31.3414 (31.4137) loss_bbox: 0.1706 (0.1738) loss_bbox_aux_0: 0.1815 (0.1863) loss_bbox_aux_1: 0.1745 (0.1765) loss_bbox_aux_2: 0.1717 (0.1743) loss_bbox_aux_3: 0.1711 (0.1738) loss_bbox_aux_4: 0.1707 (0.1738) loss_bbox_dn_0: 0.2261 (0.2400) loss_bbox_dn_1: 0.1664 (0.1775) loss_bbox_dn_2: 0.1557 (0.1671) loss_bbox_dn_3: 0.1542 (0.1639) loss_bbox_dn_4: 0.1534 (0.1632) loss_bbox_dn_5: 0.1534 (0.1632) loss_bbox_dn_pre: 0.2402 (0.2457) loss_bbox_enc_0: 0.2112 (0.2213) loss_bbox_pre: 0.1800 (0.1866) loss_dfl: 0.9332 (0.9594) loss_fgl_aux_0: 0.9850 (0.9921) loss_fgl_aux_1: 0.9349 (0.9620) loss_fgl_aux_2: 0.9324 (0.9597) loss_fgl_aux_3: 0.9317 (0.9595) loss_fgl_aux_4: 0.9326 (0.9594) loss_fgl_dn_0: 1.0852 (1.0875) loss_fgl_dn_1: 0.9793 (0.9839) loss_fgl_dn_2: 0.9697 (0.9750) loss_fgl_dn_3: 0.9710 (0.9758) loss_fgl_dn_4: 0.9719 (0.9762) loss_fgl_dn_5: 0.9717 (0.9762) loss_giou: 0.5652 (0.5609) loss_giou_aux_0: 0.5985 (0.5860) loss_giou_aux_1: 0.5782 (0.5663) loss_giou_aux_2: 0.5707 (0.5618) loss_giou_aux_3: 0.5670 (0.5610) loss_giou_aux_4: 0.5657 (0.5609) loss_giou_dn_0: 0.5692 (0.5666) loss_giou_dn_1: 0.4671 (0.4550) loss_giou_dn_2: 0.4494 (0.4379) loss_giou_dn_3: 0.4440 (0.4332) loss_giou_dn_4: 0.4427 (0.4322) loss_giou_dn_5: 0.4426 (0.4321) loss_giou_dn_pre: 0.5685 (0.5660) loss_giou_enc_0: 0.6512 (0.6596) loss_giou_pre: 0.5970 (0.5845) loss_ddf_aux_0: 0.0557 (0.0529) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2604 (0.2541) loss_ddf_dn_1: 0.0341 (0.0337) loss_ddf_dn_2: 0.0068 (0.0072) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6628 (0.6560) loss_vfl_aux_0: 0.7474 (0.7270) loss_vfl_aux_1: 0.7194 (0.7020) loss_vfl_aux_2: 0.6994 (0.6841) loss_vfl_aux_3: 0.6767 (0.6660) loss_vfl_aux_4: 0.6667 (0.6579) loss_vfl_dn_0: 0.4889 (0.4871) loss_vfl_dn_1: 0.4246 (0.4205) loss_vfl_dn_2: 0.4062 (0.4048) loss_vfl_dn_3: 0.4000 (0.3966) loss_vfl_dn_4: 0.4004 (0.3937) loss_vfl_dn_5: 0.3992 (0.3932) loss_vfl_dn_pre: 0.4882 (0.4877) loss_vfl_enc_0: 0.7450 (0.7320) loss_vfl_pre: 0.7508 (0.7295) time: 0.7064 data: 0.0253 max mem: 9084 Epoch: [41] [2300/3696] eta: 0:17:50 lr: 0.000013 loss: 31.6958 (31.4138) loss_bbox: 0.1588 (0.1737) loss_bbox_aux_0: 0.1715 (0.1863) loss_bbox_aux_1: 0.1606 (0.1764) loss_bbox_aux_2: 0.1593 (0.1743) loss_bbox_aux_3: 0.1588 (0.1738) loss_bbox_aux_4: 0.1588 (0.1737) loss_bbox_dn_0: 0.2242 (0.2399) loss_bbox_dn_1: 0.1646 (0.1775) loss_bbox_dn_2: 0.1589 (0.1671) loss_bbox_dn_3: 0.1510 (0.1638) loss_bbox_dn_4: 0.1518 (0.1631) loss_bbox_dn_5: 0.1519 (0.1631) loss_bbox_dn_pre: 0.2324 (0.2457) loss_bbox_enc_0: 0.2085 (0.2212) loss_bbox_pre: 0.1701 (0.1866) loss_dfl: 0.9605 (0.9594) loss_fgl_aux_0: 0.9851 (0.9921) loss_fgl_aux_1: 0.9617 (0.9620) loss_fgl_aux_2: 0.9607 (0.9597) loss_fgl_aux_3: 0.9609 (0.9595) loss_fgl_aux_4: 0.9606 (0.9595) loss_fgl_dn_0: 1.0875 (1.0875) loss_fgl_dn_1: 0.9904 (0.9839) loss_fgl_dn_2: 0.9794 (0.9750) loss_fgl_dn_3: 0.9815 (0.9758) loss_fgl_dn_4: 0.9815 (0.9762) loss_fgl_dn_5: 0.9815 (0.9762) loss_giou: 0.6162 (0.5611) loss_giou_aux_0: 0.6364 (0.5862) loss_giou_aux_1: 0.6253 (0.5666) loss_giou_aux_2: 0.6178 (0.5620) loss_giou_aux_3: 0.6161 (0.5612) loss_giou_aux_4: 0.6158 (0.5611) loss_giou_dn_0: 0.5975 (0.5666) loss_giou_dn_1: 0.4873 (0.4549) loss_giou_dn_2: 0.4761 (0.4378) loss_giou_dn_3: 0.4717 (0.4331) loss_giou_dn_4: 0.4700 (0.4321) loss_giou_dn_5: 0.4699 (0.4321) loss_giou_dn_pre: 0.5960 (0.5659) loss_giou_enc_0: 0.7077 (0.6598) loss_giou_pre: 0.6356 (0.5847) loss_ddf_aux_0: 0.0519 (0.0529) loss_ddf_aux_1: 0.0078 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2535 (0.2540) loss_ddf_dn_1: 0.0342 (0.0337) loss_ddf_dn_2: 0.0073 (0.0072) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6370 (0.6560) loss_vfl_aux_0: 0.7087 (0.7268) loss_vfl_aux_1: 0.6787 (0.7018) loss_vfl_aux_2: 0.6763 (0.6841) loss_vfl_aux_3: 0.6548 (0.6660) loss_vfl_aux_4: 0.6416 (0.6579) loss_vfl_dn_0: 0.4838 (0.4871) loss_vfl_dn_1: 0.4194 (0.4205) loss_vfl_dn_2: 0.4035 (0.4049) loss_vfl_dn_3: 0.3975 (0.3967) loss_vfl_dn_4: 0.3958 (0.3938) loss_vfl_dn_5: 0.3952 (0.3933) loss_vfl_dn_pre: 0.4858 (0.4877) loss_vfl_enc_0: 0.7032 (0.7318) loss_vfl_pre: 0.7081 (0.7294) time: 0.7498 data: 0.0292 max mem: 9084 Epoch: [41] [2400/3696] eta: 0:16:34 lr: 0.000013 loss: 31.5044 (31.4127) loss_bbox: 0.1779 (0.1735) loss_bbox_aux_0: 0.1896 (0.1861) loss_bbox_aux_1: 0.1798 (0.1762) loss_bbox_aux_2: 0.1792 (0.1741) loss_bbox_aux_3: 0.1776 (0.1736) loss_bbox_aux_4: 0.1779 (0.1735) loss_bbox_dn_0: 0.2277 (0.2395) loss_bbox_dn_1: 0.1726 (0.1771) loss_bbox_dn_2: 0.1629 (0.1668) loss_bbox_dn_3: 0.1592 (0.1635) loss_bbox_dn_4: 0.1579 (0.1628) loss_bbox_dn_5: 0.1580 (0.1628) loss_bbox_dn_pre: 0.2315 (0.2452) loss_bbox_enc_0: 0.2163 (0.2209) loss_bbox_pre: 0.1894 (0.1864) loss_dfl: 0.9647 (0.9596) loss_fgl_aux_0: 1.0006 (0.9921) loss_fgl_aux_1: 0.9671 (0.9621) loss_fgl_aux_2: 0.9648 (0.9598) loss_fgl_aux_3: 0.9648 (0.9596) loss_fgl_aux_4: 0.9645 (0.9596) loss_fgl_dn_0: 1.0919 (1.0875) loss_fgl_dn_1: 0.9911 (0.9841) loss_fgl_dn_2: 0.9825 (0.9752) loss_fgl_dn_3: 0.9814 (0.9760) loss_fgl_dn_4: 0.9820 (0.9764) loss_fgl_dn_5: 0.9821 (0.9764) loss_giou: 0.5655 (0.5614) loss_giou_aux_0: 0.5955 (0.5866) loss_giou_aux_1: 0.5723 (0.5670) loss_giou_aux_2: 0.5689 (0.5623) loss_giou_aux_3: 0.5659 (0.5616) loss_giou_aux_4: 0.5656 (0.5614) loss_giou_dn_0: 0.5572 (0.5667) loss_giou_dn_1: 0.4538 (0.4549) loss_giou_dn_2: 0.4346 (0.4378) loss_giou_dn_3: 0.4283 (0.4331) loss_giou_dn_4: 0.4278 (0.4321) loss_giou_dn_5: 0.4277 (0.4321) loss_giou_dn_pre: 0.5545 (0.5660) loss_giou_enc_0: 0.6516 (0.6602) loss_giou_pre: 0.5943 (0.5851) loss_ddf_aux_0: 0.0488 (0.0529) loss_ddf_aux_1: 0.0076 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2366 (0.2537) loss_ddf_dn_1: 0.0313 (0.0337) loss_ddf_dn_2: 0.0065 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6666 (0.6560) loss_vfl_aux_0: 0.7252 (0.7266) loss_vfl_aux_1: 0.7066 (0.7017) loss_vfl_aux_2: 0.6986 (0.6840) loss_vfl_aux_3: 0.6793 (0.6660) loss_vfl_aux_4: 0.6683 (0.6578) loss_vfl_dn_0: 0.4894 (0.4871) loss_vfl_dn_1: 0.4266 (0.4205) loss_vfl_dn_2: 0.4126 (0.4049) loss_vfl_dn_3: 0.4021 (0.3967) loss_vfl_dn_4: 0.3984 (0.3938) loss_vfl_dn_5: 0.3987 (0.3933) loss_vfl_dn_pre: 0.4911 (0.4876) loss_vfl_enc_0: 0.7219 (0.7314) loss_vfl_pre: 0.7306 (0.7291) time: 0.7710 data: 0.0298 max mem: 9084 Epoch: [41] [2500/3696] eta: 0:15:17 lr: 0.000013 loss: 31.3334 (31.4124) loss_bbox: 0.1786 (0.1736) loss_bbox_aux_0: 0.1890 (0.1862) loss_bbox_aux_1: 0.1794 (0.1763) loss_bbox_aux_2: 0.1791 (0.1742) loss_bbox_aux_3: 0.1784 (0.1737) loss_bbox_aux_4: 0.1785 (0.1737) loss_bbox_dn_0: 0.2602 (0.2396) loss_bbox_dn_1: 0.2020 (0.1773) loss_bbox_dn_2: 0.1865 (0.1670) loss_bbox_dn_3: 0.1807 (0.1637) loss_bbox_dn_4: 0.1805 (0.1630) loss_bbox_dn_5: 0.1803 (0.1630) loss_bbox_dn_pre: 0.2655 (0.2454) loss_bbox_enc_0: 0.2226 (0.2210) loss_bbox_pre: 0.1898 (0.1865) loss_dfl: 0.9549 (0.9597) loss_fgl_aux_0: 0.9897 (0.9922) loss_fgl_aux_1: 0.9562 (0.9622) loss_fgl_aux_2: 0.9551 (0.9599) loss_fgl_aux_3: 0.9553 (0.9597) loss_fgl_aux_4: 0.9549 (0.9597) loss_fgl_dn_0: 1.0824 (1.0875) loss_fgl_dn_1: 0.9775 (0.9841) loss_fgl_dn_2: 0.9646 (0.9752) loss_fgl_dn_3: 0.9635 (0.9760) loss_fgl_dn_4: 0.9641 (0.9764) loss_fgl_dn_5: 0.9640 (0.9764) loss_giou: 0.5403 (0.5611) loss_giou_aux_0: 0.5613 (0.5862) loss_giou_aux_1: 0.5456 (0.5666) loss_giou_aux_2: 0.5409 (0.5620) loss_giou_aux_3: 0.5403 (0.5612) loss_giou_aux_4: 0.5403 (0.5611) loss_giou_dn_0: 0.5485 (0.5663) loss_giou_dn_1: 0.4457 (0.4547) loss_giou_dn_2: 0.4318 (0.4376) loss_giou_dn_3: 0.4276 (0.4329) loss_giou_dn_4: 0.4263 (0.4319) loss_giou_dn_5: 0.4263 (0.4319) loss_giou_dn_pre: 0.5492 (0.5656) loss_giou_enc_0: 0.6599 (0.6599) loss_giou_pre: 0.5591 (0.5847) loss_ddf_aux_0: 0.0489 (0.0528) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2524 (0.2536) loss_ddf_dn_1: 0.0336 (0.0337) loss_ddf_dn_2: 0.0070 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6729 (0.6562) loss_vfl_aux_0: 0.7405 (0.7268) loss_vfl_aux_1: 0.7117 (0.7020) loss_vfl_aux_2: 0.7034 (0.6842) loss_vfl_aux_3: 0.6827 (0.6663) loss_vfl_aux_4: 0.6713 (0.6581) loss_vfl_dn_0: 0.4888 (0.4871) loss_vfl_dn_1: 0.4206 (0.4205) loss_vfl_dn_2: 0.4040 (0.4049) loss_vfl_dn_3: 0.3984 (0.3967) loss_vfl_dn_4: 0.3960 (0.3938) loss_vfl_dn_5: 0.3968 (0.3933) loss_vfl_dn_pre: 0.4881 (0.4877) loss_vfl_enc_0: 0.7346 (0.7316) loss_vfl_pre: 0.7379 (0.7293) time: 0.7215 data: 0.0279 max mem: 9084 Epoch: [41] [2600/3696] eta: 0:14:00 lr: 0.000013 loss: 31.2572 (31.4164) loss_bbox: 0.1792 (0.1737) loss_bbox_aux_0: 0.1942 (0.1862) loss_bbox_aux_1: 0.1822 (0.1764) loss_bbox_aux_2: 0.1802 (0.1742) loss_bbox_aux_3: 0.1792 (0.1738) loss_bbox_aux_4: 0.1792 (0.1737) loss_bbox_dn_0: 0.2592 (0.2398) loss_bbox_dn_1: 0.1914 (0.1774) loss_bbox_dn_2: 0.1810 (0.1671) loss_bbox_dn_3: 0.1792 (0.1638) loss_bbox_dn_4: 0.1803 (0.1632) loss_bbox_dn_5: 0.1805 (0.1632) loss_bbox_dn_pre: 0.2592 (0.2455) loss_bbox_enc_0: 0.2263 (0.2211) loss_bbox_pre: 0.1959 (0.1865) loss_dfl: 0.9597 (0.9599) loss_fgl_aux_0: 0.9910 (0.9924) loss_fgl_aux_1: 0.9647 (0.9625) loss_fgl_aux_2: 0.9598 (0.9601) loss_fgl_aux_3: 0.9602 (0.9599) loss_fgl_aux_4: 0.9597 (0.9599) loss_fgl_dn_0: 1.0856 (1.0876) loss_fgl_dn_1: 0.9803 (0.9841) loss_fgl_dn_2: 0.9719 (0.9752) loss_fgl_dn_3: 0.9727 (0.9760) loss_fgl_dn_4: 0.9731 (0.9764) loss_fgl_dn_5: 0.9731 (0.9764) loss_giou: 0.5560 (0.5609) loss_giou_aux_0: 0.5793 (0.5860) loss_giou_aux_1: 0.5609 (0.5664) loss_giou_aux_2: 0.5563 (0.5618) loss_giou_aux_3: 0.5567 (0.5610) loss_giou_aux_4: 0.5561 (0.5609) loss_giou_dn_0: 0.5689 (0.5664) loss_giou_dn_1: 0.4556 (0.4547) loss_giou_dn_2: 0.4411 (0.4376) loss_giou_dn_3: 0.4331 (0.4329) loss_giou_dn_4: 0.4316 (0.4319) loss_giou_dn_5: 0.4317 (0.4319) loss_giou_dn_pre: 0.5656 (0.5657) loss_giou_enc_0: 0.6428 (0.6596) loss_giou_pre: 0.5788 (0.5845) loss_ddf_aux_0: 0.0514 (0.0527) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2556 (0.2537) loss_ddf_dn_1: 0.0342 (0.0337) loss_ddf_dn_2: 0.0074 (0.0072) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6385 (0.6563) loss_vfl_aux_0: 0.7148 (0.7272) loss_vfl_aux_1: 0.7007 (0.7023) loss_vfl_aux_2: 0.6628 (0.6844) loss_vfl_aux_3: 0.6529 (0.6665) loss_vfl_aux_4: 0.6447 (0.6583) loss_vfl_dn_0: 0.4892 (0.4871) loss_vfl_dn_1: 0.4216 (0.4206) loss_vfl_dn_2: 0.4011 (0.4049) loss_vfl_dn_3: 0.3950 (0.3967) loss_vfl_dn_4: 0.3900 (0.3938) loss_vfl_dn_5: 0.3885 (0.3934) loss_vfl_dn_pre: 0.4903 (0.4877) loss_vfl_enc_0: 0.7476 (0.7319) loss_vfl_pre: 0.7195 (0.7296) time: 0.7767 data: 0.0298 max mem: 9084 Epoch: [41] [2700/3696] eta: 0:12:43 lr: 0.000013 loss: 31.5749 (31.4231) loss_bbox: 0.1611 (0.1736) loss_bbox_aux_0: 0.1767 (0.1862) loss_bbox_aux_1: 0.1676 (0.1763) loss_bbox_aux_2: 0.1622 (0.1741) loss_bbox_aux_3: 0.1607 (0.1737) loss_bbox_aux_4: 0.1610 (0.1736) loss_bbox_dn_0: 0.2331 (0.2398) loss_bbox_dn_1: 0.1721 (0.1774) loss_bbox_dn_2: 0.1618 (0.1670) loss_bbox_dn_3: 0.1576 (0.1638) loss_bbox_dn_4: 0.1561 (0.1631) loss_bbox_dn_5: 0.1561 (0.1631) loss_bbox_dn_pre: 0.2406 (0.2455) loss_bbox_enc_0: 0.2098 (0.2210) loss_bbox_pre: 0.1766 (0.1865) loss_dfl: 0.9621 (0.9599) loss_fgl_aux_0: 0.9872 (0.9924) loss_fgl_aux_1: 0.9610 (0.9625) loss_fgl_aux_2: 0.9630 (0.9602) loss_fgl_aux_3: 0.9622 (0.9600) loss_fgl_aux_4: 0.9623 (0.9599) loss_fgl_dn_0: 1.0822 (1.0876) loss_fgl_dn_1: 0.9838 (0.9842) loss_fgl_dn_2: 0.9782 (0.9753) loss_fgl_dn_3: 0.9786 (0.9761) loss_fgl_dn_4: 0.9788 (0.9765) loss_fgl_dn_5: 0.9788 (0.9765) loss_giou: 0.5673 (0.5611) loss_giou_aux_0: 0.5978 (0.5862) loss_giou_aux_1: 0.5721 (0.5666) loss_giou_aux_2: 0.5663 (0.5620) loss_giou_aux_3: 0.5663 (0.5612) loss_giou_aux_4: 0.5672 (0.5611) loss_giou_dn_0: 0.5815 (0.5666) loss_giou_dn_1: 0.4602 (0.4549) loss_giou_dn_2: 0.4462 (0.4378) loss_giou_dn_3: 0.4410 (0.4331) loss_giou_dn_4: 0.4404 (0.4321) loss_giou_dn_5: 0.4405 (0.4321) loss_giou_dn_pre: 0.5839 (0.5659) loss_giou_enc_0: 0.6861 (0.6599) loss_giou_pre: 0.5999 (0.5848) loss_ddf_aux_0: 0.0551 (0.0528) loss_ddf_aux_1: 0.0078 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2353 (0.2537) loss_ddf_dn_1: 0.0314 (0.0337) loss_ddf_dn_2: 0.0067 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6567 (0.6567) loss_vfl_aux_0: 0.7292 (0.7275) loss_vfl_aux_1: 0.7047 (0.7028) loss_vfl_aux_2: 0.6872 (0.6848) loss_vfl_aux_3: 0.6631 (0.6670) loss_vfl_aux_4: 0.6582 (0.6587) loss_vfl_dn_0: 0.4837 (0.4873) loss_vfl_dn_1: 0.4191 (0.4207) loss_vfl_dn_2: 0.4041 (0.4050) loss_vfl_dn_3: 0.3954 (0.3968) loss_vfl_dn_4: 0.3956 (0.3939) loss_vfl_dn_5: 0.3935 (0.3934) loss_vfl_dn_pre: 0.4847 (0.4878) loss_vfl_enc_0: 0.7147 (0.7321) loss_vfl_pre: 0.7402 (0.7300) time: 0.7540 data: 0.0324 max mem: 9084 Epoch: [41] [2800/3696] eta: 0:11:26 lr: 0.000013 loss: 31.2587 (31.4208) loss_bbox: 0.1624 (0.1737) loss_bbox_aux_0: 0.1703 (0.1863) loss_bbox_aux_1: 0.1636 (0.1764) loss_bbox_aux_2: 0.1631 (0.1742) loss_bbox_aux_3: 0.1628 (0.1737) loss_bbox_aux_4: 0.1625 (0.1737) loss_bbox_dn_0: 0.2160 (0.2396) loss_bbox_dn_1: 0.1626 (0.1773) loss_bbox_dn_2: 0.1496 (0.1669) loss_bbox_dn_3: 0.1472 (0.1637) loss_bbox_dn_4: 0.1474 (0.1630) loss_bbox_dn_5: 0.1474 (0.1630) loss_bbox_dn_pre: 0.2182 (0.2454) loss_bbox_enc_0: 0.2006 (0.2211) loss_bbox_pre: 0.1703 (0.1866) loss_dfl: 0.9636 (0.9600) loss_fgl_aux_0: 0.9985 (0.9925) loss_fgl_aux_1: 0.9695 (0.9626) loss_fgl_aux_2: 0.9628 (0.9602) loss_fgl_aux_3: 0.9631 (0.9601) loss_fgl_aux_4: 0.9635 (0.9600) loss_fgl_dn_0: 1.0963 (1.0877) loss_fgl_dn_1: 0.9930 (0.9843) loss_fgl_dn_2: 0.9852 (0.9754) loss_fgl_dn_3: 0.9860 (0.9761) loss_fgl_dn_4: 0.9865 (0.9766) loss_fgl_dn_5: 0.9864 (0.9766) loss_giou: 0.5567 (0.5611) loss_giou_aux_0: 0.5748 (0.5863) loss_giou_aux_1: 0.5588 (0.5666) loss_giou_aux_2: 0.5580 (0.5620) loss_giou_aux_3: 0.5574 (0.5612) loss_giou_aux_4: 0.5568 (0.5611) loss_giou_dn_0: 0.5541 (0.5665) loss_giou_dn_1: 0.4472 (0.4547) loss_giou_dn_2: 0.4275 (0.4376) loss_giou_dn_3: 0.4244 (0.4329) loss_giou_dn_4: 0.4227 (0.4319) loss_giou_dn_5: 0.4228 (0.4319) loss_giou_dn_pre: 0.5536 (0.5658) loss_giou_enc_0: 0.6596 (0.6600) loss_giou_pre: 0.5727 (0.5848) loss_ddf_aux_0: 0.0493 (0.0528) loss_ddf_aux_1: 0.0078 (0.0074) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2369 (0.2536) loss_ddf_dn_1: 0.0344 (0.0336) loss_ddf_dn_2: 0.0075 (0.0072) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6434 (0.6565) loss_vfl_aux_0: 0.7024 (0.7273) loss_vfl_aux_1: 0.6750 (0.7025) loss_vfl_aux_2: 0.6655 (0.6846) loss_vfl_aux_3: 0.6559 (0.6668) loss_vfl_aux_4: 0.6458 (0.6584) loss_vfl_dn_0: 0.4904 (0.4872) loss_vfl_dn_1: 0.4159 (0.4207) loss_vfl_dn_2: 0.3992 (0.4050) loss_vfl_dn_3: 0.3920 (0.3968) loss_vfl_dn_4: 0.3881 (0.3939) loss_vfl_dn_5: 0.3877 (0.3934) loss_vfl_dn_pre: 0.4910 (0.4878) loss_vfl_enc_0: 0.7181 (0.7319) loss_vfl_pre: 0.7029 (0.7297) time: 0.7587 data: 0.0335 max mem: 9084 Epoch: [41] [2900/3696] eta: 0:10:10 lr: 0.000013 loss: 31.1457 (31.4202) loss_bbox: 0.1719 (0.1738) loss_bbox_aux_0: 0.1870 (0.1864) loss_bbox_aux_1: 0.1760 (0.1766) loss_bbox_aux_2: 0.1727 (0.1744) loss_bbox_aux_3: 0.1718 (0.1739) loss_bbox_aux_4: 0.1719 (0.1738) loss_bbox_dn_0: 0.2368 (0.2395) loss_bbox_dn_1: 0.1790 (0.1772) loss_bbox_dn_2: 0.1652 (0.1669) loss_bbox_dn_3: 0.1651 (0.1636) loss_bbox_dn_4: 0.1641 (0.1629) loss_bbox_dn_5: 0.1641 (0.1629) loss_bbox_dn_pre: 0.2387 (0.2453) loss_bbox_enc_0: 0.2195 (0.2213) loss_bbox_pre: 0.1879 (0.1867) loss_dfl: 0.9489 (0.9599) loss_fgl_aux_0: 0.9838 (0.9924) loss_fgl_aux_1: 0.9524 (0.9625) loss_fgl_aux_2: 0.9486 (0.9601) loss_fgl_aux_3: 0.9488 (0.9600) loss_fgl_aux_4: 0.9488 (0.9599) loss_fgl_dn_0: 1.0816 (1.0876) loss_fgl_dn_1: 0.9773 (0.9843) loss_fgl_dn_2: 0.9692 (0.9753) loss_fgl_dn_3: 0.9713 (0.9761) loss_fgl_dn_4: 0.9717 (0.9765) loss_fgl_dn_5: 0.9719 (0.9766) loss_giou: 0.5531 (0.5612) loss_giou_aux_0: 0.5750 (0.5864) loss_giou_aux_1: 0.5583 (0.5668) loss_giou_aux_2: 0.5561 (0.5621) loss_giou_aux_3: 0.5549 (0.5613) loss_giou_aux_4: 0.5536 (0.5612) loss_giou_dn_0: 0.5567 (0.5664) loss_giou_dn_1: 0.4476 (0.4547) loss_giou_dn_2: 0.4290 (0.4375) loss_giou_dn_3: 0.4236 (0.4329) loss_giou_dn_4: 0.4226 (0.4318) loss_giou_dn_5: 0.4225 (0.4318) loss_giou_dn_pre: 0.5546 (0.5656) loss_giou_enc_0: 0.6426 (0.6600) loss_giou_pre: 0.5730 (0.5849) loss_ddf_aux_0: 0.0510 (0.0528) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2390 (0.2534) loss_ddf_dn_1: 0.0302 (0.0336) loss_ddf_dn_2: 0.0066 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6480 (0.6563) loss_vfl_aux_0: 0.7290 (0.7273) loss_vfl_aux_1: 0.6875 (0.7025) loss_vfl_aux_2: 0.6859 (0.6845) loss_vfl_aux_3: 0.6594 (0.6668) loss_vfl_aux_4: 0.6421 (0.6584) loss_vfl_dn_0: 0.4860 (0.4873) loss_vfl_dn_1: 0.4152 (0.4206) loss_vfl_dn_2: 0.4008 (0.4050) loss_vfl_dn_3: 0.3925 (0.3967) loss_vfl_dn_4: 0.3895 (0.3938) loss_vfl_dn_5: 0.3891 (0.3933) loss_vfl_dn_pre: 0.4861 (0.4878) loss_vfl_enc_0: 0.7210 (0.7319) loss_vfl_pre: 0.7347 (0.7298) time: 0.7381 data: 0.0295 max mem: 9084 Epoch: [41] [3000/3696] eta: 0:08:55 lr: 0.000013 loss: 31.3882 (31.4211) loss_bbox: 0.1742 (0.1738) loss_bbox_aux_0: 0.1869 (0.1865) loss_bbox_aux_1: 0.1771 (0.1766) loss_bbox_aux_2: 0.1755 (0.1744) loss_bbox_aux_3: 0.1748 (0.1739) loss_bbox_aux_4: 0.1742 (0.1738) loss_bbox_dn_0: 0.2376 (0.2395) loss_bbox_dn_1: 0.1796 (0.1772) loss_bbox_dn_2: 0.1678 (0.1668) loss_bbox_dn_3: 0.1639 (0.1636) loss_bbox_dn_4: 0.1627 (0.1629) loss_bbox_dn_5: 0.1627 (0.1629) loss_bbox_dn_pre: 0.2422 (0.2452) loss_bbox_enc_0: 0.2277 (0.2214) loss_bbox_pre: 0.1885 (0.1868) loss_dfl: 0.9440 (0.9599) loss_fgl_aux_0: 0.9863 (0.9924) loss_fgl_aux_1: 0.9456 (0.9625) loss_fgl_aux_2: 0.9421 (0.9601) loss_fgl_aux_3: 0.9442 (0.9599) loss_fgl_aux_4: 0.9441 (0.9599) loss_fgl_dn_0: 1.0846 (1.0876) loss_fgl_dn_1: 0.9823 (0.9843) loss_fgl_dn_2: 0.9757 (0.9754) loss_fgl_dn_3: 0.9767 (0.9761) loss_fgl_dn_4: 0.9771 (0.9766) loss_fgl_dn_5: 0.9771 (0.9766) loss_giou: 0.5558 (0.5613) loss_giou_aux_0: 0.5849 (0.5864) loss_giou_aux_1: 0.5592 (0.5669) loss_giou_aux_2: 0.5557 (0.5623) loss_giou_aux_3: 0.5557 (0.5615) loss_giou_aux_4: 0.5561 (0.5613) loss_giou_dn_0: 0.5573 (0.5663) loss_giou_dn_1: 0.4437 (0.4547) loss_giou_dn_2: 0.4247 (0.4375) loss_giou_dn_3: 0.4230 (0.4329) loss_giou_dn_4: 0.4220 (0.4319) loss_giou_dn_5: 0.4219 (0.4319) loss_giou_dn_pre: 0.5572 (0.5656) loss_giou_enc_0: 0.6685 (0.6601) loss_giou_pre: 0.5853 (0.5849) loss_ddf_aux_0: 0.0531 (0.0528) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2508 (0.2532) loss_ddf_dn_1: 0.0321 (0.0336) loss_ddf_dn_2: 0.0065 (0.0072) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6511 (0.6564) loss_vfl_aux_0: 0.7054 (0.7274) loss_vfl_aux_1: 0.6877 (0.7025) loss_vfl_aux_2: 0.6685 (0.6844) loss_vfl_aux_3: 0.6550 (0.6668) loss_vfl_aux_4: 0.6485 (0.6584) loss_vfl_dn_0: 0.4900 (0.4873) loss_vfl_dn_1: 0.4214 (0.4207) loss_vfl_dn_2: 0.4073 (0.4050) loss_vfl_dn_3: 0.3971 (0.3967) loss_vfl_dn_4: 0.3954 (0.3938) loss_vfl_dn_5: 0.3949 (0.3933) loss_vfl_dn_pre: 0.4903 (0.4879) loss_vfl_enc_0: 0.7173 (0.7321) loss_vfl_pre: 0.7037 (0.7300) time: 0.7660 data: 0.0264 max mem: 9084 Epoch: [41] [3100/3696] eta: 0:07:38 lr: 0.000013 loss: 31.5438 (31.4154) loss_bbox: 0.1865 (0.1739) loss_bbox_aux_0: 0.1934 (0.1866) loss_bbox_aux_1: 0.1838 (0.1766) loss_bbox_aux_2: 0.1853 (0.1744) loss_bbox_aux_3: 0.1866 (0.1739) loss_bbox_aux_4: 0.1867 (0.1739) loss_bbox_dn_0: 0.2531 (0.2395) loss_bbox_dn_1: 0.1810 (0.1771) loss_bbox_dn_2: 0.1637 (0.1668) loss_bbox_dn_3: 0.1625 (0.1635) loss_bbox_dn_4: 0.1616 (0.1628) loss_bbox_dn_5: 0.1615 (0.1628) loss_bbox_dn_pre: 0.2601 (0.2453) loss_bbox_enc_0: 0.2276 (0.2215) loss_bbox_pre: 0.1918 (0.1869) loss_dfl: 0.9526 (0.9599) loss_fgl_aux_0: 0.9859 (0.9924) loss_fgl_aux_1: 0.9555 (0.9625) loss_fgl_aux_2: 0.9539 (0.9601) loss_fgl_aux_3: 0.9528 (0.9599) loss_fgl_aux_4: 0.9528 (0.9599) loss_fgl_dn_0: 1.0906 (1.0879) loss_fgl_dn_1: 0.9811 (0.9842) loss_fgl_dn_2: 0.9780 (0.9753) loss_fgl_dn_3: 0.9788 (0.9760) loss_fgl_dn_4: 0.9797 (0.9765) loss_fgl_dn_5: 0.9796 (0.9765) loss_giou: 0.5432 (0.5609) loss_giou_aux_0: 0.5678 (0.5861) loss_giou_aux_1: 0.5463 (0.5665) loss_giou_aux_2: 0.5434 (0.5619) loss_giou_aux_3: 0.5442 (0.5611) loss_giou_aux_4: 0.5439 (0.5609) loss_giou_dn_0: 0.5539 (0.5660) loss_giou_dn_1: 0.4387 (0.4543) loss_giou_dn_2: 0.4160 (0.4372) loss_giou_dn_3: 0.4095 (0.4325) loss_giou_dn_4: 0.4080 (0.4315) loss_giou_dn_5: 0.4080 (0.4315) loss_giou_dn_pre: 0.5556 (0.5653) loss_giou_enc_0: 0.6268 (0.6597) loss_giou_pre: 0.5663 (0.5846) loss_ddf_aux_0: 0.0532 (0.0528) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2406 (0.2533) loss_ddf_dn_1: 0.0306 (0.0336) loss_ddf_dn_2: 0.0080 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6206 (0.6563) loss_vfl_aux_0: 0.6904 (0.7273) loss_vfl_aux_1: 0.6665 (0.7023) loss_vfl_aux_2: 0.6439 (0.6844) loss_vfl_aux_3: 0.6309 (0.6668) loss_vfl_aux_4: 0.6151 (0.6583) loss_vfl_dn_0: 0.4841 (0.4874) loss_vfl_dn_1: 0.4102 (0.4206) loss_vfl_dn_2: 0.3955 (0.4049) loss_vfl_dn_3: 0.3877 (0.3966) loss_vfl_dn_4: 0.3829 (0.3937) loss_vfl_dn_5: 0.3828 (0.3933) loss_vfl_dn_pre: 0.4843 (0.4879) loss_vfl_enc_0: 0.7128 (0.7321) loss_vfl_pre: 0.6978 (0.7298) time: 0.7586 data: 0.0335 max mem: 9084 Epoch: [41] [3200/3696] eta: 0:06:21 lr: 0.000013 loss: 31.7307 (31.4168) loss_bbox: 0.1750 (0.1738) loss_bbox_aux_0: 0.1934 (0.1865) loss_bbox_aux_1: 0.1807 (0.1766) loss_bbox_aux_2: 0.1755 (0.1744) loss_bbox_aux_3: 0.1754 (0.1739) loss_bbox_aux_4: 0.1750 (0.1738) loss_bbox_dn_0: 0.2308 (0.2395) loss_bbox_dn_1: 0.1734 (0.1771) loss_bbox_dn_2: 0.1610 (0.1667) loss_bbox_dn_3: 0.1554 (0.1634) loss_bbox_dn_4: 0.1547 (0.1628) loss_bbox_dn_5: 0.1547 (0.1628) loss_bbox_dn_pre: 0.2324 (0.2453) loss_bbox_enc_0: 0.2280 (0.2215) loss_bbox_pre: 0.1906 (0.1868) loss_dfl: 0.9473 (0.9599) loss_fgl_aux_0: 0.9811 (0.9924) loss_fgl_aux_1: 0.9489 (0.9625) loss_fgl_aux_2: 0.9488 (0.9601) loss_fgl_aux_3: 0.9475 (0.9599) loss_fgl_aux_4: 0.9474 (0.9599) loss_fgl_dn_0: 1.0811 (1.0879) loss_fgl_dn_1: 0.9815 (0.9843) loss_fgl_dn_2: 0.9744 (0.9753) loss_fgl_dn_3: 0.9750 (0.9761) loss_fgl_dn_4: 0.9745 (0.9765) loss_fgl_dn_5: 0.9746 (0.9765) loss_giou: 0.5729 (0.5612) loss_giou_aux_0: 0.5953 (0.5863) loss_giou_aux_1: 0.5810 (0.5667) loss_giou_aux_2: 0.5762 (0.5621) loss_giou_aux_3: 0.5739 (0.5613) loss_giou_aux_4: 0.5731 (0.5612) loss_giou_dn_0: 0.5692 (0.5662) loss_giou_dn_1: 0.4585 (0.4544) loss_giou_dn_2: 0.4405 (0.4373) loss_giou_dn_3: 0.4336 (0.4326) loss_giou_dn_4: 0.4329 (0.4316) loss_giou_dn_5: 0.4328 (0.4316) loss_giou_dn_pre: 0.5665 (0.5654) loss_giou_enc_0: 0.6691 (0.6599) loss_giou_pre: 0.5917 (0.5848) loss_ddf_aux_0: 0.0514 (0.0528) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2591 (0.2533) loss_ddf_dn_1: 0.0352 (0.0336) loss_ddf_dn_2: 0.0081 (0.0072) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6619 (0.6564) loss_vfl_aux_0: 0.7129 (0.7273) loss_vfl_aux_1: 0.6916 (0.7022) loss_vfl_aux_2: 0.6754 (0.6844) loss_vfl_aux_3: 0.6744 (0.6667) loss_vfl_aux_4: 0.6654 (0.6583) loss_vfl_dn_0: 0.4891 (0.4873) loss_vfl_dn_1: 0.4205 (0.4206) loss_vfl_dn_2: 0.4039 (0.4049) loss_vfl_dn_3: 0.3984 (0.3966) loss_vfl_dn_4: 0.3935 (0.3937) loss_vfl_dn_5: 0.3927 (0.3933) loss_vfl_dn_pre: 0.4909 (0.4878) loss_vfl_enc_0: 0.7391 (0.7320) loss_vfl_pre: 0.7126 (0.7298) time: 0.7609 data: 0.0294 max mem: 9084 Epoch: [41] [3300/3696] eta: 0:05:04 lr: 0.000013 loss: 31.3211 (31.4154) loss_bbox: 0.1643 (0.1739) loss_bbox_aux_0: 0.1711 (0.1866) loss_bbox_aux_1: 0.1662 (0.1767) loss_bbox_aux_2: 0.1650 (0.1745) loss_bbox_aux_3: 0.1643 (0.1740) loss_bbox_aux_4: 0.1642 (0.1739) loss_bbox_dn_0: 0.2480 (0.2396) loss_bbox_dn_1: 0.1797 (0.1771) loss_bbox_dn_2: 0.1690 (0.1668) loss_bbox_dn_3: 0.1638 (0.1635) loss_bbox_dn_4: 0.1632 (0.1628) loss_bbox_dn_5: 0.1632 (0.1628) loss_bbox_dn_pre: 0.2519 (0.2454) loss_bbox_enc_0: 0.2174 (0.2216) loss_bbox_pre: 0.1724 (0.1869) loss_dfl: 0.9840 (0.9597) loss_fgl_aux_0: 1.0141 (0.9923) loss_fgl_aux_1: 0.9862 (0.9623) loss_fgl_aux_2: 0.9829 (0.9600) loss_fgl_aux_3: 0.9841 (0.9598) loss_fgl_aux_4: 0.9841 (0.9597) loss_fgl_dn_0: 1.0917 (1.0878) loss_fgl_dn_1: 0.9816 (0.9841) loss_fgl_dn_2: 0.9730 (0.9752) loss_fgl_dn_3: 0.9725 (0.9759) loss_fgl_dn_4: 0.9724 (0.9764) loss_fgl_dn_5: 0.9724 (0.9764) loss_giou: 0.5188 (0.5611) loss_giou_aux_0: 0.5411 (0.5862) loss_giou_aux_1: 0.5272 (0.5666) loss_giou_aux_2: 0.5210 (0.5620) loss_giou_aux_3: 0.5197 (0.5612) loss_giou_aux_4: 0.5188 (0.5611) loss_giou_dn_0: 0.5538 (0.5660) loss_giou_dn_1: 0.4371 (0.4542) loss_giou_dn_2: 0.4169 (0.4371) loss_giou_dn_3: 0.4132 (0.4325) loss_giou_dn_4: 0.4115 (0.4314) loss_giou_dn_5: 0.4115 (0.4314) loss_giou_dn_pre: 0.5524 (0.5653) loss_giou_enc_0: 0.6245 (0.6598) loss_giou_pre: 0.5399 (0.5847) loss_ddf_aux_0: 0.0549 (0.0528) loss_ddf_aux_1: 0.0075 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2525 (0.2531) loss_ddf_dn_1: 0.0313 (0.0335) loss_ddf_dn_2: 0.0074 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6675 (0.6565) loss_vfl_aux_0: 0.7430 (0.7275) loss_vfl_aux_1: 0.7191 (0.7025) loss_vfl_aux_2: 0.6822 (0.6845) loss_vfl_aux_3: 0.6583 (0.6669) loss_vfl_aux_4: 0.6697 (0.6585) loss_vfl_dn_0: 0.4888 (0.4873) loss_vfl_dn_1: 0.4181 (0.4206) loss_vfl_dn_2: 0.4002 (0.4049) loss_vfl_dn_3: 0.3923 (0.3966) loss_vfl_dn_4: 0.3908 (0.3937) loss_vfl_dn_5: 0.3905 (0.3932) loss_vfl_dn_pre: 0.4892 (0.4878) loss_vfl_enc_0: 0.7399 (0.7322) loss_vfl_pre: 0.7409 (0.7300) time: 0.7118 data: 0.0214 max mem: 9084 Epoch: [41] [3400/3696] eta: 0:03:47 lr: 0.000013 loss: 31.5347 (31.4123) loss_bbox: 0.1820 (0.1740) loss_bbox_aux_0: 0.1970 (0.1867) loss_bbox_aux_1: 0.1864 (0.1767) loss_bbox_aux_2: 0.1831 (0.1745) loss_bbox_aux_3: 0.1823 (0.1740) loss_bbox_aux_4: 0.1822 (0.1740) loss_bbox_dn_0: 0.2474 (0.2396) loss_bbox_dn_1: 0.1801 (0.1771) loss_bbox_dn_2: 0.1652 (0.1668) loss_bbox_dn_3: 0.1592 (0.1635) loss_bbox_dn_4: 0.1574 (0.1629) loss_bbox_dn_5: 0.1574 (0.1629) loss_bbox_dn_pre: 0.2520 (0.2454) loss_bbox_enc_0: 0.2266 (0.2217) loss_bbox_pre: 0.1960 (0.1869) loss_dfl: 0.9407 (0.9597) loss_fgl_aux_0: 0.9831 (0.9922) loss_fgl_aux_1: 0.9433 (0.9622) loss_fgl_aux_2: 0.9386 (0.9599) loss_fgl_aux_3: 0.9404 (0.9597) loss_fgl_aux_4: 0.9404 (0.9597) loss_fgl_dn_0: 1.0892 (1.0878) loss_fgl_dn_1: 0.9899 (0.9841) loss_fgl_dn_2: 0.9811 (0.9752) loss_fgl_dn_3: 0.9819 (0.9759) loss_fgl_dn_4: 0.9823 (0.9764) loss_fgl_dn_5: 0.9825 (0.9764) loss_giou: 0.5707 (0.5610) loss_giou_aux_0: 0.5882 (0.5861) loss_giou_aux_1: 0.5714 (0.5666) loss_giou_aux_2: 0.5722 (0.5619) loss_giou_aux_3: 0.5705 (0.5611) loss_giou_aux_4: 0.5704 (0.5610) loss_giou_dn_0: 0.5662 (0.5658) loss_giou_dn_1: 0.4527 (0.4540) loss_giou_dn_2: 0.4349 (0.4369) loss_giou_dn_3: 0.4298 (0.4322) loss_giou_dn_4: 0.4286 (0.4312) loss_giou_dn_5: 0.4287 (0.4312) loss_giou_dn_pre: 0.5639 (0.5651) loss_giou_enc_0: 0.6746 (0.6597) loss_giou_pre: 0.5868 (0.5846) loss_ddf_aux_0: 0.0552 (0.0528) loss_ddf_aux_1: 0.0081 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2531 (0.2532) loss_ddf_dn_1: 0.0316 (0.0335) loss_ddf_dn_2: 0.0062 (0.0072) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6549 (0.6564) loss_vfl_aux_0: 0.7203 (0.7272) loss_vfl_aux_1: 0.7040 (0.7022) loss_vfl_aux_2: 0.6932 (0.6845) loss_vfl_aux_3: 0.6665 (0.6668) loss_vfl_aux_4: 0.6646 (0.6584) loss_vfl_dn_0: 0.4902 (0.4873) loss_vfl_dn_1: 0.4203 (0.4205) loss_vfl_dn_2: 0.4066 (0.4048) loss_vfl_dn_3: 0.3958 (0.3965) loss_vfl_dn_4: 0.3926 (0.3936) loss_vfl_dn_5: 0.3925 (0.3931) loss_vfl_dn_pre: 0.4906 (0.4878) loss_vfl_enc_0: 0.7183 (0.7320) loss_vfl_pre: 0.7267 (0.7297) time: 0.7633 data: 0.0331 max mem: 9084 Epoch: [41] [3500/3696] eta: 0:02:30 lr: 0.000013 loss: 31.3840 (31.4125) loss_bbox: 0.1720 (0.1740) loss_bbox_aux_0: 0.1813 (0.1867) loss_bbox_aux_1: 0.1735 (0.1768) loss_bbox_aux_2: 0.1729 (0.1746) loss_bbox_aux_3: 0.1720 (0.1741) loss_bbox_aux_4: 0.1720 (0.1740) loss_bbox_dn_0: 0.2205 (0.2396) loss_bbox_dn_1: 0.1784 (0.1771) loss_bbox_dn_2: 0.1714 (0.1668) loss_bbox_dn_3: 0.1696 (0.1635) loss_bbox_dn_4: 0.1690 (0.1628) loss_bbox_dn_5: 0.1690 (0.1628) loss_bbox_dn_pre: 0.2271 (0.2454) loss_bbox_enc_0: 0.2218 (0.2217) loss_bbox_pre: 0.1823 (0.1870) loss_dfl: 0.9557 (0.9597) loss_fgl_aux_0: 0.9832 (0.9922) loss_fgl_aux_1: 0.9581 (0.9623) loss_fgl_aux_2: 0.9555 (0.9599) loss_fgl_aux_3: 0.9559 (0.9597) loss_fgl_aux_4: 0.9558 (0.9597) loss_fgl_dn_0: 1.0838 (1.0878) loss_fgl_dn_1: 0.9803 (0.9841) loss_fgl_dn_2: 0.9689 (0.9751) loss_fgl_dn_3: 0.9692 (0.9759) loss_fgl_dn_4: 0.9698 (0.9763) loss_fgl_dn_5: 0.9698 (0.9763) loss_giou: 0.5578 (0.5609) loss_giou_aux_0: 0.5807 (0.5860) loss_giou_aux_1: 0.5647 (0.5664) loss_giou_aux_2: 0.5582 (0.5618) loss_giou_aux_3: 0.5568 (0.5610) loss_giou_aux_4: 0.5577 (0.5609) loss_giou_dn_0: 0.5464 (0.5657) loss_giou_dn_1: 0.4443 (0.4539) loss_giou_dn_2: 0.4301 (0.4368) loss_giou_dn_3: 0.4267 (0.4321) loss_giou_dn_4: 0.4270 (0.4311) loss_giou_dn_5: 0.4270 (0.4311) loss_giou_dn_pre: 0.5475 (0.5650) loss_giou_enc_0: 0.6799 (0.6596) loss_giou_pre: 0.5778 (0.5845) loss_ddf_aux_0: 0.0522 (0.0528) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2505 (0.2533) loss_ddf_dn_1: 0.0340 (0.0335) loss_ddf_dn_2: 0.0071 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6629 (0.6567) loss_vfl_aux_0: 0.7183 (0.7273) loss_vfl_aux_1: 0.7123 (0.7025) loss_vfl_aux_2: 0.6892 (0.6848) loss_vfl_aux_3: 0.6780 (0.6671) loss_vfl_aux_4: 0.6703 (0.6587) loss_vfl_dn_0: 0.4874 (0.4873) loss_vfl_dn_1: 0.4234 (0.4205) loss_vfl_dn_2: 0.4095 (0.4048) loss_vfl_dn_3: 0.4011 (0.3965) loss_vfl_dn_4: 0.3976 (0.3936) loss_vfl_dn_5: 0.3952 (0.3931) loss_vfl_dn_pre: 0.4876 (0.4878) loss_vfl_enc_0: 0.7203 (0.7321) loss_vfl_pre: 0.7176 (0.7299) time: 0.7668 data: 0.0371 max mem: 9084 Epoch: [41] [3600/3696] eta: 0:01:13 lr: 0.000013 loss: 31.5958 (31.4098) loss_bbox: 0.1618 (0.1739) loss_bbox_aux_0: 0.1758 (0.1866) loss_bbox_aux_1: 0.1653 (0.1767) loss_bbox_aux_2: 0.1635 (0.1745) loss_bbox_aux_3: 0.1621 (0.1740) loss_bbox_aux_4: 0.1618 (0.1739) loss_bbox_dn_0: 0.2246 (0.2395) loss_bbox_dn_1: 0.1686 (0.1771) loss_bbox_dn_2: 0.1572 (0.1667) loss_bbox_dn_3: 0.1529 (0.1634) loss_bbox_dn_4: 0.1521 (0.1627) loss_bbox_dn_5: 0.1520 (0.1627) loss_bbox_dn_pre: 0.2283 (0.2453) loss_bbox_enc_0: 0.2047 (0.2216) loss_bbox_pre: 0.1759 (0.1869) loss_dfl: 0.9611 (0.9596) loss_fgl_aux_0: 0.9983 (0.9920) loss_fgl_aux_1: 0.9641 (0.9621) loss_fgl_aux_2: 0.9611 (0.9598) loss_fgl_aux_3: 0.9611 (0.9596) loss_fgl_aux_4: 0.9611 (0.9596) loss_fgl_dn_0: 1.0844 (1.0876) loss_fgl_dn_1: 0.9820 (0.9839) loss_fgl_dn_2: 0.9753 (0.9750) loss_fgl_dn_3: 0.9766 (0.9757) loss_fgl_dn_4: 0.9774 (0.9762) loss_fgl_dn_5: 0.9774 (0.9762) loss_giou: 0.5859 (0.5610) loss_giou_aux_0: 0.6043 (0.5861) loss_giou_aux_1: 0.5850 (0.5665) loss_giou_aux_2: 0.5848 (0.5619) loss_giou_aux_3: 0.5858 (0.5611) loss_giou_aux_4: 0.5860 (0.5610) loss_giou_dn_0: 0.5566 (0.5657) loss_giou_dn_1: 0.4550 (0.4539) loss_giou_dn_2: 0.4401 (0.4368) loss_giou_dn_3: 0.4342 (0.4321) loss_giou_dn_4: 0.4336 (0.4311) loss_giou_dn_5: 0.4337 (0.4311) loss_giou_dn_pre: 0.5557 (0.5649) loss_giou_enc_0: 0.6704 (0.6597) loss_giou_pre: 0.6036 (0.5846) loss_ddf_aux_0: 0.0473 (0.0528) loss_ddf_aux_1: 0.0066 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2405 (0.2531) loss_ddf_dn_1: 0.0299 (0.0335) loss_ddf_dn_2: 0.0065 (0.0072) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6588 (0.6566) loss_vfl_aux_0: 0.7333 (0.7275) loss_vfl_aux_1: 0.7101 (0.7026) loss_vfl_aux_2: 0.6959 (0.6849) loss_vfl_aux_3: 0.6772 (0.6672) loss_vfl_aux_4: 0.6644 (0.6586) loss_vfl_dn_0: 0.4830 (0.4872) loss_vfl_dn_1: 0.4171 (0.4204) loss_vfl_dn_2: 0.4022 (0.4047) loss_vfl_dn_3: 0.3966 (0.3965) loss_vfl_dn_4: 0.3919 (0.3935) loss_vfl_dn_5: 0.3925 (0.3931) loss_vfl_dn_pre: 0.4833 (0.4877) loss_vfl_enc_0: 0.7468 (0.7321) loss_vfl_pre: 0.7424 (0.7300) time: 0.7457 data: 0.0284 max mem: 9084 Epoch: [41] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 31.3129 (31.4039) loss_bbox: 0.1772 (0.1739) loss_bbox_aux_0: 0.1888 (0.1866) loss_bbox_aux_1: 0.1820 (0.1767) loss_bbox_aux_2: 0.1794 (0.1745) loss_bbox_aux_3: 0.1776 (0.1740) loss_bbox_aux_4: 0.1771 (0.1739) loss_bbox_dn_0: 0.2377 (0.2397) loss_bbox_dn_1: 0.1641 (0.1771) loss_bbox_dn_2: 0.1562 (0.1667) loss_bbox_dn_3: 0.1544 (0.1635) loss_bbox_dn_4: 0.1552 (0.1628) loss_bbox_dn_5: 0.1552 (0.1628) loss_bbox_dn_pre: 0.2457 (0.2454) loss_bbox_enc_0: 0.2259 (0.2216) loss_bbox_pre: 0.1888 (0.1869) loss_dfl: 0.9643 (0.9598) loss_fgl_aux_0: 0.9964 (0.9922) loss_fgl_aux_1: 0.9684 (0.9623) loss_fgl_aux_2: 0.9645 (0.9600) loss_fgl_aux_3: 0.9649 (0.9598) loss_fgl_aux_4: 0.9641 (0.9598) loss_fgl_dn_0: 1.0788 (1.0876) loss_fgl_dn_1: 0.9852 (0.9839) loss_fgl_dn_2: 0.9771 (0.9749) loss_fgl_dn_3: 0.9771 (0.9756) loss_fgl_dn_4: 0.9775 (0.9761) loss_fgl_dn_5: 0.9776 (0.9761) loss_giou: 0.5374 (0.5604) loss_giou_aux_0: 0.5567 (0.5855) loss_giou_aux_1: 0.5404 (0.5660) loss_giou_aux_2: 0.5376 (0.5613) loss_giou_aux_3: 0.5367 (0.5605) loss_giou_aux_4: 0.5372 (0.5604) loss_giou_dn_0: 0.5493 (0.5653) loss_giou_dn_1: 0.4364 (0.4536) loss_giou_dn_2: 0.4154 (0.4365) loss_giou_dn_3: 0.4096 (0.4318) loss_giou_dn_4: 0.4094 (0.4308) loss_giou_dn_5: 0.4094 (0.4308) loss_giou_dn_pre: 0.5489 (0.5646) loss_giou_enc_0: 0.6318 (0.6592) loss_giou_pre: 0.5548 (0.5840) loss_ddf_aux_0: 0.0495 (0.0527) loss_ddf_aux_1: 0.0076 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2462 (0.2530) loss_ddf_dn_1: 0.0306 (0.0334) loss_ddf_dn_2: 0.0069 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6799 (0.6568) loss_vfl_aux_0: 0.7372 (0.7276) loss_vfl_aux_1: 0.7241 (0.7027) loss_vfl_aux_2: 0.6989 (0.6850) loss_vfl_aux_3: 0.6755 (0.6673) loss_vfl_aux_4: 0.6789 (0.6588) loss_vfl_dn_0: 0.4839 (0.4872) loss_vfl_dn_1: 0.4198 (0.4203) loss_vfl_dn_2: 0.4017 (0.4046) loss_vfl_dn_3: 0.3940 (0.3963) loss_vfl_dn_4: 0.3928 (0.3934) loss_vfl_dn_5: 0.3903 (0.3929) loss_vfl_dn_pre: 0.4850 (0.4877) loss_vfl_enc_0: 0.7313 (0.7322) loss_vfl_pre: 0.7379 (0.7301) time: 0.7060 data: 0.0213 max mem: 9084 Epoch: [41] Total time: 0:47:13 (0.7666 s / it) Averaged stats: lr: 0.000013 loss: 31.3129 (31.4039) loss_bbox: 0.1772 (0.1739) loss_bbox_aux_0: 0.1888 (0.1866) loss_bbox_aux_1: 0.1820 (0.1767) loss_bbox_aux_2: 0.1794 (0.1745) loss_bbox_aux_3: 0.1776 (0.1740) loss_bbox_aux_4: 0.1771 (0.1739) loss_bbox_dn_0: 0.2377 (0.2397) loss_bbox_dn_1: 0.1641 (0.1771) loss_bbox_dn_2: 0.1562 (0.1667) loss_bbox_dn_3: 0.1544 (0.1635) loss_bbox_dn_4: 0.1552 (0.1628) loss_bbox_dn_5: 0.1552 (0.1628) loss_bbox_dn_pre: 0.2457 (0.2454) loss_bbox_enc_0: 0.2259 (0.2216) loss_bbox_pre: 0.1888 (0.1869) loss_dfl: 0.9643 (0.9598) loss_fgl_aux_0: 0.9964 (0.9922) loss_fgl_aux_1: 0.9684 (0.9623) loss_fgl_aux_2: 0.9645 (0.9600) loss_fgl_aux_3: 0.9649 (0.9598) loss_fgl_aux_4: 0.9641 (0.9598) loss_fgl_dn_0: 1.0788 (1.0876) loss_fgl_dn_1: 0.9852 (0.9839) loss_fgl_dn_2: 0.9771 (0.9749) loss_fgl_dn_3: 0.9771 (0.9756) loss_fgl_dn_4: 0.9775 (0.9761) loss_fgl_dn_5: 0.9776 (0.9761) loss_giou: 0.5374 (0.5604) loss_giou_aux_0: 0.5567 (0.5855) loss_giou_aux_1: 0.5404 (0.5660) loss_giou_aux_2: 0.5376 (0.5613) loss_giou_aux_3: 0.5367 (0.5605) loss_giou_aux_4: 0.5372 (0.5604) loss_giou_dn_0: 0.5493 (0.5653) loss_giou_dn_1: 0.4364 (0.4536) loss_giou_dn_2: 0.4154 (0.4365) loss_giou_dn_3: 0.4096 (0.4318) loss_giou_dn_4: 0.4094 (0.4308) loss_giou_dn_5: 0.4094 (0.4308) loss_giou_dn_pre: 0.5489 (0.5646) loss_giou_enc_0: 0.6318 (0.6592) loss_giou_pre: 0.5548 (0.5840) loss_ddf_aux_0: 0.0495 (0.0527) loss_ddf_aux_1: 0.0076 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2462 (0.2530) loss_ddf_dn_1: 0.0306 (0.0334) loss_ddf_dn_2: 0.0069 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6799 (0.6568) loss_vfl_aux_0: 0.7372 (0.7276) loss_vfl_aux_1: 0.7241 (0.7027) loss_vfl_aux_2: 0.6989 (0.6850) loss_vfl_aux_3: 0.6755 (0.6673) loss_vfl_aux_4: 0.6789 (0.6588) loss_vfl_dn_0: 0.4839 (0.4872) loss_vfl_dn_1: 0.4198 (0.4203) loss_vfl_dn_2: 0.4017 (0.4046) loss_vfl_dn_3: 0.3940 (0.3963) loss_vfl_dn_4: 0.3928 (0.3934) loss_vfl_dn_5: 0.3903 (0.3929) loss_vfl_dn_pre: 0.4850 (0.4877) loss_vfl_enc_0: 0.7313 (0.7322) loss_vfl_pre: 0.7379 (0.7301) Test: [ 0/79] eta: 0:02:53 time: 2.1992 data: 1.6586 max mem: 9084 Test: [10/79] eta: 0:01:11 time: 1.0399 data: 0.2193 max mem: 9084 Test: [20/79] eta: 0:00:48 time: 0.7582 data: 0.0694 max mem: 9084 Test: [30/79] eta: 0:00:37 time: 0.6064 data: 0.0631 max mem: 9084 Test: [40/79] eta: 0:00:28 time: 0.6141 data: 0.0635 max mem: 9084 Test: [50/79] eta: 0:00:21 time: 0.7171 data: 0.0661 max mem: 9084 Test: [60/79] eta: 0:00:13 time: 0.7151 data: 0.0711 max mem: 9084 Test: [70/79] eta: 0:00:06 time: 0.5973 data: 0.0682 max mem: 9084 Test: [78/79] eta: 0:00:00 time: 0.5580 data: 0.0604 max mem: 9084 Test: Total time: 0:00:54 (0.6864 s / it) Averaged stats: Accumulating evaluation results... DONE (t=25.34s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.534 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.710 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.579 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.348 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.579 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.716 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.395 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.663 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.728 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.561 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.775 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.893 best_stat: {'epoch': 41, 'coco_eval_bbox': 0.5342174766243432} Epoch: [42] [ 0/3696] eta: 2:39:33 lr: 0.000013 loss: 29.9945 (29.9945) loss_bbox: 0.1761 (0.1761) loss_bbox_aux_0: 0.1877 (0.1877) loss_bbox_aux_1: 0.1771 (0.1771) loss_bbox_aux_2: 0.1751 (0.1751) loss_bbox_aux_3: 0.1765 (0.1765) loss_bbox_aux_4: 0.1761 (0.1761) loss_bbox_dn_0: 0.2798 (0.2798) loss_bbox_dn_1: 0.2089 (0.2089) loss_bbox_dn_2: 0.1907 (0.1907) loss_bbox_dn_3: 0.1901 (0.1901) loss_bbox_dn_4: 0.1870 (0.1870) loss_bbox_dn_5: 0.1871 (0.1871) loss_bbox_dn_pre: 0.2816 (0.2816) loss_bbox_enc_0: 0.2399 (0.2399) loss_bbox_pre: 0.1870 (0.1870) loss_dfl: 0.9494 (0.9494) loss_fgl_aux_0: 0.9768 (0.9768) loss_fgl_aux_1: 0.9530 (0.9530) loss_fgl_aux_2: 0.9492 (0.9492) loss_fgl_aux_3: 0.9489 (0.9489) loss_fgl_aux_4: 0.9488 (0.9488) loss_fgl_dn_0: 1.0807 (1.0807) loss_fgl_dn_1: 0.9588 (0.9588) loss_fgl_dn_2: 0.9471 (0.9471) loss_fgl_dn_3: 0.9490 (0.9490) loss_fgl_dn_4: 0.9492 (0.9492) loss_fgl_dn_5: 0.9492 (0.9492) loss_giou: 0.4783 (0.4783) loss_giou_aux_0: 0.5011 (0.5011) loss_giou_aux_1: 0.4798 (0.4798) loss_giou_aux_2: 0.4796 (0.4796) loss_giou_aux_3: 0.4798 (0.4798) loss_giou_aux_4: 0.4794 (0.4794) loss_giou_dn_0: 0.5092 (0.5092) loss_giou_dn_1: 0.4028 (0.4028) loss_giou_dn_2: 0.3819 (0.3819) loss_giou_dn_3: 0.3790 (0.3790) loss_giou_dn_4: 0.3771 (0.3771) loss_giou_dn_5: 0.3771 (0.3771) loss_giou_dn_pre: 0.5069 (0.5069) loss_giou_enc_0: 0.6064 (0.6064) loss_giou_pre: 0.5023 (0.5023) loss_ddf_aux_0: 0.0517 (0.0517) loss_ddf_aux_1: 0.0075 (0.0075) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0000 (0.0000) loss_ddf_dn_0: 0.3105 (0.3105) loss_ddf_dn_1: 0.0464 (0.0464) loss_ddf_dn_2: 0.0114 (0.0114) loss_ddf_dn_3: 0.0014 (0.0014) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6134 (0.6134) loss_vfl_aux_0: 0.7018 (0.7018) loss_vfl_aux_1: 0.6487 (0.6487) loss_vfl_aux_2: 0.6227 (0.6227) loss_vfl_aux_3: 0.6024 (0.6024) loss_vfl_aux_4: 0.6092 (0.6092) loss_vfl_dn_0: 0.4738 (0.4738) loss_vfl_dn_1: 0.3982 (0.3982) loss_vfl_dn_2: 0.3819 (0.3819) loss_vfl_dn_3: 0.3773 (0.3773) loss_vfl_dn_4: 0.3794 (0.3794) loss_vfl_dn_5: 0.3781 (0.3781) loss_vfl_dn_pre: 0.4734 (0.4734) loss_vfl_enc_0: 0.6882 (0.6882) loss_vfl_pre: 0.6937 (0.6937) time: 2.5902 data: 1.9045 max mem: 9084 Epoch: [42] [ 100/3696] eta: 0:46:57 lr: 0.000013 loss: 31.5782 (31.5319) loss_bbox: 0.1605 (0.1732) loss_bbox_aux_0: 0.1773 (0.1863) loss_bbox_aux_1: 0.1620 (0.1761) loss_bbox_aux_2: 0.1620 (0.1737) loss_bbox_aux_3: 0.1615 (0.1733) loss_bbox_aux_4: 0.1605 (0.1732) loss_bbox_dn_0: 0.2172 (0.2432) loss_bbox_dn_1: 0.1659 (0.1811) loss_bbox_dn_2: 0.1547 (0.1711) loss_bbox_dn_3: 0.1521 (0.1682) loss_bbox_dn_4: 0.1510 (0.1675) loss_bbox_dn_5: 0.1511 (0.1675) loss_bbox_dn_pre: 0.2175 (0.2492) loss_bbox_enc_0: 0.2076 (0.2205) loss_bbox_pre: 0.1754 (0.1864) loss_dfl: 0.9633 (0.9575) loss_fgl_aux_0: 1.0014 (0.9887) loss_fgl_aux_1: 0.9667 (0.9598) loss_fgl_aux_2: 0.9647 (0.9576) loss_fgl_aux_3: 0.9632 (0.9575) loss_fgl_aux_4: 0.9632 (0.9575) loss_fgl_dn_0: 1.0930 (1.0835) loss_fgl_dn_1: 0.9904 (0.9821) loss_fgl_dn_2: 0.9823 (0.9731) loss_fgl_dn_3: 0.9805 (0.9739) loss_fgl_dn_4: 0.9811 (0.9743) loss_fgl_dn_5: 0.9812 (0.9744) loss_giou: 0.5542 (0.5651) loss_giou_aux_0: 0.5767 (0.5908) loss_giou_aux_1: 0.5591 (0.5712) loss_giou_aux_2: 0.5541 (0.5662) loss_giou_aux_3: 0.5543 (0.5654) loss_giou_aux_4: 0.5538 (0.5652) loss_giou_dn_0: 0.5669 (0.5700) loss_giou_dn_1: 0.4546 (0.4575) loss_giou_dn_2: 0.4366 (0.4403) loss_giou_dn_3: 0.4342 (0.4358) loss_giou_dn_4: 0.4332 (0.4347) loss_giou_dn_5: 0.4330 (0.4347) loss_giou_dn_pre: 0.5647 (0.5693) loss_giou_enc_0: 0.6620 (0.6657) loss_giou_pre: 0.5777 (0.5892) loss_ddf_aux_0: 0.0536 (0.0555) loss_ddf_aux_1: 0.0076 (0.0081) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2630 (0.2583) loss_ddf_dn_1: 0.0326 (0.0338) loss_ddf_dn_2: 0.0070 (0.0069) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6609 (0.6628) loss_vfl_aux_0: 0.7469 (0.7324) loss_vfl_aux_1: 0.7272 (0.7080) loss_vfl_aux_2: 0.7011 (0.6907) loss_vfl_aux_3: 0.6872 (0.6770) loss_vfl_aux_4: 0.6638 (0.6653) loss_vfl_dn_0: 0.4860 (0.4879) loss_vfl_dn_1: 0.4174 (0.4219) loss_vfl_dn_2: 0.4050 (0.4063) loss_vfl_dn_3: 0.3949 (0.3980) loss_vfl_dn_4: 0.3946 (0.3948) loss_vfl_dn_5: 0.3939 (0.3946) loss_vfl_dn_pre: 0.4872 (0.4884) loss_vfl_enc_0: 0.7469 (0.7316) loss_vfl_pre: 0.7518 (0.7353) time: 0.7626 data: 0.0315 max mem: 9084 Epoch: [42] [ 200/3696] eta: 0:46:02 lr: 0.000013 loss: 31.9618 (31.4626) loss_bbox: 0.1693 (0.1733) loss_bbox_aux_0: 0.1784 (0.1864) loss_bbox_aux_1: 0.1708 (0.1761) loss_bbox_aux_2: 0.1687 (0.1738) loss_bbox_aux_3: 0.1690 (0.1734) loss_bbox_aux_4: 0.1692 (0.1734) loss_bbox_dn_0: 0.2398 (0.2432) loss_bbox_dn_1: 0.1775 (0.1800) loss_bbox_dn_2: 0.1706 (0.1693) loss_bbox_dn_3: 0.1659 (0.1660) loss_bbox_dn_4: 0.1651 (0.1653) loss_bbox_dn_5: 0.1652 (0.1653) loss_bbox_dn_pre: 0.2398 (0.2495) loss_bbox_enc_0: 0.2150 (0.2213) loss_bbox_pre: 0.1783 (0.1866) loss_dfl: 0.9511 (0.9560) loss_fgl_aux_0: 0.9802 (0.9881) loss_fgl_aux_1: 0.9512 (0.9582) loss_fgl_aux_2: 0.9513 (0.9560) loss_fgl_aux_3: 0.9524 (0.9560) loss_fgl_aux_4: 0.9515 (0.9560) loss_fgl_dn_0: 1.0755 (1.0843) loss_fgl_dn_1: 0.9808 (0.9815) loss_fgl_dn_2: 0.9697 (0.9723) loss_fgl_dn_3: 0.9689 (0.9732) loss_fgl_dn_4: 0.9704 (0.9736) loss_fgl_dn_5: 0.9704 (0.9736) loss_giou: 0.5956 (0.5643) loss_giou_aux_0: 0.6217 (0.5903) loss_giou_aux_1: 0.6004 (0.5702) loss_giou_aux_2: 0.5963 (0.5654) loss_giou_aux_3: 0.5958 (0.5645) loss_giou_aux_4: 0.5956 (0.5643) loss_giou_dn_0: 0.5723 (0.5682) loss_giou_dn_1: 0.4572 (0.4556) loss_giou_dn_2: 0.4389 (0.4382) loss_giou_dn_3: 0.4322 (0.4334) loss_giou_dn_4: 0.4300 (0.4323) loss_giou_dn_5: 0.4298 (0.4323) loss_giou_dn_pre: 0.5716 (0.5677) loss_giou_enc_0: 0.6870 (0.6647) loss_giou_pre: 0.6199 (0.5887) loss_ddf_aux_0: 0.0523 (0.0551) loss_ddf_aux_1: 0.0077 (0.0079) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2465 (0.2537) loss_ddf_dn_1: 0.0313 (0.0333) loss_ddf_dn_2: 0.0069 (0.0069) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6530 (0.6614) loss_vfl_aux_0: 0.7114 (0.7299) loss_vfl_aux_1: 0.6925 (0.7075) loss_vfl_aux_2: 0.6775 (0.6895) loss_vfl_aux_3: 0.6691 (0.6750) loss_vfl_aux_4: 0.6524 (0.6632) loss_vfl_dn_0: 0.4852 (0.4871) loss_vfl_dn_1: 0.4226 (0.4200) loss_vfl_dn_2: 0.4152 (0.4045) loss_vfl_dn_3: 0.4024 (0.3959) loss_vfl_dn_4: 0.3996 (0.3930) loss_vfl_dn_5: 0.3982 (0.3926) loss_vfl_dn_pre: 0.4854 (0.4876) loss_vfl_enc_0: 0.7275 (0.7308) loss_vfl_pre: 0.7178 (0.7328) time: 0.7545 data: 0.0324 max mem: 9084 Epoch: [42] [ 300/3696] eta: 0:44:04 lr: 0.000013 loss: 31.1360 (31.4204) loss_bbox: 0.1644 (0.1717) loss_bbox_aux_0: 0.1739 (0.1844) loss_bbox_aux_1: 0.1680 (0.1743) loss_bbox_aux_2: 0.1645 (0.1721) loss_bbox_aux_3: 0.1644 (0.1718) loss_bbox_aux_4: 0.1644 (0.1717) loss_bbox_dn_0: 0.2247 (0.2392) loss_bbox_dn_1: 0.1653 (0.1770) loss_bbox_dn_2: 0.1580 (0.1666) loss_bbox_dn_3: 0.1549 (0.1633) loss_bbox_dn_4: 0.1541 (0.1626) loss_bbox_dn_5: 0.1542 (0.1626) loss_bbox_dn_pre: 0.2323 (0.2452) loss_bbox_enc_0: 0.2138 (0.2192) loss_bbox_pre: 0.1737 (0.1846) loss_dfl: 0.9746 (0.9603) loss_fgl_aux_0: 1.0077 (0.9921) loss_fgl_aux_1: 0.9791 (0.9626) loss_fgl_aux_2: 0.9739 (0.9604) loss_fgl_aux_3: 0.9743 (0.9603) loss_fgl_aux_4: 0.9744 (0.9603) loss_fgl_dn_0: 1.0924 (1.0857) loss_fgl_dn_1: 0.9877 (0.9837) loss_fgl_dn_2: 0.9772 (0.9746) loss_fgl_dn_3: 0.9773 (0.9754) loss_fgl_dn_4: 0.9778 (0.9759) loss_fgl_dn_5: 0.9779 (0.9759) loss_giou: 0.5500 (0.5622) loss_giou_aux_0: 0.5866 (0.5880) loss_giou_aux_1: 0.5609 (0.5679) loss_giou_aux_2: 0.5517 (0.5632) loss_giou_aux_3: 0.5493 (0.5623) loss_giou_aux_4: 0.5491 (0.5622) loss_giou_dn_0: 0.5654 (0.5673) loss_giou_dn_1: 0.4505 (0.4546) loss_giou_dn_2: 0.4362 (0.4375) loss_giou_dn_3: 0.4315 (0.4326) loss_giou_dn_4: 0.4311 (0.4315) loss_giou_dn_5: 0.4305 (0.4315) loss_giou_dn_pre: 0.5669 (0.5667) loss_giou_enc_0: 0.6540 (0.6631) loss_giou_pre: 0.5826 (0.5864) loss_ddf_aux_0: 0.0497 (0.0539) loss_ddf_aux_1: 0.0074 (0.0077) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2511 (0.2504) loss_ddf_dn_1: 0.0338 (0.0331) loss_ddf_dn_2: 0.0070 (0.0071) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6368 (0.6607) loss_vfl_aux_0: 0.6993 (0.7273) loss_vfl_aux_1: 0.6805 (0.7063) loss_vfl_aux_2: 0.6674 (0.6882) loss_vfl_aux_3: 0.6550 (0.6727) loss_vfl_aux_4: 0.6434 (0.6621) loss_vfl_dn_0: 0.4882 (0.4868) loss_vfl_dn_1: 0.4177 (0.4194) loss_vfl_dn_2: 0.4024 (0.4038) loss_vfl_dn_3: 0.3958 (0.3956) loss_vfl_dn_4: 0.3934 (0.3927) loss_vfl_dn_5: 0.3935 (0.3922) loss_vfl_dn_pre: 0.4882 (0.4872) loss_vfl_enc_0: 0.7207 (0.7297) loss_vfl_pre: 0.6998 (0.7302) time: 0.7552 data: 0.0321 max mem: 9084 Epoch: [42] [ 400/3696] eta: 0:42:07 lr: 0.000013 loss: 31.3338 (31.3830) loss_bbox: 0.1632 (0.1714) loss_bbox_aux_0: 0.1722 (0.1841) loss_bbox_aux_1: 0.1614 (0.1741) loss_bbox_aux_2: 0.1620 (0.1719) loss_bbox_aux_3: 0.1628 (0.1715) loss_bbox_aux_4: 0.1631 (0.1714) loss_bbox_dn_0: 0.2278 (0.2394) loss_bbox_dn_1: 0.1654 (0.1764) loss_bbox_dn_2: 0.1546 (0.1661) loss_bbox_dn_3: 0.1530 (0.1629) loss_bbox_dn_4: 0.1532 (0.1622) loss_bbox_dn_5: 0.1532 (0.1622) loss_bbox_dn_pre: 0.2318 (0.2451) loss_bbox_enc_0: 0.2076 (0.2195) loss_bbox_pre: 0.1699 (0.1844) loss_dfl: 0.9447 (0.9596) loss_fgl_aux_0: 0.9732 (0.9917) loss_fgl_aux_1: 0.9461 (0.9619) loss_fgl_aux_2: 0.9446 (0.9597) loss_fgl_aux_3: 0.9446 (0.9596) loss_fgl_aux_4: 0.9446 (0.9596) loss_fgl_dn_0: 1.0895 (1.0861) loss_fgl_dn_1: 0.9794 (0.9831) loss_fgl_dn_2: 0.9702 (0.9739) loss_fgl_dn_3: 0.9700 (0.9749) loss_fgl_dn_4: 0.9706 (0.9753) loss_fgl_dn_5: 0.9707 (0.9753) loss_giou: 0.5829 (0.5599) loss_giou_aux_0: 0.6164 (0.5856) loss_giou_aux_1: 0.5879 (0.5656) loss_giou_aux_2: 0.5840 (0.5609) loss_giou_aux_3: 0.5833 (0.5600) loss_giou_aux_4: 0.5824 (0.5599) loss_giou_dn_0: 0.5745 (0.5671) loss_giou_dn_1: 0.4580 (0.4544) loss_giou_dn_2: 0.4412 (0.4373) loss_giou_dn_3: 0.4370 (0.4324) loss_giou_dn_4: 0.4351 (0.4313) loss_giou_dn_5: 0.4351 (0.4313) loss_giou_dn_pre: 0.5730 (0.5664) loss_giou_enc_0: 0.6838 (0.6608) loss_giou_pre: 0.6180 (0.5841) loss_ddf_aux_0: 0.0535 (0.0542) loss_ddf_aux_1: 0.0070 (0.0076) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2647 (0.2528) loss_ddf_dn_1: 0.0323 (0.0333) loss_ddf_dn_2: 0.0064 (0.0070) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6412 (0.6597) loss_vfl_aux_0: 0.6996 (0.7256) loss_vfl_aux_1: 0.6830 (0.7045) loss_vfl_aux_2: 0.6686 (0.6867) loss_vfl_aux_3: 0.6534 (0.6711) loss_vfl_aux_4: 0.6470 (0.6615) loss_vfl_dn_0: 0.4852 (0.4868) loss_vfl_dn_1: 0.4204 (0.4195) loss_vfl_dn_2: 0.4052 (0.4039) loss_vfl_dn_3: 0.3992 (0.3957) loss_vfl_dn_4: 0.3960 (0.3928) loss_vfl_dn_5: 0.3946 (0.3923) loss_vfl_dn_pre: 0.4858 (0.4873) loss_vfl_enc_0: 0.7007 (0.7290) loss_vfl_pre: 0.7015 (0.7284) time: 0.7083 data: 0.0276 max mem: 9084 Epoch: [42] [ 500/3696] eta: 0:40:44 lr: 0.000013 loss: 31.4057 (31.3800) loss_bbox: 0.1684 (0.1712) loss_bbox_aux_0: 0.1763 (0.1838) loss_bbox_aux_1: 0.1712 (0.1739) loss_bbox_aux_2: 0.1691 (0.1717) loss_bbox_aux_3: 0.1683 (0.1713) loss_bbox_aux_4: 0.1683 (0.1712) loss_bbox_dn_0: 0.2255 (0.2383) loss_bbox_dn_1: 0.1706 (0.1756) loss_bbox_dn_2: 0.1622 (0.1654) loss_bbox_dn_3: 0.1577 (0.1621) loss_bbox_dn_4: 0.1566 (0.1615) loss_bbox_dn_5: 0.1565 (0.1615) loss_bbox_dn_pre: 0.2299 (0.2441) loss_bbox_enc_0: 0.2081 (0.2190) loss_bbox_pre: 0.1763 (0.1840) loss_dfl: 0.9719 (0.9597) loss_fgl_aux_0: 0.9973 (0.9916) loss_fgl_aux_1: 0.9719 (0.9621) loss_fgl_aux_2: 0.9727 (0.9598) loss_fgl_aux_3: 0.9725 (0.9597) loss_fgl_aux_4: 0.9721 (0.9597) loss_fgl_dn_0: 1.0859 (1.0866) loss_fgl_dn_1: 0.9863 (0.9840) loss_fgl_dn_2: 0.9800 (0.9750) loss_fgl_dn_3: 0.9804 (0.9759) loss_fgl_dn_4: 0.9807 (0.9764) loss_fgl_dn_5: 0.9807 (0.9764) loss_giou: 0.5643 (0.5620) loss_giou_aux_0: 0.5973 (0.5878) loss_giou_aux_1: 0.5707 (0.5676) loss_giou_aux_2: 0.5642 (0.5629) loss_giou_aux_3: 0.5627 (0.5621) loss_giou_aux_4: 0.5641 (0.5620) loss_giou_dn_0: 0.5739 (0.5677) loss_giou_dn_1: 0.4520 (0.4548) loss_giou_dn_2: 0.4336 (0.4377) loss_giou_dn_3: 0.4268 (0.4329) loss_giou_dn_4: 0.4258 (0.4318) loss_giou_dn_5: 0.4258 (0.4318) loss_giou_dn_pre: 0.5753 (0.5670) loss_giou_enc_0: 0.6513 (0.6626) loss_giou_pre: 0.5950 (0.5862) loss_ddf_aux_0: 0.0515 (0.0538) loss_ddf_aux_1: 0.0066 (0.0075) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2512 (0.2522) loss_ddf_dn_1: 0.0308 (0.0330) loss_ddf_dn_2: 0.0063 (0.0071) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6355 (0.6569) loss_vfl_aux_0: 0.7079 (0.7233) loss_vfl_aux_1: 0.6836 (0.7017) loss_vfl_aux_2: 0.6634 (0.6842) loss_vfl_aux_3: 0.6578 (0.6682) loss_vfl_aux_4: 0.6375 (0.6587) loss_vfl_dn_0: 0.4887 (0.4866) loss_vfl_dn_1: 0.4204 (0.4196) loss_vfl_dn_2: 0.4069 (0.4042) loss_vfl_dn_3: 0.3962 (0.3960) loss_vfl_dn_4: 0.3930 (0.3930) loss_vfl_dn_5: 0.3929 (0.3925) loss_vfl_dn_pre: 0.4889 (0.4870) loss_vfl_enc_0: 0.7229 (0.7275) loss_vfl_pre: 0.7085 (0.7260) time: 0.7657 data: 0.0288 max mem: 9084 Epoch: [42] [ 600/3696] eta: 0:39:33 lr: 0.000013 loss: 30.8882 (31.3835) loss_bbox: 0.1627 (0.1722) loss_bbox_aux_0: 0.1720 (0.1848) loss_bbox_aux_1: 0.1646 (0.1749) loss_bbox_aux_2: 0.1629 (0.1727) loss_bbox_aux_3: 0.1627 (0.1723) loss_bbox_aux_4: 0.1626 (0.1722) loss_bbox_dn_0: 0.2024 (0.2385) loss_bbox_dn_1: 0.1469 (0.1756) loss_bbox_dn_2: 0.1378 (0.1653) loss_bbox_dn_3: 0.1339 (0.1621) loss_bbox_dn_4: 0.1328 (0.1614) loss_bbox_dn_5: 0.1327 (0.1614) loss_bbox_dn_pre: 0.2081 (0.2443) loss_bbox_enc_0: 0.2017 (0.2197) loss_bbox_pre: 0.1734 (0.1851) loss_dfl: 0.9555 (0.9595) loss_fgl_aux_0: 0.9918 (0.9915) loss_fgl_aux_1: 0.9574 (0.9618) loss_fgl_aux_2: 0.9556 (0.9596) loss_fgl_aux_3: 0.9554 (0.9595) loss_fgl_aux_4: 0.9556 (0.9595) loss_fgl_dn_0: 1.0909 (1.0866) loss_fgl_dn_1: 0.9754 (0.9838) loss_fgl_dn_2: 0.9658 (0.9748) loss_fgl_dn_3: 0.9665 (0.9756) loss_fgl_dn_4: 0.9675 (0.9761) loss_fgl_dn_5: 0.9675 (0.9761) loss_giou: 0.5874 (0.5627) loss_giou_aux_0: 0.6100 (0.5885) loss_giou_aux_1: 0.5905 (0.5684) loss_giou_aux_2: 0.5880 (0.5637) loss_giou_aux_3: 0.5879 (0.5628) loss_giou_aux_4: 0.5874 (0.5627) loss_giou_dn_0: 0.5668 (0.5677) loss_giou_dn_1: 0.4482 (0.4547) loss_giou_dn_2: 0.4310 (0.4377) loss_giou_dn_3: 0.4253 (0.4329) loss_giou_dn_4: 0.4247 (0.4319) loss_giou_dn_5: 0.4247 (0.4318) loss_giou_dn_pre: 0.5693 (0.5670) loss_giou_enc_0: 0.6827 (0.6625) loss_giou_pre: 0.6083 (0.5869) loss_ddf_aux_0: 0.0505 (0.0536) loss_ddf_aux_1: 0.0068 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2438 (0.2528) loss_ddf_dn_1: 0.0307 (0.0332) loss_ddf_dn_2: 0.0068 (0.0072) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6204 (0.6555) loss_vfl_aux_0: 0.6810 (0.7228) loss_vfl_aux_1: 0.6561 (0.7010) loss_vfl_aux_2: 0.6459 (0.6836) loss_vfl_aux_3: 0.6349 (0.6670) loss_vfl_aux_4: 0.6184 (0.6571) loss_vfl_dn_0: 0.4772 (0.4864) loss_vfl_dn_1: 0.4201 (0.4196) loss_vfl_dn_2: 0.4028 (0.4040) loss_vfl_dn_3: 0.3919 (0.3957) loss_vfl_dn_4: 0.3882 (0.3927) loss_vfl_dn_5: 0.3869 (0.3922) loss_vfl_dn_pre: 0.4766 (0.4868) loss_vfl_enc_0: 0.7129 (0.7278) loss_vfl_pre: 0.6826 (0.7256) time: 0.7626 data: 0.0286 max mem: 9084 Epoch: [42] [ 700/3696] eta: 0:38:08 lr: 0.000013 loss: 30.8255 (31.3723) loss_bbox: 0.1684 (0.1725) loss_bbox_aux_0: 0.1791 (0.1850) loss_bbox_aux_1: 0.1688 (0.1752) loss_bbox_aux_2: 0.1687 (0.1730) loss_bbox_aux_3: 0.1684 (0.1726) loss_bbox_aux_4: 0.1684 (0.1725) loss_bbox_dn_0: 0.2427 (0.2385) loss_bbox_dn_1: 0.1748 (0.1760) loss_bbox_dn_2: 0.1641 (0.1657) loss_bbox_dn_3: 0.1611 (0.1625) loss_bbox_dn_4: 0.1585 (0.1618) loss_bbox_dn_5: 0.1585 (0.1618) loss_bbox_dn_pre: 0.2502 (0.2442) loss_bbox_enc_0: 0.2140 (0.2196) loss_bbox_pre: 0.1779 (0.1852) loss_dfl: 0.9743 (0.9605) loss_fgl_aux_0: 1.0086 (0.9924) loss_fgl_aux_1: 0.9774 (0.9629) loss_fgl_aux_2: 0.9757 (0.9607) loss_fgl_aux_3: 0.9744 (0.9606) loss_fgl_aux_4: 0.9741 (0.9605) loss_fgl_dn_0: 1.0949 (1.0867) loss_fgl_dn_1: 0.9853 (0.9839) loss_fgl_dn_2: 0.9733 (0.9749) loss_fgl_dn_3: 0.9746 (0.9757) loss_fgl_dn_4: 0.9751 (0.9762) loss_fgl_dn_5: 0.9751 (0.9762) loss_giou: 0.5262 (0.5611) loss_giou_aux_0: 0.5540 (0.5868) loss_giou_aux_1: 0.5328 (0.5667) loss_giou_aux_2: 0.5250 (0.5621) loss_giou_aux_3: 0.5248 (0.5612) loss_giou_aux_4: 0.5256 (0.5611) loss_giou_dn_0: 0.5332 (0.5672) loss_giou_dn_1: 0.4285 (0.4545) loss_giou_dn_2: 0.4080 (0.4376) loss_giou_dn_3: 0.4054 (0.4328) loss_giou_dn_4: 0.4051 (0.4318) loss_giou_dn_5: 0.4052 (0.4318) loss_giou_dn_pre: 0.5314 (0.5665) loss_giou_enc_0: 0.6181 (0.6607) loss_giou_pre: 0.5498 (0.5853) loss_ddf_aux_0: 0.0494 (0.0533) loss_ddf_aux_1: 0.0075 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2460 (0.2517) loss_ddf_dn_1: 0.0323 (0.0330) loss_ddf_dn_2: 0.0077 (0.0072) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6617 (0.6546) loss_vfl_aux_0: 0.7479 (0.7223) loss_vfl_aux_1: 0.7180 (0.7007) loss_vfl_aux_2: 0.6927 (0.6829) loss_vfl_aux_3: 0.6746 (0.6660) loss_vfl_aux_4: 0.6669 (0.6564) loss_vfl_dn_0: 0.4952 (0.4864) loss_vfl_dn_1: 0.4183 (0.4194) loss_vfl_dn_2: 0.4026 (0.4038) loss_vfl_dn_3: 0.3916 (0.3955) loss_vfl_dn_4: 0.3885 (0.3926) loss_vfl_dn_5: 0.3896 (0.3921) loss_vfl_dn_pre: 0.4955 (0.4869) loss_vfl_enc_0: 0.7382 (0.7277) loss_vfl_pre: 0.7473 (0.7250) time: 0.7205 data: 0.0266 max mem: 9084 Epoch: [42] [ 800/3696] eta: 0:36:48 lr: 0.000013 loss: 30.9212 (31.3421) loss_bbox: 0.1778 (0.1730) loss_bbox_aux_0: 0.1914 (0.1858) loss_bbox_aux_1: 0.1817 (0.1757) loss_bbox_aux_2: 0.1801 (0.1735) loss_bbox_aux_3: 0.1781 (0.1731) loss_bbox_aux_4: 0.1778 (0.1730) loss_bbox_dn_0: 0.2628 (0.2398) loss_bbox_dn_1: 0.1916 (0.1766) loss_bbox_dn_2: 0.1858 (0.1663) loss_bbox_dn_3: 0.1837 (0.1630) loss_bbox_dn_4: 0.1819 (0.1623) loss_bbox_dn_5: 0.1818 (0.1623) loss_bbox_dn_pre: 0.2655 (0.2456) loss_bbox_enc_0: 0.2258 (0.2206) loss_bbox_pre: 0.1926 (0.1860) loss_dfl: 0.9664 (0.9602) loss_fgl_aux_0: 1.0092 (0.9927) loss_fgl_aux_1: 0.9709 (0.9627) loss_fgl_aux_2: 0.9677 (0.9604) loss_fgl_aux_3: 0.9669 (0.9603) loss_fgl_aux_4: 0.9668 (0.9603) loss_fgl_dn_0: 1.0841 (1.0869) loss_fgl_dn_1: 0.9668 (0.9832) loss_fgl_dn_2: 0.9612 (0.9742) loss_fgl_dn_3: 0.9625 (0.9750) loss_fgl_dn_4: 0.9630 (0.9755) loss_fgl_dn_5: 0.9629 (0.9755) loss_giou: 0.4663 (0.5587) loss_giou_aux_0: 0.4924 (0.5847) loss_giou_aux_1: 0.4718 (0.5643) loss_giou_aux_2: 0.4660 (0.5596) loss_giou_aux_3: 0.4661 (0.5588) loss_giou_aux_4: 0.4661 (0.5587) loss_giou_dn_0: 0.5292 (0.5654) loss_giou_dn_1: 0.4130 (0.4527) loss_giou_dn_2: 0.3998 (0.4358) loss_giou_dn_3: 0.3956 (0.4310) loss_giou_dn_4: 0.3949 (0.4300) loss_giou_dn_5: 0.3949 (0.4300) loss_giou_dn_pre: 0.5259 (0.5647) loss_giou_enc_0: 0.5552 (0.6585) loss_giou_pre: 0.4925 (0.5831) loss_ddf_aux_0: 0.0556 (0.0535) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2504 (0.2519) loss_ddf_dn_1: 0.0327 (0.0330) loss_ddf_dn_2: 0.0074 (0.0072) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6328 (0.6535) loss_vfl_aux_0: 0.7157 (0.7225) loss_vfl_aux_1: 0.6870 (0.7003) loss_vfl_aux_2: 0.6610 (0.6820) loss_vfl_aux_3: 0.6375 (0.6651) loss_vfl_aux_4: 0.6367 (0.6552) loss_vfl_dn_0: 0.4831 (0.4865) loss_vfl_dn_1: 0.4130 (0.4192) loss_vfl_dn_2: 0.3956 (0.4035) loss_vfl_dn_3: 0.3899 (0.3952) loss_vfl_dn_4: 0.3875 (0.3923) loss_vfl_dn_5: 0.3869 (0.3918) loss_vfl_dn_pre: 0.4835 (0.4870) loss_vfl_enc_0: 0.7104 (0.7277) loss_vfl_pre: 0.7144 (0.7251) time: 0.7520 data: 0.0343 max mem: 9084 Epoch: [42] [ 900/3696] eta: 0:35:31 lr: 0.000013 loss: 31.1571 (31.3332) loss_bbox: 0.1737 (0.1731) loss_bbox_aux_0: 0.1906 (0.1859) loss_bbox_aux_1: 0.1739 (0.1758) loss_bbox_aux_2: 0.1751 (0.1736) loss_bbox_aux_3: 0.1742 (0.1732) loss_bbox_aux_4: 0.1737 (0.1731) loss_bbox_dn_0: 0.2395 (0.2395) loss_bbox_dn_1: 0.1761 (0.1765) loss_bbox_dn_2: 0.1661 (0.1662) loss_bbox_dn_3: 0.1616 (0.1629) loss_bbox_dn_4: 0.1597 (0.1622) loss_bbox_dn_5: 0.1598 (0.1622) loss_bbox_dn_pre: 0.2467 (0.2453) loss_bbox_enc_0: 0.2293 (0.2206) loss_bbox_pre: 0.1914 (0.1861) loss_dfl: 0.9659 (0.9607) loss_fgl_aux_0: 1.0053 (0.9933) loss_fgl_aux_1: 0.9689 (0.9631) loss_fgl_aux_2: 0.9668 (0.9609) loss_fgl_aux_3: 0.9660 (0.9607) loss_fgl_aux_4: 0.9662 (0.9607) loss_fgl_dn_0: 1.0872 (1.0870) loss_fgl_dn_1: 0.9811 (0.9832) loss_fgl_dn_2: 0.9742 (0.9742) loss_fgl_dn_3: 0.9735 (0.9750) loss_fgl_dn_4: 0.9731 (0.9755) loss_fgl_dn_5: 0.9730 (0.9755) loss_giou: 0.5387 (0.5576) loss_giou_aux_0: 0.5666 (0.5835) loss_giou_aux_1: 0.5406 (0.5633) loss_giou_aux_2: 0.5362 (0.5586) loss_giou_aux_3: 0.5388 (0.5577) loss_giou_aux_4: 0.5385 (0.5576) loss_giou_dn_0: 0.5418 (0.5651) loss_giou_dn_1: 0.4360 (0.4525) loss_giou_dn_2: 0.4187 (0.4356) loss_giou_dn_3: 0.4140 (0.4309) loss_giou_dn_4: 0.4135 (0.4299) loss_giou_dn_5: 0.4135 (0.4299) loss_giou_dn_pre: 0.5408 (0.5644) loss_giou_enc_0: 0.6280 (0.6571) loss_giou_pre: 0.5659 (0.5820) loss_ddf_aux_0: 0.0519 (0.0535) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2469 (0.2521) loss_ddf_dn_1: 0.0346 (0.0330) loss_ddf_dn_2: 0.0087 (0.0072) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6328 (0.6534) loss_vfl_aux_0: 0.7175 (0.7224) loss_vfl_aux_1: 0.6794 (0.6999) loss_vfl_aux_2: 0.6615 (0.6818) loss_vfl_aux_3: 0.6481 (0.6650) loss_vfl_aux_4: 0.6412 (0.6550) loss_vfl_dn_0: 0.4854 (0.4864) loss_vfl_dn_1: 0.4222 (0.4192) loss_vfl_dn_2: 0.4081 (0.4036) loss_vfl_dn_3: 0.3995 (0.3953) loss_vfl_dn_4: 0.3969 (0.3923) loss_vfl_dn_5: 0.3959 (0.3918) loss_vfl_dn_pre: 0.4859 (0.4869) loss_vfl_enc_0: 0.7303 (0.7278) loss_vfl_pre: 0.7189 (0.7251) time: 0.7057 data: 0.0270 max mem: 9084 Epoch: [42] [1000/3696] eta: 0:34:06 lr: 0.000013 loss: 31.5738 (31.3134) loss_bbox: 0.1675 (0.1727) loss_bbox_aux_0: 0.1770 (0.1854) loss_bbox_aux_1: 0.1688 (0.1754) loss_bbox_aux_2: 0.1681 (0.1732) loss_bbox_aux_3: 0.1678 (0.1728) loss_bbox_aux_4: 0.1676 (0.1727) loss_bbox_dn_0: 0.2251 (0.2391) loss_bbox_dn_1: 0.1755 (0.1763) loss_bbox_dn_2: 0.1665 (0.1660) loss_bbox_dn_3: 0.1641 (0.1627) loss_bbox_dn_4: 0.1630 (0.1620) loss_bbox_dn_5: 0.1630 (0.1620) loss_bbox_dn_pre: 0.2301 (0.2449) loss_bbox_enc_0: 0.2070 (0.2202) loss_bbox_pre: 0.1763 (0.1857) loss_dfl: 0.9734 (0.9609) loss_fgl_aux_0: 1.0009 (0.9936) loss_fgl_aux_1: 0.9762 (0.9634) loss_fgl_aux_2: 0.9735 (0.9611) loss_fgl_aux_3: 0.9736 (0.9610) loss_fgl_aux_4: 0.9734 (0.9609) loss_fgl_dn_0: 1.0869 (1.0872) loss_fgl_dn_1: 0.9940 (0.9834) loss_fgl_dn_2: 0.9870 (0.9743) loss_fgl_dn_3: 0.9877 (0.9751) loss_fgl_dn_4: 0.9873 (0.9756) loss_fgl_dn_5: 0.9873 (0.9756) loss_giou: 0.5422 (0.5562) loss_giou_aux_0: 0.5637 (0.5820) loss_giou_aux_1: 0.5457 (0.5618) loss_giou_aux_2: 0.5419 (0.5572) loss_giou_aux_3: 0.5416 (0.5563) loss_giou_aux_4: 0.5421 (0.5562) loss_giou_dn_0: 0.5692 (0.5639) loss_giou_dn_1: 0.4495 (0.4514) loss_giou_dn_2: 0.4294 (0.4346) loss_giou_dn_3: 0.4260 (0.4298) loss_giou_dn_4: 0.4256 (0.4288) loss_giou_dn_5: 0.4255 (0.4288) loss_giou_dn_pre: 0.5695 (0.5632) loss_giou_enc_0: 0.6409 (0.6559) loss_giou_pre: 0.5630 (0.5804) loss_ddf_aux_0: 0.0535 (0.0534) loss_ddf_aux_1: 0.0077 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2630 (0.2521) loss_ddf_dn_1: 0.0347 (0.0331) loss_ddf_dn_2: 0.0080 (0.0073) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6719 (0.6535) loss_vfl_aux_0: 0.7231 (0.7226) loss_vfl_aux_1: 0.7056 (0.7000) loss_vfl_aux_2: 0.6921 (0.6820) loss_vfl_aux_3: 0.6769 (0.6649) loss_vfl_aux_4: 0.6715 (0.6553) loss_vfl_dn_0: 0.4874 (0.4865) loss_vfl_dn_1: 0.4214 (0.4191) loss_vfl_dn_2: 0.4007 (0.4035) loss_vfl_dn_3: 0.3945 (0.3952) loss_vfl_dn_4: 0.3900 (0.3922) loss_vfl_dn_5: 0.3911 (0.3918) loss_vfl_dn_pre: 0.4866 (0.4870) loss_vfl_enc_0: 0.7343 (0.7288) loss_vfl_pre: 0.7289 (0.7253) time: 0.7554 data: 0.0306 max mem: 9084 Epoch: [42] [1100/3696] eta: 0:32:49 lr: 0.000013 loss: 31.2454 (31.3043) loss_bbox: 0.1703 (0.1728) loss_bbox_aux_0: 0.1881 (0.1855) loss_bbox_aux_1: 0.1761 (0.1755) loss_bbox_aux_2: 0.1728 (0.1733) loss_bbox_aux_3: 0.1705 (0.1728) loss_bbox_aux_4: 0.1703 (0.1728) loss_bbox_dn_0: 0.2375 (0.2391) loss_bbox_dn_1: 0.1810 (0.1764) loss_bbox_dn_2: 0.1673 (0.1661) loss_bbox_dn_3: 0.1646 (0.1628) loss_bbox_dn_4: 0.1632 (0.1621) loss_bbox_dn_5: 0.1631 (0.1621) loss_bbox_dn_pre: 0.2488 (0.2449) loss_bbox_enc_0: 0.2191 (0.2204) loss_bbox_pre: 0.1893 (0.1857) loss_dfl: 0.9381 (0.9602) loss_fgl_aux_0: 0.9706 (0.9929) loss_fgl_aux_1: 0.9404 (0.9627) loss_fgl_aux_2: 0.9397 (0.9604) loss_fgl_aux_3: 0.9391 (0.9603) loss_fgl_aux_4: 0.9384 (0.9603) loss_fgl_dn_0: 1.0830 (1.0870) loss_fgl_dn_1: 0.9806 (0.9831) loss_fgl_dn_2: 0.9732 (0.9741) loss_fgl_dn_3: 0.9739 (0.9749) loss_fgl_dn_4: 0.9745 (0.9754) loss_fgl_dn_5: 0.9745 (0.9754) loss_giou: 0.5663 (0.5564) loss_giou_aux_0: 0.5898 (0.5820) loss_giou_aux_1: 0.5720 (0.5620) loss_giou_aux_2: 0.5673 (0.5573) loss_giou_aux_3: 0.5660 (0.5565) loss_giou_aux_4: 0.5665 (0.5564) loss_giou_dn_0: 0.5662 (0.5636) loss_giou_dn_1: 0.4506 (0.4514) loss_giou_dn_2: 0.4348 (0.4345) loss_giou_dn_3: 0.4278 (0.4297) loss_giou_dn_4: 0.4266 (0.4287) loss_giou_dn_5: 0.4266 (0.4287) loss_giou_dn_pre: 0.5670 (0.5629) loss_giou_enc_0: 0.6622 (0.6556) loss_giou_pre: 0.5856 (0.5805) loss_ddf_aux_0: 0.0514 (0.0534) loss_ddf_aux_1: 0.0069 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2437 (0.2520) loss_ddf_dn_1: 0.0326 (0.0331) loss_ddf_dn_2: 0.0072 (0.0073) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6589 (0.6531) loss_vfl_aux_0: 0.7225 (0.7221) loss_vfl_aux_1: 0.7034 (0.6996) loss_vfl_aux_2: 0.6863 (0.6817) loss_vfl_aux_3: 0.6633 (0.6642) loss_vfl_aux_4: 0.6529 (0.6549) loss_vfl_dn_0: 0.4801 (0.4865) loss_vfl_dn_1: 0.4208 (0.4191) loss_vfl_dn_2: 0.4098 (0.4034) loss_vfl_dn_3: 0.3990 (0.3951) loss_vfl_dn_4: 0.3936 (0.3921) loss_vfl_dn_5: 0.3923 (0.3916) loss_vfl_dn_pre: 0.4807 (0.4869) loss_vfl_enc_0: 0.7251 (0.7282) loss_vfl_pre: 0.7247 (0.7247) time: 0.7619 data: 0.0353 max mem: 9084 Epoch: [42] [1200/3696] eta: 0:31:34 lr: 0.000013 loss: 31.0710 (31.3128) loss_bbox: 0.1687 (0.1728) loss_bbox_aux_0: 0.1835 (0.1855) loss_bbox_aux_1: 0.1726 (0.1755) loss_bbox_aux_2: 0.1707 (0.1733) loss_bbox_aux_3: 0.1691 (0.1729) loss_bbox_aux_4: 0.1686 (0.1728) loss_bbox_dn_0: 0.2476 (0.2394) loss_bbox_dn_1: 0.1685 (0.1767) loss_bbox_dn_2: 0.1581 (0.1664) loss_bbox_dn_3: 0.1552 (0.1632) loss_bbox_dn_4: 0.1545 (0.1625) loss_bbox_dn_5: 0.1545 (0.1625) loss_bbox_dn_pre: 0.2524 (0.2453) loss_bbox_enc_0: 0.2195 (0.2206) loss_bbox_pre: 0.1837 (0.1858) loss_dfl: 0.9687 (0.9609) loss_fgl_aux_0: 1.0084 (0.9935) loss_fgl_aux_1: 0.9695 (0.9634) loss_fgl_aux_2: 0.9696 (0.9611) loss_fgl_aux_3: 0.9687 (0.9609) loss_fgl_aux_4: 0.9688 (0.9609) loss_fgl_dn_0: 1.0825 (1.0869) loss_fgl_dn_1: 0.9823 (0.9832) loss_fgl_dn_2: 0.9749 (0.9743) loss_fgl_dn_3: 0.9755 (0.9751) loss_fgl_dn_4: 0.9769 (0.9755) loss_fgl_dn_5: 0.9769 (0.9755) loss_giou: 0.5203 (0.5551) loss_giou_aux_0: 0.5490 (0.5808) loss_giou_aux_1: 0.5271 (0.5607) loss_giou_aux_2: 0.5212 (0.5561) loss_giou_aux_3: 0.5207 (0.5552) loss_giou_aux_4: 0.5201 (0.5551) loss_giou_dn_0: 0.5414 (0.5633) loss_giou_dn_1: 0.4246 (0.4513) loss_giou_dn_2: 0.4124 (0.4344) loss_giou_dn_3: 0.4065 (0.4296) loss_giou_dn_4: 0.4053 (0.4286) loss_giou_dn_5: 0.4053 (0.4286) loss_giou_dn_pre: 0.5403 (0.5626) loss_giou_enc_0: 0.6178 (0.6546) loss_giou_pre: 0.5497 (0.5792) loss_ddf_aux_0: 0.0531 (0.0535) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2499 (0.2516) loss_ddf_dn_1: 0.0300 (0.0329) loss_ddf_dn_2: 0.0067 (0.0073) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6672 (0.6545) loss_vfl_aux_0: 0.7396 (0.7237) loss_vfl_aux_1: 0.7373 (0.7012) loss_vfl_aux_2: 0.7117 (0.6834) loss_vfl_aux_3: 0.6805 (0.6654) loss_vfl_aux_4: 0.6681 (0.6563) loss_vfl_dn_0: 0.4921 (0.4866) loss_vfl_dn_1: 0.4210 (0.4193) loss_vfl_dn_2: 0.4041 (0.4036) loss_vfl_dn_3: 0.3950 (0.3953) loss_vfl_dn_4: 0.3971 (0.3923) loss_vfl_dn_5: 0.3961 (0.3918) loss_vfl_dn_pre: 0.4926 (0.4870) loss_vfl_enc_0: 0.7471 (0.7296) loss_vfl_pre: 0.7427 (0.7264) time: 0.7556 data: 0.0301 max mem: 9084 Epoch: [42] [1300/3696] eta: 0:30:25 lr: 0.000013 loss: 31.2435 (31.3134) loss_bbox: 0.1728 (0.1726) loss_bbox_aux_0: 0.1914 (0.1854) loss_bbox_aux_1: 0.1797 (0.1754) loss_bbox_aux_2: 0.1755 (0.1732) loss_bbox_aux_3: 0.1732 (0.1727) loss_bbox_aux_4: 0.1729 (0.1726) loss_bbox_dn_0: 0.2321 (0.2392) loss_bbox_dn_1: 0.1734 (0.1766) loss_bbox_dn_2: 0.1669 (0.1663) loss_bbox_dn_3: 0.1618 (0.1631) loss_bbox_dn_4: 0.1596 (0.1624) loss_bbox_dn_5: 0.1595 (0.1624) loss_bbox_dn_pre: 0.2385 (0.2451) loss_bbox_enc_0: 0.2171 (0.2203) loss_bbox_pre: 0.1911 (0.1856) loss_dfl: 0.9611 (0.9607) loss_fgl_aux_0: 0.9939 (0.9933) loss_fgl_aux_1: 0.9629 (0.9632) loss_fgl_aux_2: 0.9618 (0.9609) loss_fgl_aux_3: 0.9608 (0.9608) loss_fgl_aux_4: 0.9610 (0.9607) loss_fgl_dn_0: 1.0901 (1.0869) loss_fgl_dn_1: 0.9877 (0.9833) loss_fgl_dn_2: 0.9818 (0.9743) loss_fgl_dn_3: 0.9823 (0.9751) loss_fgl_dn_4: 0.9824 (0.9756) loss_fgl_dn_5: 0.9823 (0.9756) loss_giou: 0.5572 (0.5557) loss_giou_aux_0: 0.5857 (0.5813) loss_giou_aux_1: 0.5669 (0.5613) loss_giou_aux_2: 0.5598 (0.5567) loss_giou_aux_3: 0.5581 (0.5558) loss_giou_aux_4: 0.5576 (0.5557) loss_giou_dn_0: 0.5588 (0.5631) loss_giou_dn_1: 0.4444 (0.4513) loss_giou_dn_2: 0.4301 (0.4344) loss_giou_dn_3: 0.4279 (0.4296) loss_giou_dn_4: 0.4275 (0.4286) loss_giou_dn_5: 0.4275 (0.4286) loss_giou_dn_pre: 0.5583 (0.5624) loss_giou_enc_0: 0.6619 (0.6554) loss_giou_pre: 0.5842 (0.5797) loss_ddf_aux_0: 0.0515 (0.0533) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2324 (0.2512) loss_ddf_dn_1: 0.0282 (0.0328) loss_ddf_dn_2: 0.0062 (0.0072) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6666 (0.6543) loss_vfl_aux_0: 0.7202 (0.7238) loss_vfl_aux_1: 0.6985 (0.7010) loss_vfl_aux_2: 0.6730 (0.6831) loss_vfl_aux_3: 0.6561 (0.6652) loss_vfl_aux_4: 0.6667 (0.6562) loss_vfl_dn_0: 0.4860 (0.4866) loss_vfl_dn_1: 0.4206 (0.4194) loss_vfl_dn_2: 0.4075 (0.4036) loss_vfl_dn_3: 0.3969 (0.3953) loss_vfl_dn_4: 0.3955 (0.3923) loss_vfl_dn_5: 0.3959 (0.3918) loss_vfl_dn_pre: 0.4848 (0.4871) loss_vfl_enc_0: 0.7189 (0.7295) loss_vfl_pre: 0.7327 (0.7264) time: 0.7657 data: 0.0328 max mem: 9084 Epoch: [42] [1400/3696] eta: 0:29:07 lr: 0.000013 loss: 30.8709 (31.3120) loss_bbox: 0.1638 (0.1726) loss_bbox_aux_0: 0.1787 (0.1854) loss_bbox_aux_1: 0.1674 (0.1754) loss_bbox_aux_2: 0.1643 (0.1732) loss_bbox_aux_3: 0.1640 (0.1727) loss_bbox_aux_4: 0.1638 (0.1726) loss_bbox_dn_0: 0.2365 (0.2395) loss_bbox_dn_1: 0.1722 (0.1768) loss_bbox_dn_2: 0.1616 (0.1665) loss_bbox_dn_3: 0.1573 (0.1632) loss_bbox_dn_4: 0.1570 (0.1625) loss_bbox_dn_5: 0.1570 (0.1625) loss_bbox_dn_pre: 0.2431 (0.2454) loss_bbox_enc_0: 0.2242 (0.2204) loss_bbox_pre: 0.1813 (0.1857) loss_dfl: 0.9718 (0.9606) loss_fgl_aux_0: 1.0113 (0.9932) loss_fgl_aux_1: 0.9712 (0.9631) loss_fgl_aux_2: 0.9706 (0.9608) loss_fgl_aux_3: 0.9712 (0.9607) loss_fgl_aux_4: 0.9714 (0.9606) loss_fgl_dn_0: 1.0897 (1.0869) loss_fgl_dn_1: 0.9808 (0.9833) loss_fgl_dn_2: 0.9709 (0.9743) loss_fgl_dn_3: 0.9689 (0.9751) loss_fgl_dn_4: 0.9690 (0.9756) loss_fgl_dn_5: 0.9690 (0.9756) loss_giou: 0.5040 (0.5560) loss_giou_aux_0: 0.5344 (0.5815) loss_giou_aux_1: 0.5115 (0.5615) loss_giou_aux_2: 0.5066 (0.5569) loss_giou_aux_3: 0.5045 (0.5560) loss_giou_aux_4: 0.5039 (0.5560) loss_giou_dn_0: 0.5335 (0.5630) loss_giou_dn_1: 0.4146 (0.4511) loss_giou_dn_2: 0.3999 (0.4342) loss_giou_dn_3: 0.3921 (0.4295) loss_giou_dn_4: 0.3918 (0.4284) loss_giou_dn_5: 0.3920 (0.4284) loss_giou_dn_pre: 0.5314 (0.5623) loss_giou_enc_0: 0.6165 (0.6557) loss_giou_pre: 0.5345 (0.5800) loss_ddf_aux_0: 0.0534 (0.0533) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2489 (0.2509) loss_ddf_dn_1: 0.0322 (0.0328) loss_ddf_dn_2: 0.0071 (0.0072) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6516 (0.6539) loss_vfl_aux_0: 0.7281 (0.7236) loss_vfl_aux_1: 0.7007 (0.7008) loss_vfl_aux_2: 0.6830 (0.6829) loss_vfl_aux_3: 0.6645 (0.6649) loss_vfl_aux_4: 0.6545 (0.6558) loss_vfl_dn_0: 0.4888 (0.4867) loss_vfl_dn_1: 0.4174 (0.4194) loss_vfl_dn_2: 0.3944 (0.4035) loss_vfl_dn_3: 0.3892 (0.3952) loss_vfl_dn_4: 0.3872 (0.3922) loss_vfl_dn_5: 0.3872 (0.3917) loss_vfl_dn_pre: 0.4896 (0.4871) loss_vfl_enc_0: 0.7355 (0.7292) loss_vfl_pre: 0.7289 (0.7262) time: 0.7218 data: 0.0229 max mem: 9084 Epoch: [42] [1500/3696] eta: 0:27:55 lr: 0.000013 loss: 31.0754 (31.2953) loss_bbox: 0.1682 (0.1723) loss_bbox_aux_0: 0.1834 (0.1851) loss_bbox_aux_1: 0.1689 (0.1751) loss_bbox_aux_2: 0.1683 (0.1729) loss_bbox_aux_3: 0.1679 (0.1724) loss_bbox_aux_4: 0.1680 (0.1724) loss_bbox_dn_0: 0.2459 (0.2395) loss_bbox_dn_1: 0.1722 (0.1768) loss_bbox_dn_2: 0.1623 (0.1665) loss_bbox_dn_3: 0.1582 (0.1632) loss_bbox_dn_4: 0.1560 (0.1625) loss_bbox_dn_5: 0.1560 (0.1625) loss_bbox_dn_pre: 0.2519 (0.2454) loss_bbox_enc_0: 0.2165 (0.2201) loss_bbox_pre: 0.1826 (0.1854) loss_dfl: 0.9480 (0.9606) loss_fgl_aux_0: 0.9820 (0.9932) loss_fgl_aux_1: 0.9529 (0.9631) loss_fgl_aux_2: 0.9481 (0.9608) loss_fgl_aux_3: 0.9477 (0.9606) loss_fgl_aux_4: 0.9480 (0.9606) loss_fgl_dn_0: 1.0818 (1.0868) loss_fgl_dn_1: 0.9724 (0.9830) loss_fgl_dn_2: 0.9612 (0.9740) loss_fgl_dn_3: 0.9627 (0.9748) loss_fgl_dn_4: 0.9629 (0.9752) loss_fgl_dn_5: 0.9629 (0.9752) loss_giou: 0.5314 (0.5550) loss_giou_aux_0: 0.5565 (0.5805) loss_giou_aux_1: 0.5294 (0.5605) loss_giou_aux_2: 0.5285 (0.5559) loss_giou_aux_3: 0.5313 (0.5550) loss_giou_aux_4: 0.5317 (0.5550) loss_giou_dn_0: 0.5470 (0.5623) loss_giou_dn_1: 0.4395 (0.4506) loss_giou_dn_2: 0.4234 (0.4337) loss_giou_dn_3: 0.4175 (0.4289) loss_giou_dn_4: 0.4162 (0.4279) loss_giou_dn_5: 0.4162 (0.4279) loss_giou_dn_pre: 0.5465 (0.5617) loss_giou_enc_0: 0.6412 (0.6548) loss_giou_pre: 0.5564 (0.5790) loss_ddf_aux_0: 0.0563 (0.0532) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2666 (0.2511) loss_ddf_dn_1: 0.0342 (0.0329) loss_ddf_dn_2: 0.0081 (0.0073) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6543 (0.6538) loss_vfl_aux_0: 0.7145 (0.7237) loss_vfl_aux_1: 0.7035 (0.7007) loss_vfl_aux_2: 0.6716 (0.6828) loss_vfl_aux_3: 0.6649 (0.6647) loss_vfl_aux_4: 0.6575 (0.6558) loss_vfl_dn_0: 0.4872 (0.4867) loss_vfl_dn_1: 0.4185 (0.4192) loss_vfl_dn_2: 0.3993 (0.4034) loss_vfl_dn_3: 0.3928 (0.3950) loss_vfl_dn_4: 0.3878 (0.3921) loss_vfl_dn_5: 0.3876 (0.3916) loss_vfl_dn_pre: 0.4873 (0.4871) loss_vfl_enc_0: 0.7147 (0.7293) loss_vfl_pre: 0.7149 (0.7263) time: 0.7742 data: 0.0287 max mem: 9084 Epoch: [42] [1600/3696] eta: 0:26:38 lr: 0.000013 loss: 31.6341 (31.2998) loss_bbox: 0.1840 (0.1727) loss_bbox_aux_0: 0.1900 (0.1855) loss_bbox_aux_1: 0.1857 (0.1755) loss_bbox_aux_2: 0.1831 (0.1732) loss_bbox_aux_3: 0.1832 (0.1728) loss_bbox_aux_4: 0.1840 (0.1727) loss_bbox_dn_0: 0.2329 (0.2393) loss_bbox_dn_1: 0.1721 (0.1767) loss_bbox_dn_2: 0.1634 (0.1664) loss_bbox_dn_3: 0.1602 (0.1631) loss_bbox_dn_4: 0.1603 (0.1624) loss_bbox_dn_5: 0.1605 (0.1624) loss_bbox_dn_pre: 0.2390 (0.2453) loss_bbox_enc_0: 0.2275 (0.2205) loss_bbox_pre: 0.1914 (0.1858) loss_dfl: 0.9537 (0.9600) loss_fgl_aux_0: 0.9811 (0.9927) loss_fgl_aux_1: 0.9544 (0.9626) loss_fgl_aux_2: 0.9540 (0.9602) loss_fgl_aux_3: 0.9537 (0.9601) loss_fgl_aux_4: 0.9536 (0.9600) loss_fgl_dn_0: 1.0826 (1.0867) loss_fgl_dn_1: 0.9871 (0.9829) loss_fgl_dn_2: 0.9755 (0.9739) loss_fgl_dn_3: 0.9765 (0.9747) loss_fgl_dn_4: 0.9767 (0.9751) loss_fgl_dn_5: 0.9767 (0.9752) loss_giou: 0.5269 (0.5557) loss_giou_aux_0: 0.5462 (0.5813) loss_giou_aux_1: 0.5288 (0.5612) loss_giou_aux_2: 0.5267 (0.5566) loss_giou_aux_3: 0.5270 (0.5557) loss_giou_aux_4: 0.5269 (0.5557) loss_giou_dn_0: 0.5370 (0.5625) loss_giou_dn_1: 0.4289 (0.4509) loss_giou_dn_2: 0.4126 (0.4339) loss_giou_dn_3: 0.4132 (0.4291) loss_giou_dn_4: 0.4122 (0.4281) loss_giou_dn_5: 0.4123 (0.4281) loss_giou_dn_pre: 0.5340 (0.5619) loss_giou_enc_0: 0.6225 (0.6555) loss_giou_pre: 0.5433 (0.5797) loss_ddf_aux_0: 0.0508 (0.0532) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2440 (0.2511) loss_ddf_dn_1: 0.0344 (0.0330) loss_ddf_dn_2: 0.0076 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6517 (0.6536) loss_vfl_aux_0: 0.7373 (0.7236) loss_vfl_aux_1: 0.7014 (0.7006) loss_vfl_aux_2: 0.6886 (0.6826) loss_vfl_aux_3: 0.6651 (0.6645) loss_vfl_aux_4: 0.6553 (0.6556) loss_vfl_dn_0: 0.4859 (0.4866) loss_vfl_dn_1: 0.4248 (0.4192) loss_vfl_dn_2: 0.4073 (0.4034) loss_vfl_dn_3: 0.4006 (0.3951) loss_vfl_dn_4: 0.3949 (0.3921) loss_vfl_dn_5: 0.3946 (0.3916) loss_vfl_dn_pre: 0.4872 (0.4871) loss_vfl_enc_0: 0.7495 (0.7291) loss_vfl_pre: 0.7361 (0.7262) time: 0.7492 data: 0.0282 max mem: 9084 Epoch: [42] [1700/3696] eta: 0:25:22 lr: 0.000013 loss: 31.6134 (31.2983) loss_bbox: 0.1664 (0.1729) loss_bbox_aux_0: 0.1816 (0.1858) loss_bbox_aux_1: 0.1684 (0.1757) loss_bbox_aux_2: 0.1672 (0.1734) loss_bbox_aux_3: 0.1663 (0.1730) loss_bbox_aux_4: 0.1664 (0.1729) loss_bbox_dn_0: 0.2442 (0.2397) loss_bbox_dn_1: 0.1835 (0.1770) loss_bbox_dn_2: 0.1761 (0.1667) loss_bbox_dn_3: 0.1719 (0.1633) loss_bbox_dn_4: 0.1718 (0.1627) loss_bbox_dn_5: 0.1718 (0.1627) loss_bbox_dn_pre: 0.2494 (0.2456) loss_bbox_enc_0: 0.2131 (0.2208) loss_bbox_pre: 0.1806 (0.1860) loss_dfl: 0.9568 (0.9600) loss_fgl_aux_0: 0.9909 (0.9927) loss_fgl_aux_1: 0.9575 (0.9625) loss_fgl_aux_2: 0.9571 (0.9602) loss_fgl_aux_3: 0.9568 (0.9601) loss_fgl_aux_4: 0.9569 (0.9600) loss_fgl_dn_0: 1.0871 (1.0867) loss_fgl_dn_1: 0.9852 (0.9827) loss_fgl_dn_2: 0.9765 (0.9738) loss_fgl_dn_3: 0.9776 (0.9746) loss_fgl_dn_4: 0.9780 (0.9750) loss_fgl_dn_5: 0.9779 (0.9750) loss_giou: 0.5289 (0.5551) loss_giou_aux_0: 0.5516 (0.5807) loss_giou_aux_1: 0.5375 (0.5607) loss_giou_aux_2: 0.5302 (0.5560) loss_giou_aux_3: 0.5297 (0.5552) loss_giou_aux_4: 0.5285 (0.5551) loss_giou_dn_0: 0.5613 (0.5623) loss_giou_dn_1: 0.4531 (0.4506) loss_giou_dn_2: 0.4300 (0.4337) loss_giou_dn_3: 0.4252 (0.4289) loss_giou_dn_4: 0.4246 (0.4279) loss_giou_dn_5: 0.4247 (0.4279) loss_giou_dn_pre: 0.5610 (0.5616) loss_giou_enc_0: 0.6213 (0.6551) loss_giou_pre: 0.5515 (0.5792) loss_ddf_aux_0: 0.0563 (0.0534) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2470 (0.2516) loss_ddf_dn_1: 0.0329 (0.0331) loss_ddf_dn_2: 0.0079 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6461 (0.6538) loss_vfl_aux_0: 0.7094 (0.7237) loss_vfl_aux_1: 0.6846 (0.7006) loss_vfl_aux_2: 0.6724 (0.6827) loss_vfl_aux_3: 0.6589 (0.6645) loss_vfl_aux_4: 0.6446 (0.6557) loss_vfl_dn_0: 0.4886 (0.4866) loss_vfl_dn_1: 0.4236 (0.4192) loss_vfl_dn_2: 0.4063 (0.4034) loss_vfl_dn_3: 0.3954 (0.3950) loss_vfl_dn_4: 0.3918 (0.3921) loss_vfl_dn_5: 0.3923 (0.3916) loss_vfl_dn_pre: 0.4898 (0.4871) loss_vfl_enc_0: 0.7271 (0.7292) loss_vfl_pre: 0.7068 (0.7261) time: 0.7803 data: 0.0293 max mem: 9084 Epoch: [42] [1800/3696] eta: 0:24:06 lr: 0.000013 loss: 31.8163 (31.3146) loss_bbox: 0.1592 (0.1731) loss_bbox_aux_0: 0.1729 (0.1860) loss_bbox_aux_1: 0.1616 (0.1759) loss_bbox_aux_2: 0.1596 (0.1737) loss_bbox_aux_3: 0.1593 (0.1732) loss_bbox_aux_4: 0.1592 (0.1731) loss_bbox_dn_0: 0.2357 (0.2399) loss_bbox_dn_1: 0.1775 (0.1773) loss_bbox_dn_2: 0.1732 (0.1670) loss_bbox_dn_3: 0.1697 (0.1637) loss_bbox_dn_4: 0.1702 (0.1630) loss_bbox_dn_5: 0.1702 (0.1630) loss_bbox_dn_pre: 0.2401 (0.2458) loss_bbox_enc_0: 0.2086 (0.2211) loss_bbox_pre: 0.1728 (0.1863) loss_dfl: 0.9885 (0.9600) loss_fgl_aux_0: 1.0220 (0.9927) loss_fgl_aux_1: 0.9939 (0.9625) loss_fgl_aux_2: 0.9897 (0.9602) loss_fgl_aux_3: 0.9890 (0.9601) loss_fgl_aux_4: 0.9884 (0.9601) loss_fgl_dn_0: 1.0917 (1.0867) loss_fgl_dn_1: 0.9869 (0.9829) loss_fgl_dn_2: 0.9781 (0.9740) loss_fgl_dn_3: 0.9802 (0.9747) loss_fgl_dn_4: 0.9804 (0.9752) loss_fgl_dn_5: 0.9804 (0.9752) loss_giou: 0.5358 (0.5555) loss_giou_aux_0: 0.5630 (0.5812) loss_giou_aux_1: 0.5408 (0.5611) loss_giou_aux_2: 0.5373 (0.5564) loss_giou_aux_3: 0.5347 (0.5556) loss_giou_aux_4: 0.5353 (0.5555) loss_giou_dn_0: 0.5608 (0.5627) loss_giou_dn_1: 0.4494 (0.4511) loss_giou_dn_2: 0.4327 (0.4341) loss_giou_dn_3: 0.4302 (0.4294) loss_giou_dn_4: 0.4300 (0.4283) loss_giou_dn_5: 0.4300 (0.4283) loss_giou_dn_pre: 0.5596 (0.5620) loss_giou_enc_0: 0.6405 (0.6556) loss_giou_pre: 0.5597 (0.5796) loss_ddf_aux_0: 0.0524 (0.0534) loss_ddf_aux_1: 0.0078 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2472 (0.2515) loss_ddf_dn_1: 0.0332 (0.0331) loss_ddf_dn_2: 0.0074 (0.0074) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6724 (0.6543) loss_vfl_aux_0: 0.7269 (0.7239) loss_vfl_aux_1: 0.7010 (0.7010) loss_vfl_aux_2: 0.6980 (0.6833) loss_vfl_aux_3: 0.6751 (0.6650) loss_vfl_aux_4: 0.6676 (0.6560) loss_vfl_dn_0: 0.4865 (0.4867) loss_vfl_dn_1: 0.4272 (0.4195) loss_vfl_dn_2: 0.4119 (0.4037) loss_vfl_dn_3: 0.4064 (0.3954) loss_vfl_dn_4: 0.4033 (0.3924) loss_vfl_dn_5: 0.4035 (0.3919) loss_vfl_dn_pre: 0.4871 (0.4872) loss_vfl_enc_0: 0.7485 (0.7296) loss_vfl_pre: 0.7310 (0.7263) time: 0.7343 data: 0.0285 max mem: 9084 Epoch: [42] [1900/3696] eta: 0:22:49 lr: 0.000013 loss: 31.0272 (31.3151) loss_bbox: 0.1591 (0.1731) loss_bbox_aux_0: 0.1728 (0.1859) loss_bbox_aux_1: 0.1627 (0.1759) loss_bbox_aux_2: 0.1591 (0.1736) loss_bbox_aux_3: 0.1587 (0.1732) loss_bbox_aux_4: 0.1591 (0.1731) loss_bbox_dn_0: 0.2367 (0.2398) loss_bbox_dn_1: 0.1773 (0.1772) loss_bbox_dn_2: 0.1617 (0.1669) loss_bbox_dn_3: 0.1586 (0.1636) loss_bbox_dn_4: 0.1570 (0.1629) loss_bbox_dn_5: 0.1571 (0.1629) loss_bbox_dn_pre: 0.2418 (0.2457) loss_bbox_enc_0: 0.2033 (0.2210) loss_bbox_pre: 0.1737 (0.1862) loss_dfl: 0.9639 (0.9602) loss_fgl_aux_0: 0.9949 (0.9928) loss_fgl_aux_1: 0.9656 (0.9627) loss_fgl_aux_2: 0.9635 (0.9604) loss_fgl_aux_3: 0.9645 (0.9602) loss_fgl_aux_4: 0.9642 (0.9602) loss_fgl_dn_0: 1.0919 (1.0868) loss_fgl_dn_1: 0.9770 (0.9830) loss_fgl_dn_2: 0.9679 (0.9740) loss_fgl_dn_3: 0.9679 (0.9748) loss_fgl_dn_4: 0.9692 (0.9753) loss_fgl_dn_5: 0.9692 (0.9753) loss_giou: 0.5147 (0.5555) loss_giou_aux_0: 0.5381 (0.5812) loss_giou_aux_1: 0.5208 (0.5611) loss_giou_aux_2: 0.5128 (0.5565) loss_giou_aux_3: 0.5138 (0.5556) loss_giou_aux_4: 0.5146 (0.5555) loss_giou_dn_0: 0.5504 (0.5625) loss_giou_dn_1: 0.4381 (0.4509) loss_giou_dn_2: 0.4185 (0.4340) loss_giou_dn_3: 0.4148 (0.4292) loss_giou_dn_4: 0.4117 (0.4282) loss_giou_dn_5: 0.4116 (0.4282) loss_giou_dn_pre: 0.5512 (0.5618) loss_giou_enc_0: 0.6247 (0.6555) loss_giou_pre: 0.5371 (0.5796) loss_ddf_aux_0: 0.0501 (0.0533) loss_ddf_aux_1: 0.0067 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2515 (0.2513) loss_ddf_dn_1: 0.0333 (0.0331) loss_ddf_dn_2: 0.0072 (0.0073) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6668 (0.6547) loss_vfl_aux_0: 0.7212 (0.7240) loss_vfl_aux_1: 0.6962 (0.7013) loss_vfl_aux_2: 0.6804 (0.6835) loss_vfl_aux_3: 0.6639 (0.6653) loss_vfl_aux_4: 0.6571 (0.6563) loss_vfl_dn_0: 0.4856 (0.4867) loss_vfl_dn_1: 0.4170 (0.4195) loss_vfl_dn_2: 0.4008 (0.4037) loss_vfl_dn_3: 0.3916 (0.3953) loss_vfl_dn_4: 0.3876 (0.3924) loss_vfl_dn_5: 0.3854 (0.3919) loss_vfl_dn_pre: 0.4857 (0.4871) loss_vfl_enc_0: 0.7092 (0.7299) loss_vfl_pre: 0.7217 (0.7264) time: 0.7641 data: 0.0326 max mem: 9084 Epoch: [42] [2000/3696] eta: 0:21:36 lr: 0.000013 loss: 31.1332 (31.3150) loss_bbox: 0.1568 (0.1732) loss_bbox_aux_0: 0.1657 (0.1860) loss_bbox_aux_1: 0.1570 (0.1759) loss_bbox_aux_2: 0.1557 (0.1737) loss_bbox_aux_3: 0.1568 (0.1733) loss_bbox_aux_4: 0.1568 (0.1732) loss_bbox_dn_0: 0.2118 (0.2398) loss_bbox_dn_1: 0.1549 (0.1773) loss_bbox_dn_2: 0.1489 (0.1670) loss_bbox_dn_3: 0.1487 (0.1637) loss_bbox_dn_4: 0.1486 (0.1630) loss_bbox_dn_5: 0.1486 (0.1630) loss_bbox_dn_pre: 0.2213 (0.2458) loss_bbox_enc_0: 0.1971 (0.2210) loss_bbox_pre: 0.1651 (0.1862) loss_dfl: 0.9565 (0.9602) loss_fgl_aux_0: 0.9925 (0.9928) loss_fgl_aux_1: 0.9577 (0.9626) loss_fgl_aux_2: 0.9552 (0.9603) loss_fgl_aux_3: 0.9558 (0.9602) loss_fgl_aux_4: 0.9566 (0.9602) loss_fgl_dn_0: 1.0898 (1.0868) loss_fgl_dn_1: 0.9938 (0.9829) loss_fgl_dn_2: 0.9846 (0.9740) loss_fgl_dn_3: 0.9858 (0.9748) loss_fgl_dn_4: 0.9863 (0.9753) loss_fgl_dn_5: 0.9863 (0.9753) loss_giou: 0.5605 (0.5554) loss_giou_aux_0: 0.5788 (0.5811) loss_giou_aux_1: 0.5678 (0.5610) loss_giou_aux_2: 0.5613 (0.5564) loss_giou_aux_3: 0.5611 (0.5555) loss_giou_aux_4: 0.5603 (0.5554) loss_giou_dn_0: 0.5635 (0.5624) loss_giou_dn_1: 0.4480 (0.4508) loss_giou_dn_2: 0.4305 (0.4339) loss_giou_dn_3: 0.4263 (0.4291) loss_giou_dn_4: 0.4258 (0.4281) loss_giou_dn_5: 0.4258 (0.4281) loss_giou_dn_pre: 0.5624 (0.5617) loss_giou_enc_0: 0.6580 (0.6555) loss_giou_pre: 0.5802 (0.5795) loss_ddf_aux_0: 0.0507 (0.0533) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2428 (0.2514) loss_ddf_dn_1: 0.0326 (0.0331) loss_ddf_dn_2: 0.0068 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6613 (0.6546) loss_vfl_aux_0: 0.7217 (0.7241) loss_vfl_aux_1: 0.7045 (0.7013) loss_vfl_aux_2: 0.6942 (0.6834) loss_vfl_aux_3: 0.6774 (0.6653) loss_vfl_aux_4: 0.6600 (0.6563) loss_vfl_dn_0: 0.4871 (0.4867) loss_vfl_dn_1: 0.4188 (0.4195) loss_vfl_dn_2: 0.4063 (0.4037) loss_vfl_dn_3: 0.3983 (0.3955) loss_vfl_dn_4: 0.3933 (0.3925) loss_vfl_dn_5: 0.3928 (0.3920) loss_vfl_dn_pre: 0.4886 (0.4872) loss_vfl_enc_0: 0.7205 (0.7300) loss_vfl_pre: 0.7225 (0.7265) time: 0.7690 data: 0.0298 max mem: 9084 Epoch: [42] [2100/3696] eta: 0:20:18 lr: 0.000013 loss: 31.0006 (31.3172) loss_bbox: 0.1692 (0.1730) loss_bbox_aux_0: 0.1787 (0.1858) loss_bbox_aux_1: 0.1705 (0.1757) loss_bbox_aux_2: 0.1698 (0.1735) loss_bbox_aux_3: 0.1693 (0.1731) loss_bbox_aux_4: 0.1692 (0.1730) loss_bbox_dn_0: 0.2281 (0.2395) loss_bbox_dn_1: 0.1696 (0.1770) loss_bbox_dn_2: 0.1583 (0.1667) loss_bbox_dn_3: 0.1558 (0.1634) loss_bbox_dn_4: 0.1558 (0.1627) loss_bbox_dn_5: 0.1559 (0.1627) loss_bbox_dn_pre: 0.2384 (0.2454) loss_bbox_enc_0: 0.2086 (0.2209) loss_bbox_pre: 0.1781 (0.1861) loss_dfl: 0.9569 (0.9601) loss_fgl_aux_0: 0.9880 (0.9927) loss_fgl_aux_1: 0.9562 (0.9625) loss_fgl_aux_2: 0.9560 (0.9602) loss_fgl_aux_3: 0.9568 (0.9601) loss_fgl_aux_4: 0.9568 (0.9601) loss_fgl_dn_0: 1.0828 (1.0868) loss_fgl_dn_1: 0.9826 (0.9831) loss_fgl_dn_2: 0.9728 (0.9742) loss_fgl_dn_3: 0.9741 (0.9750) loss_fgl_dn_4: 0.9751 (0.9754) loss_fgl_dn_5: 0.9751 (0.9754) loss_giou: 0.5569 (0.5558) loss_giou_aux_0: 0.5786 (0.5815) loss_giou_aux_1: 0.5590 (0.5615) loss_giou_aux_2: 0.5549 (0.5568) loss_giou_aux_3: 0.5562 (0.5559) loss_giou_aux_4: 0.5567 (0.5558) loss_giou_dn_0: 0.5537 (0.5624) loss_giou_dn_1: 0.4390 (0.4509) loss_giou_dn_2: 0.4222 (0.4339) loss_giou_dn_3: 0.4176 (0.4292) loss_giou_dn_4: 0.4162 (0.4282) loss_giou_dn_5: 0.4162 (0.4282) loss_giou_dn_pre: 0.5533 (0.5617) loss_giou_enc_0: 0.6520 (0.6559) loss_giou_pre: 0.5769 (0.5799) loss_ddf_aux_0: 0.0503 (0.0533) loss_ddf_aux_1: 0.0065 (0.0073) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2318 (0.2512) loss_ddf_dn_1: 0.0300 (0.0331) loss_ddf_dn_2: 0.0065 (0.0073) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6371 (0.6548) loss_vfl_aux_0: 0.7194 (0.7244) loss_vfl_aux_1: 0.6926 (0.7018) loss_vfl_aux_2: 0.6707 (0.6836) loss_vfl_aux_3: 0.6481 (0.6656) loss_vfl_aux_4: 0.6351 (0.6565) loss_vfl_dn_0: 0.4805 (0.4867) loss_vfl_dn_1: 0.4161 (0.4195) loss_vfl_dn_2: 0.4015 (0.4037) loss_vfl_dn_3: 0.3959 (0.3955) loss_vfl_dn_4: 0.3938 (0.3925) loss_vfl_dn_5: 0.3945 (0.3920) loss_vfl_dn_pre: 0.4806 (0.4872) loss_vfl_enc_0: 0.7341 (0.7301) loss_vfl_pre: 0.7212 (0.7268) time: 0.7549 data: 0.0327 max mem: 9084 Epoch: [42] [2200/3696] eta: 0:19:02 lr: 0.000013 loss: 31.4151 (31.3170) loss_bbox: 0.1620 (0.1727) loss_bbox_aux_0: 0.1736 (0.1855) loss_bbox_aux_1: 0.1651 (0.1754) loss_bbox_aux_2: 0.1626 (0.1732) loss_bbox_aux_3: 0.1621 (0.1728) loss_bbox_aux_4: 0.1620 (0.1727) loss_bbox_dn_0: 0.2237 (0.2392) loss_bbox_dn_1: 0.1619 (0.1768) loss_bbox_dn_2: 0.1557 (0.1665) loss_bbox_dn_3: 0.1549 (0.1632) loss_bbox_dn_4: 0.1533 (0.1625) loss_bbox_dn_5: 0.1533 (0.1625) loss_bbox_dn_pre: 0.2312 (0.2451) loss_bbox_enc_0: 0.2159 (0.2206) loss_bbox_pre: 0.1729 (0.1858) loss_dfl: 0.9538 (0.9601) loss_fgl_aux_0: 0.9839 (0.9927) loss_fgl_aux_1: 0.9595 (0.9625) loss_fgl_aux_2: 0.9544 (0.9602) loss_fgl_aux_3: 0.9542 (0.9601) loss_fgl_aux_4: 0.9538 (0.9601) loss_fgl_dn_0: 1.0838 (1.0868) loss_fgl_dn_1: 0.9820 (0.9831) loss_fgl_dn_2: 0.9739 (0.9742) loss_fgl_dn_3: 0.9740 (0.9750) loss_fgl_dn_4: 0.9748 (0.9754) loss_fgl_dn_5: 0.9749 (0.9754) loss_giou: 0.5574 (0.5559) loss_giou_aux_0: 0.5899 (0.5817) loss_giou_aux_1: 0.5619 (0.5616) loss_giou_aux_2: 0.5599 (0.5569) loss_giou_aux_3: 0.5578 (0.5560) loss_giou_aux_4: 0.5570 (0.5559) loss_giou_dn_0: 0.5846 (0.5626) loss_giou_dn_1: 0.4697 (0.4510) loss_giou_dn_2: 0.4524 (0.4340) loss_giou_dn_3: 0.4487 (0.4293) loss_giou_dn_4: 0.4472 (0.4283) loss_giou_dn_5: 0.4473 (0.4283) loss_giou_dn_pre: 0.5801 (0.5619) loss_giou_enc_0: 0.6661 (0.6562) loss_giou_pre: 0.5897 (0.5801) loss_ddf_aux_0: 0.0521 (0.0534) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2544 (0.2513) loss_ddf_dn_1: 0.0352 (0.0331) loss_ddf_dn_2: 0.0082 (0.0073) loss_ddf_dn_3: 0.0011 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6370 (0.6550) loss_vfl_aux_0: 0.7124 (0.7245) loss_vfl_aux_1: 0.6901 (0.7018) loss_vfl_aux_2: 0.6686 (0.6837) loss_vfl_aux_3: 0.6592 (0.6659) loss_vfl_aux_4: 0.6406 (0.6568) loss_vfl_dn_0: 0.4883 (0.4867) loss_vfl_dn_1: 0.4265 (0.4196) loss_vfl_dn_2: 0.4078 (0.4038) loss_vfl_dn_3: 0.3992 (0.3955) loss_vfl_dn_4: 0.3965 (0.3925) loss_vfl_dn_5: 0.3962 (0.3920) loss_vfl_dn_pre: 0.4901 (0.4872) loss_vfl_enc_0: 0.7053 (0.7301) loss_vfl_pre: 0.7195 (0.7270) time: 0.7779 data: 0.0278 max mem: 9084 Epoch: [42] [2300/3696] eta: 0:17:46 lr: 0.000013 loss: 31.1030 (31.3145) loss_bbox: 0.1843 (0.1727) loss_bbox_aux_0: 0.1971 (0.1856) loss_bbox_aux_1: 0.1885 (0.1754) loss_bbox_aux_2: 0.1847 (0.1732) loss_bbox_aux_3: 0.1842 (0.1727) loss_bbox_aux_4: 0.1843 (0.1727) loss_bbox_dn_0: 0.2545 (0.2393) loss_bbox_dn_1: 0.1735 (0.1768) loss_bbox_dn_2: 0.1653 (0.1665) loss_bbox_dn_3: 0.1625 (0.1632) loss_bbox_dn_4: 0.1573 (0.1625) loss_bbox_dn_5: 0.1574 (0.1625) loss_bbox_dn_pre: 0.2574 (0.2453) loss_bbox_enc_0: 0.2355 (0.2206) loss_bbox_pre: 0.1970 (0.1859) loss_dfl: 0.9496 (0.9601) loss_fgl_aux_0: 0.9857 (0.9928) loss_fgl_aux_1: 0.9532 (0.9626) loss_fgl_aux_2: 0.9482 (0.9603) loss_fgl_aux_3: 0.9493 (0.9601) loss_fgl_aux_4: 0.9496 (0.9601) loss_fgl_dn_0: 1.0861 (1.0869) loss_fgl_dn_1: 0.9747 (0.9830) loss_fgl_dn_2: 0.9643 (0.9741) loss_fgl_dn_3: 0.9658 (0.9749) loss_fgl_dn_4: 0.9665 (0.9753) loss_fgl_dn_5: 0.9665 (0.9754) loss_giou: 0.5546 (0.5558) loss_giou_aux_0: 0.5841 (0.5816) loss_giou_aux_1: 0.5560 (0.5614) loss_giou_aux_2: 0.5552 (0.5567) loss_giou_aux_3: 0.5547 (0.5558) loss_giou_aux_4: 0.5545 (0.5558) loss_giou_dn_0: 0.5387 (0.5624) loss_giou_dn_1: 0.4263 (0.4507) loss_giou_dn_2: 0.4058 (0.4338) loss_giou_dn_3: 0.4038 (0.4291) loss_giou_dn_4: 0.4035 (0.4280) loss_giou_dn_5: 0.4036 (0.4280) loss_giou_dn_pre: 0.5397 (0.5617) loss_giou_enc_0: 0.6654 (0.6562) loss_giou_pre: 0.5854 (0.5800) loss_ddf_aux_0: 0.0572 (0.0535) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2585 (0.2514) loss_ddf_dn_1: 0.0324 (0.0331) loss_ddf_dn_2: 0.0065 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6675 (0.6551) loss_vfl_aux_0: 0.7312 (0.7244) loss_vfl_aux_1: 0.6893 (0.7017) loss_vfl_aux_2: 0.6801 (0.6838) loss_vfl_aux_3: 0.6697 (0.6661) loss_vfl_aux_4: 0.6826 (0.6568) loss_vfl_dn_0: 0.4866 (0.4867) loss_vfl_dn_1: 0.4116 (0.4196) loss_vfl_dn_2: 0.3950 (0.4037) loss_vfl_dn_3: 0.3904 (0.3954) loss_vfl_dn_4: 0.3869 (0.3924) loss_vfl_dn_5: 0.3876 (0.3919) loss_vfl_dn_pre: 0.4875 (0.4872) loss_vfl_enc_0: 0.7181 (0.7300) loss_vfl_pre: 0.7354 (0.7269) time: 0.7572 data: 0.0292 max mem: 9084 Epoch: [42] [2400/3696] eta: 0:16:30 lr: 0.000013 loss: 31.2754 (31.3216) loss_bbox: 0.1562 (0.1726) loss_bbox_aux_0: 0.1700 (0.1855) loss_bbox_aux_1: 0.1587 (0.1753) loss_bbox_aux_2: 0.1551 (0.1731) loss_bbox_aux_3: 0.1560 (0.1727) loss_bbox_aux_4: 0.1562 (0.1726) loss_bbox_dn_0: 0.2365 (0.2392) loss_bbox_dn_1: 0.1635 (0.1767) loss_bbox_dn_2: 0.1454 (0.1664) loss_bbox_dn_3: 0.1443 (0.1631) loss_bbox_dn_4: 0.1445 (0.1624) loss_bbox_dn_5: 0.1445 (0.1624) loss_bbox_dn_pre: 0.2381 (0.2451) loss_bbox_enc_0: 0.2007 (0.2205) loss_bbox_pre: 0.1695 (0.1858) loss_dfl: 0.9511 (0.9600) loss_fgl_aux_0: 0.9883 (0.9928) loss_fgl_aux_1: 0.9563 (0.9625) loss_fgl_aux_2: 0.9512 (0.9602) loss_fgl_aux_3: 0.9512 (0.9601) loss_fgl_aux_4: 0.9512 (0.9601) loss_fgl_dn_0: 1.0830 (1.0870) loss_fgl_dn_1: 0.9836 (0.9832) loss_fgl_dn_2: 0.9731 (0.9743) loss_fgl_dn_3: 0.9757 (0.9750) loss_fgl_dn_4: 0.9759 (0.9755) loss_fgl_dn_5: 0.9758 (0.9755) loss_giou: 0.5722 (0.5566) loss_giou_aux_0: 0.5927 (0.5824) loss_giou_aux_1: 0.5740 (0.5622) loss_giou_aux_2: 0.5739 (0.5575) loss_giou_aux_3: 0.5722 (0.5567) loss_giou_aux_4: 0.5723 (0.5566) loss_giou_dn_0: 0.5694 (0.5629) loss_giou_dn_1: 0.4597 (0.4512) loss_giou_dn_2: 0.4412 (0.4343) loss_giou_dn_3: 0.4362 (0.4295) loss_giou_dn_4: 0.4348 (0.4285) loss_giou_dn_5: 0.4347 (0.4285) loss_giou_dn_pre: 0.5671 (0.5622) loss_giou_enc_0: 0.6533 (0.6570) loss_giou_pre: 0.5917 (0.5808) loss_ddf_aux_0: 0.0520 (0.0535) loss_ddf_aux_1: 0.0066 (0.0073) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2460 (0.2512) loss_ddf_dn_1: 0.0308 (0.0330) loss_ddf_dn_2: 0.0062 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6533 (0.6549) loss_vfl_aux_0: 0.7057 (0.7240) loss_vfl_aux_1: 0.6962 (0.7015) loss_vfl_aux_2: 0.6672 (0.6837) loss_vfl_aux_3: 0.6637 (0.6659) loss_vfl_aux_4: 0.6578 (0.6567) loss_vfl_dn_0: 0.4886 (0.4868) loss_vfl_dn_1: 0.4149 (0.4196) loss_vfl_dn_2: 0.3979 (0.4037) loss_vfl_dn_3: 0.3896 (0.3954) loss_vfl_dn_4: 0.3872 (0.3925) loss_vfl_dn_5: 0.3854 (0.3920) loss_vfl_dn_pre: 0.4886 (0.4873) loss_vfl_enc_0: 0.7147 (0.7297) loss_vfl_pre: 0.7036 (0.7265) time: 0.7632 data: 0.0307 max mem: 9084 Epoch: [42] [2500/3696] eta: 0:15:13 lr: 0.000013 loss: 31.0090 (31.3183) loss_bbox: 0.1570 (0.1724) loss_bbox_aux_0: 0.1623 (0.1853) loss_bbox_aux_1: 0.1580 (0.1751) loss_bbox_aux_2: 0.1571 (0.1729) loss_bbox_aux_3: 0.1572 (0.1725) loss_bbox_aux_4: 0.1569 (0.1724) loss_bbox_dn_0: 0.2142 (0.2388) loss_bbox_dn_1: 0.1631 (0.1764) loss_bbox_dn_2: 0.1528 (0.1661) loss_bbox_dn_3: 0.1454 (0.1628) loss_bbox_dn_4: 0.1434 (0.1622) loss_bbox_dn_5: 0.1434 (0.1622) loss_bbox_dn_pre: 0.2167 (0.2447) loss_bbox_enc_0: 0.1919 (0.2202) loss_bbox_pre: 0.1604 (0.1855) loss_dfl: 0.9567 (0.9602) loss_fgl_aux_0: 0.9929 (0.9929) loss_fgl_aux_1: 0.9590 (0.9627) loss_fgl_aux_2: 0.9566 (0.9604) loss_fgl_aux_3: 0.9570 (0.9602) loss_fgl_aux_4: 0.9567 (0.9602) loss_fgl_dn_0: 1.0844 (1.0870) loss_fgl_dn_1: 0.9824 (0.9832) loss_fgl_dn_2: 0.9718 (0.9743) loss_fgl_dn_3: 0.9742 (0.9750) loss_fgl_dn_4: 0.9748 (0.9755) loss_fgl_dn_5: 0.9748 (0.9755) loss_giou: 0.5431 (0.5567) loss_giou_aux_0: 0.5644 (0.5824) loss_giou_aux_1: 0.5469 (0.5623) loss_giou_aux_2: 0.5409 (0.5576) loss_giou_aux_3: 0.5431 (0.5568) loss_giou_aux_4: 0.5430 (0.5567) loss_giou_dn_0: 0.5600 (0.5628) loss_giou_dn_1: 0.4470 (0.4512) loss_giou_dn_2: 0.4246 (0.4343) loss_giou_dn_3: 0.4167 (0.4296) loss_giou_dn_4: 0.4150 (0.4286) loss_giou_dn_5: 0.4151 (0.4286) loss_giou_dn_pre: 0.5601 (0.5621) loss_giou_enc_0: 0.6409 (0.6571) loss_giou_pre: 0.5635 (0.5808) loss_ddf_aux_0: 0.0551 (0.0536) loss_ddf_aux_1: 0.0076 (0.0073) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2544 (0.2512) loss_ddf_dn_1: 0.0323 (0.0330) loss_ddf_dn_2: 0.0067 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6609 (0.6549) loss_vfl_aux_0: 0.7218 (0.7238) loss_vfl_aux_1: 0.6975 (0.7015) loss_vfl_aux_2: 0.6892 (0.6837) loss_vfl_aux_3: 0.6740 (0.6659) loss_vfl_aux_4: 0.6655 (0.6566) loss_vfl_dn_0: 0.4876 (0.4868) loss_vfl_dn_1: 0.4182 (0.4196) loss_vfl_dn_2: 0.4022 (0.4037) loss_vfl_dn_3: 0.3962 (0.3954) loss_vfl_dn_4: 0.3937 (0.3924) loss_vfl_dn_5: 0.3929 (0.3920) loss_vfl_dn_pre: 0.4868 (0.4872) loss_vfl_enc_0: 0.7006 (0.7295) loss_vfl_pre: 0.7228 (0.7263) time: 0.7356 data: 0.0266 max mem: 9084 Epoch: [42] [2600/3696] eta: 0:13:58 lr: 0.000013 loss: 31.8813 (31.3251) loss_bbox: 0.1725 (0.1723) loss_bbox_aux_0: 0.1816 (0.1852) loss_bbox_aux_1: 0.1748 (0.1751) loss_bbox_aux_2: 0.1745 (0.1728) loss_bbox_aux_3: 0.1731 (0.1724) loss_bbox_aux_4: 0.1727 (0.1723) loss_bbox_dn_0: 0.2289 (0.2387) loss_bbox_dn_1: 0.1807 (0.1763) loss_bbox_dn_2: 0.1703 (0.1661) loss_bbox_dn_3: 0.1648 (0.1628) loss_bbox_dn_4: 0.1639 (0.1621) loss_bbox_dn_5: 0.1639 (0.1621) loss_bbox_dn_pre: 0.2326 (0.2446) loss_bbox_enc_0: 0.2126 (0.2200) loss_bbox_pre: 0.1831 (0.1854) loss_dfl: 0.9468 (0.9600) loss_fgl_aux_0: 0.9825 (0.9927) loss_fgl_aux_1: 0.9512 (0.9625) loss_fgl_aux_2: 0.9463 (0.9602) loss_fgl_aux_3: 0.9461 (0.9601) loss_fgl_aux_4: 0.9469 (0.9600) loss_fgl_dn_0: 1.0838 (1.0869) loss_fgl_dn_1: 0.9885 (0.9832) loss_fgl_dn_2: 0.9812 (0.9743) loss_fgl_dn_3: 0.9830 (0.9751) loss_fgl_dn_4: 0.9839 (0.9755) loss_fgl_dn_5: 0.9839 (0.9756) loss_giou: 0.5822 (0.5574) loss_giou_aux_0: 0.6106 (0.5831) loss_giou_aux_1: 0.5864 (0.5630) loss_giou_aux_2: 0.5829 (0.5583) loss_giou_aux_3: 0.5814 (0.5574) loss_giou_aux_4: 0.5821 (0.5574) loss_giou_dn_0: 0.5789 (0.5632) loss_giou_dn_1: 0.4597 (0.4516) loss_giou_dn_2: 0.4453 (0.4347) loss_giou_dn_3: 0.4360 (0.4300) loss_giou_dn_4: 0.4348 (0.4290) loss_giou_dn_5: 0.4349 (0.4290) loss_giou_dn_pre: 0.5773 (0.5625) loss_giou_enc_0: 0.6857 (0.6578) loss_giou_pre: 0.6100 (0.5816) loss_ddf_aux_0: 0.0515 (0.0536) loss_ddf_aux_1: 0.0066 (0.0073) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2355 (0.2511) loss_ddf_dn_1: 0.0303 (0.0330) loss_ddf_dn_2: 0.0064 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6429 (0.6548) loss_vfl_aux_0: 0.7079 (0.7240) loss_vfl_aux_1: 0.6952 (0.7015) loss_vfl_aux_2: 0.6815 (0.6837) loss_vfl_aux_3: 0.6592 (0.6658) loss_vfl_aux_4: 0.6494 (0.6565) loss_vfl_dn_0: 0.4808 (0.4868) loss_vfl_dn_1: 0.4183 (0.4197) loss_vfl_dn_2: 0.4040 (0.4038) loss_vfl_dn_3: 0.3965 (0.3956) loss_vfl_dn_4: 0.3965 (0.3926) loss_vfl_dn_5: 0.3950 (0.3921) loss_vfl_dn_pre: 0.4824 (0.4873) loss_vfl_enc_0: 0.7266 (0.7292) loss_vfl_pre: 0.7161 (0.7264) time: 0.7397 data: 0.0319 max mem: 9084 Epoch: [42] [2700/3696] eta: 0:12:42 lr: 0.000013 loss: 31.4526 (31.3256) loss_bbox: 0.1778 (0.1723) loss_bbox_aux_0: 0.1931 (0.1852) loss_bbox_aux_1: 0.1810 (0.1751) loss_bbox_aux_2: 0.1777 (0.1729) loss_bbox_aux_3: 0.1781 (0.1724) loss_bbox_aux_4: 0.1779 (0.1724) loss_bbox_dn_0: 0.2486 (0.2387) loss_bbox_dn_1: 0.1822 (0.1764) loss_bbox_dn_2: 0.1690 (0.1661) loss_bbox_dn_3: 0.1630 (0.1629) loss_bbox_dn_4: 0.1613 (0.1622) loss_bbox_dn_5: 0.1614 (0.1622) loss_bbox_dn_pre: 0.2565 (0.2446) loss_bbox_enc_0: 0.2132 (0.2200) loss_bbox_pre: 0.1913 (0.1854) loss_dfl: 0.9704 (0.9604) loss_fgl_aux_0: 1.0107 (0.9930) loss_fgl_aux_1: 0.9687 (0.9628) loss_fgl_aux_2: 0.9696 (0.9605) loss_fgl_aux_3: 0.9705 (0.9604) loss_fgl_aux_4: 0.9703 (0.9604) loss_fgl_dn_0: 1.0809 (1.0870) loss_fgl_dn_1: 0.9823 (0.9833) loss_fgl_dn_2: 0.9737 (0.9744) loss_fgl_dn_3: 0.9755 (0.9751) loss_fgl_dn_4: 0.9758 (0.9756) loss_fgl_dn_5: 0.9757 (0.9756) loss_giou: 0.5515 (0.5569) loss_giou_aux_0: 0.5789 (0.5826) loss_giou_aux_1: 0.5593 (0.5625) loss_giou_aux_2: 0.5510 (0.5578) loss_giou_aux_3: 0.5513 (0.5570) loss_giou_aux_4: 0.5515 (0.5569) loss_giou_dn_0: 0.5664 (0.5630) loss_giou_dn_1: 0.4589 (0.4514) loss_giou_dn_2: 0.4407 (0.4345) loss_giou_dn_3: 0.4351 (0.4298) loss_giou_dn_4: 0.4338 (0.4288) loss_giou_dn_5: 0.4338 (0.4288) loss_giou_dn_pre: 0.5655 (0.5622) loss_giou_enc_0: 0.6474 (0.6573) loss_giou_pre: 0.5766 (0.5811) loss_ddf_aux_0: 0.0567 (0.0536) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2490 (0.2511) loss_ddf_dn_1: 0.0324 (0.0330) loss_ddf_dn_2: 0.0063 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6685 (0.6552) loss_vfl_aux_0: 0.7448 (0.7245) loss_vfl_aux_1: 0.7296 (0.7020) loss_vfl_aux_2: 0.6985 (0.6839) loss_vfl_aux_3: 0.6770 (0.6660) loss_vfl_aux_4: 0.6698 (0.6569) loss_vfl_dn_0: 0.4845 (0.4868) loss_vfl_dn_1: 0.4229 (0.4197) loss_vfl_dn_2: 0.4052 (0.4038) loss_vfl_dn_3: 0.3961 (0.3955) loss_vfl_dn_4: 0.3918 (0.3926) loss_vfl_dn_5: 0.3912 (0.3921) loss_vfl_dn_pre: 0.4854 (0.4873) loss_vfl_enc_0: 0.7320 (0.7297) loss_vfl_pre: 0.7505 (0.7269) time: 0.7810 data: 0.0244 max mem: 9084 Epoch: [42] [2800/3696] eta: 0:11:25 lr: 0.000013 loss: 31.8706 (31.3283) loss_bbox: 0.1630 (0.1724) loss_bbox_aux_0: 0.1779 (0.1853) loss_bbox_aux_1: 0.1658 (0.1751) loss_bbox_aux_2: 0.1635 (0.1729) loss_bbox_aux_3: 0.1630 (0.1725) loss_bbox_aux_4: 0.1630 (0.1724) loss_bbox_dn_0: 0.2407 (0.2390) loss_bbox_dn_1: 0.1742 (0.1766) loss_bbox_dn_2: 0.1646 (0.1664) loss_bbox_dn_3: 0.1584 (0.1631) loss_bbox_dn_4: 0.1551 (0.1624) loss_bbox_dn_5: 0.1551 (0.1624) loss_bbox_dn_pre: 0.2446 (0.2449) loss_bbox_enc_0: 0.2071 (0.2200) loss_bbox_pre: 0.1790 (0.1855) loss_dfl: 0.9630 (0.9604) loss_fgl_aux_0: 0.9845 (0.9930) loss_fgl_aux_1: 0.9645 (0.9628) loss_fgl_aux_2: 0.9627 (0.9606) loss_fgl_aux_3: 0.9638 (0.9604) loss_fgl_aux_4: 0.9635 (0.9604) loss_fgl_dn_0: 1.0803 (1.0870) loss_fgl_dn_1: 0.9832 (0.9833) loss_fgl_dn_2: 0.9724 (0.9743) loss_fgl_dn_3: 0.9724 (0.9751) loss_fgl_dn_4: 0.9729 (0.9756) loss_fgl_dn_5: 0.9729 (0.9756) loss_giou: 0.5679 (0.5568) loss_giou_aux_0: 0.5869 (0.5826) loss_giou_aux_1: 0.5668 (0.5624) loss_giou_aux_2: 0.5668 (0.5577) loss_giou_aux_3: 0.5680 (0.5569) loss_giou_aux_4: 0.5676 (0.5568) loss_giou_dn_0: 0.5762 (0.5629) loss_giou_dn_1: 0.4593 (0.4513) loss_giou_dn_2: 0.4445 (0.4344) loss_giou_dn_3: 0.4417 (0.4297) loss_giou_dn_4: 0.4406 (0.4287) loss_giou_dn_5: 0.4406 (0.4287) loss_giou_dn_pre: 0.5733 (0.5621) loss_giou_enc_0: 0.6445 (0.6572) loss_giou_pre: 0.5868 (0.5810) loss_ddf_aux_0: 0.0565 (0.0537) loss_ddf_aux_1: 0.0080 (0.0073) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2478 (0.2510) loss_ddf_dn_1: 0.0351 (0.0330) loss_ddf_dn_2: 0.0072 (0.0072) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6808 (0.6555) loss_vfl_aux_0: 0.7216 (0.7245) loss_vfl_aux_1: 0.7128 (0.7022) loss_vfl_aux_2: 0.7078 (0.6842) loss_vfl_aux_3: 0.6935 (0.6664) loss_vfl_aux_4: 0.6818 (0.6573) loss_vfl_dn_0: 0.4864 (0.4869) loss_vfl_dn_1: 0.4227 (0.4198) loss_vfl_dn_2: 0.4038 (0.4038) loss_vfl_dn_3: 0.3961 (0.3956) loss_vfl_dn_4: 0.3939 (0.3926) loss_vfl_dn_5: 0.3933 (0.3921) loss_vfl_dn_pre: 0.4865 (0.4873) loss_vfl_enc_0: 0.7213 (0.7298) loss_vfl_pre: 0.7245 (0.7270) time: 0.7618 data: 0.0301 max mem: 9084 Epoch: [42] [2900/3696] eta: 0:10:08 lr: 0.000013 loss: 31.6481 (31.3288) loss_bbox: 0.1741 (0.1723) loss_bbox_aux_0: 0.1790 (0.1851) loss_bbox_aux_1: 0.1709 (0.1750) loss_bbox_aux_2: 0.1737 (0.1728) loss_bbox_aux_3: 0.1737 (0.1724) loss_bbox_aux_4: 0.1741 (0.1723) loss_bbox_dn_0: 0.2327 (0.2388) loss_bbox_dn_1: 0.1721 (0.1765) loss_bbox_dn_2: 0.1634 (0.1662) loss_bbox_dn_3: 0.1593 (0.1629) loss_bbox_dn_4: 0.1590 (0.1623) loss_bbox_dn_5: 0.1590 (0.1623) loss_bbox_dn_pre: 0.2408 (0.2447) loss_bbox_enc_0: 0.2165 (0.2197) loss_bbox_pre: 0.1791 (0.1853) loss_dfl: 0.9608 (0.9604) loss_fgl_aux_0: 0.9808 (0.9929) loss_fgl_aux_1: 0.9600 (0.9629) loss_fgl_aux_2: 0.9593 (0.9606) loss_fgl_aux_3: 0.9604 (0.9605) loss_fgl_aux_4: 0.9605 (0.9604) loss_fgl_dn_0: 1.0844 (1.0870) loss_fgl_dn_1: 0.9949 (0.9833) loss_fgl_dn_2: 0.9872 (0.9743) loss_fgl_dn_3: 0.9884 (0.9751) loss_fgl_dn_4: 0.9889 (0.9756) loss_fgl_dn_5: 0.9889 (0.9756) loss_giou: 0.5555 (0.5569) loss_giou_aux_0: 0.5783 (0.5827) loss_giou_aux_1: 0.5581 (0.5626) loss_giou_aux_2: 0.5558 (0.5579) loss_giou_aux_3: 0.5548 (0.5570) loss_giou_aux_4: 0.5557 (0.5569) loss_giou_dn_0: 0.5569 (0.5629) loss_giou_dn_1: 0.4458 (0.4514) loss_giou_dn_2: 0.4329 (0.4345) loss_giou_dn_3: 0.4284 (0.4297) loss_giou_dn_4: 0.4268 (0.4287) loss_giou_dn_5: 0.4268 (0.4287) loss_giou_dn_pre: 0.5547 (0.5622) loss_giou_enc_0: 0.6514 (0.6573) loss_giou_pre: 0.5766 (0.5812) loss_ddf_aux_0: 0.0556 (0.0538) loss_ddf_aux_1: 0.0082 (0.0074) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2579 (0.2512) loss_ddf_dn_1: 0.0347 (0.0330) loss_ddf_dn_2: 0.0075 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6613 (0.6558) loss_vfl_aux_0: 0.7278 (0.7246) loss_vfl_aux_1: 0.7204 (0.7024) loss_vfl_aux_2: 0.6803 (0.6843) loss_vfl_aux_3: 0.6821 (0.6666) loss_vfl_aux_4: 0.6583 (0.6575) loss_vfl_dn_0: 0.4847 (0.4868) loss_vfl_dn_1: 0.4200 (0.4197) loss_vfl_dn_2: 0.4068 (0.4037) loss_vfl_dn_3: 0.4025 (0.3955) loss_vfl_dn_4: 0.3993 (0.3925) loss_vfl_dn_5: 0.3984 (0.3921) loss_vfl_dn_pre: 0.4843 (0.4873) loss_vfl_enc_0: 0.7133 (0.7298) loss_vfl_pre: 0.7179 (0.7270) time: 0.7241 data: 0.0246 max mem: 9084 Epoch: [42] [3000/3696] eta: 0:08:52 lr: 0.000013 loss: 31.0340 (31.3242) loss_bbox: 0.1574 (0.1721) loss_bbox_aux_0: 0.1728 (0.1849) loss_bbox_aux_1: 0.1602 (0.1748) loss_bbox_aux_2: 0.1579 (0.1726) loss_bbox_aux_3: 0.1577 (0.1722) loss_bbox_aux_4: 0.1575 (0.1721) loss_bbox_dn_0: 0.2257 (0.2388) loss_bbox_dn_1: 0.1580 (0.1764) loss_bbox_dn_2: 0.1502 (0.1662) loss_bbox_dn_3: 0.1463 (0.1629) loss_bbox_dn_4: 0.1459 (0.1623) loss_bbox_dn_5: 0.1459 (0.1623) loss_bbox_dn_pre: 0.2324 (0.2447) loss_bbox_enc_0: 0.2109 (0.2195) loss_bbox_pre: 0.1727 (0.1851) loss_dfl: 0.9542 (0.9606) loss_fgl_aux_0: 1.0078 (0.9932) loss_fgl_aux_1: 0.9601 (0.9631) loss_fgl_aux_2: 0.9571 (0.9608) loss_fgl_aux_3: 0.9545 (0.9607) loss_fgl_aux_4: 0.9542 (0.9606) loss_fgl_dn_0: 1.0829 (1.0870) loss_fgl_dn_1: 0.9699 (0.9832) loss_fgl_dn_2: 0.9628 (0.9743) loss_fgl_dn_3: 0.9628 (0.9750) loss_fgl_dn_4: 0.9630 (0.9755) loss_fgl_dn_5: 0.9630 (0.9755) loss_giou: 0.5406 (0.5565) loss_giou_aux_0: 0.5658 (0.5823) loss_giou_aux_1: 0.5443 (0.5621) loss_giou_aux_2: 0.5420 (0.5574) loss_giou_aux_3: 0.5410 (0.5566) loss_giou_aux_4: 0.5407 (0.5565) loss_giou_dn_0: 0.5571 (0.5627) loss_giou_dn_1: 0.4530 (0.4512) loss_giou_dn_2: 0.4370 (0.4343) loss_giou_dn_3: 0.4315 (0.4296) loss_giou_dn_4: 0.4297 (0.4286) loss_giou_dn_5: 0.4297 (0.4286) loss_giou_dn_pre: 0.5573 (0.5620) loss_giou_enc_0: 0.6531 (0.6568) loss_giou_pre: 0.5662 (0.5807) loss_ddf_aux_0: 0.0543 (0.0538) loss_ddf_aux_1: 0.0081 (0.0074) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2513 (0.2511) loss_ddf_dn_1: 0.0331 (0.0330) loss_ddf_dn_2: 0.0066 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6472 (0.6559) loss_vfl_aux_0: 0.7298 (0.7250) loss_vfl_aux_1: 0.7090 (0.7028) loss_vfl_aux_2: 0.6855 (0.6845) loss_vfl_aux_3: 0.6683 (0.6669) loss_vfl_aux_4: 0.6492 (0.6577) loss_vfl_dn_0: 0.4844 (0.4867) loss_vfl_dn_1: 0.4196 (0.4195) loss_vfl_dn_2: 0.3998 (0.4036) loss_vfl_dn_3: 0.3930 (0.3954) loss_vfl_dn_4: 0.3911 (0.3924) loss_vfl_dn_5: 0.3909 (0.3920) loss_vfl_dn_pre: 0.4849 (0.4872) loss_vfl_enc_0: 0.7306 (0.7299) loss_vfl_pre: 0.7255 (0.7274) time: 0.7594 data: 0.0353 max mem: 9084 Epoch: [42] [3100/3696] eta: 0:07:35 lr: 0.000013 loss: 31.1126 (31.3213) loss_bbox: 0.1777 (0.1720) loss_bbox_aux_0: 0.1922 (0.1848) loss_bbox_aux_1: 0.1796 (0.1748) loss_bbox_aux_2: 0.1777 (0.1726) loss_bbox_aux_3: 0.1778 (0.1721) loss_bbox_aux_4: 0.1777 (0.1720) loss_bbox_dn_0: 0.2503 (0.2387) loss_bbox_dn_1: 0.1850 (0.1764) loss_bbox_dn_2: 0.1724 (0.1661) loss_bbox_dn_3: 0.1708 (0.1629) loss_bbox_dn_4: 0.1699 (0.1622) loss_bbox_dn_5: 0.1698 (0.1622) loss_bbox_dn_pre: 0.2549 (0.2446) loss_bbox_enc_0: 0.2270 (0.2194) loss_bbox_pre: 0.1902 (0.1851) loss_dfl: 0.9878 (0.9608) loss_fgl_aux_0: 1.0110 (0.9933) loss_fgl_aux_1: 0.9926 (0.9632) loss_fgl_aux_2: 0.9888 (0.9610) loss_fgl_aux_3: 0.9882 (0.9608) loss_fgl_aux_4: 0.9878 (0.9608) loss_fgl_dn_0: 1.0861 (1.0871) loss_fgl_dn_1: 0.9869 (0.9833) loss_fgl_dn_2: 0.9790 (0.9744) loss_fgl_dn_3: 0.9806 (0.9752) loss_fgl_dn_4: 0.9809 (0.9756) loss_fgl_dn_5: 0.9810 (0.9756) loss_giou: 0.5439 (0.5563) loss_giou_aux_0: 0.5656 (0.5820) loss_giou_aux_1: 0.5504 (0.5619) loss_giou_aux_2: 0.5448 (0.5572) loss_giou_aux_3: 0.5443 (0.5564) loss_giou_aux_4: 0.5436 (0.5563) loss_giou_dn_0: 0.5462 (0.5625) loss_giou_dn_1: 0.4331 (0.4510) loss_giou_dn_2: 0.4138 (0.4341) loss_giou_dn_3: 0.4096 (0.4294) loss_giou_dn_4: 0.4096 (0.4284) loss_giou_dn_5: 0.4097 (0.4284) loss_giou_dn_pre: 0.5473 (0.5618) loss_giou_enc_0: 0.6427 (0.6565) loss_giou_pre: 0.5651 (0.5805) loss_ddf_aux_0: 0.0479 (0.0537) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2451 (0.2512) loss_ddf_dn_1: 0.0339 (0.0330) loss_ddf_dn_2: 0.0067 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6523 (0.6559) loss_vfl_aux_0: 0.7314 (0.7251) loss_vfl_aux_1: 0.7178 (0.7028) loss_vfl_aux_2: 0.6914 (0.6845) loss_vfl_aux_3: 0.6618 (0.6669) loss_vfl_aux_4: 0.6531 (0.6577) loss_vfl_dn_0: 0.4936 (0.4867) loss_vfl_dn_1: 0.4213 (0.4195) loss_vfl_dn_2: 0.4044 (0.4036) loss_vfl_dn_3: 0.3967 (0.3954) loss_vfl_dn_4: 0.3956 (0.3924) loss_vfl_dn_5: 0.3939 (0.3919) loss_vfl_dn_pre: 0.4938 (0.4872) loss_vfl_enc_0: 0.7231 (0.7299) loss_vfl_pre: 0.7316 (0.7274) time: 0.7670 data: 0.0310 max mem: 9084 Epoch: [42] [3200/3696] eta: 0:06:19 lr: 0.000013 loss: 30.7746 (31.3237) loss_bbox: 0.1549 (0.1720) loss_bbox_aux_0: 0.1668 (0.1848) loss_bbox_aux_1: 0.1581 (0.1748) loss_bbox_aux_2: 0.1535 (0.1726) loss_bbox_aux_3: 0.1546 (0.1721) loss_bbox_aux_4: 0.1548 (0.1720) loss_bbox_dn_0: 0.2154 (0.2387) loss_bbox_dn_1: 0.1593 (0.1764) loss_bbox_dn_2: 0.1459 (0.1661) loss_bbox_dn_3: 0.1426 (0.1629) loss_bbox_dn_4: 0.1422 (0.1622) loss_bbox_dn_5: 0.1423 (0.1622) loss_bbox_dn_pre: 0.2241 (0.2446) loss_bbox_enc_0: 0.1980 (0.2194) loss_bbox_pre: 0.1668 (0.1851) loss_dfl: 0.9696 (0.9607) loss_fgl_aux_0: 1.0010 (0.9932) loss_fgl_aux_1: 0.9723 (0.9631) loss_fgl_aux_2: 0.9697 (0.9608) loss_fgl_aux_3: 0.9695 (0.9607) loss_fgl_aux_4: 0.9695 (0.9607) loss_fgl_dn_0: 1.0835 (1.0870) loss_fgl_dn_1: 0.9844 (0.9833) loss_fgl_dn_2: 0.9762 (0.9743) loss_fgl_dn_3: 0.9771 (0.9751) loss_fgl_dn_4: 0.9775 (0.9755) loss_fgl_dn_5: 0.9775 (0.9756) loss_giou: 0.5404 (0.5564) loss_giou_aux_0: 0.5690 (0.5821) loss_giou_aux_1: 0.5472 (0.5620) loss_giou_aux_2: 0.5390 (0.5573) loss_giou_aux_3: 0.5402 (0.5565) loss_giou_aux_4: 0.5403 (0.5564) loss_giou_dn_0: 0.5398 (0.5625) loss_giou_dn_1: 0.4389 (0.4511) loss_giou_dn_2: 0.4162 (0.4341) loss_giou_dn_3: 0.4111 (0.4294) loss_giou_dn_4: 0.4112 (0.4284) loss_giou_dn_5: 0.4112 (0.4284) loss_giou_dn_pre: 0.5407 (0.5618) loss_giou_enc_0: 0.6377 (0.6566) loss_giou_pre: 0.5666 (0.5806) loss_ddf_aux_0: 0.0487 (0.0537) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2387 (0.2511) loss_ddf_dn_1: 0.0316 (0.0330) loss_ddf_dn_2: 0.0061 (0.0072) loss_ddf_dn_3: 0.0005 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6492 (0.6562) loss_vfl_aux_0: 0.7296 (0.7254) loss_vfl_aux_1: 0.7015 (0.7031) loss_vfl_aux_2: 0.6831 (0.6849) loss_vfl_aux_3: 0.6696 (0.6673) loss_vfl_aux_4: 0.6495 (0.6581) loss_vfl_dn_0: 0.4846 (0.4868) loss_vfl_dn_1: 0.4137 (0.4196) loss_vfl_dn_2: 0.3954 (0.4036) loss_vfl_dn_3: 0.3883 (0.3954) loss_vfl_dn_4: 0.3831 (0.3924) loss_vfl_dn_5: 0.3824 (0.3919) loss_vfl_dn_pre: 0.4853 (0.4872) loss_vfl_enc_0: 0.7390 (0.7301) loss_vfl_pre: 0.7350 (0.7277) time: 0.9367 data: 0.0281 max mem: 9084 Epoch: [42] [3300/3696] eta: 0:05:02 lr: 0.000013 loss: 30.9880 (31.3190) loss_bbox: 0.1696 (0.1719) loss_bbox_aux_0: 0.1821 (0.1846) loss_bbox_aux_1: 0.1718 (0.1746) loss_bbox_aux_2: 0.1708 (0.1724) loss_bbox_aux_3: 0.1698 (0.1719) loss_bbox_aux_4: 0.1696 (0.1719) loss_bbox_dn_0: 0.2317 (0.2385) loss_bbox_dn_1: 0.1635 (0.1762) loss_bbox_dn_2: 0.1552 (0.1659) loss_bbox_dn_3: 0.1518 (0.1627) loss_bbox_dn_4: 0.1524 (0.1620) loss_bbox_dn_5: 0.1524 (0.1620) loss_bbox_dn_pre: 0.2395 (0.2444) loss_bbox_enc_0: 0.2138 (0.2192) loss_bbox_pre: 0.1803 (0.1849) loss_dfl: 0.9602 (0.9608) loss_fgl_aux_0: 1.0041 (0.9933) loss_fgl_aux_1: 0.9616 (0.9633) loss_fgl_aux_2: 0.9606 (0.9610) loss_fgl_aux_3: 0.9603 (0.9609) loss_fgl_aux_4: 0.9602 (0.9608) loss_fgl_dn_0: 1.0874 (1.0871) loss_fgl_dn_1: 0.9851 (0.9833) loss_fgl_dn_2: 0.9752 (0.9744) loss_fgl_dn_3: 0.9769 (0.9751) loss_fgl_dn_4: 0.9775 (0.9756) loss_fgl_dn_5: 0.9775 (0.9756) loss_giou: 0.5170 (0.5561) loss_giou_aux_0: 0.5430 (0.5818) loss_giou_aux_1: 0.5204 (0.5618) loss_giou_aux_2: 0.5149 (0.5571) loss_giou_aux_3: 0.5169 (0.5562) loss_giou_aux_4: 0.5168 (0.5561) loss_giou_dn_0: 0.5464 (0.5624) loss_giou_dn_1: 0.4359 (0.4509) loss_giou_dn_2: 0.4164 (0.4340) loss_giou_dn_3: 0.4136 (0.4293) loss_giou_dn_4: 0.4118 (0.4283) loss_giou_dn_5: 0.4117 (0.4283) loss_giou_dn_pre: 0.5453 (0.5617) loss_giou_enc_0: 0.6189 (0.6563) loss_giou_pre: 0.5426 (0.5803) loss_ddf_aux_0: 0.0524 (0.0536) loss_ddf_aux_1: 0.0075 (0.0074) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2448 (0.2510) loss_ddf_dn_1: 0.0321 (0.0330) loss_ddf_dn_2: 0.0064 (0.0072) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6745 (0.6562) loss_vfl_aux_0: 0.7286 (0.7255) loss_vfl_aux_1: 0.7087 (0.7033) loss_vfl_aux_2: 0.7036 (0.6849) loss_vfl_aux_3: 0.6808 (0.6672) loss_vfl_aux_4: 0.6774 (0.6581) loss_vfl_dn_0: 0.4835 (0.4867) loss_vfl_dn_1: 0.4119 (0.4195) loss_vfl_dn_2: 0.3980 (0.4035) loss_vfl_dn_3: 0.3890 (0.3953) loss_vfl_dn_4: 0.3860 (0.3923) loss_vfl_dn_5: 0.3862 (0.3919) loss_vfl_dn_pre: 0.4839 (0.4872) loss_vfl_enc_0: 0.7389 (0.7302) loss_vfl_pre: 0.7290 (0.7278) time: 0.7505 data: 0.0263 max mem: 9084 Epoch: [42] [3400/3696] eta: 0:03:46 lr: 0.000013 loss: 31.5556 (31.3203) loss_bbox: 0.1654 (0.1718) loss_bbox_aux_0: 0.1769 (0.1845) loss_bbox_aux_1: 0.1699 (0.1745) loss_bbox_aux_2: 0.1652 (0.1723) loss_bbox_aux_3: 0.1648 (0.1719) loss_bbox_aux_4: 0.1653 (0.1718) loss_bbox_dn_0: 0.2261 (0.2384) loss_bbox_dn_1: 0.1667 (0.1762) loss_bbox_dn_2: 0.1565 (0.1659) loss_bbox_dn_3: 0.1525 (0.1626) loss_bbox_dn_4: 0.1514 (0.1620) loss_bbox_dn_5: 0.1513 (0.1620) loss_bbox_dn_pre: 0.2318 (0.2443) loss_bbox_enc_0: 0.1992 (0.2190) loss_bbox_pre: 0.1753 (0.1848) loss_dfl: 0.9726 (0.9610) loss_fgl_aux_0: 0.9977 (0.9935) loss_fgl_aux_1: 0.9738 (0.9634) loss_fgl_aux_2: 0.9726 (0.9611) loss_fgl_aux_3: 0.9722 (0.9610) loss_fgl_aux_4: 0.9725 (0.9610) loss_fgl_dn_0: 1.0847 (1.0871) loss_fgl_dn_1: 0.9930 (0.9833) loss_fgl_dn_2: 0.9907 (0.9744) loss_fgl_dn_3: 0.9910 (0.9752) loss_fgl_dn_4: 0.9911 (0.9756) loss_fgl_dn_5: 0.9910 (0.9756) loss_giou: 0.5711 (0.5561) loss_giou_aux_0: 0.6040 (0.5818) loss_giou_aux_1: 0.5793 (0.5618) loss_giou_aux_2: 0.5727 (0.5571) loss_giou_aux_3: 0.5709 (0.5562) loss_giou_aux_4: 0.5710 (0.5561) loss_giou_dn_0: 0.5687 (0.5624) loss_giou_dn_1: 0.4659 (0.4509) loss_giou_dn_2: 0.4526 (0.4340) loss_giou_dn_3: 0.4458 (0.4293) loss_giou_dn_4: 0.4447 (0.4282) loss_giou_dn_5: 0.4447 (0.4282) loss_giou_dn_pre: 0.5697 (0.5617) loss_giou_enc_0: 0.6751 (0.6563) loss_giou_pre: 0.6029 (0.5803) loss_ddf_aux_0: 0.0487 (0.0535) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2430 (0.2511) loss_ddf_dn_1: 0.0316 (0.0330) loss_ddf_dn_2: 0.0064 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6528 (0.6563) loss_vfl_aux_0: 0.7413 (0.7259) loss_vfl_aux_1: 0.7078 (0.7035) loss_vfl_aux_2: 0.6890 (0.6850) loss_vfl_aux_3: 0.6721 (0.6673) loss_vfl_aux_4: 0.6620 (0.6581) loss_vfl_dn_0: 0.4836 (0.4867) loss_vfl_dn_1: 0.4257 (0.4195) loss_vfl_dn_2: 0.4121 (0.4035) loss_vfl_dn_3: 0.4020 (0.3952) loss_vfl_dn_4: 0.3987 (0.3923) loss_vfl_dn_5: 0.3994 (0.3918) loss_vfl_dn_pre: 0.4832 (0.4871) loss_vfl_enc_0: 0.7205 (0.7302) loss_vfl_pre: 0.7418 (0.7283) time: 0.7582 data: 0.0317 max mem: 9084 Epoch: [42] [3500/3696] eta: 0:02:29 lr: 0.000013 loss: 31.7945 (31.3271) loss_bbox: 0.1607 (0.1719) loss_bbox_aux_0: 0.1672 (0.1846) loss_bbox_aux_1: 0.1624 (0.1746) loss_bbox_aux_2: 0.1614 (0.1724) loss_bbox_aux_3: 0.1610 (0.1720) loss_bbox_aux_4: 0.1608 (0.1719) loss_bbox_dn_0: 0.2176 (0.2383) loss_bbox_dn_1: 0.1595 (0.1761) loss_bbox_dn_2: 0.1487 (0.1658) loss_bbox_dn_3: 0.1434 (0.1626) loss_bbox_dn_4: 0.1435 (0.1619) loss_bbox_dn_5: 0.1437 (0.1619) loss_bbox_dn_pre: 0.2201 (0.2442) loss_bbox_enc_0: 0.2027 (0.2190) loss_bbox_pre: 0.1677 (0.1848) loss_dfl: 0.9548 (0.9609) loss_fgl_aux_0: 0.9906 (0.9933) loss_fgl_aux_1: 0.9576 (0.9633) loss_fgl_aux_2: 0.9549 (0.9611) loss_fgl_aux_3: 0.9563 (0.9609) loss_fgl_aux_4: 0.9547 (0.9609) loss_fgl_dn_0: 1.0940 (1.0870) loss_fgl_dn_1: 0.9961 (0.9834) loss_fgl_dn_2: 0.9904 (0.9745) loss_fgl_dn_3: 0.9911 (0.9753) loss_fgl_dn_4: 0.9918 (0.9757) loss_fgl_dn_5: 0.9919 (0.9758) loss_giou: 0.5863 (0.5568) loss_giou_aux_0: 0.6175 (0.5825) loss_giou_aux_1: 0.5937 (0.5625) loss_giou_aux_2: 0.5887 (0.5577) loss_giou_aux_3: 0.5860 (0.5569) loss_giou_aux_4: 0.5863 (0.5568) loss_giou_dn_0: 0.5695 (0.5627) loss_giou_dn_1: 0.4482 (0.4512) loss_giou_dn_2: 0.4316 (0.4342) loss_giou_dn_3: 0.4267 (0.4295) loss_giou_dn_4: 0.4256 (0.4285) loss_giou_dn_5: 0.4256 (0.4285) loss_giou_dn_pre: 0.5673 (0.5620) loss_giou_enc_0: 0.7050 (0.6568) loss_giou_pre: 0.6144 (0.5809) loss_ddf_aux_0: 0.0505 (0.0534) loss_ddf_aux_1: 0.0078 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2457 (0.2509) loss_ddf_dn_1: 0.0333 (0.0330) loss_ddf_dn_2: 0.0074 (0.0072) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6509 (0.6563) loss_vfl_aux_0: 0.7173 (0.7259) loss_vfl_aux_1: 0.7002 (0.7035) loss_vfl_aux_2: 0.6912 (0.6850) loss_vfl_aux_3: 0.6646 (0.6673) loss_vfl_aux_4: 0.6592 (0.6581) loss_vfl_dn_0: 0.4908 (0.4867) loss_vfl_dn_1: 0.4244 (0.4195) loss_vfl_dn_2: 0.4097 (0.4036) loss_vfl_dn_3: 0.4026 (0.3953) loss_vfl_dn_4: 0.4016 (0.3924) loss_vfl_dn_5: 0.4016 (0.3919) loss_vfl_dn_pre: 0.4907 (0.4872) loss_vfl_enc_0: 0.7242 (0.7301) loss_vfl_pre: 0.7235 (0.7282) time: 0.7664 data: 0.0302 max mem: 9084 Epoch: [42] [3600/3696] eta: 0:01:13 lr: 0.000013 loss: 31.1288 (31.3272) loss_bbox: 0.1729 (0.1720) loss_bbox_aux_0: 0.1838 (0.1847) loss_bbox_aux_1: 0.1748 (0.1747) loss_bbox_aux_2: 0.1730 (0.1725) loss_bbox_aux_3: 0.1732 (0.1721) loss_bbox_aux_4: 0.1729 (0.1720) loss_bbox_dn_0: 0.2410 (0.2384) loss_bbox_dn_1: 0.1762 (0.1762) loss_bbox_dn_2: 0.1679 (0.1659) loss_bbox_dn_3: 0.1642 (0.1627) loss_bbox_dn_4: 0.1639 (0.1620) loss_bbox_dn_5: 0.1639 (0.1620) loss_bbox_dn_pre: 0.2409 (0.2443) loss_bbox_enc_0: 0.2180 (0.2192) loss_bbox_pre: 0.1828 (0.1850) loss_dfl: 0.9574 (0.9607) loss_fgl_aux_0: 0.9900 (0.9932) loss_fgl_aux_1: 0.9584 (0.9632) loss_fgl_aux_2: 0.9581 (0.9609) loss_fgl_aux_3: 0.9575 (0.9608) loss_fgl_aux_4: 0.9574 (0.9607) loss_fgl_dn_0: 1.0806 (1.0870) loss_fgl_dn_1: 0.9720 (0.9834) loss_fgl_dn_2: 0.9629 (0.9744) loss_fgl_dn_3: 0.9636 (0.9752) loss_fgl_dn_4: 0.9645 (0.9757) loss_fgl_dn_5: 0.9645 (0.9757) loss_giou: 0.5244 (0.5568) loss_giou_aux_0: 0.5560 (0.5825) loss_giou_aux_1: 0.5322 (0.5625) loss_giou_aux_2: 0.5266 (0.5578) loss_giou_aux_3: 0.5255 (0.5569) loss_giou_aux_4: 0.5244 (0.5568) loss_giou_dn_0: 0.5627 (0.5627) loss_giou_dn_1: 0.4496 (0.4512) loss_giou_dn_2: 0.4293 (0.4342) loss_giou_dn_3: 0.4249 (0.4295) loss_giou_dn_4: 0.4242 (0.4285) loss_giou_dn_5: 0.4243 (0.4285) loss_giou_dn_pre: 0.5639 (0.5620) loss_giou_enc_0: 0.6300 (0.6568) loss_giou_pre: 0.5547 (0.5810) loss_ddf_aux_0: 0.0541 (0.0534) loss_ddf_aux_1: 0.0078 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2496 (0.2509) loss_ddf_dn_1: 0.0321 (0.0330) loss_ddf_dn_2: 0.0067 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6335 (0.6563) loss_vfl_aux_0: 0.7134 (0.7258) loss_vfl_aux_1: 0.6766 (0.7034) loss_vfl_aux_2: 0.6647 (0.6849) loss_vfl_aux_3: 0.6382 (0.6673) loss_vfl_aux_4: 0.6337 (0.6582) loss_vfl_dn_0: 0.4824 (0.4867) loss_vfl_dn_1: 0.4133 (0.4195) loss_vfl_dn_2: 0.3992 (0.4035) loss_vfl_dn_3: 0.3916 (0.3953) loss_vfl_dn_4: 0.3879 (0.3923) loss_vfl_dn_5: 0.3874 (0.3919) loss_vfl_dn_pre: 0.4842 (0.4872) loss_vfl_enc_0: 0.7097 (0.7300) loss_vfl_pre: 0.7161 (0.7281) time: 0.7530 data: 0.0261 max mem: 9084 Epoch: [42] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 31.1264 (31.3282) loss_bbox: 0.1655 (0.1720) loss_bbox_aux_0: 0.1739 (0.1847) loss_bbox_aux_1: 0.1668 (0.1747) loss_bbox_aux_2: 0.1658 (0.1725) loss_bbox_aux_3: 0.1660 (0.1721) loss_bbox_aux_4: 0.1658 (0.1720) loss_bbox_dn_0: 0.2429 (0.2383) loss_bbox_dn_1: 0.1746 (0.1762) loss_bbox_dn_2: 0.1630 (0.1659) loss_bbox_dn_3: 0.1608 (0.1626) loss_bbox_dn_4: 0.1603 (0.1620) loss_bbox_dn_5: 0.1603 (0.1620) loss_bbox_dn_pre: 0.2505 (0.2442) loss_bbox_enc_0: 0.2092 (0.2191) loss_bbox_pre: 0.1779 (0.1849) loss_dfl: 0.9655 (0.9610) loss_fgl_aux_0: 0.9952 (0.9934) loss_fgl_aux_1: 0.9648 (0.9634) loss_fgl_aux_2: 0.9644 (0.9611) loss_fgl_aux_3: 0.9652 (0.9610) loss_fgl_aux_4: 0.9655 (0.9610) loss_fgl_dn_0: 1.0810 (1.0870) loss_fgl_dn_1: 0.9783 (0.9834) loss_fgl_dn_2: 0.9674 (0.9745) loss_fgl_dn_3: 0.9684 (0.9753) loss_fgl_dn_4: 0.9690 (0.9757) loss_fgl_dn_5: 0.9691 (0.9757) loss_giou: 0.5210 (0.5566) loss_giou_aux_0: 0.5441 (0.5823) loss_giou_aux_1: 0.5246 (0.5623) loss_giou_aux_2: 0.5196 (0.5576) loss_giou_aux_3: 0.5204 (0.5567) loss_giou_aux_4: 0.5211 (0.5566) loss_giou_dn_0: 0.5537 (0.5626) loss_giou_dn_1: 0.4456 (0.4512) loss_giou_dn_2: 0.4309 (0.4342) loss_giou_dn_3: 0.4267 (0.4295) loss_giou_dn_4: 0.4260 (0.4285) loss_giou_dn_5: 0.4261 (0.4285) loss_giou_dn_pre: 0.5540 (0.5619) loss_giou_enc_0: 0.6233 (0.6565) loss_giou_pre: 0.5420 (0.5808) loss_ddf_aux_0: 0.0526 (0.0534) loss_ddf_aux_1: 0.0077 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2334 (0.2507) loss_ddf_dn_1: 0.0306 (0.0330) loss_ddf_dn_2: 0.0071 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6368 (0.6566) loss_vfl_aux_0: 0.7223 (0.7261) loss_vfl_aux_1: 0.6965 (0.7036) loss_vfl_aux_2: 0.6736 (0.6852) loss_vfl_aux_3: 0.6487 (0.6675) loss_vfl_aux_4: 0.6363 (0.6584) loss_vfl_dn_0: 0.4889 (0.4867) loss_vfl_dn_1: 0.4196 (0.4195) loss_vfl_dn_2: 0.4066 (0.4036) loss_vfl_dn_3: 0.3967 (0.3953) loss_vfl_dn_4: 0.3942 (0.3924) loss_vfl_dn_5: 0.3954 (0.3919) loss_vfl_dn_pre: 0.4890 (0.4872) loss_vfl_enc_0: 0.7159 (0.7301) loss_vfl_pre: 0.7192 (0.7284) time: 0.7500 data: 0.0316 max mem: 9084 Epoch: [42] Total time: 0:47:05 (0.7645 s / it) Averaged stats: lr: 0.000013 loss: 31.1264 (31.3282) loss_bbox: 0.1655 (0.1720) loss_bbox_aux_0: 0.1739 (0.1847) loss_bbox_aux_1: 0.1668 (0.1747) loss_bbox_aux_2: 0.1658 (0.1725) loss_bbox_aux_3: 0.1660 (0.1721) loss_bbox_aux_4: 0.1658 (0.1720) loss_bbox_dn_0: 0.2429 (0.2383) loss_bbox_dn_1: 0.1746 (0.1762) loss_bbox_dn_2: 0.1630 (0.1659) loss_bbox_dn_3: 0.1608 (0.1626) loss_bbox_dn_4: 0.1603 (0.1620) loss_bbox_dn_5: 0.1603 (0.1620) loss_bbox_dn_pre: 0.2505 (0.2442) loss_bbox_enc_0: 0.2092 (0.2191) loss_bbox_pre: 0.1779 (0.1849) loss_dfl: 0.9655 (0.9610) loss_fgl_aux_0: 0.9952 (0.9934) loss_fgl_aux_1: 0.9648 (0.9634) loss_fgl_aux_2: 0.9644 (0.9611) loss_fgl_aux_3: 0.9652 (0.9610) loss_fgl_aux_4: 0.9655 (0.9610) loss_fgl_dn_0: 1.0810 (1.0870) loss_fgl_dn_1: 0.9783 (0.9834) loss_fgl_dn_2: 0.9674 (0.9745) loss_fgl_dn_3: 0.9684 (0.9753) loss_fgl_dn_4: 0.9690 (0.9757) loss_fgl_dn_5: 0.9691 (0.9757) loss_giou: 0.5210 (0.5566) loss_giou_aux_0: 0.5441 (0.5823) loss_giou_aux_1: 0.5246 (0.5623) loss_giou_aux_2: 0.5196 (0.5576) loss_giou_aux_3: 0.5204 (0.5567) loss_giou_aux_4: 0.5211 (0.5566) loss_giou_dn_0: 0.5537 (0.5626) loss_giou_dn_1: 0.4456 (0.4512) loss_giou_dn_2: 0.4309 (0.4342) loss_giou_dn_3: 0.4267 (0.4295) loss_giou_dn_4: 0.4260 (0.4285) loss_giou_dn_5: 0.4261 (0.4285) loss_giou_dn_pre: 0.5540 (0.5619) loss_giou_enc_0: 0.6233 (0.6565) loss_giou_pre: 0.5420 (0.5808) loss_ddf_aux_0: 0.0526 (0.0534) loss_ddf_aux_1: 0.0077 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2334 (0.2507) loss_ddf_dn_1: 0.0306 (0.0330) loss_ddf_dn_2: 0.0071 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6368 (0.6566) loss_vfl_aux_0: 0.7223 (0.7261) loss_vfl_aux_1: 0.6965 (0.7036) loss_vfl_aux_2: 0.6736 (0.6852) loss_vfl_aux_3: 0.6487 (0.6675) loss_vfl_aux_4: 0.6363 (0.6584) loss_vfl_dn_0: 0.4889 (0.4867) loss_vfl_dn_1: 0.4196 (0.4195) loss_vfl_dn_2: 0.4066 (0.4036) loss_vfl_dn_3: 0.3967 (0.3953) loss_vfl_dn_4: 0.3942 (0.3924) loss_vfl_dn_5: 0.3954 (0.3919) loss_vfl_dn_pre: 0.4890 (0.4872) loss_vfl_enc_0: 0.7159 (0.7301) loss_vfl_pre: 0.7192 (0.7284) Test: [ 0/79] eta: 0:03:03 time: 2.3220 data: 1.7626 max mem: 9084 Test: [10/79] eta: 0:00:51 time: 0.7487 data: 0.2235 max mem: 9084 Test: [20/79] eta: 0:00:39 time: 0.5955 data: 0.0669 max mem: 9084 Test: [30/79] eta: 0:00:32 time: 0.6160 data: 0.0663 max mem: 9084 Test: [40/79] eta: 0:00:27 time: 0.7496 data: 0.0664 max mem: 9084 Test: [50/79] eta: 0:00:20 time: 0.7329 data: 0.0603 max mem: 9084 Test: [60/79] eta: 0:00:12 time: 0.6023 data: 0.0613 max mem: 9084 Test: [70/79] eta: 0:00:06 time: 0.7022 data: 0.0668 max mem: 9084 Test: [78/79] eta: 0:00:00 time: 0.6631 data: 0.0619 max mem: 9084 Test: Total time: 0:00:53 (0.6791 s / it) Averaged stats: Accumulating evaluation results... DONE (t=23.34s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.535 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.711 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.580 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.347 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.581 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.717 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.394 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.664 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.728 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.557 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.775 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.893 best_stat: {'epoch': 42, 'coco_eval_bbox': 0.5349244064332501} Epoch: [43] [ 0/3696] eta: 2:47:18 lr: 0.000013 loss: 31.6790 (31.6790) loss_bbox: 0.2152 (0.2152) loss_bbox_aux_0: 0.2365 (0.2365) loss_bbox_aux_1: 0.2199 (0.2199) loss_bbox_aux_2: 0.2167 (0.2167) loss_bbox_aux_3: 0.2152 (0.2152) loss_bbox_aux_4: 0.2153 (0.2153) loss_bbox_dn_0: 0.2797 (0.2797) loss_bbox_dn_1: 0.2143 (0.2143) loss_bbox_dn_2: 0.2092 (0.2092) loss_bbox_dn_3: 0.2071 (0.2071) loss_bbox_dn_4: 0.2078 (0.2078) loss_bbox_dn_5: 0.2079 (0.2079) loss_bbox_dn_pre: 0.2827 (0.2827) loss_bbox_enc_0: 0.2727 (0.2727) loss_bbox_pre: 0.2372 (0.2372) loss_dfl: 0.9531 (0.9531) loss_fgl_aux_0: 0.9955 (0.9955) loss_fgl_aux_1: 0.9588 (0.9588) loss_fgl_aux_2: 0.9550 (0.9550) loss_fgl_aux_3: 0.9533 (0.9533) loss_fgl_aux_4: 0.9529 (0.9529) loss_fgl_dn_0: 1.0840 (1.0840) loss_fgl_dn_1: 0.9710 (0.9710) loss_fgl_dn_2: 0.9612 (0.9612) loss_fgl_dn_3: 0.9600 (0.9600) loss_fgl_dn_4: 0.9608 (0.9608) loss_fgl_dn_5: 0.9609 (0.9609) loss_giou: 0.5289 (0.5289) loss_giou_aux_0: 0.5565 (0.5565) loss_giou_aux_1: 0.5401 (0.5401) loss_giou_aux_2: 0.5305 (0.5305) loss_giou_aux_3: 0.5288 (0.5288) loss_giou_aux_4: 0.5290 (0.5290) loss_giou_dn_0: 0.5372 (0.5372) loss_giou_dn_1: 0.4230 (0.4230) loss_giou_dn_2: 0.4073 (0.4073) loss_giou_dn_3: 0.4048 (0.4048) loss_giou_dn_4: 0.4043 (0.4043) loss_giou_dn_5: 0.4041 (0.4041) loss_giou_dn_pre: 0.5347 (0.5347) loss_giou_enc_0: 0.6291 (0.6291) loss_giou_pre: 0.5569 (0.5569) loss_ddf_aux_0: 0.0601 (0.0601) loss_ddf_aux_1: 0.0093 (0.0093) loss_ddf_aux_2: 0.0020 (0.0020) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2660 (0.2660) loss_ddf_dn_1: 0.0335 (0.0335) loss_ddf_dn_2: 0.0074 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6442 (0.6442) loss_vfl_aux_0: 0.7604 (0.7604) loss_vfl_aux_1: 0.7200 (0.7200) loss_vfl_aux_2: 0.6974 (0.6974) loss_vfl_aux_3: 0.6685 (0.6685) loss_vfl_aux_4: 0.6599 (0.6599) loss_vfl_dn_0: 0.4960 (0.4960) loss_vfl_dn_1: 0.4266 (0.4266) loss_vfl_dn_2: 0.4117 (0.4117) loss_vfl_dn_3: 0.4001 (0.4001) loss_vfl_dn_4: 0.3995 (0.3995) loss_vfl_dn_5: 0.4002 (0.4002) loss_vfl_dn_pre: 0.4972 (0.4972) loss_vfl_enc_0: 0.7401 (0.7401) loss_vfl_pre: 0.7585 (0.7585) time: 2.7159 data: 1.9214 max mem: 9084 Epoch: [43] [ 100/3696] eta: 0:47:13 lr: 0.000013 loss: 31.5211 (31.1244) loss_bbox: 0.1665 (0.1735) loss_bbox_aux_0: 0.1846 (0.1867) loss_bbox_aux_1: 0.1709 (0.1767) loss_bbox_aux_2: 0.1674 (0.1742) loss_bbox_aux_3: 0.1665 (0.1736) loss_bbox_aux_4: 0.1665 (0.1735) loss_bbox_dn_0: 0.2277 (0.2362) loss_bbox_dn_1: 0.1652 (0.1725) loss_bbox_dn_2: 0.1566 (0.1625) loss_bbox_dn_3: 0.1560 (0.1592) loss_bbox_dn_4: 0.1555 (0.1584) loss_bbox_dn_5: 0.1555 (0.1583) loss_bbox_dn_pre: 0.2322 (0.2418) loss_bbox_enc_0: 0.2142 (0.2209) loss_bbox_pre: 0.1845 (0.1868) loss_dfl: 0.9579 (0.9542) loss_fgl_aux_0: 0.9873 (0.9864) loss_fgl_aux_1: 0.9586 (0.9564) loss_fgl_aux_2: 0.9572 (0.9544) loss_fgl_aux_3: 0.9579 (0.9543) loss_fgl_aux_4: 0.9581 (0.9542) loss_fgl_dn_0: 1.0853 (1.0862) loss_fgl_dn_1: 0.9837 (0.9800) loss_fgl_dn_2: 0.9738 (0.9710) loss_fgl_dn_3: 0.9745 (0.9715) loss_fgl_dn_4: 0.9749 (0.9720) loss_fgl_dn_5: 0.9750 (0.9720) loss_giou: 0.5573 (0.5550) loss_giou_aux_0: 0.5854 (0.5813) loss_giou_aux_1: 0.5575 (0.5608) loss_giou_aux_2: 0.5558 (0.5557) loss_giou_aux_3: 0.5565 (0.5550) loss_giou_aux_4: 0.5567 (0.5550) loss_giou_dn_0: 0.5515 (0.5565) loss_giou_dn_1: 0.4286 (0.4441) loss_giou_dn_2: 0.4101 (0.4272) loss_giou_dn_3: 0.4083 (0.4228) loss_giou_dn_4: 0.4081 (0.4218) loss_giou_dn_5: 0.4082 (0.4218) loss_giou_dn_pre: 0.5491 (0.5556) loss_giou_enc_0: 0.6531 (0.6544) loss_giou_pre: 0.5860 (0.5796) loss_ddf_aux_0: 0.0515 (0.0530) loss_ddf_aux_1: 0.0075 (0.0076) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2341 (0.2467) loss_ddf_dn_1: 0.0292 (0.0322) loss_ddf_dn_2: 0.0062 (0.0073) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6627 (0.6500) loss_vfl_aux_0: 0.7224 (0.7175) loss_vfl_aux_1: 0.7085 (0.6957) loss_vfl_aux_2: 0.6868 (0.6773) loss_vfl_aux_3: 0.6748 (0.6617) loss_vfl_aux_4: 0.6686 (0.6520) loss_vfl_dn_0: 0.4852 (0.4844) loss_vfl_dn_1: 0.4120 (0.4167) loss_vfl_dn_2: 0.3993 (0.4009) loss_vfl_dn_3: 0.3923 (0.3929) loss_vfl_dn_4: 0.3911 (0.3902) loss_vfl_dn_5: 0.3896 (0.3893) loss_vfl_dn_pre: 0.4864 (0.4851) loss_vfl_enc_0: 0.7352 (0.7273) loss_vfl_pre: 0.7240 (0.7199) time: 0.7380 data: 0.0300 max mem: 9084 Epoch: [43] [ 200/3696] eta: 0:44:43 lr: 0.000013 loss: 31.2716 (31.1692) loss_bbox: 0.1674 (0.1715) loss_bbox_aux_0: 0.1812 (0.1844) loss_bbox_aux_1: 0.1712 (0.1743) loss_bbox_aux_2: 0.1679 (0.1721) loss_bbox_aux_3: 0.1678 (0.1716) loss_bbox_aux_4: 0.1675 (0.1715) loss_bbox_dn_0: 0.2426 (0.2372) loss_bbox_dn_1: 0.1827 (0.1739) loss_bbox_dn_2: 0.1705 (0.1634) loss_bbox_dn_3: 0.1674 (0.1601) loss_bbox_dn_4: 0.1657 (0.1593) loss_bbox_dn_5: 0.1658 (0.1593) loss_bbox_dn_pre: 0.2511 (0.2430) loss_bbox_enc_0: 0.2106 (0.2199) loss_bbox_pre: 0.1808 (0.1844) loss_dfl: 0.9663 (0.9573) loss_fgl_aux_0: 0.9984 (0.9904) loss_fgl_aux_1: 0.9669 (0.9597) loss_fgl_aux_2: 0.9678 (0.9574) loss_fgl_aux_3: 0.9668 (0.9573) loss_fgl_aux_4: 0.9665 (0.9573) loss_fgl_dn_0: 1.0819 (1.0858) loss_fgl_dn_1: 0.9752 (0.9813) loss_fgl_dn_2: 0.9667 (0.9722) loss_fgl_dn_3: 0.9670 (0.9727) loss_fgl_dn_4: 0.9673 (0.9732) loss_fgl_dn_5: 0.9673 (0.9732) loss_giou: 0.5583 (0.5513) loss_giou_aux_0: 0.5816 (0.5770) loss_giou_aux_1: 0.5623 (0.5568) loss_giou_aux_2: 0.5570 (0.5520) loss_giou_aux_3: 0.5578 (0.5513) loss_giou_aux_4: 0.5583 (0.5513) loss_giou_dn_0: 0.5539 (0.5582) loss_giou_dn_1: 0.4401 (0.4460) loss_giou_dn_2: 0.4237 (0.4291) loss_giou_dn_3: 0.4231 (0.4248) loss_giou_dn_4: 0.4223 (0.4238) loss_giou_dn_5: 0.4222 (0.4237) loss_giou_dn_pre: 0.5535 (0.5574) loss_giou_enc_0: 0.6588 (0.6513) loss_giou_pre: 0.5802 (0.5752) loss_ddf_aux_0: 0.0569 (0.0550) loss_ddf_aux_1: 0.0076 (0.0077) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2509 (0.2492) loss_ddf_dn_1: 0.0352 (0.0330) loss_ddf_dn_2: 0.0071 (0.0074) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6509 (0.6551) loss_vfl_aux_0: 0.7280 (0.7221) loss_vfl_aux_1: 0.6976 (0.6995) loss_vfl_aux_2: 0.6703 (0.6808) loss_vfl_aux_3: 0.6611 (0.6667) loss_vfl_aux_4: 0.6546 (0.6571) loss_vfl_dn_0: 0.4885 (0.4851) loss_vfl_dn_1: 0.4208 (0.4176) loss_vfl_dn_2: 0.4075 (0.4015) loss_vfl_dn_3: 0.3963 (0.3931) loss_vfl_dn_4: 0.3961 (0.3904) loss_vfl_dn_5: 0.3944 (0.3896) loss_vfl_dn_pre: 0.4890 (0.4857) loss_vfl_enc_0: 0.7161 (0.7318) loss_vfl_pre: 0.7255 (0.7247) time: 0.7284 data: 0.0269 max mem: 9084 Epoch: [43] [ 300/3696] eta: 0:43:07 lr: 0.000013 loss: 31.4051 (31.2089) loss_bbox: 0.1653 (0.1724) loss_bbox_aux_0: 0.1721 (0.1852) loss_bbox_aux_1: 0.1702 (0.1751) loss_bbox_aux_2: 0.1644 (0.1729) loss_bbox_aux_3: 0.1649 (0.1724) loss_bbox_aux_4: 0.1653 (0.1724) loss_bbox_dn_0: 0.2263 (0.2396) loss_bbox_dn_1: 0.1680 (0.1758) loss_bbox_dn_2: 0.1531 (0.1653) loss_bbox_dn_3: 0.1475 (0.1620) loss_bbox_dn_4: 0.1461 (0.1612) loss_bbox_dn_5: 0.1461 (0.1612) loss_bbox_dn_pre: 0.2347 (0.2455) loss_bbox_enc_0: 0.2037 (0.2213) loss_bbox_pre: 0.1729 (0.1853) loss_dfl: 0.9740 (0.9566) loss_fgl_aux_0: 1.0110 (0.9898) loss_fgl_aux_1: 0.9763 (0.9591) loss_fgl_aux_2: 0.9732 (0.9567) loss_fgl_aux_3: 0.9737 (0.9566) loss_fgl_aux_4: 0.9737 (0.9565) loss_fgl_dn_0: 1.0889 (1.0856) loss_fgl_dn_1: 0.9918 (0.9806) loss_fgl_dn_2: 0.9836 (0.9714) loss_fgl_dn_3: 0.9854 (0.9720) loss_fgl_dn_4: 0.9863 (0.9724) loss_fgl_dn_5: 0.9864 (0.9724) loss_giou: 0.5179 (0.5521) loss_giou_aux_0: 0.5487 (0.5778) loss_giou_aux_1: 0.5245 (0.5576) loss_giou_aux_2: 0.5183 (0.5529) loss_giou_aux_3: 0.5181 (0.5522) loss_giou_aux_4: 0.5178 (0.5521) loss_giou_dn_0: 0.5626 (0.5598) loss_giou_dn_1: 0.4510 (0.4476) loss_giou_dn_2: 0.4317 (0.4307) loss_giou_dn_3: 0.4257 (0.4262) loss_giou_dn_4: 0.4248 (0.4252) loss_giou_dn_5: 0.4248 (0.4252) loss_giou_dn_pre: 0.5596 (0.5590) loss_giou_enc_0: 0.6292 (0.6520) loss_giou_pre: 0.5495 (0.5761) loss_ddf_aux_0: 0.0536 (0.0549) loss_ddf_aux_1: 0.0072 (0.0076) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2570 (0.2516) loss_ddf_dn_1: 0.0326 (0.0334) loss_ddf_dn_2: 0.0075 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6584 (0.6546) loss_vfl_aux_0: 0.7209 (0.7246) loss_vfl_aux_1: 0.7080 (0.7013) loss_vfl_aux_2: 0.6878 (0.6818) loss_vfl_aux_3: 0.6683 (0.6667) loss_vfl_aux_4: 0.6599 (0.6569) loss_vfl_dn_0: 0.4830 (0.4849) loss_vfl_dn_1: 0.4205 (0.4173) loss_vfl_dn_2: 0.4067 (0.4015) loss_vfl_dn_3: 0.4006 (0.3930) loss_vfl_dn_4: 0.3970 (0.3903) loss_vfl_dn_5: 0.3962 (0.3896) loss_vfl_dn_pre: 0.4836 (0.4855) loss_vfl_enc_0: 0.7279 (0.7317) loss_vfl_pre: 0.7321 (0.7277) time: 0.7453 data: 0.0229 max mem: 9084 Epoch: [43] [ 400/3696] eta: 0:41:34 lr: 0.000013 loss: 31.2297 (31.2656) loss_bbox: 0.1923 (0.1733) loss_bbox_aux_0: 0.2063 (0.1863) loss_bbox_aux_1: 0.1943 (0.1760) loss_bbox_aux_2: 0.1929 (0.1738) loss_bbox_aux_3: 0.1921 (0.1734) loss_bbox_aux_4: 0.1924 (0.1733) loss_bbox_dn_0: 0.2661 (0.2406) loss_bbox_dn_1: 0.1931 (0.1768) loss_bbox_dn_2: 0.1800 (0.1663) loss_bbox_dn_3: 0.1763 (0.1630) loss_bbox_dn_4: 0.1741 (0.1622) loss_bbox_dn_5: 0.1742 (0.1622) loss_bbox_dn_pre: 0.2774 (0.2466) loss_bbox_enc_0: 0.2406 (0.2227) loss_bbox_pre: 0.2072 (0.1865) loss_dfl: 0.9438 (0.9576) loss_fgl_aux_0: 0.9852 (0.9911) loss_fgl_aux_1: 0.9535 (0.9602) loss_fgl_aux_2: 0.9443 (0.9578) loss_fgl_aux_3: 0.9444 (0.9577) loss_fgl_aux_4: 0.9438 (0.9576) loss_fgl_dn_0: 1.0781 (1.0870) loss_fgl_dn_1: 0.9705 (0.9812) loss_fgl_dn_2: 0.9624 (0.9720) loss_fgl_dn_3: 0.9648 (0.9726) loss_fgl_dn_4: 0.9643 (0.9731) loss_fgl_dn_5: 0.9642 (0.9731) loss_giou: 0.5242 (0.5526) loss_giou_aux_0: 0.5546 (0.5784) loss_giou_aux_1: 0.5286 (0.5581) loss_giou_aux_2: 0.5230 (0.5534) loss_giou_aux_3: 0.5239 (0.5527) loss_giou_aux_4: 0.5242 (0.5526) loss_giou_dn_0: 0.5517 (0.5612) loss_giou_dn_1: 0.4429 (0.4483) loss_giou_dn_2: 0.4257 (0.4313) loss_giou_dn_3: 0.4267 (0.4268) loss_giou_dn_4: 0.4248 (0.4258) loss_giou_dn_5: 0.4249 (0.4258) loss_giou_dn_pre: 0.5550 (0.5606) loss_giou_enc_0: 0.6302 (0.6528) loss_giou_pre: 0.5529 (0.5768) loss_ddf_aux_0: 0.0540 (0.0549) loss_ddf_aux_1: 0.0072 (0.0076) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2561 (0.2539) loss_ddf_dn_1: 0.0347 (0.0336) loss_ddf_dn_2: 0.0076 (0.0075) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6645 (0.6562) loss_vfl_aux_0: 0.7334 (0.7259) loss_vfl_aux_1: 0.7045 (0.7038) loss_vfl_aux_2: 0.6853 (0.6843) loss_vfl_aux_3: 0.6821 (0.6685) loss_vfl_aux_4: 0.6708 (0.6585) loss_vfl_dn_0: 0.4863 (0.4853) loss_vfl_dn_1: 0.4165 (0.4178) loss_vfl_dn_2: 0.3978 (0.4020) loss_vfl_dn_3: 0.3914 (0.3937) loss_vfl_dn_4: 0.3890 (0.3909) loss_vfl_dn_5: 0.3886 (0.3903) loss_vfl_dn_pre: 0.4868 (0.4859) loss_vfl_enc_0: 0.7382 (0.7321) loss_vfl_pre: 0.7324 (0.7290) time: 0.7695 data: 0.0295 max mem: 9084 Epoch: [43] [ 500/3696] eta: 0:40:21 lr: 0.000013 loss: 31.4749 (31.2355) loss_bbox: 0.1710 (0.1726) loss_bbox_aux_0: 0.1779 (0.1856) loss_bbox_aux_1: 0.1693 (0.1753) loss_bbox_aux_2: 0.1702 (0.1731) loss_bbox_aux_3: 0.1707 (0.1727) loss_bbox_aux_4: 0.1710 (0.1726) loss_bbox_dn_0: 0.2349 (0.2403) loss_bbox_dn_1: 0.1710 (0.1765) loss_bbox_dn_2: 0.1634 (0.1660) loss_bbox_dn_3: 0.1610 (0.1627) loss_bbox_dn_4: 0.1609 (0.1619) loss_bbox_dn_5: 0.1609 (0.1619) loss_bbox_dn_pre: 0.2393 (0.2463) loss_bbox_enc_0: 0.2156 (0.2217) loss_bbox_pre: 0.1783 (0.1858) loss_dfl: 0.9494 (0.9579) loss_fgl_aux_0: 0.9880 (0.9911) loss_fgl_aux_1: 0.9516 (0.9605) loss_fgl_aux_2: 0.9506 (0.9581) loss_fgl_aux_3: 0.9496 (0.9579) loss_fgl_aux_4: 0.9494 (0.9579) loss_fgl_dn_0: 1.0848 (1.0870) loss_fgl_dn_1: 0.9888 (0.9811) loss_fgl_dn_2: 0.9843 (0.9720) loss_fgl_dn_3: 0.9845 (0.9726) loss_fgl_dn_4: 0.9858 (0.9731) loss_fgl_dn_5: 0.9861 (0.9731) loss_giou: 0.5417 (0.5518) loss_giou_aux_0: 0.5651 (0.5776) loss_giou_aux_1: 0.5474 (0.5574) loss_giou_aux_2: 0.5455 (0.5527) loss_giou_aux_3: 0.5423 (0.5519) loss_giou_aux_4: 0.5417 (0.5518) loss_giou_dn_0: 0.5598 (0.5606) loss_giou_dn_1: 0.4509 (0.4477) loss_giou_dn_2: 0.4294 (0.4306) loss_giou_dn_3: 0.4231 (0.4261) loss_giou_dn_4: 0.4224 (0.4250) loss_giou_dn_5: 0.4225 (0.4250) loss_giou_dn_pre: 0.5594 (0.5600) loss_giou_enc_0: 0.6514 (0.6518) loss_giou_pre: 0.5630 (0.5761) loss_ddf_aux_0: 0.0538 (0.0543) loss_ddf_aux_1: 0.0078 (0.0075) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2613 (0.2532) loss_ddf_dn_1: 0.0340 (0.0334) loss_ddf_dn_2: 0.0072 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6606 (0.6550) loss_vfl_aux_0: 0.7140 (0.7244) loss_vfl_aux_1: 0.7075 (0.7021) loss_vfl_aux_2: 0.6785 (0.6828) loss_vfl_aux_3: 0.6674 (0.6669) loss_vfl_aux_4: 0.6601 (0.6574) loss_vfl_dn_0: 0.4899 (0.4854) loss_vfl_dn_1: 0.4245 (0.4179) loss_vfl_dn_2: 0.4085 (0.4019) loss_vfl_dn_3: 0.3990 (0.3936) loss_vfl_dn_4: 0.3980 (0.3908) loss_vfl_dn_5: 0.3978 (0.3902) loss_vfl_dn_pre: 0.4914 (0.4861) loss_vfl_enc_0: 0.7380 (0.7316) loss_vfl_pre: 0.7191 (0.7274) time: 0.7585 data: 0.0340 max mem: 9084 Epoch: [43] [ 600/3696] eta: 0:39:04 lr: 0.000013 loss: 31.8472 (31.2829) loss_bbox: 0.1849 (0.1730) loss_bbox_aux_0: 0.1937 (0.1858) loss_bbox_aux_1: 0.1856 (0.1757) loss_bbox_aux_2: 0.1850 (0.1735) loss_bbox_aux_3: 0.1847 (0.1731) loss_bbox_aux_4: 0.1848 (0.1730) loss_bbox_dn_0: 0.2358 (0.2402) loss_bbox_dn_1: 0.1789 (0.1768) loss_bbox_dn_2: 0.1670 (0.1663) loss_bbox_dn_3: 0.1644 (0.1630) loss_bbox_dn_4: 0.1645 (0.1623) loss_bbox_dn_5: 0.1643 (0.1623) loss_bbox_dn_pre: 0.2384 (0.2463) loss_bbox_enc_0: 0.2199 (0.2215) loss_bbox_pre: 0.1955 (0.1860) loss_dfl: 0.9672 (0.9584) loss_fgl_aux_0: 1.0070 (0.9911) loss_fgl_aux_1: 0.9700 (0.9609) loss_fgl_aux_2: 0.9673 (0.9586) loss_fgl_aux_3: 0.9673 (0.9584) loss_fgl_aux_4: 0.9672 (0.9584) loss_fgl_dn_0: 1.0879 (1.0869) loss_fgl_dn_1: 0.9892 (0.9817) loss_fgl_dn_2: 0.9806 (0.9726) loss_fgl_dn_3: 0.9822 (0.9733) loss_fgl_dn_4: 0.9825 (0.9737) loss_fgl_dn_5: 0.9826 (0.9738) loss_giou: 0.5638 (0.5542) loss_giou_aux_0: 0.5993 (0.5800) loss_giou_aux_1: 0.5707 (0.5598) loss_giou_aux_2: 0.5662 (0.5551) loss_giou_aux_3: 0.5638 (0.5543) loss_giou_aux_4: 0.5637 (0.5542) loss_giou_dn_0: 0.5733 (0.5622) loss_giou_dn_1: 0.4611 (0.4495) loss_giou_dn_2: 0.4443 (0.4326) loss_giou_dn_3: 0.4367 (0.4279) loss_giou_dn_4: 0.4366 (0.4269) loss_giou_dn_5: 0.4366 (0.4269) loss_giou_dn_pre: 0.5717 (0.5615) loss_giou_enc_0: 0.6694 (0.6541) loss_giou_pre: 0.5982 (0.5784) loss_ddf_aux_0: 0.0505 (0.0538) loss_ddf_aux_1: 0.0073 (0.0075) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2427 (0.2520) loss_ddf_dn_1: 0.0319 (0.0332) loss_ddf_dn_2: 0.0066 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6552 (0.6562) loss_vfl_aux_0: 0.7126 (0.7245) loss_vfl_aux_1: 0.7006 (0.7028) loss_vfl_aux_2: 0.6821 (0.6834) loss_vfl_aux_3: 0.6707 (0.6677) loss_vfl_aux_4: 0.6643 (0.6584) loss_vfl_dn_0: 0.4924 (0.4859) loss_vfl_dn_1: 0.4255 (0.4183) loss_vfl_dn_2: 0.4078 (0.4025) loss_vfl_dn_3: 0.4025 (0.3943) loss_vfl_dn_4: 0.3995 (0.3914) loss_vfl_dn_5: 0.3985 (0.3909) loss_vfl_dn_pre: 0.4931 (0.4866) loss_vfl_enc_0: 0.7126 (0.7316) loss_vfl_pre: 0.7203 (0.7275) time: 0.7492 data: 0.0315 max mem: 9084 Epoch: [43] [ 700/3696] eta: 0:37:49 lr: 0.000013 loss: 31.2549 (31.2813) loss_bbox: 0.1702 (0.1732) loss_bbox_aux_0: 0.1820 (0.1859) loss_bbox_aux_1: 0.1730 (0.1759) loss_bbox_aux_2: 0.1712 (0.1737) loss_bbox_aux_3: 0.1700 (0.1733) loss_bbox_aux_4: 0.1702 (0.1732) loss_bbox_dn_0: 0.2268 (0.2409) loss_bbox_dn_1: 0.1664 (0.1774) loss_bbox_dn_2: 0.1587 (0.1669) loss_bbox_dn_3: 0.1548 (0.1636) loss_bbox_dn_4: 0.1544 (0.1629) loss_bbox_dn_5: 0.1544 (0.1629) loss_bbox_dn_pre: 0.2300 (0.2470) loss_bbox_enc_0: 0.2154 (0.2214) loss_bbox_pre: 0.1843 (0.1861) loss_dfl: 0.9602 (0.9578) loss_fgl_aux_0: 0.9899 (0.9902) loss_fgl_aux_1: 0.9652 (0.9603) loss_fgl_aux_2: 0.9617 (0.9580) loss_fgl_aux_3: 0.9603 (0.9579) loss_fgl_aux_4: 0.9602 (0.9578) loss_fgl_dn_0: 1.0830 (1.0867) loss_fgl_dn_1: 0.9676 (0.9813) loss_fgl_dn_2: 0.9582 (0.9721) loss_fgl_dn_3: 0.9582 (0.9729) loss_fgl_dn_4: 0.9577 (0.9733) loss_fgl_dn_5: 0.9578 (0.9733) loss_giou: 0.5680 (0.5550) loss_giou_aux_0: 0.5882 (0.5806) loss_giou_aux_1: 0.5725 (0.5606) loss_giou_aux_2: 0.5693 (0.5559) loss_giou_aux_3: 0.5690 (0.5551) loss_giou_aux_4: 0.5683 (0.5550) loss_giou_dn_0: 0.5635 (0.5624) loss_giou_dn_1: 0.4462 (0.4498) loss_giou_dn_2: 0.4220 (0.4329) loss_giou_dn_3: 0.4203 (0.4282) loss_giou_dn_4: 0.4192 (0.4272) loss_giou_dn_5: 0.4193 (0.4272) loss_giou_dn_pre: 0.5637 (0.5618) loss_giou_enc_0: 0.6801 (0.6543) loss_giou_pre: 0.5874 (0.5791) loss_ddf_aux_0: 0.0455 (0.0530) loss_ddf_aux_1: 0.0065 (0.0074) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2340 (0.2520) loss_ddf_dn_1: 0.0292 (0.0330) loss_ddf_dn_2: 0.0061 (0.0073) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6463 (0.6554) loss_vfl_aux_0: 0.7290 (0.7241) loss_vfl_aux_1: 0.6931 (0.7017) loss_vfl_aux_2: 0.6681 (0.6827) loss_vfl_aux_3: 0.6517 (0.6669) loss_vfl_aux_4: 0.6462 (0.6575) loss_vfl_dn_0: 0.4792 (0.4858) loss_vfl_dn_1: 0.4114 (0.4184) loss_vfl_dn_2: 0.3994 (0.4024) loss_vfl_dn_3: 0.3934 (0.3944) loss_vfl_dn_4: 0.3883 (0.3915) loss_vfl_dn_5: 0.3891 (0.3909) loss_vfl_dn_pre: 0.4802 (0.4864) loss_vfl_enc_0: 0.7203 (0.7305) loss_vfl_pre: 0.7344 (0.7268) time: 0.7690 data: 0.0274 max mem: 9084 Epoch: [43] [ 800/3696] eta: 0:36:31 lr: 0.000013 loss: 30.5901 (31.2630) loss_bbox: 0.1562 (0.1730) loss_bbox_aux_0: 0.1669 (0.1856) loss_bbox_aux_1: 0.1575 (0.1756) loss_bbox_aux_2: 0.1567 (0.1735) loss_bbox_aux_3: 0.1563 (0.1730) loss_bbox_aux_4: 0.1562 (0.1730) loss_bbox_dn_0: 0.2128 (0.2398) loss_bbox_dn_1: 0.1566 (0.1765) loss_bbox_dn_2: 0.1463 (0.1661) loss_bbox_dn_3: 0.1456 (0.1629) loss_bbox_dn_4: 0.1457 (0.1622) loss_bbox_dn_5: 0.1457 (0.1621) loss_bbox_dn_pre: 0.2284 (0.2459) loss_bbox_enc_0: 0.2019 (0.2211) loss_bbox_pre: 0.1673 (0.1859) loss_dfl: 0.9721 (0.9575) loss_fgl_aux_0: 1.0107 (0.9899) loss_fgl_aux_1: 0.9719 (0.9600) loss_fgl_aux_2: 0.9709 (0.9577) loss_fgl_aux_3: 0.9718 (0.9576) loss_fgl_aux_4: 0.9721 (0.9575) loss_fgl_dn_0: 1.0901 (1.0867) loss_fgl_dn_1: 0.9827 (0.9814) loss_fgl_dn_2: 0.9753 (0.9723) loss_fgl_dn_3: 0.9743 (0.9731) loss_fgl_dn_4: 0.9748 (0.9735) loss_fgl_dn_5: 0.9752 (0.9735) loss_giou: 0.5196 (0.5557) loss_giou_aux_0: 0.5507 (0.5813) loss_giou_aux_1: 0.5283 (0.5614) loss_giou_aux_2: 0.5229 (0.5567) loss_giou_aux_3: 0.5192 (0.5558) loss_giou_aux_4: 0.5192 (0.5558) loss_giou_dn_0: 0.5457 (0.5619) loss_giou_dn_1: 0.4310 (0.4495) loss_giou_dn_2: 0.4134 (0.4326) loss_giou_dn_3: 0.4084 (0.4280) loss_giou_dn_4: 0.4069 (0.4270) loss_giou_dn_5: 0.4069 (0.4270) loss_giou_dn_pre: 0.5478 (0.5613) loss_giou_enc_0: 0.6351 (0.6550) loss_giou_pre: 0.5544 (0.5798) loss_ddf_aux_0: 0.0530 (0.0527) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2622 (0.2518) loss_ddf_dn_1: 0.0334 (0.0329) loss_ddf_dn_2: 0.0072 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6375 (0.6535) loss_vfl_aux_0: 0.7166 (0.7232) loss_vfl_aux_1: 0.6915 (0.7002) loss_vfl_aux_2: 0.6755 (0.6812) loss_vfl_aux_3: 0.6590 (0.6652) loss_vfl_aux_4: 0.6401 (0.6557) loss_vfl_dn_0: 0.4840 (0.4856) loss_vfl_dn_1: 0.4147 (0.4180) loss_vfl_dn_2: 0.3997 (0.4022) loss_vfl_dn_3: 0.3894 (0.3941) loss_vfl_dn_4: 0.3867 (0.3912) loss_vfl_dn_5: 0.3859 (0.3906) loss_vfl_dn_pre: 0.4849 (0.4861) loss_vfl_enc_0: 0.7368 (0.7300) loss_vfl_pre: 0.7214 (0.7259) time: 0.7510 data: 0.0273 max mem: 9084 Epoch: [43] [ 900/3696] eta: 0:35:10 lr: 0.000013 loss: 31.4644 (31.2920) loss_bbox: 0.1604 (0.1733) loss_bbox_aux_0: 0.1697 (0.1860) loss_bbox_aux_1: 0.1607 (0.1760) loss_bbox_aux_2: 0.1600 (0.1738) loss_bbox_aux_3: 0.1606 (0.1734) loss_bbox_aux_4: 0.1604 (0.1733) loss_bbox_dn_0: 0.2290 (0.2401) loss_bbox_dn_1: 0.1718 (0.1769) loss_bbox_dn_2: 0.1604 (0.1664) loss_bbox_dn_3: 0.1560 (0.1632) loss_bbox_dn_4: 0.1553 (0.1625) loss_bbox_dn_5: 0.1554 (0.1625) loss_bbox_dn_pre: 0.2316 (0.2462) loss_bbox_enc_0: 0.2031 (0.2211) loss_bbox_pre: 0.1706 (0.1862) loss_dfl: 0.9755 (0.9580) loss_fgl_aux_0: 1.0049 (0.9902) loss_fgl_aux_1: 0.9769 (0.9604) loss_fgl_aux_2: 0.9756 (0.9581) loss_fgl_aux_3: 0.9754 (0.9580) loss_fgl_aux_4: 0.9756 (0.9580) loss_fgl_dn_0: 1.0849 (1.0867) loss_fgl_dn_1: 0.9967 (0.9821) loss_fgl_dn_2: 0.9925 (0.9730) loss_fgl_dn_3: 0.9925 (0.9738) loss_fgl_dn_4: 0.9928 (0.9743) loss_fgl_dn_5: 0.9928 (0.9743) loss_giou: 0.5283 (0.5570) loss_giou_aux_0: 0.5590 (0.5826) loss_giou_aux_1: 0.5357 (0.5626) loss_giou_aux_2: 0.5296 (0.5579) loss_giou_aux_3: 0.5284 (0.5571) loss_giou_aux_4: 0.5282 (0.5570) loss_giou_dn_0: 0.5695 (0.5629) loss_giou_dn_1: 0.4536 (0.4506) loss_giou_dn_2: 0.4358 (0.4337) loss_giou_dn_3: 0.4268 (0.4291) loss_giou_dn_4: 0.4250 (0.4281) loss_giou_dn_5: 0.4250 (0.4281) loss_giou_dn_pre: 0.5672 (0.5623) loss_giou_enc_0: 0.6312 (0.6560) loss_giou_pre: 0.5579 (0.5810) loss_ddf_aux_0: 0.0517 (0.0524) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2370 (0.2512) loss_ddf_dn_1: 0.0334 (0.0330) loss_ddf_dn_2: 0.0068 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6598 (0.6536) loss_vfl_aux_0: 0.7348 (0.7234) loss_vfl_aux_1: 0.7072 (0.7004) loss_vfl_aux_2: 0.6802 (0.6809) loss_vfl_aux_3: 0.6611 (0.6650) loss_vfl_aux_4: 0.6600 (0.6554) loss_vfl_dn_0: 0.4862 (0.4856) loss_vfl_dn_1: 0.4244 (0.4183) loss_vfl_dn_2: 0.4076 (0.4026) loss_vfl_dn_3: 0.4018 (0.3944) loss_vfl_dn_4: 0.3965 (0.3915) loss_vfl_dn_5: 0.3966 (0.3909) loss_vfl_dn_pre: 0.4868 (0.4862) loss_vfl_enc_0: 0.7316 (0.7301) loss_vfl_pre: 0.7354 (0.7262) time: 0.7330 data: 0.0236 max mem: 9084 Epoch: [43] [1000/3696] eta: 0:34:07 lr: 0.000013 loss: 30.8647 (31.2749) loss_bbox: 0.1590 (0.1726) loss_bbox_aux_0: 0.1700 (0.1853) loss_bbox_aux_1: 0.1609 (0.1753) loss_bbox_aux_2: 0.1604 (0.1732) loss_bbox_aux_3: 0.1591 (0.1727) loss_bbox_aux_4: 0.1590 (0.1726) loss_bbox_dn_0: 0.2235 (0.2396) loss_bbox_dn_1: 0.1588 (0.1764) loss_bbox_dn_2: 0.1482 (0.1659) loss_bbox_dn_3: 0.1481 (0.1627) loss_bbox_dn_4: 0.1464 (0.1620) loss_bbox_dn_5: 0.1465 (0.1620) loss_bbox_dn_pre: 0.2272 (0.2457) loss_bbox_enc_0: 0.1994 (0.2203) loss_bbox_pre: 0.1701 (0.1855) loss_dfl: 0.9639 (0.9585) loss_fgl_aux_0: 1.0011 (0.9910) loss_fgl_aux_1: 0.9678 (0.9610) loss_fgl_aux_2: 0.9638 (0.9587) loss_fgl_aux_3: 0.9634 (0.9586) loss_fgl_aux_4: 0.9640 (0.9585) loss_fgl_dn_0: 1.0864 (1.0868) loss_fgl_dn_1: 0.9825 (0.9821) loss_fgl_dn_2: 0.9717 (0.9730) loss_fgl_dn_3: 0.9722 (0.9738) loss_fgl_dn_4: 0.9726 (0.9742) loss_fgl_dn_5: 0.9727 (0.9742) loss_giou: 0.5381 (0.5554) loss_giou_aux_0: 0.5603 (0.5808) loss_giou_aux_1: 0.5456 (0.5609) loss_giou_aux_2: 0.5410 (0.5563) loss_giou_aux_3: 0.5391 (0.5555) loss_giou_aux_4: 0.5384 (0.5554) loss_giou_dn_0: 0.5384 (0.5619) loss_giou_dn_1: 0.4266 (0.4495) loss_giou_dn_2: 0.4109 (0.4326) loss_giou_dn_3: 0.4092 (0.4279) loss_giou_dn_4: 0.4088 (0.4269) loss_giou_dn_5: 0.4089 (0.4269) loss_giou_dn_pre: 0.5392 (0.5613) loss_giou_enc_0: 0.6178 (0.6539) loss_giou_pre: 0.5577 (0.5792) loss_ddf_aux_0: 0.0519 (0.0525) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2532 (0.2517) loss_ddf_dn_1: 0.0345 (0.0332) loss_ddf_dn_2: 0.0072 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6596 (0.6543) loss_vfl_aux_0: 0.7419 (0.7248) loss_vfl_aux_1: 0.7184 (0.7013) loss_vfl_aux_2: 0.6937 (0.6818) loss_vfl_aux_3: 0.6760 (0.6659) loss_vfl_aux_4: 0.6641 (0.6562) loss_vfl_dn_0: 0.4881 (0.4859) loss_vfl_dn_1: 0.4204 (0.4184) loss_vfl_dn_2: 0.4023 (0.4026) loss_vfl_dn_3: 0.3945 (0.3945) loss_vfl_dn_4: 0.3891 (0.3916) loss_vfl_dn_5: 0.3892 (0.3911) loss_vfl_dn_pre: 0.4890 (0.4864) loss_vfl_enc_0: 0.7410 (0.7311) loss_vfl_pre: 0.7545 (0.7275) time: 0.7203 data: 0.0234 max mem: 9084 Epoch: [43] [1100/3696] eta: 0:32:52 lr: 0.000013 loss: 30.9393 (31.2720) loss_bbox: 0.1765 (0.1722) loss_bbox_aux_0: 0.1928 (0.1849) loss_bbox_aux_1: 0.1765 (0.1750) loss_bbox_aux_2: 0.1754 (0.1728) loss_bbox_aux_3: 0.1764 (0.1723) loss_bbox_aux_4: 0.1765 (0.1722) loss_bbox_dn_0: 0.2485 (0.2393) loss_bbox_dn_1: 0.1837 (0.1763) loss_bbox_dn_2: 0.1737 (0.1658) loss_bbox_dn_3: 0.1674 (0.1626) loss_bbox_dn_4: 0.1669 (0.1619) loss_bbox_dn_5: 0.1670 (0.1619) loss_bbox_dn_pre: 0.2557 (0.2454) loss_bbox_enc_0: 0.2219 (0.2199) loss_bbox_pre: 0.1930 (0.1851) loss_dfl: 0.9724 (0.9589) loss_fgl_aux_0: 1.0026 (0.9915) loss_fgl_aux_1: 0.9734 (0.9614) loss_fgl_aux_2: 0.9705 (0.9591) loss_fgl_aux_3: 0.9719 (0.9589) loss_fgl_aux_4: 0.9723 (0.9589) loss_fgl_dn_0: 1.0868 (1.0868) loss_fgl_dn_1: 0.9740 (0.9822) loss_fgl_dn_2: 0.9631 (0.9730) loss_fgl_dn_3: 0.9638 (0.9738) loss_fgl_dn_4: 0.9644 (0.9742) loss_fgl_dn_5: 0.9643 (0.9742) loss_giou: 0.4995 (0.5551) loss_giou_aux_0: 0.5232 (0.5805) loss_giou_aux_1: 0.5023 (0.5606) loss_giou_aux_2: 0.5013 (0.5561) loss_giou_aux_3: 0.4995 (0.5552) loss_giou_aux_4: 0.4996 (0.5551) loss_giou_dn_0: 0.5383 (0.5617) loss_giou_dn_1: 0.4172 (0.4493) loss_giou_dn_2: 0.4038 (0.4324) loss_giou_dn_3: 0.3972 (0.4277) loss_giou_dn_4: 0.3973 (0.4268) loss_giou_dn_5: 0.3973 (0.4268) loss_giou_dn_pre: 0.5349 (0.5610) loss_giou_enc_0: 0.6046 (0.6539) loss_giou_pre: 0.5220 (0.5790) loss_ddf_aux_0: 0.0525 (0.0526) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2504 (0.2518) loss_ddf_dn_1: 0.0341 (0.0332) loss_ddf_dn_2: 0.0068 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6641 (0.6547) loss_vfl_aux_0: 0.7341 (0.7248) loss_vfl_aux_1: 0.6905 (0.7014) loss_vfl_aux_2: 0.6949 (0.6823) loss_vfl_aux_3: 0.6679 (0.6662) loss_vfl_aux_4: 0.6644 (0.6565) loss_vfl_dn_0: 0.4836 (0.4859) loss_vfl_dn_1: 0.4124 (0.4183) loss_vfl_dn_2: 0.3955 (0.4026) loss_vfl_dn_3: 0.3909 (0.3944) loss_vfl_dn_4: 0.3847 (0.3916) loss_vfl_dn_5: 0.3851 (0.3910) loss_vfl_dn_pre: 0.4844 (0.4864) loss_vfl_enc_0: 0.7555 (0.7315) loss_vfl_pre: 0.7356 (0.7275) time: 0.7590 data: 0.0288 max mem: 9084 Epoch: [43] [1200/3696] eta: 0:31:37 lr: 0.000013 loss: 31.1051 (31.2716) loss_bbox: 0.1702 (0.1719) loss_bbox_aux_0: 0.1789 (0.1846) loss_bbox_aux_1: 0.1724 (0.1747) loss_bbox_aux_2: 0.1705 (0.1725) loss_bbox_aux_3: 0.1703 (0.1720) loss_bbox_aux_4: 0.1704 (0.1720) loss_bbox_dn_0: 0.2430 (0.2392) loss_bbox_dn_1: 0.1780 (0.1763) loss_bbox_dn_2: 0.1671 (0.1659) loss_bbox_dn_3: 0.1641 (0.1627) loss_bbox_dn_4: 0.1630 (0.1620) loss_bbox_dn_5: 0.1634 (0.1620) loss_bbox_dn_pre: 0.2536 (0.2453) loss_bbox_enc_0: 0.2270 (0.2195) loss_bbox_pre: 0.1790 (0.1848) loss_dfl: 0.9490 (0.9595) loss_fgl_aux_0: 0.9926 (0.9921) loss_fgl_aux_1: 0.9487 (0.9620) loss_fgl_aux_2: 0.9489 (0.9597) loss_fgl_aux_3: 0.9492 (0.9596) loss_fgl_aux_4: 0.9490 (0.9595) loss_fgl_dn_0: 1.0782 (1.0868) loss_fgl_dn_1: 0.9831 (0.9823) loss_fgl_dn_2: 0.9712 (0.9732) loss_fgl_dn_3: 0.9718 (0.9740) loss_fgl_dn_4: 0.9721 (0.9744) loss_fgl_dn_5: 0.9721 (0.9744) loss_giou: 0.5152 (0.5541) loss_giou_aux_0: 0.5391 (0.5796) loss_giou_aux_1: 0.5195 (0.5597) loss_giou_aux_2: 0.5162 (0.5551) loss_giou_aux_3: 0.5154 (0.5543) loss_giou_aux_4: 0.5151 (0.5542) loss_giou_dn_0: 0.5556 (0.5617) loss_giou_dn_1: 0.4400 (0.4492) loss_giou_dn_2: 0.4236 (0.4323) loss_giou_dn_3: 0.4166 (0.4276) loss_giou_dn_4: 0.4134 (0.4267) loss_giou_dn_5: 0.4134 (0.4267) loss_giou_dn_pre: 0.5553 (0.5610) loss_giou_enc_0: 0.6262 (0.6530) loss_giou_pre: 0.5366 (0.5780) loss_ddf_aux_0: 0.0556 (0.0527) loss_ddf_aux_1: 0.0078 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2563 (0.2519) loss_ddf_dn_1: 0.0320 (0.0332) loss_ddf_dn_2: 0.0069 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6499 (0.6553) loss_vfl_aux_0: 0.7149 (0.7255) loss_vfl_aux_1: 0.6982 (0.7021) loss_vfl_aux_2: 0.6831 (0.6831) loss_vfl_aux_3: 0.6655 (0.6667) loss_vfl_aux_4: 0.6584 (0.6572) loss_vfl_dn_0: 0.4816 (0.4859) loss_vfl_dn_1: 0.4122 (0.4184) loss_vfl_dn_2: 0.3943 (0.4026) loss_vfl_dn_3: 0.3861 (0.3944) loss_vfl_dn_4: 0.3819 (0.3916) loss_vfl_dn_5: 0.3821 (0.3910) loss_vfl_dn_pre: 0.4819 (0.4864) loss_vfl_enc_0: 0.7288 (0.7320) loss_vfl_pre: 0.7168 (0.7282) time: 0.7658 data: 0.0305 max mem: 9084 Epoch: [43] [1300/3696] eta: 0:30:21 lr: 0.000013 loss: 31.4142 (31.2830) loss_bbox: 0.1651 (0.1718) loss_bbox_aux_0: 0.1747 (0.1844) loss_bbox_aux_1: 0.1655 (0.1745) loss_bbox_aux_2: 0.1653 (0.1723) loss_bbox_aux_3: 0.1649 (0.1719) loss_bbox_aux_4: 0.1650 (0.1718) loss_bbox_dn_0: 0.2337 (0.2393) loss_bbox_dn_1: 0.1828 (0.1763) loss_bbox_dn_2: 0.1745 (0.1660) loss_bbox_dn_3: 0.1712 (0.1627) loss_bbox_dn_4: 0.1703 (0.1620) loss_bbox_dn_5: 0.1703 (0.1620) loss_bbox_dn_pre: 0.2428 (0.2453) loss_bbox_enc_0: 0.2046 (0.2193) loss_bbox_pre: 0.1762 (0.1846) loss_dfl: 0.9621 (0.9597) loss_fgl_aux_0: 0.9860 (0.9922) loss_fgl_aux_1: 0.9606 (0.9622) loss_fgl_aux_2: 0.9605 (0.9599) loss_fgl_aux_3: 0.9611 (0.9597) loss_fgl_aux_4: 0.9620 (0.9597) loss_fgl_dn_0: 1.0841 (1.0869) loss_fgl_dn_1: 0.9809 (0.9827) loss_fgl_dn_2: 0.9693 (0.9736) loss_fgl_dn_3: 0.9710 (0.9744) loss_fgl_dn_4: 0.9715 (0.9748) loss_fgl_dn_5: 0.9716 (0.9748) loss_giou: 0.5709 (0.5550) loss_giou_aux_0: 0.6021 (0.5805) loss_giou_aux_1: 0.5805 (0.5605) loss_giou_aux_2: 0.5744 (0.5559) loss_giou_aux_3: 0.5731 (0.5551) loss_giou_aux_4: 0.5711 (0.5550) loss_giou_dn_0: 0.5608 (0.5620) loss_giou_dn_1: 0.4447 (0.4495) loss_giou_dn_2: 0.4292 (0.4326) loss_giou_dn_3: 0.4222 (0.4279) loss_giou_dn_4: 0.4210 (0.4270) loss_giou_dn_5: 0.4209 (0.4270) loss_giou_dn_pre: 0.5576 (0.5613) loss_giou_enc_0: 0.6717 (0.6539) loss_giou_pre: 0.5989 (0.5789) loss_ddf_aux_0: 0.0553 (0.0528) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2446 (0.2517) loss_ddf_dn_1: 0.0297 (0.0332) loss_ddf_dn_2: 0.0064 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6250 (0.6551) loss_vfl_aux_0: 0.7172 (0.7257) loss_vfl_aux_1: 0.6703 (0.7019) loss_vfl_aux_2: 0.6604 (0.6830) loss_vfl_aux_3: 0.6440 (0.6664) loss_vfl_aux_4: 0.6265 (0.6570) loss_vfl_dn_0: 0.4851 (0.4861) loss_vfl_dn_1: 0.4219 (0.4187) loss_vfl_dn_2: 0.4007 (0.4028) loss_vfl_dn_3: 0.3950 (0.3947) loss_vfl_dn_4: 0.3912 (0.3918) loss_vfl_dn_5: 0.3911 (0.3913) loss_vfl_dn_pre: 0.4849 (0.4866) loss_vfl_enc_0: 0.7062 (0.7318) loss_vfl_pre: 0.7191 (0.7283) time: 0.7693 data: 0.0287 max mem: 9084 Epoch: [43] [1400/3696] eta: 0:29:06 lr: 0.000013 loss: 31.1584 (31.2828) loss_bbox: 0.1656 (0.1721) loss_bbox_aux_0: 0.1773 (0.1847) loss_bbox_aux_1: 0.1673 (0.1748) loss_bbox_aux_2: 0.1659 (0.1726) loss_bbox_aux_3: 0.1657 (0.1721) loss_bbox_aux_4: 0.1655 (0.1721) loss_bbox_dn_0: 0.2197 (0.2397) loss_bbox_dn_1: 0.1661 (0.1766) loss_bbox_dn_2: 0.1562 (0.1662) loss_bbox_dn_3: 0.1531 (0.1630) loss_bbox_dn_4: 0.1520 (0.1623) loss_bbox_dn_5: 0.1519 (0.1623) loss_bbox_dn_pre: 0.2238 (0.2457) loss_bbox_enc_0: 0.2025 (0.2195) loss_bbox_pre: 0.1749 (0.1849) loss_dfl: 0.9763 (0.9598) loss_fgl_aux_0: 1.0118 (0.9923) loss_fgl_aux_1: 0.9772 (0.9622) loss_fgl_aux_2: 0.9765 (0.9599) loss_fgl_aux_3: 0.9770 (0.9598) loss_fgl_aux_4: 0.9770 (0.9598) loss_fgl_dn_0: 1.0918 (1.0869) loss_fgl_dn_1: 0.9856 (0.9826) loss_fgl_dn_2: 0.9753 (0.9735) loss_fgl_dn_3: 0.9752 (0.9743) loss_fgl_dn_4: 0.9757 (0.9747) loss_fgl_dn_5: 0.9758 (0.9747) loss_giou: 0.5052 (0.5546) loss_giou_aux_0: 0.5380 (0.5801) loss_giou_aux_1: 0.5110 (0.5601) loss_giou_aux_2: 0.5090 (0.5555) loss_giou_aux_3: 0.5057 (0.5547) loss_giou_aux_4: 0.5052 (0.5546) loss_giou_dn_0: 0.5529 (0.5616) loss_giou_dn_1: 0.4437 (0.4492) loss_giou_dn_2: 0.4313 (0.4324) loss_giou_dn_3: 0.4266 (0.4277) loss_giou_dn_4: 0.4248 (0.4267) loss_giou_dn_5: 0.4249 (0.4267) loss_giou_dn_pre: 0.5529 (0.5609) loss_giou_enc_0: 0.6034 (0.6534) loss_giou_pre: 0.5363 (0.5785) loss_ddf_aux_0: 0.0520 (0.0529) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2518 (0.2519) loss_ddf_dn_1: 0.0328 (0.0332) loss_ddf_dn_2: 0.0069 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6398 (0.6551) loss_vfl_aux_0: 0.7109 (0.7256) loss_vfl_aux_1: 0.6986 (0.7019) loss_vfl_aux_2: 0.6826 (0.6832) loss_vfl_aux_3: 0.6545 (0.6664) loss_vfl_aux_4: 0.6476 (0.6570) loss_vfl_dn_0: 0.4856 (0.4861) loss_vfl_dn_1: 0.4133 (0.4187) loss_vfl_dn_2: 0.3990 (0.4028) loss_vfl_dn_3: 0.3925 (0.3947) loss_vfl_dn_4: 0.3874 (0.3918) loss_vfl_dn_5: 0.3853 (0.3913) loss_vfl_dn_pre: 0.4865 (0.4866) loss_vfl_enc_0: 0.7218 (0.7318) loss_vfl_pre: 0.7224 (0.7283) time: 0.7529 data: 0.0259 max mem: 9084 Epoch: [43] [1500/3696] eta: 0:27:47 lr: 0.000013 loss: 31.5022 (31.2868) loss_bbox: 0.1657 (0.1720) loss_bbox_aux_0: 0.1782 (0.1847) loss_bbox_aux_1: 0.1692 (0.1747) loss_bbox_aux_2: 0.1661 (0.1726) loss_bbox_aux_3: 0.1661 (0.1721) loss_bbox_aux_4: 0.1657 (0.1721) loss_bbox_dn_0: 0.2345 (0.2396) loss_bbox_dn_1: 0.1761 (0.1767) loss_bbox_dn_2: 0.1633 (0.1663) loss_bbox_dn_3: 0.1562 (0.1630) loss_bbox_dn_4: 0.1549 (0.1623) loss_bbox_dn_5: 0.1549 (0.1623) loss_bbox_dn_pre: 0.2386 (0.2456) loss_bbox_enc_0: 0.2122 (0.2196) loss_bbox_pre: 0.1798 (0.1849) loss_dfl: 0.9716 (0.9595) loss_fgl_aux_0: 1.0088 (0.9921) loss_fgl_aux_1: 0.9755 (0.9620) loss_fgl_aux_2: 0.9717 (0.9597) loss_fgl_aux_3: 0.9726 (0.9596) loss_fgl_aux_4: 0.9718 (0.9595) loss_fgl_dn_0: 1.0821 (1.0868) loss_fgl_dn_1: 0.9813 (0.9825) loss_fgl_dn_2: 0.9721 (0.9734) loss_fgl_dn_3: 0.9738 (0.9742) loss_fgl_dn_4: 0.9741 (0.9746) loss_fgl_dn_5: 0.9740 (0.9746) loss_giou: 0.5375 (0.5551) loss_giou_aux_0: 0.5618 (0.5807) loss_giou_aux_1: 0.5434 (0.5607) loss_giou_aux_2: 0.5389 (0.5561) loss_giou_aux_3: 0.5384 (0.5552) loss_giou_aux_4: 0.5372 (0.5551) loss_giou_dn_0: 0.5659 (0.5618) loss_giou_dn_1: 0.4522 (0.4495) loss_giou_dn_2: 0.4390 (0.4327) loss_giou_dn_3: 0.4345 (0.4280) loss_giou_dn_4: 0.4340 (0.4270) loss_giou_dn_5: 0.4342 (0.4270) loss_giou_dn_pre: 0.5657 (0.5611) loss_giou_enc_0: 0.6446 (0.6542) loss_giou_pre: 0.5607 (0.5791) loss_ddf_aux_0: 0.0527 (0.0531) loss_ddf_aux_1: 0.0080 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2492 (0.2516) loss_ddf_dn_1: 0.0336 (0.0332) loss_ddf_dn_2: 0.0077 (0.0073) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6416 (0.6553) loss_vfl_aux_0: 0.7133 (0.7257) loss_vfl_aux_1: 0.6852 (0.7015) loss_vfl_aux_2: 0.6644 (0.6833) loss_vfl_aux_3: 0.6528 (0.6665) loss_vfl_aux_4: 0.6433 (0.6572) loss_vfl_dn_0: 0.4859 (0.4860) loss_vfl_dn_1: 0.4165 (0.4187) loss_vfl_dn_2: 0.4001 (0.4028) loss_vfl_dn_3: 0.3954 (0.3948) loss_vfl_dn_4: 0.3908 (0.3918) loss_vfl_dn_5: 0.3910 (0.3913) loss_vfl_dn_pre: 0.4860 (0.4865) loss_vfl_enc_0: 0.7163 (0.7317) loss_vfl_pre: 0.7115 (0.7283) time: 0.7082 data: 0.0206 max mem: 9084 Epoch: [43] [1600/3696] eta: 0:26:30 lr: 0.000013 loss: 31.2622 (31.2880) loss_bbox: 0.1548 (0.1717) loss_bbox_aux_0: 0.1665 (0.1844) loss_bbox_aux_1: 0.1568 (0.1744) loss_bbox_aux_2: 0.1545 (0.1723) loss_bbox_aux_3: 0.1549 (0.1718) loss_bbox_aux_4: 0.1547 (0.1718) loss_bbox_dn_0: 0.2252 (0.2394) loss_bbox_dn_1: 0.1643 (0.1765) loss_bbox_dn_2: 0.1525 (0.1661) loss_bbox_dn_3: 0.1521 (0.1629) loss_bbox_dn_4: 0.1519 (0.1622) loss_bbox_dn_5: 0.1519 (0.1622) loss_bbox_dn_pre: 0.2309 (0.2455) loss_bbox_enc_0: 0.1936 (0.2194) loss_bbox_pre: 0.1663 (0.1846) loss_dfl: 0.9647 (0.9593) loss_fgl_aux_0: 0.9935 (0.9918) loss_fgl_aux_1: 0.9620 (0.9617) loss_fgl_aux_2: 0.9660 (0.9594) loss_fgl_aux_3: 0.9647 (0.9593) loss_fgl_aux_4: 0.9647 (0.9593) loss_fgl_dn_0: 1.0932 (1.0869) loss_fgl_dn_1: 0.9801 (0.9825) loss_fgl_dn_2: 0.9737 (0.9734) loss_fgl_dn_3: 0.9757 (0.9742) loss_fgl_dn_4: 0.9763 (0.9746) loss_fgl_dn_5: 0.9764 (0.9746) loss_giou: 0.5712 (0.5557) loss_giou_aux_0: 0.6000 (0.5813) loss_giou_aux_1: 0.5724 (0.5613) loss_giou_aux_2: 0.5723 (0.5566) loss_giou_aux_3: 0.5716 (0.5558) loss_giou_aux_4: 0.5713 (0.5557) loss_giou_dn_0: 0.5852 (0.5622) loss_giou_dn_1: 0.4688 (0.4499) loss_giou_dn_2: 0.4530 (0.4330) loss_giou_dn_3: 0.4489 (0.4284) loss_giou_dn_4: 0.4468 (0.4274) loss_giou_dn_5: 0.4468 (0.4274) loss_giou_dn_pre: 0.5820 (0.5615) loss_giou_enc_0: 0.6761 (0.6549) loss_giou_pre: 0.5977 (0.5797) loss_ddf_aux_0: 0.0537 (0.0532) loss_ddf_aux_1: 0.0078 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2490 (0.2518) loss_ddf_dn_1: 0.0326 (0.0332) loss_ddf_dn_2: 0.0067 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6410 (0.6550) loss_vfl_aux_0: 0.6986 (0.7254) loss_vfl_aux_1: 0.6787 (0.7012) loss_vfl_aux_2: 0.6609 (0.6831) loss_vfl_aux_3: 0.6449 (0.6661) loss_vfl_aux_4: 0.6403 (0.6569) loss_vfl_dn_0: 0.4879 (0.4860) loss_vfl_dn_1: 0.4184 (0.4188) loss_vfl_dn_2: 0.4046 (0.4029) loss_vfl_dn_3: 0.3945 (0.3948) loss_vfl_dn_4: 0.3944 (0.3919) loss_vfl_dn_5: 0.3937 (0.3914) loss_vfl_dn_pre: 0.4888 (0.4866) loss_vfl_enc_0: 0.7052 (0.7314) loss_vfl_pre: 0.7075 (0.7280) time: 0.7484 data: 0.0290 max mem: 9084 Epoch: [43] [1700/3696] eta: 0:25:20 lr: 0.000013 loss: 30.7018 (31.2903) loss_bbox: 0.1705 (0.1717) loss_bbox_aux_0: 0.1832 (0.1843) loss_bbox_aux_1: 0.1729 (0.1744) loss_bbox_aux_2: 0.1704 (0.1722) loss_bbox_aux_3: 0.1702 (0.1717) loss_bbox_aux_4: 0.1704 (0.1717) loss_bbox_dn_0: 0.2373 (0.2392) loss_bbox_dn_1: 0.1737 (0.1764) loss_bbox_dn_2: 0.1604 (0.1660) loss_bbox_dn_3: 0.1570 (0.1628) loss_bbox_dn_4: 0.1564 (0.1621) loss_bbox_dn_5: 0.1565 (0.1621) loss_bbox_dn_pre: 0.2444 (0.2452) loss_bbox_enc_0: 0.2275 (0.2192) loss_bbox_pre: 0.1833 (0.1846) loss_dfl: 0.9464 (0.9594) loss_fgl_aux_0: 0.9851 (0.9919) loss_fgl_aux_1: 0.9482 (0.9618) loss_fgl_aux_2: 0.9450 (0.9595) loss_fgl_aux_3: 0.9467 (0.9595) loss_fgl_aux_4: 0.9462 (0.9594) loss_fgl_dn_0: 1.0851 (1.0869) loss_fgl_dn_1: 0.9774 (0.9827) loss_fgl_dn_2: 0.9647 (0.9736) loss_fgl_dn_3: 0.9669 (0.9744) loss_fgl_dn_4: 0.9671 (0.9748) loss_fgl_dn_5: 0.9671 (0.9748) loss_giou: 0.4970 (0.5559) loss_giou_aux_0: 0.5259 (0.5815) loss_giou_aux_1: 0.5030 (0.5616) loss_giou_aux_2: 0.4993 (0.5569) loss_giou_aux_3: 0.4974 (0.5560) loss_giou_aux_4: 0.4972 (0.5559) loss_giou_dn_0: 0.5325 (0.5625) loss_giou_dn_1: 0.4237 (0.4502) loss_giou_dn_2: 0.4049 (0.4333) loss_giou_dn_3: 0.3998 (0.4286) loss_giou_dn_4: 0.3987 (0.4276) loss_giou_dn_5: 0.3986 (0.4276) loss_giou_dn_pre: 0.5331 (0.5617) loss_giou_enc_0: 0.5873 (0.6552) loss_giou_pre: 0.5217 (0.5799) loss_ddf_aux_0: 0.0534 (0.0532) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2538 (0.2518) loss_ddf_dn_1: 0.0321 (0.0332) loss_ddf_dn_2: 0.0071 (0.0073) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6545 (0.6548) loss_vfl_aux_0: 0.7229 (0.7253) loss_vfl_aux_1: 0.7054 (0.7011) loss_vfl_aux_2: 0.6937 (0.6828) loss_vfl_aux_3: 0.6593 (0.6658) loss_vfl_aux_4: 0.6478 (0.6566) loss_vfl_dn_0: 0.4902 (0.4861) loss_vfl_dn_1: 0.4171 (0.4188) loss_vfl_dn_2: 0.3998 (0.4030) loss_vfl_dn_3: 0.3909 (0.3949) loss_vfl_dn_4: 0.3899 (0.3920) loss_vfl_dn_5: 0.3894 (0.3915) loss_vfl_dn_pre: 0.4915 (0.4866) loss_vfl_enc_0: 0.7379 (0.7312) loss_vfl_pre: 0.7263 (0.7279) time: 0.8707 data: 0.0237 max mem: 9084 Epoch: [43] [1800/3696] eta: 0:24:06 lr: 0.000013 loss: 31.1110 (31.2922) loss_bbox: 0.1583 (0.1716) loss_bbox_aux_0: 0.1679 (0.1842) loss_bbox_aux_1: 0.1573 (0.1743) loss_bbox_aux_2: 0.1575 (0.1721) loss_bbox_aux_3: 0.1582 (0.1717) loss_bbox_aux_4: 0.1584 (0.1716) loss_bbox_dn_0: 0.2206 (0.2389) loss_bbox_dn_1: 0.1618 (0.1762) loss_bbox_dn_2: 0.1461 (0.1658) loss_bbox_dn_3: 0.1450 (0.1626) loss_bbox_dn_4: 0.1451 (0.1620) loss_bbox_dn_5: 0.1451 (0.1619) loss_bbox_dn_pre: 0.2261 (0.2449) loss_bbox_enc_0: 0.2074 (0.2191) loss_bbox_pre: 0.1689 (0.1845) loss_dfl: 0.9606 (0.9593) loss_fgl_aux_0: 1.0069 (0.9918) loss_fgl_aux_1: 0.9634 (0.9617) loss_fgl_aux_2: 0.9587 (0.9594) loss_fgl_aux_3: 0.9607 (0.9593) loss_fgl_aux_4: 0.9604 (0.9593) loss_fgl_dn_0: 1.0866 (1.0869) loss_fgl_dn_1: 0.9853 (0.9827) loss_fgl_dn_2: 0.9727 (0.9737) loss_fgl_dn_3: 0.9727 (0.9745) loss_fgl_dn_4: 0.9732 (0.9749) loss_fgl_dn_5: 0.9732 (0.9749) loss_giou: 0.5418 (0.5565) loss_giou_aux_0: 0.5748 (0.5822) loss_giou_aux_1: 0.5497 (0.5622) loss_giou_aux_2: 0.5421 (0.5575) loss_giou_aux_3: 0.5428 (0.5566) loss_giou_aux_4: 0.5420 (0.5565) loss_giou_dn_0: 0.5568 (0.5629) loss_giou_dn_1: 0.4433 (0.4505) loss_giou_dn_2: 0.4254 (0.4336) loss_giou_dn_3: 0.4203 (0.4289) loss_giou_dn_4: 0.4201 (0.4279) loss_giou_dn_5: 0.4201 (0.4279) loss_giou_dn_pre: 0.5550 (0.5621) loss_giou_enc_0: 0.6459 (0.6559) loss_giou_pre: 0.5745 (0.5806) loss_ddf_aux_0: 0.0512 (0.0531) loss_ddf_aux_1: 0.0075 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2397 (0.2515) loss_ddf_dn_1: 0.0302 (0.0331) loss_ddf_dn_2: 0.0061 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6591 (0.6543) loss_vfl_aux_0: 0.7385 (0.7251) loss_vfl_aux_1: 0.7064 (0.7008) loss_vfl_aux_2: 0.6960 (0.6824) loss_vfl_aux_3: 0.6689 (0.6653) loss_vfl_aux_4: 0.6610 (0.6561) loss_vfl_dn_0: 0.4832 (0.4860) loss_vfl_dn_1: 0.4161 (0.4189) loss_vfl_dn_2: 0.4005 (0.4031) loss_vfl_dn_3: 0.3934 (0.3949) loss_vfl_dn_4: 0.3909 (0.3920) loss_vfl_dn_5: 0.3903 (0.3915) loss_vfl_dn_pre: 0.4839 (0.4865) loss_vfl_enc_0: 0.7375 (0.7308) loss_vfl_pre: 0.7352 (0.7276) time: 0.7202 data: 0.0240 max mem: 9084 Epoch: [43] [1900/3696] eta: 0:22:49 lr: 0.000013 loss: 31.6670 (31.3031) loss_bbox: 0.1817 (0.1720) loss_bbox_aux_0: 0.1876 (0.1846) loss_bbox_aux_1: 0.1788 (0.1747) loss_bbox_aux_2: 0.1811 (0.1725) loss_bbox_aux_3: 0.1814 (0.1721) loss_bbox_aux_4: 0.1816 (0.1720) loss_bbox_dn_0: 0.2450 (0.2392) loss_bbox_dn_1: 0.1755 (0.1765) loss_bbox_dn_2: 0.1691 (0.1662) loss_bbox_dn_3: 0.1681 (0.1630) loss_bbox_dn_4: 0.1675 (0.1623) loss_bbox_dn_5: 0.1674 (0.1623) loss_bbox_dn_pre: 0.2482 (0.2452) loss_bbox_enc_0: 0.2282 (0.2195) loss_bbox_pre: 0.1870 (0.1849) loss_dfl: 0.9637 (0.9595) loss_fgl_aux_0: 0.9943 (0.9921) loss_fgl_aux_1: 0.9721 (0.9619) loss_fgl_aux_2: 0.9646 (0.9596) loss_fgl_aux_3: 0.9631 (0.9595) loss_fgl_aux_4: 0.9637 (0.9595) loss_fgl_dn_0: 1.0804 (1.0869) loss_fgl_dn_1: 0.9824 (0.9828) loss_fgl_dn_2: 0.9764 (0.9739) loss_fgl_dn_3: 0.9772 (0.9746) loss_fgl_dn_4: 0.9774 (0.9751) loss_fgl_dn_5: 0.9774 (0.9751) loss_giou: 0.5669 (0.5565) loss_giou_aux_0: 0.5972 (0.5822) loss_giou_aux_1: 0.5733 (0.5622) loss_giou_aux_2: 0.5701 (0.5575) loss_giou_aux_3: 0.5676 (0.5566) loss_giou_aux_4: 0.5672 (0.5565) loss_giou_dn_0: 0.5786 (0.5628) loss_giou_dn_1: 0.4778 (0.4506) loss_giou_dn_2: 0.4601 (0.4336) loss_giou_dn_3: 0.4568 (0.4290) loss_giou_dn_4: 0.4562 (0.4280) loss_giou_dn_5: 0.4562 (0.4280) loss_giou_dn_pre: 0.5786 (0.5620) loss_giou_enc_0: 0.6774 (0.6561) loss_giou_pre: 0.5970 (0.5806) loss_ddf_aux_0: 0.0511 (0.0531) loss_ddf_aux_1: 0.0078 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2380 (0.2515) loss_ddf_dn_1: 0.0320 (0.0331) loss_ddf_dn_2: 0.0062 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6685 (0.6546) loss_vfl_aux_0: 0.7184 (0.7254) loss_vfl_aux_1: 0.6965 (0.7012) loss_vfl_aux_2: 0.6844 (0.6828) loss_vfl_aux_3: 0.6805 (0.6656) loss_vfl_aux_4: 0.6642 (0.6564) loss_vfl_dn_0: 0.4866 (0.4861) loss_vfl_dn_1: 0.4250 (0.4190) loss_vfl_dn_2: 0.4086 (0.4033) loss_vfl_dn_3: 0.4000 (0.3951) loss_vfl_dn_4: 0.3955 (0.3922) loss_vfl_dn_5: 0.3967 (0.3916) loss_vfl_dn_pre: 0.4873 (0.4867) loss_vfl_enc_0: 0.7245 (0.7308) loss_vfl_pre: 0.7162 (0.7279) time: 0.7575 data: 0.0327 max mem: 9084 Epoch: [43] [2000/3696] eta: 0:21:33 lr: 0.000013 loss: 31.5098 (31.2907) loss_bbox: 0.1562 (0.1718) loss_bbox_aux_0: 0.1670 (0.1845) loss_bbox_aux_1: 0.1572 (0.1745) loss_bbox_aux_2: 0.1563 (0.1723) loss_bbox_aux_3: 0.1566 (0.1719) loss_bbox_aux_4: 0.1563 (0.1718) loss_bbox_dn_0: 0.2276 (0.2391) loss_bbox_dn_1: 0.1665 (0.1764) loss_bbox_dn_2: 0.1534 (0.1660) loss_bbox_dn_3: 0.1492 (0.1628) loss_bbox_dn_4: 0.1491 (0.1621) loss_bbox_dn_5: 0.1492 (0.1621) loss_bbox_dn_pre: 0.2323 (0.2451) loss_bbox_enc_0: 0.1989 (0.2194) loss_bbox_pre: 0.1669 (0.1847) loss_dfl: 0.9782 (0.9598) loss_fgl_aux_0: 1.0100 (0.9926) loss_fgl_aux_1: 0.9826 (0.9622) loss_fgl_aux_2: 0.9796 (0.9599) loss_fgl_aux_3: 0.9777 (0.9598) loss_fgl_aux_4: 0.9781 (0.9598) loss_fgl_dn_0: 1.0897 (1.0870) loss_fgl_dn_1: 0.9852 (0.9827) loss_fgl_dn_2: 0.9799 (0.9737) loss_fgl_dn_3: 0.9802 (0.9745) loss_fgl_dn_4: 0.9802 (0.9749) loss_fgl_dn_5: 0.9802 (0.9749) loss_giou: 0.5513 (0.5555) loss_giou_aux_0: 0.5761 (0.5813) loss_giou_aux_1: 0.5547 (0.5612) loss_giou_aux_2: 0.5523 (0.5565) loss_giou_aux_3: 0.5517 (0.5556) loss_giou_aux_4: 0.5515 (0.5555) loss_giou_dn_0: 0.5574 (0.5623) loss_giou_dn_1: 0.4439 (0.4500) loss_giou_dn_2: 0.4290 (0.4331) loss_giou_dn_3: 0.4243 (0.4284) loss_giou_dn_4: 0.4241 (0.4274) loss_giou_dn_5: 0.4241 (0.4274) loss_giou_dn_pre: 0.5571 (0.5616) loss_giou_enc_0: 0.6499 (0.6553) loss_giou_pre: 0.5768 (0.5797) loss_ddf_aux_0: 0.0563 (0.0534) loss_ddf_aux_1: 0.0077 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2583 (0.2518) loss_ddf_dn_1: 0.0330 (0.0331) loss_ddf_dn_2: 0.0072 (0.0072) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6444 (0.6545) loss_vfl_aux_0: 0.7033 (0.7252) loss_vfl_aux_1: 0.7036 (0.7013) loss_vfl_aux_2: 0.6815 (0.6828) loss_vfl_aux_3: 0.6627 (0.6655) loss_vfl_aux_4: 0.6552 (0.6564) loss_vfl_dn_0: 0.4839 (0.4862) loss_vfl_dn_1: 0.4219 (0.4190) loss_vfl_dn_2: 0.4073 (0.4032) loss_vfl_dn_3: 0.3992 (0.3950) loss_vfl_dn_4: 0.3974 (0.3921) loss_vfl_dn_5: 0.3965 (0.3915) loss_vfl_dn_pre: 0.4843 (0.4867) loss_vfl_enc_0: 0.7072 (0.7309) loss_vfl_pre: 0.7059 (0.7277) time: 0.7547 data: 0.0283 max mem: 9084 Epoch: [43] [2100/3696] eta: 0:20:16 lr: 0.000013 loss: 31.7691 (31.3006) loss_bbox: 0.1794 (0.1719) loss_bbox_aux_0: 0.1905 (0.1845) loss_bbox_aux_1: 0.1826 (0.1745) loss_bbox_aux_2: 0.1805 (0.1724) loss_bbox_aux_3: 0.1796 (0.1720) loss_bbox_aux_4: 0.1794 (0.1719) loss_bbox_dn_0: 0.2132 (0.2390) loss_bbox_dn_1: 0.1663 (0.1763) loss_bbox_dn_2: 0.1584 (0.1660) loss_bbox_dn_3: 0.1548 (0.1628) loss_bbox_dn_4: 0.1544 (0.1621) loss_bbox_dn_5: 0.1544 (0.1621) loss_bbox_dn_pre: 0.2199 (0.2449) loss_bbox_enc_0: 0.2234 (0.2195) loss_bbox_pre: 0.1908 (0.1848) loss_dfl: 0.9745 (0.9598) loss_fgl_aux_0: 1.0006 (0.9925) loss_fgl_aux_1: 0.9740 (0.9622) loss_fgl_aux_2: 0.9742 (0.9599) loss_fgl_aux_3: 0.9743 (0.9598) loss_fgl_aux_4: 0.9743 (0.9598) loss_fgl_dn_0: 1.0827 (1.0868) loss_fgl_dn_1: 0.9889 (0.9828) loss_fgl_dn_2: 0.9888 (0.9738) loss_fgl_dn_3: 0.9901 (0.9746) loss_fgl_dn_4: 0.9901 (0.9750) loss_fgl_dn_5: 0.9902 (0.9750) loss_giou: 0.5873 (0.5564) loss_giou_aux_0: 0.6101 (0.5822) loss_giou_aux_1: 0.5921 (0.5620) loss_giou_aux_2: 0.5891 (0.5573) loss_giou_aux_3: 0.5876 (0.5565) loss_giou_aux_4: 0.5876 (0.5564) loss_giou_dn_0: 0.5931 (0.5628) loss_giou_dn_1: 0.4816 (0.4505) loss_giou_dn_2: 0.4642 (0.4336) loss_giou_dn_3: 0.4578 (0.4289) loss_giou_dn_4: 0.4571 (0.4279) loss_giou_dn_5: 0.4571 (0.4279) loss_giou_dn_pre: 0.5901 (0.5621) loss_giou_enc_0: 0.6862 (0.6562) loss_giou_pre: 0.6060 (0.5806) loss_ddf_aux_0: 0.0482 (0.0535) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2405 (0.2515) loss_ddf_dn_1: 0.0326 (0.0331) loss_ddf_dn_2: 0.0076 (0.0072) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6604 (0.6546) loss_vfl_aux_0: 0.7157 (0.7251) loss_vfl_aux_1: 0.6938 (0.7012) loss_vfl_aux_2: 0.6732 (0.6826) loss_vfl_aux_3: 0.6652 (0.6655) loss_vfl_aux_4: 0.6569 (0.6563) loss_vfl_dn_0: 0.4896 (0.4861) loss_vfl_dn_1: 0.4239 (0.4190) loss_vfl_dn_2: 0.4104 (0.4033) loss_vfl_dn_3: 0.4023 (0.3951) loss_vfl_dn_4: 0.3983 (0.3921) loss_vfl_dn_5: 0.3984 (0.3916) loss_vfl_dn_pre: 0.4902 (0.4866) loss_vfl_enc_0: 0.7142 (0.7306) loss_vfl_pre: 0.7154 (0.7276) time: 0.7503 data: 0.0352 max mem: 9084 Epoch: [43] [2200/3696] eta: 0:18:59 lr: 0.000013 loss: 31.2277 (31.2961) loss_bbox: 0.1742 (0.1718) loss_bbox_aux_0: 0.1863 (0.1844) loss_bbox_aux_1: 0.1785 (0.1745) loss_bbox_aux_2: 0.1752 (0.1723) loss_bbox_aux_3: 0.1740 (0.1719) loss_bbox_aux_4: 0.1742 (0.1718) loss_bbox_dn_0: 0.2172 (0.2387) loss_bbox_dn_1: 0.1595 (0.1762) loss_bbox_dn_2: 0.1489 (0.1659) loss_bbox_dn_3: 0.1465 (0.1627) loss_bbox_dn_4: 0.1454 (0.1620) loss_bbox_dn_5: 0.1454 (0.1620) loss_bbox_dn_pre: 0.2238 (0.2447) loss_bbox_enc_0: 0.2152 (0.2194) loss_bbox_pre: 0.1861 (0.1847) loss_dfl: 0.9646 (0.9599) loss_fgl_aux_0: 1.0003 (0.9926) loss_fgl_aux_1: 0.9688 (0.9623) loss_fgl_aux_2: 0.9648 (0.9600) loss_fgl_aux_3: 0.9648 (0.9599) loss_fgl_aux_4: 0.9646 (0.9599) loss_fgl_dn_0: 1.0924 (1.0867) loss_fgl_dn_1: 0.9890 (0.9828) loss_fgl_dn_2: 0.9796 (0.9738) loss_fgl_dn_3: 0.9821 (0.9746) loss_fgl_dn_4: 0.9829 (0.9750) loss_fgl_dn_5: 0.9829 (0.9750) loss_giou: 0.5356 (0.5562) loss_giou_aux_0: 0.5636 (0.5820) loss_giou_aux_1: 0.5402 (0.5619) loss_giou_aux_2: 0.5348 (0.5572) loss_giou_aux_3: 0.5351 (0.5563) loss_giou_aux_4: 0.5356 (0.5562) loss_giou_dn_0: 0.5432 (0.5625) loss_giou_dn_1: 0.4358 (0.4503) loss_giou_dn_2: 0.4186 (0.4334) loss_giou_dn_3: 0.4165 (0.4288) loss_giou_dn_4: 0.4159 (0.4278) loss_giou_dn_5: 0.4162 (0.4278) loss_giou_dn_pre: 0.5435 (0.5618) loss_giou_enc_0: 0.6441 (0.6560) loss_giou_pre: 0.5615 (0.5804) loss_ddf_aux_0: 0.0546 (0.0535) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2431 (0.2512) loss_ddf_dn_1: 0.0344 (0.0331) loss_ddf_dn_2: 0.0074 (0.0072) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6274 (0.6546) loss_vfl_aux_0: 0.7001 (0.7252) loss_vfl_aux_1: 0.6658 (0.7013) loss_vfl_aux_2: 0.6492 (0.6828) loss_vfl_aux_3: 0.6411 (0.6657) loss_vfl_aux_4: 0.6291 (0.6563) loss_vfl_dn_0: 0.4810 (0.4861) loss_vfl_dn_1: 0.4147 (0.4189) loss_vfl_dn_2: 0.3992 (0.4032) loss_vfl_dn_3: 0.3902 (0.3950) loss_vfl_dn_4: 0.3875 (0.3921) loss_vfl_dn_5: 0.3856 (0.3915) loss_vfl_dn_pre: 0.4802 (0.4866) loss_vfl_enc_0: 0.7147 (0.7308) loss_vfl_pre: 0.7003 (0.7276) time: 0.7621 data: 0.0301 max mem: 9084 Epoch: [43] [2300/3696] eta: 0:17:42 lr: 0.000013 loss: 31.6014 (31.2963) loss_bbox: 0.1654 (0.1718) loss_bbox_aux_0: 0.1781 (0.1844) loss_bbox_aux_1: 0.1703 (0.1745) loss_bbox_aux_2: 0.1676 (0.1723) loss_bbox_aux_3: 0.1657 (0.1719) loss_bbox_aux_4: 0.1655 (0.1718) loss_bbox_dn_0: 0.2348 (0.2386) loss_bbox_dn_1: 0.1754 (0.1761) loss_bbox_dn_2: 0.1674 (0.1658) loss_bbox_dn_3: 0.1665 (0.1626) loss_bbox_dn_4: 0.1652 (0.1619) loss_bbox_dn_5: 0.1652 (0.1619) loss_bbox_dn_pre: 0.2408 (0.2446) loss_bbox_enc_0: 0.2205 (0.2194) loss_bbox_pre: 0.1771 (0.1846) loss_dfl: 0.9833 (0.9602) loss_fgl_aux_0: 1.0141 (0.9929) loss_fgl_aux_1: 0.9850 (0.9626) loss_fgl_aux_2: 0.9826 (0.9603) loss_fgl_aux_3: 0.9833 (0.9602) loss_fgl_aux_4: 0.9833 (0.9602) loss_fgl_dn_0: 1.0822 (1.0867) loss_fgl_dn_1: 0.9776 (0.9828) loss_fgl_dn_2: 0.9676 (0.9738) loss_fgl_dn_3: 0.9714 (0.9745) loss_fgl_dn_4: 0.9718 (0.9750) loss_fgl_dn_5: 0.9718 (0.9750) loss_giou: 0.5319 (0.5559) loss_giou_aux_0: 0.5673 (0.5817) loss_giou_aux_1: 0.5374 (0.5616) loss_giou_aux_2: 0.5369 (0.5569) loss_giou_aux_3: 0.5327 (0.5560) loss_giou_aux_4: 0.5318 (0.5559) loss_giou_dn_0: 0.5765 (0.5624) loss_giou_dn_1: 0.4600 (0.4503) loss_giou_dn_2: 0.4396 (0.4333) loss_giou_dn_3: 0.4395 (0.4287) loss_giou_dn_4: 0.4388 (0.4277) loss_giou_dn_5: 0.4390 (0.4277) loss_giou_dn_pre: 0.5741 (0.5617) loss_giou_enc_0: 0.6477 (0.6558) loss_giou_pre: 0.5637 (0.5801) loss_ddf_aux_0: 0.0506 (0.0535) loss_ddf_aux_1: 0.0076 (0.0074) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2275 (0.2512) loss_ddf_dn_1: 0.0318 (0.0331) loss_ddf_dn_2: 0.0075 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6672 (0.6549) loss_vfl_aux_0: 0.7437 (0.7254) loss_vfl_aux_1: 0.7113 (0.7015) loss_vfl_aux_2: 0.6987 (0.6830) loss_vfl_aux_3: 0.6777 (0.6660) loss_vfl_aux_4: 0.6711 (0.6566) loss_vfl_dn_0: 0.4910 (0.4861) loss_vfl_dn_1: 0.4201 (0.4189) loss_vfl_dn_2: 0.4030 (0.4031) loss_vfl_dn_3: 0.3968 (0.3950) loss_vfl_dn_4: 0.3917 (0.3920) loss_vfl_dn_5: 0.3904 (0.3915) loss_vfl_dn_pre: 0.4913 (0.4866) loss_vfl_enc_0: 0.7500 (0.7309) loss_vfl_pre: 0.7376 (0.7279) time: 0.7409 data: 0.0246 max mem: 9084 Epoch: [43] [2400/3696] eta: 0:16:25 lr: 0.000013 loss: 31.0650 (31.2850) loss_bbox: 0.1636 (0.1716) loss_bbox_aux_0: 0.1813 (0.1843) loss_bbox_aux_1: 0.1692 (0.1743) loss_bbox_aux_2: 0.1645 (0.1722) loss_bbox_aux_3: 0.1638 (0.1717) loss_bbox_aux_4: 0.1636 (0.1717) loss_bbox_dn_0: 0.2358 (0.2384) loss_bbox_dn_1: 0.1671 (0.1759) loss_bbox_dn_2: 0.1616 (0.1656) loss_bbox_dn_3: 0.1574 (0.1624) loss_bbox_dn_4: 0.1558 (0.1617) loss_bbox_dn_5: 0.1558 (0.1617) loss_bbox_dn_pre: 0.2390 (0.2443) loss_bbox_enc_0: 0.2157 (0.2193) loss_bbox_pre: 0.1828 (0.1845) loss_dfl: 0.9732 (0.9602) loss_fgl_aux_0: 1.0030 (0.9930) loss_fgl_aux_1: 0.9755 (0.9626) loss_fgl_aux_2: 0.9722 (0.9603) loss_fgl_aux_3: 0.9727 (0.9602) loss_fgl_aux_4: 0.9732 (0.9602) loss_fgl_dn_0: 1.0917 (1.0867) loss_fgl_dn_1: 0.9825 (0.9828) loss_fgl_dn_2: 0.9713 (0.9738) loss_fgl_dn_3: 0.9741 (0.9745) loss_fgl_dn_4: 0.9749 (0.9750) loss_fgl_dn_5: 0.9749 (0.9750) loss_giou: 0.5045 (0.5556) loss_giou_aux_0: 0.5377 (0.5814) loss_giou_aux_1: 0.5098 (0.5612) loss_giou_aux_2: 0.5082 (0.5566) loss_giou_aux_3: 0.5041 (0.5557) loss_giou_aux_4: 0.5044 (0.5556) loss_giou_dn_0: 0.5308 (0.5621) loss_giou_dn_1: 0.4257 (0.4500) loss_giou_dn_2: 0.4129 (0.4331) loss_giou_dn_3: 0.4058 (0.4284) loss_giou_dn_4: 0.4042 (0.4274) loss_giou_dn_5: 0.4040 (0.4274) loss_giou_dn_pre: 0.5319 (0.5613) loss_giou_enc_0: 0.6153 (0.6555) loss_giou_pre: 0.5391 (0.5798) loss_ddf_aux_0: 0.0525 (0.0535) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2444 (0.2511) loss_ddf_dn_1: 0.0301 (0.0331) loss_ddf_dn_2: 0.0063 (0.0072) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6496 (0.6546) loss_vfl_aux_0: 0.7206 (0.7247) loss_vfl_aux_1: 0.7032 (0.7010) loss_vfl_aux_2: 0.6739 (0.6824) loss_vfl_aux_3: 0.6605 (0.6657) loss_vfl_aux_4: 0.6573 (0.6563) loss_vfl_dn_0: 0.4922 (0.4860) loss_vfl_dn_1: 0.4232 (0.4189) loss_vfl_dn_2: 0.4047 (0.4031) loss_vfl_dn_3: 0.3940 (0.3949) loss_vfl_dn_4: 0.3911 (0.3920) loss_vfl_dn_5: 0.3907 (0.3915) loss_vfl_dn_pre: 0.4921 (0.4866) loss_vfl_enc_0: 0.7295 (0.7305) loss_vfl_pre: 0.7204 (0.7272) time: 0.6925 data: 0.0229 max mem: 9084 Epoch: [43] [2500/3696] eta: 0:15:08 lr: 0.000013 loss: 31.2936 (31.2821) loss_bbox: 0.1708 (0.1717) loss_bbox_aux_0: 0.1835 (0.1843) loss_bbox_aux_1: 0.1737 (0.1744) loss_bbox_aux_2: 0.1718 (0.1722) loss_bbox_aux_3: 0.1710 (0.1718) loss_bbox_aux_4: 0.1709 (0.1717) loss_bbox_dn_0: 0.2232 (0.2385) loss_bbox_dn_1: 0.1657 (0.1760) loss_bbox_dn_2: 0.1578 (0.1657) loss_bbox_dn_3: 0.1552 (0.1625) loss_bbox_dn_4: 0.1541 (0.1618) loss_bbox_dn_5: 0.1541 (0.1618) loss_bbox_dn_pre: 0.2270 (0.2444) loss_bbox_enc_0: 0.2258 (0.2193) loss_bbox_pre: 0.1840 (0.1845) loss_dfl: 0.9659 (0.9602) loss_fgl_aux_0: 1.0020 (0.9929) loss_fgl_aux_1: 0.9721 (0.9626) loss_fgl_aux_2: 0.9674 (0.9603) loss_fgl_aux_3: 0.9665 (0.9602) loss_fgl_aux_4: 0.9661 (0.9602) loss_fgl_dn_0: 1.0898 (1.0867) loss_fgl_dn_1: 0.9907 (0.9827) loss_fgl_dn_2: 0.9807 (0.9737) loss_fgl_dn_3: 0.9812 (0.9744) loss_fgl_dn_4: 0.9819 (0.9749) loss_fgl_dn_5: 0.9820 (0.9749) loss_giou: 0.5327 (0.5552) loss_giou_aux_0: 0.5653 (0.5810) loss_giou_aux_1: 0.5401 (0.5608) loss_giou_aux_2: 0.5321 (0.5562) loss_giou_aux_3: 0.5327 (0.5553) loss_giou_aux_4: 0.5327 (0.5552) loss_giou_dn_0: 0.5534 (0.5618) loss_giou_dn_1: 0.4497 (0.4498) loss_giou_dn_2: 0.4319 (0.4329) loss_giou_dn_3: 0.4282 (0.4282) loss_giou_dn_4: 0.4273 (0.4272) loss_giou_dn_5: 0.4273 (0.4272) loss_giou_dn_pre: 0.5555 (0.5611) loss_giou_enc_0: 0.6472 (0.6552) loss_giou_pre: 0.5626 (0.5794) loss_ddf_aux_0: 0.0571 (0.0536) loss_ddf_aux_1: 0.0080 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2631 (0.2513) loss_ddf_dn_1: 0.0336 (0.0331) loss_ddf_dn_2: 0.0068 (0.0072) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6465 (0.6547) loss_vfl_aux_0: 0.7454 (0.7249) loss_vfl_aux_1: 0.7100 (0.7011) loss_vfl_aux_2: 0.6864 (0.6825) loss_vfl_aux_3: 0.6637 (0.6658) loss_vfl_aux_4: 0.6560 (0.6564) loss_vfl_dn_0: 0.4890 (0.4861) loss_vfl_dn_1: 0.4232 (0.4189) loss_vfl_dn_2: 0.4062 (0.4031) loss_vfl_dn_3: 0.3997 (0.3949) loss_vfl_dn_4: 0.3969 (0.3920) loss_vfl_dn_5: 0.3948 (0.3915) loss_vfl_dn_pre: 0.4896 (0.4866) loss_vfl_enc_0: 0.7283 (0.7306) loss_vfl_pre: 0.7442 (0.7274) time: 0.7534 data: 0.0288 max mem: 9084 Epoch: [43] [2600/3696] eta: 0:13:52 lr: 0.000013 loss: 31.7414 (31.2826) loss_bbox: 0.1669 (0.1716) loss_bbox_aux_0: 0.1842 (0.1842) loss_bbox_aux_1: 0.1716 (0.1742) loss_bbox_aux_2: 0.1673 (0.1721) loss_bbox_aux_3: 0.1668 (0.1717) loss_bbox_aux_4: 0.1668 (0.1716) loss_bbox_dn_0: 0.2341 (0.2383) loss_bbox_dn_1: 0.1720 (0.1759) loss_bbox_dn_2: 0.1609 (0.1656) loss_bbox_dn_3: 0.1587 (0.1624) loss_bbox_dn_4: 0.1588 (0.1617) loss_bbox_dn_5: 0.1587 (0.1617) loss_bbox_dn_pre: 0.2404 (0.2443) loss_bbox_enc_0: 0.2236 (0.2192) loss_bbox_pre: 0.1859 (0.1844) loss_dfl: 0.9588 (0.9602) loss_fgl_aux_0: 0.9920 (0.9930) loss_fgl_aux_1: 0.9593 (0.9627) loss_fgl_aux_2: 0.9580 (0.9604) loss_fgl_aux_3: 0.9587 (0.9603) loss_fgl_aux_4: 0.9588 (0.9602) loss_fgl_dn_0: 1.0870 (1.0867) loss_fgl_dn_1: 0.9862 (0.9828) loss_fgl_dn_2: 0.9821 (0.9738) loss_fgl_dn_3: 0.9829 (0.9745) loss_fgl_dn_4: 0.9828 (0.9750) loss_fgl_dn_5: 0.9828 (0.9750) loss_giou: 0.5820 (0.5553) loss_giou_aux_0: 0.6103 (0.5811) loss_giou_aux_1: 0.5916 (0.5609) loss_giou_aux_2: 0.5844 (0.5563) loss_giou_aux_3: 0.5823 (0.5554) loss_giou_aux_4: 0.5818 (0.5553) loss_giou_dn_0: 0.5802 (0.5618) loss_giou_dn_1: 0.4730 (0.4498) loss_giou_dn_2: 0.4580 (0.4329) loss_giou_dn_3: 0.4504 (0.4282) loss_giou_dn_4: 0.4494 (0.4272) loss_giou_dn_5: 0.4494 (0.4272) loss_giou_dn_pre: 0.5781 (0.5611) loss_giou_enc_0: 0.6828 (0.6554) loss_giou_pre: 0.6082 (0.5795) loss_ddf_aux_0: 0.0515 (0.0536) loss_ddf_aux_1: 0.0065 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2365 (0.2515) loss_ddf_dn_1: 0.0303 (0.0332) loss_ddf_dn_2: 0.0073 (0.0072) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6546 (0.6549) loss_vfl_aux_0: 0.7216 (0.7246) loss_vfl_aux_1: 0.6982 (0.7011) loss_vfl_aux_2: 0.6837 (0.6826) loss_vfl_aux_3: 0.6609 (0.6659) loss_vfl_aux_4: 0.6533 (0.6565) loss_vfl_dn_0: 0.4903 (0.4861) loss_vfl_dn_1: 0.4196 (0.4189) loss_vfl_dn_2: 0.4094 (0.4031) loss_vfl_dn_3: 0.3983 (0.3949) loss_vfl_dn_4: 0.3954 (0.3920) loss_vfl_dn_5: 0.3958 (0.3915) loss_vfl_dn_pre: 0.4904 (0.4866) loss_vfl_enc_0: 0.7352 (0.7304) loss_vfl_pre: 0.7223 (0.7271) time: 0.7703 data: 0.0254 max mem: 9084 Epoch: [43] [2700/3696] eta: 0:12:36 lr: 0.000013 loss: 31.1048 (31.2843) loss_bbox: 0.1720 (0.1717) loss_bbox_aux_0: 0.1819 (0.1842) loss_bbox_aux_1: 0.1743 (0.1744) loss_bbox_aux_2: 0.1720 (0.1722) loss_bbox_aux_3: 0.1719 (0.1718) loss_bbox_aux_4: 0.1719 (0.1717) loss_bbox_dn_0: 0.2323 (0.2384) loss_bbox_dn_1: 0.1767 (0.1760) loss_bbox_dn_2: 0.1664 (0.1657) loss_bbox_dn_3: 0.1606 (0.1624) loss_bbox_dn_4: 0.1582 (0.1617) loss_bbox_dn_5: 0.1582 (0.1617) loss_bbox_dn_pre: 0.2422 (0.2444) loss_bbox_enc_0: 0.2147 (0.2192) loss_bbox_pre: 0.1830 (0.1845) loss_dfl: 0.9619 (0.9602) loss_fgl_aux_0: 0.9960 (0.9930) loss_fgl_aux_1: 0.9701 (0.9627) loss_fgl_aux_2: 0.9645 (0.9604) loss_fgl_aux_3: 0.9628 (0.9602) loss_fgl_aux_4: 0.9620 (0.9602) loss_fgl_dn_0: 1.0777 (1.0867) loss_fgl_dn_1: 0.9732 (0.9827) loss_fgl_dn_2: 0.9649 (0.9737) loss_fgl_dn_3: 0.9674 (0.9744) loss_fgl_dn_4: 0.9678 (0.9749) loss_fgl_dn_5: 0.9678 (0.9749) loss_giou: 0.5477 (0.5554) loss_giou_aux_0: 0.5607 (0.5811) loss_giou_aux_1: 0.5482 (0.5610) loss_giou_aux_2: 0.5482 (0.5563) loss_giou_aux_3: 0.5472 (0.5555) loss_giou_aux_4: 0.5475 (0.5554) loss_giou_dn_0: 0.5575 (0.5620) loss_giou_dn_1: 0.4521 (0.4499) loss_giou_dn_2: 0.4327 (0.4329) loss_giou_dn_3: 0.4268 (0.4283) loss_giou_dn_4: 0.4263 (0.4272) loss_giou_dn_5: 0.4263 (0.4272) loss_giou_dn_pre: 0.5564 (0.5612) loss_giou_enc_0: 0.6301 (0.6553) loss_giou_pre: 0.5572 (0.5795) loss_ddf_aux_0: 0.0511 (0.0536) loss_ddf_aux_1: 0.0067 (0.0074) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2297 (0.2517) loss_ddf_dn_1: 0.0317 (0.0332) loss_ddf_dn_2: 0.0064 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6459 (0.6548) loss_vfl_aux_0: 0.7086 (0.7247) loss_vfl_aux_1: 0.6919 (0.7013) loss_vfl_aux_2: 0.6613 (0.6825) loss_vfl_aux_3: 0.6514 (0.6658) loss_vfl_aux_4: 0.6487 (0.6565) loss_vfl_dn_0: 0.4809 (0.4861) loss_vfl_dn_1: 0.4106 (0.4189) loss_vfl_dn_2: 0.3939 (0.4031) loss_vfl_dn_3: 0.3859 (0.3949) loss_vfl_dn_4: 0.3836 (0.3920) loss_vfl_dn_5: 0.3815 (0.3915) loss_vfl_dn_pre: 0.4803 (0.4866) loss_vfl_enc_0: 0.7231 (0.7305) loss_vfl_pre: 0.7141 (0.7273) time: 0.7521 data: 0.0252 max mem: 9084 Epoch: [43] [2800/3696] eta: 0:11:21 lr: 0.000013 loss: 30.5095 (31.2818) loss_bbox: 0.1677 (0.1715) loss_bbox_aux_0: 0.1836 (0.1841) loss_bbox_aux_1: 0.1702 (0.1742) loss_bbox_aux_2: 0.1688 (0.1721) loss_bbox_aux_3: 0.1678 (0.1716) loss_bbox_aux_4: 0.1677 (0.1715) loss_bbox_dn_0: 0.2354 (0.2382) loss_bbox_dn_1: 0.1746 (0.1757) loss_bbox_dn_2: 0.1667 (0.1654) loss_bbox_dn_3: 0.1661 (0.1622) loss_bbox_dn_4: 0.1654 (0.1615) loss_bbox_dn_5: 0.1652 (0.1615) loss_bbox_dn_pre: 0.2502 (0.2441) loss_bbox_enc_0: 0.2222 (0.2190) loss_bbox_pre: 0.1838 (0.1843) loss_dfl: 0.9723 (0.9600) loss_fgl_aux_0: 1.0053 (0.9927) loss_fgl_aux_1: 0.9738 (0.9624) loss_fgl_aux_2: 0.9712 (0.9601) loss_fgl_aux_3: 0.9726 (0.9600) loss_fgl_aux_4: 0.9723 (0.9600) loss_fgl_dn_0: 1.0805 (1.0867) loss_fgl_dn_1: 0.9799 (0.9828) loss_fgl_dn_2: 0.9734 (0.9738) loss_fgl_dn_3: 0.9751 (0.9745) loss_fgl_dn_4: 0.9756 (0.9750) loss_fgl_dn_5: 0.9756 (0.9750) loss_giou: 0.5154 (0.5559) loss_giou_aux_0: 0.5401 (0.5817) loss_giou_aux_1: 0.5287 (0.5616) loss_giou_aux_2: 0.5219 (0.5569) loss_giou_aux_3: 0.5176 (0.5560) loss_giou_aux_4: 0.5163 (0.5559) loss_giou_dn_0: 0.5454 (0.5622) loss_giou_dn_1: 0.4285 (0.4500) loss_giou_dn_2: 0.4120 (0.4331) loss_giou_dn_3: 0.3978 (0.4284) loss_giou_dn_4: 0.3964 (0.4274) loss_giou_dn_5: 0.3964 (0.4274) loss_giou_dn_pre: 0.5448 (0.5614) loss_giou_enc_0: 0.5985 (0.6558) loss_giou_pre: 0.5409 (0.5801) loss_ddf_aux_0: 0.0487 (0.0535) loss_ddf_aux_1: 0.0067 (0.0073) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2471 (0.2517) loss_ddf_dn_1: 0.0324 (0.0332) loss_ddf_dn_2: 0.0074 (0.0072) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6553 (0.6544) loss_vfl_aux_0: 0.6944 (0.7241) loss_vfl_aux_1: 0.6852 (0.7007) loss_vfl_aux_2: 0.6771 (0.6820) loss_vfl_aux_3: 0.6650 (0.6654) loss_vfl_aux_4: 0.6549 (0.6561) loss_vfl_dn_0: 0.4832 (0.4861) loss_vfl_dn_1: 0.4066 (0.4189) loss_vfl_dn_2: 0.3908 (0.4031) loss_vfl_dn_3: 0.3847 (0.3949) loss_vfl_dn_4: 0.3825 (0.3920) loss_vfl_dn_5: 0.3813 (0.3914) loss_vfl_dn_pre: 0.4846 (0.4866) loss_vfl_enc_0: 0.7267 (0.7300) loss_vfl_pre: 0.6967 (0.7266) time: 0.7316 data: 0.0258 max mem: 9084 Epoch: [43] [2900/3696] eta: 0:10:05 lr: 0.000013 loss: 31.1448 (31.2762) loss_bbox: 0.1628 (0.1714) loss_bbox_aux_0: 0.1774 (0.1839) loss_bbox_aux_1: 0.1678 (0.1741) loss_bbox_aux_2: 0.1630 (0.1720) loss_bbox_aux_3: 0.1633 (0.1715) loss_bbox_aux_4: 0.1629 (0.1714) loss_bbox_dn_0: 0.2215 (0.2379) loss_bbox_dn_1: 0.1587 (0.1755) loss_bbox_dn_2: 0.1490 (0.1652) loss_bbox_dn_3: 0.1439 (0.1620) loss_bbox_dn_4: 0.1431 (0.1613) loss_bbox_dn_5: 0.1431 (0.1613) loss_bbox_dn_pre: 0.2271 (0.2439) loss_bbox_enc_0: 0.2017 (0.2188) loss_bbox_pre: 0.1769 (0.1842) loss_dfl: 0.9742 (0.9602) loss_fgl_aux_0: 1.0095 (0.9929) loss_fgl_aux_1: 0.9742 (0.9626) loss_fgl_aux_2: 0.9737 (0.9603) loss_fgl_aux_3: 0.9739 (0.9602) loss_fgl_aux_4: 0.9741 (0.9602) loss_fgl_dn_0: 1.0935 (1.0868) loss_fgl_dn_1: 0.9915 (0.9829) loss_fgl_dn_2: 0.9827 (0.9739) loss_fgl_dn_3: 0.9832 (0.9746) loss_fgl_dn_4: 0.9838 (0.9751) loss_fgl_dn_5: 0.9838 (0.9751) loss_giou: 0.5378 (0.5557) loss_giou_aux_0: 0.5580 (0.5814) loss_giou_aux_1: 0.5429 (0.5613) loss_giou_aux_2: 0.5381 (0.5567) loss_giou_aux_3: 0.5383 (0.5558) loss_giou_aux_4: 0.5380 (0.5557) loss_giou_dn_0: 0.5507 (0.5619) loss_giou_dn_1: 0.4306 (0.4498) loss_giou_dn_2: 0.4173 (0.4328) loss_giou_dn_3: 0.4121 (0.4282) loss_giou_dn_4: 0.4105 (0.4271) loss_giou_dn_5: 0.4104 (0.4271) loss_giou_dn_pre: 0.5492 (0.5612) loss_giou_enc_0: 0.6246 (0.6555) loss_giou_pre: 0.5603 (0.5798) loss_ddf_aux_0: 0.0489 (0.0535) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2403 (0.2516) loss_ddf_dn_1: 0.0319 (0.0332) loss_ddf_dn_2: 0.0073 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6569 (0.6543) loss_vfl_aux_0: 0.7291 (0.7240) loss_vfl_aux_1: 0.7003 (0.7004) loss_vfl_aux_2: 0.6895 (0.6817) loss_vfl_aux_3: 0.6762 (0.6653) loss_vfl_aux_4: 0.6603 (0.6560) loss_vfl_dn_0: 0.4844 (0.4861) loss_vfl_dn_1: 0.4217 (0.4189) loss_vfl_dn_2: 0.4034 (0.4031) loss_vfl_dn_3: 0.3967 (0.3949) loss_vfl_dn_4: 0.3951 (0.3920) loss_vfl_dn_5: 0.3932 (0.3914) loss_vfl_dn_pre: 0.4847 (0.4866) loss_vfl_enc_0: 0.7378 (0.7298) loss_vfl_pre: 0.7316 (0.7265) time: 0.7650 data: 0.0319 max mem: 9084 Epoch: [43] [3000/3696] eta: 0:08:50 lr: 0.000013 loss: 31.3541 (31.2752) loss_bbox: 0.1570 (0.1714) loss_bbox_aux_0: 0.1769 (0.1840) loss_bbox_aux_1: 0.1620 (0.1741) loss_bbox_aux_2: 0.1588 (0.1720) loss_bbox_aux_3: 0.1573 (0.1715) loss_bbox_aux_4: 0.1571 (0.1715) loss_bbox_dn_0: 0.2424 (0.2381) loss_bbox_dn_1: 0.1868 (0.1757) loss_bbox_dn_2: 0.1757 (0.1654) loss_bbox_dn_3: 0.1716 (0.1622) loss_bbox_dn_4: 0.1701 (0.1615) loss_bbox_dn_5: 0.1701 (0.1615) loss_bbox_dn_pre: 0.2474 (0.2441) loss_bbox_enc_0: 0.2055 (0.2188) loss_bbox_pre: 0.1745 (0.1842) loss_dfl: 0.9854 (0.9603) loss_fgl_aux_0: 1.0164 (0.9930) loss_fgl_aux_1: 0.9869 (0.9628) loss_fgl_aux_2: 0.9858 (0.9605) loss_fgl_aux_3: 0.9861 (0.9604) loss_fgl_aux_4: 0.9854 (0.9604) loss_fgl_dn_0: 1.0866 (1.0869) loss_fgl_dn_1: 0.9819 (0.9828) loss_fgl_dn_2: 0.9751 (0.9739) loss_fgl_dn_3: 0.9754 (0.9746) loss_fgl_dn_4: 0.9759 (0.9751) loss_fgl_dn_5: 0.9758 (0.9751) loss_giou: 0.5120 (0.5552) loss_giou_aux_0: 0.5447 (0.5809) loss_giou_aux_1: 0.5226 (0.5609) loss_giou_aux_2: 0.5162 (0.5562) loss_giou_aux_3: 0.5130 (0.5553) loss_giou_aux_4: 0.5121 (0.5552) loss_giou_dn_0: 0.5556 (0.5617) loss_giou_dn_1: 0.4378 (0.4496) loss_giou_dn_2: 0.4213 (0.4326) loss_giou_dn_3: 0.4114 (0.4280) loss_giou_dn_4: 0.4105 (0.4269) loss_giou_dn_5: 0.4104 (0.4269) loss_giou_dn_pre: 0.5532 (0.5609) loss_giou_enc_0: 0.6168 (0.6549) loss_giou_pre: 0.5415 (0.5794) loss_ddf_aux_0: 0.0524 (0.0535) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2379 (0.2516) loss_ddf_dn_1: 0.0332 (0.0332) loss_ddf_dn_2: 0.0071 (0.0072) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6722 (0.6545) loss_vfl_aux_0: 0.7343 (0.7244) loss_vfl_aux_1: 0.6972 (0.7006) loss_vfl_aux_2: 0.6879 (0.6820) loss_vfl_aux_3: 0.6728 (0.6656) loss_vfl_aux_4: 0.6762 (0.6562) loss_vfl_dn_0: 0.4865 (0.4861) loss_vfl_dn_1: 0.4155 (0.4189) loss_vfl_dn_2: 0.4029 (0.4031) loss_vfl_dn_3: 0.3988 (0.3949) loss_vfl_dn_4: 0.3938 (0.3919) loss_vfl_dn_5: 0.3934 (0.3914) loss_vfl_dn_pre: 0.4881 (0.4866) loss_vfl_enc_0: 0.7239 (0.7301) loss_vfl_pre: 0.7333 (0.7268) time: 0.7312 data: 0.0240 max mem: 9084 Epoch: [43] [3100/3696] eta: 0:07:35 lr: 0.000013 loss: 31.2763 (31.2798) loss_bbox: 0.1631 (0.1714) loss_bbox_aux_0: 0.1738 (0.1839) loss_bbox_aux_1: 0.1644 (0.1741) loss_bbox_aux_2: 0.1637 (0.1719) loss_bbox_aux_3: 0.1630 (0.1715) loss_bbox_aux_4: 0.1630 (0.1714) loss_bbox_dn_0: 0.2163 (0.2380) loss_bbox_dn_1: 0.1572 (0.1757) loss_bbox_dn_2: 0.1462 (0.1654) loss_bbox_dn_3: 0.1451 (0.1621) loss_bbox_dn_4: 0.1451 (0.1614) loss_bbox_dn_5: 0.1452 (0.1614) loss_bbox_dn_pre: 0.2205 (0.2440) loss_bbox_enc_0: 0.2186 (0.2188) loss_bbox_pre: 0.1746 (0.1842) loss_dfl: 0.9806 (0.9603) loss_fgl_aux_0: 1.0024 (0.9929) loss_fgl_aux_1: 0.9778 (0.9627) loss_fgl_aux_2: 0.9792 (0.9604) loss_fgl_aux_3: 0.9794 (0.9603) loss_fgl_aux_4: 0.9804 (0.9603) loss_fgl_dn_0: 1.0876 (1.0869) loss_fgl_dn_1: 0.9798 (0.9828) loss_fgl_dn_2: 0.9710 (0.9739) loss_fgl_dn_3: 0.9715 (0.9746) loss_fgl_dn_4: 0.9717 (0.9751) loss_fgl_dn_5: 0.9717 (0.9751) loss_giou: 0.5465 (0.5554) loss_giou_aux_0: 0.5753 (0.5811) loss_giou_aux_1: 0.5570 (0.5610) loss_giou_aux_2: 0.5495 (0.5564) loss_giou_aux_3: 0.5475 (0.5555) loss_giou_aux_4: 0.5466 (0.5554) loss_giou_dn_0: 0.5756 (0.5618) loss_giou_dn_1: 0.4570 (0.4497) loss_giou_dn_2: 0.4393 (0.4328) loss_giou_dn_3: 0.4316 (0.4281) loss_giou_dn_4: 0.4295 (0.4271) loss_giou_dn_5: 0.4296 (0.4271) loss_giou_dn_pre: 0.5734 (0.5611) loss_giou_enc_0: 0.6518 (0.6551) loss_giou_pre: 0.5771 (0.5795) loss_ddf_aux_0: 0.0547 (0.0535) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2477 (0.2516) loss_ddf_dn_1: 0.0330 (0.0332) loss_ddf_dn_2: 0.0069 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6351 (0.6549) loss_vfl_aux_0: 0.7101 (0.7246) loss_vfl_aux_1: 0.6851 (0.7012) loss_vfl_aux_2: 0.6695 (0.6824) loss_vfl_aux_3: 0.6597 (0.6660) loss_vfl_aux_4: 0.6405 (0.6566) loss_vfl_dn_0: 0.4858 (0.4862) loss_vfl_dn_1: 0.4161 (0.4190) loss_vfl_dn_2: 0.3956 (0.4031) loss_vfl_dn_3: 0.3903 (0.3949) loss_vfl_dn_4: 0.3858 (0.3920) loss_vfl_dn_5: 0.3853 (0.3915) loss_vfl_dn_pre: 0.4852 (0.4867) loss_vfl_enc_0: 0.7325 (0.7304) loss_vfl_pre: 0.7126 (0.7271) time: 0.7835 data: 0.0361 max mem: 9084 Epoch: [43] [3200/3696] eta: 0:06:18 lr: 0.000013 loss: 31.7099 (31.2856) loss_bbox: 0.1661 (0.1714) loss_bbox_aux_0: 0.1816 (0.1839) loss_bbox_aux_1: 0.1682 (0.1741) loss_bbox_aux_2: 0.1658 (0.1719) loss_bbox_aux_3: 0.1662 (0.1715) loss_bbox_aux_4: 0.1662 (0.1714) loss_bbox_dn_0: 0.2357 (0.2377) loss_bbox_dn_1: 0.1637 (0.1755) loss_bbox_dn_2: 0.1570 (0.1652) loss_bbox_dn_3: 0.1518 (0.1620) loss_bbox_dn_4: 0.1510 (0.1613) loss_bbox_dn_5: 0.1510 (0.1613) loss_bbox_dn_pre: 0.2400 (0.2436) loss_bbox_enc_0: 0.2199 (0.2187) loss_bbox_pre: 0.1824 (0.1841) loss_dfl: 0.9590 (0.9602) loss_fgl_aux_0: 0.9981 (0.9927) loss_fgl_aux_1: 0.9592 (0.9626) loss_fgl_aux_2: 0.9580 (0.9603) loss_fgl_aux_3: 0.9593 (0.9602) loss_fgl_aux_4: 0.9589 (0.9602) loss_fgl_dn_0: 1.0926 (1.0868) loss_fgl_dn_1: 0.9850 (0.9829) loss_fgl_dn_2: 0.9771 (0.9739) loss_fgl_dn_3: 0.9803 (0.9747) loss_fgl_dn_4: 0.9814 (0.9751) loss_fgl_dn_5: 0.9814 (0.9751) loss_giou: 0.5765 (0.5562) loss_giou_aux_0: 0.6018 (0.5818) loss_giou_aux_1: 0.5730 (0.5618) loss_giou_aux_2: 0.5748 (0.5572) loss_giou_aux_3: 0.5755 (0.5563) loss_giou_aux_4: 0.5767 (0.5562) loss_giou_dn_0: 0.5685 (0.5622) loss_giou_dn_1: 0.4599 (0.4502) loss_giou_dn_2: 0.4373 (0.4333) loss_giou_dn_3: 0.4302 (0.4286) loss_giou_dn_4: 0.4271 (0.4276) loss_giou_dn_5: 0.4271 (0.4276) loss_giou_dn_pre: 0.5659 (0.5615) loss_giou_enc_0: 0.6764 (0.6559) loss_giou_pre: 0.6019 (0.5803) loss_ddf_aux_0: 0.0564 (0.0535) loss_ddf_aux_1: 0.0079 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2579 (0.2515) loss_ddf_dn_1: 0.0343 (0.0332) loss_ddf_dn_2: 0.0070 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6613 (0.6548) loss_vfl_aux_0: 0.7274 (0.7243) loss_vfl_aux_1: 0.7005 (0.7011) loss_vfl_aux_2: 0.7062 (0.6823) loss_vfl_aux_3: 0.6746 (0.6660) loss_vfl_aux_4: 0.6725 (0.6565) loss_vfl_dn_0: 0.4926 (0.4862) loss_vfl_dn_1: 0.4241 (0.4190) loss_vfl_dn_2: 0.4068 (0.4032) loss_vfl_dn_3: 0.4019 (0.3950) loss_vfl_dn_4: 0.3986 (0.3920) loss_vfl_dn_5: 0.3978 (0.3915) loss_vfl_dn_pre: 0.4929 (0.4867) loss_vfl_enc_0: 0.7185 (0.7302) loss_vfl_pre: 0.7195 (0.7268) time: 0.7591 data: 0.0300 max mem: 9084 Epoch: [43] [3300/3696] eta: 0:05:02 lr: 0.000013 loss: 31.3033 (31.2835) loss_bbox: 0.1684 (0.1714) loss_bbox_aux_0: 0.1790 (0.1839) loss_bbox_aux_1: 0.1702 (0.1741) loss_bbox_aux_2: 0.1693 (0.1720) loss_bbox_aux_3: 0.1686 (0.1715) loss_bbox_aux_4: 0.1685 (0.1714) loss_bbox_dn_0: 0.2151 (0.2377) loss_bbox_dn_1: 0.1570 (0.1754) loss_bbox_dn_2: 0.1467 (0.1651) loss_bbox_dn_3: 0.1445 (0.1619) loss_bbox_dn_4: 0.1442 (0.1612) loss_bbox_dn_5: 0.1443 (0.1612) loss_bbox_dn_pre: 0.2248 (0.2436) loss_bbox_enc_0: 0.2116 (0.2188) loss_bbox_pre: 0.1775 (0.1842) loss_dfl: 0.9489 (0.9599) loss_fgl_aux_0: 0.9794 (0.9925) loss_fgl_aux_1: 0.9514 (0.9624) loss_fgl_aux_2: 0.9478 (0.9601) loss_fgl_aux_3: 0.9490 (0.9600) loss_fgl_aux_4: 0.9488 (0.9599) loss_fgl_dn_0: 1.0844 (1.0868) loss_fgl_dn_1: 0.9823 (0.9828) loss_fgl_dn_2: 0.9731 (0.9739) loss_fgl_dn_3: 0.9735 (0.9746) loss_fgl_dn_4: 0.9745 (0.9751) loss_fgl_dn_5: 0.9746 (0.9751) loss_giou: 0.5665 (0.5564) loss_giou_aux_0: 0.5901 (0.5821) loss_giou_aux_1: 0.5727 (0.5621) loss_giou_aux_2: 0.5656 (0.5574) loss_giou_aux_3: 0.5658 (0.5565) loss_giou_aux_4: 0.5662 (0.5564) loss_giou_dn_0: 0.5696 (0.5623) loss_giou_dn_1: 0.4513 (0.4503) loss_giou_dn_2: 0.4384 (0.4333) loss_giou_dn_3: 0.4307 (0.4286) loss_giou_dn_4: 0.4291 (0.4276) loss_giou_dn_5: 0.4291 (0.4276) loss_giou_dn_pre: 0.5703 (0.5615) loss_giou_enc_0: 0.6602 (0.6561) loss_giou_pre: 0.5905 (0.5805) loss_ddf_aux_0: 0.0550 (0.0536) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2572 (0.2515) loss_ddf_dn_1: 0.0331 (0.0332) loss_ddf_dn_2: 0.0067 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6291 (0.6545) loss_vfl_aux_0: 0.7086 (0.7239) loss_vfl_aux_1: 0.6817 (0.7008) loss_vfl_aux_2: 0.6617 (0.6821) loss_vfl_aux_3: 0.6392 (0.6657) loss_vfl_aux_4: 0.6260 (0.6562) loss_vfl_dn_0: 0.4811 (0.4862) loss_vfl_dn_1: 0.4116 (0.4189) loss_vfl_dn_2: 0.3974 (0.4031) loss_vfl_dn_3: 0.3883 (0.3949) loss_vfl_dn_4: 0.3867 (0.3919) loss_vfl_dn_5: 0.3833 (0.3914) loss_vfl_dn_pre: 0.4816 (0.4867) loss_vfl_enc_0: 0.7012 (0.7298) loss_vfl_pre: 0.7118 (0.7264) time: 0.7682 data: 0.0276 max mem: 9084 Epoch: [43] [3400/3696] eta: 0:03:46 lr: 0.000013 loss: 31.0658 (31.2907) loss_bbox: 0.1620 (0.1715) loss_bbox_aux_0: 0.1775 (0.1839) loss_bbox_aux_1: 0.1660 (0.1741) loss_bbox_aux_2: 0.1635 (0.1720) loss_bbox_aux_3: 0.1626 (0.1716) loss_bbox_aux_4: 0.1621 (0.1715) loss_bbox_dn_0: 0.2400 (0.2376) loss_bbox_dn_1: 0.1705 (0.1754) loss_bbox_dn_2: 0.1600 (0.1651) loss_bbox_dn_3: 0.1572 (0.1619) loss_bbox_dn_4: 0.1549 (0.1612) loss_bbox_dn_5: 0.1549 (0.1612) loss_bbox_dn_pre: 0.2449 (0.2435) loss_bbox_enc_0: 0.2077 (0.2188) loss_bbox_pre: 0.1773 (0.1842) loss_dfl: 0.9609 (0.9603) loss_fgl_aux_0: 0.9956 (0.9928) loss_fgl_aux_1: 0.9617 (0.9627) loss_fgl_aux_2: 0.9604 (0.9604) loss_fgl_aux_3: 0.9611 (0.9603) loss_fgl_aux_4: 0.9608 (0.9603) loss_fgl_dn_0: 1.0838 (1.0869) loss_fgl_dn_1: 0.9876 (0.9830) loss_fgl_dn_2: 0.9790 (0.9740) loss_fgl_dn_3: 0.9794 (0.9748) loss_fgl_dn_4: 0.9795 (0.9752) loss_fgl_dn_5: 0.9795 (0.9752) loss_giou: 0.5109 (0.5565) loss_giou_aux_0: 0.5336 (0.5821) loss_giou_aux_1: 0.5167 (0.5621) loss_giou_aux_2: 0.5115 (0.5575) loss_giou_aux_3: 0.5113 (0.5566) loss_giou_aux_4: 0.5107 (0.5565) loss_giou_dn_0: 0.5617 (0.5625) loss_giou_dn_1: 0.4506 (0.4505) loss_giou_dn_2: 0.4305 (0.4335) loss_giou_dn_3: 0.4245 (0.4289) loss_giou_dn_4: 0.4226 (0.4278) loss_giou_dn_5: 0.4227 (0.4278) loss_giou_dn_pre: 0.5627 (0.5618) loss_giou_enc_0: 0.6021 (0.6562) loss_giou_pre: 0.5341 (0.5806) loss_ddf_aux_0: 0.0500 (0.0535) loss_ddf_aux_1: 0.0064 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2513 (0.2514) loss_ddf_dn_1: 0.0314 (0.0332) loss_ddf_dn_2: 0.0066 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6563 (0.6549) loss_vfl_aux_0: 0.7222 (0.7242) loss_vfl_aux_1: 0.7045 (0.7011) loss_vfl_aux_2: 0.6964 (0.6825) loss_vfl_aux_3: 0.6702 (0.6661) loss_vfl_aux_4: 0.6577 (0.6566) loss_vfl_dn_0: 0.4835 (0.4862) loss_vfl_dn_1: 0.4193 (0.4189) loss_vfl_dn_2: 0.4019 (0.4031) loss_vfl_dn_3: 0.3918 (0.3949) loss_vfl_dn_4: 0.3898 (0.3920) loss_vfl_dn_5: 0.3899 (0.3914) loss_vfl_dn_pre: 0.4847 (0.4867) loss_vfl_enc_0: 0.7371 (0.7300) loss_vfl_pre: 0.7240 (0.7267) time: 0.7578 data: 0.0278 max mem: 9084 Epoch: [43] [3500/3696] eta: 0:02:29 lr: 0.000013 loss: 31.5569 (31.2927) loss_bbox: 0.1729 (0.1715) loss_bbox_aux_0: 0.1839 (0.1839) loss_bbox_aux_1: 0.1773 (0.1741) loss_bbox_aux_2: 0.1725 (0.1720) loss_bbox_aux_3: 0.1731 (0.1716) loss_bbox_aux_4: 0.1730 (0.1715) loss_bbox_dn_0: 0.2244 (0.2375) loss_bbox_dn_1: 0.1636 (0.1753) loss_bbox_dn_2: 0.1528 (0.1650) loss_bbox_dn_3: 0.1514 (0.1618) loss_bbox_dn_4: 0.1511 (0.1611) loss_bbox_dn_5: 0.1510 (0.1611) loss_bbox_dn_pre: 0.2329 (0.2434) loss_bbox_enc_0: 0.2240 (0.2188) loss_bbox_pre: 0.1840 (0.1842) loss_dfl: 0.9516 (0.9601) loss_fgl_aux_0: 1.0003 (0.9926) loss_fgl_aux_1: 0.9549 (0.9625) loss_fgl_aux_2: 0.9524 (0.9602) loss_fgl_aux_3: 0.9526 (0.9601) loss_fgl_aux_4: 0.9517 (0.9601) loss_fgl_dn_0: 1.0816 (1.0868) loss_fgl_dn_1: 0.9765 (0.9829) loss_fgl_dn_2: 0.9677 (0.9740) loss_fgl_dn_3: 0.9679 (0.9747) loss_fgl_dn_4: 0.9683 (0.9752) loss_fgl_dn_5: 0.9684 (0.9752) loss_giou: 0.5370 (0.5569) loss_giou_aux_0: 0.5654 (0.5825) loss_giou_aux_1: 0.5407 (0.5625) loss_giou_aux_2: 0.5377 (0.5579) loss_giou_aux_3: 0.5371 (0.5570) loss_giou_aux_4: 0.5369 (0.5569) loss_giou_dn_0: 0.5652 (0.5628) loss_giou_dn_1: 0.4580 (0.4507) loss_giou_dn_2: 0.4438 (0.4338) loss_giou_dn_3: 0.4368 (0.4291) loss_giou_dn_4: 0.4357 (0.4281) loss_giou_dn_5: 0.4357 (0.4281) loss_giou_dn_pre: 0.5641 (0.5620) loss_giou_enc_0: 0.6334 (0.6566) loss_giou_pre: 0.5628 (0.5810) loss_ddf_aux_0: 0.0533 (0.0535) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2595 (0.2514) loss_ddf_dn_1: 0.0337 (0.0331) loss_ddf_dn_2: 0.0063 (0.0072) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6537 (0.6550) loss_vfl_aux_0: 0.7324 (0.7240) loss_vfl_aux_1: 0.6918 (0.7010) loss_vfl_aux_2: 0.6777 (0.6824) loss_vfl_aux_3: 0.6631 (0.6661) loss_vfl_aux_4: 0.6588 (0.6566) loss_vfl_dn_0: 0.4835 (0.4862) loss_vfl_dn_1: 0.4144 (0.4189) loss_vfl_dn_2: 0.3973 (0.4031) loss_vfl_dn_3: 0.3904 (0.3950) loss_vfl_dn_4: 0.3859 (0.3920) loss_vfl_dn_5: 0.3857 (0.3915) loss_vfl_dn_pre: 0.4846 (0.4867) loss_vfl_enc_0: 0.7203 (0.7297) loss_vfl_pre: 0.7328 (0.7264) time: 0.7173 data: 0.0239 max mem: 9084 Epoch: [43] [3600/3696] eta: 0:01:13 lr: 0.000013 loss: 30.6006 (31.2906) loss_bbox: 0.1487 (0.1715) loss_bbox_aux_0: 0.1609 (0.1840) loss_bbox_aux_1: 0.1527 (0.1742) loss_bbox_aux_2: 0.1501 (0.1721) loss_bbox_aux_3: 0.1484 (0.1716) loss_bbox_aux_4: 0.1487 (0.1715) loss_bbox_dn_0: 0.2125 (0.2377) loss_bbox_dn_1: 0.1584 (0.1754) loss_bbox_dn_2: 0.1512 (0.1651) loss_bbox_dn_3: 0.1477 (0.1619) loss_bbox_dn_4: 0.1455 (0.1612) loss_bbox_dn_5: 0.1455 (0.1612) loss_bbox_dn_pre: 0.2188 (0.2436) loss_bbox_enc_0: 0.1999 (0.2189) loss_bbox_pre: 0.1591 (0.1843) loss_dfl: 0.9561 (0.9601) loss_fgl_aux_0: 0.9928 (0.9926) loss_fgl_aux_1: 0.9633 (0.9625) loss_fgl_aux_2: 0.9565 (0.9602) loss_fgl_aux_3: 0.9564 (0.9601) loss_fgl_aux_4: 0.9561 (0.9601) loss_fgl_dn_0: 1.0792 (1.0868) loss_fgl_dn_1: 0.9818 (0.9829) loss_fgl_dn_2: 0.9736 (0.9740) loss_fgl_dn_3: 0.9735 (0.9747) loss_fgl_dn_4: 0.9741 (0.9752) loss_fgl_dn_5: 0.9741 (0.9752) loss_giou: 0.5470 (0.5566) loss_giou_aux_0: 0.5744 (0.5822) loss_giou_aux_1: 0.5495 (0.5622) loss_giou_aux_2: 0.5491 (0.5576) loss_giou_aux_3: 0.5479 (0.5567) loss_giou_aux_4: 0.5477 (0.5566) loss_giou_dn_0: 0.5547 (0.5625) loss_giou_dn_1: 0.4351 (0.4505) loss_giou_dn_2: 0.4214 (0.4335) loss_giou_dn_3: 0.4163 (0.4288) loss_giou_dn_4: 0.4154 (0.4278) loss_giou_dn_5: 0.4153 (0.4278) loss_giou_dn_pre: 0.5528 (0.5618) loss_giou_enc_0: 0.6474 (0.6563) loss_giou_pre: 0.5749 (0.5807) loss_ddf_aux_0: 0.0519 (0.0535) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2468 (0.2513) loss_ddf_dn_1: 0.0303 (0.0331) loss_ddf_dn_2: 0.0071 (0.0071) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6346 (0.6551) loss_vfl_aux_0: 0.7133 (0.7240) loss_vfl_aux_1: 0.6885 (0.7011) loss_vfl_aux_2: 0.6668 (0.6826) loss_vfl_aux_3: 0.6537 (0.6662) loss_vfl_aux_4: 0.6403 (0.6568) loss_vfl_dn_0: 0.4821 (0.4862) loss_vfl_dn_1: 0.4162 (0.4189) loss_vfl_dn_2: 0.4009 (0.4031) loss_vfl_dn_3: 0.3903 (0.3949) loss_vfl_dn_4: 0.3895 (0.3920) loss_vfl_dn_5: 0.3885 (0.3915) loss_vfl_dn_pre: 0.4834 (0.4867) loss_vfl_enc_0: 0.7314 (0.7298) loss_vfl_pre: 0.7177 (0.7265) time: 0.7617 data: 0.0268 max mem: 9084 Epoch: [43] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 31.6775 (31.2920) loss_bbox: 0.1688 (0.1715) loss_bbox_aux_0: 0.1846 (0.1840) loss_bbox_aux_1: 0.1715 (0.1742) loss_bbox_aux_2: 0.1708 (0.1721) loss_bbox_aux_3: 0.1691 (0.1716) loss_bbox_aux_4: 0.1688 (0.1716) loss_bbox_dn_0: 0.2463 (0.2377) loss_bbox_dn_1: 0.1767 (0.1755) loss_bbox_dn_2: 0.1698 (0.1652) loss_bbox_dn_3: 0.1666 (0.1620) loss_bbox_dn_4: 0.1656 (0.1613) loss_bbox_dn_5: 0.1655 (0.1613) loss_bbox_dn_pre: 0.2546 (0.2436) loss_bbox_enc_0: 0.2278 (0.2188) loss_bbox_pre: 0.1821 (0.1843) loss_dfl: 0.9746 (0.9602) loss_fgl_aux_0: 1.0063 (0.9926) loss_fgl_aux_1: 0.9793 (0.9626) loss_fgl_aux_2: 0.9742 (0.9603) loss_fgl_aux_3: 0.9744 (0.9602) loss_fgl_aux_4: 0.9745 (0.9602) loss_fgl_dn_0: 1.0873 (1.0867) loss_fgl_dn_1: 0.9895 (0.9828) loss_fgl_dn_2: 0.9821 (0.9739) loss_fgl_dn_3: 0.9819 (0.9747) loss_fgl_dn_4: 0.9822 (0.9751) loss_fgl_dn_5: 0.9822 (0.9751) loss_giou: 0.5453 (0.5565) loss_giou_aux_0: 0.5735 (0.5822) loss_giou_aux_1: 0.5518 (0.5622) loss_giou_aux_2: 0.5478 (0.5575) loss_giou_aux_3: 0.5457 (0.5566) loss_giou_aux_4: 0.5455 (0.5565) loss_giou_dn_0: 0.5524 (0.5625) loss_giou_dn_1: 0.4476 (0.4505) loss_giou_dn_2: 0.4313 (0.4336) loss_giou_dn_3: 0.4272 (0.4289) loss_giou_dn_4: 0.4267 (0.4279) loss_giou_dn_5: 0.4267 (0.4279) loss_giou_dn_pre: 0.5516 (0.5618) loss_giou_enc_0: 0.6389 (0.6562) loss_giou_pre: 0.5718 (0.5806) loss_ddf_aux_0: 0.0476 (0.0534) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2458 (0.2512) loss_ddf_dn_1: 0.0312 (0.0330) loss_ddf_dn_2: 0.0070 (0.0071) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6657 (0.6553) loss_vfl_aux_0: 0.7349 (0.7241) loss_vfl_aux_1: 0.7012 (0.7013) loss_vfl_aux_2: 0.6925 (0.6828) loss_vfl_aux_3: 0.6708 (0.6663) loss_vfl_aux_4: 0.6641 (0.6569) loss_vfl_dn_0: 0.4872 (0.4862) loss_vfl_dn_1: 0.4243 (0.4189) loss_vfl_dn_2: 0.4059 (0.4032) loss_vfl_dn_3: 0.3997 (0.3950) loss_vfl_dn_4: 0.3943 (0.3921) loss_vfl_dn_5: 0.3958 (0.3915) loss_vfl_dn_pre: 0.4882 (0.4867) loss_vfl_enc_0: 0.7297 (0.7298) loss_vfl_pre: 0.7357 (0.7266) time: 0.7414 data: 0.0261 max mem: 9084 Epoch: [43] Total time: 0:47:02 (0.7636 s / it) Averaged stats: lr: 0.000013 loss: 31.6775 (31.2920) loss_bbox: 0.1688 (0.1715) loss_bbox_aux_0: 0.1846 (0.1840) loss_bbox_aux_1: 0.1715 (0.1742) loss_bbox_aux_2: 0.1708 (0.1721) loss_bbox_aux_3: 0.1691 (0.1716) loss_bbox_aux_4: 0.1688 (0.1716) loss_bbox_dn_0: 0.2463 (0.2377) loss_bbox_dn_1: 0.1767 (0.1755) loss_bbox_dn_2: 0.1698 (0.1652) loss_bbox_dn_3: 0.1666 (0.1620) loss_bbox_dn_4: 0.1656 (0.1613) loss_bbox_dn_5: 0.1655 (0.1613) loss_bbox_dn_pre: 0.2546 (0.2436) loss_bbox_enc_0: 0.2278 (0.2188) loss_bbox_pre: 0.1821 (0.1843) loss_dfl: 0.9746 (0.9602) loss_fgl_aux_0: 1.0063 (0.9926) loss_fgl_aux_1: 0.9793 (0.9626) loss_fgl_aux_2: 0.9742 (0.9603) loss_fgl_aux_3: 0.9744 (0.9602) loss_fgl_aux_4: 0.9745 (0.9602) loss_fgl_dn_0: 1.0873 (1.0867) loss_fgl_dn_1: 0.9895 (0.9828) loss_fgl_dn_2: 0.9821 (0.9739) loss_fgl_dn_3: 0.9819 (0.9747) loss_fgl_dn_4: 0.9822 (0.9751) loss_fgl_dn_5: 0.9822 (0.9751) loss_giou: 0.5453 (0.5565) loss_giou_aux_0: 0.5735 (0.5822) loss_giou_aux_1: 0.5518 (0.5622) loss_giou_aux_2: 0.5478 (0.5575) loss_giou_aux_3: 0.5457 (0.5566) loss_giou_aux_4: 0.5455 (0.5565) loss_giou_dn_0: 0.5524 (0.5625) loss_giou_dn_1: 0.4476 (0.4505) loss_giou_dn_2: 0.4313 (0.4336) loss_giou_dn_3: 0.4272 (0.4289) loss_giou_dn_4: 0.4267 (0.4279) loss_giou_dn_5: 0.4267 (0.4279) loss_giou_dn_pre: 0.5516 (0.5618) loss_giou_enc_0: 0.6389 (0.6562) loss_giou_pre: 0.5718 (0.5806) loss_ddf_aux_0: 0.0476 (0.0534) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2458 (0.2512) loss_ddf_dn_1: 0.0312 (0.0330) loss_ddf_dn_2: 0.0070 (0.0071) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6657 (0.6553) loss_vfl_aux_0: 0.7349 (0.7241) loss_vfl_aux_1: 0.7012 (0.7013) loss_vfl_aux_2: 0.6925 (0.6828) loss_vfl_aux_3: 0.6708 (0.6663) loss_vfl_aux_4: 0.6641 (0.6569) loss_vfl_dn_0: 0.4872 (0.4862) loss_vfl_dn_1: 0.4243 (0.4189) loss_vfl_dn_2: 0.4059 (0.4032) loss_vfl_dn_3: 0.3997 (0.3950) loss_vfl_dn_4: 0.3943 (0.3921) loss_vfl_dn_5: 0.3958 (0.3915) loss_vfl_dn_pre: 0.4882 (0.4867) loss_vfl_enc_0: 0.7297 (0.7298) loss_vfl_pre: 0.7357 (0.7266) Test: [ 0/79] eta: 0:02:52 time: 2.1809 data: 1.5890 max mem: 9084 Test: [10/79] eta: 0:00:49 time: 0.7185 data: 0.2054 max mem: 9084 Test: [20/79] eta: 0:00:44 time: 0.6790 data: 0.0615 max mem: 9084 Test: [30/79] eta: 0:00:34 time: 0.6893 data: 0.0597 max mem: 9084 Test: [40/79] eta: 0:00:26 time: 0.5958 data: 0.0613 max mem: 9084 Test: [50/79] eta: 0:00:20 time: 0.7047 data: 0.0613 max mem: 9084 Test: [60/79] eta: 0:00:13 time: 0.7055 data: 0.0647 max mem: 9084 Test: [70/79] eta: 0:00:06 time: 0.5963 data: 0.0637 max mem: 9084 Test: [78/79] eta: 0:00:00 time: 0.5647 data: 0.0623 max mem: 9084 Test: Total time: 0:00:52 (0.6610 s / it) Averaged stats: Accumulating evaluation results... DONE (t=24.70s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.536 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.712 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.581 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.349 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.581 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.394 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.664 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.729 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.560 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.774 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 best_stat: {'epoch': 43, 'coco_eval_bbox': 0.535798383155191} Epoch: [44] [ 0/3696] eta: 2:23:01 lr: 0.000013 loss: 29.2268 (29.2268) loss_bbox: 0.1865 (0.1865) loss_bbox_aux_0: 0.1914 (0.1914) loss_bbox_aux_1: 0.1907 (0.1907) loss_bbox_aux_2: 0.1886 (0.1886) loss_bbox_aux_3: 0.1868 (0.1868) loss_bbox_aux_4: 0.1865 (0.1865) loss_bbox_dn_0: 0.2635 (0.2635) loss_bbox_dn_1: 0.1883 (0.1883) loss_bbox_dn_2: 0.1791 (0.1791) loss_bbox_dn_3: 0.1808 (0.1808) loss_bbox_dn_4: 0.1806 (0.1806) loss_bbox_dn_5: 0.1805 (0.1805) loss_bbox_dn_pre: 0.2712 (0.2712) loss_bbox_enc_0: 0.2441 (0.2441) loss_bbox_pre: 0.1925 (0.1925) loss_dfl: 1.0224 (1.0224) loss_fgl_aux_0: 1.0473 (1.0473) loss_fgl_aux_1: 1.0273 (1.0273) loss_fgl_aux_2: 1.0226 (1.0226) loss_fgl_aux_3: 1.0233 (1.0233) loss_fgl_aux_4: 1.0227 (1.0227) loss_fgl_dn_0: 1.1065 (1.1065) loss_fgl_dn_1: 0.9724 (0.9724) loss_fgl_dn_2: 0.9606 (0.9606) loss_fgl_dn_3: 0.9617 (0.9617) loss_fgl_dn_4: 0.9617 (0.9617) loss_fgl_dn_5: 0.9617 (0.9617) loss_giou: 0.3589 (0.3589) loss_giou_aux_0: 0.3760 (0.3760) loss_giou_aux_1: 0.3641 (0.3641) loss_giou_aux_2: 0.3608 (0.3608) loss_giou_aux_3: 0.3585 (0.3585) loss_giou_aux_4: 0.3585 (0.3585) loss_giou_dn_0: 0.4424 (0.4424) loss_giou_dn_1: 0.3358 (0.3358) loss_giou_dn_2: 0.3208 (0.3208) loss_giou_dn_3: 0.3202 (0.3202) loss_giou_dn_4: 0.3198 (0.3198) loss_giou_dn_5: 0.3198 (0.3198) loss_giou_dn_pre: 0.4395 (0.4395) loss_giou_enc_0: 0.4459 (0.4459) loss_giou_pre: 0.3750 (0.3750) loss_ddf_aux_0: 0.0393 (0.0393) loss_ddf_aux_1: 0.0052 (0.0052) loss_ddf_aux_2: 0.0011 (0.0011) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2404 (0.2404) loss_ddf_dn_1: 0.0287 (0.0287) loss_ddf_dn_2: 0.0058 (0.0058) loss_ddf_dn_3: 0.0005 (0.0005) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.6492 (0.6492) loss_vfl_aux_0: 0.7092 (0.7092) loss_vfl_aux_1: 0.6841 (0.6841) loss_vfl_aux_2: 0.6527 (0.6527) loss_vfl_aux_3: 0.6399 (0.6399) loss_vfl_aux_4: 0.6437 (0.6437) loss_vfl_dn_0: 0.4781 (0.4781) loss_vfl_dn_1: 0.3936 (0.3936) loss_vfl_dn_2: 0.3724 (0.3724) loss_vfl_dn_3: 0.3584 (0.3584) loss_vfl_dn_4: 0.3551 (0.3551) loss_vfl_dn_5: 0.3547 (0.3547) loss_vfl_dn_pre: 0.4785 (0.4785) loss_vfl_enc_0: 0.8118 (0.8118) loss_vfl_pre: 0.7268 (0.7268) time: 2.3219 data: 1.6188 max mem: 9084 Epoch: [44] [ 100/3696] eta: 0:45:28 lr: 0.000013 loss: 31.3866 (31.2777) loss_bbox: 0.1717 (0.1737) loss_bbox_aux_0: 0.1895 (0.1854) loss_bbox_aux_1: 0.1763 (0.1763) loss_bbox_aux_2: 0.1723 (0.1742) loss_bbox_aux_3: 0.1717 (0.1738) loss_bbox_aux_4: 0.1717 (0.1737) loss_bbox_dn_0: 0.2434 (0.2368) loss_bbox_dn_1: 0.1718 (0.1752) loss_bbox_dn_2: 0.1638 (0.1647) loss_bbox_dn_3: 0.1600 (0.1617) loss_bbox_dn_4: 0.1577 (0.1610) loss_bbox_dn_5: 0.1577 (0.1610) loss_bbox_dn_pre: 0.2475 (0.2427) loss_bbox_enc_0: 0.2215 (0.2191) loss_bbox_pre: 0.1870 (0.1857) loss_dfl: 0.9549 (0.9598) loss_fgl_aux_0: 0.9886 (0.9916) loss_fgl_aux_1: 0.9554 (0.9621) loss_fgl_aux_2: 0.9558 (0.9601) loss_fgl_aux_3: 0.9553 (0.9599) loss_fgl_aux_4: 0.9550 (0.9598) loss_fgl_dn_0: 1.0947 (1.0874) loss_fgl_dn_1: 0.9892 (0.9840) loss_fgl_dn_2: 0.9797 (0.9755) loss_fgl_dn_3: 0.9798 (0.9760) loss_fgl_dn_4: 0.9798 (0.9765) loss_fgl_dn_5: 0.9799 (0.9765) loss_giou: 0.5759 (0.5617) loss_giou_aux_0: 0.6004 (0.5871) loss_giou_aux_1: 0.5789 (0.5679) loss_giou_aux_2: 0.5733 (0.5626) loss_giou_aux_3: 0.5750 (0.5618) loss_giou_aux_4: 0.5759 (0.5617) loss_giou_dn_0: 0.5666 (0.5616) loss_giou_dn_1: 0.4470 (0.4507) loss_giou_dn_2: 0.4275 (0.4335) loss_giou_dn_3: 0.4239 (0.4293) loss_giou_dn_4: 0.4206 (0.4282) loss_giou_dn_5: 0.4207 (0.4282) loss_giou_dn_pre: 0.5653 (0.5608) loss_giou_enc_0: 0.6858 (0.6621) loss_giou_pre: 0.5987 (0.5854) loss_ddf_aux_0: 0.0535 (0.0519) loss_ddf_aux_1: 0.0076 (0.0074) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2436 (0.2472) loss_ddf_dn_1: 0.0325 (0.0317) loss_ddf_dn_2: 0.0070 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6362 (0.6497) loss_vfl_aux_0: 0.7145 (0.7182) loss_vfl_aux_1: 0.6860 (0.6932) loss_vfl_aux_2: 0.6711 (0.6767) loss_vfl_aux_3: 0.6479 (0.6588) loss_vfl_aux_4: 0.6483 (0.6509) loss_vfl_dn_0: 0.4838 (0.4849) loss_vfl_dn_1: 0.4222 (0.4178) loss_vfl_dn_2: 0.4023 (0.4018) loss_vfl_dn_3: 0.3980 (0.3937) loss_vfl_dn_4: 0.3928 (0.3910) loss_vfl_dn_5: 0.3922 (0.3905) loss_vfl_dn_pre: 0.4844 (0.4853) loss_vfl_enc_0: 0.7145 (0.7209) loss_vfl_pre: 0.7195 (0.7202) time: 0.7564 data: 0.0326 max mem: 9084 Epoch: [44] [ 200/3696] eta: 0:44:09 lr: 0.000013 loss: 31.5456 (31.3149) loss_bbox: 0.1747 (0.1746) loss_bbox_aux_0: 0.1904 (0.1867) loss_bbox_aux_1: 0.1804 (0.1770) loss_bbox_aux_2: 0.1775 (0.1750) loss_bbox_aux_3: 0.1750 (0.1746) loss_bbox_aux_4: 0.1747 (0.1746) loss_bbox_dn_0: 0.2278 (0.2369) loss_bbox_dn_1: 0.1791 (0.1754) loss_bbox_dn_2: 0.1679 (0.1650) loss_bbox_dn_3: 0.1670 (0.1621) loss_bbox_dn_4: 0.1669 (0.1614) loss_bbox_dn_5: 0.1669 (0.1614) loss_bbox_dn_pre: 0.2319 (0.2426) loss_bbox_enc_0: 0.2242 (0.2212) loss_bbox_pre: 0.1899 (0.1869) loss_dfl: 0.9596 (0.9580) loss_fgl_aux_0: 1.0005 (0.9897) loss_fgl_aux_1: 0.9609 (0.9604) loss_fgl_aux_2: 0.9592 (0.9584) loss_fgl_aux_3: 0.9596 (0.9581) loss_fgl_aux_4: 0.9599 (0.9580) loss_fgl_dn_0: 1.0890 (1.0859) loss_fgl_dn_1: 0.9895 (0.9835) loss_fgl_dn_2: 0.9837 (0.9751) loss_fgl_dn_3: 0.9840 (0.9758) loss_fgl_dn_4: 0.9842 (0.9763) loss_fgl_dn_5: 0.9841 (0.9763) loss_giou: 0.5720 (0.5638) loss_giou_aux_0: 0.5958 (0.5900) loss_giou_aux_1: 0.5809 (0.5700) loss_giou_aux_2: 0.5737 (0.5646) loss_giou_aux_3: 0.5722 (0.5640) loss_giou_aux_4: 0.5721 (0.5638) loss_giou_dn_0: 0.5785 (0.5647) loss_giou_dn_1: 0.4535 (0.4530) loss_giou_dn_2: 0.4395 (0.4356) loss_giou_dn_3: 0.4352 (0.4312) loss_giou_dn_4: 0.4342 (0.4301) loss_giou_dn_5: 0.4342 (0.4301) loss_giou_dn_pre: 0.5770 (0.5640) loss_giou_enc_0: 0.6610 (0.6651) loss_giou_pre: 0.5942 (0.5883) loss_ddf_aux_0: 0.0539 (0.0535) loss_ddf_aux_1: 0.0078 (0.0077) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2257 (0.2454) loss_ddf_dn_1: 0.0298 (0.0321) loss_ddf_dn_2: 0.0064 (0.0067) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6465 (0.6500) loss_vfl_aux_0: 0.7031 (0.7130) loss_vfl_aux_1: 0.6790 (0.6937) loss_vfl_aux_2: 0.6731 (0.6767) loss_vfl_aux_3: 0.6632 (0.6600) loss_vfl_aux_4: 0.6492 (0.6524) loss_vfl_dn_0: 0.4875 (0.4858) loss_vfl_dn_1: 0.4290 (0.4199) loss_vfl_dn_2: 0.4094 (0.4038) loss_vfl_dn_3: 0.4019 (0.3953) loss_vfl_dn_4: 0.3995 (0.3924) loss_vfl_dn_5: 0.3996 (0.3920) loss_vfl_dn_pre: 0.4877 (0.4863) loss_vfl_enc_0: 0.7139 (0.7212) loss_vfl_pre: 0.7059 (0.7155) time: 0.7642 data: 0.0369 max mem: 9084 Epoch: [44] [ 300/3696] eta: 0:43:38 lr: 0.000013 loss: 30.6210 (31.3040) loss_bbox: 0.1636 (0.1727) loss_bbox_aux_0: 0.1757 (0.1849) loss_bbox_aux_1: 0.1657 (0.1751) loss_bbox_aux_2: 0.1644 (0.1731) loss_bbox_aux_3: 0.1637 (0.1727) loss_bbox_aux_4: 0.1636 (0.1727) loss_bbox_dn_0: 0.2215 (0.2349) loss_bbox_dn_1: 0.1551 (0.1738) loss_bbox_dn_2: 0.1464 (0.1635) loss_bbox_dn_3: 0.1439 (0.1605) loss_bbox_dn_4: 0.1432 (0.1598) loss_bbox_dn_5: 0.1432 (0.1598) loss_bbox_dn_pre: 0.2242 (0.2404) loss_bbox_enc_0: 0.2045 (0.2193) loss_bbox_pre: 0.1765 (0.1852) loss_dfl: 0.9404 (0.9587) loss_fgl_aux_0: 0.9734 (0.9903) loss_fgl_aux_1: 0.9452 (0.9611) loss_fgl_aux_2: 0.9402 (0.9589) loss_fgl_aux_3: 0.9399 (0.9587) loss_fgl_aux_4: 0.9400 (0.9587) loss_fgl_dn_0: 1.0881 (1.0870) loss_fgl_dn_1: 0.9786 (0.9843) loss_fgl_dn_2: 0.9715 (0.9756) loss_fgl_dn_3: 0.9717 (0.9762) loss_fgl_dn_4: 0.9715 (0.9767) loss_fgl_dn_5: 0.9715 (0.9767) loss_giou: 0.5241 (0.5639) loss_giou_aux_0: 0.5501 (0.5899) loss_giou_aux_1: 0.5275 (0.5698) loss_giou_aux_2: 0.5227 (0.5646) loss_giou_aux_3: 0.5232 (0.5639) loss_giou_aux_4: 0.5241 (0.5639) loss_giou_dn_0: 0.5163 (0.5657) loss_giou_dn_1: 0.4097 (0.4537) loss_giou_dn_2: 0.3938 (0.4363) loss_giou_dn_3: 0.3884 (0.4318) loss_giou_dn_4: 0.3883 (0.4308) loss_giou_dn_5: 0.3884 (0.4308) loss_giou_dn_pre: 0.5162 (0.5648) loss_giou_enc_0: 0.6330 (0.6647) loss_giou_pre: 0.5469 (0.5883) loss_ddf_aux_0: 0.0542 (0.0537) loss_ddf_aux_1: 0.0073 (0.0077) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2562 (0.2482) loss_ddf_dn_1: 0.0337 (0.0325) loss_ddf_dn_2: 0.0071 (0.0068) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6335 (0.6491) loss_vfl_aux_0: 0.6890 (0.7139) loss_vfl_aux_1: 0.6746 (0.6931) loss_vfl_aux_2: 0.6543 (0.6758) loss_vfl_aux_3: 0.6461 (0.6597) loss_vfl_aux_4: 0.6323 (0.6510) loss_vfl_dn_0: 0.4844 (0.4860) loss_vfl_dn_1: 0.4120 (0.4198) loss_vfl_dn_2: 0.4007 (0.4040) loss_vfl_dn_3: 0.3937 (0.3956) loss_vfl_dn_4: 0.3900 (0.3928) loss_vfl_dn_5: 0.3903 (0.3923) loss_vfl_dn_pre: 0.4844 (0.4864) loss_vfl_enc_0: 0.7047 (0.7219) loss_vfl_pre: 0.6929 (0.7165) time: 0.7458 data: 0.0294 max mem: 9084 Epoch: [44] [ 400/3696] eta: 0:42:09 lr: 0.000013 loss: 30.9467 (31.2726) loss_bbox: 0.1697 (0.1729) loss_bbox_aux_0: 0.1813 (0.1850) loss_bbox_aux_1: 0.1725 (0.1754) loss_bbox_aux_2: 0.1706 (0.1733) loss_bbox_aux_3: 0.1703 (0.1730) loss_bbox_aux_4: 0.1698 (0.1730) loss_bbox_dn_0: 0.2099 (0.2333) loss_bbox_dn_1: 0.1614 (0.1723) loss_bbox_dn_2: 0.1504 (0.1621) loss_bbox_dn_3: 0.1451 (0.1591) loss_bbox_dn_4: 0.1453 (0.1584) loss_bbox_dn_5: 0.1453 (0.1584) loss_bbox_dn_pre: 0.2176 (0.2391) loss_bbox_enc_0: 0.2137 (0.2191) loss_bbox_pre: 0.1805 (0.1852) loss_dfl: 0.9453 (0.9562) loss_fgl_aux_0: 0.9816 (0.9879) loss_fgl_aux_1: 0.9495 (0.9585) loss_fgl_aux_2: 0.9460 (0.9564) loss_fgl_aux_3: 0.9455 (0.9562) loss_fgl_aux_4: 0.9454 (0.9561) loss_fgl_dn_0: 1.0811 (1.0864) loss_fgl_dn_1: 0.9771 (0.9832) loss_fgl_dn_2: 0.9699 (0.9746) loss_fgl_dn_3: 0.9720 (0.9753) loss_fgl_dn_4: 0.9723 (0.9758) loss_fgl_dn_5: 0.9723 (0.9758) loss_giou: 0.5677 (0.5670) loss_giou_aux_0: 0.5871 (0.5930) loss_giou_aux_1: 0.5709 (0.5729) loss_giou_aux_2: 0.5692 (0.5679) loss_giou_aux_3: 0.5676 (0.5671) loss_giou_aux_4: 0.5675 (0.5670) loss_giou_dn_0: 0.5601 (0.5655) loss_giou_dn_1: 0.4563 (0.4537) loss_giou_dn_2: 0.4410 (0.4363) loss_giou_dn_3: 0.4304 (0.4318) loss_giou_dn_4: 0.4292 (0.4308) loss_giou_dn_5: 0.4292 (0.4308) loss_giou_dn_pre: 0.5592 (0.5648) loss_giou_enc_0: 0.6574 (0.6678) loss_giou_pre: 0.5851 (0.5913) loss_ddf_aux_0: 0.0494 (0.0539) loss_ddf_aux_1: 0.0072 (0.0077) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2365 (0.2498) loss_ddf_dn_1: 0.0324 (0.0329) loss_ddf_dn_2: 0.0066 (0.0069) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6281 (0.6452) loss_vfl_aux_0: 0.6990 (0.7116) loss_vfl_aux_1: 0.6721 (0.6894) loss_vfl_aux_2: 0.6461 (0.6718) loss_vfl_aux_3: 0.6330 (0.6556) loss_vfl_aux_4: 0.6320 (0.6470) loss_vfl_dn_0: 0.4807 (0.4859) loss_vfl_dn_1: 0.4173 (0.4194) loss_vfl_dn_2: 0.4029 (0.4037) loss_vfl_dn_3: 0.3964 (0.3953) loss_vfl_dn_4: 0.3927 (0.3926) loss_vfl_dn_5: 0.3926 (0.3921) loss_vfl_dn_pre: 0.4818 (0.4864) loss_vfl_enc_0: 0.6960 (0.7188) loss_vfl_pre: 0.6971 (0.7141) time: 0.7417 data: 0.0274 max mem: 9084 Epoch: [44] [ 500/3696] eta: 0:40:46 lr: 0.000013 loss: 30.9778 (31.2275) loss_bbox: 0.1617 (0.1716) loss_bbox_aux_0: 0.1695 (0.1840) loss_bbox_aux_1: 0.1617 (0.1742) loss_bbox_aux_2: 0.1636 (0.1721) loss_bbox_aux_3: 0.1624 (0.1717) loss_bbox_aux_4: 0.1619 (0.1716) loss_bbox_dn_0: 0.2446 (0.2346) loss_bbox_dn_1: 0.1768 (0.1727) loss_bbox_dn_2: 0.1656 (0.1625) loss_bbox_dn_3: 0.1635 (0.1594) loss_bbox_dn_4: 0.1627 (0.1587) loss_bbox_dn_5: 0.1627 (0.1587) loss_bbox_dn_pre: 0.2495 (0.2404) loss_bbox_enc_0: 0.2094 (0.2187) loss_bbox_pre: 0.1677 (0.1842) loss_dfl: 0.9697 (0.9566) loss_fgl_aux_0: 0.9969 (0.9889) loss_fgl_aux_1: 0.9710 (0.9591) loss_fgl_aux_2: 0.9698 (0.9569) loss_fgl_aux_3: 0.9698 (0.9567) loss_fgl_aux_4: 0.9697 (0.9566) loss_fgl_dn_0: 1.0869 (1.0868) loss_fgl_dn_1: 0.9856 (0.9829) loss_fgl_dn_2: 0.9807 (0.9742) loss_fgl_dn_3: 0.9824 (0.9749) loss_fgl_dn_4: 0.9831 (0.9753) loss_fgl_dn_5: 0.9831 (0.9753) loss_giou: 0.5468 (0.5624) loss_giou_aux_0: 0.5785 (0.5882) loss_giou_aux_1: 0.5554 (0.5682) loss_giou_aux_2: 0.5492 (0.5632) loss_giou_aux_3: 0.5464 (0.5624) loss_giou_aux_4: 0.5465 (0.5624) loss_giou_dn_0: 0.5546 (0.5638) loss_giou_dn_1: 0.4467 (0.4519) loss_giou_dn_2: 0.4255 (0.4346) loss_giou_dn_3: 0.4203 (0.4300) loss_giou_dn_4: 0.4196 (0.4289) loss_giou_dn_5: 0.4195 (0.4289) loss_giou_dn_pre: 0.5541 (0.5631) loss_giou_enc_0: 0.6572 (0.6636) loss_giou_pre: 0.5790 (0.5866) loss_ddf_aux_0: 0.0523 (0.0540) loss_ddf_aux_1: 0.0075 (0.0077) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2504 (0.2512) loss_ddf_dn_1: 0.0335 (0.0332) loss_ddf_dn_2: 0.0075 (0.0069) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6334 (0.6460) loss_vfl_aux_0: 0.7169 (0.7138) loss_vfl_aux_1: 0.6851 (0.6912) loss_vfl_aux_2: 0.6766 (0.6724) loss_vfl_aux_3: 0.6504 (0.6563) loss_vfl_aux_4: 0.6324 (0.6478) loss_vfl_dn_0: 0.4846 (0.4858) loss_vfl_dn_1: 0.4161 (0.4187) loss_vfl_dn_2: 0.3997 (0.4029) loss_vfl_dn_3: 0.3913 (0.3946) loss_vfl_dn_4: 0.3877 (0.3917) loss_vfl_dn_5: 0.3872 (0.3913) loss_vfl_dn_pre: 0.4859 (0.4862) loss_vfl_enc_0: 0.7249 (0.7199) loss_vfl_pre: 0.7231 (0.7161) time: 0.7238 data: 0.0248 max mem: 9084 Epoch: [44] [ 600/3696] eta: 0:39:26 lr: 0.000013 loss: 30.7744 (31.1914) loss_bbox: 0.1623 (0.1707) loss_bbox_aux_0: 0.1737 (0.1830) loss_bbox_aux_1: 0.1645 (0.1733) loss_bbox_aux_2: 0.1626 (0.1712) loss_bbox_aux_3: 0.1623 (0.1708) loss_bbox_aux_4: 0.1623 (0.1707) loss_bbox_dn_0: 0.2243 (0.2337) loss_bbox_dn_1: 0.1595 (0.1719) loss_bbox_dn_2: 0.1543 (0.1618) loss_bbox_dn_3: 0.1555 (0.1586) loss_bbox_dn_4: 0.1562 (0.1580) loss_bbox_dn_5: 0.1561 (0.1580) loss_bbox_dn_pre: 0.2324 (0.2395) loss_bbox_enc_0: 0.2107 (0.2177) loss_bbox_pre: 0.1738 (0.1833) loss_dfl: 0.9572 (0.9571) loss_fgl_aux_0: 0.9909 (0.9894) loss_fgl_aux_1: 0.9586 (0.9597) loss_fgl_aux_2: 0.9561 (0.9573) loss_fgl_aux_3: 0.9570 (0.9571) loss_fgl_aux_4: 0.9576 (0.9571) loss_fgl_dn_0: 1.0828 (1.0866) loss_fgl_dn_1: 0.9718 (0.9825) loss_fgl_dn_2: 0.9676 (0.9738) loss_fgl_dn_3: 0.9691 (0.9745) loss_fgl_dn_4: 0.9692 (0.9750) loss_fgl_dn_5: 0.9693 (0.9750) loss_giou: 0.5067 (0.5599) loss_giou_aux_0: 0.5397 (0.5855) loss_giou_aux_1: 0.5175 (0.5657) loss_giou_aux_2: 0.5111 (0.5608) loss_giou_aux_3: 0.5077 (0.5600) loss_giou_aux_4: 0.5065 (0.5599) loss_giou_dn_0: 0.5499 (0.5619) loss_giou_dn_1: 0.4329 (0.4502) loss_giou_dn_2: 0.4209 (0.4329) loss_giou_dn_3: 0.4119 (0.4284) loss_giou_dn_4: 0.4097 (0.4273) loss_giou_dn_5: 0.4098 (0.4273) loss_giou_dn_pre: 0.5502 (0.5613) loss_giou_enc_0: 0.6222 (0.6606) loss_giou_pre: 0.5388 (0.5840) loss_ddf_aux_0: 0.0523 (0.0540) loss_ddf_aux_1: 0.0074 (0.0076) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2376 (0.2509) loss_ddf_dn_1: 0.0316 (0.0332) loss_ddf_dn_2: 0.0066 (0.0070) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6340 (0.6466) loss_vfl_aux_0: 0.6978 (0.7152) loss_vfl_aux_1: 0.6844 (0.6928) loss_vfl_aux_2: 0.6636 (0.6737) loss_vfl_aux_3: 0.6425 (0.6570) loss_vfl_aux_4: 0.6309 (0.6484) loss_vfl_dn_0: 0.4832 (0.4861) loss_vfl_dn_1: 0.4098 (0.4187) loss_vfl_dn_2: 0.3939 (0.4028) loss_vfl_dn_3: 0.3857 (0.3945) loss_vfl_dn_4: 0.3823 (0.3916) loss_vfl_dn_5: 0.3817 (0.3911) loss_vfl_dn_pre: 0.4833 (0.4865) loss_vfl_enc_0: 0.7128 (0.7207) loss_vfl_pre: 0.7021 (0.7174) time: 0.7653 data: 0.0322 max mem: 9084 Epoch: [44] [ 700/3696] eta: 0:38:10 lr: 0.000013 loss: 31.6463 (31.2069) loss_bbox: 0.1659 (0.1705) loss_bbox_aux_0: 0.1809 (0.1828) loss_bbox_aux_1: 0.1703 (0.1731) loss_bbox_aux_2: 0.1671 (0.1710) loss_bbox_aux_3: 0.1657 (0.1706) loss_bbox_aux_4: 0.1658 (0.1706) loss_bbox_dn_0: 0.2288 (0.2335) loss_bbox_dn_1: 0.1701 (0.1718) loss_bbox_dn_2: 0.1622 (0.1616) loss_bbox_dn_3: 0.1554 (0.1585) loss_bbox_dn_4: 0.1550 (0.1578) loss_bbox_dn_5: 0.1550 (0.1578) loss_bbox_dn_pre: 0.2353 (0.2393) loss_bbox_enc_0: 0.2154 (0.2175) loss_bbox_pre: 0.1810 (0.1830) loss_dfl: 0.9450 (0.9577) loss_fgl_aux_0: 0.9737 (0.9899) loss_fgl_aux_1: 0.9465 (0.9603) loss_fgl_aux_2: 0.9457 (0.9580) loss_fgl_aux_3: 0.9454 (0.9578) loss_fgl_aux_4: 0.9450 (0.9577) loss_fgl_dn_0: 1.0822 (1.0866) loss_fgl_dn_1: 0.9917 (0.9831) loss_fgl_dn_2: 0.9821 (0.9744) loss_fgl_dn_3: 0.9835 (0.9751) loss_fgl_dn_4: 0.9845 (0.9756) loss_fgl_dn_5: 0.9846 (0.9756) loss_giou: 0.5835 (0.5606) loss_giou_aux_0: 0.6039 (0.5860) loss_giou_aux_1: 0.5863 (0.5661) loss_giou_aux_2: 0.5827 (0.5614) loss_giou_aux_3: 0.5833 (0.5606) loss_giou_aux_4: 0.5834 (0.5606) loss_giou_dn_0: 0.5881 (0.5624) loss_giou_dn_1: 0.4685 (0.4508) loss_giou_dn_2: 0.4567 (0.4336) loss_giou_dn_3: 0.4522 (0.4290) loss_giou_dn_4: 0.4507 (0.4279) loss_giou_dn_5: 0.4507 (0.4279) loss_giou_dn_pre: 0.5868 (0.5617) loss_giou_enc_0: 0.6914 (0.6612) loss_giou_pre: 0.6034 (0.5844) loss_ddf_aux_0: 0.0468 (0.0535) loss_ddf_aux_1: 0.0067 (0.0076) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0000 (0.0001) loss_ddf_dn_0: 0.2389 (0.2499) loss_ddf_dn_1: 0.0315 (0.0332) loss_ddf_dn_2: 0.0073 (0.0071) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6517 (0.6466) loss_vfl_aux_0: 0.7051 (0.7159) loss_vfl_aux_1: 0.6960 (0.6932) loss_vfl_aux_2: 0.6710 (0.6736) loss_vfl_aux_3: 0.6661 (0.6571) loss_vfl_aux_4: 0.6511 (0.6483) loss_vfl_dn_0: 0.4887 (0.4863) loss_vfl_dn_1: 0.4254 (0.4190) loss_vfl_dn_2: 0.4105 (0.4030) loss_vfl_dn_3: 0.3997 (0.3948) loss_vfl_dn_4: 0.3963 (0.3919) loss_vfl_dn_5: 0.3948 (0.3914) loss_vfl_dn_pre: 0.4887 (0.4867) loss_vfl_enc_0: 0.7200 (0.7212) loss_vfl_pre: 0.7078 (0.7180) time: 0.7410 data: 0.0280 max mem: 9084 Epoch: [44] [ 800/3696] eta: 0:37:03 lr: 0.000013 loss: 31.6185 (31.2096) loss_bbox: 0.1768 (0.1704) loss_bbox_aux_0: 0.1875 (0.1826) loss_bbox_aux_1: 0.1793 (0.1730) loss_bbox_aux_2: 0.1778 (0.1709) loss_bbox_aux_3: 0.1769 (0.1705) loss_bbox_aux_4: 0.1768 (0.1704) loss_bbox_dn_0: 0.2240 (0.2334) loss_bbox_dn_1: 0.1710 (0.1717) loss_bbox_dn_2: 0.1605 (0.1614) loss_bbox_dn_3: 0.1569 (0.1583) loss_bbox_dn_4: 0.1563 (0.1576) loss_bbox_dn_5: 0.1562 (0.1576) loss_bbox_dn_pre: 0.2310 (0.2392) loss_bbox_enc_0: 0.2232 (0.2172) loss_bbox_pre: 0.1884 (0.1828) loss_dfl: 0.9711 (0.9575) loss_fgl_aux_0: 1.0016 (0.9895) loss_fgl_aux_1: 0.9720 (0.9602) loss_fgl_aux_2: 0.9701 (0.9578) loss_fgl_aux_3: 0.9711 (0.9576) loss_fgl_aux_4: 0.9711 (0.9575) loss_fgl_dn_0: 1.0862 (1.0861) loss_fgl_dn_1: 0.9949 (0.9828) loss_fgl_dn_2: 0.9877 (0.9741) loss_fgl_dn_3: 0.9893 (0.9747) loss_fgl_dn_4: 0.9895 (0.9752) loss_fgl_dn_5: 0.9895 (0.9752) loss_giou: 0.5672 (0.5609) loss_giou_aux_0: 0.5951 (0.5862) loss_giou_aux_1: 0.5747 (0.5664) loss_giou_aux_2: 0.5691 (0.5618) loss_giou_aux_3: 0.5677 (0.5610) loss_giou_aux_4: 0.5672 (0.5609) loss_giou_dn_0: 0.5813 (0.5630) loss_giou_dn_1: 0.4639 (0.4514) loss_giou_dn_2: 0.4461 (0.4341) loss_giou_dn_3: 0.4387 (0.4295) loss_giou_dn_4: 0.4377 (0.4284) loss_giou_dn_5: 0.4376 (0.4284) loss_giou_dn_pre: 0.5795 (0.5623) loss_giou_enc_0: 0.6571 (0.6612) loss_giou_pre: 0.5959 (0.5847) loss_ddf_aux_0: 0.0506 (0.0533) loss_ddf_aux_1: 0.0071 (0.0075) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2387 (0.2504) loss_ddf_dn_1: 0.0345 (0.0335) loss_ddf_dn_2: 0.0081 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6517 (0.6470) loss_vfl_aux_0: 0.7201 (0.7161) loss_vfl_aux_1: 0.6978 (0.6931) loss_vfl_aux_2: 0.6805 (0.6743) loss_vfl_aux_3: 0.6669 (0.6578) loss_vfl_aux_4: 0.6564 (0.6488) loss_vfl_dn_0: 0.4918 (0.4862) loss_vfl_dn_1: 0.4214 (0.4188) loss_vfl_dn_2: 0.4080 (0.4030) loss_vfl_dn_3: 0.4024 (0.3949) loss_vfl_dn_4: 0.4011 (0.3919) loss_vfl_dn_5: 0.4010 (0.3915) loss_vfl_dn_pre: 0.4916 (0.4866) loss_vfl_enc_0: 0.7311 (0.7215) loss_vfl_pre: 0.7217 (0.7183) time: 0.7907 data: 0.0357 max mem: 9084 Epoch: [44] [ 900/3696] eta: 0:35:39 lr: 0.000013 loss: 30.9629 (31.2276) loss_bbox: 0.1659 (0.1704) loss_bbox_aux_0: 0.1778 (0.1826) loss_bbox_aux_1: 0.1701 (0.1730) loss_bbox_aux_2: 0.1659 (0.1709) loss_bbox_aux_3: 0.1657 (0.1705) loss_bbox_aux_4: 0.1659 (0.1704) loss_bbox_dn_0: 0.2270 (0.2332) loss_bbox_dn_1: 0.1709 (0.1716) loss_bbox_dn_2: 0.1574 (0.1613) loss_bbox_dn_3: 0.1535 (0.1582) loss_bbox_dn_4: 0.1533 (0.1575) loss_bbox_dn_5: 0.1532 (0.1575) loss_bbox_dn_pre: 0.2292 (0.2390) loss_bbox_enc_0: 0.2102 (0.2169) loss_bbox_pre: 0.1778 (0.1828) loss_dfl: 0.9731 (0.9577) loss_fgl_aux_0: 1.0083 (0.9897) loss_fgl_aux_1: 0.9744 (0.9603) loss_fgl_aux_2: 0.9727 (0.9579) loss_fgl_aux_3: 0.9726 (0.9577) loss_fgl_aux_4: 0.9729 (0.9577) loss_fgl_dn_0: 1.0876 (1.0860) loss_fgl_dn_1: 0.9835 (0.9829) loss_fgl_dn_2: 0.9751 (0.9742) loss_fgl_dn_3: 0.9778 (0.9749) loss_fgl_dn_4: 0.9791 (0.9754) loss_fgl_dn_5: 0.9790 (0.9754) loss_giou: 0.5233 (0.5617) loss_giou_aux_0: 0.5623 (0.5870) loss_giou_aux_1: 0.5353 (0.5673) loss_giou_aux_2: 0.5264 (0.5626) loss_giou_aux_3: 0.5244 (0.5618) loss_giou_aux_4: 0.5233 (0.5617) loss_giou_dn_0: 0.5568 (0.5641) loss_giou_dn_1: 0.4404 (0.4523) loss_giou_dn_2: 0.4263 (0.4350) loss_giou_dn_3: 0.4211 (0.4303) loss_giou_dn_4: 0.4210 (0.4293) loss_giou_dn_5: 0.4211 (0.4293) loss_giou_dn_pre: 0.5544 (0.5634) loss_giou_enc_0: 0.6321 (0.6617) loss_giou_pre: 0.5625 (0.5854) loss_ddf_aux_0: 0.0539 (0.0533) loss_ddf_aux_1: 0.0075 (0.0075) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2562 (0.2510) loss_ddf_dn_1: 0.0332 (0.0336) loss_ddf_dn_2: 0.0071 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6225 (0.6475) loss_vfl_aux_0: 0.7081 (0.7166) loss_vfl_aux_1: 0.6667 (0.6928) loss_vfl_aux_2: 0.6512 (0.6746) loss_vfl_aux_3: 0.6290 (0.6582) loss_vfl_aux_4: 0.6264 (0.6493) loss_vfl_dn_0: 0.4799 (0.4863) loss_vfl_dn_1: 0.4185 (0.4190) loss_vfl_dn_2: 0.4045 (0.4032) loss_vfl_dn_3: 0.3935 (0.3951) loss_vfl_dn_4: 0.3914 (0.3922) loss_vfl_dn_5: 0.3900 (0.3917) loss_vfl_dn_pre: 0.4807 (0.4867) loss_vfl_enc_0: 0.7128 (0.7217) loss_vfl_pre: 0.7084 (0.7188) time: 0.7158 data: 0.0238 max mem: 9084 Epoch: [44] [1000/3696] eta: 0:34:40 lr: 0.000013 loss: 31.2360 (31.2394) loss_bbox: 0.1609 (0.1709) loss_bbox_aux_0: 0.1797 (0.1831) loss_bbox_aux_1: 0.1646 (0.1734) loss_bbox_aux_2: 0.1613 (0.1714) loss_bbox_aux_3: 0.1610 (0.1709) loss_bbox_aux_4: 0.1609 (0.1709) loss_bbox_dn_0: 0.2091 (0.2338) loss_bbox_dn_1: 0.1611 (0.1721) loss_bbox_dn_2: 0.1528 (0.1618) loss_bbox_dn_3: 0.1460 (0.1586) loss_bbox_dn_4: 0.1434 (0.1579) loss_bbox_dn_5: 0.1435 (0.1579) loss_bbox_dn_pre: 0.2149 (0.2395) loss_bbox_enc_0: 0.2106 (0.2173) loss_bbox_pre: 0.1782 (0.1833) loss_dfl: 0.9499 (0.9578) loss_fgl_aux_0: 0.9878 (0.9898) loss_fgl_aux_1: 0.9553 (0.9604) loss_fgl_aux_2: 0.9508 (0.9581) loss_fgl_aux_3: 0.9506 (0.9579) loss_fgl_aux_4: 0.9500 (0.9578) loss_fgl_dn_0: 1.0843 (1.0860) loss_fgl_dn_1: 0.9863 (0.9830) loss_fgl_dn_2: 0.9790 (0.9743) loss_fgl_dn_3: 0.9788 (0.9751) loss_fgl_dn_4: 0.9797 (0.9755) loss_fgl_dn_5: 0.9797 (0.9755) loss_giou: 0.5549 (0.5618) loss_giou_aux_0: 0.5837 (0.5870) loss_giou_aux_1: 0.5679 (0.5673) loss_giou_aux_2: 0.5579 (0.5627) loss_giou_aux_3: 0.5556 (0.5619) loss_giou_aux_4: 0.5549 (0.5618) loss_giou_dn_0: 0.5515 (0.5643) loss_giou_dn_1: 0.4365 (0.4525) loss_giou_dn_2: 0.4185 (0.4353) loss_giou_dn_3: 0.4135 (0.4306) loss_giou_dn_4: 0.4136 (0.4295) loss_giou_dn_5: 0.4135 (0.4295) loss_giou_dn_pre: 0.5525 (0.5636) loss_giou_enc_0: 0.6386 (0.6613) loss_giou_pre: 0.5829 (0.5854) loss_ddf_aux_0: 0.0493 (0.0531) loss_ddf_aux_1: 0.0069 (0.0075) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2478 (0.2509) loss_ddf_dn_1: 0.0324 (0.0337) loss_ddf_dn_2: 0.0071 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6446 (0.6479) loss_vfl_aux_0: 0.7117 (0.7167) loss_vfl_aux_1: 0.6925 (0.6927) loss_vfl_aux_2: 0.6750 (0.6749) loss_vfl_aux_3: 0.6553 (0.6585) loss_vfl_aux_4: 0.6495 (0.6496) loss_vfl_dn_0: 0.4820 (0.4862) loss_vfl_dn_1: 0.4229 (0.4191) loss_vfl_dn_2: 0.4063 (0.4034) loss_vfl_dn_3: 0.4001 (0.3952) loss_vfl_dn_4: 0.3979 (0.3923) loss_vfl_dn_5: 0.3971 (0.3918) loss_vfl_dn_pre: 0.4821 (0.4866) loss_vfl_enc_0: 0.7457 (0.7219) loss_vfl_pre: 0.7149 (0.7188) time: 0.9830 data: 0.0241 max mem: 9084 Epoch: [44] [1100/3696] eta: 0:33:22 lr: 0.000013 loss: 31.2822 (31.2401) loss_bbox: 0.1555 (0.1710) loss_bbox_aux_0: 0.1691 (0.1832) loss_bbox_aux_1: 0.1588 (0.1735) loss_bbox_aux_2: 0.1565 (0.1714) loss_bbox_aux_3: 0.1558 (0.1710) loss_bbox_aux_4: 0.1558 (0.1710) loss_bbox_dn_0: 0.2236 (0.2343) loss_bbox_dn_1: 0.1647 (0.1726) loss_bbox_dn_2: 0.1534 (0.1624) loss_bbox_dn_3: 0.1516 (0.1592) loss_bbox_dn_4: 0.1503 (0.1585) loss_bbox_dn_5: 0.1503 (0.1585) loss_bbox_dn_pre: 0.2296 (0.2401) loss_bbox_enc_0: 0.1959 (0.2173) loss_bbox_pre: 0.1677 (0.1834) loss_dfl: 0.9536 (0.9575) loss_fgl_aux_0: 0.9943 (0.9896) loss_fgl_aux_1: 0.9559 (0.9601) loss_fgl_aux_2: 0.9538 (0.9578) loss_fgl_aux_3: 0.9531 (0.9576) loss_fgl_aux_4: 0.9534 (0.9575) loss_fgl_dn_0: 1.0841 (1.0860) loss_fgl_dn_1: 0.9752 (0.9826) loss_fgl_dn_2: 0.9674 (0.9739) loss_fgl_dn_3: 0.9669 (0.9746) loss_fgl_dn_4: 0.9676 (0.9751) loss_fgl_dn_5: 0.9676 (0.9751) loss_giou: 0.5357 (0.5611) loss_giou_aux_0: 0.5619 (0.5863) loss_giou_aux_1: 0.5431 (0.5667) loss_giou_aux_2: 0.5373 (0.5619) loss_giou_aux_3: 0.5353 (0.5612) loss_giou_aux_4: 0.5357 (0.5611) loss_giou_dn_0: 0.5510 (0.5635) loss_giou_dn_1: 0.4390 (0.4519) loss_giou_dn_2: 0.4280 (0.4348) loss_giou_dn_3: 0.4235 (0.4300) loss_giou_dn_4: 0.4229 (0.4290) loss_giou_dn_5: 0.4231 (0.4290) loss_giou_dn_pre: 0.5534 (0.5628) loss_giou_enc_0: 0.6374 (0.6604) loss_giou_pre: 0.5577 (0.5847) loss_ddf_aux_0: 0.0555 (0.0532) loss_ddf_aux_1: 0.0076 (0.0075) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2599 (0.2512) loss_ddf_dn_1: 0.0356 (0.0338) loss_ddf_dn_2: 0.0074 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6685 (0.6488) loss_vfl_aux_0: 0.7383 (0.7181) loss_vfl_aux_1: 0.7198 (0.6945) loss_vfl_aux_2: 0.7035 (0.6763) loss_vfl_aux_3: 0.6791 (0.6597) loss_vfl_aux_4: 0.6649 (0.6506) loss_vfl_dn_0: 0.4819 (0.4862) loss_vfl_dn_1: 0.4198 (0.4190) loss_vfl_dn_2: 0.4044 (0.4031) loss_vfl_dn_3: 0.3942 (0.3949) loss_vfl_dn_4: 0.3922 (0.3921) loss_vfl_dn_5: 0.3913 (0.3916) loss_vfl_dn_pre: 0.4828 (0.4866) loss_vfl_enc_0: 0.7552 (0.7234) loss_vfl_pre: 0.7417 (0.7203) time: 0.7532 data: 0.0290 max mem: 9084 Epoch: [44] [1200/3696] eta: 0:32:02 lr: 0.000013 loss: 31.4644 (31.2361) loss_bbox: 0.1722 (0.1709) loss_bbox_aux_0: 0.1864 (0.1832) loss_bbox_aux_1: 0.1749 (0.1735) loss_bbox_aux_2: 0.1724 (0.1714) loss_bbox_aux_3: 0.1720 (0.1709) loss_bbox_aux_4: 0.1719 (0.1709) loss_bbox_dn_0: 0.2225 (0.2350) loss_bbox_dn_1: 0.1666 (0.1731) loss_bbox_dn_2: 0.1569 (0.1629) loss_bbox_dn_3: 0.1545 (0.1597) loss_bbox_dn_4: 0.1541 (0.1590) loss_bbox_dn_5: 0.1540 (0.1590) loss_bbox_dn_pre: 0.2299 (0.2408) loss_bbox_enc_0: 0.2214 (0.2175) loss_bbox_pre: 0.1856 (0.1834) loss_dfl: 0.9660 (0.9582) loss_fgl_aux_0: 1.0070 (0.9903) loss_fgl_aux_1: 0.9678 (0.9607) loss_fgl_aux_2: 0.9660 (0.9584) loss_fgl_aux_3: 0.9662 (0.9582) loss_fgl_aux_4: 0.9660 (0.9582) loss_fgl_dn_0: 1.0916 (1.0860) loss_fgl_dn_1: 0.9839 (0.9825) loss_fgl_dn_2: 0.9775 (0.9738) loss_fgl_dn_3: 0.9787 (0.9745) loss_fgl_dn_4: 0.9787 (0.9750) loss_fgl_dn_5: 0.9788 (0.9750) loss_giou: 0.5426 (0.5593) loss_giou_aux_0: 0.5748 (0.5844) loss_giou_aux_1: 0.5499 (0.5649) loss_giou_aux_2: 0.5462 (0.5601) loss_giou_aux_3: 0.5436 (0.5594) loss_giou_aux_4: 0.5428 (0.5593) loss_giou_dn_0: 0.5486 (0.5626) loss_giou_dn_1: 0.4444 (0.4511) loss_giou_dn_2: 0.4303 (0.4339) loss_giou_dn_3: 0.4267 (0.4292) loss_giou_dn_4: 0.4262 (0.4281) loss_giou_dn_5: 0.4260 (0.4281) loss_giou_dn_pre: 0.5503 (0.5620) loss_giou_enc_0: 0.6448 (0.6585) loss_giou_pre: 0.5744 (0.5829) loss_ddf_aux_0: 0.0528 (0.0533) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2507 (0.2511) loss_ddf_dn_1: 0.0343 (0.0337) loss_ddf_dn_2: 0.0082 (0.0074) loss_ddf_dn_3: 0.0010 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6466 (0.6498) loss_vfl_aux_0: 0.7287 (0.7196) loss_vfl_aux_1: 0.7046 (0.6959) loss_vfl_aux_2: 0.6895 (0.6773) loss_vfl_aux_3: 0.6664 (0.6609) loss_vfl_aux_4: 0.6511 (0.6516) loss_vfl_dn_0: 0.4901 (0.4864) loss_vfl_dn_1: 0.4183 (0.4190) loss_vfl_dn_2: 0.4031 (0.4032) loss_vfl_dn_3: 0.3952 (0.3949) loss_vfl_dn_4: 0.3908 (0.3921) loss_vfl_dn_5: 0.3896 (0.3916) loss_vfl_dn_pre: 0.4896 (0.4868) loss_vfl_enc_0: 0.7184 (0.7241) loss_vfl_pre: 0.7307 (0.7217) time: 0.7571 data: 0.0358 max mem: 9084 Epoch: [44] [1300/3696] eta: 0:30:44 lr: 0.000013 loss: 31.5776 (31.2384) loss_bbox: 0.1699 (0.1711) loss_bbox_aux_0: 0.1804 (0.1834) loss_bbox_aux_1: 0.1735 (0.1737) loss_bbox_aux_2: 0.1713 (0.1716) loss_bbox_aux_3: 0.1700 (0.1711) loss_bbox_aux_4: 0.1699 (0.1711) loss_bbox_dn_0: 0.2328 (0.2348) loss_bbox_dn_1: 0.1707 (0.1730) loss_bbox_dn_2: 0.1585 (0.1627) loss_bbox_dn_3: 0.1561 (0.1596) loss_bbox_dn_4: 0.1551 (0.1589) loss_bbox_dn_5: 0.1551 (0.1589) loss_bbox_dn_pre: 0.2354 (0.2406) loss_bbox_enc_0: 0.2196 (0.2177) loss_bbox_pre: 0.1816 (0.1836) loss_dfl: 0.9689 (0.9586) loss_fgl_aux_0: 0.9966 (0.9908) loss_fgl_aux_1: 0.9697 (0.9612) loss_fgl_aux_2: 0.9684 (0.9588) loss_fgl_aux_3: 0.9684 (0.9586) loss_fgl_aux_4: 0.9689 (0.9586) loss_fgl_dn_0: 1.0786 (1.0860) loss_fgl_dn_1: 0.9803 (0.9826) loss_fgl_dn_2: 0.9690 (0.9739) loss_fgl_dn_3: 0.9729 (0.9746) loss_fgl_dn_4: 0.9736 (0.9751) loss_fgl_dn_5: 0.9736 (0.9751) loss_giou: 0.5876 (0.5589) loss_giou_aux_0: 0.6160 (0.5841) loss_giou_aux_1: 0.5889 (0.5645) loss_giou_aux_2: 0.5910 (0.5598) loss_giou_aux_3: 0.5867 (0.5590) loss_giou_aux_4: 0.5876 (0.5589) loss_giou_dn_0: 0.5856 (0.5627) loss_giou_dn_1: 0.4663 (0.4510) loss_giou_dn_2: 0.4505 (0.4339) loss_giou_dn_3: 0.4429 (0.4291) loss_giou_dn_4: 0.4421 (0.4281) loss_giou_dn_5: 0.4421 (0.4281) loss_giou_dn_pre: 0.5832 (0.5620) loss_giou_enc_0: 0.6891 (0.6581) loss_giou_pre: 0.6140 (0.5826) loss_ddf_aux_0: 0.0527 (0.0533) loss_ddf_aux_1: 0.0078 (0.0075) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2556 (0.2512) loss_ddf_dn_1: 0.0344 (0.0338) loss_ddf_dn_2: 0.0072 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6483 (0.6501) loss_vfl_aux_0: 0.7125 (0.7196) loss_vfl_aux_1: 0.6868 (0.6960) loss_vfl_aux_2: 0.6843 (0.6776) loss_vfl_aux_3: 0.6688 (0.6611) loss_vfl_aux_4: 0.6557 (0.6518) loss_vfl_dn_0: 0.4888 (0.4863) loss_vfl_dn_1: 0.4182 (0.4190) loss_vfl_dn_2: 0.4011 (0.4032) loss_vfl_dn_3: 0.3968 (0.3950) loss_vfl_dn_4: 0.3951 (0.3921) loss_vfl_dn_5: 0.3965 (0.3917) loss_vfl_dn_pre: 0.4896 (0.4867) loss_vfl_enc_0: 0.7225 (0.7241) loss_vfl_pre: 0.7170 (0.7218) time: 0.7471 data: 0.0343 max mem: 9084 Epoch: [44] [1400/3696] eta: 0:29:28 lr: 0.000013 loss: 31.6741 (31.2425) loss_bbox: 0.1813 (0.1712) loss_bbox_aux_0: 0.2002 (0.1836) loss_bbox_aux_1: 0.1864 (0.1739) loss_bbox_aux_2: 0.1830 (0.1717) loss_bbox_aux_3: 0.1817 (0.1713) loss_bbox_aux_4: 0.1814 (0.1713) loss_bbox_dn_0: 0.2333 (0.2350) loss_bbox_dn_1: 0.1679 (0.1731) loss_bbox_dn_2: 0.1598 (0.1628) loss_bbox_dn_3: 0.1567 (0.1597) loss_bbox_dn_4: 0.1554 (0.1590) loss_bbox_dn_5: 0.1554 (0.1590) loss_bbox_dn_pre: 0.2386 (0.2408) loss_bbox_enc_0: 0.2310 (0.2179) loss_bbox_pre: 0.2006 (0.1838) loss_dfl: 0.9548 (0.9586) loss_fgl_aux_0: 0.9838 (0.9909) loss_fgl_aux_1: 0.9536 (0.9611) loss_fgl_aux_2: 0.9544 (0.9588) loss_fgl_aux_3: 0.9542 (0.9586) loss_fgl_aux_4: 0.9548 (0.9586) loss_fgl_dn_0: 1.0878 (1.0862) loss_fgl_dn_1: 0.9867 (0.9827) loss_fgl_dn_2: 0.9772 (0.9740) loss_fgl_dn_3: 0.9777 (0.9747) loss_fgl_dn_4: 0.9781 (0.9752) loss_fgl_dn_5: 0.9781 (0.9752) loss_giou: 0.5806 (0.5591) loss_giou_aux_0: 0.6127 (0.5842) loss_giou_aux_1: 0.5936 (0.5646) loss_giou_aux_2: 0.5806 (0.5599) loss_giou_aux_3: 0.5810 (0.5592) loss_giou_aux_4: 0.5806 (0.5591) loss_giou_dn_0: 0.5806 (0.5628) loss_giou_dn_1: 0.4574 (0.4511) loss_giou_dn_2: 0.4408 (0.4339) loss_giou_dn_3: 0.4391 (0.4292) loss_giou_dn_4: 0.4394 (0.4282) loss_giou_dn_5: 0.4394 (0.4281) loss_giou_dn_pre: 0.5802 (0.5621) loss_giou_enc_0: 0.6932 (0.6581) loss_giou_pre: 0.6101 (0.5826) loss_ddf_aux_0: 0.0525 (0.0532) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2468 (0.2511) loss_ddf_dn_1: 0.0322 (0.0336) loss_ddf_dn_2: 0.0073 (0.0074) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6279 (0.6500) loss_vfl_aux_0: 0.7047 (0.7198) loss_vfl_aux_1: 0.6774 (0.6960) loss_vfl_aux_2: 0.6588 (0.6778) loss_vfl_aux_3: 0.6430 (0.6611) loss_vfl_aux_4: 0.6360 (0.6517) loss_vfl_dn_0: 0.4807 (0.4863) loss_vfl_dn_1: 0.4174 (0.4190) loss_vfl_dn_2: 0.3995 (0.4032) loss_vfl_dn_3: 0.3925 (0.3949) loss_vfl_dn_4: 0.3876 (0.3921) loss_vfl_dn_5: 0.3869 (0.3916) loss_vfl_dn_pre: 0.4815 (0.4867) loss_vfl_enc_0: 0.7029 (0.7243) loss_vfl_pre: 0.7145 (0.7220) time: 0.7704 data: 0.0291 max mem: 9084 Epoch: [44] [1500/3696] eta: 0:28:14 lr: 0.000013 loss: 32.2818 (31.2463) loss_bbox: 0.1964 (0.1716) loss_bbox_aux_0: 0.2106 (0.1840) loss_bbox_aux_1: 0.2011 (0.1742) loss_bbox_aux_2: 0.1965 (0.1721) loss_bbox_aux_3: 0.1984 (0.1717) loss_bbox_aux_4: 0.1984 (0.1716) loss_bbox_dn_0: 0.2571 (0.2355) loss_bbox_dn_1: 0.1892 (0.1735) loss_bbox_dn_2: 0.1806 (0.1633) loss_bbox_dn_3: 0.1780 (0.1601) loss_bbox_dn_4: 0.1768 (0.1594) loss_bbox_dn_5: 0.1768 (0.1594) loss_bbox_dn_pre: 0.2649 (0.2413) loss_bbox_enc_0: 0.2397 (0.2183) loss_bbox_pre: 0.2091 (0.1842) loss_dfl: 0.9593 (0.9589) loss_fgl_aux_0: 0.9868 (0.9913) loss_fgl_aux_1: 0.9592 (0.9614) loss_fgl_aux_2: 0.9593 (0.9591) loss_fgl_aux_3: 0.9590 (0.9589) loss_fgl_aux_4: 0.9593 (0.9589) loss_fgl_dn_0: 1.0906 (1.0864) loss_fgl_dn_1: 0.9840 (0.9827) loss_fgl_dn_2: 0.9790 (0.9738) loss_fgl_dn_3: 0.9811 (0.9746) loss_fgl_dn_4: 0.9828 (0.9751) loss_fgl_dn_5: 0.9831 (0.9751) loss_giou: 0.5762 (0.5583) loss_giou_aux_0: 0.6053 (0.5834) loss_giou_aux_1: 0.5797 (0.5639) loss_giou_aux_2: 0.5765 (0.5592) loss_giou_aux_3: 0.5768 (0.5584) loss_giou_aux_4: 0.5762 (0.5583) loss_giou_dn_0: 0.5753 (0.5622) loss_giou_dn_1: 0.4730 (0.4505) loss_giou_dn_2: 0.4533 (0.4334) loss_giou_dn_3: 0.4477 (0.4287) loss_giou_dn_4: 0.4469 (0.4277) loss_giou_dn_5: 0.4470 (0.4277) loss_giou_dn_pre: 0.5717 (0.5615) loss_giou_enc_0: 0.6761 (0.6573) loss_giou_pre: 0.6029 (0.5819) loss_ddf_aux_0: 0.0544 (0.0532) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2695 (0.2512) loss_ddf_dn_1: 0.0344 (0.0336) loss_ddf_dn_2: 0.0083 (0.0074) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6780 (0.6503) loss_vfl_aux_0: 0.7607 (0.7206) loss_vfl_aux_1: 0.7352 (0.6967) loss_vfl_aux_2: 0.7137 (0.6785) loss_vfl_aux_3: 0.6901 (0.6617) loss_vfl_aux_4: 0.6805 (0.6521) loss_vfl_dn_0: 0.4942 (0.4865) loss_vfl_dn_1: 0.4275 (0.4191) loss_vfl_dn_2: 0.4107 (0.4031) loss_vfl_dn_3: 0.4048 (0.3949) loss_vfl_dn_4: 0.3993 (0.3920) loss_vfl_dn_5: 0.4005 (0.3915) loss_vfl_dn_pre: 0.4946 (0.4869) loss_vfl_enc_0: 0.7647 (0.7253) loss_vfl_pre: 0.7588 (0.7228) time: 0.6931 data: 0.0199 max mem: 9084 Epoch: [44] [1600/3696] eta: 0:26:57 lr: 0.000013 loss: 31.7970 (31.2543) loss_bbox: 0.1759 (0.1720) loss_bbox_aux_0: 0.1894 (0.1844) loss_bbox_aux_1: 0.1775 (0.1746) loss_bbox_aux_2: 0.1754 (0.1725) loss_bbox_aux_3: 0.1748 (0.1720) loss_bbox_aux_4: 0.1759 (0.1720) loss_bbox_dn_0: 0.2233 (0.2360) loss_bbox_dn_1: 0.1800 (0.1740) loss_bbox_dn_2: 0.1682 (0.1638) loss_bbox_dn_3: 0.1638 (0.1606) loss_bbox_dn_4: 0.1618 (0.1599) loss_bbox_dn_5: 0.1619 (0.1599) loss_bbox_dn_pre: 0.2309 (0.2418) loss_bbox_enc_0: 0.2229 (0.2188) loss_bbox_pre: 0.1878 (0.1846) loss_dfl: 0.9651 (0.9590) loss_fgl_aux_0: 0.9972 (0.9915) loss_fgl_aux_1: 0.9676 (0.9615) loss_fgl_aux_2: 0.9660 (0.9592) loss_fgl_aux_3: 0.9661 (0.9590) loss_fgl_aux_4: 0.9653 (0.9590) loss_fgl_dn_0: 1.0897 (1.0866) loss_fgl_dn_1: 0.9823 (0.9827) loss_fgl_dn_2: 0.9761 (0.9738) loss_fgl_dn_3: 0.9769 (0.9746) loss_fgl_dn_4: 0.9778 (0.9751) loss_fgl_dn_5: 0.9778 (0.9751) loss_giou: 0.5497 (0.5580) loss_giou_aux_0: 0.5704 (0.5832) loss_giou_aux_1: 0.5514 (0.5636) loss_giou_aux_2: 0.5521 (0.5588) loss_giou_aux_3: 0.5515 (0.5581) loss_giou_aux_4: 0.5500 (0.5580) loss_giou_dn_0: 0.5789 (0.5621) loss_giou_dn_1: 0.4727 (0.4503) loss_giou_dn_2: 0.4560 (0.4333) loss_giou_dn_3: 0.4515 (0.4286) loss_giou_dn_4: 0.4504 (0.4275) loss_giou_dn_5: 0.4507 (0.4275) loss_giou_dn_pre: 0.5822 (0.5614) loss_giou_enc_0: 0.6480 (0.6568) loss_giou_pre: 0.5677 (0.5816) loss_ddf_aux_0: 0.0557 (0.0535) loss_ddf_aux_1: 0.0078 (0.0074) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2458 (0.2514) loss_ddf_dn_1: 0.0334 (0.0336) loss_ddf_dn_2: 0.0071 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6576 (0.6506) loss_vfl_aux_0: 0.7239 (0.7211) loss_vfl_aux_1: 0.6928 (0.6973) loss_vfl_aux_2: 0.6816 (0.6790) loss_vfl_aux_3: 0.6686 (0.6620) loss_vfl_aux_4: 0.6562 (0.6523) loss_vfl_dn_0: 0.4866 (0.4865) loss_vfl_dn_1: 0.4260 (0.4191) loss_vfl_dn_2: 0.4095 (0.4032) loss_vfl_dn_3: 0.4011 (0.3949) loss_vfl_dn_4: 0.3970 (0.3920) loss_vfl_dn_5: 0.3955 (0.3915) loss_vfl_dn_pre: 0.4857 (0.4870) loss_vfl_enc_0: 0.7345 (0.7257) loss_vfl_pre: 0.7175 (0.7233) time: 0.7396 data: 0.0274 max mem: 9084 Epoch: [44] [1700/3696] eta: 0:25:38 lr: 0.000013 loss: 30.7326 (31.2557) loss_bbox: 0.1639 (0.1719) loss_bbox_aux_0: 0.1747 (0.1844) loss_bbox_aux_1: 0.1663 (0.1745) loss_bbox_aux_2: 0.1632 (0.1724) loss_bbox_aux_3: 0.1637 (0.1720) loss_bbox_aux_4: 0.1639 (0.1719) loss_bbox_dn_0: 0.2256 (0.2362) loss_bbox_dn_1: 0.1688 (0.1741) loss_bbox_dn_2: 0.1596 (0.1639) loss_bbox_dn_3: 0.1551 (0.1607) loss_bbox_dn_4: 0.1562 (0.1601) loss_bbox_dn_5: 0.1561 (0.1600) loss_bbox_dn_pre: 0.2292 (0.2419) loss_bbox_enc_0: 0.2099 (0.2187) loss_bbox_pre: 0.1718 (0.1846) loss_dfl: 0.9719 (0.9591) loss_fgl_aux_0: 0.9991 (0.9916) loss_fgl_aux_1: 0.9714 (0.9617) loss_fgl_aux_2: 0.9718 (0.9593) loss_fgl_aux_3: 0.9711 (0.9591) loss_fgl_aux_4: 0.9719 (0.9591) loss_fgl_dn_0: 1.0865 (1.0867) loss_fgl_dn_1: 0.9835 (0.9828) loss_fgl_dn_2: 0.9773 (0.9739) loss_fgl_dn_3: 0.9764 (0.9746) loss_fgl_dn_4: 0.9768 (0.9751) loss_fgl_dn_5: 0.9770 (0.9751) loss_giou: 0.5495 (0.5575) loss_giou_aux_0: 0.5710 (0.5826) loss_giou_aux_1: 0.5500 (0.5631) loss_giou_aux_2: 0.5481 (0.5584) loss_giou_aux_3: 0.5491 (0.5576) loss_giou_aux_4: 0.5492 (0.5575) loss_giou_dn_0: 0.5461 (0.5619) loss_giou_dn_1: 0.4326 (0.4502) loss_giou_dn_2: 0.4193 (0.4331) loss_giou_dn_3: 0.4150 (0.4284) loss_giou_dn_4: 0.4140 (0.4274) loss_giou_dn_5: 0.4141 (0.4274) loss_giou_dn_pre: 0.5449 (0.5612) loss_giou_enc_0: 0.6368 (0.6562) loss_giou_pre: 0.5686 (0.5811) loss_ddf_aux_0: 0.0531 (0.0535) loss_ddf_aux_1: 0.0074 (0.0075) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2501 (0.2513) loss_ddf_dn_1: 0.0334 (0.0335) loss_ddf_dn_2: 0.0069 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6682 (0.6512) loss_vfl_aux_0: 0.7324 (0.7216) loss_vfl_aux_1: 0.7186 (0.6982) loss_vfl_aux_2: 0.6898 (0.6798) loss_vfl_aux_3: 0.6735 (0.6625) loss_vfl_aux_4: 0.6688 (0.6529) loss_vfl_dn_0: 0.4883 (0.4866) loss_vfl_dn_1: 0.4152 (0.4191) loss_vfl_dn_2: 0.3996 (0.4032) loss_vfl_dn_3: 0.3908 (0.3949) loss_vfl_dn_4: 0.3886 (0.3921) loss_vfl_dn_5: 0.3898 (0.3916) loss_vfl_dn_pre: 0.4882 (0.4870) loss_vfl_enc_0: 0.7202 (0.7263) loss_vfl_pre: 0.7321 (0.7238) time: 0.7541 data: 0.0296 max mem: 9084 Epoch: [44] [1800/3696] eta: 0:24:18 lr: 0.000013 loss: 31.1898 (31.2543) loss_bbox: 0.1615 (0.1715) loss_bbox_aux_0: 0.1705 (0.1840) loss_bbox_aux_1: 0.1633 (0.1742) loss_bbox_aux_2: 0.1621 (0.1720) loss_bbox_aux_3: 0.1613 (0.1716) loss_bbox_aux_4: 0.1615 (0.1716) loss_bbox_dn_0: 0.2309 (0.2358) loss_bbox_dn_1: 0.1649 (0.1738) loss_bbox_dn_2: 0.1507 (0.1636) loss_bbox_dn_3: 0.1517 (0.1604) loss_bbox_dn_4: 0.1492 (0.1597) loss_bbox_dn_5: 0.1489 (0.1597) loss_bbox_dn_pre: 0.2340 (0.2416) loss_bbox_enc_0: 0.2036 (0.2184) loss_bbox_pre: 0.1708 (0.1842) loss_dfl: 0.9697 (0.9591) loss_fgl_aux_0: 1.0015 (0.9917) loss_fgl_aux_1: 0.9719 (0.9617) loss_fgl_aux_2: 0.9690 (0.9593) loss_fgl_aux_3: 0.9695 (0.9591) loss_fgl_aux_4: 0.9698 (0.9591) loss_fgl_dn_0: 1.0854 (1.0867) loss_fgl_dn_1: 0.9835 (0.9827) loss_fgl_dn_2: 0.9745 (0.9738) loss_fgl_dn_3: 0.9756 (0.9746) loss_fgl_dn_4: 0.9762 (0.9751) loss_fgl_dn_5: 0.9762 (0.9751) loss_giou: 0.5525 (0.5575) loss_giou_aux_0: 0.5810 (0.5826) loss_giou_aux_1: 0.5586 (0.5631) loss_giou_aux_2: 0.5540 (0.5583) loss_giou_aux_3: 0.5534 (0.5576) loss_giou_aux_4: 0.5527 (0.5575) loss_giou_dn_0: 0.5550 (0.5620) loss_giou_dn_1: 0.4419 (0.4503) loss_giou_dn_2: 0.4238 (0.4332) loss_giou_dn_3: 0.4173 (0.4285) loss_giou_dn_4: 0.4170 (0.4275) loss_giou_dn_5: 0.4170 (0.4275) loss_giou_dn_pre: 0.5554 (0.5613) loss_giou_enc_0: 0.6465 (0.6562) loss_giou_pre: 0.5786 (0.5811) loss_ddf_aux_0: 0.0512 (0.0535) loss_ddf_aux_1: 0.0072 (0.0075) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2582 (0.2516) loss_ddf_dn_1: 0.0346 (0.0336) loss_ddf_dn_2: 0.0072 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6269 (0.6514) loss_vfl_aux_0: 0.7070 (0.7223) loss_vfl_aux_1: 0.6846 (0.6986) loss_vfl_aux_2: 0.6627 (0.6804) loss_vfl_aux_3: 0.6541 (0.6627) loss_vfl_aux_4: 0.6339 (0.6532) loss_vfl_dn_0: 0.4815 (0.4866) loss_vfl_dn_1: 0.4143 (0.4191) loss_vfl_dn_2: 0.3990 (0.4031) loss_vfl_dn_3: 0.3905 (0.3948) loss_vfl_dn_4: 0.3850 (0.3920) loss_vfl_dn_5: 0.3840 (0.3915) loss_vfl_dn_pre: 0.4812 (0.4870) loss_vfl_enc_0: 0.7094 (0.7269) loss_vfl_pre: 0.7086 (0.7244) time: 0.7022 data: 0.0280 max mem: 9084 Epoch: [44] [1900/3696] eta: 0:22:59 lr: 0.000013 loss: 31.6109 (31.2638) loss_bbox: 0.1630 (0.1715) loss_bbox_aux_0: 0.1765 (0.1839) loss_bbox_aux_1: 0.1654 (0.1741) loss_bbox_aux_2: 0.1610 (0.1720) loss_bbox_aux_3: 0.1635 (0.1715) loss_bbox_aux_4: 0.1634 (0.1715) loss_bbox_dn_0: 0.2161 (0.2355) loss_bbox_dn_1: 0.1550 (0.1736) loss_bbox_dn_2: 0.1464 (0.1634) loss_bbox_dn_3: 0.1435 (0.1602) loss_bbox_dn_4: 0.1426 (0.1595) loss_bbox_dn_5: 0.1425 (0.1595) loss_bbox_dn_pre: 0.2207 (0.2413) loss_bbox_enc_0: 0.2012 (0.2183) loss_bbox_pre: 0.1769 (0.1841) loss_dfl: 0.9617 (0.9588) loss_fgl_aux_0: 0.9888 (0.9914) loss_fgl_aux_1: 0.9632 (0.9614) loss_fgl_aux_2: 0.9608 (0.9591) loss_fgl_aux_3: 0.9604 (0.9589) loss_fgl_aux_4: 0.9615 (0.9588) loss_fgl_dn_0: 1.0743 (1.0866) loss_fgl_dn_1: 0.9841 (0.9828) loss_fgl_dn_2: 0.9788 (0.9739) loss_fgl_dn_3: 0.9805 (0.9747) loss_fgl_dn_4: 0.9815 (0.9752) loss_fgl_dn_5: 0.9815 (0.9752) loss_giou: 0.5772 (0.5586) loss_giou_aux_0: 0.6074 (0.5837) loss_giou_aux_1: 0.5869 (0.5642) loss_giou_aux_2: 0.5809 (0.5595) loss_giou_aux_3: 0.5782 (0.5587) loss_giou_aux_4: 0.5774 (0.5586) loss_giou_dn_0: 0.5789 (0.5628) loss_giou_dn_1: 0.4677 (0.4510) loss_giou_dn_2: 0.4543 (0.4339) loss_giou_dn_3: 0.4506 (0.4292) loss_giou_dn_4: 0.4481 (0.4282) loss_giou_dn_5: 0.4481 (0.4282) loss_giou_dn_pre: 0.5768 (0.5621) loss_giou_enc_0: 0.6739 (0.6573) loss_giou_pre: 0.6076 (0.5822) loss_ddf_aux_0: 0.0510 (0.0535) loss_ddf_aux_1: 0.0071 (0.0075) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2308 (0.2516) loss_ddf_dn_1: 0.0294 (0.0336) loss_ddf_dn_2: 0.0069 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6420 (0.6512) loss_vfl_aux_0: 0.7104 (0.7222) loss_vfl_aux_1: 0.6942 (0.6987) loss_vfl_aux_2: 0.6789 (0.6802) loss_vfl_aux_3: 0.6602 (0.6624) loss_vfl_aux_4: 0.6489 (0.6530) loss_vfl_dn_0: 0.4822 (0.4865) loss_vfl_dn_1: 0.4207 (0.4191) loss_vfl_dn_2: 0.4072 (0.4032) loss_vfl_dn_3: 0.3976 (0.3949) loss_vfl_dn_4: 0.3935 (0.3920) loss_vfl_dn_5: 0.3956 (0.3915) loss_vfl_dn_pre: 0.4846 (0.4869) loss_vfl_enc_0: 0.7306 (0.7266) loss_vfl_pre: 0.7127 (0.7244) time: 0.7806 data: 0.0275 max mem: 9084 Epoch: [44] [2000/3696] eta: 0:21:43 lr: 0.000013 loss: 30.8832 (31.2648) loss_bbox: 0.1622 (0.1717) loss_bbox_aux_0: 0.1683 (0.1841) loss_bbox_aux_1: 0.1648 (0.1743) loss_bbox_aux_2: 0.1627 (0.1722) loss_bbox_aux_3: 0.1625 (0.1718) loss_bbox_aux_4: 0.1622 (0.1717) loss_bbox_dn_0: 0.2141 (0.2357) loss_bbox_dn_1: 0.1663 (0.1738) loss_bbox_dn_2: 0.1633 (0.1636) loss_bbox_dn_3: 0.1599 (0.1604) loss_bbox_dn_4: 0.1595 (0.1597) loss_bbox_dn_5: 0.1593 (0.1597) loss_bbox_dn_pre: 0.2210 (0.2415) loss_bbox_enc_0: 0.1975 (0.2185) loss_bbox_pre: 0.1672 (0.1843) loss_dfl: 0.9638 (0.9590) loss_fgl_aux_0: 0.9935 (0.9915) loss_fgl_aux_1: 0.9679 (0.9616) loss_fgl_aux_2: 0.9638 (0.9592) loss_fgl_aux_3: 0.9640 (0.9591) loss_fgl_aux_4: 0.9639 (0.9590) loss_fgl_dn_0: 1.0840 (1.0866) loss_fgl_dn_1: 0.9826 (0.9829) loss_fgl_dn_2: 0.9745 (0.9740) loss_fgl_dn_3: 0.9752 (0.9748) loss_fgl_dn_4: 0.9756 (0.9753) loss_fgl_dn_5: 0.9757 (0.9753) loss_giou: 0.5442 (0.5584) loss_giou_aux_0: 0.5720 (0.5835) loss_giou_aux_1: 0.5480 (0.5640) loss_giou_aux_2: 0.5459 (0.5592) loss_giou_aux_3: 0.5439 (0.5585) loss_giou_aux_4: 0.5446 (0.5584) loss_giou_dn_0: 0.5690 (0.5626) loss_giou_dn_1: 0.4529 (0.4508) loss_giou_dn_2: 0.4360 (0.4337) loss_giou_dn_3: 0.4310 (0.4290) loss_giou_dn_4: 0.4297 (0.4280) loss_giou_dn_5: 0.4298 (0.4280) loss_giou_dn_pre: 0.5661 (0.5619) loss_giou_enc_0: 0.6380 (0.6570) loss_giou_pre: 0.5696 (0.5820) loss_ddf_aux_0: 0.0455 (0.0533) loss_ddf_aux_1: 0.0065 (0.0075) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2344 (0.2513) loss_ddf_dn_1: 0.0303 (0.0336) loss_ddf_dn_2: 0.0065 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6311 (0.6513) loss_vfl_aux_0: 0.7065 (0.7221) loss_vfl_aux_1: 0.6777 (0.6988) loss_vfl_aux_2: 0.6671 (0.6803) loss_vfl_aux_3: 0.6498 (0.6625) loss_vfl_aux_4: 0.6355 (0.6531) loss_vfl_dn_0: 0.4843 (0.4865) loss_vfl_dn_1: 0.4164 (0.4190) loss_vfl_dn_2: 0.3997 (0.4032) loss_vfl_dn_3: 0.3955 (0.3949) loss_vfl_dn_4: 0.3916 (0.3920) loss_vfl_dn_5: 0.3903 (0.3915) loss_vfl_dn_pre: 0.4847 (0.4869) loss_vfl_enc_0: 0.7007 (0.7266) loss_vfl_pre: 0.7036 (0.7243) time: 0.7666 data: 0.0298 max mem: 9084 Epoch: [44] [2100/3696] eta: 0:20:25 lr: 0.000013 loss: 31.2191 (31.2538) loss_bbox: 0.1564 (0.1716) loss_bbox_aux_0: 0.1691 (0.1841) loss_bbox_aux_1: 0.1565 (0.1743) loss_bbox_aux_2: 0.1551 (0.1722) loss_bbox_aux_3: 0.1565 (0.1717) loss_bbox_aux_4: 0.1563 (0.1717) loss_bbox_dn_0: 0.2250 (0.2357) loss_bbox_dn_1: 0.1633 (0.1737) loss_bbox_dn_2: 0.1542 (0.1635) loss_bbox_dn_3: 0.1560 (0.1603) loss_bbox_dn_4: 0.1579 (0.1596) loss_bbox_dn_5: 0.1578 (0.1596) loss_bbox_dn_pre: 0.2289 (0.2414) loss_bbox_enc_0: 0.2037 (0.2185) loss_bbox_pre: 0.1708 (0.1842) loss_dfl: 0.9297 (0.9588) loss_fgl_aux_0: 0.9638 (0.9913) loss_fgl_aux_1: 0.9316 (0.9613) loss_fgl_aux_2: 0.9304 (0.9590) loss_fgl_aux_3: 0.9295 (0.9588) loss_fgl_aux_4: 0.9297 (0.9588) loss_fgl_dn_0: 1.0761 (1.0865) loss_fgl_dn_1: 0.9796 (0.9827) loss_fgl_dn_2: 0.9720 (0.9739) loss_fgl_dn_3: 0.9734 (0.9746) loss_fgl_dn_4: 0.9738 (0.9751) loss_fgl_dn_5: 0.9736 (0.9751) loss_giou: 0.5607 (0.5581) loss_giou_aux_0: 0.5771 (0.5833) loss_giou_aux_1: 0.5629 (0.5637) loss_giou_aux_2: 0.5616 (0.5590) loss_giou_aux_3: 0.5631 (0.5582) loss_giou_aux_4: 0.5616 (0.5581) loss_giou_dn_0: 0.5661 (0.5622) loss_giou_dn_1: 0.4473 (0.4505) loss_giou_dn_2: 0.4286 (0.4334) loss_giou_dn_3: 0.4228 (0.4287) loss_giou_dn_4: 0.4211 (0.4276) loss_giou_dn_5: 0.4210 (0.4276) loss_giou_dn_pre: 0.5653 (0.5615) loss_giou_enc_0: 0.6581 (0.6567) loss_giou_pre: 0.5795 (0.5817) loss_ddf_aux_0: 0.0535 (0.0533) loss_ddf_aux_1: 0.0076 (0.0074) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2576 (0.2514) loss_ddf_dn_1: 0.0350 (0.0336) loss_ddf_dn_2: 0.0077 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6500 (0.6511) loss_vfl_aux_0: 0.7210 (0.7218) loss_vfl_aux_1: 0.6914 (0.6983) loss_vfl_aux_2: 0.6744 (0.6800) loss_vfl_aux_3: 0.6552 (0.6623) loss_vfl_aux_4: 0.6392 (0.6529) loss_vfl_dn_0: 0.4841 (0.4864) loss_vfl_dn_1: 0.4137 (0.4188) loss_vfl_dn_2: 0.4050 (0.4030) loss_vfl_dn_3: 0.3949 (0.3947) loss_vfl_dn_4: 0.3945 (0.3919) loss_vfl_dn_5: 0.3934 (0.3914) loss_vfl_dn_pre: 0.4835 (0.4868) loss_vfl_enc_0: 0.7436 (0.7265) loss_vfl_pre: 0.7255 (0.7240) time: 0.7577 data: 0.0276 max mem: 9084 Epoch: [44] [2200/3696] eta: 0:19:08 lr: 0.000013 loss: 31.2751 (31.2575) loss_bbox: 0.1616 (0.1716) loss_bbox_aux_0: 0.1774 (0.1841) loss_bbox_aux_1: 0.1656 (0.1743) loss_bbox_aux_2: 0.1625 (0.1722) loss_bbox_aux_3: 0.1618 (0.1717) loss_bbox_aux_4: 0.1617 (0.1717) loss_bbox_dn_0: 0.2281 (0.2356) loss_bbox_dn_1: 0.1671 (0.1737) loss_bbox_dn_2: 0.1615 (0.1634) loss_bbox_dn_3: 0.1541 (0.1602) loss_bbox_dn_4: 0.1549 (0.1595) loss_bbox_dn_5: 0.1549 (0.1595) loss_bbox_dn_pre: 0.2309 (0.2414) loss_bbox_enc_0: 0.2048 (0.2185) loss_bbox_pre: 0.1741 (0.1843) loss_dfl: 0.9792 (0.9588) loss_fgl_aux_0: 1.0159 (0.9913) loss_fgl_aux_1: 0.9797 (0.9614) loss_fgl_aux_2: 0.9810 (0.9590) loss_fgl_aux_3: 0.9804 (0.9588) loss_fgl_aux_4: 0.9815 (0.9588) loss_fgl_dn_0: 1.0875 (1.0866) loss_fgl_dn_1: 0.9834 (0.9828) loss_fgl_dn_2: 0.9753 (0.9740) loss_fgl_dn_3: 0.9755 (0.9747) loss_fgl_dn_4: 0.9756 (0.9752) loss_fgl_dn_5: 0.9756 (0.9752) loss_giou: 0.5280 (0.5584) loss_giou_aux_0: 0.5606 (0.5835) loss_giou_aux_1: 0.5329 (0.5639) loss_giou_aux_2: 0.5290 (0.5592) loss_giou_aux_3: 0.5281 (0.5585) loss_giou_aux_4: 0.5281 (0.5584) loss_giou_dn_0: 0.5576 (0.5626) loss_giou_dn_1: 0.4456 (0.4508) loss_giou_dn_2: 0.4278 (0.4337) loss_giou_dn_3: 0.4262 (0.4290) loss_giou_dn_4: 0.4246 (0.4280) loss_giou_dn_5: 0.4245 (0.4280) loss_giou_dn_pre: 0.5592 (0.5619) loss_giou_enc_0: 0.6277 (0.6569) loss_giou_pre: 0.5590 (0.5820) loss_ddf_aux_0: 0.0518 (0.0533) loss_ddf_aux_1: 0.0076 (0.0074) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2424 (0.2513) loss_ddf_dn_1: 0.0325 (0.0336) loss_ddf_dn_2: 0.0068 (0.0073) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6415 (0.6509) loss_vfl_aux_0: 0.7194 (0.7216) loss_vfl_aux_1: 0.6842 (0.6981) loss_vfl_aux_2: 0.6755 (0.6797) loss_vfl_aux_3: 0.6523 (0.6620) loss_vfl_aux_4: 0.6519 (0.6528) loss_vfl_dn_0: 0.4845 (0.4864) loss_vfl_dn_1: 0.4236 (0.4190) loss_vfl_dn_2: 0.4097 (0.4031) loss_vfl_dn_3: 0.4017 (0.3948) loss_vfl_dn_4: 0.3992 (0.3920) loss_vfl_dn_5: 0.3984 (0.3915) loss_vfl_dn_pre: 0.4851 (0.4868) loss_vfl_enc_0: 0.7341 (0.7265) loss_vfl_pre: 0.7264 (0.7238) time: 0.7893 data: 0.0282 max mem: 9084 Epoch: [44] [2300/3696] eta: 0:17:50 lr: 0.000013 loss: 31.5116 (31.2562) loss_bbox: 0.1602 (0.1718) loss_bbox_aux_0: 0.1768 (0.1843) loss_bbox_aux_1: 0.1616 (0.1745) loss_bbox_aux_2: 0.1614 (0.1723) loss_bbox_aux_3: 0.1604 (0.1719) loss_bbox_aux_4: 0.1603 (0.1719) loss_bbox_dn_0: 0.2241 (0.2359) loss_bbox_dn_1: 0.1635 (0.1740) loss_bbox_dn_2: 0.1572 (0.1637) loss_bbox_dn_3: 0.1561 (0.1605) loss_bbox_dn_4: 0.1549 (0.1599) loss_bbox_dn_5: 0.1549 (0.1599) loss_bbox_dn_pre: 0.2353 (0.2417) loss_bbox_enc_0: 0.2238 (0.2189) loss_bbox_pre: 0.1789 (0.1845) loss_dfl: 0.9709 (0.9589) loss_fgl_aux_0: 1.0008 (0.9916) loss_fgl_aux_1: 0.9735 (0.9615) loss_fgl_aux_2: 0.9712 (0.9592) loss_fgl_aux_3: 0.9706 (0.9590) loss_fgl_aux_4: 0.9706 (0.9589) loss_fgl_dn_0: 1.0831 (1.0865) loss_fgl_dn_1: 0.9790 (0.9827) loss_fgl_dn_2: 0.9711 (0.9738) loss_fgl_dn_3: 0.9714 (0.9746) loss_fgl_dn_4: 0.9724 (0.9750) loss_fgl_dn_5: 0.9724 (0.9751) loss_giou: 0.5416 (0.5573) loss_giou_aux_0: 0.5679 (0.5824) loss_giou_aux_1: 0.5427 (0.5629) loss_giou_aux_2: 0.5386 (0.5582) loss_giou_aux_3: 0.5413 (0.5574) loss_giou_aux_4: 0.5414 (0.5573) loss_giou_dn_0: 0.5646 (0.5622) loss_giou_dn_1: 0.4588 (0.4504) loss_giou_dn_2: 0.4461 (0.4333) loss_giou_dn_3: 0.4394 (0.4286) loss_giou_dn_4: 0.4372 (0.4276) loss_giou_dn_5: 0.4370 (0.4276) loss_giou_dn_pre: 0.5655 (0.5614) loss_giou_enc_0: 0.6457 (0.6558) loss_giou_pre: 0.5647 (0.5810) loss_ddf_aux_0: 0.0592 (0.0535) loss_ddf_aux_1: 0.0078 (0.0074) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2374 (0.2513) loss_ddf_dn_1: 0.0315 (0.0336) loss_ddf_dn_2: 0.0071 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6717 (0.6515) loss_vfl_aux_0: 0.7350 (0.7223) loss_vfl_aux_1: 0.7130 (0.6987) loss_vfl_aux_2: 0.7035 (0.6803) loss_vfl_aux_3: 0.6957 (0.6626) loss_vfl_aux_4: 0.6772 (0.6534) loss_vfl_dn_0: 0.4899 (0.4865) loss_vfl_dn_1: 0.4286 (0.4190) loss_vfl_dn_2: 0.4093 (0.4032) loss_vfl_dn_3: 0.3980 (0.3949) loss_vfl_dn_4: 0.3937 (0.3920) loss_vfl_dn_5: 0.3916 (0.3915) loss_vfl_dn_pre: 0.4905 (0.4870) loss_vfl_enc_0: 0.7621 (0.7272) loss_vfl_pre: 0.7368 (0.7244) time: 0.6887 data: 0.0204 max mem: 9084 Epoch: [44] [2400/3696] eta: 0:16:31 lr: 0.000013 loss: 31.3784 (31.2580) loss_bbox: 0.1724 (0.1719) loss_bbox_aux_0: 0.1773 (0.1844) loss_bbox_aux_1: 0.1726 (0.1745) loss_bbox_aux_2: 0.1723 (0.1724) loss_bbox_aux_3: 0.1726 (0.1720) loss_bbox_aux_4: 0.1724 (0.1719) loss_bbox_dn_0: 0.2271 (0.2362) loss_bbox_dn_1: 0.1682 (0.1741) loss_bbox_dn_2: 0.1586 (0.1639) loss_bbox_dn_3: 0.1554 (0.1607) loss_bbox_dn_4: 0.1531 (0.1600) loss_bbox_dn_5: 0.1531 (0.1600) loss_bbox_dn_pre: 0.2294 (0.2420) loss_bbox_enc_0: 0.2101 (0.2191) loss_bbox_pre: 0.1770 (0.1846) loss_dfl: 0.9793 (0.9592) loss_fgl_aux_0: 1.0081 (0.9919) loss_fgl_aux_1: 0.9791 (0.9618) loss_fgl_aux_2: 0.9782 (0.9594) loss_fgl_aux_3: 0.9795 (0.9592) loss_fgl_aux_4: 0.9795 (0.9592) loss_fgl_dn_0: 1.0849 (1.0865) loss_fgl_dn_1: 0.9872 (0.9826) loss_fgl_dn_2: 0.9788 (0.9738) loss_fgl_dn_3: 0.9785 (0.9745) loss_fgl_dn_4: 0.9787 (0.9750) loss_fgl_dn_5: 0.9785 (0.9750) loss_giou: 0.5361 (0.5567) loss_giou_aux_0: 0.5598 (0.5819) loss_giou_aux_1: 0.5384 (0.5623) loss_giou_aux_2: 0.5371 (0.5576) loss_giou_aux_3: 0.5368 (0.5568) loss_giou_aux_4: 0.5360 (0.5567) loss_giou_dn_0: 0.5550 (0.5620) loss_giou_dn_1: 0.4365 (0.4503) loss_giou_dn_2: 0.4209 (0.4332) loss_giou_dn_3: 0.4165 (0.4285) loss_giou_dn_4: 0.4154 (0.4275) loss_giou_dn_5: 0.4153 (0.4275) loss_giou_dn_pre: 0.5567 (0.5613) loss_giou_enc_0: 0.6390 (0.6554) loss_giou_pre: 0.5608 (0.5804) loss_ddf_aux_0: 0.0538 (0.0535) loss_ddf_aux_1: 0.0081 (0.0074) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2407 (0.2513) loss_ddf_dn_1: 0.0322 (0.0336) loss_ddf_dn_2: 0.0074 (0.0073) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6720 (0.6521) loss_vfl_aux_0: 0.7567 (0.7229) loss_vfl_aux_1: 0.7233 (0.6991) loss_vfl_aux_2: 0.7148 (0.6808) loss_vfl_aux_3: 0.6768 (0.6631) loss_vfl_aux_4: 0.6715 (0.6539) loss_vfl_dn_0: 0.4879 (0.4865) loss_vfl_dn_1: 0.4178 (0.4190) loss_vfl_dn_2: 0.4021 (0.4031) loss_vfl_dn_3: 0.3923 (0.3948) loss_vfl_dn_4: 0.3900 (0.3920) loss_vfl_dn_5: 0.3882 (0.3915) loss_vfl_dn_pre: 0.4882 (0.4870) loss_vfl_enc_0: 0.7454 (0.7275) loss_vfl_pre: 0.7614 (0.7251) time: 0.7629 data: 0.0343 max mem: 9084 Epoch: [44] [2500/3696] eta: 0:15:16 lr: 0.000013 loss: 30.8757 (31.2594) loss_bbox: 0.1691 (0.1719) loss_bbox_aux_0: 0.1743 (0.1845) loss_bbox_aux_1: 0.1732 (0.1746) loss_bbox_aux_2: 0.1698 (0.1724) loss_bbox_aux_3: 0.1690 (0.1720) loss_bbox_aux_4: 0.1690 (0.1719) loss_bbox_dn_0: 0.2218 (0.2361) loss_bbox_dn_1: 0.1573 (0.1741) loss_bbox_dn_2: 0.1451 (0.1638) loss_bbox_dn_3: 0.1406 (0.1606) loss_bbox_dn_4: 0.1403 (0.1599) loss_bbox_dn_5: 0.1403 (0.1599) loss_bbox_dn_pre: 0.2266 (0.2419) loss_bbox_enc_0: 0.2150 (0.2192) loss_bbox_pre: 0.1757 (0.1847) loss_dfl: 0.9599 (0.9591) loss_fgl_aux_0: 0.9852 (0.9918) loss_fgl_aux_1: 0.9618 (0.9617) loss_fgl_aux_2: 0.9599 (0.9594) loss_fgl_aux_3: 0.9601 (0.9592) loss_fgl_aux_4: 0.9599 (0.9591) loss_fgl_dn_0: 1.0884 (1.0865) loss_fgl_dn_1: 0.9848 (0.9828) loss_fgl_dn_2: 0.9732 (0.9739) loss_fgl_dn_3: 0.9737 (0.9746) loss_fgl_dn_4: 0.9739 (0.9751) loss_fgl_dn_5: 0.9739 (0.9751) loss_giou: 0.5501 (0.5570) loss_giou_aux_0: 0.5761 (0.5822) loss_giou_aux_1: 0.5530 (0.5626) loss_giou_aux_2: 0.5518 (0.5579) loss_giou_aux_3: 0.5510 (0.5571) loss_giou_aux_4: 0.5499 (0.5570) loss_giou_dn_0: 0.5390 (0.5620) loss_giou_dn_1: 0.4264 (0.4503) loss_giou_dn_2: 0.4138 (0.4332) loss_giou_dn_3: 0.4093 (0.4285) loss_giou_dn_4: 0.4094 (0.4275) loss_giou_dn_5: 0.4094 (0.4275) loss_giou_dn_pre: 0.5369 (0.5613) loss_giou_enc_0: 0.6519 (0.6557) loss_giou_pre: 0.5753 (0.5808) loss_ddf_aux_0: 0.0483 (0.0535) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2430 (0.2512) loss_ddf_dn_1: 0.0329 (0.0336) loss_ddf_dn_2: 0.0067 (0.0073) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6404 (0.6520) loss_vfl_aux_0: 0.7159 (0.7228) loss_vfl_aux_1: 0.6854 (0.6991) loss_vfl_aux_2: 0.6741 (0.6808) loss_vfl_aux_3: 0.6484 (0.6631) loss_vfl_aux_4: 0.6418 (0.6539) loss_vfl_dn_0: 0.4872 (0.4865) loss_vfl_dn_1: 0.4155 (0.4190) loss_vfl_dn_2: 0.3959 (0.4031) loss_vfl_dn_3: 0.3889 (0.3948) loss_vfl_dn_4: 0.3875 (0.3919) loss_vfl_dn_5: 0.3869 (0.3915) loss_vfl_dn_pre: 0.4879 (0.4870) loss_vfl_enc_0: 0.7087 (0.7273) loss_vfl_pre: 0.7177 (0.7250) time: 0.7517 data: 0.0243 max mem: 9084 Epoch: [44] [2600/3696] eta: 0:13:59 lr: 0.000013 loss: 31.3230 (31.2648) loss_bbox: 0.1623 (0.1719) loss_bbox_aux_0: 0.1810 (0.1845) loss_bbox_aux_1: 0.1671 (0.1746) loss_bbox_aux_2: 0.1631 (0.1725) loss_bbox_aux_3: 0.1621 (0.1720) loss_bbox_aux_4: 0.1624 (0.1720) loss_bbox_dn_0: 0.2222 (0.2360) loss_bbox_dn_1: 0.1713 (0.1740) loss_bbox_dn_2: 0.1646 (0.1637) loss_bbox_dn_3: 0.1620 (0.1605) loss_bbox_dn_4: 0.1616 (0.1598) loss_bbox_dn_5: 0.1615 (0.1598) loss_bbox_dn_pre: 0.2262 (0.2418) loss_bbox_enc_0: 0.2056 (0.2192) loss_bbox_pre: 0.1796 (0.1847) loss_dfl: 0.9530 (0.9592) loss_fgl_aux_0: 0.9866 (0.9918) loss_fgl_aux_1: 0.9582 (0.9617) loss_fgl_aux_2: 0.9527 (0.9594) loss_fgl_aux_3: 0.9536 (0.9592) loss_fgl_aux_4: 0.9531 (0.9592) loss_fgl_dn_0: 1.0861 (1.0865) loss_fgl_dn_1: 0.9820 (0.9828) loss_fgl_dn_2: 0.9736 (0.9739) loss_fgl_dn_3: 0.9762 (0.9747) loss_fgl_dn_4: 0.9768 (0.9752) loss_fgl_dn_5: 0.9768 (0.9752) loss_giou: 0.5554 (0.5573) loss_giou_aux_0: 0.5756 (0.5825) loss_giou_aux_1: 0.5582 (0.5629) loss_giou_aux_2: 0.5574 (0.5582) loss_giou_aux_3: 0.5573 (0.5574) loss_giou_aux_4: 0.5560 (0.5573) loss_giou_dn_0: 0.5606 (0.5621) loss_giou_dn_1: 0.4515 (0.4504) loss_giou_dn_2: 0.4359 (0.4333) loss_giou_dn_3: 0.4361 (0.4286) loss_giou_dn_4: 0.4350 (0.4276) loss_giou_dn_5: 0.4350 (0.4276) loss_giou_dn_pre: 0.5605 (0.5614) loss_giou_enc_0: 0.6504 (0.6560) loss_giou_pre: 0.5743 (0.5810) loss_ddf_aux_0: 0.0534 (0.0535) loss_ddf_aux_1: 0.0074 (0.0075) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2543 (0.2511) loss_ddf_dn_1: 0.0327 (0.0336) loss_ddf_dn_2: 0.0078 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6506 (0.6522) loss_vfl_aux_0: 0.7164 (0.7230) loss_vfl_aux_1: 0.6863 (0.6993) loss_vfl_aux_2: 0.6614 (0.6810) loss_vfl_aux_3: 0.6586 (0.6633) loss_vfl_aux_4: 0.6520 (0.6541) loss_vfl_dn_0: 0.4846 (0.4865) loss_vfl_dn_1: 0.4219 (0.4190) loss_vfl_dn_2: 0.4052 (0.4032) loss_vfl_dn_3: 0.3997 (0.3949) loss_vfl_dn_4: 0.3967 (0.3920) loss_vfl_dn_5: 0.3970 (0.3915) loss_vfl_dn_pre: 0.4857 (0.4870) loss_vfl_enc_0: 0.7223 (0.7274) loss_vfl_pre: 0.7137 (0.7251) time: 0.7704 data: 0.0336 max mem: 9084 Epoch: [44] [2700/3696] eta: 0:12:42 lr: 0.000013 loss: 31.0155 (31.2686) loss_bbox: 0.1727 (0.1721) loss_bbox_aux_0: 0.1840 (0.1847) loss_bbox_aux_1: 0.1725 (0.1748) loss_bbox_aux_2: 0.1731 (0.1727) loss_bbox_aux_3: 0.1728 (0.1722) loss_bbox_aux_4: 0.1727 (0.1721) loss_bbox_dn_0: 0.2461 (0.2363) loss_bbox_dn_1: 0.1844 (0.1743) loss_bbox_dn_2: 0.1753 (0.1640) loss_bbox_dn_3: 0.1719 (0.1608) loss_bbox_dn_4: 0.1701 (0.1601) loss_bbox_dn_5: 0.1701 (0.1601) loss_bbox_dn_pre: 0.2532 (0.2421) loss_bbox_enc_0: 0.2262 (0.2194) loss_bbox_pre: 0.1856 (0.1849) loss_dfl: 0.9558 (0.9590) loss_fgl_aux_0: 0.9933 (0.9917) loss_fgl_aux_1: 0.9585 (0.9616) loss_fgl_aux_2: 0.9573 (0.9593) loss_fgl_aux_3: 0.9565 (0.9591) loss_fgl_aux_4: 0.9560 (0.9590) loss_fgl_dn_0: 1.0810 (1.0865) loss_fgl_dn_1: 0.9763 (0.9828) loss_fgl_dn_2: 0.9682 (0.9739) loss_fgl_dn_3: 0.9689 (0.9747) loss_fgl_dn_4: 0.9698 (0.9751) loss_fgl_dn_5: 0.9699 (0.9751) loss_giou: 0.5393 (0.5574) loss_giou_aux_0: 0.5488 (0.5826) loss_giou_aux_1: 0.5360 (0.5629) loss_giou_aux_2: 0.5386 (0.5583) loss_giou_aux_3: 0.5386 (0.5575) loss_giou_aux_4: 0.5392 (0.5574) loss_giou_dn_0: 0.5588 (0.5622) loss_giou_dn_1: 0.4419 (0.4505) loss_giou_dn_2: 0.4249 (0.4334) loss_giou_dn_3: 0.4190 (0.4287) loss_giou_dn_4: 0.4184 (0.4276) loss_giou_dn_5: 0.4183 (0.4276) loss_giou_dn_pre: 0.5561 (0.5614) loss_giou_enc_0: 0.6490 (0.6560) loss_giou_pre: 0.5495 (0.5811) loss_ddf_aux_0: 0.0512 (0.0534) loss_ddf_aux_1: 0.0075 (0.0075) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2512 (0.2511) loss_ddf_dn_1: 0.0321 (0.0336) loss_ddf_dn_2: 0.0070 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6465 (0.6522) loss_vfl_aux_0: 0.7299 (0.7230) loss_vfl_aux_1: 0.7010 (0.6995) loss_vfl_aux_2: 0.6775 (0.6811) loss_vfl_aux_3: 0.6643 (0.6634) loss_vfl_aux_4: 0.6486 (0.6541) loss_vfl_dn_0: 0.4850 (0.4865) loss_vfl_dn_1: 0.4167 (0.4190) loss_vfl_dn_2: 0.3987 (0.4032) loss_vfl_dn_3: 0.3919 (0.3949) loss_vfl_dn_4: 0.3897 (0.3920) loss_vfl_dn_5: 0.3894 (0.3916) loss_vfl_dn_pre: 0.4852 (0.4870) loss_vfl_enc_0: 0.7161 (0.7273) loss_vfl_pre: 0.7235 (0.7252) time: 0.7543 data: 0.0282 max mem: 9084 Epoch: [44] [2800/3696] eta: 0:11:28 lr: 0.000013 loss: 30.8002 (31.2654) loss_bbox: 0.1738 (0.1722) loss_bbox_aux_0: 0.1867 (0.1848) loss_bbox_aux_1: 0.1756 (0.1749) loss_bbox_aux_2: 0.1752 (0.1727) loss_bbox_aux_3: 0.1738 (0.1722) loss_bbox_aux_4: 0.1739 (0.1722) loss_bbox_dn_0: 0.2311 (0.2366) loss_bbox_dn_1: 0.1679 (0.1745) loss_bbox_dn_2: 0.1571 (0.1641) loss_bbox_dn_3: 0.1507 (0.1609) loss_bbox_dn_4: 0.1503 (0.1603) loss_bbox_dn_5: 0.1503 (0.1602) loss_bbox_dn_pre: 0.2399 (0.2424) loss_bbox_enc_0: 0.2277 (0.2196) loss_bbox_pre: 0.1863 (0.1850) loss_dfl: 0.9662 (0.9590) loss_fgl_aux_0: 0.9957 (0.9917) loss_fgl_aux_1: 0.9696 (0.9616) loss_fgl_aux_2: 0.9675 (0.9592) loss_fgl_aux_3: 0.9665 (0.9590) loss_fgl_aux_4: 0.9664 (0.9590) loss_fgl_dn_0: 1.0863 (1.0865) loss_fgl_dn_1: 0.9742 (0.9827) loss_fgl_dn_2: 0.9661 (0.9738) loss_fgl_dn_3: 0.9668 (0.9745) loss_fgl_dn_4: 0.9673 (0.9750) loss_fgl_dn_5: 0.9672 (0.9750) loss_giou: 0.5014 (0.5567) loss_giou_aux_0: 0.5155 (0.5819) loss_giou_aux_1: 0.5016 (0.5623) loss_giou_aux_2: 0.5016 (0.5576) loss_giou_aux_3: 0.5010 (0.5568) loss_giou_aux_4: 0.5013 (0.5567) loss_giou_dn_0: 0.5229 (0.5618) loss_giou_dn_1: 0.4029 (0.4501) loss_giou_dn_2: 0.3867 (0.4330) loss_giou_dn_3: 0.3841 (0.4283) loss_giou_dn_4: 0.3819 (0.4272) loss_giou_dn_5: 0.3818 (0.4272) loss_giou_dn_pre: 0.5220 (0.5610) loss_giou_enc_0: 0.6055 (0.6554) loss_giou_pre: 0.5153 (0.5805) loss_ddf_aux_0: 0.0476 (0.0534) loss_ddf_aux_1: 0.0066 (0.0075) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2477 (0.2513) loss_ddf_dn_1: 0.0307 (0.0336) loss_ddf_dn_2: 0.0068 (0.0073) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6663 (0.6527) loss_vfl_aux_0: 0.7184 (0.7235) loss_vfl_aux_1: 0.6936 (0.7000) loss_vfl_aux_2: 0.6857 (0.6815) loss_vfl_aux_3: 0.6712 (0.6638) loss_vfl_aux_4: 0.6625 (0.6546) loss_vfl_dn_0: 0.4815 (0.4865) loss_vfl_dn_1: 0.4165 (0.4190) loss_vfl_dn_2: 0.3994 (0.4031) loss_vfl_dn_3: 0.3903 (0.3948) loss_vfl_dn_4: 0.3859 (0.3920) loss_vfl_dn_5: 0.3853 (0.3915) loss_vfl_dn_pre: 0.4833 (0.4870) loss_vfl_enc_0: 0.7398 (0.7278) loss_vfl_pre: 0.7206 (0.7257) time: 0.7920 data: 0.0334 max mem: 9084 Epoch: [44] [2900/3696] eta: 0:10:12 lr: 0.000013 loss: 31.8568 (31.2722) loss_bbox: 0.1703 (0.1723) loss_bbox_aux_0: 0.1816 (0.1849) loss_bbox_aux_1: 0.1707 (0.1750) loss_bbox_aux_2: 0.1705 (0.1728) loss_bbox_aux_3: 0.1701 (0.1723) loss_bbox_aux_4: 0.1704 (0.1723) loss_bbox_dn_0: 0.2196 (0.2364) loss_bbox_dn_1: 0.1608 (0.1743) loss_bbox_dn_2: 0.1503 (0.1640) loss_bbox_dn_3: 0.1449 (0.1608) loss_bbox_dn_4: 0.1447 (0.1601) loss_bbox_dn_5: 0.1447 (0.1601) loss_bbox_dn_pre: 0.2260 (0.2422) loss_bbox_enc_0: 0.2150 (0.2196) loss_bbox_pre: 0.1809 (0.1850) loss_dfl: 0.9452 (0.9589) loss_fgl_aux_0: 0.9835 (0.9916) loss_fgl_aux_1: 0.9514 (0.9615) loss_fgl_aux_2: 0.9457 (0.9591) loss_fgl_aux_3: 0.9448 (0.9589) loss_fgl_aux_4: 0.9450 (0.9589) loss_fgl_dn_0: 1.0919 (1.0865) loss_fgl_dn_1: 0.9945 (0.9828) loss_fgl_dn_2: 0.9853 (0.9739) loss_fgl_dn_3: 0.9880 (0.9747) loss_fgl_dn_4: 0.9888 (0.9751) loss_fgl_dn_5: 0.9888 (0.9752) loss_giou: 0.5629 (0.5575) loss_giou_aux_0: 0.5917 (0.5828) loss_giou_aux_1: 0.5642 (0.5631) loss_giou_aux_2: 0.5630 (0.5584) loss_giou_aux_3: 0.5632 (0.5576) loss_giou_aux_4: 0.5631 (0.5575) loss_giou_dn_0: 0.5902 (0.5621) loss_giou_dn_1: 0.4814 (0.4503) loss_giou_dn_2: 0.4598 (0.4332) loss_giou_dn_3: 0.4559 (0.4285) loss_giou_dn_4: 0.4550 (0.4275) loss_giou_dn_5: 0.4552 (0.4275) loss_giou_dn_pre: 0.5887 (0.5613) loss_giou_enc_0: 0.6570 (0.6561) loss_giou_pre: 0.5876 (0.5813) loss_ddf_aux_0: 0.0535 (0.0533) loss_ddf_aux_1: 0.0075 (0.0074) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2557 (0.2513) loss_ddf_dn_1: 0.0320 (0.0336) loss_ddf_dn_2: 0.0066 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6234 (0.6526) loss_vfl_aux_0: 0.7011 (0.7232) loss_vfl_aux_1: 0.6718 (0.6997) loss_vfl_aux_2: 0.6526 (0.6813) loss_vfl_aux_3: 0.6464 (0.6637) loss_vfl_aux_4: 0.6288 (0.6545) loss_vfl_dn_0: 0.4871 (0.4865) loss_vfl_dn_1: 0.4170 (0.4190) loss_vfl_dn_2: 0.4019 (0.4031) loss_vfl_dn_3: 0.3972 (0.3949) loss_vfl_dn_4: 0.3948 (0.3920) loss_vfl_dn_5: 0.3946 (0.3915) loss_vfl_dn_pre: 0.4874 (0.4869) loss_vfl_enc_0: 0.7012 (0.7278) loss_vfl_pre: 0.7051 (0.7255) time: 0.7598 data: 0.0289 max mem: 9084 Epoch: [44] [3000/3696] eta: 0:08:55 lr: 0.000013 loss: 31.3853 (31.2687) loss_bbox: 0.1565 (0.1722) loss_bbox_aux_0: 0.1706 (0.1848) loss_bbox_aux_1: 0.1606 (0.1749) loss_bbox_aux_2: 0.1577 (0.1728) loss_bbox_aux_3: 0.1565 (0.1723) loss_bbox_aux_4: 0.1565 (0.1723) loss_bbox_dn_0: 0.2426 (0.2365) loss_bbox_dn_1: 0.1724 (0.1744) loss_bbox_dn_2: 0.1597 (0.1641) loss_bbox_dn_3: 0.1588 (0.1609) loss_bbox_dn_4: 0.1566 (0.1602) loss_bbox_dn_5: 0.1566 (0.1602) loss_bbox_dn_pre: 0.2475 (0.2423) loss_bbox_enc_0: 0.2091 (0.2196) loss_bbox_pre: 0.1715 (0.1850) loss_dfl: 0.9767 (0.9592) loss_fgl_aux_0: 1.0069 (0.9918) loss_fgl_aux_1: 0.9801 (0.9617) loss_fgl_aux_2: 0.9777 (0.9594) loss_fgl_aux_3: 0.9770 (0.9592) loss_fgl_aux_4: 0.9769 (0.9592) loss_fgl_dn_0: 1.0862 (1.0866) loss_fgl_dn_1: 0.9860 (0.9828) loss_fgl_dn_2: 0.9795 (0.9739) loss_fgl_dn_3: 0.9787 (0.9747) loss_fgl_dn_4: 0.9794 (0.9752) loss_fgl_dn_5: 0.9793 (0.9752) loss_giou: 0.5352 (0.5570) loss_giou_aux_0: 0.5548 (0.5822) loss_giou_aux_1: 0.5410 (0.5626) loss_giou_aux_2: 0.5379 (0.5579) loss_giou_aux_3: 0.5359 (0.5571) loss_giou_aux_4: 0.5356 (0.5570) loss_giou_dn_0: 0.5619 (0.5619) loss_giou_dn_1: 0.4494 (0.4502) loss_giou_dn_2: 0.4268 (0.4331) loss_giou_dn_3: 0.4223 (0.4284) loss_giou_dn_4: 0.4216 (0.4274) loss_giou_dn_5: 0.4216 (0.4274) loss_giou_dn_pre: 0.5594 (0.5612) loss_giou_enc_0: 0.6307 (0.6556) loss_giou_pre: 0.5552 (0.5808) loss_ddf_aux_0: 0.0553 (0.0533) loss_ddf_aux_1: 0.0075 (0.0074) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2578 (0.2514) loss_ddf_dn_1: 0.0316 (0.0336) loss_ddf_dn_2: 0.0070 (0.0073) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6757 (0.6525) loss_vfl_aux_0: 0.7551 (0.7233) loss_vfl_aux_1: 0.7154 (0.6996) loss_vfl_aux_2: 0.7037 (0.6813) loss_vfl_aux_3: 0.6883 (0.6635) loss_vfl_aux_4: 0.6866 (0.6544) loss_vfl_dn_0: 0.4888 (0.4865) loss_vfl_dn_1: 0.4250 (0.4189) loss_vfl_dn_2: 0.4109 (0.4031) loss_vfl_dn_3: 0.3973 (0.3948) loss_vfl_dn_4: 0.3947 (0.3920) loss_vfl_dn_5: 0.3940 (0.3915) loss_vfl_dn_pre: 0.4897 (0.4869) loss_vfl_enc_0: 0.7491 (0.7277) loss_vfl_pre: 0.7582 (0.7256) time: 0.7598 data: 0.0298 max mem: 9084 Epoch: [44] [3100/3696] eta: 0:07:38 lr: 0.000013 loss: 31.3961 (31.2709) loss_bbox: 0.1583 (0.1723) loss_bbox_aux_0: 0.1696 (0.1849) loss_bbox_aux_1: 0.1652 (0.1750) loss_bbox_aux_2: 0.1591 (0.1729) loss_bbox_aux_3: 0.1585 (0.1724) loss_bbox_aux_4: 0.1583 (0.1723) loss_bbox_dn_0: 0.2152 (0.2366) loss_bbox_dn_1: 0.1595 (0.1745) loss_bbox_dn_2: 0.1494 (0.1642) loss_bbox_dn_3: 0.1442 (0.1610) loss_bbox_dn_4: 0.1434 (0.1603) loss_bbox_dn_5: 0.1432 (0.1603) loss_bbox_dn_pre: 0.2177 (0.2424) loss_bbox_enc_0: 0.2079 (0.2197) loss_bbox_pre: 0.1700 (0.1851) loss_dfl: 0.9572 (0.9593) loss_fgl_aux_0: 0.9973 (0.9920) loss_fgl_aux_1: 0.9628 (0.9619) loss_fgl_aux_2: 0.9598 (0.9595) loss_fgl_aux_3: 0.9573 (0.9593) loss_fgl_aux_4: 0.9571 (0.9593) loss_fgl_dn_0: 1.0865 (1.0866) loss_fgl_dn_1: 1.0007 (0.9829) loss_fgl_dn_2: 0.9927 (0.9741) loss_fgl_dn_3: 0.9941 (0.9748) loss_fgl_dn_4: 0.9950 (0.9753) loss_fgl_dn_5: 0.9949 (0.9753) loss_giou: 0.5736 (0.5569) loss_giou_aux_0: 0.5941 (0.5821) loss_giou_aux_1: 0.5769 (0.5625) loss_giou_aux_2: 0.5771 (0.5578) loss_giou_aux_3: 0.5737 (0.5570) loss_giou_aux_4: 0.5736 (0.5569) loss_giou_dn_0: 0.5545 (0.5617) loss_giou_dn_1: 0.4421 (0.4501) loss_giou_dn_2: 0.4253 (0.4330) loss_giou_dn_3: 0.4238 (0.4283) loss_giou_dn_4: 0.4233 (0.4273) loss_giou_dn_5: 0.4233 (0.4273) loss_giou_dn_pre: 0.5520 (0.5610) loss_giou_enc_0: 0.6576 (0.6554) loss_giou_pre: 0.5933 (0.5806) loss_ddf_aux_0: 0.0478 (0.0533) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2480 (0.2512) loss_ddf_dn_1: 0.0303 (0.0336) loss_ddf_dn_2: 0.0062 (0.0073) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6223 (0.6526) loss_vfl_aux_0: 0.7047 (0.7235) loss_vfl_aux_1: 0.6934 (0.6999) loss_vfl_aux_2: 0.6699 (0.6814) loss_vfl_aux_3: 0.6497 (0.6637) loss_vfl_aux_4: 0.6301 (0.6545) loss_vfl_dn_0: 0.4885 (0.4866) loss_vfl_dn_1: 0.4186 (0.4190) loss_vfl_dn_2: 0.4034 (0.4031) loss_vfl_dn_3: 0.3969 (0.3949) loss_vfl_dn_4: 0.3924 (0.3920) loss_vfl_dn_5: 0.3932 (0.3915) loss_vfl_dn_pre: 0.4887 (0.4870) loss_vfl_enc_0: 0.7242 (0.7278) loss_vfl_pre: 0.7053 (0.7258) time: 0.7634 data: 0.0288 max mem: 9084 Epoch: [44] [3200/3696] eta: 0:06:21 lr: 0.000013 loss: 31.4095 (31.2670) loss_bbox: 0.1828 (0.1723) loss_bbox_aux_0: 0.1909 (0.1849) loss_bbox_aux_1: 0.1824 (0.1750) loss_bbox_aux_2: 0.1827 (0.1728) loss_bbox_aux_3: 0.1828 (0.1723) loss_bbox_aux_4: 0.1828 (0.1723) loss_bbox_dn_0: 0.2377 (0.2365) loss_bbox_dn_1: 0.1728 (0.1744) loss_bbox_dn_2: 0.1644 (0.1641) loss_bbox_dn_3: 0.1610 (0.1609) loss_bbox_dn_4: 0.1602 (0.1602) loss_bbox_dn_5: 0.1602 (0.1602) loss_bbox_dn_pre: 0.2427 (0.2423) loss_bbox_enc_0: 0.2205 (0.2196) loss_bbox_pre: 0.1903 (0.1851) loss_dfl: 0.9729 (0.9595) loss_fgl_aux_0: 1.0086 (0.9922) loss_fgl_aux_1: 0.9739 (0.9620) loss_fgl_aux_2: 0.9727 (0.9597) loss_fgl_aux_3: 0.9726 (0.9595) loss_fgl_aux_4: 0.9728 (0.9595) loss_fgl_dn_0: 1.0985 (1.0866) loss_fgl_dn_1: 0.9906 (0.9829) loss_fgl_dn_2: 0.9868 (0.9740) loss_fgl_dn_3: 0.9883 (0.9748) loss_fgl_dn_4: 0.9891 (0.9753) loss_fgl_dn_5: 0.9891 (0.9753) loss_giou: 0.5339 (0.5564) loss_giou_aux_0: 0.5600 (0.5817) loss_giou_aux_1: 0.5402 (0.5620) loss_giou_aux_2: 0.5360 (0.5573) loss_giou_aux_3: 0.5351 (0.5565) loss_giou_aux_4: 0.5339 (0.5564) loss_giou_dn_0: 0.5402 (0.5616) loss_giou_dn_1: 0.4228 (0.4499) loss_giou_dn_2: 0.4054 (0.4328) loss_giou_dn_3: 0.3996 (0.4281) loss_giou_dn_4: 0.3987 (0.4271) loss_giou_dn_5: 0.3988 (0.4271) loss_giou_dn_pre: 0.5399 (0.5608) loss_giou_enc_0: 0.6350 (0.6551) loss_giou_pre: 0.5583 (0.5802) loss_ddf_aux_0: 0.0542 (0.0533) loss_ddf_aux_1: 0.0072 (0.0075) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2549 (0.2513) loss_ddf_dn_1: 0.0327 (0.0335) loss_ddf_dn_2: 0.0068 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6679 (0.6528) loss_vfl_aux_0: 0.7419 (0.7236) loss_vfl_aux_1: 0.7355 (0.7001) loss_vfl_aux_2: 0.6938 (0.6816) loss_vfl_aux_3: 0.6783 (0.6638) loss_vfl_aux_4: 0.6663 (0.6547) loss_vfl_dn_0: 0.4886 (0.4865) loss_vfl_dn_1: 0.4240 (0.4189) loss_vfl_dn_2: 0.4088 (0.4030) loss_vfl_dn_3: 0.4000 (0.3948) loss_vfl_dn_4: 0.3985 (0.3919) loss_vfl_dn_5: 0.3970 (0.3914) loss_vfl_dn_pre: 0.4891 (0.4870) loss_vfl_enc_0: 0.7409 (0.7280) loss_vfl_pre: 0.7451 (0.7258) time: 0.7844 data: 0.0267 max mem: 9084 Epoch: [44] [3300/3696] eta: 0:05:04 lr: 0.000013 loss: 31.2335 (31.2693) loss_bbox: 0.1708 (0.1723) loss_bbox_aux_0: 0.1829 (0.1850) loss_bbox_aux_1: 0.1731 (0.1750) loss_bbox_aux_2: 0.1718 (0.1729) loss_bbox_aux_3: 0.1706 (0.1724) loss_bbox_aux_4: 0.1708 (0.1724) loss_bbox_dn_0: 0.2257 (0.2365) loss_bbox_dn_1: 0.1707 (0.1744) loss_bbox_dn_2: 0.1583 (0.1641) loss_bbox_dn_3: 0.1526 (0.1609) loss_bbox_dn_4: 0.1521 (0.1602) loss_bbox_dn_5: 0.1522 (0.1602) loss_bbox_dn_pre: 0.2331 (0.2423) loss_bbox_enc_0: 0.2184 (0.2196) loss_bbox_pre: 0.1811 (0.1852) loss_dfl: 0.9655 (0.9596) loss_fgl_aux_0: 0.9949 (0.9923) loss_fgl_aux_1: 0.9673 (0.9622) loss_fgl_aux_2: 0.9664 (0.9598) loss_fgl_aux_3: 0.9657 (0.9596) loss_fgl_aux_4: 0.9655 (0.9596) loss_fgl_dn_0: 1.0857 (1.0867) loss_fgl_dn_1: 0.9848 (0.9830) loss_fgl_dn_2: 0.9755 (0.9742) loss_fgl_dn_3: 0.9759 (0.9749) loss_fgl_dn_4: 0.9770 (0.9754) loss_fgl_dn_5: 0.9770 (0.9754) loss_giou: 0.5414 (0.5563) loss_giou_aux_0: 0.5630 (0.5816) loss_giou_aux_1: 0.5464 (0.5619) loss_giou_aux_2: 0.5404 (0.5572) loss_giou_aux_3: 0.5400 (0.5564) loss_giou_aux_4: 0.5413 (0.5563) loss_giou_dn_0: 0.5449 (0.5614) loss_giou_dn_1: 0.4237 (0.4498) loss_giou_dn_2: 0.4048 (0.4327) loss_giou_dn_3: 0.4004 (0.4280) loss_giou_dn_4: 0.4003 (0.4270) loss_giou_dn_5: 0.4003 (0.4270) loss_giou_dn_pre: 0.5438 (0.5607) loss_giou_enc_0: 0.6401 (0.6550) loss_giou_pre: 0.5589 (0.5801) loss_ddf_aux_0: 0.0577 (0.0533) loss_ddf_aux_1: 0.0075 (0.0074) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2576 (0.2512) loss_ddf_dn_1: 0.0330 (0.0335) loss_ddf_dn_2: 0.0073 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6549 (0.6530) loss_vfl_aux_0: 0.7361 (0.7239) loss_vfl_aux_1: 0.7006 (0.7003) loss_vfl_aux_2: 0.6824 (0.6819) loss_vfl_aux_3: 0.6681 (0.6640) loss_vfl_aux_4: 0.6522 (0.6549) loss_vfl_dn_0: 0.4869 (0.4866) loss_vfl_dn_1: 0.4164 (0.4189) loss_vfl_dn_2: 0.3971 (0.4031) loss_vfl_dn_3: 0.3922 (0.3949) loss_vfl_dn_4: 0.3884 (0.3920) loss_vfl_dn_5: 0.3881 (0.3915) loss_vfl_dn_pre: 0.4872 (0.4871) loss_vfl_enc_0: 0.7339 (0.7282) loss_vfl_pre: 0.7388 (0.7261) time: 0.7723 data: 0.0304 max mem: 9084 Epoch: [44] [3400/3696] eta: 0:03:47 lr: 0.000013 loss: 31.1723 (31.2707) loss_bbox: 0.1654 (0.1723) loss_bbox_aux_0: 0.1754 (0.1849) loss_bbox_aux_1: 0.1677 (0.1750) loss_bbox_aux_2: 0.1654 (0.1729) loss_bbox_aux_3: 0.1655 (0.1724) loss_bbox_aux_4: 0.1655 (0.1723) loss_bbox_dn_0: 0.2383 (0.2364) loss_bbox_dn_1: 0.1683 (0.1743) loss_bbox_dn_2: 0.1567 (0.1640) loss_bbox_dn_3: 0.1503 (0.1608) loss_bbox_dn_4: 0.1500 (0.1601) loss_bbox_dn_5: 0.1500 (0.1601) loss_bbox_dn_pre: 0.2374 (0.2422) loss_bbox_enc_0: 0.2206 (0.2196) loss_bbox_pre: 0.1752 (0.1851) loss_dfl: 0.9466 (0.9596) loss_fgl_aux_0: 0.9995 (0.9923) loss_fgl_aux_1: 0.9537 (0.9621) loss_fgl_aux_2: 0.9479 (0.9598) loss_fgl_aux_3: 0.9470 (0.9596) loss_fgl_aux_4: 0.9468 (0.9596) loss_fgl_dn_0: 1.0932 (1.0866) loss_fgl_dn_1: 0.9808 (0.9831) loss_fgl_dn_2: 0.9743 (0.9742) loss_fgl_dn_3: 0.9755 (0.9749) loss_fgl_dn_4: 0.9758 (0.9754) loss_fgl_dn_5: 0.9758 (0.9754) loss_giou: 0.4925 (0.5566) loss_giou_aux_0: 0.5134 (0.5819) loss_giou_aux_1: 0.4972 (0.5622) loss_giou_aux_2: 0.4923 (0.5575) loss_giou_aux_3: 0.4923 (0.5567) loss_giou_aux_4: 0.4926 (0.5566) loss_giou_dn_0: 0.5346 (0.5615) loss_giou_dn_1: 0.4275 (0.4499) loss_giou_dn_2: 0.4050 (0.4328) loss_giou_dn_3: 0.3983 (0.4281) loss_giou_dn_4: 0.3975 (0.4271) loss_giou_dn_5: 0.3976 (0.4271) loss_giou_dn_pre: 0.5329 (0.5608) loss_giou_enc_0: 0.6026 (0.6552) loss_giou_pre: 0.5117 (0.5804) loss_ddf_aux_0: 0.0558 (0.0533) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2575 (0.2512) loss_ddf_dn_1: 0.0321 (0.0335) loss_ddf_dn_2: 0.0062 (0.0073) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6772 (0.6531) loss_vfl_aux_0: 0.7383 (0.7238) loss_vfl_aux_1: 0.7008 (0.7002) loss_vfl_aux_2: 0.6944 (0.6820) loss_vfl_aux_3: 0.6716 (0.6641) loss_vfl_aux_4: 0.6782 (0.6550) loss_vfl_dn_0: 0.4836 (0.4865) loss_vfl_dn_1: 0.4153 (0.4189) loss_vfl_dn_2: 0.3984 (0.4031) loss_vfl_dn_3: 0.3921 (0.3948) loss_vfl_dn_4: 0.3890 (0.3920) loss_vfl_dn_5: 0.3887 (0.3915) loss_vfl_dn_pre: 0.4836 (0.4870) loss_vfl_enc_0: 0.7194 (0.7281) loss_vfl_pre: 0.7451 (0.7260) time: 0.7388 data: 0.0308 max mem: 9084 Epoch: [44] [3500/3696] eta: 0:02:30 lr: 0.000013 loss: 31.4120 (31.2729) loss_bbox: 0.1703 (0.1723) loss_bbox_aux_0: 0.1868 (0.1849) loss_bbox_aux_1: 0.1745 (0.1750) loss_bbox_aux_2: 0.1715 (0.1728) loss_bbox_aux_3: 0.1704 (0.1723) loss_bbox_aux_4: 0.1703 (0.1723) loss_bbox_dn_0: 0.2488 (0.2364) loss_bbox_dn_1: 0.1815 (0.1743) loss_bbox_dn_2: 0.1718 (0.1640) loss_bbox_dn_3: 0.1686 (0.1608) loss_bbox_dn_4: 0.1693 (0.1601) loss_bbox_dn_5: 0.1693 (0.1601) loss_bbox_dn_pre: 0.2544 (0.2422) loss_bbox_enc_0: 0.2205 (0.2196) loss_bbox_pre: 0.1871 (0.1851) loss_dfl: 0.9517 (0.9596) loss_fgl_aux_0: 0.9865 (0.9923) loss_fgl_aux_1: 0.9544 (0.9622) loss_fgl_aux_2: 0.9521 (0.9599) loss_fgl_aux_3: 0.9516 (0.9597) loss_fgl_aux_4: 0.9517 (0.9596) loss_fgl_dn_0: 1.0791 (1.0866) loss_fgl_dn_1: 0.9779 (0.9830) loss_fgl_dn_2: 0.9682 (0.9742) loss_fgl_dn_3: 0.9691 (0.9749) loss_fgl_dn_4: 0.9695 (0.9754) loss_fgl_dn_5: 0.9695 (0.9754) loss_giou: 0.5491 (0.5566) loss_giou_aux_0: 0.5725 (0.5819) loss_giou_aux_1: 0.5485 (0.5622) loss_giou_aux_2: 0.5466 (0.5575) loss_giou_aux_3: 0.5480 (0.5567) loss_giou_aux_4: 0.5489 (0.5566) loss_giou_dn_0: 0.5590 (0.5617) loss_giou_dn_1: 0.4427 (0.4499) loss_giou_dn_2: 0.4223 (0.4328) loss_giou_dn_3: 0.4172 (0.4282) loss_giou_dn_4: 0.4166 (0.4271) loss_giou_dn_5: 0.4166 (0.4271) loss_giou_dn_pre: 0.5602 (0.5609) loss_giou_enc_0: 0.6462 (0.6552) loss_giou_pre: 0.5705 (0.5805) loss_ddf_aux_0: 0.0586 (0.0534) loss_ddf_aux_1: 0.0078 (0.0075) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2459 (0.2513) loss_ddf_dn_1: 0.0336 (0.0335) loss_ddf_dn_2: 0.0078 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6610 (0.6532) loss_vfl_aux_0: 0.7266 (0.7239) loss_vfl_aux_1: 0.7143 (0.7004) loss_vfl_aux_2: 0.6866 (0.6820) loss_vfl_aux_3: 0.6696 (0.6642) loss_vfl_aux_4: 0.6650 (0.6551) loss_vfl_dn_0: 0.4861 (0.4865) loss_vfl_dn_1: 0.4187 (0.4189) loss_vfl_dn_2: 0.3998 (0.4031) loss_vfl_dn_3: 0.3898 (0.3948) loss_vfl_dn_4: 0.3870 (0.3920) loss_vfl_dn_5: 0.3864 (0.3915) loss_vfl_dn_pre: 0.4870 (0.4870) loss_vfl_enc_0: 0.7250 (0.7283) loss_vfl_pre: 0.7301 (0.7261) time: 0.7660 data: 0.0293 max mem: 9084 Epoch: [44] [3600/3696] eta: 0:01:13 lr: 0.000013 loss: 31.8152 (31.2734) loss_bbox: 0.1680 (0.1723) loss_bbox_aux_0: 0.1780 (0.1850) loss_bbox_aux_1: 0.1702 (0.1751) loss_bbox_aux_2: 0.1677 (0.1729) loss_bbox_aux_3: 0.1680 (0.1724) loss_bbox_aux_4: 0.1682 (0.1724) loss_bbox_dn_0: 0.2274 (0.2366) loss_bbox_dn_1: 0.1640 (0.1745) loss_bbox_dn_2: 0.1531 (0.1641) loss_bbox_dn_3: 0.1494 (0.1609) loss_bbox_dn_4: 0.1478 (0.1603) loss_bbox_dn_5: 0.1478 (0.1603) loss_bbox_dn_pre: 0.2306 (0.2424) loss_bbox_enc_0: 0.2115 (0.2197) loss_bbox_pre: 0.1800 (0.1852) loss_dfl: 0.9566 (0.9598) loss_fgl_aux_0: 0.9877 (0.9925) loss_fgl_aux_1: 0.9589 (0.9623) loss_fgl_aux_2: 0.9561 (0.9600) loss_fgl_aux_3: 0.9566 (0.9598) loss_fgl_aux_4: 0.9566 (0.9598) loss_fgl_dn_0: 1.0813 (1.0867) loss_fgl_dn_1: 0.9970 (0.9831) loss_fgl_dn_2: 0.9898 (0.9742) loss_fgl_dn_3: 0.9893 (0.9749) loss_fgl_dn_4: 0.9900 (0.9754) loss_fgl_dn_5: 0.9899 (0.9754) loss_giou: 0.5581 (0.5562) loss_giou_aux_0: 0.5933 (0.5816) loss_giou_aux_1: 0.5696 (0.5618) loss_giou_aux_2: 0.5603 (0.5571) loss_giou_aux_3: 0.5585 (0.5563) loss_giou_aux_4: 0.5580 (0.5562) loss_giou_dn_0: 0.5634 (0.5615) loss_giou_dn_1: 0.4530 (0.4498) loss_giou_dn_2: 0.4372 (0.4327) loss_giou_dn_3: 0.4334 (0.4280) loss_giou_dn_4: 0.4329 (0.4270) loss_giou_dn_5: 0.4331 (0.4270) loss_giou_dn_pre: 0.5623 (0.5608) loss_giou_enc_0: 0.6625 (0.6548) loss_giou_pre: 0.5915 (0.5801) loss_ddf_aux_0: 0.0529 (0.0535) loss_ddf_aux_1: 0.0071 (0.0075) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2496 (0.2515) loss_ddf_dn_1: 0.0329 (0.0335) loss_ddf_dn_2: 0.0078 (0.0073) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6490 (0.6535) loss_vfl_aux_0: 0.7103 (0.7240) loss_vfl_aux_1: 0.6874 (0.7005) loss_vfl_aux_2: 0.6776 (0.6822) loss_vfl_aux_3: 0.6533 (0.6644) loss_vfl_aux_4: 0.6458 (0.6554) loss_vfl_dn_0: 0.4857 (0.4866) loss_vfl_dn_1: 0.4171 (0.4190) loss_vfl_dn_2: 0.4042 (0.4032) loss_vfl_dn_3: 0.3952 (0.3949) loss_vfl_dn_4: 0.3922 (0.3920) loss_vfl_dn_5: 0.3925 (0.3916) loss_vfl_dn_pre: 0.4863 (0.4870) loss_vfl_enc_0: 0.7309 (0.7285) loss_vfl_pre: 0.7119 (0.7262) time: 0.7746 data: 0.0306 max mem: 9084 Epoch: [44] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 31.2818 (31.2753) loss_bbox: 0.1542 (0.1723) loss_bbox_aux_0: 0.1709 (0.1850) loss_bbox_aux_1: 0.1557 (0.1751) loss_bbox_aux_2: 0.1555 (0.1729) loss_bbox_aux_3: 0.1547 (0.1724) loss_bbox_aux_4: 0.1542 (0.1723) loss_bbox_dn_0: 0.2326 (0.2365) loss_bbox_dn_1: 0.1659 (0.1745) loss_bbox_dn_2: 0.1580 (0.1642) loss_bbox_dn_3: 0.1516 (0.1610) loss_bbox_dn_4: 0.1500 (0.1603) loss_bbox_dn_5: 0.1500 (0.1603) loss_bbox_dn_pre: 0.2348 (0.2424) loss_bbox_enc_0: 0.2049 (0.2197) loss_bbox_pre: 0.1709 (0.1852) loss_dfl: 0.9599 (0.9599) loss_fgl_aux_0: 0.9920 (0.9926) loss_fgl_aux_1: 0.9634 (0.9624) loss_fgl_aux_2: 0.9605 (0.9601) loss_fgl_aux_3: 0.9597 (0.9599) loss_fgl_aux_4: 0.9596 (0.9599) loss_fgl_dn_0: 1.0840 (1.0866) loss_fgl_dn_1: 0.9828 (0.9831) loss_fgl_dn_2: 0.9754 (0.9742) loss_fgl_dn_3: 0.9752 (0.9749) loss_fgl_dn_4: 0.9752 (0.9754) loss_fgl_dn_5: 0.9752 (0.9754) loss_giou: 0.5426 (0.5563) loss_giou_aux_0: 0.5736 (0.5817) loss_giou_aux_1: 0.5493 (0.5619) loss_giou_aux_2: 0.5456 (0.5572) loss_giou_aux_3: 0.5442 (0.5564) loss_giou_aux_4: 0.5429 (0.5563) loss_giou_dn_0: 0.5555 (0.5616) loss_giou_dn_1: 0.4408 (0.4498) loss_giou_dn_2: 0.4204 (0.4327) loss_giou_dn_3: 0.4158 (0.4281) loss_giou_dn_4: 0.4157 (0.4270) loss_giou_dn_5: 0.4158 (0.4270) loss_giou_dn_pre: 0.5526 (0.5608) loss_giou_enc_0: 0.6513 (0.6549) loss_giou_pre: 0.5712 (0.5802) loss_ddf_aux_0: 0.0544 (0.0536) loss_ddf_aux_1: 0.0073 (0.0075) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2582 (0.2513) loss_ddf_dn_1: 0.0332 (0.0335) loss_ddf_dn_2: 0.0082 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6511 (0.6536) loss_vfl_aux_0: 0.7057 (0.7239) loss_vfl_aux_1: 0.6875 (0.7004) loss_vfl_aux_2: 0.6833 (0.6823) loss_vfl_aux_3: 0.6618 (0.6645) loss_vfl_aux_4: 0.6584 (0.6555) loss_vfl_dn_0: 0.4835 (0.4865) loss_vfl_dn_1: 0.4183 (0.4190) loss_vfl_dn_2: 0.4031 (0.4031) loss_vfl_dn_3: 0.3959 (0.3949) loss_vfl_dn_4: 0.3951 (0.3920) loss_vfl_dn_5: 0.3931 (0.3915) loss_vfl_dn_pre: 0.4844 (0.4870) loss_vfl_enc_0: 0.7090 (0.7285) loss_vfl_pre: 0.7141 (0.7261) time: 0.7697 data: 0.0345 max mem: 9084 Epoch: [44] Total time: 0:47:14 (0.7670 s / it) Averaged stats: lr: 0.000013 loss: 31.2818 (31.2753) loss_bbox: 0.1542 (0.1723) loss_bbox_aux_0: 0.1709 (0.1850) loss_bbox_aux_1: 0.1557 (0.1751) loss_bbox_aux_2: 0.1555 (0.1729) loss_bbox_aux_3: 0.1547 (0.1724) loss_bbox_aux_4: 0.1542 (0.1723) loss_bbox_dn_0: 0.2326 (0.2365) loss_bbox_dn_1: 0.1659 (0.1745) loss_bbox_dn_2: 0.1580 (0.1642) loss_bbox_dn_3: 0.1516 (0.1610) loss_bbox_dn_4: 0.1500 (0.1603) loss_bbox_dn_5: 0.1500 (0.1603) loss_bbox_dn_pre: 0.2348 (0.2424) loss_bbox_enc_0: 0.2049 (0.2197) loss_bbox_pre: 0.1709 (0.1852) loss_dfl: 0.9599 (0.9599) loss_fgl_aux_0: 0.9920 (0.9926) loss_fgl_aux_1: 0.9634 (0.9624) loss_fgl_aux_2: 0.9605 (0.9601) loss_fgl_aux_3: 0.9597 (0.9599) loss_fgl_aux_4: 0.9596 (0.9599) loss_fgl_dn_0: 1.0840 (1.0866) loss_fgl_dn_1: 0.9828 (0.9831) loss_fgl_dn_2: 0.9754 (0.9742) loss_fgl_dn_3: 0.9752 (0.9749) loss_fgl_dn_4: 0.9752 (0.9754) loss_fgl_dn_5: 0.9752 (0.9754) loss_giou: 0.5426 (0.5563) loss_giou_aux_0: 0.5736 (0.5817) loss_giou_aux_1: 0.5493 (0.5619) loss_giou_aux_2: 0.5456 (0.5572) loss_giou_aux_3: 0.5442 (0.5564) loss_giou_aux_4: 0.5429 (0.5563) loss_giou_dn_0: 0.5555 (0.5616) loss_giou_dn_1: 0.4408 (0.4498) loss_giou_dn_2: 0.4204 (0.4327) loss_giou_dn_3: 0.4158 (0.4281) loss_giou_dn_4: 0.4157 (0.4270) loss_giou_dn_5: 0.4158 (0.4270) loss_giou_dn_pre: 0.5526 (0.5608) loss_giou_enc_0: 0.6513 (0.6549) loss_giou_pre: 0.5712 (0.5802) loss_ddf_aux_0: 0.0544 (0.0536) loss_ddf_aux_1: 0.0073 (0.0075) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2582 (0.2513) loss_ddf_dn_1: 0.0332 (0.0335) loss_ddf_dn_2: 0.0082 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6511 (0.6536) loss_vfl_aux_0: 0.7057 (0.7239) loss_vfl_aux_1: 0.6875 (0.7004) loss_vfl_aux_2: 0.6833 (0.6823) loss_vfl_aux_3: 0.6618 (0.6645) loss_vfl_aux_4: 0.6584 (0.6555) loss_vfl_dn_0: 0.4835 (0.4865) loss_vfl_dn_1: 0.4183 (0.4190) loss_vfl_dn_2: 0.4031 (0.4031) loss_vfl_dn_3: 0.3959 (0.3949) loss_vfl_dn_4: 0.3951 (0.3920) loss_vfl_dn_5: 0.3931 (0.3915) loss_vfl_dn_pre: 0.4844 (0.4870) loss_vfl_enc_0: 0.7090 (0.7285) loss_vfl_pre: 0.7141 (0.7261) Test: [ 0/79] eta: 0:03:10 time: 2.4138 data: 1.8779 max mem: 9084 Test: [10/79] eta: 0:00:51 time: 0.7514 data: 0.2209 max mem: 9084 Test: [20/79] eta: 0:00:39 time: 0.5875 data: 0.0561 max mem: 9084 Test: [30/79] eta: 0:00:35 time: 0.7072 data: 0.0593 max mem: 9084 Test: [40/79] eta: 0:00:27 time: 0.7165 data: 0.0625 max mem: 9084 Test: [50/79] eta: 0:00:19 time: 0.6075 data: 0.0616 max mem: 9084 Test: [60/79] eta: 0:00:13 time: 0.7159 data: 0.0625 max mem: 9084 Test: [70/79] eta: 0:00:06 time: 0.7078 data: 0.0641 max mem: 9084 Test: [78/79] eta: 0:00:00 time: 0.6678 data: 0.0597 max mem: 9084 Test: Total time: 0:00:53 (0.6733 s / it) Averaged stats: Accumulating evaluation results... DONE (t=24.68s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.536 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.712 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.350 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.581 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.717 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.393 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.664 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.729 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.561 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.774 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 best_stat: {'epoch': 44, 'coco_eval_bbox': 0.5358812053416738} Epoch: [45] [ 0/3696] eta: 2:50:22 lr: 0.000013 loss: 30.5858 (30.5858) loss_bbox: 0.1078 (0.1078) loss_bbox_aux_0: 0.1171 (0.1171) loss_bbox_aux_1: 0.1116 (0.1116) loss_bbox_aux_2: 0.1089 (0.1089) loss_bbox_aux_3: 0.1077 (0.1077) loss_bbox_aux_4: 0.1077 (0.1077) loss_bbox_dn_0: 0.1786 (0.1786) loss_bbox_dn_1: 0.1354 (0.1354) loss_bbox_dn_2: 0.1264 (0.1264) loss_bbox_dn_3: 0.1257 (0.1257) loss_bbox_dn_4: 0.1245 (0.1245) loss_bbox_dn_5: 0.1247 (0.1247) loss_bbox_dn_pre: 0.1801 (0.1801) loss_bbox_enc_0: 0.1477 (0.1477) loss_bbox_pre: 0.1207 (0.1207) loss_dfl: 0.9934 (0.9934) loss_fgl_aux_0: 1.0261 (1.0261) loss_fgl_aux_1: 0.9974 (0.9974) loss_fgl_aux_2: 0.9938 (0.9938) loss_fgl_aux_3: 0.9942 (0.9942) loss_fgl_aux_4: 0.9936 (0.9936) loss_fgl_dn_0: 1.0955 (1.0955) loss_fgl_dn_1: 0.9834 (0.9834) loss_fgl_dn_2: 0.9730 (0.9730) loss_fgl_dn_3: 0.9738 (0.9738) loss_fgl_dn_4: 0.9745 (0.9745) loss_fgl_dn_5: 0.9744 (0.9744) loss_giou: 0.5293 (0.5293) loss_giou_aux_0: 0.5502 (0.5502) loss_giou_aux_1: 0.5319 (0.5319) loss_giou_aux_2: 0.5286 (0.5286) loss_giou_aux_3: 0.5285 (0.5285) loss_giou_aux_4: 0.5294 (0.5294) loss_giou_dn_0: 0.5455 (0.5455) loss_giou_dn_1: 0.4503 (0.4503) loss_giou_dn_2: 0.4391 (0.4391) loss_giou_dn_3: 0.4365 (0.4365) loss_giou_dn_4: 0.4348 (0.4348) loss_giou_dn_5: 0.4349 (0.4349) loss_giou_dn_pre: 0.5465 (0.5465) loss_giou_enc_0: 0.6343 (0.6343) loss_giou_pre: 0.5492 (0.5492) loss_ddf_aux_0: 0.0549 (0.0549) loss_ddf_aux_1: 0.0071 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2359 (0.2359) loss_ddf_dn_1: 0.0272 (0.0272) loss_ddf_dn_2: 0.0058 (0.0058) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6772 (0.6772) loss_vfl_aux_0: 0.7590 (0.7590) loss_vfl_aux_1: 0.7306 (0.7306) loss_vfl_aux_2: 0.7167 (0.7167) loss_vfl_aux_3: 0.6950 (0.6950) loss_vfl_aux_4: 0.6686 (0.6686) loss_vfl_dn_0: 0.4888 (0.4888) loss_vfl_dn_1: 0.4053 (0.4053) loss_vfl_dn_2: 0.3884 (0.3884) loss_vfl_dn_3: 0.3769 (0.3769) loss_vfl_dn_4: 0.3708 (0.3708) loss_vfl_dn_5: 0.3702 (0.3702) loss_vfl_dn_pre: 0.4896 (0.4896) loss_vfl_enc_0: 0.7871 (0.7871) loss_vfl_pre: 0.7614 (0.7614) time: 2.7657 data: 1.5744 max mem: 9084 Epoch: [45] [ 100/3696] eta: 0:45:11 lr: 0.000013 loss: 31.1754 (31.1404) loss_bbox: 0.1668 (0.1709) loss_bbox_aux_0: 0.1813 (0.1841) loss_bbox_aux_1: 0.1698 (0.1739) loss_bbox_aux_2: 0.1683 (0.1715) loss_bbox_aux_3: 0.1677 (0.1710) loss_bbox_aux_4: 0.1670 (0.1709) loss_bbox_dn_0: 0.2262 (0.2330) loss_bbox_dn_1: 0.1745 (0.1728) loss_bbox_dn_2: 0.1620 (0.1626) loss_bbox_dn_3: 0.1560 (0.1594) loss_bbox_dn_4: 0.1542 (0.1586) loss_bbox_dn_5: 0.1543 (0.1586) loss_bbox_dn_pre: 0.2282 (0.2387) loss_bbox_enc_0: 0.2138 (0.2175) loss_bbox_pre: 0.1794 (0.1844) loss_dfl: 0.9812 (0.9691) loss_fgl_aux_0: 1.0120 (1.0034) loss_fgl_aux_1: 0.9830 (0.9722) loss_fgl_aux_2: 0.9818 (0.9695) loss_fgl_aux_3: 0.9816 (0.9691) loss_fgl_aux_4: 0.9812 (0.9691) loss_fgl_dn_0: 1.0911 (1.0909) loss_fgl_dn_1: 0.9889 (0.9855) loss_fgl_dn_2: 0.9798 (0.9763) loss_fgl_dn_3: 0.9797 (0.9770) loss_fgl_dn_4: 0.9806 (0.9775) loss_fgl_dn_5: 0.9806 (0.9775) loss_giou: 0.5391 (0.5428) loss_giou_aux_0: 0.5630 (0.5691) loss_giou_aux_1: 0.5421 (0.5488) loss_giou_aux_2: 0.5395 (0.5435) loss_giou_aux_3: 0.5390 (0.5429) loss_giou_aux_4: 0.5391 (0.5428) loss_giou_dn_0: 0.5460 (0.5536) loss_giou_dn_1: 0.4307 (0.4427) loss_giou_dn_2: 0.4139 (0.4255) loss_giou_dn_3: 0.4100 (0.4204) loss_giou_dn_4: 0.4107 (0.4193) loss_giou_dn_5: 0.4106 (0.4193) loss_giou_dn_pre: 0.5450 (0.5526) loss_giou_enc_0: 0.6423 (0.6435) loss_giou_pre: 0.5623 (0.5675) loss_ddf_aux_0: 0.0551 (0.0567) loss_ddf_aux_1: 0.0076 (0.0080) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2471 (0.2533) loss_ddf_dn_1: 0.0330 (0.0331) loss_ddf_dn_2: 0.0078 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6273 (0.6515) loss_vfl_aux_0: 0.6982 (0.7171) loss_vfl_aux_1: 0.6797 (0.6984) loss_vfl_aux_2: 0.6717 (0.6810) loss_vfl_aux_3: 0.6461 (0.6619) loss_vfl_aux_4: 0.6270 (0.6528) loss_vfl_dn_0: 0.4854 (0.4875) loss_vfl_dn_1: 0.4173 (0.4179) loss_vfl_dn_2: 0.4017 (0.4020) loss_vfl_dn_3: 0.3947 (0.3936) loss_vfl_dn_4: 0.3912 (0.3909) loss_vfl_dn_5: 0.3897 (0.3901) loss_vfl_dn_pre: 0.4860 (0.4880) loss_vfl_enc_0: 0.7183 (0.7273) loss_vfl_pre: 0.7028 (0.7195) time: 0.7588 data: 0.0345 max mem: 9084 Epoch: [45] [ 200/3696] eta: 0:43:54 lr: 0.000013 loss: 31.4712 (31.1323) loss_bbox: 0.1720 (0.1709) loss_bbox_aux_0: 0.1827 (0.1836) loss_bbox_aux_1: 0.1730 (0.1739) loss_bbox_aux_2: 0.1715 (0.1715) loss_bbox_aux_3: 0.1723 (0.1710) loss_bbox_aux_4: 0.1720 (0.1709) loss_bbox_dn_0: 0.2222 (0.2319) loss_bbox_dn_1: 0.1689 (0.1710) loss_bbox_dn_2: 0.1564 (0.1608) loss_bbox_dn_3: 0.1511 (0.1575) loss_bbox_dn_4: 0.1519 (0.1567) loss_bbox_dn_5: 0.1520 (0.1567) loss_bbox_dn_pre: 0.2257 (0.2375) loss_bbox_enc_0: 0.2103 (0.2177) loss_bbox_pre: 0.1825 (0.1840) loss_dfl: 0.9409 (0.9615) loss_fgl_aux_0: 0.9870 (0.9946) loss_fgl_aux_1: 0.9451 (0.9642) loss_fgl_aux_2: 0.9415 (0.9618) loss_fgl_aux_3: 0.9411 (0.9615) loss_fgl_aux_4: 0.9409 (0.9615) loss_fgl_dn_0: 1.0795 (1.0874) loss_fgl_dn_1: 0.9872 (0.9829) loss_fgl_dn_2: 0.9751 (0.9740) loss_fgl_dn_3: 0.9769 (0.9746) loss_fgl_dn_4: 0.9772 (0.9752) loss_fgl_dn_5: 0.9772 (0.9752) loss_giou: 0.5585 (0.5535) loss_giou_aux_0: 0.5779 (0.5792) loss_giou_aux_1: 0.5623 (0.5596) loss_giou_aux_2: 0.5584 (0.5544) loss_giou_aux_3: 0.5610 (0.5537) loss_giou_aux_4: 0.5583 (0.5535) loss_giou_dn_0: 0.5628 (0.5581) loss_giou_dn_1: 0.4582 (0.4465) loss_giou_dn_2: 0.4383 (0.4292) loss_giou_dn_3: 0.4339 (0.4242) loss_giou_dn_4: 0.4321 (0.4231) loss_giou_dn_5: 0.4321 (0.4231) loss_giou_dn_pre: 0.5595 (0.5572) loss_giou_enc_0: 0.6472 (0.6529) loss_giou_pre: 0.5782 (0.5775) loss_ddf_aux_0: 0.0543 (0.0558) loss_ddf_aux_1: 0.0074 (0.0079) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2406 (0.2548) loss_ddf_dn_1: 0.0313 (0.0336) loss_ddf_dn_2: 0.0073 (0.0077) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6401 (0.6458) loss_vfl_aux_0: 0.7334 (0.7138) loss_vfl_aux_1: 0.7076 (0.6923) loss_vfl_aux_2: 0.6923 (0.6760) loss_vfl_aux_3: 0.6657 (0.6560) loss_vfl_aux_4: 0.6470 (0.6475) loss_vfl_dn_0: 0.4843 (0.4858) loss_vfl_dn_1: 0.4227 (0.4173) loss_vfl_dn_2: 0.4067 (0.4013) loss_vfl_dn_3: 0.3991 (0.3928) loss_vfl_dn_4: 0.3969 (0.3901) loss_vfl_dn_5: 0.3969 (0.3895) loss_vfl_dn_pre: 0.4855 (0.4864) loss_vfl_enc_0: 0.7319 (0.7232) loss_vfl_pre: 0.7291 (0.7163) time: 0.7503 data: 0.0274 max mem: 9084 Epoch: [45] [ 300/3696] eta: 0:44:06 lr: 0.000013 loss: 30.8727 (31.1650) loss_bbox: 0.1686 (0.1717) loss_bbox_aux_0: 0.1792 (0.1845) loss_bbox_aux_1: 0.1713 (0.1747) loss_bbox_aux_2: 0.1700 (0.1723) loss_bbox_aux_3: 0.1688 (0.1718) loss_bbox_aux_4: 0.1686 (0.1717) loss_bbox_dn_0: 0.2283 (0.2354) loss_bbox_dn_1: 0.1665 (0.1735) loss_bbox_dn_2: 0.1556 (0.1632) loss_bbox_dn_3: 0.1492 (0.1598) loss_bbox_dn_4: 0.1477 (0.1590) loss_bbox_dn_5: 0.1477 (0.1590) loss_bbox_dn_pre: 0.2354 (0.2412) loss_bbox_enc_0: 0.2105 (0.2194) loss_bbox_pre: 0.1806 (0.1848) loss_dfl: 0.9590 (0.9602) loss_fgl_aux_0: 0.9900 (0.9934) loss_fgl_aux_1: 0.9595 (0.9630) loss_fgl_aux_2: 0.9594 (0.9604) loss_fgl_aux_3: 0.9590 (0.9602) loss_fgl_aux_4: 0.9590 (0.9601) loss_fgl_dn_0: 1.0813 (1.0869) loss_fgl_dn_1: 0.9774 (0.9826) loss_fgl_dn_2: 0.9675 (0.9737) loss_fgl_dn_3: 0.9676 (0.9744) loss_fgl_dn_4: 0.9678 (0.9749) loss_fgl_dn_5: 0.9677 (0.9749) loss_giou: 0.5483 (0.5529) loss_giou_aux_0: 0.5749 (0.5785) loss_giou_aux_1: 0.5513 (0.5587) loss_giou_aux_2: 0.5503 (0.5539) loss_giou_aux_3: 0.5485 (0.5531) loss_giou_aux_4: 0.5483 (0.5529) loss_giou_dn_0: 0.5449 (0.5586) loss_giou_dn_1: 0.4314 (0.4463) loss_giou_dn_2: 0.4111 (0.4288) loss_giou_dn_3: 0.4086 (0.4238) loss_giou_dn_4: 0.4082 (0.4227) loss_giou_dn_5: 0.4081 (0.4227) loss_giou_dn_pre: 0.5453 (0.5578) loss_giou_enc_0: 0.6589 (0.6526) loss_giou_pre: 0.5725 (0.5769) loss_ddf_aux_0: 0.0512 (0.0553) loss_ddf_aux_1: 0.0071 (0.0078) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2454 (0.2545) loss_ddf_dn_1: 0.0326 (0.0337) loss_ddf_dn_2: 0.0079 (0.0078) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6444 (0.6478) loss_vfl_aux_0: 0.7189 (0.7178) loss_vfl_aux_1: 0.6970 (0.6949) loss_vfl_aux_2: 0.6722 (0.6788) loss_vfl_aux_3: 0.6548 (0.6586) loss_vfl_aux_4: 0.6545 (0.6495) loss_vfl_dn_0: 0.4799 (0.4860) loss_vfl_dn_1: 0.4091 (0.4173) loss_vfl_dn_2: 0.3939 (0.4013) loss_vfl_dn_3: 0.3862 (0.3929) loss_vfl_dn_4: 0.3784 (0.3900) loss_vfl_dn_5: 0.3777 (0.3895) loss_vfl_dn_pre: 0.4794 (0.4866) loss_vfl_enc_0: 0.7191 (0.7251) loss_vfl_pre: 0.7242 (0.7201) time: 0.8223 data: 0.0282 max mem: 9084 Epoch: [45] [ 400/3696] eta: 0:42:22 lr: 0.000013 loss: 31.3055 (31.2114) loss_bbox: 0.1495 (0.1706) loss_bbox_aux_0: 0.1605 (0.1832) loss_bbox_aux_1: 0.1529 (0.1736) loss_bbox_aux_2: 0.1527 (0.1712) loss_bbox_aux_3: 0.1501 (0.1707) loss_bbox_aux_4: 0.1494 (0.1706) loss_bbox_dn_0: 0.1949 (0.2340) loss_bbox_dn_1: 0.1406 (0.1727) loss_bbox_dn_2: 0.1297 (0.1624) loss_bbox_dn_3: 0.1290 (0.1592) loss_bbox_dn_4: 0.1261 (0.1584) loss_bbox_dn_5: 0.1261 (0.1584) loss_bbox_dn_pre: 0.2005 (0.2398) loss_bbox_enc_0: 0.1912 (0.2176) loss_bbox_pre: 0.1583 (0.1835) loss_dfl: 0.9726 (0.9611) loss_fgl_aux_0: 0.9929 (0.9937) loss_fgl_aux_1: 0.9726 (0.9638) loss_fgl_aux_2: 0.9712 (0.9613) loss_fgl_aux_3: 0.9722 (0.9611) loss_fgl_aux_4: 0.9725 (0.9611) loss_fgl_dn_0: 1.0753 (1.0867) loss_fgl_dn_1: 0.9868 (0.9841) loss_fgl_dn_2: 0.9801 (0.9753) loss_fgl_dn_3: 0.9804 (0.9760) loss_fgl_dn_4: 0.9809 (0.9765) loss_fgl_dn_5: 0.9808 (0.9765) loss_giou: 0.5765 (0.5566) loss_giou_aux_0: 0.6007 (0.5820) loss_giou_aux_1: 0.5776 (0.5623) loss_giou_aux_2: 0.5778 (0.5576) loss_giou_aux_3: 0.5769 (0.5567) loss_giou_aux_4: 0.5766 (0.5566) loss_giou_dn_0: 0.5766 (0.5624) loss_giou_dn_1: 0.4784 (0.4502) loss_giou_dn_2: 0.4588 (0.4329) loss_giou_dn_3: 0.4513 (0.4280) loss_giou_dn_4: 0.4496 (0.4270) loss_giou_dn_5: 0.4495 (0.4270) loss_giou_dn_pre: 0.5766 (0.5616) loss_giou_enc_0: 0.6738 (0.6558) loss_giou_pre: 0.5980 (0.5804) loss_ddf_aux_0: 0.0481 (0.0547) loss_ddf_aux_1: 0.0072 (0.0077) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2231 (0.2516) loss_ddf_dn_1: 0.0303 (0.0333) loss_ddf_dn_2: 0.0077 (0.0077) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6298 (0.6479) loss_vfl_aux_0: 0.6813 (0.7155) loss_vfl_aux_1: 0.6685 (0.6943) loss_vfl_aux_2: 0.6545 (0.6778) loss_vfl_aux_3: 0.6364 (0.6595) loss_vfl_aux_4: 0.6317 (0.6498) loss_vfl_dn_0: 0.4781 (0.4854) loss_vfl_dn_1: 0.4233 (0.4178) loss_vfl_dn_2: 0.4063 (0.4020) loss_vfl_dn_3: 0.4008 (0.3938) loss_vfl_dn_4: 0.3980 (0.3909) loss_vfl_dn_5: 0.3973 (0.3905) loss_vfl_dn_pre: 0.4786 (0.4861) loss_vfl_enc_0: 0.7167 (0.7239) loss_vfl_pre: 0.6866 (0.7181) time: 0.7296 data: 0.0297 max mem: 9084 Epoch: [45] [ 500/3696] eta: 0:40:42 lr: 0.000013 loss: 30.9057 (31.2049) loss_bbox: 0.1556 (0.1697) loss_bbox_aux_0: 0.1661 (0.1824) loss_bbox_aux_1: 0.1574 (0.1727) loss_bbox_aux_2: 0.1559 (0.1703) loss_bbox_aux_3: 0.1558 (0.1698) loss_bbox_aux_4: 0.1558 (0.1697) loss_bbox_dn_0: 0.2094 (0.2331) loss_bbox_dn_1: 0.1538 (0.1720) loss_bbox_dn_2: 0.1453 (0.1618) loss_bbox_dn_3: 0.1416 (0.1586) loss_bbox_dn_4: 0.1418 (0.1578) loss_bbox_dn_5: 0.1418 (0.1578) loss_bbox_dn_pre: 0.2195 (0.2389) loss_bbox_enc_0: 0.2017 (0.2165) loss_bbox_pre: 0.1665 (0.1827) loss_dfl: 0.9481 (0.9610) loss_fgl_aux_0: 0.9802 (0.9933) loss_fgl_aux_1: 0.9499 (0.9636) loss_fgl_aux_2: 0.9496 (0.9612) loss_fgl_aux_3: 0.9483 (0.9610) loss_fgl_aux_4: 0.9483 (0.9610) loss_fgl_dn_0: 1.0866 (1.0868) loss_fgl_dn_1: 0.9829 (0.9837) loss_fgl_dn_2: 0.9735 (0.9750) loss_fgl_dn_3: 0.9752 (0.9757) loss_fgl_dn_4: 0.9751 (0.9762) loss_fgl_dn_5: 0.9750 (0.9762) loss_giou: 0.5371 (0.5575) loss_giou_aux_0: 0.5540 (0.5831) loss_giou_aux_1: 0.5401 (0.5632) loss_giou_aux_2: 0.5390 (0.5584) loss_giou_aux_3: 0.5372 (0.5576) loss_giou_aux_4: 0.5374 (0.5575) loss_giou_dn_0: 0.5519 (0.5634) loss_giou_dn_1: 0.4343 (0.4511) loss_giou_dn_2: 0.4212 (0.4339) loss_giou_dn_3: 0.4189 (0.4291) loss_giou_dn_4: 0.4188 (0.4280) loss_giou_dn_5: 0.4188 (0.4280) loss_giou_dn_pre: 0.5539 (0.5626) loss_giou_enc_0: 0.6223 (0.6566) loss_giou_pre: 0.5526 (0.5815) loss_ddf_aux_0: 0.0508 (0.0546) loss_ddf_aux_1: 0.0072 (0.0077) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2456 (0.2517) loss_ddf_dn_1: 0.0306 (0.0334) loss_ddf_dn_2: 0.0068 (0.0077) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6336 (0.6475) loss_vfl_aux_0: 0.7008 (0.7139) loss_vfl_aux_1: 0.6834 (0.6936) loss_vfl_aux_2: 0.6669 (0.6766) loss_vfl_aux_3: 0.6527 (0.6588) loss_vfl_aux_4: 0.6360 (0.6496) loss_vfl_dn_0: 0.4852 (0.4855) loss_vfl_dn_1: 0.4142 (0.4181) loss_vfl_dn_2: 0.3997 (0.4023) loss_vfl_dn_3: 0.3925 (0.3940) loss_vfl_dn_4: 0.3902 (0.3911) loss_vfl_dn_5: 0.3898 (0.3906) loss_vfl_dn_pre: 0.4859 (0.4861) loss_vfl_enc_0: 0.7169 (0.7228) loss_vfl_pre: 0.7014 (0.7165) time: 0.7164 data: 0.0234 max mem: 9084 Epoch: [45] [ 600/3696] eta: 0:39:19 lr: 0.000013 loss: 30.8711 (31.1641) loss_bbox: 0.1567 (0.1700) loss_bbox_aux_0: 0.1637 (0.1826) loss_bbox_aux_1: 0.1600 (0.1729) loss_bbox_aux_2: 0.1582 (0.1706) loss_bbox_aux_3: 0.1567 (0.1701) loss_bbox_aux_4: 0.1567 (0.1700) loss_bbox_dn_0: 0.2244 (0.2339) loss_bbox_dn_1: 0.1614 (0.1725) loss_bbox_dn_2: 0.1536 (0.1624) loss_bbox_dn_3: 0.1499 (0.1591) loss_bbox_dn_4: 0.1510 (0.1584) loss_bbox_dn_5: 0.1510 (0.1584) loss_bbox_dn_pre: 0.2297 (0.2398) loss_bbox_enc_0: 0.2098 (0.2172) loss_bbox_pre: 0.1659 (0.1829) loss_dfl: 0.9743 (0.9610) loss_fgl_aux_0: 0.9982 (0.9935) loss_fgl_aux_1: 0.9740 (0.9636) loss_fgl_aux_2: 0.9730 (0.9612) loss_fgl_aux_3: 0.9742 (0.9610) loss_fgl_aux_4: 0.9743 (0.9610) loss_fgl_dn_0: 1.1008 (1.0868) loss_fgl_dn_1: 0.9898 (0.9832) loss_fgl_dn_2: 0.9843 (0.9744) loss_fgl_dn_3: 0.9850 (0.9751) loss_fgl_dn_4: 0.9858 (0.9756) loss_fgl_dn_5: 0.9858 (0.9756) loss_giou: 0.5155 (0.5540) loss_giou_aux_0: 0.5481 (0.5795) loss_giou_aux_1: 0.5248 (0.5596) loss_giou_aux_2: 0.5147 (0.5549) loss_giou_aux_3: 0.5153 (0.5541) loss_giou_aux_4: 0.5157 (0.5540) loss_giou_dn_0: 0.5341 (0.5608) loss_giou_dn_1: 0.4181 (0.4488) loss_giou_dn_2: 0.4015 (0.4317) loss_giou_dn_3: 0.3989 (0.4268) loss_giou_dn_4: 0.3991 (0.4258) loss_giou_dn_5: 0.3991 (0.4258) loss_giou_dn_pre: 0.5346 (0.5600) loss_giou_enc_0: 0.6319 (0.6533) loss_giou_pre: 0.5473 (0.5780) loss_ddf_aux_0: 0.0499 (0.0542) loss_ddf_aux_1: 0.0068 (0.0076) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2476 (0.2513) loss_ddf_dn_1: 0.0327 (0.0333) loss_ddf_dn_2: 0.0076 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6279 (0.6478) loss_vfl_aux_0: 0.6901 (0.7148) loss_vfl_aux_1: 0.6768 (0.6940) loss_vfl_aux_2: 0.6558 (0.6764) loss_vfl_aux_3: 0.6471 (0.6592) loss_vfl_aux_4: 0.6385 (0.6501) loss_vfl_dn_0: 0.4803 (0.4855) loss_vfl_dn_1: 0.4143 (0.4178) loss_vfl_dn_2: 0.3990 (0.4018) loss_vfl_dn_3: 0.3911 (0.3936) loss_vfl_dn_4: 0.3864 (0.3906) loss_vfl_dn_5: 0.3869 (0.3901) loss_vfl_dn_pre: 0.4815 (0.4861) loss_vfl_enc_0: 0.6988 (0.7230) loss_vfl_pre: 0.6930 (0.7172) time: 0.7714 data: 0.0354 max mem: 9084 Epoch: [45] [ 700/3696] eta: 0:38:04 lr: 0.000013 loss: 31.1404 (31.1561) loss_bbox: 0.1587 (0.1700) loss_bbox_aux_0: 0.1769 (0.1828) loss_bbox_aux_1: 0.1670 (0.1728) loss_bbox_aux_2: 0.1595 (0.1705) loss_bbox_aux_3: 0.1582 (0.1701) loss_bbox_aux_4: 0.1587 (0.1700) loss_bbox_dn_0: 0.2200 (0.2345) loss_bbox_dn_1: 0.1589 (0.1726) loss_bbox_dn_2: 0.1493 (0.1624) loss_bbox_dn_3: 0.1479 (0.1591) loss_bbox_dn_4: 0.1479 (0.1584) loss_bbox_dn_5: 0.1479 (0.1584) loss_bbox_dn_pre: 0.2239 (0.2404) loss_bbox_enc_0: 0.2107 (0.2177) loss_bbox_pre: 0.1785 (0.1831) loss_dfl: 0.9512 (0.9607) loss_fgl_aux_0: 0.9902 (0.9936) loss_fgl_aux_1: 0.9501 (0.9633) loss_fgl_aux_2: 0.9519 (0.9609) loss_fgl_aux_3: 0.9515 (0.9607) loss_fgl_aux_4: 0.9513 (0.9606) loss_fgl_dn_0: 1.0872 (1.0870) loss_fgl_dn_1: 0.9826 (0.9827) loss_fgl_dn_2: 0.9743 (0.9738) loss_fgl_dn_3: 0.9760 (0.9745) loss_fgl_dn_4: 0.9762 (0.9750) loss_fgl_dn_5: 0.9763 (0.9750) loss_giou: 0.5429 (0.5530) loss_giou_aux_0: 0.5807 (0.5789) loss_giou_aux_1: 0.5519 (0.5587) loss_giou_aux_2: 0.5435 (0.5539) loss_giou_aux_3: 0.5433 (0.5531) loss_giou_aux_4: 0.5428 (0.5530) loss_giou_dn_0: 0.5680 (0.5605) loss_giou_dn_1: 0.4436 (0.4481) loss_giou_dn_2: 0.4247 (0.4309) loss_giou_dn_3: 0.4221 (0.4261) loss_giou_dn_4: 0.4210 (0.4251) loss_giou_dn_5: 0.4209 (0.4250) loss_giou_dn_pre: 0.5675 (0.5598) loss_giou_enc_0: 0.6596 (0.6533) loss_giou_pre: 0.5759 (0.5773) loss_ddf_aux_0: 0.0559 (0.0544) loss_ddf_aux_1: 0.0073 (0.0076) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2638 (0.2522) loss_ddf_dn_1: 0.0343 (0.0334) loss_ddf_dn_2: 0.0076 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6358 (0.6485) loss_vfl_aux_0: 0.6990 (0.7152) loss_vfl_aux_1: 0.6728 (0.6941) loss_vfl_aux_2: 0.6512 (0.6765) loss_vfl_aux_3: 0.6541 (0.6600) loss_vfl_aux_4: 0.6337 (0.6508) loss_vfl_dn_0: 0.4796 (0.4856) loss_vfl_dn_1: 0.4102 (0.4180) loss_vfl_dn_2: 0.3943 (0.4019) loss_vfl_dn_3: 0.3860 (0.3936) loss_vfl_dn_4: 0.3849 (0.3907) loss_vfl_dn_5: 0.3836 (0.3901) loss_vfl_dn_pre: 0.4792 (0.4862) loss_vfl_enc_0: 0.6924 (0.7226) loss_vfl_pre: 0.7015 (0.7175) time: 0.7710 data: 0.0335 max mem: 9084 Epoch: [45] [ 800/3696] eta: 0:37:01 lr: 0.000013 loss: 31.3209 (31.1673) loss_bbox: 0.1685 (0.1702) loss_bbox_aux_0: 0.1805 (0.1831) loss_bbox_aux_1: 0.1700 (0.1731) loss_bbox_aux_2: 0.1695 (0.1708) loss_bbox_aux_3: 0.1688 (0.1703) loss_bbox_aux_4: 0.1687 (0.1702) loss_bbox_dn_0: 0.2363 (0.2351) loss_bbox_dn_1: 0.1663 (0.1731) loss_bbox_dn_2: 0.1575 (0.1629) loss_bbox_dn_3: 0.1549 (0.1596) loss_bbox_dn_4: 0.1530 (0.1589) loss_bbox_dn_5: 0.1530 (0.1589) loss_bbox_dn_pre: 0.2485 (0.2410) loss_bbox_enc_0: 0.2188 (0.2179) loss_bbox_pre: 0.1804 (0.1834) loss_dfl: 0.9575 (0.9608) loss_fgl_aux_0: 0.9885 (0.9936) loss_fgl_aux_1: 0.9591 (0.9634) loss_fgl_aux_2: 0.9565 (0.9610) loss_fgl_aux_3: 0.9575 (0.9608) loss_fgl_aux_4: 0.9575 (0.9608) loss_fgl_dn_0: 1.0859 (1.0869) loss_fgl_dn_1: 0.9751 (0.9826) loss_fgl_dn_2: 0.9634 (0.9737) loss_fgl_dn_3: 0.9658 (0.9744) loss_fgl_dn_4: 0.9660 (0.9748) loss_fgl_dn_5: 0.9660 (0.9749) loss_giou: 0.5399 (0.5532) loss_giou_aux_0: 0.5686 (0.5793) loss_giou_aux_1: 0.5480 (0.5590) loss_giou_aux_2: 0.5419 (0.5541) loss_giou_aux_3: 0.5389 (0.5533) loss_giou_aux_4: 0.5397 (0.5532) loss_giou_dn_0: 0.5538 (0.5606) loss_giou_dn_1: 0.4402 (0.4480) loss_giou_dn_2: 0.4292 (0.4309) loss_giou_dn_3: 0.4212 (0.4261) loss_giou_dn_4: 0.4207 (0.4251) loss_giou_dn_5: 0.4207 (0.4250) loss_giou_dn_pre: 0.5519 (0.5599) loss_giou_enc_0: 0.6474 (0.6536) loss_giou_pre: 0.5651 (0.5778) loss_ddf_aux_0: 0.0558 (0.0544) loss_ddf_aux_1: 0.0078 (0.0076) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2553 (0.2522) loss_ddf_dn_1: 0.0318 (0.0334) loss_ddf_dn_2: 0.0069 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6609 (0.6490) loss_vfl_aux_0: 0.7228 (0.7160) loss_vfl_aux_1: 0.7042 (0.6942) loss_vfl_aux_2: 0.6814 (0.6771) loss_vfl_aux_3: 0.6678 (0.6604) loss_vfl_aux_4: 0.6609 (0.6512) loss_vfl_dn_0: 0.4837 (0.4855) loss_vfl_dn_1: 0.4177 (0.4180) loss_vfl_dn_2: 0.3984 (0.4018) loss_vfl_dn_3: 0.3935 (0.3935) loss_vfl_dn_4: 0.3893 (0.3906) loss_vfl_dn_5: 0.3890 (0.3900) loss_vfl_dn_pre: 0.4845 (0.4860) loss_vfl_enc_0: 0.7174 (0.7227) loss_vfl_pre: 0.7268 (0.7182) time: 0.7484 data: 0.0306 max mem: 9084 Epoch: [45] [ 900/3696] eta: 0:35:43 lr: 0.000013 loss: 31.4958 (31.1722) loss_bbox: 0.1616 (0.1708) loss_bbox_aux_0: 0.1746 (0.1838) loss_bbox_aux_1: 0.1641 (0.1736) loss_bbox_aux_2: 0.1616 (0.1713) loss_bbox_aux_3: 0.1616 (0.1709) loss_bbox_aux_4: 0.1618 (0.1708) loss_bbox_dn_0: 0.2250 (0.2353) loss_bbox_dn_1: 0.1682 (0.1734) loss_bbox_dn_2: 0.1583 (0.1631) loss_bbox_dn_3: 0.1551 (0.1598) loss_bbox_dn_4: 0.1551 (0.1591) loss_bbox_dn_5: 0.1551 (0.1591) loss_bbox_dn_pre: 0.2379 (0.2412) loss_bbox_enc_0: 0.2158 (0.2185) loss_bbox_pre: 0.1775 (0.1841) loss_dfl: 0.9354 (0.9606) loss_fgl_aux_0: 0.9810 (0.9936) loss_fgl_aux_1: 0.9454 (0.9633) loss_fgl_aux_2: 0.9379 (0.9609) loss_fgl_aux_3: 0.9358 (0.9607) loss_fgl_aux_4: 0.9355 (0.9606) loss_fgl_dn_0: 1.0859 (1.0871) loss_fgl_dn_1: 0.9889 (0.9827) loss_fgl_dn_2: 0.9793 (0.9737) loss_fgl_dn_3: 0.9795 (0.9744) loss_fgl_dn_4: 0.9797 (0.9748) loss_fgl_dn_5: 0.9797 (0.9748) loss_giou: 0.5822 (0.5533) loss_giou_aux_0: 0.5964 (0.5794) loss_giou_aux_1: 0.5910 (0.5591) loss_giou_aux_2: 0.5832 (0.5542) loss_giou_aux_3: 0.5834 (0.5534) loss_giou_aux_4: 0.5821 (0.5533) loss_giou_dn_0: 0.5661 (0.5604) loss_giou_dn_1: 0.4491 (0.4480) loss_giou_dn_2: 0.4303 (0.4308) loss_giou_dn_3: 0.4276 (0.4260) loss_giou_dn_4: 0.4255 (0.4250) loss_giou_dn_5: 0.4255 (0.4250) loss_giou_dn_pre: 0.5654 (0.5597) loss_giou_enc_0: 0.6809 (0.6536) loss_giou_pre: 0.5966 (0.5779) loss_ddf_aux_0: 0.0537 (0.0544) loss_ddf_aux_1: 0.0075 (0.0076) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2445 (0.2522) loss_ddf_dn_1: 0.0345 (0.0334) loss_ddf_dn_2: 0.0076 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6578 (0.6486) loss_vfl_aux_0: 0.7189 (0.7163) loss_vfl_aux_1: 0.6895 (0.6942) loss_vfl_aux_2: 0.6818 (0.6769) loss_vfl_aux_3: 0.6600 (0.6597) loss_vfl_aux_4: 0.6537 (0.6507) loss_vfl_dn_0: 0.4802 (0.4857) loss_vfl_dn_1: 0.4130 (0.4179) loss_vfl_dn_2: 0.3999 (0.4018) loss_vfl_dn_3: 0.3935 (0.3935) loss_vfl_dn_4: 0.3902 (0.3906) loss_vfl_dn_5: 0.3890 (0.3901) loss_vfl_dn_pre: 0.4813 (0.4862) loss_vfl_enc_0: 0.7330 (0.7225) loss_vfl_pre: 0.7224 (0.7186) time: 0.7653 data: 0.0296 max mem: 9084 Epoch: [45] [1000/3696] eta: 0:34:28 lr: 0.000013 loss: 31.0497 (31.1790) loss_bbox: 0.1682 (0.1704) loss_bbox_aux_0: 0.1815 (0.1833) loss_bbox_aux_1: 0.1767 (0.1732) loss_bbox_aux_2: 0.1687 (0.1709) loss_bbox_aux_3: 0.1684 (0.1705) loss_bbox_aux_4: 0.1682 (0.1704) loss_bbox_dn_0: 0.2195 (0.2348) loss_bbox_dn_1: 0.1696 (0.1732) loss_bbox_dn_2: 0.1638 (0.1629) loss_bbox_dn_3: 0.1638 (0.1597) loss_bbox_dn_4: 0.1631 (0.1590) loss_bbox_dn_5: 0.1630 (0.1590) loss_bbox_dn_pre: 0.2261 (0.2407) loss_bbox_enc_0: 0.2155 (0.2179) loss_bbox_pre: 0.1824 (0.1835) loss_dfl: 0.9620 (0.9606) loss_fgl_aux_0: 0.9845 (0.9934) loss_fgl_aux_1: 0.9626 (0.9632) loss_fgl_aux_2: 0.9619 (0.9608) loss_fgl_aux_3: 0.9612 (0.9606) loss_fgl_aux_4: 0.9620 (0.9605) loss_fgl_dn_0: 1.0851 (1.0871) loss_fgl_dn_1: 0.9864 (0.9831) loss_fgl_dn_2: 0.9773 (0.9741) loss_fgl_dn_3: 0.9792 (0.9748) loss_fgl_dn_4: 0.9800 (0.9752) loss_fgl_dn_5: 0.9801 (0.9752) loss_giou: 0.5459 (0.5543) loss_giou_aux_0: 0.5780 (0.5802) loss_giou_aux_1: 0.5564 (0.5600) loss_giou_aux_2: 0.5491 (0.5552) loss_giou_aux_3: 0.5463 (0.5544) loss_giou_aux_4: 0.5461 (0.5543) loss_giou_dn_0: 0.5508 (0.5607) loss_giou_dn_1: 0.4444 (0.4483) loss_giou_dn_2: 0.4263 (0.4311) loss_giou_dn_3: 0.4210 (0.4264) loss_giou_dn_4: 0.4194 (0.4254) loss_giou_dn_5: 0.4195 (0.4253) loss_giou_dn_pre: 0.5485 (0.5599) loss_giou_enc_0: 0.6556 (0.6546) loss_giou_pre: 0.5782 (0.5787) loss_ddf_aux_0: 0.0489 (0.0543) loss_ddf_aux_1: 0.0071 (0.0076) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2446 (0.2518) loss_ddf_dn_1: 0.0329 (0.0335) loss_ddf_dn_2: 0.0077 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6552 (0.6489) loss_vfl_aux_0: 0.7322 (0.7165) loss_vfl_aux_1: 0.7046 (0.6947) loss_vfl_aux_2: 0.6874 (0.6767) loss_vfl_aux_3: 0.6767 (0.6599) loss_vfl_aux_4: 0.6584 (0.6509) loss_vfl_dn_0: 0.4871 (0.4856) loss_vfl_dn_1: 0.4208 (0.4180) loss_vfl_dn_2: 0.4020 (0.4019) loss_vfl_dn_3: 0.3940 (0.3936) loss_vfl_dn_4: 0.3920 (0.3907) loss_vfl_dn_5: 0.3906 (0.3902) loss_vfl_dn_pre: 0.4883 (0.4861) loss_vfl_enc_0: 0.7368 (0.7223) loss_vfl_pre: 0.7338 (0.7187) time: 0.7672 data: 0.0315 max mem: 9084 Epoch: [45] [1100/3696] eta: 0:33:10 lr: 0.000013 loss: 31.3678 (31.1860) loss_bbox: 0.1579 (0.1703) loss_bbox_aux_0: 0.1675 (0.1831) loss_bbox_aux_1: 0.1593 (0.1731) loss_bbox_aux_2: 0.1565 (0.1709) loss_bbox_aux_3: 0.1577 (0.1704) loss_bbox_aux_4: 0.1577 (0.1703) loss_bbox_dn_0: 0.2298 (0.2346) loss_bbox_dn_1: 0.1637 (0.1730) loss_bbox_dn_2: 0.1517 (0.1628) loss_bbox_dn_3: 0.1473 (0.1596) loss_bbox_dn_4: 0.1472 (0.1589) loss_bbox_dn_5: 0.1472 (0.1589) loss_bbox_dn_pre: 0.2358 (0.2405) loss_bbox_enc_0: 0.2012 (0.2178) loss_bbox_pre: 0.1670 (0.1834) loss_dfl: 0.9579 (0.9604) loss_fgl_aux_0: 0.9929 (0.9932) loss_fgl_aux_1: 0.9625 (0.9630) loss_fgl_aux_2: 0.9597 (0.9606) loss_fgl_aux_3: 0.9582 (0.9604) loss_fgl_aux_4: 0.9578 (0.9604) loss_fgl_dn_0: 1.0838 (1.0869) loss_fgl_dn_1: 0.9827 (0.9832) loss_fgl_dn_2: 0.9754 (0.9743) loss_fgl_dn_3: 0.9762 (0.9750) loss_fgl_dn_4: 0.9760 (0.9754) loss_fgl_dn_5: 0.9760 (0.9754) loss_giou: 0.5640 (0.5552) loss_giou_aux_0: 0.5909 (0.5811) loss_giou_aux_1: 0.5696 (0.5609) loss_giou_aux_2: 0.5649 (0.5561) loss_giou_aux_3: 0.5628 (0.5553) loss_giou_aux_4: 0.5636 (0.5552) loss_giou_dn_0: 0.5771 (0.5611) loss_giou_dn_1: 0.4648 (0.4487) loss_giou_dn_2: 0.4469 (0.4315) loss_giou_dn_3: 0.4432 (0.4268) loss_giou_dn_4: 0.4424 (0.4258) loss_giou_dn_5: 0.4423 (0.4258) loss_giou_dn_pre: 0.5736 (0.5603) loss_giou_enc_0: 0.6728 (0.6555) loss_giou_pre: 0.5888 (0.5796) loss_ddf_aux_0: 0.0504 (0.0541) loss_ddf_aux_1: 0.0075 (0.0076) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2383 (0.2516) loss_ddf_dn_1: 0.0305 (0.0335) loss_ddf_dn_2: 0.0058 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6314 (0.6490) loss_vfl_aux_0: 0.6884 (0.7163) loss_vfl_aux_1: 0.6655 (0.6946) loss_vfl_aux_2: 0.6567 (0.6768) loss_vfl_aux_3: 0.6468 (0.6601) loss_vfl_aux_4: 0.6318 (0.6510) loss_vfl_dn_0: 0.4880 (0.4856) loss_vfl_dn_1: 0.4260 (0.4179) loss_vfl_dn_2: 0.4110 (0.4019) loss_vfl_dn_3: 0.4045 (0.3937) loss_vfl_dn_4: 0.4006 (0.3907) loss_vfl_dn_5: 0.4000 (0.3902) loss_vfl_dn_pre: 0.4885 (0.4861) loss_vfl_enc_0: 0.7009 (0.7217) loss_vfl_pre: 0.6930 (0.7186) time: 0.7521 data: 0.0302 max mem: 9084 Epoch: [45] [1200/3696] eta: 0:31:47 lr: 0.000013 loss: 31.2202 (31.1721) loss_bbox: 0.1546 (0.1702) loss_bbox_aux_0: 0.1681 (0.1830) loss_bbox_aux_1: 0.1586 (0.1730) loss_bbox_aux_2: 0.1560 (0.1707) loss_bbox_aux_3: 0.1549 (0.1703) loss_bbox_aux_4: 0.1546 (0.1702) loss_bbox_dn_0: 0.2375 (0.2346) loss_bbox_dn_1: 0.1757 (0.1729) loss_bbox_dn_2: 0.1643 (0.1627) loss_bbox_dn_3: 0.1585 (0.1594) loss_bbox_dn_4: 0.1598 (0.1587) loss_bbox_dn_5: 0.1599 (0.1587) loss_bbox_dn_pre: 0.2425 (0.2404) loss_bbox_enc_0: 0.2092 (0.2178) loss_bbox_pre: 0.1675 (0.1833) loss_dfl: 0.9414 (0.9600) loss_fgl_aux_0: 0.9762 (0.9928) loss_fgl_aux_1: 0.9470 (0.9626) loss_fgl_aux_2: 0.9401 (0.9602) loss_fgl_aux_3: 0.9411 (0.9600) loss_fgl_aux_4: 0.9414 (0.9600) loss_fgl_dn_0: 1.0762 (1.0867) loss_fgl_dn_1: 0.9800 (0.9829) loss_fgl_dn_2: 0.9699 (0.9739) loss_fgl_dn_3: 0.9703 (0.9746) loss_fgl_dn_4: 0.9711 (0.9751) loss_fgl_dn_5: 0.9711 (0.9751) loss_giou: 0.6041 (0.5552) loss_giou_aux_0: 0.6311 (0.5811) loss_giou_aux_1: 0.6038 (0.5609) loss_giou_aux_2: 0.6029 (0.5561) loss_giou_aux_3: 0.6036 (0.5553) loss_giou_aux_4: 0.6043 (0.5552) loss_giou_dn_0: 0.5843 (0.5608) loss_giou_dn_1: 0.4679 (0.4485) loss_giou_dn_2: 0.4556 (0.4313) loss_giou_dn_3: 0.4510 (0.4266) loss_giou_dn_4: 0.4507 (0.4255) loss_giou_dn_5: 0.4507 (0.4255) loss_giou_dn_pre: 0.5847 (0.5600) loss_giou_enc_0: 0.7017 (0.6556) loss_giou_pre: 0.6310 (0.5796) loss_ddf_aux_0: 0.0516 (0.0539) loss_ddf_aux_1: 0.0073 (0.0075) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2317 (0.2509) loss_ddf_dn_1: 0.0317 (0.0333) loss_ddf_dn_2: 0.0076 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6550 (0.6487) loss_vfl_aux_0: 0.6940 (0.7155) loss_vfl_aux_1: 0.6849 (0.6942) loss_vfl_aux_2: 0.6714 (0.6765) loss_vfl_aux_3: 0.6586 (0.6598) loss_vfl_aux_4: 0.6477 (0.6508) loss_vfl_dn_0: 0.4810 (0.4854) loss_vfl_dn_1: 0.4163 (0.4177) loss_vfl_dn_2: 0.3975 (0.4016) loss_vfl_dn_3: 0.3914 (0.3934) loss_vfl_dn_4: 0.3873 (0.3905) loss_vfl_dn_5: 0.3862 (0.3899) loss_vfl_dn_pre: 0.4805 (0.4859) loss_vfl_enc_0: 0.7126 (0.7215) loss_vfl_pre: 0.6990 (0.7179) time: 0.7640 data: 0.0296 max mem: 9084 Epoch: [45] [1300/3696] eta: 0:30:31 lr: 0.000013 loss: 31.2938 (31.1845) loss_bbox: 0.1680 (0.1701) loss_bbox_aux_0: 0.1798 (0.1829) loss_bbox_aux_1: 0.1707 (0.1729) loss_bbox_aux_2: 0.1673 (0.1707) loss_bbox_aux_3: 0.1688 (0.1702) loss_bbox_aux_4: 0.1686 (0.1701) loss_bbox_dn_0: 0.2328 (0.2340) loss_bbox_dn_1: 0.1727 (0.1726) loss_bbox_dn_2: 0.1618 (0.1623) loss_bbox_dn_3: 0.1581 (0.1591) loss_bbox_dn_4: 0.1573 (0.1584) loss_bbox_dn_5: 0.1573 (0.1584) loss_bbox_dn_pre: 0.2360 (0.2399) loss_bbox_enc_0: 0.2102 (0.2175) loss_bbox_pre: 0.1791 (0.1831) loss_dfl: 0.9617 (0.9593) loss_fgl_aux_0: 0.9966 (0.9920) loss_fgl_aux_1: 0.9675 (0.9619) loss_fgl_aux_2: 0.9624 (0.9595) loss_fgl_aux_3: 0.9612 (0.9593) loss_fgl_aux_4: 0.9616 (0.9593) loss_fgl_dn_0: 1.0775 (1.0863) loss_fgl_dn_1: 0.9859 (0.9827) loss_fgl_dn_2: 0.9779 (0.9738) loss_fgl_dn_3: 0.9770 (0.9745) loss_fgl_dn_4: 0.9773 (0.9749) loss_fgl_dn_5: 0.9774 (0.9749) loss_giou: 0.5543 (0.5571) loss_giou_aux_0: 0.5683 (0.5830) loss_giou_aux_1: 0.5615 (0.5628) loss_giou_aux_2: 0.5563 (0.5580) loss_giou_aux_3: 0.5549 (0.5572) loss_giou_aux_4: 0.5545 (0.5571) loss_giou_dn_0: 0.5781 (0.5617) loss_giou_dn_1: 0.4625 (0.4495) loss_giou_dn_2: 0.4468 (0.4323) loss_giou_dn_3: 0.4393 (0.4276) loss_giou_dn_4: 0.4379 (0.4265) loss_giou_dn_5: 0.4379 (0.4265) loss_giou_dn_pre: 0.5756 (0.5610) loss_giou_enc_0: 0.6344 (0.6573) loss_giou_pre: 0.5658 (0.5815) loss_ddf_aux_0: 0.0525 (0.0538) loss_ddf_aux_1: 0.0073 (0.0075) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2565 (0.2508) loss_ddf_dn_1: 0.0349 (0.0334) loss_ddf_dn_2: 0.0070 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6572 (0.6486) loss_vfl_aux_0: 0.7178 (0.7154) loss_vfl_aux_1: 0.7123 (0.6943) loss_vfl_aux_2: 0.6962 (0.6765) loss_vfl_aux_3: 0.6689 (0.6597) loss_vfl_aux_4: 0.6614 (0.6508) loss_vfl_dn_0: 0.4832 (0.4852) loss_vfl_dn_1: 0.4224 (0.4177) loss_vfl_dn_2: 0.4095 (0.4017) loss_vfl_dn_3: 0.4002 (0.3935) loss_vfl_dn_4: 0.3948 (0.3906) loss_vfl_dn_5: 0.3942 (0.3900) loss_vfl_dn_pre: 0.4842 (0.4858) loss_vfl_enc_0: 0.7396 (0.7215) loss_vfl_pre: 0.7295 (0.7178) time: 0.7623 data: 0.0296 max mem: 9084 Epoch: [45] [1400/3696] eta: 0:29:15 lr: 0.000013 loss: 31.2415 (31.1798) loss_bbox: 0.1663 (0.1701) loss_bbox_aux_0: 0.1776 (0.1828) loss_bbox_aux_1: 0.1676 (0.1729) loss_bbox_aux_2: 0.1659 (0.1707) loss_bbox_aux_3: 0.1661 (0.1702) loss_bbox_aux_4: 0.1663 (0.1701) loss_bbox_dn_0: 0.2276 (0.2343) loss_bbox_dn_1: 0.1677 (0.1728) loss_bbox_dn_2: 0.1621 (0.1625) loss_bbox_dn_3: 0.1601 (0.1593) loss_bbox_dn_4: 0.1602 (0.1587) loss_bbox_dn_5: 0.1602 (0.1587) loss_bbox_dn_pre: 0.2320 (0.2401) loss_bbox_enc_0: 0.2120 (0.2175) loss_bbox_pre: 0.1781 (0.1831) loss_dfl: 0.9617 (0.9592) loss_fgl_aux_0: 0.9999 (0.9920) loss_fgl_aux_1: 0.9628 (0.9618) loss_fgl_aux_2: 0.9623 (0.9595) loss_fgl_aux_3: 0.9617 (0.9593) loss_fgl_aux_4: 0.9617 (0.9592) loss_fgl_dn_0: 1.0890 (1.0862) loss_fgl_dn_1: 0.9801 (0.9826) loss_fgl_dn_2: 0.9727 (0.9736) loss_fgl_dn_3: 0.9722 (0.9743) loss_fgl_dn_4: 0.9722 (0.9748) loss_fgl_dn_5: 0.9722 (0.9748) loss_giou: 0.5200 (0.5565) loss_giou_aux_0: 0.5452 (0.5823) loss_giou_aux_1: 0.5238 (0.5622) loss_giou_aux_2: 0.5165 (0.5574) loss_giou_aux_3: 0.5193 (0.5566) loss_giou_aux_4: 0.5200 (0.5565) loss_giou_dn_0: 0.5454 (0.5613) loss_giou_dn_1: 0.4314 (0.4490) loss_giou_dn_2: 0.4147 (0.4319) loss_giou_dn_3: 0.4117 (0.4272) loss_giou_dn_4: 0.4114 (0.4261) loss_giou_dn_5: 0.4114 (0.4261) loss_giou_dn_pre: 0.5420 (0.5605) loss_giou_enc_0: 0.6313 (0.6566) loss_giou_pre: 0.5432 (0.5808) loss_ddf_aux_0: 0.0555 (0.0537) loss_ddf_aux_1: 0.0078 (0.0075) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2445 (0.2506) loss_ddf_dn_1: 0.0325 (0.0333) loss_ddf_dn_2: 0.0076 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6611 (0.6490) loss_vfl_aux_0: 0.7426 (0.7158) loss_vfl_aux_1: 0.7025 (0.6950) loss_vfl_aux_2: 0.6973 (0.6771) loss_vfl_aux_3: 0.6725 (0.6602) loss_vfl_aux_4: 0.6701 (0.6511) loss_vfl_dn_0: 0.4904 (0.4852) loss_vfl_dn_1: 0.4271 (0.4176) loss_vfl_dn_2: 0.4037 (0.4016) loss_vfl_dn_3: 0.3956 (0.3934) loss_vfl_dn_4: 0.3915 (0.3905) loss_vfl_dn_5: 0.3907 (0.3899) loss_vfl_dn_pre: 0.4911 (0.4858) loss_vfl_enc_0: 0.7328 (0.7220) loss_vfl_pre: 0.7467 (0.7182) time: 0.7734 data: 0.0309 max mem: 9084 Epoch: [45] [1500/3696] eta: 0:28:04 lr: 0.000013 loss: 31.0652 (31.1766) loss_bbox: 0.1636 (0.1701) loss_bbox_aux_0: 0.1759 (0.1828) loss_bbox_aux_1: 0.1643 (0.1729) loss_bbox_aux_2: 0.1649 (0.1706) loss_bbox_aux_3: 0.1637 (0.1702) loss_bbox_aux_4: 0.1635 (0.1701) loss_bbox_dn_0: 0.2315 (0.2344) loss_bbox_dn_1: 0.1736 (0.1728) loss_bbox_dn_2: 0.1620 (0.1625) loss_bbox_dn_3: 0.1592 (0.1593) loss_bbox_dn_4: 0.1591 (0.1586) loss_bbox_dn_5: 0.1590 (0.1586) loss_bbox_dn_pre: 0.2390 (0.2402) loss_bbox_enc_0: 0.2119 (0.2175) loss_bbox_pre: 0.1750 (0.1831) loss_dfl: 0.9629 (0.9592) loss_fgl_aux_0: 0.9975 (0.9920) loss_fgl_aux_1: 0.9656 (0.9618) loss_fgl_aux_2: 0.9628 (0.9594) loss_fgl_aux_3: 0.9631 (0.9593) loss_fgl_aux_4: 0.9630 (0.9592) loss_fgl_dn_0: 1.0822 (1.0863) loss_fgl_dn_1: 0.9805 (0.9826) loss_fgl_dn_2: 0.9704 (0.9736) loss_fgl_dn_3: 0.9723 (0.9743) loss_fgl_dn_4: 0.9727 (0.9748) loss_fgl_dn_5: 0.9728 (0.9748) loss_giou: 0.5130 (0.5565) loss_giou_aux_0: 0.5398 (0.5823) loss_giou_aux_1: 0.5151 (0.5622) loss_giou_aux_2: 0.5142 (0.5574) loss_giou_aux_3: 0.5135 (0.5566) loss_giou_aux_4: 0.5132 (0.5565) loss_giou_dn_0: 0.5351 (0.5614) loss_giou_dn_1: 0.4330 (0.4491) loss_giou_dn_2: 0.4126 (0.4320) loss_giou_dn_3: 0.4065 (0.4273) loss_giou_dn_4: 0.4055 (0.4262) loss_giou_dn_5: 0.4055 (0.4262) loss_giou_dn_pre: 0.5353 (0.5607) loss_giou_enc_0: 0.6182 (0.6564) loss_giou_pre: 0.5404 (0.5808) loss_ddf_aux_0: 0.0500 (0.0536) loss_ddf_aux_1: 0.0070 (0.0075) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2519 (0.2507) loss_ddf_dn_1: 0.0359 (0.0334) loss_ddf_dn_2: 0.0085 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6490 (0.6488) loss_vfl_aux_0: 0.7129 (0.7152) loss_vfl_aux_1: 0.6918 (0.6944) loss_vfl_aux_2: 0.6721 (0.6767) loss_vfl_aux_3: 0.6623 (0.6598) loss_vfl_aux_4: 0.6471 (0.6510) loss_vfl_dn_0: 0.4841 (0.4852) loss_vfl_dn_1: 0.4122 (0.4175) loss_vfl_dn_2: 0.3959 (0.4016) loss_vfl_dn_3: 0.3946 (0.3933) loss_vfl_dn_4: 0.3904 (0.3904) loss_vfl_dn_5: 0.3891 (0.3899) loss_vfl_dn_pre: 0.4841 (0.4857) loss_vfl_enc_0: 0.7204 (0.7218) loss_vfl_pre: 0.7141 (0.7175) time: 0.9691 data: 0.0257 max mem: 9084 Epoch: [45] [1600/3696] eta: 0:26:53 lr: 0.000013 loss: 31.5928 (31.1783) loss_bbox: 0.1725 (0.1703) loss_bbox_aux_0: 0.1824 (0.1830) loss_bbox_aux_1: 0.1753 (0.1731) loss_bbox_aux_2: 0.1742 (0.1709) loss_bbox_aux_3: 0.1730 (0.1704) loss_bbox_aux_4: 0.1726 (0.1704) loss_bbox_dn_0: 0.2184 (0.2347) loss_bbox_dn_1: 0.1610 (0.1731) loss_bbox_dn_2: 0.1526 (0.1627) loss_bbox_dn_3: 0.1504 (0.1595) loss_bbox_dn_4: 0.1510 (0.1588) loss_bbox_dn_5: 0.1509 (0.1588) loss_bbox_dn_pre: 0.2249 (0.2406) loss_bbox_enc_0: 0.2055 (0.2177) loss_bbox_pre: 0.1837 (0.1833) loss_dfl: 0.9794 (0.9594) loss_fgl_aux_0: 0.9993 (0.9920) loss_fgl_aux_1: 0.9796 (0.9620) loss_fgl_aux_2: 0.9789 (0.9596) loss_fgl_aux_3: 0.9789 (0.9595) loss_fgl_aux_4: 0.9794 (0.9594) loss_fgl_dn_0: 1.0883 (1.0861) loss_fgl_dn_1: 0.9910 (0.9825) loss_fgl_dn_2: 0.9850 (0.9736) loss_fgl_dn_3: 0.9859 (0.9743) loss_fgl_dn_4: 0.9861 (0.9748) loss_fgl_dn_5: 0.9860 (0.9748) loss_giou: 0.5699 (0.5562) loss_giou_aux_0: 0.6025 (0.5820) loss_giou_aux_1: 0.5774 (0.5619) loss_giou_aux_2: 0.5687 (0.5571) loss_giou_aux_3: 0.5694 (0.5563) loss_giou_aux_4: 0.5700 (0.5562) loss_giou_dn_0: 0.5637 (0.5613) loss_giou_dn_1: 0.4576 (0.4491) loss_giou_dn_2: 0.4396 (0.4319) loss_giou_dn_3: 0.4311 (0.4272) loss_giou_dn_4: 0.4300 (0.4261) loss_giou_dn_5: 0.4300 (0.4261) loss_giou_dn_pre: 0.5635 (0.5606) loss_giou_enc_0: 0.6767 (0.6559) loss_giou_pre: 0.5950 (0.5804) loss_ddf_aux_0: 0.0470 (0.0533) loss_ddf_aux_1: 0.0067 (0.0075) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2311 (0.2505) loss_ddf_dn_1: 0.0300 (0.0334) loss_ddf_dn_2: 0.0058 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6497 (0.6488) loss_vfl_aux_0: 0.7187 (0.7154) loss_vfl_aux_1: 0.7019 (0.6947) loss_vfl_aux_2: 0.6788 (0.6769) loss_vfl_aux_3: 0.6677 (0.6599) loss_vfl_aux_4: 0.6588 (0.6509) loss_vfl_dn_0: 0.4858 (0.4851) loss_vfl_dn_1: 0.4195 (0.4175) loss_vfl_dn_2: 0.4081 (0.4016) loss_vfl_dn_3: 0.3994 (0.3933) loss_vfl_dn_4: 0.3958 (0.3904) loss_vfl_dn_5: 0.3936 (0.3899) loss_vfl_dn_pre: 0.4863 (0.4857) loss_vfl_enc_0: 0.7056 (0.7221) loss_vfl_pre: 0.7205 (0.7177) time: 0.7669 data: 0.0294 max mem: 9084 Epoch: [45] [1700/3696] eta: 0:25:35 lr: 0.000013 loss: 30.9094 (31.1775) loss_bbox: 0.1628 (0.1705) loss_bbox_aux_0: 0.1657 (0.1831) loss_bbox_aux_1: 0.1607 (0.1732) loss_bbox_aux_2: 0.1620 (0.1710) loss_bbox_aux_3: 0.1629 (0.1706) loss_bbox_aux_4: 0.1628 (0.1705) loss_bbox_dn_0: 0.2079 (0.2348) loss_bbox_dn_1: 0.1544 (0.1731) loss_bbox_dn_2: 0.1433 (0.1628) loss_bbox_dn_3: 0.1411 (0.1596) loss_bbox_dn_4: 0.1421 (0.1589) loss_bbox_dn_5: 0.1420 (0.1589) loss_bbox_dn_pre: 0.2107 (0.2407) loss_bbox_enc_0: 0.1936 (0.2178) loss_bbox_pre: 0.1660 (0.1834) loss_dfl: 0.9394 (0.9592) loss_fgl_aux_0: 0.9693 (0.9917) loss_fgl_aux_1: 0.9434 (0.9618) loss_fgl_aux_2: 0.9395 (0.9594) loss_fgl_aux_3: 0.9394 (0.9592) loss_fgl_aux_4: 0.9394 (0.9592) loss_fgl_dn_0: 1.0782 (1.0859) loss_fgl_dn_1: 0.9847 (0.9823) loss_fgl_dn_2: 0.9761 (0.9734) loss_fgl_dn_3: 0.9761 (0.9741) loss_fgl_dn_4: 0.9767 (0.9745) loss_fgl_dn_5: 0.9767 (0.9746) loss_giou: 0.5785 (0.5566) loss_giou_aux_0: 0.6005 (0.5824) loss_giou_aux_1: 0.5803 (0.5623) loss_giou_aux_2: 0.5778 (0.5575) loss_giou_aux_3: 0.5756 (0.5567) loss_giou_aux_4: 0.5788 (0.5566) loss_giou_dn_0: 0.5748 (0.5613) loss_giou_dn_1: 0.4619 (0.4491) loss_giou_dn_2: 0.4484 (0.4320) loss_giou_dn_3: 0.4418 (0.4272) loss_giou_dn_4: 0.4402 (0.4262) loss_giou_dn_5: 0.4401 (0.4262) loss_giou_dn_pre: 0.5758 (0.5606) loss_giou_enc_0: 0.6706 (0.6564) loss_giou_pre: 0.6003 (0.5809) loss_ddf_aux_0: 0.0484 (0.0533) loss_ddf_aux_1: 0.0077 (0.0075) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2546 (0.2505) loss_ddf_dn_1: 0.0333 (0.0333) loss_ddf_dn_2: 0.0078 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6295 (0.6487) loss_vfl_aux_0: 0.6849 (0.7149) loss_vfl_aux_1: 0.6602 (0.6945) loss_vfl_aux_2: 0.6433 (0.6767) loss_vfl_aux_3: 0.6409 (0.6599) loss_vfl_aux_4: 0.6262 (0.6508) loss_vfl_dn_0: 0.4774 (0.4850) loss_vfl_dn_1: 0.4154 (0.4173) loss_vfl_dn_2: 0.3989 (0.4014) loss_vfl_dn_3: 0.3923 (0.3932) loss_vfl_dn_4: 0.3903 (0.3903) loss_vfl_dn_5: 0.3893 (0.3897) loss_vfl_dn_pre: 0.4783 (0.4855) loss_vfl_enc_0: 0.6802 (0.7216) loss_vfl_pre: 0.6881 (0.7172) time: 0.7591 data: 0.0273 max mem: 9084 Epoch: [45] [1800/3696] eta: 0:24:17 lr: 0.000013 loss: 31.4817 (31.1858) loss_bbox: 0.1818 (0.1706) loss_bbox_aux_0: 0.1861 (0.1832) loss_bbox_aux_1: 0.1853 (0.1733) loss_bbox_aux_2: 0.1830 (0.1711) loss_bbox_aux_3: 0.1823 (0.1706) loss_bbox_aux_4: 0.1817 (0.1706) loss_bbox_dn_0: 0.2376 (0.2349) loss_bbox_dn_1: 0.1708 (0.1732) loss_bbox_dn_2: 0.1657 (0.1629) loss_bbox_dn_3: 0.1634 (0.1597) loss_bbox_dn_4: 0.1622 (0.1590) loss_bbox_dn_5: 0.1622 (0.1590) loss_bbox_dn_pre: 0.2453 (0.2408) loss_bbox_enc_0: 0.2225 (0.2178) loss_bbox_pre: 0.1857 (0.1835) loss_dfl: 0.9764 (0.9593) loss_fgl_aux_0: 1.0088 (0.9917) loss_fgl_aux_1: 0.9792 (0.9618) loss_fgl_aux_2: 0.9771 (0.9595) loss_fgl_aux_3: 0.9766 (0.9593) loss_fgl_aux_4: 0.9764 (0.9593) loss_fgl_dn_0: 1.0914 (1.0859) loss_fgl_dn_1: 0.9861 (0.9823) loss_fgl_dn_2: 0.9775 (0.9734) loss_fgl_dn_3: 0.9790 (0.9741) loss_fgl_dn_4: 0.9799 (0.9746) loss_fgl_dn_5: 0.9800 (0.9746) loss_giou: 0.5360 (0.5566) loss_giou_aux_0: 0.5548 (0.5823) loss_giou_aux_1: 0.5420 (0.5622) loss_giou_aux_2: 0.5363 (0.5575) loss_giou_aux_3: 0.5347 (0.5567) loss_giou_aux_4: 0.5355 (0.5566) loss_giou_dn_0: 0.5509 (0.5614) loss_giou_dn_1: 0.4384 (0.4492) loss_giou_dn_2: 0.4281 (0.4321) loss_giou_dn_3: 0.4257 (0.4274) loss_giou_dn_4: 0.4238 (0.4264) loss_giou_dn_5: 0.4239 (0.4264) loss_giou_dn_pre: 0.5481 (0.5606) loss_giou_enc_0: 0.6352 (0.6563) loss_giou_pre: 0.5541 (0.5808) loss_ddf_aux_0: 0.0544 (0.0531) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2482 (0.2507) loss_ddf_dn_1: 0.0310 (0.0333) loss_ddf_dn_2: 0.0069 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6556 (0.6493) loss_vfl_aux_0: 0.7411 (0.7155) loss_vfl_aux_1: 0.7069 (0.6952) loss_vfl_aux_2: 0.6813 (0.6774) loss_vfl_aux_3: 0.6641 (0.6607) loss_vfl_aux_4: 0.6560 (0.6514) loss_vfl_dn_0: 0.4936 (0.4853) loss_vfl_dn_1: 0.4241 (0.4176) loss_vfl_dn_2: 0.4080 (0.4016) loss_vfl_dn_3: 0.3998 (0.3934) loss_vfl_dn_4: 0.3971 (0.3904) loss_vfl_dn_5: 0.3960 (0.3899) loss_vfl_dn_pre: 0.4941 (0.4858) loss_vfl_enc_0: 0.7398 (0.7219) loss_vfl_pre: 0.7406 (0.7178) time: 0.7632 data: 0.0339 max mem: 9084 Epoch: [45] [1900/3696] eta: 0:22:59 lr: 0.000013 loss: 31.4872 (31.1914) loss_bbox: 0.1696 (0.1704) loss_bbox_aux_0: 0.1848 (0.1830) loss_bbox_aux_1: 0.1756 (0.1732) loss_bbox_aux_2: 0.1693 (0.1709) loss_bbox_aux_3: 0.1696 (0.1705) loss_bbox_aux_4: 0.1697 (0.1704) loss_bbox_dn_0: 0.2424 (0.2349) loss_bbox_dn_1: 0.1724 (0.1732) loss_bbox_dn_2: 0.1645 (0.1629) loss_bbox_dn_3: 0.1600 (0.1597) loss_bbox_dn_4: 0.1594 (0.1590) loss_bbox_dn_5: 0.1594 (0.1590) loss_bbox_dn_pre: 0.2481 (0.2408) loss_bbox_enc_0: 0.2222 (0.2177) loss_bbox_pre: 0.1849 (0.1833) loss_dfl: 0.9434 (0.9596) loss_fgl_aux_0: 0.9918 (0.9920) loss_fgl_aux_1: 0.9498 (0.9622) loss_fgl_aux_2: 0.9444 (0.9598) loss_fgl_aux_3: 0.9439 (0.9596) loss_fgl_aux_4: 0.9434 (0.9596) loss_fgl_dn_0: 1.0855 (1.0862) loss_fgl_dn_1: 0.9762 (0.9825) loss_fgl_dn_2: 0.9691 (0.9737) loss_fgl_dn_3: 0.9703 (0.9744) loss_fgl_dn_4: 0.9712 (0.9748) loss_fgl_dn_5: 0.9712 (0.9748) loss_giou: 0.5364 (0.5564) loss_giou_aux_0: 0.5632 (0.5822) loss_giou_aux_1: 0.5436 (0.5621) loss_giou_aux_2: 0.5382 (0.5573) loss_giou_aux_3: 0.5367 (0.5565) loss_giou_aux_4: 0.5364 (0.5564) loss_giou_dn_0: 0.5669 (0.5614) loss_giou_dn_1: 0.4542 (0.4493) loss_giou_dn_2: 0.4352 (0.4322) loss_giou_dn_3: 0.4305 (0.4274) loss_giou_dn_4: 0.4291 (0.4264) loss_giou_dn_5: 0.4291 (0.4264) loss_giou_dn_pre: 0.5670 (0.5607) loss_giou_enc_0: 0.6304 (0.6562) loss_giou_pre: 0.5646 (0.5807) loss_ddf_aux_0: 0.0521 (0.0531) loss_ddf_aux_1: 0.0080 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2571 (0.2510) loss_ddf_dn_1: 0.0368 (0.0333) loss_ddf_dn_2: 0.0081 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6451 (0.6497) loss_vfl_aux_0: 0.7104 (0.7159) loss_vfl_aux_1: 0.6853 (0.6955) loss_vfl_aux_2: 0.6584 (0.6778) loss_vfl_aux_3: 0.6489 (0.6612) loss_vfl_aux_4: 0.6456 (0.6517) loss_vfl_dn_0: 0.4873 (0.4853) loss_vfl_dn_1: 0.4204 (0.4177) loss_vfl_dn_2: 0.4041 (0.4017) loss_vfl_dn_3: 0.3975 (0.3935) loss_vfl_dn_4: 0.3942 (0.3905) loss_vfl_dn_5: 0.3955 (0.3900) loss_vfl_dn_pre: 0.4866 (0.4858) loss_vfl_enc_0: 0.7006 (0.7223) loss_vfl_pre: 0.7115 (0.7181) time: 0.7465 data: 0.0272 max mem: 9084 Epoch: [45] [2000/3696] eta: 0:21:41 lr: 0.000013 loss: 31.1144 (31.2071) loss_bbox: 0.1610 (0.1703) loss_bbox_aux_0: 0.1745 (0.1830) loss_bbox_aux_1: 0.1657 (0.1731) loss_bbox_aux_2: 0.1621 (0.1708) loss_bbox_aux_3: 0.1613 (0.1704) loss_bbox_aux_4: 0.1611 (0.1703) loss_bbox_dn_0: 0.2283 (0.2348) loss_bbox_dn_1: 0.1714 (0.1731) loss_bbox_dn_2: 0.1615 (0.1628) loss_bbox_dn_3: 0.1568 (0.1596) loss_bbox_dn_4: 0.1562 (0.1589) loss_bbox_dn_5: 0.1562 (0.1589) loss_bbox_dn_pre: 0.2315 (0.2407) loss_bbox_enc_0: 0.2027 (0.2176) loss_bbox_pre: 0.1746 (0.1833) loss_dfl: 0.9571 (0.9594) loss_fgl_aux_0: 0.9971 (0.9919) loss_fgl_aux_1: 0.9627 (0.9620) loss_fgl_aux_2: 0.9569 (0.9597) loss_fgl_aux_3: 0.9570 (0.9595) loss_fgl_aux_4: 0.9573 (0.9594) loss_fgl_dn_0: 1.0885 (1.0863) loss_fgl_dn_1: 0.9738 (0.9828) loss_fgl_dn_2: 0.9634 (0.9739) loss_fgl_dn_3: 0.9631 (0.9746) loss_fgl_dn_4: 0.9629 (0.9751) loss_fgl_dn_5: 0.9630 (0.9751) loss_giou: 0.5533 (0.5577) loss_giou_aux_0: 0.5712 (0.5835) loss_giou_aux_1: 0.5563 (0.5633) loss_giou_aux_2: 0.5550 (0.5586) loss_giou_aux_3: 0.5540 (0.5578) loss_giou_aux_4: 0.5528 (0.5577) loss_giou_dn_0: 0.5536 (0.5622) loss_giou_dn_1: 0.4431 (0.4500) loss_giou_dn_2: 0.4269 (0.4329) loss_giou_dn_3: 0.4229 (0.4281) loss_giou_dn_4: 0.4222 (0.4271) loss_giou_dn_5: 0.4221 (0.4271) loss_giou_dn_pre: 0.5512 (0.5615) loss_giou_enc_0: 0.6373 (0.6575) loss_giou_pre: 0.5701 (0.5820) loss_ddf_aux_0: 0.0555 (0.0532) loss_ddf_aux_1: 0.0074 (0.0075) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2634 (0.2511) loss_ddf_dn_1: 0.0352 (0.0334) loss_ddf_dn_2: 0.0078 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6574 (0.6497) loss_vfl_aux_0: 0.7206 (0.7157) loss_vfl_aux_1: 0.6935 (0.6956) loss_vfl_aux_2: 0.6920 (0.6778) loss_vfl_aux_3: 0.6607 (0.6611) loss_vfl_aux_4: 0.6596 (0.6517) loss_vfl_dn_0: 0.4846 (0.4854) loss_vfl_dn_1: 0.4143 (0.4179) loss_vfl_dn_2: 0.4030 (0.4019) loss_vfl_dn_3: 0.3962 (0.3937) loss_vfl_dn_4: 0.3922 (0.3908) loss_vfl_dn_5: 0.3917 (0.3902) loss_vfl_dn_pre: 0.4850 (0.4859) loss_vfl_enc_0: 0.7284 (0.7221) loss_vfl_pre: 0.7195 (0.7179) time: 0.7485 data: 0.0303 max mem: 9084 Epoch: [45] [2100/3696] eta: 0:20:24 lr: 0.000013 loss: 31.0720 (31.2165) loss_bbox: 0.1605 (0.1703) loss_bbox_aux_0: 0.1757 (0.1830) loss_bbox_aux_1: 0.1653 (0.1730) loss_bbox_aux_2: 0.1605 (0.1708) loss_bbox_aux_3: 0.1606 (0.1703) loss_bbox_aux_4: 0.1605 (0.1703) loss_bbox_dn_0: 0.2244 (0.2348) loss_bbox_dn_1: 0.1668 (0.1731) loss_bbox_dn_2: 0.1538 (0.1627) loss_bbox_dn_3: 0.1504 (0.1595) loss_bbox_dn_4: 0.1498 (0.1588) loss_bbox_dn_5: 0.1498 (0.1588) loss_bbox_dn_pre: 0.2247 (0.2406) loss_bbox_enc_0: 0.2105 (0.2175) loss_bbox_pre: 0.1740 (0.1832) loss_dfl: 0.9534 (0.9595) loss_fgl_aux_0: 0.9801 (0.9919) loss_fgl_aux_1: 0.9571 (0.9621) loss_fgl_aux_2: 0.9544 (0.9597) loss_fgl_aux_3: 0.9538 (0.9595) loss_fgl_aux_4: 0.9534 (0.9595) loss_fgl_dn_0: 1.0877 (1.0863) loss_fgl_dn_1: 0.9858 (0.9829) loss_fgl_dn_2: 0.9767 (0.9741) loss_fgl_dn_3: 0.9779 (0.9748) loss_fgl_dn_4: 0.9784 (0.9753) loss_fgl_dn_5: 0.9783 (0.9753) loss_giou: 0.5501 (0.5580) loss_giou_aux_0: 0.5752 (0.5838) loss_giou_aux_1: 0.5534 (0.5636) loss_giou_aux_2: 0.5503 (0.5589) loss_giou_aux_3: 0.5499 (0.5581) loss_giou_aux_4: 0.5498 (0.5580) loss_giou_dn_0: 0.5634 (0.5625) loss_giou_dn_1: 0.4497 (0.4502) loss_giou_dn_2: 0.4354 (0.4331) loss_giou_dn_3: 0.4312 (0.4283) loss_giou_dn_4: 0.4299 (0.4273) loss_giou_dn_5: 0.4299 (0.4273) loss_giou_dn_pre: 0.5581 (0.5617) loss_giou_enc_0: 0.6354 (0.6577) loss_giou_pre: 0.5728 (0.5823) loss_ddf_aux_0: 0.0526 (0.0532) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2414 (0.2512) loss_ddf_dn_1: 0.0324 (0.0334) loss_ddf_dn_2: 0.0072 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6569 (0.6503) loss_vfl_aux_0: 0.7262 (0.7163) loss_vfl_aux_1: 0.7010 (0.6960) loss_vfl_aux_2: 0.6795 (0.6783) loss_vfl_aux_3: 0.6686 (0.6617) loss_vfl_aux_4: 0.6630 (0.6523) loss_vfl_dn_0: 0.4865 (0.4855) loss_vfl_dn_1: 0.4244 (0.4180) loss_vfl_dn_2: 0.4105 (0.4021) loss_vfl_dn_3: 0.3995 (0.3939) loss_vfl_dn_4: 0.3950 (0.3910) loss_vfl_dn_5: 0.3939 (0.3904) loss_vfl_dn_pre: 0.4871 (0.4860) loss_vfl_enc_0: 0.7278 (0.7224) loss_vfl_pre: 0.7258 (0.7184) time: 0.7683 data: 0.0301 max mem: 9084 Epoch: [45] [2200/3696] eta: 0:19:07 lr: 0.000013 loss: 31.2137 (31.2227) loss_bbox: 0.1639 (0.1705) loss_bbox_aux_0: 0.1788 (0.1832) loss_bbox_aux_1: 0.1645 (0.1732) loss_bbox_aux_2: 0.1656 (0.1710) loss_bbox_aux_3: 0.1638 (0.1705) loss_bbox_aux_4: 0.1638 (0.1705) loss_bbox_dn_0: 0.2377 (0.2348) loss_bbox_dn_1: 0.1721 (0.1731) loss_bbox_dn_2: 0.1628 (0.1628) loss_bbox_dn_3: 0.1591 (0.1596) loss_bbox_dn_4: 0.1569 (0.1589) loss_bbox_dn_5: 0.1570 (0.1589) loss_bbox_dn_pre: 0.2464 (0.2407) loss_bbox_enc_0: 0.2071 (0.2177) loss_bbox_pre: 0.1765 (0.1834) loss_dfl: 0.9592 (0.9593) loss_fgl_aux_0: 0.9851 (0.9918) loss_fgl_aux_1: 0.9594 (0.9618) loss_fgl_aux_2: 0.9592 (0.9595) loss_fgl_aux_3: 0.9586 (0.9593) loss_fgl_aux_4: 0.9587 (0.9593) loss_fgl_dn_0: 1.0895 (1.0862) loss_fgl_dn_1: 0.9820 (0.9829) loss_fgl_dn_2: 0.9744 (0.9740) loss_fgl_dn_3: 0.9750 (0.9747) loss_fgl_dn_4: 0.9755 (0.9752) loss_fgl_dn_5: 0.9756 (0.9752) loss_giou: 0.5256 (0.5584) loss_giou_aux_0: 0.5515 (0.5842) loss_giou_aux_1: 0.5295 (0.5640) loss_giou_aux_2: 0.5257 (0.5593) loss_giou_aux_3: 0.5256 (0.5585) loss_giou_aux_4: 0.5258 (0.5584) loss_giou_dn_0: 0.5351 (0.5626) loss_giou_dn_1: 0.4317 (0.4504) loss_giou_dn_2: 0.4113 (0.4333) loss_giou_dn_3: 0.4066 (0.4286) loss_giou_dn_4: 0.4048 (0.4275) loss_giou_dn_5: 0.4048 (0.4275) loss_giou_dn_pre: 0.5360 (0.5619) loss_giou_enc_0: 0.6321 (0.6581) loss_giou_pre: 0.5470 (0.5827) loss_ddf_aux_0: 0.0559 (0.0532) loss_ddf_aux_1: 0.0075 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2577 (0.2513) loss_ddf_dn_1: 0.0337 (0.0334) loss_ddf_dn_2: 0.0067 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6636 (0.6504) loss_vfl_aux_0: 0.7267 (0.7164) loss_vfl_aux_1: 0.6988 (0.6961) loss_vfl_aux_2: 0.6953 (0.6785) loss_vfl_aux_3: 0.6781 (0.6618) loss_vfl_aux_4: 0.6641 (0.6524) loss_vfl_dn_0: 0.4934 (0.4855) loss_vfl_dn_1: 0.4149 (0.4180) loss_vfl_dn_2: 0.4008 (0.4021) loss_vfl_dn_3: 0.3940 (0.3939) loss_vfl_dn_4: 0.3931 (0.3910) loss_vfl_dn_5: 0.3920 (0.3905) loss_vfl_dn_pre: 0.4948 (0.4860) loss_vfl_enc_0: 0.7330 (0.7226) loss_vfl_pre: 0.7314 (0.7186) time: 0.7687 data: 0.0279 max mem: 9084 Epoch: [45] [2300/3696] eta: 0:17:49 lr: 0.000013 loss: 30.8652 (31.2233) loss_bbox: 0.1471 (0.1703) loss_bbox_aux_0: 0.1587 (0.1830) loss_bbox_aux_1: 0.1487 (0.1731) loss_bbox_aux_2: 0.1476 (0.1709) loss_bbox_aux_3: 0.1476 (0.1704) loss_bbox_aux_4: 0.1475 (0.1703) loss_bbox_dn_0: 0.2170 (0.2347) loss_bbox_dn_1: 0.1597 (0.1730) loss_bbox_dn_2: 0.1503 (0.1627) loss_bbox_dn_3: 0.1448 (0.1595) loss_bbox_dn_4: 0.1451 (0.1588) loss_bbox_dn_5: 0.1452 (0.1588) loss_bbox_dn_pre: 0.2231 (0.2405) loss_bbox_enc_0: 0.1890 (0.2175) loss_bbox_pre: 0.1583 (0.1833) loss_dfl: 0.9630 (0.9594) loss_fgl_aux_0: 0.9957 (0.9919) loss_fgl_aux_1: 0.9619 (0.9620) loss_fgl_aux_2: 0.9623 (0.9596) loss_fgl_aux_3: 0.9624 (0.9594) loss_fgl_aux_4: 0.9630 (0.9594) loss_fgl_dn_0: 1.0818 (1.0861) loss_fgl_dn_1: 0.9740 (0.9829) loss_fgl_dn_2: 0.9654 (0.9741) loss_fgl_dn_3: 0.9656 (0.9748) loss_fgl_dn_4: 0.9662 (0.9752) loss_fgl_dn_5: 0.9663 (0.9752) loss_giou: 0.5146 (0.5584) loss_giou_aux_0: 0.5455 (0.5842) loss_giou_aux_1: 0.5176 (0.5640) loss_giou_aux_2: 0.5138 (0.5593) loss_giou_aux_3: 0.5142 (0.5585) loss_giou_aux_4: 0.5144 (0.5584) loss_giou_dn_0: 0.5409 (0.5626) loss_giou_dn_1: 0.4276 (0.4505) loss_giou_dn_2: 0.4078 (0.4333) loss_giou_dn_3: 0.4042 (0.4286) loss_giou_dn_4: 0.4028 (0.4276) loss_giou_dn_5: 0.4027 (0.4276) loss_giou_dn_pre: 0.5388 (0.5619) loss_giou_enc_0: 0.6162 (0.6580) loss_giou_pre: 0.5465 (0.5827) loss_ddf_aux_0: 0.0484 (0.0531) loss_ddf_aux_1: 0.0067 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2612 (0.2512) loss_ddf_dn_1: 0.0334 (0.0334) loss_ddf_dn_2: 0.0075 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6427 (0.6506) loss_vfl_aux_0: 0.7076 (0.7167) loss_vfl_aux_1: 0.6864 (0.6962) loss_vfl_aux_2: 0.6722 (0.6787) loss_vfl_aux_3: 0.6522 (0.6618) loss_vfl_aux_4: 0.6437 (0.6525) loss_vfl_dn_0: 0.4846 (0.4855) loss_vfl_dn_1: 0.4108 (0.4180) loss_vfl_dn_2: 0.4004 (0.4022) loss_vfl_dn_3: 0.3855 (0.3940) loss_vfl_dn_4: 0.3824 (0.3911) loss_vfl_dn_5: 0.3808 (0.3906) loss_vfl_dn_pre: 0.4855 (0.4860) loss_vfl_enc_0: 0.7062 (0.7228) loss_vfl_pre: 0.7093 (0.7190) time: 0.7588 data: 0.0335 max mem: 9084 Epoch: [45] [2400/3696] eta: 0:16:32 lr: 0.000013 loss: 31.2572 (31.2289) loss_bbox: 0.1661 (0.1707) loss_bbox_aux_0: 0.1785 (0.1834) loss_bbox_aux_1: 0.1674 (0.1734) loss_bbox_aux_2: 0.1654 (0.1712) loss_bbox_aux_3: 0.1664 (0.1708) loss_bbox_aux_4: 0.1661 (0.1707) loss_bbox_dn_0: 0.2549 (0.2351) loss_bbox_dn_1: 0.1859 (0.1734) loss_bbox_dn_2: 0.1682 (0.1630) loss_bbox_dn_3: 0.1643 (0.1598) loss_bbox_dn_4: 0.1631 (0.1591) loss_bbox_dn_5: 0.1629 (0.1591) loss_bbox_dn_pre: 0.2632 (0.2409) loss_bbox_enc_0: 0.2139 (0.2178) loss_bbox_pre: 0.1801 (0.1836) loss_dfl: 0.9706 (0.9595) loss_fgl_aux_0: 0.9998 (0.9921) loss_fgl_aux_1: 0.9702 (0.9621) loss_fgl_aux_2: 0.9704 (0.9597) loss_fgl_aux_3: 0.9702 (0.9596) loss_fgl_aux_4: 0.9705 (0.9595) loss_fgl_dn_0: 1.0936 (1.0862) loss_fgl_dn_1: 0.9845 (0.9830) loss_fgl_dn_2: 0.9765 (0.9741) loss_fgl_dn_3: 0.9794 (0.9748) loss_fgl_dn_4: 0.9789 (0.9753) loss_fgl_dn_5: 0.9788 (0.9753) loss_giou: 0.5041 (0.5579) loss_giou_aux_0: 0.5322 (0.5836) loss_giou_aux_1: 0.5135 (0.5635) loss_giou_aux_2: 0.5055 (0.5588) loss_giou_aux_3: 0.5046 (0.5580) loss_giou_aux_4: 0.5042 (0.5579) loss_giou_dn_0: 0.5514 (0.5624) loss_giou_dn_1: 0.4475 (0.4503) loss_giou_dn_2: 0.4312 (0.4331) loss_giou_dn_3: 0.4256 (0.4284) loss_giou_dn_4: 0.4240 (0.4273) loss_giou_dn_5: 0.4240 (0.4273) loss_giou_dn_pre: 0.5485 (0.5617) loss_giou_enc_0: 0.5976 (0.6575) loss_giou_pre: 0.5309 (0.5822) loss_ddf_aux_0: 0.0532 (0.0531) loss_ddf_aux_1: 0.0079 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2607 (0.2513) loss_ddf_dn_1: 0.0371 (0.0335) loss_ddf_dn_2: 0.0076 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6723 (0.6512) loss_vfl_aux_0: 0.7488 (0.7174) loss_vfl_aux_1: 0.7173 (0.6968) loss_vfl_aux_2: 0.6989 (0.6793) loss_vfl_aux_3: 0.6754 (0.6625) loss_vfl_aux_4: 0.6724 (0.6530) loss_vfl_dn_0: 0.4818 (0.4856) loss_vfl_dn_1: 0.4173 (0.4180) loss_vfl_dn_2: 0.4044 (0.4022) loss_vfl_dn_3: 0.3948 (0.3940) loss_vfl_dn_4: 0.3917 (0.3911) loss_vfl_dn_5: 0.3917 (0.3905) loss_vfl_dn_pre: 0.4826 (0.4861) loss_vfl_enc_0: 0.7471 (0.7234) loss_vfl_pre: 0.7501 (0.7196) time: 0.7461 data: 0.0293 max mem: 9085 Epoch: [45] [2500/3696] eta: 0:15:17 lr: 0.000013 loss: 31.1617 (31.2331) loss_bbox: 0.1738 (0.1707) loss_bbox_aux_0: 0.1890 (0.1833) loss_bbox_aux_1: 0.1774 (0.1734) loss_bbox_aux_2: 0.1744 (0.1712) loss_bbox_aux_3: 0.1739 (0.1708) loss_bbox_aux_4: 0.1737 (0.1707) loss_bbox_dn_0: 0.2348 (0.2350) loss_bbox_dn_1: 0.1758 (0.1734) loss_bbox_dn_2: 0.1633 (0.1630) loss_bbox_dn_3: 0.1628 (0.1598) loss_bbox_dn_4: 0.1623 (0.1591) loss_bbox_dn_5: 0.1623 (0.1591) loss_bbox_dn_pre: 0.2426 (0.2408) loss_bbox_enc_0: 0.2292 (0.2177) loss_bbox_pre: 0.1907 (0.1836) loss_dfl: 0.9792 (0.9595) loss_fgl_aux_0: 1.0080 (0.9920) loss_fgl_aux_1: 0.9801 (0.9621) loss_fgl_aux_2: 0.9787 (0.9597) loss_fgl_aux_3: 0.9789 (0.9595) loss_fgl_aux_4: 0.9793 (0.9595) loss_fgl_dn_0: 1.0894 (1.0862) loss_fgl_dn_1: 0.9880 (0.9830) loss_fgl_dn_2: 0.9761 (0.9742) loss_fgl_dn_3: 0.9770 (0.9749) loss_fgl_dn_4: 0.9777 (0.9754) loss_fgl_dn_5: 0.9778 (0.9754) loss_giou: 0.5266 (0.5581) loss_giou_aux_0: 0.5596 (0.5839) loss_giou_aux_1: 0.5363 (0.5638) loss_giou_aux_2: 0.5298 (0.5590) loss_giou_aux_3: 0.5272 (0.5582) loss_giou_aux_4: 0.5263 (0.5581) loss_giou_dn_0: 0.5653 (0.5625) loss_giou_dn_1: 0.4497 (0.4504) loss_giou_dn_2: 0.4306 (0.4332) loss_giou_dn_3: 0.4253 (0.4285) loss_giou_dn_4: 0.4242 (0.4274) loss_giou_dn_5: 0.4243 (0.4274) loss_giou_dn_pre: 0.5657 (0.5617) loss_giou_enc_0: 0.6412 (0.6577) loss_giou_pre: 0.5603 (0.5824) loss_ddf_aux_0: 0.0525 (0.0530) loss_ddf_aux_1: 0.0069 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2527 (0.2514) loss_ddf_dn_1: 0.0324 (0.0335) loss_ddf_dn_2: 0.0068 (0.0074) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6592 (0.6513) loss_vfl_aux_0: 0.7310 (0.7175) loss_vfl_aux_1: 0.7062 (0.6969) loss_vfl_aux_2: 0.7021 (0.6795) loss_vfl_aux_3: 0.6663 (0.6626) loss_vfl_aux_4: 0.6646 (0.6532) loss_vfl_dn_0: 0.4879 (0.4856) loss_vfl_dn_1: 0.4198 (0.4181) loss_vfl_dn_2: 0.4077 (0.4023) loss_vfl_dn_3: 0.4019 (0.3941) loss_vfl_dn_4: 0.3981 (0.3912) loss_vfl_dn_5: 0.3983 (0.3906) loss_vfl_dn_pre: 0.4888 (0.4861) loss_vfl_enc_0: 0.7208 (0.7236) loss_vfl_pre: 0.7371 (0.7198) time: 0.7568 data: 0.0314 max mem: 9085 Epoch: [45] [2600/3696] eta: 0:14:00 lr: 0.000013 loss: 31.1478 (31.2389) loss_bbox: 0.1689 (0.1708) loss_bbox_aux_0: 0.1801 (0.1835) loss_bbox_aux_1: 0.1724 (0.1736) loss_bbox_aux_2: 0.1700 (0.1714) loss_bbox_aux_3: 0.1689 (0.1709) loss_bbox_aux_4: 0.1689 (0.1708) loss_bbox_dn_0: 0.2379 (0.2353) loss_bbox_dn_1: 0.1717 (0.1736) loss_bbox_dn_2: 0.1661 (0.1633) loss_bbox_dn_3: 0.1593 (0.1600) loss_bbox_dn_4: 0.1588 (0.1593) loss_bbox_dn_5: 0.1588 (0.1593) loss_bbox_dn_pre: 0.2449 (0.2411) loss_bbox_enc_0: 0.2158 (0.2178) loss_bbox_pre: 0.1799 (0.1837) loss_dfl: 0.9601 (0.9594) loss_fgl_aux_0: 0.9921 (0.9919) loss_fgl_aux_1: 0.9590 (0.9620) loss_fgl_aux_2: 0.9590 (0.9596) loss_fgl_aux_3: 0.9598 (0.9595) loss_fgl_aux_4: 0.9601 (0.9594) loss_fgl_dn_0: 1.0855 (1.0861) loss_fgl_dn_1: 0.9863 (0.9830) loss_fgl_dn_2: 0.9768 (0.9742) loss_fgl_dn_3: 0.9756 (0.9749) loss_fgl_dn_4: 0.9763 (0.9753) loss_fgl_dn_5: 0.9763 (0.9753) loss_giou: 0.5807 (0.5583) loss_giou_aux_0: 0.5967 (0.5839) loss_giou_aux_1: 0.5830 (0.5639) loss_giou_aux_2: 0.5816 (0.5591) loss_giou_aux_3: 0.5811 (0.5584) loss_giou_aux_4: 0.5803 (0.5583) loss_giou_dn_0: 0.5659 (0.5627) loss_giou_dn_1: 0.4608 (0.4506) loss_giou_dn_2: 0.4421 (0.4335) loss_giou_dn_3: 0.4388 (0.4287) loss_giou_dn_4: 0.4371 (0.4277) loss_giou_dn_5: 0.4371 (0.4277) loss_giou_dn_pre: 0.5682 (0.5620) loss_giou_enc_0: 0.6687 (0.6577) loss_giou_pre: 0.5953 (0.5825) loss_ddf_aux_0: 0.0496 (0.0529) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2432 (0.2514) loss_ddf_dn_1: 0.0347 (0.0335) loss_ddf_dn_2: 0.0078 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6389 (0.6515) loss_vfl_aux_0: 0.7072 (0.7177) loss_vfl_aux_1: 0.6754 (0.6970) loss_vfl_aux_2: 0.6616 (0.6796) loss_vfl_aux_3: 0.6498 (0.6628) loss_vfl_aux_4: 0.6439 (0.6534) loss_vfl_dn_0: 0.4774 (0.4856) loss_vfl_dn_1: 0.4103 (0.4181) loss_vfl_dn_2: 0.3949 (0.4023) loss_vfl_dn_3: 0.3870 (0.3941) loss_vfl_dn_4: 0.3838 (0.3912) loss_vfl_dn_5: 0.3837 (0.3907) loss_vfl_dn_pre: 0.4788 (0.4861) loss_vfl_enc_0: 0.7239 (0.7236) loss_vfl_pre: 0.7074 (0.7200) time: 0.7657 data: 0.0311 max mem: 9085 Epoch: [45] [2700/3696] eta: 0:12:42 lr: 0.000013 loss: 31.1344 (31.2411) loss_bbox: 0.1718 (0.1709) loss_bbox_aux_0: 0.1858 (0.1835) loss_bbox_aux_1: 0.1783 (0.1736) loss_bbox_aux_2: 0.1719 (0.1714) loss_bbox_aux_3: 0.1716 (0.1710) loss_bbox_aux_4: 0.1719 (0.1709) loss_bbox_dn_0: 0.2217 (0.2354) loss_bbox_dn_1: 0.1651 (0.1738) loss_bbox_dn_2: 0.1547 (0.1634) loss_bbox_dn_3: 0.1533 (0.1602) loss_bbox_dn_4: 0.1522 (0.1595) loss_bbox_dn_5: 0.1522 (0.1595) loss_bbox_dn_pre: 0.2289 (0.2412) loss_bbox_enc_0: 0.2119 (0.2179) loss_bbox_pre: 0.1862 (0.1838) loss_dfl: 0.9478 (0.9594) loss_fgl_aux_0: 0.9766 (0.9918) loss_fgl_aux_1: 0.9491 (0.9620) loss_fgl_aux_2: 0.9478 (0.9596) loss_fgl_aux_3: 0.9482 (0.9594) loss_fgl_aux_4: 0.9479 (0.9594) loss_fgl_dn_0: 1.0729 (1.0861) loss_fgl_dn_1: 0.9841 (0.9830) loss_fgl_dn_2: 0.9752 (0.9741) loss_fgl_dn_3: 0.9746 (0.9749) loss_fgl_dn_4: 0.9747 (0.9753) loss_fgl_dn_5: 0.9747 (0.9753) loss_giou: 0.6003 (0.5583) loss_giou_aux_0: 0.6208 (0.5839) loss_giou_aux_1: 0.6055 (0.5639) loss_giou_aux_2: 0.6052 (0.5592) loss_giou_aux_3: 0.6003 (0.5584) loss_giou_aux_4: 0.6004 (0.5583) loss_giou_dn_0: 0.5672 (0.5626) loss_giou_dn_1: 0.4577 (0.4506) loss_giou_dn_2: 0.4389 (0.4334) loss_giou_dn_3: 0.4351 (0.4287) loss_giou_dn_4: 0.4335 (0.4276) loss_giou_dn_5: 0.4336 (0.4276) loss_giou_dn_pre: 0.5647 (0.5619) loss_giou_enc_0: 0.7064 (0.6577) loss_giou_pre: 0.6186 (0.5825) loss_ddf_aux_0: 0.0516 (0.0529) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2462 (0.2516) loss_ddf_dn_1: 0.0340 (0.0335) loss_ddf_dn_2: 0.0076 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6138 (0.6517) loss_vfl_aux_0: 0.6938 (0.7179) loss_vfl_aux_1: 0.6622 (0.6971) loss_vfl_aux_2: 0.6454 (0.6799) loss_vfl_aux_3: 0.6263 (0.6629) loss_vfl_aux_4: 0.6183 (0.6535) loss_vfl_dn_0: 0.4770 (0.4856) loss_vfl_dn_1: 0.4133 (0.4181) loss_vfl_dn_2: 0.3956 (0.4023) loss_vfl_dn_3: 0.3900 (0.3941) loss_vfl_dn_4: 0.3878 (0.3912) loss_vfl_dn_5: 0.3864 (0.3906) loss_vfl_dn_pre: 0.4780 (0.4861) loss_vfl_enc_0: 0.6892 (0.7237) loss_vfl_pre: 0.6947 (0.7201) time: 0.7490 data: 0.0291 max mem: 9085 Epoch: [45] [2800/3696] eta: 0:11:26 lr: 0.000013 loss: 31.3356 (31.2409) loss_bbox: 0.1718 (0.1709) loss_bbox_aux_0: 0.1923 (0.1835) loss_bbox_aux_1: 0.1792 (0.1736) loss_bbox_aux_2: 0.1729 (0.1714) loss_bbox_aux_3: 0.1723 (0.1709) loss_bbox_aux_4: 0.1719 (0.1709) loss_bbox_dn_0: 0.2505 (0.2353) loss_bbox_dn_1: 0.1819 (0.1737) loss_bbox_dn_2: 0.1686 (0.1633) loss_bbox_dn_3: 0.1648 (0.1601) loss_bbox_dn_4: 0.1649 (0.1594) loss_bbox_dn_5: 0.1649 (0.1594) loss_bbox_dn_pre: 0.2579 (0.2411) loss_bbox_enc_0: 0.2305 (0.2179) loss_bbox_pre: 0.1921 (0.1838) loss_dfl: 0.9825 (0.9593) loss_fgl_aux_0: 1.0177 (0.9918) loss_fgl_aux_1: 0.9849 (0.9619) loss_fgl_aux_2: 0.9827 (0.9596) loss_fgl_aux_3: 0.9824 (0.9594) loss_fgl_aux_4: 0.9829 (0.9593) loss_fgl_dn_0: 1.0886 (1.0861) loss_fgl_dn_1: 0.9877 (0.9829) loss_fgl_dn_2: 0.9764 (0.9741) loss_fgl_dn_3: 0.9765 (0.9748) loss_fgl_dn_4: 0.9767 (0.9753) loss_fgl_dn_5: 0.9767 (0.9753) loss_giou: 0.5060 (0.5582) loss_giou_aux_0: 0.5311 (0.5838) loss_giou_aux_1: 0.5112 (0.5638) loss_giou_aux_2: 0.5063 (0.5591) loss_giou_aux_3: 0.5069 (0.5583) loss_giou_aux_4: 0.5064 (0.5582) loss_giou_dn_0: 0.5572 (0.5625) loss_giou_dn_1: 0.4368 (0.4505) loss_giou_dn_2: 0.4176 (0.4333) loss_giou_dn_3: 0.4098 (0.4286) loss_giou_dn_4: 0.4088 (0.4275) loss_giou_dn_5: 0.4088 (0.4275) loss_giou_dn_pre: 0.5530 (0.5618) loss_giou_enc_0: 0.6066 (0.6576) loss_giou_pre: 0.5290 (0.5824) loss_ddf_aux_0: 0.0542 (0.0529) loss_ddf_aux_1: 0.0079 (0.0074) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2432 (0.2515) loss_ddf_dn_1: 0.0310 (0.0335) loss_ddf_dn_2: 0.0071 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6650 (0.6520) loss_vfl_aux_0: 0.7196 (0.7185) loss_vfl_aux_1: 0.7153 (0.6973) loss_vfl_aux_2: 0.6967 (0.6803) loss_vfl_aux_3: 0.6713 (0.6631) loss_vfl_aux_4: 0.6575 (0.6539) loss_vfl_dn_0: 0.4863 (0.4856) loss_vfl_dn_1: 0.4202 (0.4180) loss_vfl_dn_2: 0.4051 (0.4022) loss_vfl_dn_3: 0.3950 (0.3940) loss_vfl_dn_4: 0.3929 (0.3911) loss_vfl_dn_5: 0.3924 (0.3906) loss_vfl_dn_pre: 0.4866 (0.4861) loss_vfl_enc_0: 0.7441 (0.7239) loss_vfl_pre: 0.7268 (0.7207) time: 0.7650 data: 0.0367 max mem: 9085 Epoch: [45] [2900/3696] eta: 0:10:10 lr: 0.000013 loss: 31.1628 (31.2404) loss_bbox: 0.1642 (0.1710) loss_bbox_aux_0: 0.1750 (0.1836) loss_bbox_aux_1: 0.1672 (0.1737) loss_bbox_aux_2: 0.1653 (0.1715) loss_bbox_aux_3: 0.1644 (0.1711) loss_bbox_aux_4: 0.1642 (0.1710) loss_bbox_dn_0: 0.2416 (0.2354) loss_bbox_dn_1: 0.1740 (0.1738) loss_bbox_dn_2: 0.1604 (0.1634) loss_bbox_dn_3: 0.1566 (0.1602) loss_bbox_dn_4: 0.1558 (0.1595) loss_bbox_dn_5: 0.1558 (0.1595) loss_bbox_dn_pre: 0.2496 (0.2412) loss_bbox_enc_0: 0.2136 (0.2181) loss_bbox_pre: 0.1756 (0.1839) loss_dfl: 0.9538 (0.9593) loss_fgl_aux_0: 0.9851 (0.9918) loss_fgl_aux_1: 0.9541 (0.9619) loss_fgl_aux_2: 0.9533 (0.9595) loss_fgl_aux_3: 0.9539 (0.9593) loss_fgl_aux_4: 0.9538 (0.9593) loss_fgl_dn_0: 1.0857 (1.0861) loss_fgl_dn_1: 0.9824 (0.9829) loss_fgl_dn_2: 0.9727 (0.9741) loss_fgl_dn_3: 0.9731 (0.9748) loss_fgl_dn_4: 0.9738 (0.9752) loss_fgl_dn_5: 0.9737 (0.9752) loss_giou: 0.5261 (0.5580) loss_giou_aux_0: 0.5542 (0.5836) loss_giou_aux_1: 0.5326 (0.5636) loss_giou_aux_2: 0.5268 (0.5589) loss_giou_aux_3: 0.5256 (0.5582) loss_giou_aux_4: 0.5259 (0.5580) loss_giou_dn_0: 0.5395 (0.5624) loss_giou_dn_1: 0.4255 (0.4504) loss_giou_dn_2: 0.4056 (0.4332) loss_giou_dn_3: 0.4020 (0.4285) loss_giou_dn_4: 0.4013 (0.4274) loss_giou_dn_5: 0.4014 (0.4274) loss_giou_dn_pre: 0.5398 (0.5617) loss_giou_enc_0: 0.6232 (0.6574) loss_giou_pre: 0.5495 (0.5822) loss_ddf_aux_0: 0.0568 (0.0529) loss_ddf_aux_1: 0.0081 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2634 (0.2517) loss_ddf_dn_1: 0.0336 (0.0335) loss_ddf_dn_2: 0.0073 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6429 (0.6519) loss_vfl_aux_0: 0.7278 (0.7187) loss_vfl_aux_1: 0.6837 (0.6975) loss_vfl_aux_2: 0.6757 (0.6803) loss_vfl_aux_3: 0.6556 (0.6631) loss_vfl_aux_4: 0.6479 (0.6538) loss_vfl_dn_0: 0.4866 (0.4857) loss_vfl_dn_1: 0.4177 (0.4180) loss_vfl_dn_2: 0.3983 (0.4023) loss_vfl_dn_3: 0.3922 (0.3941) loss_vfl_dn_4: 0.3879 (0.3912) loss_vfl_dn_5: 0.3878 (0.3906) loss_vfl_dn_pre: 0.4862 (0.4861) loss_vfl_enc_0: 0.7232 (0.7238) loss_vfl_pre: 0.7310 (0.7209) time: 0.7572 data: 0.0370 max mem: 9085 Epoch: [45] [3000/3696] eta: 0:08:53 lr: 0.000013 loss: 31.0865 (31.2336) loss_bbox: 0.1679 (0.1710) loss_bbox_aux_0: 0.1742 (0.1837) loss_bbox_aux_1: 0.1687 (0.1738) loss_bbox_aux_2: 0.1675 (0.1716) loss_bbox_aux_3: 0.1678 (0.1711) loss_bbox_aux_4: 0.1679 (0.1710) loss_bbox_dn_0: 0.2449 (0.2355) loss_bbox_dn_1: 0.1773 (0.1738) loss_bbox_dn_2: 0.1701 (0.1634) loss_bbox_dn_3: 0.1664 (0.1602) loss_bbox_dn_4: 0.1675 (0.1595) loss_bbox_dn_5: 0.1676 (0.1595) loss_bbox_dn_pre: 0.2538 (0.2413) loss_bbox_enc_0: 0.2132 (0.2181) loss_bbox_pre: 0.1748 (0.1839) loss_dfl: 0.9635 (0.9592) loss_fgl_aux_0: 0.9995 (0.9918) loss_fgl_aux_1: 0.9694 (0.9618) loss_fgl_aux_2: 0.9647 (0.9595) loss_fgl_aux_3: 0.9638 (0.9593) loss_fgl_aux_4: 0.9635 (0.9592) loss_fgl_dn_0: 1.0866 (1.0860) loss_fgl_dn_1: 0.9622 (0.9827) loss_fgl_dn_2: 0.9546 (0.9739) loss_fgl_dn_3: 0.9554 (0.9746) loss_fgl_dn_4: 0.9554 (0.9751) loss_fgl_dn_5: 0.9554 (0.9751) loss_giou: 0.5053 (0.5576) loss_giou_aux_0: 0.5356 (0.5831) loss_giou_aux_1: 0.5138 (0.5632) loss_giou_aux_2: 0.5076 (0.5585) loss_giou_aux_3: 0.5070 (0.5577) loss_giou_aux_4: 0.5059 (0.5576) loss_giou_dn_0: 0.5546 (0.5620) loss_giou_dn_1: 0.4394 (0.4500) loss_giou_dn_2: 0.4235 (0.4329) loss_giou_dn_3: 0.4194 (0.4281) loss_giou_dn_4: 0.4177 (0.4271) loss_giou_dn_5: 0.4176 (0.4271) loss_giou_dn_pre: 0.5546 (0.5613) loss_giou_enc_0: 0.6142 (0.6568) loss_giou_pre: 0.5324 (0.5817) loss_ddf_aux_0: 0.0548 (0.0529) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2589 (0.2517) loss_ddf_dn_1: 0.0341 (0.0335) loss_ddf_dn_2: 0.0071 (0.0074) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6660 (0.6518) loss_vfl_aux_0: 0.7230 (0.7187) loss_vfl_aux_1: 0.7234 (0.6977) loss_vfl_aux_2: 0.6971 (0.6803) loss_vfl_aux_3: 0.6748 (0.6630) loss_vfl_aux_4: 0.6687 (0.6537) loss_vfl_dn_0: 0.4872 (0.4856) loss_vfl_dn_1: 0.4134 (0.4179) loss_vfl_dn_2: 0.3981 (0.4022) loss_vfl_dn_3: 0.3916 (0.3939) loss_vfl_dn_4: 0.3891 (0.3911) loss_vfl_dn_5: 0.3871 (0.3905) loss_vfl_dn_pre: 0.4874 (0.4861) loss_vfl_enc_0: 0.7437 (0.7240) loss_vfl_pre: 0.7256 (0.7209) time: 0.7832 data: 0.0339 max mem: 9085 Epoch: [45] [3100/3696] eta: 0:07:36 lr: 0.000013 loss: 31.4816 (31.2289) loss_bbox: 0.1781 (0.1709) loss_bbox_aux_0: 0.1974 (0.1835) loss_bbox_aux_1: 0.1806 (0.1737) loss_bbox_aux_2: 0.1782 (0.1715) loss_bbox_aux_3: 0.1779 (0.1710) loss_bbox_aux_4: 0.1781 (0.1709) loss_bbox_dn_0: 0.2557 (0.2354) loss_bbox_dn_1: 0.1776 (0.1737) loss_bbox_dn_2: 0.1646 (0.1633) loss_bbox_dn_3: 0.1613 (0.1601) loss_bbox_dn_4: 0.1616 (0.1594) loss_bbox_dn_5: 0.1615 (0.1594) loss_bbox_dn_pre: 0.2647 (0.2412) loss_bbox_enc_0: 0.2317 (0.2180) loss_bbox_pre: 0.1976 (0.1838) loss_dfl: 0.9685 (0.9593) loss_fgl_aux_0: 1.0121 (0.9919) loss_fgl_aux_1: 0.9743 (0.9619) loss_fgl_aux_2: 0.9689 (0.9595) loss_fgl_aux_3: 0.9683 (0.9594) loss_fgl_aux_4: 0.9686 (0.9593) loss_fgl_dn_0: 1.0875 (1.0861) loss_fgl_dn_1: 0.9862 (0.9827) loss_fgl_dn_2: 0.9763 (0.9739) loss_fgl_dn_3: 0.9780 (0.9746) loss_fgl_dn_4: 0.9781 (0.9751) loss_fgl_dn_5: 0.9781 (0.9751) loss_giou: 0.5467 (0.5573) loss_giou_aux_0: 0.5724 (0.5828) loss_giou_aux_1: 0.5513 (0.5629) loss_giou_aux_2: 0.5479 (0.5581) loss_giou_aux_3: 0.5468 (0.5574) loss_giou_aux_4: 0.5467 (0.5573) loss_giou_dn_0: 0.5658 (0.5618) loss_giou_dn_1: 0.4589 (0.4498) loss_giou_dn_2: 0.4406 (0.4327) loss_giou_dn_3: 0.4370 (0.4279) loss_giou_dn_4: 0.4365 (0.4269) loss_giou_dn_5: 0.4366 (0.4269) loss_giou_dn_pre: 0.5616 (0.5611) loss_giou_enc_0: 0.6509 (0.6564) loss_giou_pre: 0.5739 (0.5814) loss_ddf_aux_0: 0.0545 (0.0529) loss_ddf_aux_1: 0.0080 (0.0074) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2641 (0.2519) loss_ddf_dn_1: 0.0382 (0.0336) loss_ddf_dn_2: 0.0084 (0.0075) loss_ddf_dn_3: 0.0010 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6536 (0.6519) loss_vfl_aux_0: 0.7405 (0.7188) loss_vfl_aux_1: 0.7157 (0.6978) loss_vfl_aux_2: 0.6877 (0.6804) loss_vfl_aux_3: 0.6777 (0.6631) loss_vfl_aux_4: 0.6595 (0.6538) loss_vfl_dn_0: 0.4881 (0.4856) loss_vfl_dn_1: 0.4150 (0.4179) loss_vfl_dn_2: 0.3976 (0.4022) loss_vfl_dn_3: 0.3883 (0.3939) loss_vfl_dn_4: 0.3853 (0.3910) loss_vfl_dn_5: 0.3846 (0.3905) loss_vfl_dn_pre: 0.4882 (0.4861) loss_vfl_enc_0: 0.7341 (0.7242) loss_vfl_pre: 0.7451 (0.7210) time: 0.6776 data: 0.0199 max mem: 9085 Epoch: [45] [3200/3696] eta: 0:06:18 lr: 0.000013 loss: 31.3395 (31.2322) loss_bbox: 0.1856 (0.1711) loss_bbox_aux_0: 0.2023 (0.1836) loss_bbox_aux_1: 0.1896 (0.1738) loss_bbox_aux_2: 0.1861 (0.1716) loss_bbox_aux_3: 0.1849 (0.1711) loss_bbox_aux_4: 0.1856 (0.1711) loss_bbox_dn_0: 0.2439 (0.2355) loss_bbox_dn_1: 0.1768 (0.1738) loss_bbox_dn_2: 0.1615 (0.1634) loss_bbox_dn_3: 0.1581 (0.1602) loss_bbox_dn_4: 0.1577 (0.1595) loss_bbox_dn_5: 0.1577 (0.1595) loss_bbox_dn_pre: 0.2429 (0.2413) loss_bbox_enc_0: 0.2294 (0.2180) loss_bbox_pre: 0.1996 (0.1839) loss_dfl: 0.9548 (0.9595) loss_fgl_aux_0: 0.9906 (0.9920) loss_fgl_aux_1: 0.9570 (0.9620) loss_fgl_aux_2: 0.9558 (0.9597) loss_fgl_aux_3: 0.9553 (0.9595) loss_fgl_aux_4: 0.9549 (0.9595) loss_fgl_dn_0: 1.0797 (1.0860) loss_fgl_dn_1: 0.9706 (0.9827) loss_fgl_dn_2: 0.9556 (0.9739) loss_fgl_dn_3: 0.9560 (0.9746) loss_fgl_dn_4: 0.9563 (0.9751) loss_fgl_dn_5: 0.9563 (0.9751) loss_giou: 0.5178 (0.5571) loss_giou_aux_0: 0.5418 (0.5827) loss_giou_aux_1: 0.5198 (0.5628) loss_giou_aux_2: 0.5189 (0.5580) loss_giou_aux_3: 0.5174 (0.5573) loss_giou_aux_4: 0.5176 (0.5571) loss_giou_dn_0: 0.5445 (0.5618) loss_giou_dn_1: 0.4374 (0.4499) loss_giou_dn_2: 0.4207 (0.4327) loss_giou_dn_3: 0.4174 (0.4280) loss_giou_dn_4: 0.4152 (0.4269) loss_giou_dn_5: 0.4152 (0.4269) loss_giou_dn_pre: 0.5427 (0.5611) loss_giou_enc_0: 0.6132 (0.6561) loss_giou_pre: 0.5402 (0.5812) loss_ddf_aux_0: 0.0484 (0.0528) loss_ddf_aux_1: 0.0066 (0.0074) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2494 (0.2517) loss_ddf_dn_1: 0.0318 (0.0335) loss_ddf_dn_2: 0.0061 (0.0074) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6583 (0.6522) loss_vfl_aux_0: 0.7573 (0.7192) loss_vfl_aux_1: 0.7100 (0.6979) loss_vfl_aux_2: 0.6902 (0.6805) loss_vfl_aux_3: 0.6866 (0.6634) loss_vfl_aux_4: 0.6536 (0.6540) loss_vfl_dn_0: 0.4873 (0.4856) loss_vfl_dn_1: 0.4163 (0.4179) loss_vfl_dn_2: 0.4004 (0.4022) loss_vfl_dn_3: 0.3930 (0.3939) loss_vfl_dn_4: 0.3900 (0.3911) loss_vfl_dn_5: 0.3900 (0.3905) loss_vfl_dn_pre: 0.4871 (0.4861) loss_vfl_enc_0: 0.7538 (0.7245) loss_vfl_pre: 0.7582 (0.7215) time: 0.7435 data: 0.0325 max mem: 9085 Epoch: [45] [3300/3696] eta: 0:05:02 lr: 0.000013 loss: 30.9005 (31.2307) loss_bbox: 0.1725 (0.1711) loss_bbox_aux_0: 0.1845 (0.1837) loss_bbox_aux_1: 0.1753 (0.1738) loss_bbox_aux_2: 0.1724 (0.1716) loss_bbox_aux_3: 0.1720 (0.1711) loss_bbox_aux_4: 0.1724 (0.1711) loss_bbox_dn_0: 0.2248 (0.2355) loss_bbox_dn_1: 0.1737 (0.1738) loss_bbox_dn_2: 0.1609 (0.1635) loss_bbox_dn_3: 0.1530 (0.1602) loss_bbox_dn_4: 0.1511 (0.1595) loss_bbox_dn_5: 0.1512 (0.1595) loss_bbox_dn_pre: 0.2359 (0.2413) loss_bbox_enc_0: 0.2203 (0.2181) loss_bbox_pre: 0.1854 (0.1839) loss_dfl: 0.9751 (0.9595) loss_fgl_aux_0: 1.0052 (0.9920) loss_fgl_aux_1: 0.9765 (0.9621) loss_fgl_aux_2: 0.9748 (0.9597) loss_fgl_aux_3: 0.9759 (0.9596) loss_fgl_aux_4: 0.9751 (0.9595) loss_fgl_dn_0: 1.0925 (1.0860) loss_fgl_dn_1: 0.9820 (0.9827) loss_fgl_dn_2: 0.9711 (0.9739) loss_fgl_dn_3: 0.9724 (0.9746) loss_fgl_dn_4: 0.9731 (0.9750) loss_fgl_dn_5: 0.9732 (0.9750) loss_giou: 0.5092 (0.5568) loss_giou_aux_0: 0.5379 (0.5823) loss_giou_aux_1: 0.5119 (0.5624) loss_giou_aux_2: 0.5085 (0.5577) loss_giou_aux_3: 0.5081 (0.5569) loss_giou_aux_4: 0.5089 (0.5568) loss_giou_dn_0: 0.5368 (0.5615) loss_giou_dn_1: 0.4288 (0.4497) loss_giou_dn_2: 0.4211 (0.4325) loss_giou_dn_3: 0.4149 (0.4278) loss_giou_dn_4: 0.4139 (0.4267) loss_giou_dn_5: 0.4140 (0.4267) loss_giou_dn_pre: 0.5347 (0.5608) loss_giou_enc_0: 0.6138 (0.6558) loss_giou_pre: 0.5380 (0.5808) loss_ddf_aux_0: 0.0531 (0.0528) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2480 (0.2517) loss_ddf_dn_1: 0.0316 (0.0335) loss_ddf_dn_2: 0.0071 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6775 (0.6525) loss_vfl_aux_0: 0.7251 (0.7194) loss_vfl_aux_1: 0.7265 (0.6983) loss_vfl_aux_2: 0.7048 (0.6808) loss_vfl_aux_3: 0.6895 (0.6637) loss_vfl_aux_4: 0.6797 (0.6543) loss_vfl_dn_0: 0.4850 (0.4856) loss_vfl_dn_1: 0.4146 (0.4179) loss_vfl_dn_2: 0.3911 (0.4022) loss_vfl_dn_3: 0.3856 (0.3939) loss_vfl_dn_4: 0.3869 (0.3911) loss_vfl_dn_5: 0.3853 (0.3905) loss_vfl_dn_pre: 0.4861 (0.4861) loss_vfl_enc_0: 0.7371 (0.7248) loss_vfl_pre: 0.7275 (0.7217) time: 0.7148 data: 0.0233 max mem: 9085 Epoch: [45] [3400/3696] eta: 0:03:46 lr: 0.000013 loss: 30.6317 (31.2255) loss_bbox: 0.1600 (0.1711) loss_bbox_aux_0: 0.1730 (0.1837) loss_bbox_aux_1: 0.1597 (0.1739) loss_bbox_aux_2: 0.1583 (0.1717) loss_bbox_aux_3: 0.1600 (0.1712) loss_bbox_aux_4: 0.1599 (0.1711) loss_bbox_dn_0: 0.2261 (0.2356) loss_bbox_dn_1: 0.1688 (0.1739) loss_bbox_dn_2: 0.1570 (0.1635) loss_bbox_dn_3: 0.1535 (0.1603) loss_bbox_dn_4: 0.1537 (0.1596) loss_bbox_dn_5: 0.1537 (0.1596) loss_bbox_dn_pre: 0.2346 (0.2414) loss_bbox_enc_0: 0.2049 (0.2181) loss_bbox_pre: 0.1728 (0.1840) loss_dfl: 0.9746 (0.9595) loss_fgl_aux_0: 1.0091 (0.9920) loss_fgl_aux_1: 0.9781 (0.9621) loss_fgl_aux_2: 0.9766 (0.9597) loss_fgl_aux_3: 0.9748 (0.9596) loss_fgl_aux_4: 0.9746 (0.9595) loss_fgl_dn_0: 1.0917 (1.0860) loss_fgl_dn_1: 0.9832 (0.9826) loss_fgl_dn_2: 0.9703 (0.9738) loss_fgl_dn_3: 0.9706 (0.9745) loss_fgl_dn_4: 0.9713 (0.9749) loss_fgl_dn_5: 0.9713 (0.9749) loss_giou: 0.4778 (0.5564) loss_giou_aux_0: 0.5018 (0.5818) loss_giou_aux_1: 0.4827 (0.5620) loss_giou_aux_2: 0.4792 (0.5572) loss_giou_aux_3: 0.4779 (0.5565) loss_giou_aux_4: 0.4778 (0.5563) loss_giou_dn_0: 0.5316 (0.5613) loss_giou_dn_1: 0.4179 (0.4494) loss_giou_dn_2: 0.3998 (0.4322) loss_giou_dn_3: 0.3975 (0.4275) loss_giou_dn_4: 0.3970 (0.4264) loss_giou_dn_5: 0.3970 (0.4264) loss_giou_dn_pre: 0.5317 (0.5605) loss_giou_enc_0: 0.5843 (0.6554) loss_giou_pre: 0.5015 (0.5804) loss_ddf_aux_0: 0.0532 (0.0528) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2414 (0.2517) loss_ddf_dn_1: 0.0322 (0.0335) loss_ddf_dn_2: 0.0074 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6659 (0.6526) loss_vfl_aux_0: 0.7394 (0.7194) loss_vfl_aux_1: 0.7213 (0.6982) loss_vfl_aux_2: 0.6851 (0.6808) loss_vfl_aux_3: 0.6769 (0.6637) loss_vfl_aux_4: 0.6661 (0.6544) loss_vfl_dn_0: 0.4844 (0.4856) loss_vfl_dn_1: 0.4119 (0.4179) loss_vfl_dn_2: 0.3951 (0.4021) loss_vfl_dn_3: 0.3829 (0.3938) loss_vfl_dn_4: 0.3814 (0.3910) loss_vfl_dn_5: 0.3808 (0.3904) loss_vfl_dn_pre: 0.4866 (0.4861) loss_vfl_enc_0: 0.7351 (0.7248) loss_vfl_pre: 0.7435 (0.7217) time: 0.7482 data: 0.0298 max mem: 9085 Epoch: [45] [3500/3696] eta: 0:02:29 lr: 0.000013 loss: 31.1105 (31.2243) loss_bbox: 0.1767 (0.1712) loss_bbox_aux_0: 0.1857 (0.1837) loss_bbox_aux_1: 0.1793 (0.1739) loss_bbox_aux_2: 0.1757 (0.1717) loss_bbox_aux_3: 0.1760 (0.1712) loss_bbox_aux_4: 0.1765 (0.1712) loss_bbox_dn_0: 0.2296 (0.2356) loss_bbox_dn_1: 0.1689 (0.1740) loss_bbox_dn_2: 0.1615 (0.1636) loss_bbox_dn_3: 0.1588 (0.1604) loss_bbox_dn_4: 0.1593 (0.1597) loss_bbox_dn_5: 0.1594 (0.1597) loss_bbox_dn_pre: 0.2317 (0.2415) loss_bbox_enc_0: 0.2207 (0.2181) loss_bbox_pre: 0.1858 (0.1839) loss_dfl: 0.9664 (0.9596) loss_fgl_aux_0: 1.0043 (0.9921) loss_fgl_aux_1: 0.9704 (0.9622) loss_fgl_aux_2: 0.9663 (0.9598) loss_fgl_aux_3: 0.9665 (0.9596) loss_fgl_aux_4: 0.9665 (0.9596) loss_fgl_dn_0: 1.0817 (1.0859) loss_fgl_dn_1: 0.9847 (0.9826) loss_fgl_dn_2: 0.9736 (0.9738) loss_fgl_dn_3: 0.9747 (0.9745) loss_fgl_dn_4: 0.9751 (0.9750) loss_fgl_dn_5: 0.9752 (0.9750) loss_giou: 0.5190 (0.5561) loss_giou_aux_0: 0.5377 (0.5816) loss_giou_aux_1: 0.5228 (0.5618) loss_giou_aux_2: 0.5187 (0.5570) loss_giou_aux_3: 0.5188 (0.5563) loss_giou_aux_4: 0.5192 (0.5561) loss_giou_dn_0: 0.5423 (0.5612) loss_giou_dn_1: 0.4347 (0.4494) loss_giou_dn_2: 0.4159 (0.4322) loss_giou_dn_3: 0.4127 (0.4275) loss_giou_dn_4: 0.4111 (0.4265) loss_giou_dn_5: 0.4112 (0.4265) loss_giou_dn_pre: 0.5412 (0.5605) loss_giou_enc_0: 0.6026 (0.6550) loss_giou_pre: 0.5386 (0.5801) loss_ddf_aux_0: 0.0467 (0.0527) loss_ddf_aux_1: 0.0068 (0.0074) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2435 (0.2515) loss_ddf_dn_1: 0.0338 (0.0335) loss_ddf_dn_2: 0.0071 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6528 (0.6526) loss_vfl_aux_0: 0.7192 (0.7194) loss_vfl_aux_1: 0.7006 (0.6983) loss_vfl_aux_2: 0.6747 (0.6807) loss_vfl_aux_3: 0.6595 (0.6637) loss_vfl_aux_4: 0.6458 (0.6544) loss_vfl_dn_0: 0.4827 (0.4857) loss_vfl_dn_1: 0.4147 (0.4179) loss_vfl_dn_2: 0.3976 (0.4021) loss_vfl_dn_3: 0.3918 (0.3938) loss_vfl_dn_4: 0.3875 (0.3909) loss_vfl_dn_5: 0.3882 (0.3904) loss_vfl_dn_pre: 0.4841 (0.4862) loss_vfl_enc_0: 0.7195 (0.7249) loss_vfl_pre: 0.7204 (0.7217) time: 0.7405 data: 0.0270 max mem: 9085 Epoch: [45] [3600/3696] eta: 0:01:13 lr: 0.000013 loss: 31.2029 (31.2206) loss_bbox: 0.1696 (0.1712) loss_bbox_aux_0: 0.1833 (0.1837) loss_bbox_aux_1: 0.1746 (0.1739) loss_bbox_aux_2: 0.1694 (0.1717) loss_bbox_aux_3: 0.1695 (0.1712) loss_bbox_aux_4: 0.1696 (0.1712) loss_bbox_dn_0: 0.2391 (0.2357) loss_bbox_dn_1: 0.1703 (0.1740) loss_bbox_dn_2: 0.1628 (0.1636) loss_bbox_dn_3: 0.1576 (0.1604) loss_bbox_dn_4: 0.1571 (0.1597) loss_bbox_dn_5: 0.1571 (0.1597) loss_bbox_dn_pre: 0.2456 (0.2415) loss_bbox_enc_0: 0.2153 (0.2181) loss_bbox_pre: 0.1821 (0.1839) loss_dfl: 0.9467 (0.9595) loss_fgl_aux_0: 0.9786 (0.9919) loss_fgl_aux_1: 0.9458 (0.9620) loss_fgl_aux_2: 0.9449 (0.9597) loss_fgl_aux_3: 0.9458 (0.9595) loss_fgl_aux_4: 0.9464 (0.9595) loss_fgl_dn_0: 1.0805 (1.0859) loss_fgl_dn_1: 0.9703 (0.9826) loss_fgl_dn_2: 0.9650 (0.9737) loss_fgl_dn_3: 0.9651 (0.9745) loss_fgl_dn_4: 0.9651 (0.9749) loss_fgl_dn_5: 0.9651 (0.9749) loss_giou: 0.5258 (0.5561) loss_giou_aux_0: 0.5552 (0.5815) loss_giou_aux_1: 0.5312 (0.5617) loss_giou_aux_2: 0.5258 (0.5570) loss_giou_aux_3: 0.5259 (0.5563) loss_giou_aux_4: 0.5260 (0.5561) loss_giou_dn_0: 0.5422 (0.5611) loss_giou_dn_1: 0.4345 (0.4493) loss_giou_dn_2: 0.4216 (0.4322) loss_giou_dn_3: 0.4207 (0.4274) loss_giou_dn_4: 0.4201 (0.4264) loss_giou_dn_5: 0.4201 (0.4264) loss_giou_dn_pre: 0.5445 (0.5604) loss_giou_enc_0: 0.6293 (0.6549) loss_giou_pre: 0.5533 (0.5801) loss_ddf_aux_0: 0.0441 (0.0527) loss_ddf_aux_1: 0.0062 (0.0074) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2364 (0.2515) loss_ddf_dn_1: 0.0297 (0.0335) loss_ddf_dn_2: 0.0062 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6448 (0.6524) loss_vfl_aux_0: 0.6992 (0.7189) loss_vfl_aux_1: 0.7000 (0.6980) loss_vfl_aux_2: 0.6804 (0.6806) loss_vfl_aux_3: 0.6571 (0.6636) loss_vfl_aux_4: 0.6438 (0.6542) loss_vfl_dn_0: 0.4796 (0.4857) loss_vfl_dn_1: 0.4158 (0.4178) loss_vfl_dn_2: 0.3963 (0.4021) loss_vfl_dn_3: 0.3888 (0.3938) loss_vfl_dn_4: 0.3834 (0.3909) loss_vfl_dn_5: 0.3844 (0.3904) loss_vfl_dn_pre: 0.4800 (0.4862) loss_vfl_enc_0: 0.7122 (0.7247) loss_vfl_pre: 0.7124 (0.7213) time: 0.7590 data: 0.0315 max mem: 9085 Epoch: [45] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 31.0701 (31.2216) loss_bbox: 0.1663 (0.1712) loss_bbox_aux_0: 0.1786 (0.1837) loss_bbox_aux_1: 0.1706 (0.1739) loss_bbox_aux_2: 0.1678 (0.1717) loss_bbox_aux_3: 0.1667 (0.1713) loss_bbox_aux_4: 0.1664 (0.1712) loss_bbox_dn_0: 0.2328 (0.2359) loss_bbox_dn_1: 0.1641 (0.1741) loss_bbox_dn_2: 0.1517 (0.1638) loss_bbox_dn_3: 0.1497 (0.1605) loss_bbox_dn_4: 0.1476 (0.1598) loss_bbox_dn_5: 0.1474 (0.1598) loss_bbox_dn_pre: 0.2333 (0.2417) loss_bbox_enc_0: 0.2131 (0.2182) loss_bbox_pre: 0.1786 (0.1840) loss_dfl: 0.9709 (0.9596) loss_fgl_aux_0: 1.0033 (0.9920) loss_fgl_aux_1: 0.9714 (0.9621) loss_fgl_aux_2: 0.9701 (0.9598) loss_fgl_aux_3: 0.9709 (0.9596) loss_fgl_aux_4: 0.9708 (0.9596) loss_fgl_dn_0: 1.0884 (1.0859) loss_fgl_dn_1: 0.9789 (0.9826) loss_fgl_dn_2: 0.9707 (0.9737) loss_fgl_dn_3: 0.9724 (0.9744) loss_fgl_dn_4: 0.9727 (0.9749) loss_fgl_dn_5: 0.9728 (0.9749) loss_giou: 0.5485 (0.5559) loss_giou_aux_0: 0.5773 (0.5813) loss_giou_aux_1: 0.5539 (0.5615) loss_giou_aux_2: 0.5499 (0.5568) loss_giou_aux_3: 0.5479 (0.5560) loss_giou_aux_4: 0.5486 (0.5559) loss_giou_dn_0: 0.5442 (0.5610) loss_giou_dn_1: 0.4443 (0.4493) loss_giou_dn_2: 0.4319 (0.4321) loss_giou_dn_3: 0.4309 (0.4274) loss_giou_dn_4: 0.4299 (0.4264) loss_giou_dn_5: 0.4299 (0.4264) loss_giou_dn_pre: 0.5454 (0.5603) loss_giou_enc_0: 0.6398 (0.6548) loss_giou_pre: 0.5744 (0.5798) loss_ddf_aux_0: 0.0565 (0.0527) loss_ddf_aux_1: 0.0075 (0.0074) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2365 (0.2513) loss_ddf_dn_1: 0.0295 (0.0334) loss_ddf_dn_2: 0.0060 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6443 (0.6525) loss_vfl_aux_0: 0.7081 (0.7192) loss_vfl_aux_1: 0.6921 (0.6982) loss_vfl_aux_2: 0.6748 (0.6807) loss_vfl_aux_3: 0.6546 (0.6637) loss_vfl_aux_4: 0.6563 (0.6543) loss_vfl_dn_0: 0.4830 (0.4857) loss_vfl_dn_1: 0.4179 (0.4179) loss_vfl_dn_2: 0.4035 (0.4021) loss_vfl_dn_3: 0.3916 (0.3938) loss_vfl_dn_4: 0.3883 (0.3910) loss_vfl_dn_5: 0.3882 (0.3904) loss_vfl_dn_pre: 0.4842 (0.4862) loss_vfl_enc_0: 0.7101 (0.7249) loss_vfl_pre: 0.7064 (0.7215) time: 0.7365 data: 0.0251 max mem: 9085 Epoch: [45] Total time: 0:46:59 (0.7630 s / it) Averaged stats: lr: 0.000013 loss: 31.0701 (31.2216) loss_bbox: 0.1663 (0.1712) loss_bbox_aux_0: 0.1786 (0.1837) loss_bbox_aux_1: 0.1706 (0.1739) loss_bbox_aux_2: 0.1678 (0.1717) loss_bbox_aux_3: 0.1667 (0.1713) loss_bbox_aux_4: 0.1664 (0.1712) loss_bbox_dn_0: 0.2328 (0.2359) loss_bbox_dn_1: 0.1641 (0.1741) loss_bbox_dn_2: 0.1517 (0.1638) loss_bbox_dn_3: 0.1497 (0.1605) loss_bbox_dn_4: 0.1476 (0.1598) loss_bbox_dn_5: 0.1474 (0.1598) loss_bbox_dn_pre: 0.2333 (0.2417) loss_bbox_enc_0: 0.2131 (0.2182) loss_bbox_pre: 0.1786 (0.1840) loss_dfl: 0.9709 (0.9596) loss_fgl_aux_0: 1.0033 (0.9920) loss_fgl_aux_1: 0.9714 (0.9621) loss_fgl_aux_2: 0.9701 (0.9598) loss_fgl_aux_3: 0.9709 (0.9596) loss_fgl_aux_4: 0.9708 (0.9596) loss_fgl_dn_0: 1.0884 (1.0859) loss_fgl_dn_1: 0.9789 (0.9826) loss_fgl_dn_2: 0.9707 (0.9737) loss_fgl_dn_3: 0.9724 (0.9744) loss_fgl_dn_4: 0.9727 (0.9749) loss_fgl_dn_5: 0.9728 (0.9749) loss_giou: 0.5485 (0.5559) loss_giou_aux_0: 0.5773 (0.5813) loss_giou_aux_1: 0.5539 (0.5615) loss_giou_aux_2: 0.5499 (0.5568) loss_giou_aux_3: 0.5479 (0.5560) loss_giou_aux_4: 0.5486 (0.5559) loss_giou_dn_0: 0.5442 (0.5610) loss_giou_dn_1: 0.4443 (0.4493) loss_giou_dn_2: 0.4319 (0.4321) loss_giou_dn_3: 0.4309 (0.4274) loss_giou_dn_4: 0.4299 (0.4264) loss_giou_dn_5: 0.4299 (0.4264) loss_giou_dn_pre: 0.5454 (0.5603) loss_giou_enc_0: 0.6398 (0.6548) loss_giou_pre: 0.5744 (0.5798) loss_ddf_aux_0: 0.0565 (0.0527) loss_ddf_aux_1: 0.0075 (0.0074) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2365 (0.2513) loss_ddf_dn_1: 0.0295 (0.0334) loss_ddf_dn_2: 0.0060 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6443 (0.6525) loss_vfl_aux_0: 0.7081 (0.7192) loss_vfl_aux_1: 0.6921 (0.6982) loss_vfl_aux_2: 0.6748 (0.6807) loss_vfl_aux_3: 0.6546 (0.6637) loss_vfl_aux_4: 0.6563 (0.6543) loss_vfl_dn_0: 0.4830 (0.4857) loss_vfl_dn_1: 0.4179 (0.4179) loss_vfl_dn_2: 0.4035 (0.4021) loss_vfl_dn_3: 0.3916 (0.3938) loss_vfl_dn_4: 0.3883 (0.3910) loss_vfl_dn_5: 0.3882 (0.3904) loss_vfl_dn_pre: 0.4842 (0.4862) loss_vfl_enc_0: 0.7101 (0.7249) loss_vfl_pre: 0.7064 (0.7215) Test: [ 0/79] eta: 0:03:20 time: 2.5358 data: 1.9734 max mem: 9085 Test: [10/79] eta: 0:01:08 time: 0.9933 data: 0.2323 max mem: 9085 Test: [20/79] eta: 0:00:47 time: 0.7182 data: 0.0628 max mem: 9085 Test: [30/79] eta: 0:00:36 time: 0.6065 data: 0.0634 max mem: 9085 Test: [40/79] eta: 0:00:29 time: 0.7173 data: 0.0636 max mem: 9085 Test: [50/79] eta: 0:00:21 time: 0.7198 data: 0.0703 max mem: 9085 Test: [60/79] eta: 0:00:13 time: 0.6099 data: 0.0662 max mem: 9085 Test: [70/79] eta: 0:00:06 time: 0.6885 data: 0.0607 max mem: 9085 Test: [78/79] eta: 0:00:00 time: 0.6570 data: 0.0611 max mem: 9085 Test: Total time: 0:00:55 (0.7053 s / it) Averaged stats: Accumulating evaluation results... DONE (t=24.81s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.537 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.712 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.350 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.581 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.720 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.394 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.664 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.729 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.562 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.775 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 best_stat: {'epoch': 45, 'coco_eval_bbox': 0.5366188227784761} Epoch: [46] [ 0/3696] eta: 2:25:28 lr: 0.000013 loss: 30.5593 (30.5593) loss_bbox: 0.1597 (0.1597) loss_bbox_aux_0: 0.1708 (0.1708) loss_bbox_aux_1: 0.1635 (0.1635) loss_bbox_aux_2: 0.1599 (0.1599) loss_bbox_aux_3: 0.1599 (0.1599) loss_bbox_aux_4: 0.1597 (0.1597) loss_bbox_dn_0: 0.2322 (0.2322) loss_bbox_dn_1: 0.1733 (0.1733) loss_bbox_dn_2: 0.1618 (0.1618) loss_bbox_dn_3: 0.1557 (0.1557) loss_bbox_dn_4: 0.1544 (0.1544) loss_bbox_dn_5: 0.1545 (0.1545) loss_bbox_dn_pre: 0.2368 (0.2368) loss_bbox_enc_0: 0.2142 (0.2142) loss_bbox_pre: 0.1712 (0.1712) loss_dfl: 0.9903 (0.9903) loss_fgl_aux_0: 1.0277 (1.0277) loss_fgl_aux_1: 0.9971 (0.9971) loss_fgl_aux_2: 0.9915 (0.9915) loss_fgl_aux_3: 0.9902 (0.9902) loss_fgl_aux_4: 0.9903 (0.9903) loss_fgl_dn_0: 1.1065 (1.1065) loss_fgl_dn_1: 0.9938 (0.9938) loss_fgl_dn_2: 0.9816 (0.9816) loss_fgl_dn_3: 0.9819 (0.9819) loss_fgl_dn_4: 0.9822 (0.9822) loss_fgl_dn_5: 0.9821 (0.9821) loss_giou: 0.4748 (0.4748) loss_giou_aux_0: 0.5043 (0.5043) loss_giou_aux_1: 0.4782 (0.4782) loss_giou_aux_2: 0.4738 (0.4738) loss_giou_aux_3: 0.4750 (0.4750) loss_giou_aux_4: 0.4748 (0.4748) loss_giou_dn_0: 0.5155 (0.5155) loss_giou_dn_1: 0.4109 (0.4109) loss_giou_dn_2: 0.3932 (0.3932) loss_giou_dn_3: 0.3892 (0.3892) loss_giou_dn_4: 0.3877 (0.3877) loss_giou_dn_5: 0.3877 (0.3877) loss_giou_dn_pre: 0.5144 (0.5144) loss_giou_enc_0: 0.6080 (0.6080) loss_giou_pre: 0.5025 (0.5025) loss_ddf_aux_0: 0.0616 (0.0616) loss_ddf_aux_1: 0.0086 (0.0086) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0000 (0.0000) loss_ddf_dn_0: 0.2874 (0.2874) loss_ddf_dn_1: 0.0391 (0.0391) loss_ddf_dn_2: 0.0077 (0.0077) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6543 (0.6543) loss_vfl_aux_0: 0.7407 (0.7407) loss_vfl_aux_1: 0.7248 (0.7248) loss_vfl_aux_2: 0.6827 (0.6827) loss_vfl_aux_3: 0.6541 (0.6541) loss_vfl_aux_4: 0.6657 (0.6657) loss_vfl_dn_0: 0.4761 (0.4761) loss_vfl_dn_1: 0.4067 (0.4067) loss_vfl_dn_2: 0.3940 (0.3940) loss_vfl_dn_3: 0.3851 (0.3851) loss_vfl_dn_4: 0.3838 (0.3838) loss_vfl_dn_5: 0.3820 (0.3820) loss_vfl_dn_pre: 0.4761 (0.4761) loss_vfl_enc_0: 0.7420 (0.7420) loss_vfl_pre: 0.7515 (0.7515) time: 2.3616 data: 1.6864 max mem: 9085 Epoch: [46] [ 100/3696] eta: 0:45:03 lr: 0.000013 loss: 30.9134 (31.0675) loss_bbox: 0.1612 (0.1735) loss_bbox_aux_0: 0.1787 (0.1856) loss_bbox_aux_1: 0.1610 (0.1760) loss_bbox_aux_2: 0.1600 (0.1739) loss_bbox_aux_3: 0.1609 (0.1735) loss_bbox_aux_4: 0.1612 (0.1735) loss_bbox_dn_0: 0.2210 (0.2330) loss_bbox_dn_1: 0.1609 (0.1719) loss_bbox_dn_2: 0.1549 (0.1617) loss_bbox_dn_3: 0.1505 (0.1581) loss_bbox_dn_4: 0.1498 (0.1574) loss_bbox_dn_5: 0.1498 (0.1574) loss_bbox_dn_pre: 0.2248 (0.2391) loss_bbox_enc_0: 0.2160 (0.2195) loss_bbox_pre: 0.1785 (0.1858) loss_dfl: 0.9213 (0.9611) loss_fgl_aux_0: 0.9497 (0.9946) loss_fgl_aux_1: 0.9225 (0.9636) loss_fgl_aux_2: 0.9202 (0.9612) loss_fgl_aux_3: 0.9214 (0.9611) loss_fgl_aux_4: 0.9212 (0.9611) loss_fgl_dn_0: 1.0740 (1.0869) loss_fgl_dn_1: 0.9803 (0.9846) loss_fgl_dn_2: 0.9730 (0.9754) loss_fgl_dn_3: 0.9729 (0.9762) loss_fgl_dn_4: 0.9749 (0.9767) loss_fgl_dn_5: 0.9749 (0.9767) loss_giou: 0.6192 (0.5498) loss_giou_aux_0: 0.6405 (0.5748) loss_giou_aux_1: 0.6251 (0.5550) loss_giou_aux_2: 0.6187 (0.5506) loss_giou_aux_3: 0.6194 (0.5499) loss_giou_aux_4: 0.6193 (0.5499) loss_giou_dn_0: 0.5590 (0.5516) loss_giou_dn_1: 0.4556 (0.4401) loss_giou_dn_2: 0.4417 (0.4232) loss_giou_dn_3: 0.4357 (0.4180) loss_giou_dn_4: 0.4330 (0.4169) loss_giou_dn_5: 0.4330 (0.4169) loss_giou_dn_pre: 0.5618 (0.5509) loss_giou_enc_0: 0.6972 (0.6489) loss_giou_pre: 0.6398 (0.5733) loss_ddf_aux_0: 0.0510 (0.0545) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2408 (0.2515) loss_ddf_dn_1: 0.0337 (0.0345) loss_ddf_dn_2: 0.0071 (0.0072) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6213 (0.6444) loss_vfl_aux_0: 0.6838 (0.7142) loss_vfl_aux_1: 0.6628 (0.6906) loss_vfl_aux_2: 0.6489 (0.6713) loss_vfl_aux_3: 0.6265 (0.6551) loss_vfl_aux_4: 0.6223 (0.6465) loss_vfl_dn_0: 0.4813 (0.4857) loss_vfl_dn_1: 0.4108 (0.4166) loss_vfl_dn_2: 0.4012 (0.4009) loss_vfl_dn_3: 0.3990 (0.3932) loss_vfl_dn_4: 0.3948 (0.3898) loss_vfl_dn_5: 0.3941 (0.3894) loss_vfl_dn_pre: 0.4823 (0.4862) loss_vfl_enc_0: 0.6919 (0.7210) loss_vfl_pre: 0.6833 (0.7160) time: 0.7394 data: 0.0327 max mem: 9085 Epoch: [46] [ 200/3696] eta: 0:42:58 lr: 0.000013 loss: 31.8257 (31.1361) loss_bbox: 0.1624 (0.1729) loss_bbox_aux_0: 0.1712 (0.1850) loss_bbox_aux_1: 0.1674 (0.1754) loss_bbox_aux_2: 0.1630 (0.1732) loss_bbox_aux_3: 0.1629 (0.1729) loss_bbox_aux_4: 0.1624 (0.1729) loss_bbox_dn_0: 0.2419 (0.2362) loss_bbox_dn_1: 0.1659 (0.1743) loss_bbox_dn_2: 0.1547 (0.1640) loss_bbox_dn_3: 0.1523 (0.1605) loss_bbox_dn_4: 0.1520 (0.1599) loss_bbox_dn_5: 0.1520 (0.1599) loss_bbox_dn_pre: 0.2489 (0.2420) loss_bbox_enc_0: 0.2005 (0.2186) loss_bbox_pre: 0.1705 (0.1850) loss_dfl: 0.9607 (0.9585) loss_fgl_aux_0: 0.9889 (0.9915) loss_fgl_aux_1: 0.9615 (0.9610) loss_fgl_aux_2: 0.9618 (0.9587) loss_fgl_aux_3: 0.9612 (0.9586) loss_fgl_aux_4: 0.9608 (0.9585) loss_fgl_dn_0: 1.0807 (1.0852) loss_fgl_dn_1: 0.9861 (0.9822) loss_fgl_dn_2: 0.9802 (0.9731) loss_fgl_dn_3: 0.9796 (0.9739) loss_fgl_dn_4: 0.9805 (0.9744) loss_fgl_dn_5: 0.9804 (0.9744) loss_giou: 0.5891 (0.5508) loss_giou_aux_0: 0.6202 (0.5756) loss_giou_aux_1: 0.5962 (0.5560) loss_giou_aux_2: 0.5905 (0.5516) loss_giou_aux_3: 0.5880 (0.5508) loss_giou_aux_4: 0.5886 (0.5508) loss_giou_dn_0: 0.5671 (0.5553) loss_giou_dn_1: 0.4589 (0.4434) loss_giou_dn_2: 0.4435 (0.4262) loss_giou_dn_3: 0.4387 (0.4213) loss_giou_dn_4: 0.4383 (0.4202) loss_giou_dn_5: 0.4383 (0.4202) loss_giou_dn_pre: 0.5666 (0.5545) loss_giou_enc_0: 0.6730 (0.6487) loss_giou_pre: 0.6198 (0.5741) loss_ddf_aux_0: 0.0532 (0.0544) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2504 (0.2531) loss_ddf_dn_1: 0.0312 (0.0338) loss_ddf_dn_2: 0.0067 (0.0071) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6368 (0.6501) loss_vfl_aux_0: 0.7121 (0.7204) loss_vfl_aux_1: 0.6882 (0.6951) loss_vfl_aux_2: 0.6650 (0.6772) loss_vfl_aux_3: 0.6429 (0.6603) loss_vfl_aux_4: 0.6394 (0.6519) loss_vfl_dn_0: 0.4941 (0.4870) loss_vfl_dn_1: 0.4196 (0.4178) loss_vfl_dn_2: 0.4025 (0.4022) loss_vfl_dn_3: 0.3968 (0.3940) loss_vfl_dn_4: 0.3935 (0.3905) loss_vfl_dn_5: 0.3936 (0.3901) loss_vfl_dn_pre: 0.4944 (0.4875) loss_vfl_enc_0: 0.7252 (0.7290) loss_vfl_pre: 0.7125 (0.7226) time: 0.7048 data: 0.0223 max mem: 9085 Epoch: [46] [ 300/3696] eta: 0:41:54 lr: 0.000013 loss: 31.5781 (31.1089) loss_bbox: 0.1617 (0.1720) loss_bbox_aux_0: 0.1775 (0.1844) loss_bbox_aux_1: 0.1667 (0.1746) loss_bbox_aux_2: 0.1641 (0.1724) loss_bbox_aux_3: 0.1623 (0.1720) loss_bbox_aux_4: 0.1619 (0.1720) loss_bbox_dn_0: 0.2443 (0.2362) loss_bbox_dn_1: 0.1802 (0.1741) loss_bbox_dn_2: 0.1715 (0.1637) loss_bbox_dn_3: 0.1661 (0.1603) loss_bbox_dn_4: 0.1653 (0.1597) loss_bbox_dn_5: 0.1653 (0.1597) loss_bbox_dn_pre: 0.2516 (0.2422) loss_bbox_enc_0: 0.2101 (0.2180) loss_bbox_pre: 0.1765 (0.1845) loss_dfl: 0.9716 (0.9600) loss_fgl_aux_0: 1.0005 (0.9930) loss_fgl_aux_1: 0.9745 (0.9624) loss_fgl_aux_2: 0.9708 (0.9602) loss_fgl_aux_3: 0.9726 (0.9601) loss_fgl_aux_4: 0.9716 (0.9600) loss_fgl_dn_0: 1.0892 (1.0861) loss_fgl_dn_1: 0.9875 (0.9821) loss_fgl_dn_2: 0.9811 (0.9731) loss_fgl_dn_3: 0.9813 (0.9738) loss_fgl_dn_4: 0.9820 (0.9743) loss_fgl_dn_5: 0.9821 (0.9743) loss_giou: 0.5470 (0.5480) loss_giou_aux_0: 0.5817 (0.5733) loss_giou_aux_1: 0.5550 (0.5536) loss_giou_aux_2: 0.5490 (0.5490) loss_giou_aux_3: 0.5465 (0.5481) loss_giou_aux_4: 0.5467 (0.5481) loss_giou_dn_0: 0.5735 (0.5540) loss_giou_dn_1: 0.4595 (0.4423) loss_giou_dn_2: 0.4396 (0.4252) loss_giou_dn_3: 0.4368 (0.4204) loss_giou_dn_4: 0.4354 (0.4194) loss_giou_dn_5: 0.4354 (0.4194) loss_giou_dn_pre: 0.5708 (0.5533) loss_giou_enc_0: 0.6479 (0.6462) loss_giou_pre: 0.5808 (0.5718) loss_ddf_aux_0: 0.0493 (0.0537) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2529 (0.2545) loss_ddf_dn_1: 0.0341 (0.0340) loss_ddf_dn_2: 0.0073 (0.0072) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6646 (0.6486) loss_vfl_aux_0: 0.7411 (0.7220) loss_vfl_aux_1: 0.6988 (0.6959) loss_vfl_aux_2: 0.6899 (0.6777) loss_vfl_aux_3: 0.6744 (0.6596) loss_vfl_aux_4: 0.6642 (0.6504) loss_vfl_dn_0: 0.4879 (0.4867) loss_vfl_dn_1: 0.4231 (0.4171) loss_vfl_dn_2: 0.4056 (0.4017) loss_vfl_dn_3: 0.3981 (0.3935) loss_vfl_dn_4: 0.3943 (0.3902) loss_vfl_dn_5: 0.3946 (0.3898) loss_vfl_dn_pre: 0.4892 (0.4872) loss_vfl_enc_0: 0.7421 (0.7279) loss_vfl_pre: 0.7426 (0.7240) time: 0.7436 data: 0.0268 max mem: 9085 Epoch: [46] [ 400/3696] eta: 0:40:52 lr: 0.000013 loss: 31.4925 (31.0817) loss_bbox: 0.1657 (0.1714) loss_bbox_aux_0: 0.1755 (0.1838) loss_bbox_aux_1: 0.1678 (0.1741) loss_bbox_aux_2: 0.1659 (0.1719) loss_bbox_aux_3: 0.1657 (0.1715) loss_bbox_aux_4: 0.1656 (0.1714) loss_bbox_dn_0: 0.2252 (0.2353) loss_bbox_dn_1: 0.1625 (0.1732) loss_bbox_dn_2: 0.1546 (0.1629) loss_bbox_dn_3: 0.1513 (0.1597) loss_bbox_dn_4: 0.1516 (0.1590) loss_bbox_dn_5: 0.1516 (0.1590) loss_bbox_dn_pre: 0.2325 (0.2411) loss_bbox_enc_0: 0.2082 (0.2176) loss_bbox_pre: 0.1767 (0.1839) loss_dfl: 0.9580 (0.9603) loss_fgl_aux_0: 0.9904 (0.9932) loss_fgl_aux_1: 0.9601 (0.9627) loss_fgl_aux_2: 0.9582 (0.9604) loss_fgl_aux_3: 0.9575 (0.9603) loss_fgl_aux_4: 0.9580 (0.9603) loss_fgl_dn_0: 1.0886 (1.0864) loss_fgl_dn_1: 0.9827 (0.9823) loss_fgl_dn_2: 0.9768 (0.9732) loss_fgl_dn_3: 0.9779 (0.9739) loss_fgl_dn_4: 0.9783 (0.9744) loss_fgl_dn_5: 0.9783 (0.9744) loss_giou: 0.5680 (0.5475) loss_giou_aux_0: 0.6031 (0.5729) loss_giou_aux_1: 0.5755 (0.5532) loss_giou_aux_2: 0.5705 (0.5485) loss_giou_aux_3: 0.5689 (0.5476) loss_giou_aux_4: 0.5681 (0.5475) loss_giou_dn_0: 0.5758 (0.5532) loss_giou_dn_1: 0.4759 (0.4416) loss_giou_dn_2: 0.4597 (0.4245) loss_giou_dn_3: 0.4527 (0.4198) loss_giou_dn_4: 0.4518 (0.4187) loss_giou_dn_5: 0.4518 (0.4187) loss_giou_dn_pre: 0.5741 (0.5526) loss_giou_enc_0: 0.6718 (0.6456) loss_giou_pre: 0.6031 (0.5714) loss_ddf_aux_0: 0.0488 (0.0531) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2371 (0.2532) loss_ddf_dn_1: 0.0323 (0.0338) loss_ddf_dn_2: 0.0072 (0.0072) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6246 (0.6483) loss_vfl_aux_0: 0.7137 (0.7207) loss_vfl_aux_1: 0.6756 (0.6954) loss_vfl_aux_2: 0.6576 (0.6781) loss_vfl_aux_3: 0.6309 (0.6592) loss_vfl_aux_4: 0.6259 (0.6502) loss_vfl_dn_0: 0.4811 (0.4860) loss_vfl_dn_1: 0.4178 (0.4166) loss_vfl_dn_2: 0.4031 (0.4010) loss_vfl_dn_3: 0.3940 (0.3931) loss_vfl_dn_4: 0.3903 (0.3898) loss_vfl_dn_5: 0.3895 (0.3894) loss_vfl_dn_pre: 0.4815 (0.4864) loss_vfl_enc_0: 0.7105 (0.7266) loss_vfl_pre: 0.7131 (0.7229) time: 0.7540 data: 0.0324 max mem: 9085 Epoch: [46] [ 500/3696] eta: 0:40:07 lr: 0.000013 loss: 31.6722 (31.0834) loss_bbox: 0.1694 (0.1713) loss_bbox_aux_0: 0.1841 (0.1835) loss_bbox_aux_1: 0.1746 (0.1739) loss_bbox_aux_2: 0.1707 (0.1717) loss_bbox_aux_3: 0.1695 (0.1713) loss_bbox_aux_4: 0.1694 (0.1713) loss_bbox_dn_0: 0.2497 (0.2350) loss_bbox_dn_1: 0.1899 (0.1731) loss_bbox_dn_2: 0.1780 (0.1627) loss_bbox_dn_3: 0.1730 (0.1595) loss_bbox_dn_4: 0.1728 (0.1588) loss_bbox_dn_5: 0.1728 (0.1588) loss_bbox_dn_pre: 0.2541 (0.2409) loss_bbox_enc_0: 0.2387 (0.2172) loss_bbox_pre: 0.1898 (0.1836) loss_dfl: 0.9266 (0.9591) loss_fgl_aux_0: 0.9618 (0.9919) loss_fgl_aux_1: 0.9344 (0.9615) loss_fgl_aux_2: 0.9259 (0.9593) loss_fgl_aux_3: 0.9259 (0.9592) loss_fgl_aux_4: 0.9266 (0.9591) loss_fgl_dn_0: 1.0767 (1.0860) loss_fgl_dn_1: 0.9731 (0.9823) loss_fgl_dn_2: 0.9639 (0.9732) loss_fgl_dn_3: 0.9683 (0.9739) loss_fgl_dn_4: 0.9689 (0.9744) loss_fgl_dn_5: 0.9689 (0.9744) loss_giou: 0.5862 (0.5490) loss_giou_aux_0: 0.5975 (0.5744) loss_giou_aux_1: 0.5961 (0.5546) loss_giou_aux_2: 0.5896 (0.5500) loss_giou_aux_3: 0.5863 (0.5491) loss_giou_aux_4: 0.5863 (0.5491) loss_giou_dn_0: 0.5622 (0.5538) loss_giou_dn_1: 0.4581 (0.4421) loss_giou_dn_2: 0.4414 (0.4250) loss_giou_dn_3: 0.4327 (0.4203) loss_giou_dn_4: 0.4338 (0.4192) loss_giou_dn_5: 0.4339 (0.4192) loss_giou_dn_pre: 0.5594 (0.5531) loss_giou_enc_0: 0.6990 (0.6473) loss_giou_pre: 0.5990 (0.5729) loss_ddf_aux_0: 0.0538 (0.0527) loss_ddf_aux_1: 0.0074 (0.0072) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2415 (0.2520) loss_ddf_dn_1: 0.0334 (0.0337) loss_ddf_dn_2: 0.0077 (0.0072) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6527 (0.6482) loss_vfl_aux_0: 0.7244 (0.7207) loss_vfl_aux_1: 0.7038 (0.6948) loss_vfl_aux_2: 0.6795 (0.6775) loss_vfl_aux_3: 0.6638 (0.6587) loss_vfl_aux_4: 0.6534 (0.6500) loss_vfl_dn_0: 0.4884 (0.4862) loss_vfl_dn_1: 0.4225 (0.4169) loss_vfl_dn_2: 0.4026 (0.4011) loss_vfl_dn_3: 0.3983 (0.3931) loss_vfl_dn_4: 0.3962 (0.3899) loss_vfl_dn_5: 0.3939 (0.3894) loss_vfl_dn_pre: 0.4892 (0.4867) loss_vfl_enc_0: 0.7243 (0.7260) loss_vfl_pre: 0.7255 (0.7228) time: 0.7420 data: 0.0309 max mem: 9085 Epoch: [46] [ 600/3696] eta: 0:38:43 lr: 0.000013 loss: 31.3791 (31.1054) loss_bbox: 0.1759 (0.1716) loss_bbox_aux_0: 0.1927 (0.1839) loss_bbox_aux_1: 0.1788 (0.1743) loss_bbox_aux_2: 0.1756 (0.1721) loss_bbox_aux_3: 0.1763 (0.1717) loss_bbox_aux_4: 0.1759 (0.1716) loss_bbox_dn_0: 0.2303 (0.2352) loss_bbox_dn_1: 0.1746 (0.1735) loss_bbox_dn_2: 0.1593 (0.1632) loss_bbox_dn_3: 0.1569 (0.1599) loss_bbox_dn_4: 0.1569 (0.1592) loss_bbox_dn_5: 0.1570 (0.1592) loss_bbox_dn_pre: 0.2341 (0.2410) loss_bbox_enc_0: 0.2173 (0.2178) loss_bbox_pre: 0.1940 (0.1841) loss_dfl: 0.9435 (0.9579) loss_fgl_aux_0: 0.9781 (0.9907) loss_fgl_aux_1: 0.9475 (0.9603) loss_fgl_aux_2: 0.9436 (0.9581) loss_fgl_aux_3: 0.9431 (0.9579) loss_fgl_aux_4: 0.9435 (0.9579) loss_fgl_dn_0: 1.0861 (1.0857) loss_fgl_dn_1: 0.9866 (0.9819) loss_fgl_dn_2: 0.9778 (0.9728) loss_fgl_dn_3: 0.9793 (0.9736) loss_fgl_dn_4: 0.9797 (0.9741) loss_fgl_dn_5: 0.9796 (0.9741) loss_giou: 0.5771 (0.5512) loss_giou_aux_0: 0.6010 (0.5767) loss_giou_aux_1: 0.5848 (0.5569) loss_giou_aux_2: 0.5781 (0.5522) loss_giou_aux_3: 0.5759 (0.5513) loss_giou_aux_4: 0.5765 (0.5512) loss_giou_dn_0: 0.5804 (0.5554) loss_giou_dn_1: 0.4700 (0.4438) loss_giou_dn_2: 0.4536 (0.4267) loss_giou_dn_3: 0.4473 (0.4219) loss_giou_dn_4: 0.4472 (0.4209) loss_giou_dn_5: 0.4473 (0.4209) loss_giou_dn_pre: 0.5792 (0.5546) loss_giou_enc_0: 0.6663 (0.6492) loss_giou_pre: 0.5998 (0.5752) loss_ddf_aux_0: 0.0520 (0.0530) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2477 (0.2521) loss_ddf_dn_1: 0.0306 (0.0337) loss_ddf_dn_2: 0.0064 (0.0072) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6406 (0.6477) loss_vfl_aux_0: 0.6942 (0.7203) loss_vfl_aux_1: 0.6653 (0.6941) loss_vfl_aux_2: 0.6582 (0.6773) loss_vfl_aux_3: 0.6379 (0.6590) loss_vfl_aux_4: 0.6472 (0.6495) loss_vfl_dn_0: 0.4825 (0.4861) loss_vfl_dn_1: 0.4148 (0.4168) loss_vfl_dn_2: 0.4012 (0.4008) loss_vfl_dn_3: 0.3949 (0.3929) loss_vfl_dn_4: 0.3922 (0.3898) loss_vfl_dn_5: 0.3925 (0.3893) loss_vfl_dn_pre: 0.4829 (0.4865) loss_vfl_enc_0: 0.7010 (0.7260) loss_vfl_pre: 0.6927 (0.7224) time: 0.7584 data: 0.0347 max mem: 9085 Epoch: [46] [ 700/3696] eta: 0:37:27 lr: 0.000013 loss: 31.2284 (31.1282) loss_bbox: 0.1601 (0.1717) loss_bbox_aux_0: 0.1749 (0.1839) loss_bbox_aux_1: 0.1615 (0.1743) loss_bbox_aux_2: 0.1595 (0.1722) loss_bbox_aux_3: 0.1600 (0.1717) loss_bbox_aux_4: 0.1601 (0.1717) loss_bbox_dn_0: 0.2248 (0.2351) loss_bbox_dn_1: 0.1629 (0.1731) loss_bbox_dn_2: 0.1534 (0.1627) loss_bbox_dn_3: 0.1526 (0.1595) loss_bbox_dn_4: 0.1526 (0.1588) loss_bbox_dn_5: 0.1526 (0.1588) loss_bbox_dn_pre: 0.2271 (0.2409) loss_bbox_enc_0: 0.2094 (0.2176) loss_bbox_pre: 0.1754 (0.1841) loss_dfl: 0.9571 (0.9576) loss_fgl_aux_0: 0.9949 (0.9904) loss_fgl_aux_1: 0.9627 (0.9601) loss_fgl_aux_2: 0.9573 (0.9577) loss_fgl_aux_3: 0.9574 (0.9576) loss_fgl_aux_4: 0.9572 (0.9576) loss_fgl_dn_0: 1.0803 (1.0853) loss_fgl_dn_1: 0.9694 (0.9819) loss_fgl_dn_2: 0.9613 (0.9728) loss_fgl_dn_3: 0.9642 (0.9736) loss_fgl_dn_4: 0.9652 (0.9740) loss_fgl_dn_5: 0.9652 (0.9740) loss_giou: 0.5511 (0.5529) loss_giou_aux_0: 0.5740 (0.5783) loss_giou_aux_1: 0.5561 (0.5585) loss_giou_aux_2: 0.5539 (0.5539) loss_giou_aux_3: 0.5524 (0.5530) loss_giou_aux_4: 0.5507 (0.5529) loss_giou_dn_0: 0.5513 (0.5567) loss_giou_dn_1: 0.4376 (0.4449) loss_giou_dn_2: 0.4226 (0.4278) loss_giou_dn_3: 0.4144 (0.4229) loss_giou_dn_4: 0.4135 (0.4219) loss_giou_dn_5: 0.4134 (0.4219) loss_giou_dn_pre: 0.5464 (0.5560) loss_giou_enc_0: 0.6491 (0.6506) loss_giou_pre: 0.5700 (0.5768) loss_ddf_aux_0: 0.0548 (0.0532) loss_ddf_aux_1: 0.0078 (0.0074) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2482 (0.2528) loss_ddf_dn_1: 0.0340 (0.0339) loss_ddf_dn_2: 0.0072 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6506 (0.6488) loss_vfl_aux_0: 0.6993 (0.7205) loss_vfl_aux_1: 0.6844 (0.6948) loss_vfl_aux_2: 0.6704 (0.6774) loss_vfl_aux_3: 0.6572 (0.6600) loss_vfl_aux_4: 0.6530 (0.6506) loss_vfl_dn_0: 0.4824 (0.4860) loss_vfl_dn_1: 0.4124 (0.4170) loss_vfl_dn_2: 0.3955 (0.4011) loss_vfl_dn_3: 0.3838 (0.3930) loss_vfl_dn_4: 0.3798 (0.3899) loss_vfl_dn_5: 0.3816 (0.3895) loss_vfl_dn_pre: 0.4832 (0.4865) loss_vfl_enc_0: 0.7126 (0.7257) loss_vfl_pre: 0.7002 (0.7225) time: 0.7583 data: 0.0324 max mem: 9085 Epoch: [46] [ 800/3696] eta: 0:36:24 lr: 0.000013 loss: 30.7773 (31.1543) loss_bbox: 0.1647 (0.1717) loss_bbox_aux_0: 0.1833 (0.1840) loss_bbox_aux_1: 0.1695 (0.1743) loss_bbox_aux_2: 0.1642 (0.1722) loss_bbox_aux_3: 0.1645 (0.1718) loss_bbox_aux_4: 0.1647 (0.1717) loss_bbox_dn_0: 0.2335 (0.2352) loss_bbox_dn_1: 0.1679 (0.1732) loss_bbox_dn_2: 0.1571 (0.1628) loss_bbox_dn_3: 0.1557 (0.1595) loss_bbox_dn_4: 0.1544 (0.1588) loss_bbox_dn_5: 0.1544 (0.1588) loss_bbox_dn_pre: 0.2399 (0.2411) loss_bbox_enc_0: 0.2121 (0.2177) loss_bbox_pre: 0.1822 (0.1841) loss_dfl: 0.9632 (0.9580) loss_fgl_aux_0: 0.9909 (0.9908) loss_fgl_aux_1: 0.9628 (0.9605) loss_fgl_aux_2: 0.9630 (0.9582) loss_fgl_aux_3: 0.9633 (0.9580) loss_fgl_aux_4: 0.9632 (0.9580) loss_fgl_dn_0: 1.0756 (1.0855) loss_fgl_dn_1: 0.9750 (0.9822) loss_fgl_dn_2: 0.9658 (0.9730) loss_fgl_dn_3: 0.9670 (0.9738) loss_fgl_dn_4: 0.9675 (0.9742) loss_fgl_dn_5: 0.9675 (0.9742) loss_giou: 0.5136 (0.5532) loss_giou_aux_0: 0.5404 (0.5787) loss_giou_aux_1: 0.5214 (0.5588) loss_giou_aux_2: 0.5165 (0.5542) loss_giou_aux_3: 0.5148 (0.5533) loss_giou_aux_4: 0.5136 (0.5532) loss_giou_dn_0: 0.5420 (0.5576) loss_giou_dn_1: 0.4304 (0.4456) loss_giou_dn_2: 0.4111 (0.4284) loss_giou_dn_3: 0.4090 (0.4236) loss_giou_dn_4: 0.4078 (0.4226) loss_giou_dn_5: 0.4078 (0.4226) loss_giou_dn_pre: 0.5414 (0.5569) loss_giou_enc_0: 0.6143 (0.6512) loss_giou_pre: 0.5395 (0.5772) loss_ddf_aux_0: 0.0522 (0.0535) loss_ddf_aux_1: 0.0069 (0.0074) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2473 (0.2526) loss_ddf_dn_1: 0.0309 (0.0337) loss_ddf_dn_2: 0.0073 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6500 (0.6503) loss_vfl_aux_0: 0.7226 (0.7219) loss_vfl_aux_1: 0.7003 (0.6964) loss_vfl_aux_2: 0.6752 (0.6792) loss_vfl_aux_3: 0.6625 (0.6615) loss_vfl_aux_4: 0.6490 (0.6519) loss_vfl_dn_0: 0.4923 (0.4862) loss_vfl_dn_1: 0.4222 (0.4174) loss_vfl_dn_2: 0.3995 (0.4015) loss_vfl_dn_3: 0.3907 (0.3934) loss_vfl_dn_4: 0.3867 (0.3903) loss_vfl_dn_5: 0.3861 (0.3899) loss_vfl_dn_pre: 0.4916 (0.4866) loss_vfl_enc_0: 0.7340 (0.7265) loss_vfl_pre: 0.7285 (0.7240) time: 0.9422 data: 0.0258 max mem: 9085 Epoch: [46] [ 900/3696] eta: 0:35:05 lr: 0.000013 loss: 30.8096 (31.1405) loss_bbox: 0.1805 (0.1718) loss_bbox_aux_0: 0.1884 (0.1841) loss_bbox_aux_1: 0.1826 (0.1744) loss_bbox_aux_2: 0.1805 (0.1723) loss_bbox_aux_3: 0.1805 (0.1718) loss_bbox_aux_4: 0.1804 (0.1718) loss_bbox_dn_0: 0.2312 (0.2353) loss_bbox_dn_1: 0.1610 (0.1732) loss_bbox_dn_2: 0.1495 (0.1628) loss_bbox_dn_3: 0.1483 (0.1595) loss_bbox_dn_4: 0.1459 (0.1588) loss_bbox_dn_5: 0.1457 (0.1588) loss_bbox_dn_pre: 0.2341 (0.2412) loss_bbox_enc_0: 0.2258 (0.2179) loss_bbox_pre: 0.1906 (0.1843) loss_dfl: 0.9522 (0.9573) loss_fgl_aux_0: 0.9863 (0.9901) loss_fgl_aux_1: 0.9572 (0.9598) loss_fgl_aux_2: 0.9530 (0.9574) loss_fgl_aux_3: 0.9522 (0.9573) loss_fgl_aux_4: 0.9522 (0.9573) loss_fgl_dn_0: 1.0830 (1.0852) loss_fgl_dn_1: 0.9800 (0.9815) loss_fgl_dn_2: 0.9673 (0.9724) loss_fgl_dn_3: 0.9665 (0.9732) loss_fgl_dn_4: 0.9669 (0.9736) loss_fgl_dn_5: 0.9669 (0.9736) loss_giou: 0.5527 (0.5532) loss_giou_aux_0: 0.5770 (0.5787) loss_giou_aux_1: 0.5559 (0.5588) loss_giou_aux_2: 0.5518 (0.5543) loss_giou_aux_3: 0.5509 (0.5534) loss_giou_aux_4: 0.5527 (0.5532) loss_giou_dn_0: 0.5416 (0.5573) loss_giou_dn_1: 0.4326 (0.4453) loss_giou_dn_2: 0.4148 (0.4282) loss_giou_dn_3: 0.4117 (0.4233) loss_giou_dn_4: 0.4101 (0.4223) loss_giou_dn_5: 0.4102 (0.4223) loss_giou_dn_pre: 0.5438 (0.5565) loss_giou_enc_0: 0.6453 (0.6512) loss_giou_pre: 0.5754 (0.5772) loss_ddf_aux_0: 0.0524 (0.0534) loss_ddf_aux_1: 0.0066 (0.0073) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2563 (0.2527) loss_ddf_dn_1: 0.0322 (0.0336) loss_ddf_dn_2: 0.0068 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6454 (0.6496) loss_vfl_aux_0: 0.7245 (0.7210) loss_vfl_aux_1: 0.7039 (0.6963) loss_vfl_aux_2: 0.6844 (0.6788) loss_vfl_aux_3: 0.6678 (0.6611) loss_vfl_aux_4: 0.6464 (0.6513) loss_vfl_dn_0: 0.4858 (0.4862) loss_vfl_dn_1: 0.4132 (0.4172) loss_vfl_dn_2: 0.3988 (0.4012) loss_vfl_dn_3: 0.3892 (0.3931) loss_vfl_dn_4: 0.3832 (0.3901) loss_vfl_dn_5: 0.3829 (0.3897) loss_vfl_dn_pre: 0.4856 (0.4866) loss_vfl_enc_0: 0.7286 (0.7259) loss_vfl_pre: 0.7173 (0.7232) time: 0.7489 data: 0.0312 max mem: 9085 Epoch: [46] [1000/3696] eta: 0:33:47 lr: 0.000013 loss: 31.0296 (31.1268) loss_bbox: 0.1602 (0.1717) loss_bbox_aux_0: 0.1722 (0.1841) loss_bbox_aux_1: 0.1651 (0.1744) loss_bbox_aux_2: 0.1618 (0.1723) loss_bbox_aux_3: 0.1601 (0.1718) loss_bbox_aux_4: 0.1602 (0.1718) loss_bbox_dn_0: 0.2279 (0.2352) loss_bbox_dn_1: 0.1586 (0.1730) loss_bbox_dn_2: 0.1517 (0.1626) loss_bbox_dn_3: 0.1508 (0.1594) loss_bbox_dn_4: 0.1493 (0.1587) loss_bbox_dn_5: 0.1494 (0.1587) loss_bbox_dn_pre: 0.2329 (0.2410) loss_bbox_enc_0: 0.2022 (0.2179) loss_bbox_pre: 0.1730 (0.1842) loss_dfl: 0.9518 (0.9570) loss_fgl_aux_0: 0.9804 (0.9897) loss_fgl_aux_1: 0.9530 (0.9595) loss_fgl_aux_2: 0.9523 (0.9571) loss_fgl_aux_3: 0.9516 (0.9570) loss_fgl_aux_4: 0.9517 (0.9570) loss_fgl_dn_0: 1.0782 (1.0850) loss_fgl_dn_1: 0.9762 (0.9814) loss_fgl_dn_2: 0.9676 (0.9722) loss_fgl_dn_3: 0.9675 (0.9730) loss_fgl_dn_4: 0.9679 (0.9735) loss_fgl_dn_5: 0.9679 (0.9735) loss_giou: 0.5525 (0.5532) loss_giou_aux_0: 0.5841 (0.5787) loss_giou_aux_1: 0.5511 (0.5588) loss_giou_aux_2: 0.5519 (0.5543) loss_giou_aux_3: 0.5511 (0.5534) loss_giou_aux_4: 0.5523 (0.5532) loss_giou_dn_0: 0.5434 (0.5570) loss_giou_dn_1: 0.4303 (0.4451) loss_giou_dn_2: 0.4137 (0.4279) loss_giou_dn_3: 0.4090 (0.4232) loss_giou_dn_4: 0.4071 (0.4222) loss_giou_dn_5: 0.4072 (0.4222) loss_giou_dn_pre: 0.5426 (0.5563) loss_giou_enc_0: 0.6344 (0.6513) loss_giou_pre: 0.5776 (0.5772) loss_ddf_aux_0: 0.0547 (0.0531) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2451 (0.2520) loss_ddf_dn_1: 0.0294 (0.0334) loss_ddf_dn_2: 0.0055 (0.0072) loss_ddf_dn_3: 0.0005 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6628 (0.6493) loss_vfl_aux_0: 0.7117 (0.7203) loss_vfl_aux_1: 0.6893 (0.6956) loss_vfl_aux_2: 0.6783 (0.6784) loss_vfl_aux_3: 0.6671 (0.6607) loss_vfl_aux_4: 0.6588 (0.6510) loss_vfl_dn_0: 0.4818 (0.4858) loss_vfl_dn_1: 0.4141 (0.4169) loss_vfl_dn_2: 0.3992 (0.4009) loss_vfl_dn_3: 0.3887 (0.3927) loss_vfl_dn_4: 0.3836 (0.3897) loss_vfl_dn_5: 0.3828 (0.3893) loss_vfl_dn_pre: 0.4819 (0.4863) loss_vfl_enc_0: 0.7235 (0.7253) loss_vfl_pre: 0.7148 (0.7225) time: 0.7467 data: 0.0286 max mem: 9085 Epoch: [46] [1100/3696] eta: 0:32:32 lr: 0.000013 loss: 30.6237 (31.1105) loss_bbox: 0.1639 (0.1716) loss_bbox_aux_0: 0.1753 (0.1841) loss_bbox_aux_1: 0.1660 (0.1743) loss_bbox_aux_2: 0.1638 (0.1722) loss_bbox_aux_3: 0.1640 (0.1717) loss_bbox_aux_4: 0.1640 (0.1717) loss_bbox_dn_0: 0.2305 (0.2352) loss_bbox_dn_1: 0.1691 (0.1729) loss_bbox_dn_2: 0.1606 (0.1625) loss_bbox_dn_3: 0.1560 (0.1593) loss_bbox_dn_4: 0.1560 (0.1586) loss_bbox_dn_5: 0.1560 (0.1586) loss_bbox_dn_pre: 0.2366 (0.2410) loss_bbox_enc_0: 0.2124 (0.2181) loss_bbox_pre: 0.1758 (0.1843) loss_dfl: 0.9597 (0.9572) loss_fgl_aux_0: 0.9994 (0.9901) loss_fgl_aux_1: 0.9602 (0.9597) loss_fgl_aux_2: 0.9605 (0.9574) loss_fgl_aux_3: 0.9609 (0.9572) loss_fgl_aux_4: 0.9597 (0.9572) loss_fgl_dn_0: 1.0833 (1.0850) loss_fgl_dn_1: 0.9730 (0.9812) loss_fgl_dn_2: 0.9658 (0.9720) loss_fgl_dn_3: 0.9653 (0.9727) loss_fgl_dn_4: 0.9660 (0.9732) loss_fgl_dn_5: 0.9660 (0.9732) loss_giou: 0.5072 (0.5517) loss_giou_aux_0: 0.5240 (0.5771) loss_giou_aux_1: 0.5154 (0.5572) loss_giou_aux_2: 0.5060 (0.5527) loss_giou_aux_3: 0.5051 (0.5518) loss_giou_aux_4: 0.5060 (0.5517) loss_giou_dn_0: 0.5325 (0.5560) loss_giou_dn_1: 0.4216 (0.4442) loss_giou_dn_2: 0.4092 (0.4271) loss_giou_dn_3: 0.4044 (0.4223) loss_giou_dn_4: 0.4040 (0.4213) loss_giou_dn_5: 0.4041 (0.4213) loss_giou_dn_pre: 0.5312 (0.5553) loss_giou_enc_0: 0.5991 (0.6498) loss_giou_pre: 0.5226 (0.5756) loss_ddf_aux_0: 0.0508 (0.0532) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2448 (0.2522) loss_ddf_dn_1: 0.0328 (0.0334) loss_ddf_dn_2: 0.0069 (0.0072) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6439 (0.6495) loss_vfl_aux_0: 0.7177 (0.7210) loss_vfl_aux_1: 0.6887 (0.6959) loss_vfl_aux_2: 0.6648 (0.6786) loss_vfl_aux_3: 0.6573 (0.6612) loss_vfl_aux_4: 0.6487 (0.6514) loss_vfl_dn_0: 0.4834 (0.4858) loss_vfl_dn_1: 0.4134 (0.4167) loss_vfl_dn_2: 0.3985 (0.4006) loss_vfl_dn_3: 0.3900 (0.3925) loss_vfl_dn_4: 0.3883 (0.3895) loss_vfl_dn_5: 0.3862 (0.3890) loss_vfl_dn_pre: 0.4839 (0.4863) loss_vfl_enc_0: 0.7321 (0.7260) loss_vfl_pre: 0.7159 (0.7233) time: 0.7481 data: 0.0284 max mem: 9085 Epoch: [46] [1200/3696] eta: 0:31:22 lr: 0.000013 loss: 30.9317 (31.1132) loss_bbox: 0.1657 (0.1716) loss_bbox_aux_0: 0.1759 (0.1841) loss_bbox_aux_1: 0.1675 (0.1743) loss_bbox_aux_2: 0.1657 (0.1722) loss_bbox_aux_3: 0.1657 (0.1717) loss_bbox_aux_4: 0.1657 (0.1716) loss_bbox_dn_0: 0.2216 (0.2347) loss_bbox_dn_1: 0.1625 (0.1727) loss_bbox_dn_2: 0.1496 (0.1624) loss_bbox_dn_3: 0.1491 (0.1591) loss_bbox_dn_4: 0.1476 (0.1585) loss_bbox_dn_5: 0.1476 (0.1585) loss_bbox_dn_pre: 0.2267 (0.2406) loss_bbox_enc_0: 0.2013 (0.2179) loss_bbox_pre: 0.1754 (0.1843) loss_dfl: 0.9650 (0.9577) loss_fgl_aux_0: 0.9905 (0.9905) loss_fgl_aux_1: 0.9665 (0.9602) loss_fgl_aux_2: 0.9654 (0.9578) loss_fgl_aux_3: 0.9654 (0.9577) loss_fgl_aux_4: 0.9651 (0.9577) loss_fgl_dn_0: 1.0883 (1.0852) loss_fgl_dn_1: 0.9793 (0.9815) loss_fgl_dn_2: 0.9721 (0.9723) loss_fgl_dn_3: 0.9733 (0.9731) loss_fgl_dn_4: 0.9737 (0.9735) loss_fgl_dn_5: 0.9737 (0.9735) loss_giou: 0.5205 (0.5515) loss_giou_aux_0: 0.5526 (0.5770) loss_giou_aux_1: 0.5349 (0.5570) loss_giou_aux_2: 0.5240 (0.5525) loss_giou_aux_3: 0.5203 (0.5516) loss_giou_aux_4: 0.5206 (0.5515) loss_giou_dn_0: 0.5434 (0.5561) loss_giou_dn_1: 0.4362 (0.4443) loss_giou_dn_2: 0.4215 (0.4272) loss_giou_dn_3: 0.4166 (0.4224) loss_giou_dn_4: 0.4159 (0.4214) loss_giou_dn_5: 0.4158 (0.4214) loss_giou_dn_pre: 0.5428 (0.5553) loss_giou_enc_0: 0.6256 (0.6494) loss_giou_pre: 0.5472 (0.5755) loss_ddf_aux_0: 0.0525 (0.0532) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2468 (0.2520) loss_ddf_dn_1: 0.0304 (0.0334) loss_ddf_dn_2: 0.0065 (0.0072) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6303 (0.6497) loss_vfl_aux_0: 0.7023 (0.7210) loss_vfl_aux_1: 0.6697 (0.6960) loss_vfl_aux_2: 0.6604 (0.6788) loss_vfl_aux_3: 0.6413 (0.6613) loss_vfl_aux_4: 0.6303 (0.6516) loss_vfl_dn_0: 0.4839 (0.4858) loss_vfl_dn_1: 0.4127 (0.4168) loss_vfl_dn_2: 0.3980 (0.4008) loss_vfl_dn_3: 0.3893 (0.3927) loss_vfl_dn_4: 0.3866 (0.3896) loss_vfl_dn_5: 0.3868 (0.3892) loss_vfl_dn_pre: 0.4848 (0.4863) loss_vfl_enc_0: 0.6910 (0.7261) loss_vfl_pre: 0.6971 (0.7233) time: 0.7558 data: 0.0310 max mem: 9085 Epoch: [46] [1300/3696] eta: 0:30:04 lr: 0.000013 loss: 31.1572 (31.1206) loss_bbox: 0.1726 (0.1713) loss_bbox_aux_0: 0.1815 (0.1837) loss_bbox_aux_1: 0.1727 (0.1740) loss_bbox_aux_2: 0.1729 (0.1719) loss_bbox_aux_3: 0.1730 (0.1714) loss_bbox_aux_4: 0.1726 (0.1713) loss_bbox_dn_0: 0.2205 (0.2344) loss_bbox_dn_1: 0.1669 (0.1725) loss_bbox_dn_2: 0.1568 (0.1622) loss_bbox_dn_3: 0.1520 (0.1589) loss_bbox_dn_4: 0.1518 (0.1583) loss_bbox_dn_5: 0.1517 (0.1583) loss_bbox_dn_pre: 0.2245 (0.2403) loss_bbox_enc_0: 0.2094 (0.2176) loss_bbox_pre: 0.1833 (0.1839) loss_dfl: 0.9680 (0.9577) loss_fgl_aux_0: 0.9966 (0.9904) loss_fgl_aux_1: 0.9729 (0.9602) loss_fgl_aux_2: 0.9680 (0.9578) loss_fgl_aux_3: 0.9685 (0.9577) loss_fgl_aux_4: 0.9682 (0.9577) loss_fgl_dn_0: 1.0882 (1.0851) loss_fgl_dn_1: 0.9858 (0.9816) loss_fgl_dn_2: 0.9766 (0.9725) loss_fgl_dn_3: 0.9775 (0.9732) loss_fgl_dn_4: 0.9787 (0.9737) loss_fgl_dn_5: 0.9786 (0.9737) loss_giou: 0.5332 (0.5527) loss_giou_aux_0: 0.5579 (0.5782) loss_giou_aux_1: 0.5414 (0.5582) loss_giou_aux_2: 0.5352 (0.5537) loss_giou_aux_3: 0.5331 (0.5528) loss_giou_aux_4: 0.5330 (0.5527) loss_giou_dn_0: 0.5445 (0.5568) loss_giou_dn_1: 0.4322 (0.4450) loss_giou_dn_2: 0.4187 (0.4279) loss_giou_dn_3: 0.4144 (0.4231) loss_giou_dn_4: 0.4127 (0.4221) loss_giou_dn_5: 0.4123 (0.4221) loss_giou_dn_pre: 0.5425 (0.5560) loss_giou_enc_0: 0.6445 (0.6506) loss_giou_pre: 0.5577 (0.5767) loss_ddf_aux_0: 0.0510 (0.0532) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2504 (0.2520) loss_ddf_dn_1: 0.0318 (0.0333) loss_ddf_dn_2: 0.0069 (0.0072) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6459 (0.6494) loss_vfl_aux_0: 0.7065 (0.7203) loss_vfl_aux_1: 0.6808 (0.6955) loss_vfl_aux_2: 0.6630 (0.6784) loss_vfl_aux_3: 0.6497 (0.6610) loss_vfl_aux_4: 0.6447 (0.6513) loss_vfl_dn_0: 0.4834 (0.4858) loss_vfl_dn_1: 0.4149 (0.4168) loss_vfl_dn_2: 0.4010 (0.4009) loss_vfl_dn_3: 0.3937 (0.3928) loss_vfl_dn_4: 0.3900 (0.3898) loss_vfl_dn_5: 0.3905 (0.3893) loss_vfl_dn_pre: 0.4854 (0.4863) loss_vfl_enc_0: 0.7097 (0.7253) loss_vfl_pre: 0.7024 (0.7225) time: 0.7525 data: 0.0284 max mem: 9085 Epoch: [46] [1400/3696] eta: 0:28:51 lr: 0.000013 loss: 30.9572 (31.1349) loss_bbox: 0.1566 (0.1711) loss_bbox_aux_0: 0.1701 (0.1836) loss_bbox_aux_1: 0.1604 (0.1738) loss_bbox_aux_2: 0.1587 (0.1717) loss_bbox_aux_3: 0.1576 (0.1712) loss_bbox_aux_4: 0.1567 (0.1711) loss_bbox_dn_0: 0.2179 (0.2347) loss_bbox_dn_1: 0.1552 (0.1727) loss_bbox_dn_2: 0.1450 (0.1624) loss_bbox_dn_3: 0.1425 (0.1591) loss_bbox_dn_4: 0.1426 (0.1584) loss_bbox_dn_5: 0.1426 (0.1584) loss_bbox_dn_pre: 0.2220 (0.2406) loss_bbox_enc_0: 0.1996 (0.2175) loss_bbox_pre: 0.1712 (0.1839) loss_dfl: 0.9593 (0.9579) loss_fgl_aux_0: 0.9908 (0.9909) loss_fgl_aux_1: 0.9598 (0.9605) loss_fgl_aux_2: 0.9578 (0.9581) loss_fgl_aux_3: 0.9590 (0.9580) loss_fgl_aux_4: 0.9590 (0.9579) loss_fgl_dn_0: 1.0884 (1.0854) loss_fgl_dn_1: 0.9879 (0.9819) loss_fgl_dn_2: 0.9780 (0.9728) loss_fgl_dn_3: 0.9797 (0.9735) loss_fgl_dn_4: 0.9800 (0.9740) loss_fgl_dn_5: 0.9800 (0.9740) loss_giou: 0.5745 (0.5528) loss_giou_aux_0: 0.5959 (0.5785) loss_giou_aux_1: 0.5750 (0.5584) loss_giou_aux_2: 0.5753 (0.5539) loss_giou_aux_3: 0.5741 (0.5530) loss_giou_aux_4: 0.5749 (0.5528) loss_giou_dn_0: 0.5592 (0.5575) loss_giou_dn_1: 0.4441 (0.4456) loss_giou_dn_2: 0.4247 (0.4284) loss_giou_dn_3: 0.4244 (0.4237) loss_giou_dn_4: 0.4237 (0.4226) loss_giou_dn_5: 0.4236 (0.4226) loss_giou_dn_pre: 0.5567 (0.5568) loss_giou_enc_0: 0.6584 (0.6508) loss_giou_pre: 0.5964 (0.5770) loss_ddf_aux_0: 0.0545 (0.0537) loss_ddf_aux_1: 0.0078 (0.0074) loss_ddf_aux_2: 0.0018 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2504 (0.2524) loss_ddf_dn_1: 0.0327 (0.0333) loss_ddf_dn_2: 0.0076 (0.0072) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6280 (0.6500) loss_vfl_aux_0: 0.6932 (0.7206) loss_vfl_aux_1: 0.6728 (0.6959) loss_vfl_aux_2: 0.6693 (0.6788) loss_vfl_aux_3: 0.6494 (0.6615) loss_vfl_aux_4: 0.6324 (0.6518) loss_vfl_dn_0: 0.4827 (0.4858) loss_vfl_dn_1: 0.4138 (0.4170) loss_vfl_dn_2: 0.3987 (0.4010) loss_vfl_dn_3: 0.3892 (0.3929) loss_vfl_dn_4: 0.3858 (0.3899) loss_vfl_dn_5: 0.3870 (0.3894) loss_vfl_dn_pre: 0.4836 (0.4863) loss_vfl_enc_0: 0.7031 (0.7253) loss_vfl_pre: 0.7019 (0.7228) time: 0.7298 data: 0.0262 max mem: 9085 Epoch: [46] [1500/3696] eta: 0:27:36 lr: 0.000013 loss: 31.1976 (31.1268) loss_bbox: 0.1683 (0.1712) loss_bbox_aux_0: 0.1847 (0.1838) loss_bbox_aux_1: 0.1713 (0.1739) loss_bbox_aux_2: 0.1697 (0.1718) loss_bbox_aux_3: 0.1691 (0.1713) loss_bbox_aux_4: 0.1683 (0.1712) loss_bbox_dn_0: 0.2393 (0.2351) loss_bbox_dn_1: 0.1711 (0.1730) loss_bbox_dn_2: 0.1588 (0.1626) loss_bbox_dn_3: 0.1585 (0.1594) loss_bbox_dn_4: 0.1581 (0.1587) loss_bbox_dn_5: 0.1579 (0.1587) loss_bbox_dn_pre: 0.2444 (0.2410) loss_bbox_enc_0: 0.2115 (0.2179) loss_bbox_pre: 0.1849 (0.1841) loss_dfl: 0.9826 (0.9579) loss_fgl_aux_0: 1.0147 (0.9911) loss_fgl_aux_1: 0.9821 (0.9605) loss_fgl_aux_2: 0.9810 (0.9581) loss_fgl_aux_3: 0.9825 (0.9580) loss_fgl_aux_4: 0.9827 (0.9580) loss_fgl_dn_0: 1.0860 (1.0854) loss_fgl_dn_1: 0.9808 (0.9816) loss_fgl_dn_2: 0.9747 (0.9725) loss_fgl_dn_3: 0.9756 (0.9732) loss_fgl_dn_4: 0.9765 (0.9737) loss_fgl_dn_5: 0.9765 (0.9737) loss_giou: 0.5267 (0.5519) loss_giou_aux_0: 0.5554 (0.5776) loss_giou_aux_1: 0.5373 (0.5575) loss_giou_aux_2: 0.5273 (0.5530) loss_giou_aux_3: 0.5271 (0.5521) loss_giou_aux_4: 0.5267 (0.5519) loss_giou_dn_0: 0.5470 (0.5570) loss_giou_dn_1: 0.4372 (0.4451) loss_giou_dn_2: 0.4151 (0.4280) loss_giou_dn_3: 0.4116 (0.4233) loss_giou_dn_4: 0.4098 (0.4222) loss_giou_dn_5: 0.4097 (0.4222) loss_giou_dn_pre: 0.5455 (0.5563) loss_giou_enc_0: 0.6300 (0.6499) loss_giou_pre: 0.5534 (0.5761) loss_ddf_aux_0: 0.0561 (0.0538) loss_ddf_aux_1: 0.0081 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2554 (0.2523) loss_ddf_dn_1: 0.0324 (0.0333) loss_ddf_dn_2: 0.0070 (0.0072) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6481 (0.6499) loss_vfl_aux_0: 0.7139 (0.7207) loss_vfl_aux_1: 0.6874 (0.6956) loss_vfl_aux_2: 0.6764 (0.6789) loss_vfl_aux_3: 0.6616 (0.6614) loss_vfl_aux_4: 0.6544 (0.6517) loss_vfl_dn_0: 0.4869 (0.4858) loss_vfl_dn_1: 0.4160 (0.4169) loss_vfl_dn_2: 0.3993 (0.4008) loss_vfl_dn_3: 0.3903 (0.3928) loss_vfl_dn_4: 0.3883 (0.3898) loss_vfl_dn_5: 0.3903 (0.3893) loss_vfl_dn_pre: 0.4882 (0.4863) loss_vfl_enc_0: 0.7294 (0.7258) loss_vfl_pre: 0.7091 (0.7229) time: 0.7591 data: 0.0297 max mem: 9085 Epoch: [46] [1600/3696] eta: 0:26:22 lr: 0.000013 loss: 31.0842 (31.1279) loss_bbox: 0.1684 (0.1710) loss_bbox_aux_0: 0.1813 (0.1836) loss_bbox_aux_1: 0.1720 (0.1737) loss_bbox_aux_2: 0.1688 (0.1715) loss_bbox_aux_3: 0.1682 (0.1711) loss_bbox_aux_4: 0.1683 (0.1710) loss_bbox_dn_0: 0.2329 (0.2347) loss_bbox_dn_1: 0.1661 (0.1728) loss_bbox_dn_2: 0.1568 (0.1624) loss_bbox_dn_3: 0.1539 (0.1591) loss_bbox_dn_4: 0.1541 (0.1585) loss_bbox_dn_5: 0.1540 (0.1585) loss_bbox_dn_pre: 0.2393 (0.2406) loss_bbox_enc_0: 0.2186 (0.2177) loss_bbox_pre: 0.1803 (0.1838) loss_dfl: 0.9449 (0.9580) loss_fgl_aux_0: 0.9759 (0.9911) loss_fgl_aux_1: 0.9481 (0.9605) loss_fgl_aux_2: 0.9429 (0.9581) loss_fgl_aux_3: 0.9446 (0.9580) loss_fgl_aux_4: 0.9451 (0.9580) loss_fgl_dn_0: 1.0735 (1.0853) loss_fgl_dn_1: 0.9756 (0.9817) loss_fgl_dn_2: 0.9733 (0.9726) loss_fgl_dn_3: 0.9738 (0.9734) loss_fgl_dn_4: 0.9743 (0.9738) loss_fgl_dn_5: 0.9743 (0.9738) loss_giou: 0.5642 (0.5522) loss_giou_aux_0: 0.5884 (0.5779) loss_giou_aux_1: 0.5711 (0.5578) loss_giou_aux_2: 0.5660 (0.5532) loss_giou_aux_3: 0.5644 (0.5523) loss_giou_aux_4: 0.5639 (0.5522) loss_giou_dn_0: 0.5706 (0.5573) loss_giou_dn_1: 0.4595 (0.4454) loss_giou_dn_2: 0.4413 (0.4283) loss_giou_dn_3: 0.4340 (0.4235) loss_giou_dn_4: 0.4327 (0.4225) loss_giou_dn_5: 0.4328 (0.4225) loss_giou_dn_pre: 0.5670 (0.5565) loss_giou_enc_0: 0.6613 (0.6503) loss_giou_pre: 0.5840 (0.5764) loss_ddf_aux_0: 0.0551 (0.0538) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2377 (0.2518) loss_ddf_dn_1: 0.0295 (0.0332) loss_ddf_dn_2: 0.0068 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6401 (0.6502) loss_vfl_aux_0: 0.7050 (0.7207) loss_vfl_aux_1: 0.6897 (0.6960) loss_vfl_aux_2: 0.6803 (0.6790) loss_vfl_aux_3: 0.6561 (0.6616) loss_vfl_aux_4: 0.6462 (0.6520) loss_vfl_dn_0: 0.4821 (0.4857) loss_vfl_dn_1: 0.4160 (0.4168) loss_vfl_dn_2: 0.4047 (0.4009) loss_vfl_dn_3: 0.3980 (0.3928) loss_vfl_dn_4: 0.3936 (0.3898) loss_vfl_dn_5: 0.3950 (0.3893) loss_vfl_dn_pre: 0.4835 (0.4862) loss_vfl_enc_0: 0.7287 (0.7256) loss_vfl_pre: 0.7080 (0.7229) time: 0.7475 data: 0.0291 max mem: 9085 Epoch: [46] [1700/3696] eta: 0:25:05 lr: 0.000013 loss: 31.4020 (31.1372) loss_bbox: 0.1724 (0.1709) loss_bbox_aux_0: 0.1866 (0.1836) loss_bbox_aux_1: 0.1752 (0.1736) loss_bbox_aux_2: 0.1739 (0.1714) loss_bbox_aux_3: 0.1726 (0.1710) loss_bbox_aux_4: 0.1724 (0.1709) loss_bbox_dn_0: 0.2312 (0.2348) loss_bbox_dn_1: 0.1692 (0.1728) loss_bbox_dn_2: 0.1572 (0.1625) loss_bbox_dn_3: 0.1541 (0.1592) loss_bbox_dn_4: 0.1536 (0.1585) loss_bbox_dn_5: 0.1535 (0.1585) loss_bbox_dn_pre: 0.2391 (0.2407) loss_bbox_enc_0: 0.2205 (0.2176) loss_bbox_pre: 0.1878 (0.1838) loss_dfl: 0.9774 (0.9586) loss_fgl_aux_0: 1.0051 (0.9917) loss_fgl_aux_1: 0.9793 (0.9612) loss_fgl_aux_2: 0.9774 (0.9587) loss_fgl_aux_3: 0.9774 (0.9586) loss_fgl_aux_4: 0.9775 (0.9586) loss_fgl_dn_0: 1.0858 (1.0855) loss_fgl_dn_1: 0.9788 (0.9820) loss_fgl_dn_2: 0.9689 (0.9728) loss_fgl_dn_3: 0.9680 (0.9736) loss_fgl_dn_4: 0.9687 (0.9741) loss_fgl_dn_5: 0.9687 (0.9741) loss_giou: 0.5331 (0.5518) loss_giou_aux_0: 0.5626 (0.5774) loss_giou_aux_1: 0.5401 (0.5574) loss_giou_aux_2: 0.5334 (0.5528) loss_giou_aux_3: 0.5328 (0.5519) loss_giou_aux_4: 0.5331 (0.5518) loss_giou_dn_0: 0.5510 (0.5574) loss_giou_dn_1: 0.4465 (0.4455) loss_giou_dn_2: 0.4224 (0.4283) loss_giou_dn_3: 0.4188 (0.4236) loss_giou_dn_4: 0.4183 (0.4225) loss_giou_dn_5: 0.4182 (0.4225) loss_giou_dn_pre: 0.5513 (0.5566) loss_giou_enc_0: 0.6319 (0.6498) loss_giou_pre: 0.5628 (0.5759) loss_ddf_aux_0: 0.0532 (0.0538) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2461 (0.2517) loss_ddf_dn_1: 0.0324 (0.0332) loss_ddf_dn_2: 0.0076 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6565 (0.6511) loss_vfl_aux_0: 0.7109 (0.7214) loss_vfl_aux_1: 0.7053 (0.6966) loss_vfl_aux_2: 0.6810 (0.6800) loss_vfl_aux_3: 0.6621 (0.6624) loss_vfl_aux_4: 0.6584 (0.6529) loss_vfl_dn_0: 0.4855 (0.4858) loss_vfl_dn_1: 0.4124 (0.4171) loss_vfl_dn_2: 0.4016 (0.4011) loss_vfl_dn_3: 0.3939 (0.3931) loss_vfl_dn_4: 0.3944 (0.3900) loss_vfl_dn_5: 0.3934 (0.3895) loss_vfl_dn_pre: 0.4856 (0.4863) loss_vfl_enc_0: 0.7131 (0.7261) loss_vfl_pre: 0.7135 (0.7236) time: 0.7413 data: 0.0301 max mem: 9085 Epoch: [46] [1800/3696] eta: 0:23:53 lr: 0.000013 loss: 30.1886 (31.1423) loss_bbox: 0.1567 (0.1710) loss_bbox_aux_0: 0.1765 (0.1837) loss_bbox_aux_1: 0.1598 (0.1737) loss_bbox_aux_2: 0.1564 (0.1715) loss_bbox_aux_3: 0.1564 (0.1711) loss_bbox_aux_4: 0.1567 (0.1710) loss_bbox_dn_0: 0.2417 (0.2349) loss_bbox_dn_1: 0.1666 (0.1729) loss_bbox_dn_2: 0.1591 (0.1626) loss_bbox_dn_3: 0.1573 (0.1593) loss_bbox_dn_4: 0.1568 (0.1586) loss_bbox_dn_5: 0.1568 (0.1586) loss_bbox_dn_pre: 0.2477 (0.2408) loss_bbox_enc_0: 0.2123 (0.2178) loss_bbox_pre: 0.1756 (0.1839) loss_dfl: 0.9630 (0.9584) loss_fgl_aux_0: 0.9976 (0.9915) loss_fgl_aux_1: 0.9661 (0.9610) loss_fgl_aux_2: 0.9635 (0.9586) loss_fgl_aux_3: 0.9633 (0.9584) loss_fgl_aux_4: 0.9632 (0.9584) loss_fgl_dn_0: 1.0853 (1.0854) loss_fgl_dn_1: 0.9730 (0.9820) loss_fgl_dn_2: 0.9619 (0.9729) loss_fgl_dn_3: 0.9630 (0.9736) loss_fgl_dn_4: 0.9634 (0.9741) loss_fgl_dn_5: 0.9634 (0.9741) loss_giou: 0.5030 (0.5523) loss_giou_aux_0: 0.5280 (0.5779) loss_giou_aux_1: 0.5079 (0.5579) loss_giou_aux_2: 0.5034 (0.5534) loss_giou_aux_3: 0.5043 (0.5525) loss_giou_aux_4: 0.5031 (0.5523) loss_giou_dn_0: 0.5336 (0.5577) loss_giou_dn_1: 0.4172 (0.4458) loss_giou_dn_2: 0.3956 (0.4287) loss_giou_dn_3: 0.3932 (0.4239) loss_giou_dn_4: 0.3922 (0.4229) loss_giou_dn_5: 0.3922 (0.4229) loss_giou_dn_pre: 0.5306 (0.5569) loss_giou_enc_0: 0.6225 (0.6504) loss_giou_pre: 0.5297 (0.5764) loss_ddf_aux_0: 0.0498 (0.0536) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2474 (0.2515) loss_ddf_dn_1: 0.0348 (0.0332) loss_ddf_dn_2: 0.0080 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6237 (0.6510) loss_vfl_aux_0: 0.7058 (0.7210) loss_vfl_aux_1: 0.6793 (0.6965) loss_vfl_aux_2: 0.6531 (0.6796) loss_vfl_aux_3: 0.6476 (0.6623) loss_vfl_aux_4: 0.6331 (0.6529) loss_vfl_dn_0: 0.4815 (0.4858) loss_vfl_dn_1: 0.4064 (0.4171) loss_vfl_dn_2: 0.3893 (0.4011) loss_vfl_dn_3: 0.3830 (0.3931) loss_vfl_dn_4: 0.3805 (0.3900) loss_vfl_dn_5: 0.3796 (0.3896) loss_vfl_dn_pre: 0.4813 (0.4863) loss_vfl_enc_0: 0.7074 (0.7256) loss_vfl_pre: 0.7104 (0.7232) time: 0.7471 data: 0.0276 max mem: 9085 Epoch: [46] [1900/3696] eta: 0:22:38 lr: 0.000013 loss: 31.2883 (31.1532) loss_bbox: 0.1741 (0.1710) loss_bbox_aux_0: 0.1893 (0.1838) loss_bbox_aux_1: 0.1771 (0.1738) loss_bbox_aux_2: 0.1737 (0.1716) loss_bbox_aux_3: 0.1740 (0.1711) loss_bbox_aux_4: 0.1741 (0.1710) loss_bbox_dn_0: 0.2353 (0.2347) loss_bbox_dn_1: 0.1768 (0.1728) loss_bbox_dn_2: 0.1680 (0.1624) loss_bbox_dn_3: 0.1636 (0.1591) loss_bbox_dn_4: 0.1619 (0.1584) loss_bbox_dn_5: 0.1619 (0.1584) loss_bbox_dn_pre: 0.2383 (0.2406) loss_bbox_enc_0: 0.2239 (0.2178) loss_bbox_pre: 0.1881 (0.1840) loss_dfl: 0.9536 (0.9585) loss_fgl_aux_0: 0.9882 (0.9915) loss_fgl_aux_1: 0.9578 (0.9611) loss_fgl_aux_2: 0.9535 (0.9586) loss_fgl_aux_3: 0.9537 (0.9585) loss_fgl_aux_4: 0.9534 (0.9585) loss_fgl_dn_0: 1.0765 (1.0853) loss_fgl_dn_1: 0.9789 (0.9821) loss_fgl_dn_2: 0.9717 (0.9730) loss_fgl_dn_3: 0.9712 (0.9737) loss_fgl_dn_4: 0.9717 (0.9742) loss_fgl_dn_5: 0.9718 (0.9742) loss_giou: 0.5690 (0.5531) loss_giou_aux_0: 0.5895 (0.5787) loss_giou_aux_1: 0.5680 (0.5587) loss_giou_aux_2: 0.5664 (0.5541) loss_giou_aux_3: 0.5676 (0.5532) loss_giou_aux_4: 0.5687 (0.5531) loss_giou_dn_0: 0.5767 (0.5582) loss_giou_dn_1: 0.4607 (0.4463) loss_giou_dn_2: 0.4409 (0.4291) loss_giou_dn_3: 0.4354 (0.4244) loss_giou_dn_4: 0.4338 (0.4233) loss_giou_dn_5: 0.4338 (0.4233) loss_giou_dn_pre: 0.5746 (0.5574) loss_giou_enc_0: 0.6513 (0.6510) loss_giou_pre: 0.5874 (0.5772) loss_ddf_aux_0: 0.0563 (0.0537) loss_ddf_aux_1: 0.0076 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2589 (0.2514) loss_ddf_dn_1: 0.0320 (0.0332) loss_ddf_dn_2: 0.0069 (0.0072) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6412 (0.6512) loss_vfl_aux_0: 0.7128 (0.7209) loss_vfl_aux_1: 0.6926 (0.6967) loss_vfl_aux_2: 0.6676 (0.6798) loss_vfl_aux_3: 0.6483 (0.6624) loss_vfl_aux_4: 0.6416 (0.6531) loss_vfl_dn_0: 0.4885 (0.4857) loss_vfl_dn_1: 0.4205 (0.4172) loss_vfl_dn_2: 0.4054 (0.4013) loss_vfl_dn_3: 0.3964 (0.3932) loss_vfl_dn_4: 0.3937 (0.3902) loss_vfl_dn_5: 0.3940 (0.3897) loss_vfl_dn_pre: 0.4886 (0.4862) loss_vfl_enc_0: 0.7194 (0.7255) loss_vfl_pre: 0.7145 (0.7232) time: 0.7671 data: 0.0292 max mem: 9085 Epoch: [46] [2000/3696] eta: 0:21:24 lr: 0.000013 loss: 31.5317 (31.1489) loss_bbox: 0.1578 (0.1708) loss_bbox_aux_0: 0.1666 (0.1836) loss_bbox_aux_1: 0.1596 (0.1736) loss_bbox_aux_2: 0.1580 (0.1714) loss_bbox_aux_3: 0.1580 (0.1709) loss_bbox_aux_4: 0.1579 (0.1708) loss_bbox_dn_0: 0.2310 (0.2346) loss_bbox_dn_1: 0.1678 (0.1727) loss_bbox_dn_2: 0.1576 (0.1623) loss_bbox_dn_3: 0.1530 (0.1591) loss_bbox_dn_4: 0.1527 (0.1584) loss_bbox_dn_5: 0.1528 (0.1584) loss_bbox_dn_pre: 0.2377 (0.2405) loss_bbox_enc_0: 0.1915 (0.2176) loss_bbox_pre: 0.1659 (0.1839) loss_dfl: 0.9525 (0.9584) loss_fgl_aux_0: 0.9869 (0.9914) loss_fgl_aux_1: 0.9565 (0.9610) loss_fgl_aux_2: 0.9516 (0.9585) loss_fgl_aux_3: 0.9511 (0.9584) loss_fgl_aux_4: 0.9521 (0.9584) loss_fgl_dn_0: 1.0742 (1.0853) loss_fgl_dn_1: 0.9826 (0.9820) loss_fgl_dn_2: 0.9748 (0.9728) loss_fgl_dn_3: 0.9767 (0.9736) loss_fgl_dn_4: 0.9777 (0.9741) loss_fgl_dn_5: 0.9777 (0.9741) loss_giou: 0.5320 (0.5529) loss_giou_aux_0: 0.5542 (0.5785) loss_giou_aux_1: 0.5333 (0.5585) loss_giou_aux_2: 0.5326 (0.5539) loss_giou_aux_3: 0.5314 (0.5530) loss_giou_aux_4: 0.5319 (0.5529) loss_giou_dn_0: 0.5563 (0.5583) loss_giou_dn_1: 0.4388 (0.4463) loss_giou_dn_2: 0.4202 (0.4292) loss_giou_dn_3: 0.4152 (0.4244) loss_giou_dn_4: 0.4141 (0.4234) loss_giou_dn_5: 0.4141 (0.4234) loss_giou_dn_pre: 0.5572 (0.5575) loss_giou_enc_0: 0.6341 (0.6509) loss_giou_pre: 0.5518 (0.5770) loss_ddf_aux_0: 0.0532 (0.0537) loss_ddf_aux_1: 0.0076 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2384 (0.2513) loss_ddf_dn_1: 0.0312 (0.0332) loss_ddf_dn_2: 0.0076 (0.0073) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6650 (0.6515) loss_vfl_aux_0: 0.7445 (0.7209) loss_vfl_aux_1: 0.7203 (0.6968) loss_vfl_aux_2: 0.6884 (0.6799) loss_vfl_aux_3: 0.6815 (0.6626) loss_vfl_aux_4: 0.6691 (0.6533) loss_vfl_dn_0: 0.4901 (0.4857) loss_vfl_dn_1: 0.4238 (0.4172) loss_vfl_dn_2: 0.4095 (0.4012) loss_vfl_dn_3: 0.4001 (0.3932) loss_vfl_dn_4: 0.3981 (0.3902) loss_vfl_dn_5: 0.3974 (0.3897) loss_vfl_dn_pre: 0.4919 (0.4862) loss_vfl_enc_0: 0.7268 (0.7253) loss_vfl_pre: 0.7479 (0.7232) time: 0.7678 data: 0.0303 max mem: 9085 Epoch: [46] [2100/3696] eta: 0:20:09 lr: 0.000013 loss: 32.0052 (31.1610) loss_bbox: 0.1712 (0.1712) loss_bbox_aux_0: 0.1847 (0.1840) loss_bbox_aux_1: 0.1750 (0.1740) loss_bbox_aux_2: 0.1722 (0.1718) loss_bbox_aux_3: 0.1715 (0.1713) loss_bbox_aux_4: 0.1713 (0.1712) loss_bbox_dn_0: 0.2417 (0.2353) loss_bbox_dn_1: 0.1870 (0.1732) loss_bbox_dn_2: 0.1739 (0.1628) loss_bbox_dn_3: 0.1730 (0.1595) loss_bbox_dn_4: 0.1727 (0.1589) loss_bbox_dn_5: 0.1727 (0.1589) loss_bbox_dn_pre: 0.2488 (0.2412) loss_bbox_enc_0: 0.2116 (0.2181) loss_bbox_pre: 0.1844 (0.1843) loss_dfl: 0.9618 (0.9584) loss_fgl_aux_0: 0.9903 (0.9914) loss_fgl_aux_1: 0.9609 (0.9610) loss_fgl_aux_2: 0.9638 (0.9585) loss_fgl_aux_3: 0.9627 (0.9584) loss_fgl_aux_4: 0.9620 (0.9584) loss_fgl_dn_0: 1.0857 (1.0853) loss_fgl_dn_1: 0.9826 (0.9819) loss_fgl_dn_2: 0.9744 (0.9728) loss_fgl_dn_3: 0.9772 (0.9736) loss_fgl_dn_4: 0.9779 (0.9740) loss_fgl_dn_5: 0.9779 (0.9740) loss_giou: 0.5729 (0.5530) loss_giou_aux_0: 0.5939 (0.5786) loss_giou_aux_1: 0.5790 (0.5586) loss_giou_aux_2: 0.5751 (0.5540) loss_giou_aux_3: 0.5745 (0.5531) loss_giou_aux_4: 0.5732 (0.5530) loss_giou_dn_0: 0.5838 (0.5585) loss_giou_dn_1: 0.4724 (0.4465) loss_giou_dn_2: 0.4581 (0.4294) loss_giou_dn_3: 0.4522 (0.4246) loss_giou_dn_4: 0.4514 (0.4236) loss_giou_dn_5: 0.4512 (0.4235) loss_giou_dn_pre: 0.5831 (0.5577) loss_giou_enc_0: 0.6843 (0.6509) loss_giou_pre: 0.5905 (0.5771) loss_ddf_aux_0: 0.0518 (0.0537) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2426 (0.2515) loss_ddf_dn_1: 0.0323 (0.0332) loss_ddf_dn_2: 0.0074 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6748 (0.6517) loss_vfl_aux_0: 0.7513 (0.7217) loss_vfl_aux_1: 0.7252 (0.6971) loss_vfl_aux_2: 0.7135 (0.6801) loss_vfl_aux_3: 0.6914 (0.6628) loss_vfl_aux_4: 0.6742 (0.6536) loss_vfl_dn_0: 0.4864 (0.4857) loss_vfl_dn_1: 0.4238 (0.4173) loss_vfl_dn_2: 0.4104 (0.4013) loss_vfl_dn_3: 0.4034 (0.3932) loss_vfl_dn_4: 0.3988 (0.3902) loss_vfl_dn_5: 0.3980 (0.3897) loss_vfl_dn_pre: 0.4855 (0.4862) loss_vfl_enc_0: 0.7579 (0.7254) loss_vfl_pre: 0.7500 (0.7239) time: 0.7610 data: 0.0275 max mem: 9085 Epoch: [46] [2200/3696] eta: 0:18:55 lr: 0.000013 loss: 31.2056 (31.1603) loss_bbox: 0.1587 (0.1711) loss_bbox_aux_0: 0.1713 (0.1840) loss_bbox_aux_1: 0.1634 (0.1740) loss_bbox_aux_2: 0.1607 (0.1717) loss_bbox_aux_3: 0.1589 (0.1712) loss_bbox_aux_4: 0.1588 (0.1712) loss_bbox_dn_0: 0.2251 (0.2355) loss_bbox_dn_1: 0.1656 (0.1734) loss_bbox_dn_2: 0.1535 (0.1630) loss_bbox_dn_3: 0.1476 (0.1597) loss_bbox_dn_4: 0.1457 (0.1590) loss_bbox_dn_5: 0.1456 (0.1590) loss_bbox_dn_pre: 0.2320 (0.2414) loss_bbox_enc_0: 0.2090 (0.2181) loss_bbox_pre: 0.1720 (0.1842) loss_dfl: 0.9566 (0.9586) loss_fgl_aux_0: 0.9874 (0.9916) loss_fgl_aux_1: 0.9577 (0.9612) loss_fgl_aux_2: 0.9577 (0.9588) loss_fgl_aux_3: 0.9571 (0.9586) loss_fgl_aux_4: 0.9565 (0.9586) loss_fgl_dn_0: 1.0924 (1.0854) loss_fgl_dn_1: 0.9838 (0.9820) loss_fgl_dn_2: 0.9727 (0.9729) loss_fgl_dn_3: 0.9725 (0.9736) loss_fgl_dn_4: 0.9729 (0.9741) loss_fgl_dn_5: 0.9729 (0.9741) loss_giou: 0.5074 (0.5525) loss_giou_aux_0: 0.5269 (0.5781) loss_giou_aux_1: 0.5100 (0.5581) loss_giou_aux_2: 0.5085 (0.5535) loss_giou_aux_3: 0.5064 (0.5526) loss_giou_aux_4: 0.5072 (0.5525) loss_giou_dn_0: 0.5323 (0.5583) loss_giou_dn_1: 0.4264 (0.4463) loss_giou_dn_2: 0.4137 (0.4292) loss_giou_dn_3: 0.4080 (0.4244) loss_giou_dn_4: 0.4068 (0.4234) loss_giou_dn_5: 0.4067 (0.4234) loss_giou_dn_pre: 0.5334 (0.5575) loss_giou_enc_0: 0.5986 (0.6504) loss_giou_pre: 0.5278 (0.5766) loss_ddf_aux_0: 0.0564 (0.0537) loss_ddf_aux_1: 0.0081 (0.0075) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2465 (0.2513) loss_ddf_dn_1: 0.0314 (0.0332) loss_ddf_dn_2: 0.0072 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6666 (0.6522) loss_vfl_aux_0: 0.7330 (0.7219) loss_vfl_aux_1: 0.7021 (0.6973) loss_vfl_aux_2: 0.6762 (0.6803) loss_vfl_aux_3: 0.6753 (0.6632) loss_vfl_aux_4: 0.6637 (0.6540) loss_vfl_dn_0: 0.4838 (0.4857) loss_vfl_dn_1: 0.4131 (0.4173) loss_vfl_dn_2: 0.3969 (0.4013) loss_vfl_dn_3: 0.3902 (0.3932) loss_vfl_dn_4: 0.3888 (0.3902) loss_vfl_dn_5: 0.3887 (0.3897) loss_vfl_dn_pre: 0.4839 (0.4862) loss_vfl_enc_0: 0.7260 (0.7253) loss_vfl_pre: 0.7300 (0.7241) time: 0.7687 data: 0.0356 max mem: 9085 Epoch: [46] [2300/3696] eta: 0:17:39 lr: 0.000013 loss: 31.3801 (31.1631) loss_bbox: 0.1691 (0.1713) loss_bbox_aux_0: 0.1783 (0.1841) loss_bbox_aux_1: 0.1721 (0.1741) loss_bbox_aux_2: 0.1716 (0.1719) loss_bbox_aux_3: 0.1691 (0.1714) loss_bbox_aux_4: 0.1691 (0.1713) loss_bbox_dn_0: 0.2154 (0.2357) loss_bbox_dn_1: 0.1641 (0.1735) loss_bbox_dn_2: 0.1546 (0.1632) loss_bbox_dn_3: 0.1524 (0.1599) loss_bbox_dn_4: 0.1518 (0.1592) loss_bbox_dn_5: 0.1518 (0.1592) loss_bbox_dn_pre: 0.2263 (0.2416) loss_bbox_enc_0: 0.2066 (0.2184) loss_bbox_pre: 0.1817 (0.1844) loss_dfl: 0.9509 (0.9586) loss_fgl_aux_0: 0.9907 (0.9916) loss_fgl_aux_1: 0.9563 (0.9612) loss_fgl_aux_2: 0.9523 (0.9587) loss_fgl_aux_3: 0.9505 (0.9586) loss_fgl_aux_4: 0.9505 (0.9586) loss_fgl_dn_0: 1.0791 (1.0854) loss_fgl_dn_1: 0.9883 (0.9820) loss_fgl_dn_2: 0.9777 (0.9729) loss_fgl_dn_3: 0.9785 (0.9736) loss_fgl_dn_4: 0.9786 (0.9741) loss_fgl_dn_5: 0.9786 (0.9741) loss_giou: 0.5737 (0.5525) loss_giou_aux_0: 0.5869 (0.5781) loss_giou_aux_1: 0.5724 (0.5581) loss_giou_aux_2: 0.5680 (0.5535) loss_giou_aux_3: 0.5683 (0.5527) loss_giou_aux_4: 0.5735 (0.5525) loss_giou_dn_0: 0.5671 (0.5583) loss_giou_dn_1: 0.4579 (0.4465) loss_giou_dn_2: 0.4438 (0.4293) loss_giou_dn_3: 0.4369 (0.4246) loss_giou_dn_4: 0.4355 (0.4236) loss_giou_dn_5: 0.4357 (0.4236) loss_giou_dn_pre: 0.5661 (0.5575) loss_giou_enc_0: 0.6697 (0.6505) loss_giou_pre: 0.5876 (0.5766) loss_ddf_aux_0: 0.0488 (0.0537) loss_ddf_aux_1: 0.0070 (0.0075) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2431 (0.2511) loss_ddf_dn_1: 0.0303 (0.0331) loss_ddf_dn_2: 0.0066 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6328 (0.6521) loss_vfl_aux_0: 0.6856 (0.7217) loss_vfl_aux_1: 0.6663 (0.6974) loss_vfl_aux_2: 0.6562 (0.6805) loss_vfl_aux_3: 0.6388 (0.6632) loss_vfl_aux_4: 0.6350 (0.6540) loss_vfl_dn_0: 0.4809 (0.4857) loss_vfl_dn_1: 0.4177 (0.4173) loss_vfl_dn_2: 0.4072 (0.4013) loss_vfl_dn_3: 0.3955 (0.3932) loss_vfl_dn_4: 0.3918 (0.3902) loss_vfl_dn_5: 0.3926 (0.3897) loss_vfl_dn_pre: 0.4804 (0.4861) loss_vfl_enc_0: 0.6968 (0.7252) loss_vfl_pre: 0.6908 (0.7239) time: 0.7480 data: 0.0315 max mem: 9085 Epoch: [46] [2400/3696] eta: 0:16:24 lr: 0.000013 loss: 31.3066 (31.1659) loss_bbox: 0.1824 (0.1713) loss_bbox_aux_0: 0.1922 (0.1841) loss_bbox_aux_1: 0.1853 (0.1741) loss_bbox_aux_2: 0.1826 (0.1719) loss_bbox_aux_3: 0.1828 (0.1714) loss_bbox_aux_4: 0.1825 (0.1713) loss_bbox_dn_0: 0.2374 (0.2355) loss_bbox_dn_1: 0.1773 (0.1735) loss_bbox_dn_2: 0.1676 (0.1632) loss_bbox_dn_3: 0.1650 (0.1599) loss_bbox_dn_4: 0.1647 (0.1592) loss_bbox_dn_5: 0.1649 (0.1592) loss_bbox_dn_pre: 0.2463 (0.2414) loss_bbox_enc_0: 0.2197 (0.2183) loss_bbox_pre: 0.1929 (0.1844) loss_dfl: 0.9581 (0.9588) loss_fgl_aux_0: 0.9839 (0.9917) loss_fgl_aux_1: 0.9611 (0.9614) loss_fgl_aux_2: 0.9592 (0.9589) loss_fgl_aux_3: 0.9585 (0.9588) loss_fgl_aux_4: 0.9586 (0.9588) loss_fgl_dn_0: 1.0772 (1.0854) loss_fgl_dn_1: 0.9835 (0.9821) loss_fgl_dn_2: 0.9747 (0.9730) loss_fgl_dn_3: 0.9768 (0.9738) loss_fgl_dn_4: 0.9774 (0.9743) loss_fgl_dn_5: 0.9773 (0.9743) loss_giou: 0.5645 (0.5527) loss_giou_aux_0: 0.5838 (0.5784) loss_giou_aux_1: 0.5692 (0.5583) loss_giou_aux_2: 0.5638 (0.5537) loss_giou_aux_3: 0.5634 (0.5529) loss_giou_aux_4: 0.5647 (0.5528) loss_giou_dn_0: 0.5591 (0.5583) loss_giou_dn_1: 0.4456 (0.4465) loss_giou_dn_2: 0.4316 (0.4294) loss_giou_dn_3: 0.4295 (0.4247) loss_giou_dn_4: 0.4274 (0.4237) loss_giou_dn_5: 0.4276 (0.4237) loss_giou_dn_pre: 0.5605 (0.5575) loss_giou_enc_0: 0.6464 (0.6508) loss_giou_pre: 0.5827 (0.5769) loss_ddf_aux_0: 0.0493 (0.0536) loss_ddf_aux_1: 0.0072 (0.0075) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2373 (0.2507) loss_ddf_dn_1: 0.0280 (0.0331) loss_ddf_dn_2: 0.0060 (0.0073) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6516 (0.6522) loss_vfl_aux_0: 0.7295 (0.7214) loss_vfl_aux_1: 0.6946 (0.6975) loss_vfl_aux_2: 0.6862 (0.6806) loss_vfl_aux_3: 0.6678 (0.6632) loss_vfl_aux_4: 0.6580 (0.6540) loss_vfl_dn_0: 0.4809 (0.4856) loss_vfl_dn_1: 0.4183 (0.4173) loss_vfl_dn_2: 0.4048 (0.4013) loss_vfl_dn_3: 0.4001 (0.3932) loss_vfl_dn_4: 0.3954 (0.3902) loss_vfl_dn_5: 0.3969 (0.3898) loss_vfl_dn_pre: 0.4814 (0.4861) loss_vfl_enc_0: 0.7271 (0.7251) loss_vfl_pre: 0.7312 (0.7236) time: 0.9207 data: 0.0227 max mem: 9085 Epoch: [46] [2500/3696] eta: 0:15:10 lr: 0.000013 loss: 30.9511 (31.1642) loss_bbox: 0.1638 (0.1714) loss_bbox_aux_0: 0.1701 (0.1842) loss_bbox_aux_1: 0.1655 (0.1742) loss_bbox_aux_2: 0.1651 (0.1719) loss_bbox_aux_3: 0.1639 (0.1714) loss_bbox_aux_4: 0.1637 (0.1714) loss_bbox_dn_0: 0.2192 (0.2357) loss_bbox_dn_1: 0.1578 (0.1736) loss_bbox_dn_2: 0.1466 (0.1633) loss_bbox_dn_3: 0.1439 (0.1600) loss_bbox_dn_4: 0.1442 (0.1593) loss_bbox_dn_5: 0.1441 (0.1593) loss_bbox_dn_pre: 0.2211 (0.2415) loss_bbox_enc_0: 0.1978 (0.2184) loss_bbox_pre: 0.1703 (0.1844) loss_dfl: 0.9593 (0.9588) loss_fgl_aux_0: 0.9882 (0.9917) loss_fgl_aux_1: 0.9609 (0.9614) loss_fgl_aux_2: 0.9591 (0.9589) loss_fgl_aux_3: 0.9593 (0.9588) loss_fgl_aux_4: 0.9593 (0.9588) loss_fgl_dn_0: 1.0905 (1.0854) loss_fgl_dn_1: 0.9793 (0.9821) loss_fgl_dn_2: 0.9682 (0.9731) loss_fgl_dn_3: 0.9699 (0.9738) loss_fgl_dn_4: 0.9698 (0.9743) loss_fgl_dn_5: 0.9698 (0.9743) loss_giou: 0.5250 (0.5526) loss_giou_aux_0: 0.5519 (0.5782) loss_giou_aux_1: 0.5290 (0.5582) loss_giou_aux_2: 0.5268 (0.5536) loss_giou_aux_3: 0.5266 (0.5528) loss_giou_aux_4: 0.5259 (0.5527) loss_giou_dn_0: 0.5527 (0.5582) loss_giou_dn_1: 0.4416 (0.4464) loss_giou_dn_2: 0.4172 (0.4293) loss_giou_dn_3: 0.4121 (0.4246) loss_giou_dn_4: 0.4096 (0.4235) loss_giou_dn_5: 0.4098 (0.4235) loss_giou_dn_pre: 0.5513 (0.5574) loss_giou_enc_0: 0.6239 (0.6508) loss_giou_pre: 0.5503 (0.5767) loss_ddf_aux_0: 0.0495 (0.0535) loss_ddf_aux_1: 0.0068 (0.0074) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2448 (0.2506) loss_ddf_dn_1: 0.0319 (0.0330) loss_ddf_dn_2: 0.0066 (0.0073) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6313 (0.6521) loss_vfl_aux_0: 0.7026 (0.7213) loss_vfl_aux_1: 0.6757 (0.6975) loss_vfl_aux_2: 0.6537 (0.6804) loss_vfl_aux_3: 0.6348 (0.6631) loss_vfl_aux_4: 0.6348 (0.6539) loss_vfl_dn_0: 0.4825 (0.4856) loss_vfl_dn_1: 0.4181 (0.4172) loss_vfl_dn_2: 0.4015 (0.4013) loss_vfl_dn_3: 0.3900 (0.3931) loss_vfl_dn_4: 0.3898 (0.3901) loss_vfl_dn_5: 0.3892 (0.3897) loss_vfl_dn_pre: 0.4819 (0.4861) loss_vfl_enc_0: 0.7153 (0.7250) loss_vfl_pre: 0.7088 (0.7235) time: 0.8367 data: 0.0284 max mem: 9085 Epoch: [46] [2600/3696] eta: 0:14:00 lr: 0.000013 loss: 30.5891 (31.1621) loss_bbox: 0.1646 (0.1714) loss_bbox_aux_0: 0.1759 (0.1842) loss_bbox_aux_1: 0.1668 (0.1742) loss_bbox_aux_2: 0.1647 (0.1720) loss_bbox_aux_3: 0.1645 (0.1715) loss_bbox_aux_4: 0.1646 (0.1714) loss_bbox_dn_0: 0.2336 (0.2356) loss_bbox_dn_1: 0.1708 (0.1736) loss_bbox_dn_2: 0.1587 (0.1632) loss_bbox_dn_3: 0.1543 (0.1599) loss_bbox_dn_4: 0.1534 (0.1593) loss_bbox_dn_5: 0.1533 (0.1593) loss_bbox_dn_pre: 0.2384 (0.2415) loss_bbox_enc_0: 0.2076 (0.2184) loss_bbox_pre: 0.1752 (0.1844) loss_dfl: 0.9643 (0.9587) loss_fgl_aux_0: 0.9989 (0.9916) loss_fgl_aux_1: 0.9648 (0.9613) loss_fgl_aux_2: 0.9637 (0.9589) loss_fgl_aux_3: 0.9646 (0.9587) loss_fgl_aux_4: 0.9642 (0.9587) loss_fgl_dn_0: 1.0857 (1.0855) loss_fgl_dn_1: 0.9833 (0.9822) loss_fgl_dn_2: 0.9747 (0.9731) loss_fgl_dn_3: 0.9755 (0.9739) loss_fgl_dn_4: 0.9757 (0.9743) loss_fgl_dn_5: 0.9757 (0.9743) loss_giou: 0.5358 (0.5527) loss_giou_aux_0: 0.5518 (0.5783) loss_giou_aux_1: 0.5391 (0.5583) loss_giou_aux_2: 0.5351 (0.5537) loss_giou_aux_3: 0.5365 (0.5528) loss_giou_aux_4: 0.5358 (0.5527) loss_giou_dn_0: 0.5324 (0.5580) loss_giou_dn_1: 0.4236 (0.4463) loss_giou_dn_2: 0.4052 (0.4292) loss_giou_dn_3: 0.4039 (0.4245) loss_giou_dn_4: 0.4037 (0.4235) loss_giou_dn_5: 0.4038 (0.4234) loss_giou_dn_pre: 0.5331 (0.5573) loss_giou_enc_0: 0.6372 (0.6509) loss_giou_pre: 0.5484 (0.5768) loss_ddf_aux_0: 0.0531 (0.0535) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2535 (0.2505) loss_ddf_dn_1: 0.0337 (0.0330) loss_ddf_dn_2: 0.0070 (0.0073) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6467 (0.6520) loss_vfl_aux_0: 0.7329 (0.7210) loss_vfl_aux_1: 0.7032 (0.6975) loss_vfl_aux_2: 0.6767 (0.6801) loss_vfl_aux_3: 0.6533 (0.6629) loss_vfl_aux_4: 0.6494 (0.6538) loss_vfl_dn_0: 0.4795 (0.4855) loss_vfl_dn_1: 0.4016 (0.4171) loss_vfl_dn_2: 0.3901 (0.4012) loss_vfl_dn_3: 0.3848 (0.3931) loss_vfl_dn_4: 0.3832 (0.3901) loss_vfl_dn_5: 0.3813 (0.3896) loss_vfl_dn_pre: 0.4818 (0.4860) loss_vfl_enc_0: 0.7355 (0.7249) loss_vfl_pre: 0.7369 (0.7232) time: 0.7913 data: 0.0301 max mem: 9085 Epoch: [46] [2700/3696] eta: 0:12:45 lr: 0.000013 loss: 30.7644 (31.1612) loss_bbox: 0.1794 (0.1713) loss_bbox_aux_0: 0.1870 (0.1840) loss_bbox_aux_1: 0.1818 (0.1741) loss_bbox_aux_2: 0.1800 (0.1718) loss_bbox_aux_3: 0.1792 (0.1714) loss_bbox_aux_4: 0.1793 (0.1713) loss_bbox_dn_0: 0.2334 (0.2354) loss_bbox_dn_1: 0.1667 (0.1734) loss_bbox_dn_2: 0.1565 (0.1630) loss_bbox_dn_3: 0.1522 (0.1597) loss_bbox_dn_4: 0.1506 (0.1591) loss_bbox_dn_5: 0.1505 (0.1591) loss_bbox_dn_pre: 0.2412 (0.2413) loss_bbox_enc_0: 0.2202 (0.2182) loss_bbox_pre: 0.1885 (0.1843) loss_dfl: 0.9510 (0.9588) loss_fgl_aux_0: 0.9882 (0.9916) loss_fgl_aux_1: 0.9550 (0.9614) loss_fgl_aux_2: 0.9507 (0.9590) loss_fgl_aux_3: 0.9504 (0.9588) loss_fgl_aux_4: 0.9509 (0.9588) loss_fgl_dn_0: 1.0850 (1.0854) loss_fgl_dn_1: 0.9700 (0.9822) loss_fgl_dn_2: 0.9624 (0.9731) loss_fgl_dn_3: 0.9636 (0.9739) loss_fgl_dn_4: 0.9641 (0.9744) loss_fgl_dn_5: 0.9641 (0.9744) loss_giou: 0.5559 (0.5530) loss_giou_aux_0: 0.5731 (0.5786) loss_giou_aux_1: 0.5606 (0.5586) loss_giou_aux_2: 0.5559 (0.5540) loss_giou_aux_3: 0.5553 (0.5531) loss_giou_aux_4: 0.5557 (0.5530) loss_giou_dn_0: 0.5216 (0.5582) loss_giou_dn_1: 0.4091 (0.4464) loss_giou_dn_2: 0.3894 (0.4293) loss_giou_dn_3: 0.3849 (0.4246) loss_giou_dn_4: 0.3844 (0.4236) loss_giou_dn_5: 0.3844 (0.4236) loss_giou_dn_pre: 0.5187 (0.5574) loss_giou_enc_0: 0.6487 (0.6512) loss_giou_pre: 0.5699 (0.5771) loss_ddf_aux_0: 0.0493 (0.0534) loss_ddf_aux_1: 0.0069 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2423 (0.2503) loss_ddf_dn_1: 0.0335 (0.0330) loss_ddf_dn_2: 0.0076 (0.0072) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6487 (0.6519) loss_vfl_aux_0: 0.7247 (0.7207) loss_vfl_aux_1: 0.6909 (0.6972) loss_vfl_aux_2: 0.6798 (0.6799) loss_vfl_aux_3: 0.6663 (0.6628) loss_vfl_aux_4: 0.6530 (0.6537) loss_vfl_dn_0: 0.4807 (0.4855) loss_vfl_dn_1: 0.4053 (0.4171) loss_vfl_dn_2: 0.3882 (0.4012) loss_vfl_dn_3: 0.3826 (0.3931) loss_vfl_dn_4: 0.3785 (0.3901) loss_vfl_dn_5: 0.3781 (0.3896) loss_vfl_dn_pre: 0.4815 (0.4860) loss_vfl_enc_0: 0.7254 (0.7247) loss_vfl_pre: 0.7235 (0.7229) time: 0.7592 data: 0.0311 max mem: 9121 Epoch: [46] [2800/3696] eta: 0:11:28 lr: 0.000013 loss: 31.1183 (31.1676) loss_bbox: 0.1661 (0.1713) loss_bbox_aux_0: 0.1834 (0.1840) loss_bbox_aux_1: 0.1688 (0.1741) loss_bbox_aux_2: 0.1658 (0.1719) loss_bbox_aux_3: 0.1663 (0.1714) loss_bbox_aux_4: 0.1660 (0.1713) loss_bbox_dn_0: 0.2353 (0.2353) loss_bbox_dn_1: 0.1681 (0.1734) loss_bbox_dn_2: 0.1579 (0.1630) loss_bbox_dn_3: 0.1568 (0.1597) loss_bbox_dn_4: 0.1577 (0.1590) loss_bbox_dn_5: 0.1576 (0.1590) loss_bbox_dn_pre: 0.2404 (0.2412) loss_bbox_enc_0: 0.2108 (0.2181) loss_bbox_pre: 0.1841 (0.1843) loss_dfl: 0.9461 (0.9587) loss_fgl_aux_0: 0.9755 (0.9915) loss_fgl_aux_1: 0.9451 (0.9613) loss_fgl_aux_2: 0.9434 (0.9589) loss_fgl_aux_3: 0.9457 (0.9588) loss_fgl_aux_4: 0.9460 (0.9587) loss_fgl_dn_0: 1.0793 (1.0854) loss_fgl_dn_1: 0.9795 (0.9822) loss_fgl_dn_2: 0.9707 (0.9732) loss_fgl_dn_3: 0.9712 (0.9740) loss_fgl_dn_4: 0.9717 (0.9744) loss_fgl_dn_5: 0.9717 (0.9744) loss_giou: 0.5932 (0.5538) loss_giou_aux_0: 0.6166 (0.5793) loss_giou_aux_1: 0.5986 (0.5593) loss_giou_aux_2: 0.5951 (0.5547) loss_giou_aux_3: 0.5923 (0.5539) loss_giou_aux_4: 0.5928 (0.5538) loss_giou_dn_0: 0.5743 (0.5585) loss_giou_dn_1: 0.4588 (0.4469) loss_giou_dn_2: 0.4419 (0.4297) loss_giou_dn_3: 0.4362 (0.4250) loss_giou_dn_4: 0.4343 (0.4240) loss_giou_dn_5: 0.4343 (0.4240) loss_giou_dn_pre: 0.5712 (0.5578) loss_giou_enc_0: 0.6922 (0.6519) loss_giou_pre: 0.6159 (0.5778) loss_ddf_aux_0: 0.0499 (0.0533) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2415 (0.2502) loss_ddf_dn_1: 0.0304 (0.0330) loss_ddf_dn_2: 0.0070 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6355 (0.6517) loss_vfl_aux_0: 0.7069 (0.7203) loss_vfl_aux_1: 0.6803 (0.6968) loss_vfl_aux_2: 0.6761 (0.6797) loss_vfl_aux_3: 0.6515 (0.6627) loss_vfl_aux_4: 0.6404 (0.6535) loss_vfl_dn_0: 0.4815 (0.4855) loss_vfl_dn_1: 0.4087 (0.4171) loss_vfl_dn_2: 0.3944 (0.4013) loss_vfl_dn_3: 0.3873 (0.3931) loss_vfl_dn_4: 0.3846 (0.3902) loss_vfl_dn_5: 0.3831 (0.3897) loss_vfl_dn_pre: 0.4828 (0.4860) loss_vfl_enc_0: 0.7159 (0.7246) loss_vfl_pre: 0.7018 (0.7225) time: 0.7585 data: 0.0277 max mem: 9121 Epoch: [46] [2900/3696] eta: 0:10:11 lr: 0.000013 loss: 31.2602 (31.1692) loss_bbox: 0.1788 (0.1712) loss_bbox_aux_0: 0.1930 (0.1839) loss_bbox_aux_1: 0.1824 (0.1740) loss_bbox_aux_2: 0.1802 (0.1718) loss_bbox_aux_3: 0.1793 (0.1713) loss_bbox_aux_4: 0.1788 (0.1712) loss_bbox_dn_0: 0.2437 (0.2353) loss_bbox_dn_1: 0.1833 (0.1734) loss_bbox_dn_2: 0.1736 (0.1630) loss_bbox_dn_3: 0.1697 (0.1597) loss_bbox_dn_4: 0.1678 (0.1591) loss_bbox_dn_5: 0.1678 (0.1591) loss_bbox_dn_pre: 0.2514 (0.2411) loss_bbox_enc_0: 0.2251 (0.2180) loss_bbox_pre: 0.1931 (0.1841) loss_dfl: 0.9746 (0.9588) loss_fgl_aux_0: 1.0010 (0.9916) loss_fgl_aux_1: 0.9754 (0.9614) loss_fgl_aux_2: 0.9739 (0.9590) loss_fgl_aux_3: 0.9745 (0.9589) loss_fgl_aux_4: 0.9746 (0.9588) loss_fgl_dn_0: 1.0834 (1.0855) loss_fgl_dn_1: 0.9802 (0.9823) loss_fgl_dn_2: 0.9717 (0.9733) loss_fgl_dn_3: 0.9742 (0.9740) loss_fgl_dn_4: 0.9751 (0.9745) loss_fgl_dn_5: 0.9751 (0.9745) loss_giou: 0.5083 (0.5536) loss_giou_aux_0: 0.5381 (0.5792) loss_giou_aux_1: 0.5147 (0.5592) loss_giou_aux_2: 0.5116 (0.5546) loss_giou_aux_3: 0.5085 (0.5537) loss_giou_aux_4: 0.5086 (0.5536) loss_giou_dn_0: 0.5357 (0.5585) loss_giou_dn_1: 0.4277 (0.4468) loss_giou_dn_2: 0.4091 (0.4297) loss_giou_dn_3: 0.4053 (0.4250) loss_giou_dn_4: 0.4040 (0.4239) loss_giou_dn_5: 0.4042 (0.4239) loss_giou_dn_pre: 0.5329 (0.5577) loss_giou_enc_0: 0.6042 (0.6517) loss_giou_pre: 0.5355 (0.5777) loss_ddf_aux_0: 0.0505 (0.0533) loss_ddf_aux_1: 0.0067 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2379 (0.2500) loss_ddf_dn_1: 0.0309 (0.0330) loss_ddf_dn_2: 0.0062 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6744 (0.6520) loss_vfl_aux_0: 0.7598 (0.7207) loss_vfl_aux_1: 0.7412 (0.6974) loss_vfl_aux_2: 0.7165 (0.6800) loss_vfl_aux_3: 0.7000 (0.6630) loss_vfl_aux_4: 0.6784 (0.6538) loss_vfl_dn_0: 0.4882 (0.4856) loss_vfl_dn_1: 0.4191 (0.4172) loss_vfl_dn_2: 0.4023 (0.4014) loss_vfl_dn_3: 0.3972 (0.3932) loss_vfl_dn_4: 0.3933 (0.3902) loss_vfl_dn_5: 0.3929 (0.3898) loss_vfl_dn_pre: 0.4883 (0.4860) loss_vfl_enc_0: 0.7532 (0.7248) loss_vfl_pre: 0.7638 (0.7229) time: 0.7533 data: 0.0264 max mem: 9121 Epoch: [46] [3000/3696] eta: 0:08:54 lr: 0.000013 loss: 31.3380 (31.1746) loss_bbox: 0.1557 (0.1712) loss_bbox_aux_0: 0.1663 (0.1838) loss_bbox_aux_1: 0.1585 (0.1740) loss_bbox_aux_2: 0.1565 (0.1718) loss_bbox_aux_3: 0.1557 (0.1713) loss_bbox_aux_4: 0.1557 (0.1712) loss_bbox_dn_0: 0.2153 (0.2352) loss_bbox_dn_1: 0.1606 (0.1734) loss_bbox_dn_2: 0.1516 (0.1630) loss_bbox_dn_3: 0.1496 (0.1597) loss_bbox_dn_4: 0.1497 (0.1590) loss_bbox_dn_5: 0.1497 (0.1590) loss_bbox_dn_pre: 0.2252 (0.2410) loss_bbox_enc_0: 0.1983 (0.2180) loss_bbox_pre: 0.1671 (0.1841) loss_dfl: 0.9651 (0.9591) loss_fgl_aux_0: 1.0000 (0.9918) loss_fgl_aux_1: 0.9705 (0.9617) loss_fgl_aux_2: 0.9649 (0.9593) loss_fgl_aux_3: 0.9649 (0.9591) loss_fgl_aux_4: 0.9651 (0.9591) loss_fgl_dn_0: 1.0798 (1.0854) loss_fgl_dn_1: 0.9866 (0.9824) loss_fgl_dn_2: 0.9776 (0.9734) loss_fgl_dn_3: 0.9798 (0.9741) loss_fgl_dn_4: 0.9792 (0.9746) loss_fgl_dn_5: 0.9793 (0.9746) loss_giou: 0.5468 (0.5535) loss_giou_aux_0: 0.5730 (0.5791) loss_giou_aux_1: 0.5526 (0.5591) loss_giou_aux_2: 0.5492 (0.5545) loss_giou_aux_3: 0.5476 (0.5536) loss_giou_aux_4: 0.5465 (0.5535) loss_giou_dn_0: 0.5554 (0.5585) loss_giou_dn_1: 0.4501 (0.4469) loss_giou_dn_2: 0.4322 (0.4297) loss_giou_dn_3: 0.4315 (0.4250) loss_giou_dn_4: 0.4307 (0.4240) loss_giou_dn_5: 0.4307 (0.4240) loss_giou_dn_pre: 0.5559 (0.5577) loss_giou_enc_0: 0.6388 (0.6515) loss_giou_pre: 0.5732 (0.5776) loss_ddf_aux_0: 0.0499 (0.0532) loss_ddf_aux_1: 0.0075 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2414 (0.2497) loss_ddf_dn_1: 0.0329 (0.0330) loss_ddf_dn_2: 0.0073 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6607 (0.6525) loss_vfl_aux_0: 0.7191 (0.7214) loss_vfl_aux_1: 0.6946 (0.6980) loss_vfl_aux_2: 0.6866 (0.6805) loss_vfl_aux_3: 0.6690 (0.6635) loss_vfl_aux_4: 0.6667 (0.6542) loss_vfl_dn_0: 0.4816 (0.4856) loss_vfl_dn_1: 0.4185 (0.4173) loss_vfl_dn_2: 0.3986 (0.4015) loss_vfl_dn_3: 0.3919 (0.3933) loss_vfl_dn_4: 0.3912 (0.3903) loss_vfl_dn_5: 0.3918 (0.3899) loss_vfl_dn_pre: 0.4823 (0.4861) loss_vfl_enc_0: 0.7386 (0.7252) loss_vfl_pre: 0.7245 (0.7236) time: 0.7592 data: 0.0294 max mem: 9121 Epoch: [46] [3100/3696] eta: 0:07:43 lr: 0.000013 loss: 30.9230 (31.1749) loss_bbox: 0.1637 (0.1712) loss_bbox_aux_0: 0.1795 (0.1838) loss_bbox_aux_1: 0.1689 (0.1739) loss_bbox_aux_2: 0.1641 (0.1717) loss_bbox_aux_3: 0.1633 (0.1712) loss_bbox_aux_4: 0.1638 (0.1712) loss_bbox_dn_0: 0.2311 (0.2352) loss_bbox_dn_1: 0.1721 (0.1734) loss_bbox_dn_2: 0.1673 (0.1630) loss_bbox_dn_3: 0.1617 (0.1597) loss_bbox_dn_4: 0.1610 (0.1591) loss_bbox_dn_5: 0.1612 (0.1591) loss_bbox_dn_pre: 0.2400 (0.2410) loss_bbox_enc_0: 0.2207 (0.2180) loss_bbox_pre: 0.1822 (0.1841) loss_dfl: 0.9749 (0.9592) loss_fgl_aux_0: 0.9986 (0.9918) loss_fgl_aux_1: 0.9742 (0.9618) loss_fgl_aux_2: 0.9741 (0.9594) loss_fgl_aux_3: 0.9744 (0.9592) loss_fgl_aux_4: 0.9745 (0.9592) loss_fgl_dn_0: 1.0867 (1.0855) loss_fgl_dn_1: 0.9856 (0.9824) loss_fgl_dn_2: 0.9763 (0.9734) loss_fgl_dn_3: 0.9785 (0.9742) loss_fgl_dn_4: 0.9793 (0.9747) loss_fgl_dn_5: 0.9793 (0.9747) loss_giou: 0.5300 (0.5534) loss_giou_aux_0: 0.5460 (0.5789) loss_giou_aux_1: 0.5346 (0.5590) loss_giou_aux_2: 0.5314 (0.5544) loss_giou_aux_3: 0.5297 (0.5535) loss_giou_aux_4: 0.5297 (0.5534) loss_giou_dn_0: 0.5417 (0.5584) loss_giou_dn_1: 0.4247 (0.4468) loss_giou_dn_2: 0.4069 (0.4297) loss_giou_dn_3: 0.4023 (0.4249) loss_giou_dn_4: 0.4009 (0.4239) loss_giou_dn_5: 0.4008 (0.4239) loss_giou_dn_pre: 0.5381 (0.5576) loss_giou_enc_0: 0.6202 (0.6514) loss_giou_pre: 0.5461 (0.5775) loss_ddf_aux_0: 0.0489 (0.0531) loss_ddf_aux_1: 0.0068 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2346 (0.2495) loss_ddf_dn_1: 0.0288 (0.0329) loss_ddf_dn_2: 0.0059 (0.0072) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6598 (0.6526) loss_vfl_aux_0: 0.7670 (0.7219) loss_vfl_aux_1: 0.7183 (0.6982) loss_vfl_aux_2: 0.6893 (0.6805) loss_vfl_aux_3: 0.6622 (0.6635) loss_vfl_aux_4: 0.6593 (0.6543) loss_vfl_dn_0: 0.4877 (0.4856) loss_vfl_dn_1: 0.4168 (0.4173) loss_vfl_dn_2: 0.3994 (0.4015) loss_vfl_dn_3: 0.3921 (0.3933) loss_vfl_dn_4: 0.3887 (0.3903) loss_vfl_dn_5: 0.3896 (0.3899) loss_vfl_dn_pre: 0.4876 (0.4861) loss_vfl_enc_0: 0.7276 (0.7253) loss_vfl_pre: 0.7720 (0.7240) time: 0.7736 data: 0.0318 max mem: 9121 Epoch: [46] [3200/3696] eta: 0:06:31 lr: 0.000013 loss: 31.1953 (31.1684) loss_bbox: 0.1541 (0.1708) loss_bbox_aux_0: 0.1651 (0.1835) loss_bbox_aux_1: 0.1578 (0.1736) loss_bbox_aux_2: 0.1554 (0.1714) loss_bbox_aux_3: 0.1539 (0.1709) loss_bbox_aux_4: 0.1540 (0.1708) loss_bbox_dn_0: 0.2200 (0.2349) loss_bbox_dn_1: 0.1595 (0.1732) loss_bbox_dn_2: 0.1467 (0.1628) loss_bbox_dn_3: 0.1447 (0.1595) loss_bbox_dn_4: 0.1450 (0.1589) loss_bbox_dn_5: 0.1450 (0.1589) loss_bbox_dn_pre: 0.2248 (0.2407) loss_bbox_enc_0: 0.1933 (0.2177) loss_bbox_pre: 0.1677 (0.1837) loss_dfl: 0.9738 (0.9594) loss_fgl_aux_0: 1.0075 (0.9920) loss_fgl_aux_1: 0.9759 (0.9620) loss_fgl_aux_2: 0.9733 (0.9595) loss_fgl_aux_3: 0.9739 (0.9594) loss_fgl_aux_4: 0.9737 (0.9594) loss_fgl_dn_0: 1.0884 (1.0855) loss_fgl_dn_1: 0.9918 (0.9825) loss_fgl_dn_2: 0.9904 (0.9735) loss_fgl_dn_3: 0.9912 (0.9743) loss_fgl_dn_4: 0.9923 (0.9747) loss_fgl_dn_5: 0.9924 (0.9747) loss_giou: 0.5557 (0.5532) loss_giou_aux_0: 0.5844 (0.5787) loss_giou_aux_1: 0.5620 (0.5588) loss_giou_aux_2: 0.5569 (0.5542) loss_giou_aux_3: 0.5559 (0.5533) loss_giou_aux_4: 0.5556 (0.5532) loss_giou_dn_0: 0.5600 (0.5582) loss_giou_dn_1: 0.4487 (0.4466) loss_giou_dn_2: 0.4269 (0.4295) loss_giou_dn_3: 0.4236 (0.4247) loss_giou_dn_4: 0.4226 (0.4237) loss_giou_dn_5: 0.4227 (0.4237) loss_giou_dn_pre: 0.5609 (0.5574) loss_giou_enc_0: 0.6429 (0.6513) loss_giou_pre: 0.5839 (0.5772) loss_ddf_aux_0: 0.0501 (0.0530) loss_ddf_aux_1: 0.0079 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2387 (0.2494) loss_ddf_dn_1: 0.0320 (0.0329) loss_ddf_dn_2: 0.0074 (0.0072) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6519 (0.6526) loss_vfl_aux_0: 0.7111 (0.7218) loss_vfl_aux_1: 0.6989 (0.6980) loss_vfl_aux_2: 0.6684 (0.6804) loss_vfl_aux_3: 0.6547 (0.6635) loss_vfl_aux_4: 0.6561 (0.6544) loss_vfl_dn_0: 0.4816 (0.4856) loss_vfl_dn_1: 0.4155 (0.4173) loss_vfl_dn_2: 0.3987 (0.4015) loss_vfl_dn_3: 0.3927 (0.3933) loss_vfl_dn_4: 0.3879 (0.3904) loss_vfl_dn_5: 0.3874 (0.3899) loss_vfl_dn_pre: 0.4832 (0.4861) loss_vfl_enc_0: 0.7122 (0.7251) loss_vfl_pre: 0.7146 (0.7239) time: 0.7831 data: 0.0296 max mem: 9121 Epoch: [46] [3300/3696] eta: 0:05:16 lr: 0.000013 loss: 30.4269 (31.1678) loss_bbox: 0.1641 (0.1708) loss_bbox_aux_0: 0.1742 (0.1834) loss_bbox_aux_1: 0.1656 (0.1736) loss_bbox_aux_2: 0.1654 (0.1714) loss_bbox_aux_3: 0.1649 (0.1709) loss_bbox_aux_4: 0.1643 (0.1708) loss_bbox_dn_0: 0.2333 (0.2348) loss_bbox_dn_1: 0.1690 (0.1731) loss_bbox_dn_2: 0.1575 (0.1628) loss_bbox_dn_3: 0.1553 (0.1595) loss_bbox_dn_4: 0.1541 (0.1589) loss_bbox_dn_5: 0.1541 (0.1589) loss_bbox_dn_pre: 0.2369 (0.2406) loss_bbox_enc_0: 0.2131 (0.2177) loss_bbox_pre: 0.1750 (0.1837) loss_dfl: 0.9717 (0.9595) loss_fgl_aux_0: 1.0054 (0.9921) loss_fgl_aux_1: 0.9734 (0.9621) loss_fgl_aux_2: 0.9717 (0.9597) loss_fgl_aux_3: 0.9720 (0.9596) loss_fgl_aux_4: 0.9717 (0.9595) loss_fgl_dn_0: 1.0946 (1.0855) loss_fgl_dn_1: 0.9908 (0.9825) loss_fgl_dn_2: 0.9802 (0.9735) loss_fgl_dn_3: 0.9773 (0.9743) loss_fgl_dn_4: 0.9774 (0.9748) loss_fgl_dn_5: 0.9773 (0.9748) loss_giou: 0.4872 (0.5532) loss_giou_aux_0: 0.5093 (0.5787) loss_giou_aux_1: 0.4875 (0.5588) loss_giou_aux_2: 0.4879 (0.5542) loss_giou_aux_3: 0.4866 (0.5533) loss_giou_aux_4: 0.4873 (0.5532) loss_giou_dn_0: 0.5149 (0.5583) loss_giou_dn_1: 0.4034 (0.4466) loss_giou_dn_2: 0.3881 (0.4296) loss_giou_dn_3: 0.3836 (0.4248) loss_giou_dn_4: 0.3830 (0.4238) loss_giou_dn_5: 0.3831 (0.4238) loss_giou_dn_pre: 0.5141 (0.5575) loss_giou_enc_0: 0.5850 (0.6513) loss_giou_pre: 0.5084 (0.5772) loss_ddf_aux_0: 0.0474 (0.0530) loss_ddf_aux_1: 0.0068 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2349 (0.2492) loss_ddf_dn_1: 0.0293 (0.0328) loss_ddf_dn_2: 0.0076 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6300 (0.6526) loss_vfl_aux_0: 0.6993 (0.7217) loss_vfl_aux_1: 0.6641 (0.6979) loss_vfl_aux_2: 0.6433 (0.6803) loss_vfl_aux_3: 0.6376 (0.6634) loss_vfl_aux_4: 0.6334 (0.6543) loss_vfl_dn_0: 0.4829 (0.4856) loss_vfl_dn_1: 0.4156 (0.4172) loss_vfl_dn_2: 0.3983 (0.4014) loss_vfl_dn_3: 0.3906 (0.3933) loss_vfl_dn_4: 0.3876 (0.3903) loss_vfl_dn_5: 0.3868 (0.3898) loss_vfl_dn_pre: 0.4839 (0.4860) loss_vfl_enc_0: 0.7057 (0.7249) loss_vfl_pre: 0.7052 (0.7239) time: 0.7558 data: 0.0393 max mem: 9121 Epoch: [46] [3400/3696] eta: 0:03:56 lr: 0.000013 loss: 31.2815 (31.1717) loss_bbox: 0.1619 (0.1707) loss_bbox_aux_0: 0.1743 (0.1833) loss_bbox_aux_1: 0.1656 (0.1735) loss_bbox_aux_2: 0.1629 (0.1713) loss_bbox_aux_3: 0.1621 (0.1708) loss_bbox_aux_4: 0.1619 (0.1707) loss_bbox_dn_0: 0.2249 (0.2347) loss_bbox_dn_1: 0.1607 (0.1731) loss_bbox_dn_2: 0.1505 (0.1627) loss_bbox_dn_3: 0.1454 (0.1595) loss_bbox_dn_4: 0.1443 (0.1588) loss_bbox_dn_5: 0.1443 (0.1588) loss_bbox_dn_pre: 0.2246 (0.2406) loss_bbox_enc_0: 0.2172 (0.2177) loss_bbox_pre: 0.1747 (0.1836) loss_dfl: 0.9563 (0.9596) loss_fgl_aux_0: 0.9888 (0.9921) loss_fgl_aux_1: 0.9565 (0.9622) loss_fgl_aux_2: 0.9566 (0.9597) loss_fgl_aux_3: 0.9562 (0.9596) loss_fgl_aux_4: 0.9563 (0.9596) loss_fgl_dn_0: 1.0802 (1.0855) loss_fgl_dn_1: 0.9824 (0.9825) loss_fgl_dn_2: 0.9745 (0.9736) loss_fgl_dn_3: 0.9748 (0.9744) loss_fgl_dn_4: 0.9751 (0.9748) loss_fgl_dn_5: 0.9750 (0.9748) loss_giou: 0.5615 (0.5535) loss_giou_aux_0: 0.5937 (0.5790) loss_giou_aux_1: 0.5673 (0.5590) loss_giou_aux_2: 0.5632 (0.5544) loss_giou_aux_3: 0.5619 (0.5536) loss_giou_aux_4: 0.5618 (0.5535) loss_giou_dn_0: 0.5753 (0.5585) loss_giou_dn_1: 0.4545 (0.4469) loss_giou_dn_2: 0.4390 (0.4298) loss_giou_dn_3: 0.4324 (0.4250) loss_giou_dn_4: 0.4320 (0.4240) loss_giou_dn_5: 0.4321 (0.4240) loss_giou_dn_pre: 0.5726 (0.5578) loss_giou_enc_0: 0.6673 (0.6516) loss_giou_pre: 0.5937 (0.5775) loss_ddf_aux_0: 0.0493 (0.0530) loss_ddf_aux_1: 0.0065 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2455 (0.2492) loss_ddf_dn_1: 0.0299 (0.0328) loss_ddf_dn_2: 0.0067 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6449 (0.6526) loss_vfl_aux_0: 0.7201 (0.7218) loss_vfl_aux_1: 0.6930 (0.6980) loss_vfl_aux_2: 0.6635 (0.6804) loss_vfl_aux_3: 0.6573 (0.6635) loss_vfl_aux_4: 0.6461 (0.6544) loss_vfl_dn_0: 0.4830 (0.4856) loss_vfl_dn_1: 0.4146 (0.4173) loss_vfl_dn_2: 0.3995 (0.4015) loss_vfl_dn_3: 0.3870 (0.3933) loss_vfl_dn_4: 0.3850 (0.3903) loss_vfl_dn_5: 0.3845 (0.3899) loss_vfl_dn_pre: 0.4827 (0.4860) loss_vfl_enc_0: 0.7253 (0.7250) loss_vfl_pre: 0.7166 (0.7239) time: 0.7357 data: 0.0228 max mem: 9121 Epoch: [46] [3500/3696] eta: 0:02:36 lr: 0.000013 loss: 31.7556 (31.1751) loss_bbox: 0.1793 (0.1707) loss_bbox_aux_0: 0.1943 (0.1834) loss_bbox_aux_1: 0.1827 (0.1735) loss_bbox_aux_2: 0.1790 (0.1713) loss_bbox_aux_3: 0.1790 (0.1708) loss_bbox_aux_4: 0.1793 (0.1707) loss_bbox_dn_0: 0.2358 (0.2348) loss_bbox_dn_1: 0.1736 (0.1732) loss_bbox_dn_2: 0.1601 (0.1628) loss_bbox_dn_3: 0.1599 (0.1596) loss_bbox_dn_4: 0.1587 (0.1589) loss_bbox_dn_5: 0.1588 (0.1589) loss_bbox_dn_pre: 0.2400 (0.2407) loss_bbox_enc_0: 0.2229 (0.2178) loss_bbox_pre: 0.1954 (0.1837) loss_dfl: 0.9439 (0.9593) loss_fgl_aux_0: 0.9841 (0.9919) loss_fgl_aux_1: 0.9466 (0.9619) loss_fgl_aux_2: 0.9432 (0.9594) loss_fgl_aux_3: 0.9436 (0.9593) loss_fgl_aux_4: 0.9439 (0.9593) loss_fgl_dn_0: 1.0810 (1.0855) loss_fgl_dn_1: 0.9792 (0.9824) loss_fgl_dn_2: 0.9679 (0.9735) loss_fgl_dn_3: 0.9701 (0.9743) loss_fgl_dn_4: 0.9704 (0.9747) loss_fgl_dn_5: 0.9704 (0.9747) loss_giou: 0.5530 (0.5538) loss_giou_aux_0: 0.5772 (0.5793) loss_giou_aux_1: 0.5577 (0.5593) loss_giou_aux_2: 0.5529 (0.5547) loss_giou_aux_3: 0.5524 (0.5539) loss_giou_aux_4: 0.5530 (0.5538) loss_giou_dn_0: 0.5624 (0.5588) loss_giou_dn_1: 0.4477 (0.4471) loss_giou_dn_2: 0.4297 (0.4300) loss_giou_dn_3: 0.4271 (0.4253) loss_giou_dn_4: 0.4254 (0.4242) loss_giou_dn_5: 0.4256 (0.4242) loss_giou_dn_pre: 0.5618 (0.5580) loss_giou_enc_0: 0.6690 (0.6520) loss_giou_pre: 0.5742 (0.5778) loss_ddf_aux_0: 0.0561 (0.0530) loss_ddf_aux_1: 0.0077 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2662 (0.2494) loss_ddf_dn_1: 0.0322 (0.0328) loss_ddf_dn_2: 0.0080 (0.0072) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6390 (0.6524) loss_vfl_aux_0: 0.7395 (0.7218) loss_vfl_aux_1: 0.7214 (0.6979) loss_vfl_aux_2: 0.6834 (0.6803) loss_vfl_aux_3: 0.6601 (0.6633) loss_vfl_aux_4: 0.6388 (0.6542) loss_vfl_dn_0: 0.4841 (0.4856) loss_vfl_dn_1: 0.4207 (0.4174) loss_vfl_dn_2: 0.4089 (0.4015) loss_vfl_dn_3: 0.4005 (0.3934) loss_vfl_dn_4: 0.3981 (0.3904) loss_vfl_dn_5: 0.3965 (0.3899) loss_vfl_dn_pre: 0.4853 (0.4861) loss_vfl_enc_0: 0.7428 (0.7251) loss_vfl_pre: 0.7400 (0.7239) time: 0.6961 data: 0.0216 max mem: 9121 Epoch: [46] [3600/3696] eta: 0:01:16 lr: 0.000013 loss: 30.9577 (31.1762) loss_bbox: 0.1636 (0.1707) loss_bbox_aux_0: 0.1719 (0.1833) loss_bbox_aux_1: 0.1639 (0.1734) loss_bbox_aux_2: 0.1618 (0.1712) loss_bbox_aux_3: 0.1627 (0.1707) loss_bbox_aux_4: 0.1636 (0.1707) loss_bbox_dn_0: 0.2326 (0.2349) loss_bbox_dn_1: 0.1636 (0.1732) loss_bbox_dn_2: 0.1552 (0.1629) loss_bbox_dn_3: 0.1527 (0.1596) loss_bbox_dn_4: 0.1508 (0.1589) loss_bbox_dn_5: 0.1507 (0.1589) loss_bbox_dn_pre: 0.2404 (0.2407) loss_bbox_enc_0: 0.1995 (0.2178) loss_bbox_pre: 0.1723 (0.1836) loss_dfl: 0.9556 (0.9593) loss_fgl_aux_0: 0.9944 (0.9919) loss_fgl_aux_1: 0.9567 (0.9619) loss_fgl_aux_2: 0.9555 (0.9595) loss_fgl_aux_3: 0.9566 (0.9593) loss_fgl_aux_4: 0.9561 (0.9593) loss_fgl_dn_0: 1.0840 (1.0855) loss_fgl_dn_1: 0.9738 (0.9825) loss_fgl_dn_2: 0.9654 (0.9735) loss_fgl_dn_3: 0.9664 (0.9743) loss_fgl_dn_4: 0.9666 (0.9748) loss_fgl_dn_5: 0.9666 (0.9748) loss_giou: 0.5612 (0.5539) loss_giou_aux_0: 0.5795 (0.5795) loss_giou_aux_1: 0.5639 (0.5595) loss_giou_aux_2: 0.5613 (0.5549) loss_giou_aux_3: 0.5612 (0.5540) loss_giou_aux_4: 0.5612 (0.5539) loss_giou_dn_0: 0.5589 (0.5589) loss_giou_dn_1: 0.4509 (0.4472) loss_giou_dn_2: 0.4345 (0.4301) loss_giou_dn_3: 0.4268 (0.4254) loss_giou_dn_4: 0.4245 (0.4243) loss_giou_dn_5: 0.4244 (0.4243) loss_giou_dn_pre: 0.5585 (0.5582) loss_giou_enc_0: 0.6434 (0.6521) loss_giou_pre: 0.5795 (0.5780) loss_ddf_aux_0: 0.0560 (0.0531) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2463 (0.2494) loss_ddf_dn_1: 0.0311 (0.0327) loss_ddf_dn_2: 0.0061 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6492 (0.6523) loss_vfl_aux_0: 0.7111 (0.7217) loss_vfl_aux_1: 0.6896 (0.6978) loss_vfl_aux_2: 0.6704 (0.6801) loss_vfl_aux_3: 0.6571 (0.6631) loss_vfl_aux_4: 0.6521 (0.6541) loss_vfl_dn_0: 0.4795 (0.4856) loss_vfl_dn_1: 0.4108 (0.4174) loss_vfl_dn_2: 0.3963 (0.4015) loss_vfl_dn_3: 0.3890 (0.3934) loss_vfl_dn_4: 0.3869 (0.3904) loss_vfl_dn_5: 0.3861 (0.3899) loss_vfl_dn_pre: 0.4788 (0.4861) loss_vfl_enc_0: 0.7298 (0.7252) loss_vfl_pre: 0.7119 (0.7239) time: 0.7606 data: 0.0296 max mem: 9121 Epoch: [46] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 30.8261 (31.1724) loss_bbox: 0.1571 (0.1705) loss_bbox_aux_0: 0.1701 (0.1832) loss_bbox_aux_1: 0.1616 (0.1733) loss_bbox_aux_2: 0.1571 (0.1711) loss_bbox_aux_3: 0.1570 (0.1706) loss_bbox_aux_4: 0.1571 (0.1705) loss_bbox_dn_0: 0.2153 (0.2348) loss_bbox_dn_1: 0.1543 (0.1731) loss_bbox_dn_2: 0.1465 (0.1627) loss_bbox_dn_3: 0.1424 (0.1595) loss_bbox_dn_4: 0.1413 (0.1588) loss_bbox_dn_5: 0.1411 (0.1588) loss_bbox_dn_pre: 0.2218 (0.2406) loss_bbox_enc_0: 0.2051 (0.2177) loss_bbox_pre: 0.1720 (0.1835) loss_dfl: 0.9555 (0.9594) loss_fgl_aux_0: 0.9969 (0.9920) loss_fgl_aux_1: 0.9584 (0.9620) loss_fgl_aux_2: 0.9561 (0.9595) loss_fgl_aux_3: 0.9556 (0.9594) loss_fgl_aux_4: 0.9554 (0.9594) loss_fgl_dn_0: 1.0822 (1.0856) loss_fgl_dn_1: 0.9771 (0.9825) loss_fgl_dn_2: 0.9678 (0.9736) loss_fgl_dn_3: 0.9665 (0.9743) loss_fgl_dn_4: 0.9670 (0.9748) loss_fgl_dn_5: 0.9670 (0.9748) loss_giou: 0.5406 (0.5538) loss_giou_aux_0: 0.5646 (0.5793) loss_giou_aux_1: 0.5442 (0.5593) loss_giou_aux_2: 0.5388 (0.5547) loss_giou_aux_3: 0.5399 (0.5539) loss_giou_aux_4: 0.5406 (0.5538) loss_giou_dn_0: 0.5409 (0.5588) loss_giou_dn_1: 0.4412 (0.4470) loss_giou_dn_2: 0.4281 (0.4300) loss_giou_dn_3: 0.4231 (0.4252) loss_giou_dn_4: 0.4221 (0.4242) loss_giou_dn_5: 0.4222 (0.4242) loss_giou_dn_pre: 0.5418 (0.5580) loss_giou_enc_0: 0.6387 (0.6520) loss_giou_pre: 0.5620 (0.5778) loss_ddf_aux_0: 0.0494 (0.0530) loss_ddf_aux_1: 0.0065 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2507 (0.2493) loss_ddf_dn_1: 0.0312 (0.0327) loss_ddf_dn_2: 0.0073 (0.0072) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6510 (0.6522) loss_vfl_aux_0: 0.7037 (0.7217) loss_vfl_aux_1: 0.6844 (0.6978) loss_vfl_aux_2: 0.6624 (0.6800) loss_vfl_aux_3: 0.6506 (0.6631) loss_vfl_aux_4: 0.6540 (0.6540) loss_vfl_dn_0: 0.4807 (0.4856) loss_vfl_dn_1: 0.4115 (0.4174) loss_vfl_dn_2: 0.3983 (0.4015) loss_vfl_dn_3: 0.3900 (0.3934) loss_vfl_dn_4: 0.3874 (0.3904) loss_vfl_dn_5: 0.3867 (0.3899) loss_vfl_dn_pre: 0.4812 (0.4861) loss_vfl_enc_0: 0.7091 (0.7252) loss_vfl_pre: 0.7047 (0.7239) time: 2.5127 data: 0.0304 max mem: 9121 Epoch: [46] Total time: 0:49:32 (0.8043 s / it) Averaged stats: lr: 0.000013 loss: 30.8261 (31.1724) loss_bbox: 0.1571 (0.1705) loss_bbox_aux_0: 0.1701 (0.1832) loss_bbox_aux_1: 0.1616 (0.1733) loss_bbox_aux_2: 0.1571 (0.1711) loss_bbox_aux_3: 0.1570 (0.1706) loss_bbox_aux_4: 0.1571 (0.1705) loss_bbox_dn_0: 0.2153 (0.2348) loss_bbox_dn_1: 0.1543 (0.1731) loss_bbox_dn_2: 0.1465 (0.1627) loss_bbox_dn_3: 0.1424 (0.1595) loss_bbox_dn_4: 0.1413 (0.1588) loss_bbox_dn_5: 0.1411 (0.1588) loss_bbox_dn_pre: 0.2218 (0.2406) loss_bbox_enc_0: 0.2051 (0.2177) loss_bbox_pre: 0.1720 (0.1835) loss_dfl: 0.9555 (0.9594) loss_fgl_aux_0: 0.9969 (0.9920) loss_fgl_aux_1: 0.9584 (0.9620) loss_fgl_aux_2: 0.9561 (0.9595) loss_fgl_aux_3: 0.9556 (0.9594) loss_fgl_aux_4: 0.9554 (0.9594) loss_fgl_dn_0: 1.0822 (1.0856) loss_fgl_dn_1: 0.9771 (0.9825) loss_fgl_dn_2: 0.9678 (0.9736) loss_fgl_dn_3: 0.9665 (0.9743) loss_fgl_dn_4: 0.9670 (0.9748) loss_fgl_dn_5: 0.9670 (0.9748) loss_giou: 0.5406 (0.5538) loss_giou_aux_0: 0.5646 (0.5793) loss_giou_aux_1: 0.5442 (0.5593) loss_giou_aux_2: 0.5388 (0.5547) loss_giou_aux_3: 0.5399 (0.5539) loss_giou_aux_4: 0.5406 (0.5538) loss_giou_dn_0: 0.5409 (0.5588) loss_giou_dn_1: 0.4412 (0.4470) loss_giou_dn_2: 0.4281 (0.4300) loss_giou_dn_3: 0.4231 (0.4252) loss_giou_dn_4: 0.4221 (0.4242) loss_giou_dn_5: 0.4222 (0.4242) loss_giou_dn_pre: 0.5418 (0.5580) loss_giou_enc_0: 0.6387 (0.6520) loss_giou_pre: 0.5620 (0.5778) loss_ddf_aux_0: 0.0494 (0.0530) loss_ddf_aux_1: 0.0065 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2507 (0.2493) loss_ddf_dn_1: 0.0312 (0.0327) loss_ddf_dn_2: 0.0073 (0.0072) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6510 (0.6522) loss_vfl_aux_0: 0.7037 (0.7217) loss_vfl_aux_1: 0.6844 (0.6978) loss_vfl_aux_2: 0.6624 (0.6800) loss_vfl_aux_3: 0.6506 (0.6631) loss_vfl_aux_4: 0.6540 (0.6540) loss_vfl_dn_0: 0.4807 (0.4856) loss_vfl_dn_1: 0.4115 (0.4174) loss_vfl_dn_2: 0.3983 (0.4015) loss_vfl_dn_3: 0.3900 (0.3934) loss_vfl_dn_4: 0.3874 (0.3904) loss_vfl_dn_5: 0.3867 (0.3899) loss_vfl_dn_pre: 0.4812 (0.4861) loss_vfl_enc_0: 0.7091 (0.7252) loss_vfl_pre: 0.7047 (0.7239) Test: [ 0/79] eta: 0:02:44 time: 2.0761 data: 1.5301 max mem: 9121 Test: [10/79] eta: 0:01:07 time: 0.9839 data: 0.1934 max mem: 9121 Test: [20/79] eta: 0:00:46 time: 0.7244 data: 0.0586 max mem: 9121 Test: [30/79] eta: 0:00:35 time: 0.5972 data: 0.0605 max mem: 9121 Test: [40/79] eta: 0:00:27 time: 0.6122 data: 0.0645 max mem: 9121 Test: [50/79] eta: 0:00:20 time: 0.7082 data: 0.0672 max mem: 9121 Test: [60/79] eta: 0:00:13 time: 0.7089 data: 0.0673 max mem: 9121 Test: [70/79] eta: 0:00:06 time: 0.5971 data: 0.0645 max mem: 9121 Test: [78/79] eta: 0:00:00 time: 0.5620 data: 0.0619 max mem: 9121 Test: Total time: 0:00:53 (0.6752 s / it) Averaged stats: Accumulating evaluation results... DONE (t=27.62s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.536 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.712 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.581 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.350 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.581 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.721 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.395 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.663 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.729 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.563 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.775 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 best_stat: {'epoch': 45, 'coco_eval_bbox': 0.5366188227784761} Epoch: [47] [ 0/3696] eta: 5:35:37 lr: 0.000013 loss: 31.9568 (31.9568) loss_bbox: 0.2096 (0.2096) loss_bbox_aux_0: 0.2284 (0.2284) loss_bbox_aux_1: 0.2126 (0.2126) loss_bbox_aux_2: 0.2112 (0.2112) loss_bbox_aux_3: 0.2097 (0.2097) loss_bbox_aux_4: 0.2096 (0.2096) loss_bbox_dn_0: 0.3094 (0.3094) loss_bbox_dn_1: 0.2214 (0.2214) loss_bbox_dn_2: 0.2056 (0.2056) loss_bbox_dn_3: 0.2030 (0.2030) loss_bbox_dn_4: 0.2016 (0.2016) loss_bbox_dn_5: 0.2016 (0.2016) loss_bbox_dn_pre: 0.3186 (0.3186) loss_bbox_enc_0: 0.2721 (0.2721) loss_bbox_pre: 0.2263 (0.2263) loss_dfl: 0.9593 (0.9593) loss_fgl_aux_0: 1.0012 (1.0012) loss_fgl_aux_1: 0.9594 (0.9594) loss_fgl_aux_2: 0.9579 (0.9579) loss_fgl_aux_3: 0.9587 (0.9587) loss_fgl_aux_4: 0.9591 (0.9591) loss_fgl_dn_0: 1.1004 (1.1004) loss_fgl_dn_1: 0.9934 (0.9934) loss_fgl_dn_2: 0.9846 (0.9846) loss_fgl_dn_3: 0.9861 (0.9861) loss_fgl_dn_4: 0.9869 (0.9869) loss_fgl_dn_5: 0.9869 (0.9869) loss_giou: 0.5007 (0.5007) loss_giou_aux_0: 0.5308 (0.5308) loss_giou_aux_1: 0.5076 (0.5076) loss_giou_aux_2: 0.5027 (0.5027) loss_giou_aux_3: 0.5017 (0.5017) loss_giou_aux_4: 0.5005 (0.5005) loss_giou_dn_0: 0.5118 (0.5118) loss_giou_dn_1: 0.4099 (0.4099) loss_giou_dn_2: 0.3939 (0.3939) loss_giou_dn_3: 0.3886 (0.3886) loss_giou_dn_4: 0.3869 (0.3869) loss_giou_dn_5: 0.3868 (0.3868) loss_giou_dn_pre: 0.5125 (0.5125) loss_giou_enc_0: 0.6115 (0.6115) loss_giou_pre: 0.5310 (0.5310) loss_ddf_aux_0: 0.0584 (0.0584) loss_ddf_aux_1: 0.0064 (0.0064) loss_ddf_aux_2: 0.0011 (0.0011) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0000 (0.0000) loss_ddf_dn_0: 0.2578 (0.2578) loss_ddf_dn_1: 0.0291 (0.0291) loss_ddf_dn_2: 0.0064 (0.0064) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.7072 (0.7072) loss_vfl_aux_0: 0.8149 (0.8149) loss_vfl_aux_1: 0.7712 (0.7712) loss_vfl_aux_2: 0.7412 (0.7412) loss_vfl_aux_3: 0.7344 (0.7344) loss_vfl_aux_4: 0.7104 (0.7104) loss_vfl_dn_0: 0.5156 (0.5156) loss_vfl_dn_1: 0.4351 (0.4351) loss_vfl_dn_2: 0.4171 (0.4171) loss_vfl_dn_3: 0.4079 (0.4079) loss_vfl_dn_4: 0.4013 (0.4013) loss_vfl_dn_5: 0.4023 (0.4023) loss_vfl_dn_pre: 0.5153 (0.5153) loss_vfl_enc_0: 0.7545 (0.7545) loss_vfl_pre: 0.8164 (0.8164) time: 5.4486 data: 1.6473 max mem: 9121 Epoch: [47] [ 100/3696] eta: 0:48:06 lr: 0.000013 loss: 30.9052 (31.1426) loss_bbox: 0.1524 (0.1694) loss_bbox_aux_0: 0.1633 (0.1824) loss_bbox_aux_1: 0.1532 (0.1724) loss_bbox_aux_2: 0.1540 (0.1701) loss_bbox_aux_3: 0.1528 (0.1696) loss_bbox_aux_4: 0.1522 (0.1694) loss_bbox_dn_0: 0.2217 (0.2325) loss_bbox_dn_1: 0.1648 (0.1708) loss_bbox_dn_2: 0.1547 (0.1604) loss_bbox_dn_3: 0.1523 (0.1575) loss_bbox_dn_4: 0.1528 (0.1570) loss_bbox_dn_5: 0.1528 (0.1570) loss_bbox_dn_pre: 0.2221 (0.2376) loss_bbox_enc_0: 0.2038 (0.2185) loss_bbox_pre: 0.1636 (0.1823) loss_dfl: 0.9717 (0.9599) loss_fgl_aux_0: 1.0117 (0.9930) loss_fgl_aux_1: 0.9718 (0.9627) loss_fgl_aux_2: 0.9712 (0.9601) loss_fgl_aux_3: 0.9721 (0.9599) loss_fgl_aux_4: 0.9716 (0.9599) loss_fgl_dn_0: 1.0887 (1.0863) loss_fgl_dn_1: 0.9864 (0.9843) loss_fgl_dn_2: 0.9755 (0.9756) loss_fgl_dn_3: 0.9762 (0.9762) loss_fgl_dn_4: 0.9773 (0.9765) loss_fgl_dn_5: 0.9774 (0.9765) loss_giou: 0.5272 (0.5586) loss_giou_aux_0: 0.5551 (0.5857) loss_giou_aux_1: 0.5301 (0.5640) loss_giou_aux_2: 0.5278 (0.5595) loss_giou_aux_3: 0.5269 (0.5587) loss_giou_aux_4: 0.5270 (0.5585) loss_giou_dn_0: 0.5608 (0.5616) loss_giou_dn_1: 0.4377 (0.4490) loss_giou_dn_2: 0.4219 (0.4319) loss_giou_dn_3: 0.4200 (0.4276) loss_giou_dn_4: 0.4188 (0.4268) loss_giou_dn_5: 0.4191 (0.4268) loss_giou_dn_pre: 0.5600 (0.5607) loss_giou_enc_0: 0.6296 (0.6618) loss_giou_pre: 0.5496 (0.5840) loss_ddf_aux_0: 0.0517 (0.0515) loss_ddf_aux_1: 0.0076 (0.0071) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2494 (0.2463) loss_ddf_dn_1: 0.0328 (0.0317) loss_ddf_dn_2: 0.0073 (0.0070) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6365 (0.6408) loss_vfl_aux_0: 0.7025 (0.7162) loss_vfl_aux_1: 0.6732 (0.6868) loss_vfl_aux_2: 0.6594 (0.6644) loss_vfl_aux_3: 0.6450 (0.6522) loss_vfl_aux_4: 0.6401 (0.6432) loss_vfl_dn_0: 0.4859 (0.4857) loss_vfl_dn_1: 0.4204 (0.4177) loss_vfl_dn_2: 0.4009 (0.4021) loss_vfl_dn_3: 0.3939 (0.3935) loss_vfl_dn_4: 0.3932 (0.3904) loss_vfl_dn_5: 0.3939 (0.3895) loss_vfl_dn_pre: 0.4870 (0.4861) loss_vfl_enc_0: 0.7125 (0.7156) loss_vfl_pre: 0.7047 (0.7187) time: 0.6869 data: 0.0204 max mem: 9121 Epoch: [47] [ 200/3696] eta: 0:46:08 lr: 0.000013 loss: 31.2301 (31.1661) loss_bbox: 0.1562 (0.1697) loss_bbox_aux_0: 0.1714 (0.1826) loss_bbox_aux_1: 0.1590 (0.1726) loss_bbox_aux_2: 0.1573 (0.1702) loss_bbox_aux_3: 0.1564 (0.1698) loss_bbox_aux_4: 0.1563 (0.1697) loss_bbox_dn_0: 0.2187 (0.2336) loss_bbox_dn_1: 0.1642 (0.1714) loss_bbox_dn_2: 0.1549 (0.1609) loss_bbox_dn_3: 0.1510 (0.1579) loss_bbox_dn_4: 0.1498 (0.1572) loss_bbox_dn_5: 0.1499 (0.1572) loss_bbox_dn_pre: 0.2265 (0.2390) loss_bbox_enc_0: 0.2010 (0.2182) loss_bbox_pre: 0.1713 (0.1826) loss_dfl: 0.9720 (0.9587) loss_fgl_aux_0: 1.0016 (0.9925) loss_fgl_aux_1: 0.9721 (0.9614) loss_fgl_aux_2: 0.9708 (0.9589) loss_fgl_aux_3: 0.9715 (0.9588) loss_fgl_aux_4: 0.9719 (0.9587) loss_fgl_dn_0: 1.0902 (1.0880) loss_fgl_dn_1: 0.9886 (0.9842) loss_fgl_dn_2: 0.9801 (0.9753) loss_fgl_dn_3: 0.9789 (0.9759) loss_fgl_dn_4: 0.9799 (0.9763) loss_fgl_dn_5: 0.9798 (0.9763) loss_giou: 0.5390 (0.5576) loss_giou_aux_0: 0.5586 (0.5842) loss_giou_aux_1: 0.5412 (0.5633) loss_giou_aux_2: 0.5379 (0.5585) loss_giou_aux_3: 0.5378 (0.5577) loss_giou_aux_4: 0.5386 (0.5577) loss_giou_dn_0: 0.5597 (0.5606) loss_giou_dn_1: 0.4453 (0.4475) loss_giou_dn_2: 0.4313 (0.4303) loss_giou_dn_3: 0.4316 (0.4257) loss_giou_dn_4: 0.4310 (0.4248) loss_giou_dn_5: 0.4310 (0.4248) loss_giou_dn_pre: 0.5588 (0.5598) loss_giou_enc_0: 0.6307 (0.6588) loss_giou_pre: 0.5569 (0.5827) loss_ddf_aux_0: 0.0514 (0.0522) loss_ddf_aux_1: 0.0074 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2566 (0.2504) loss_ddf_dn_1: 0.0343 (0.0325) loss_ddf_dn_2: 0.0080 (0.0072) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6566 (0.6436) loss_vfl_aux_0: 0.7263 (0.7201) loss_vfl_aux_1: 0.6946 (0.6935) loss_vfl_aux_2: 0.6593 (0.6707) loss_vfl_aux_3: 0.6556 (0.6556) loss_vfl_aux_4: 0.6517 (0.6462) loss_vfl_dn_0: 0.4879 (0.4863) loss_vfl_dn_1: 0.4219 (0.4181) loss_vfl_dn_2: 0.4067 (0.4023) loss_vfl_dn_3: 0.3967 (0.3938) loss_vfl_dn_4: 0.3931 (0.3908) loss_vfl_dn_5: 0.3928 (0.3901) loss_vfl_dn_pre: 0.4886 (0.4868) loss_vfl_enc_0: 0.7219 (0.7218) loss_vfl_pre: 0.7227 (0.7224) time: 0.7499 data: 0.0319 max mem: 9121 Epoch: [47] [ 300/3696] eta: 0:54:58 lr: 0.000013 loss: 31.2005 (31.1097) loss_bbox: 0.1673 (0.1684) loss_bbox_aux_0: 0.1765 (0.1812) loss_bbox_aux_1: 0.1693 (0.1712) loss_bbox_aux_2: 0.1679 (0.1689) loss_bbox_aux_3: 0.1673 (0.1685) loss_bbox_aux_4: 0.1673 (0.1684) loss_bbox_dn_0: 0.2394 (0.2309) loss_bbox_dn_1: 0.1772 (0.1691) loss_bbox_dn_2: 0.1612 (0.1587) loss_bbox_dn_3: 0.1598 (0.1557) loss_bbox_dn_4: 0.1592 (0.1550) loss_bbox_dn_5: 0.1592 (0.1551) loss_bbox_dn_pre: 0.2513 (0.2364) loss_bbox_enc_0: 0.2090 (0.2165) loss_bbox_pre: 0.1772 (0.1813) loss_dfl: 0.9642 (0.9583) loss_fgl_aux_0: 0.9993 (0.9914) loss_fgl_aux_1: 0.9685 (0.9609) loss_fgl_aux_2: 0.9649 (0.9585) loss_fgl_aux_3: 0.9641 (0.9583) loss_fgl_aux_4: 0.9639 (0.9583) loss_fgl_dn_0: 1.0858 (1.0882) loss_fgl_dn_1: 0.9885 (0.9837) loss_fgl_dn_2: 0.9763 (0.9748) loss_fgl_dn_3: 0.9779 (0.9755) loss_fgl_dn_4: 0.9783 (0.9758) loss_fgl_dn_5: 0.9783 (0.9759) loss_giou: 0.5457 (0.5585) loss_giou_aux_0: 0.5725 (0.5846) loss_giou_aux_1: 0.5518 (0.5639) loss_giou_aux_2: 0.5450 (0.5593) loss_giou_aux_3: 0.5457 (0.5586) loss_giou_aux_4: 0.5458 (0.5585) loss_giou_dn_0: 0.5576 (0.5593) loss_giou_dn_1: 0.4485 (0.4462) loss_giou_dn_2: 0.4332 (0.4290) loss_giou_dn_3: 0.4288 (0.4244) loss_giou_dn_4: 0.4284 (0.4235) loss_giou_dn_5: 0.4285 (0.4235) loss_giou_dn_pre: 0.5551 (0.5586) loss_giou_enc_0: 0.6418 (0.6596) loss_giou_pre: 0.5696 (0.5831) loss_ddf_aux_0: 0.0498 (0.0519) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0004 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2503 (0.2517) loss_ddf_dn_1: 0.0316 (0.0323) loss_ddf_dn_2: 0.0067 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6434 (0.6429) loss_vfl_aux_0: 0.7008 (0.7172) loss_vfl_aux_1: 0.6746 (0.6906) loss_vfl_aux_2: 0.6577 (0.6704) loss_vfl_aux_3: 0.6501 (0.6544) loss_vfl_aux_4: 0.6457 (0.6454) loss_vfl_dn_0: 0.4839 (0.4855) loss_vfl_dn_1: 0.4166 (0.4167) loss_vfl_dn_2: 0.3987 (0.4010) loss_vfl_dn_3: 0.3949 (0.3927) loss_vfl_dn_4: 0.3928 (0.3898) loss_vfl_dn_5: 0.3915 (0.3891) loss_vfl_dn_pre: 0.4824 (0.4860) loss_vfl_enc_0: 0.7106 (0.7198) loss_vfl_pre: 0.7022 (0.7196) time: 3.4296 data: 0.0291 max mem: 9121 Epoch: [47] [ 400/3696] eta: 0:49:57 lr: 0.000013 loss: 31.8102 (31.0796) loss_bbox: 0.1699 (0.1687) loss_bbox_aux_0: 0.1834 (0.1812) loss_bbox_aux_1: 0.1711 (0.1714) loss_bbox_aux_2: 0.1704 (0.1692) loss_bbox_aux_3: 0.1698 (0.1688) loss_bbox_aux_4: 0.1699 (0.1687) loss_bbox_dn_0: 0.2325 (0.2312) loss_bbox_dn_1: 0.1638 (0.1695) loss_bbox_dn_2: 0.1525 (0.1592) loss_bbox_dn_3: 0.1505 (0.1562) loss_bbox_dn_4: 0.1503 (0.1557) loss_bbox_dn_5: 0.1503 (0.1557) loss_bbox_dn_pre: 0.2337 (0.2366) loss_bbox_enc_0: 0.2155 (0.2164) loss_bbox_pre: 0.1833 (0.1814) loss_dfl: 0.9346 (0.9582) loss_fgl_aux_0: 0.9653 (0.9908) loss_fgl_aux_1: 0.9369 (0.9608) loss_fgl_aux_2: 0.9345 (0.9585) loss_fgl_aux_3: 0.9352 (0.9583) loss_fgl_aux_4: 0.9348 (0.9582) loss_fgl_dn_0: 1.0850 (1.0874) loss_fgl_dn_1: 0.9857 (0.9833) loss_fgl_dn_2: 0.9740 (0.9745) loss_fgl_dn_3: 0.9769 (0.9752) loss_fgl_dn_4: 0.9773 (0.9755) loss_fgl_dn_5: 0.9772 (0.9756) loss_giou: 0.5781 (0.5560) loss_giou_aux_0: 0.6092 (0.5819) loss_giou_aux_1: 0.5890 (0.5613) loss_giou_aux_2: 0.5810 (0.5568) loss_giou_aux_3: 0.5794 (0.5561) loss_giou_aux_4: 0.5783 (0.5560) loss_giou_dn_0: 0.5825 (0.5583) loss_giou_dn_1: 0.4708 (0.4452) loss_giou_dn_2: 0.4518 (0.4282) loss_giou_dn_3: 0.4426 (0.4236) loss_giou_dn_4: 0.4430 (0.4227) loss_giou_dn_5: 0.4430 (0.4227) loss_giou_dn_pre: 0.5788 (0.5575) loss_giou_enc_0: 0.6697 (0.6563) loss_giou_pre: 0.6088 (0.5805) loss_ddf_aux_0: 0.0489 (0.0517) loss_ddf_aux_1: 0.0069 (0.0072) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0004 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2408 (0.2503) loss_ddf_dn_1: 0.0329 (0.0322) loss_ddf_dn_2: 0.0085 (0.0072) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6396 (0.6439) loss_vfl_aux_0: 0.7069 (0.7153) loss_vfl_aux_1: 0.6814 (0.6907) loss_vfl_aux_2: 0.6664 (0.6714) loss_vfl_aux_3: 0.6476 (0.6551) loss_vfl_aux_4: 0.6453 (0.6463) loss_vfl_dn_0: 0.4873 (0.4850) loss_vfl_dn_1: 0.4220 (0.4163) loss_vfl_dn_2: 0.4089 (0.4006) loss_vfl_dn_3: 0.4018 (0.3924) loss_vfl_dn_4: 0.3984 (0.3896) loss_vfl_dn_5: 0.3981 (0.3889) loss_vfl_dn_pre: 0.4890 (0.4855) loss_vfl_enc_0: 0.7206 (0.7202) loss_vfl_pre: 0.7076 (0.7178) time: 0.7515 data: 0.0281 max mem: 9121 Epoch: [47] [ 500/3696] eta: 0:46:58 lr: 0.000013 loss: 31.4045 (31.0942) loss_bbox: 0.1635 (0.1683) loss_bbox_aux_0: 0.1717 (0.1808) loss_bbox_aux_1: 0.1649 (0.1709) loss_bbox_aux_2: 0.1628 (0.1688) loss_bbox_aux_3: 0.1636 (0.1684) loss_bbox_aux_4: 0.1635 (0.1683) loss_bbox_dn_0: 0.2216 (0.2297) loss_bbox_dn_1: 0.1626 (0.1685) loss_bbox_dn_2: 0.1500 (0.1582) loss_bbox_dn_3: 0.1490 (0.1552) loss_bbox_dn_4: 0.1489 (0.1547) loss_bbox_dn_5: 0.1489 (0.1547) loss_bbox_dn_pre: 0.2197 (0.2353) loss_bbox_enc_0: 0.2096 (0.2161) loss_bbox_pre: 0.1722 (0.1810) loss_dfl: 0.9607 (0.9573) loss_fgl_aux_0: 0.9847 (0.9895) loss_fgl_aux_1: 0.9638 (0.9598) loss_fgl_aux_2: 0.9608 (0.9575) loss_fgl_aux_3: 0.9609 (0.9574) loss_fgl_aux_4: 0.9608 (0.9573) loss_fgl_dn_0: 1.0819 (1.0871) loss_fgl_dn_1: 0.9873 (0.9838) loss_fgl_dn_2: 0.9802 (0.9750) loss_fgl_dn_3: 0.9805 (0.9757) loss_fgl_dn_4: 0.9815 (0.9760) loss_fgl_dn_5: 0.9814 (0.9761) loss_giou: 0.5697 (0.5595) loss_giou_aux_0: 0.5910 (0.5853) loss_giou_aux_1: 0.5714 (0.5649) loss_giou_aux_2: 0.5702 (0.5604) loss_giou_aux_3: 0.5690 (0.5596) loss_giou_aux_4: 0.5695 (0.5595) loss_giou_dn_0: 0.5697 (0.5590) loss_giou_dn_1: 0.4479 (0.4463) loss_giou_dn_2: 0.4303 (0.4294) loss_giou_dn_3: 0.4264 (0.4247) loss_giou_dn_4: 0.4247 (0.4239) loss_giou_dn_5: 0.4245 (0.4239) loss_giou_dn_pre: 0.5688 (0.5582) loss_giou_enc_0: 0.6644 (0.6598) loss_giou_pre: 0.5929 (0.5839) loss_ddf_aux_0: 0.0488 (0.0518) loss_ddf_aux_1: 0.0066 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2278 (0.2494) loss_ddf_dn_1: 0.0296 (0.0324) loss_ddf_dn_2: 0.0063 (0.0073) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6553 (0.6433) loss_vfl_aux_0: 0.7310 (0.7139) loss_vfl_aux_1: 0.7153 (0.6902) loss_vfl_aux_2: 0.6902 (0.6705) loss_vfl_aux_3: 0.6678 (0.6546) loss_vfl_aux_4: 0.6559 (0.6457) loss_vfl_dn_0: 0.4833 (0.4850) loss_vfl_dn_1: 0.4200 (0.4165) loss_vfl_dn_2: 0.4014 (0.4007) loss_vfl_dn_3: 0.3945 (0.3926) loss_vfl_dn_4: 0.3923 (0.3897) loss_vfl_dn_5: 0.3914 (0.3891) loss_vfl_dn_pre: 0.4839 (0.4855) loss_vfl_enc_0: 0.7407 (0.7201) loss_vfl_pre: 0.7342 (0.7163) time: 0.7624 data: 0.0287 max mem: 9121 Epoch: [47] [ 600/3696] eta: 0:44:29 lr: 0.000013 loss: 31.0514 (31.1199) loss_bbox: 0.1612 (0.1687) loss_bbox_aux_0: 0.1752 (0.1813) loss_bbox_aux_1: 0.1643 (0.1714) loss_bbox_aux_2: 0.1620 (0.1693) loss_bbox_aux_3: 0.1613 (0.1689) loss_bbox_aux_4: 0.1613 (0.1687) loss_bbox_dn_0: 0.2078 (0.2313) loss_bbox_dn_1: 0.1644 (0.1698) loss_bbox_dn_2: 0.1572 (0.1596) loss_bbox_dn_3: 0.1527 (0.1565) loss_bbox_dn_4: 0.1520 (0.1560) loss_bbox_dn_5: 0.1520 (0.1560) loss_bbox_dn_pre: 0.2155 (0.2370) loss_bbox_enc_0: 0.2161 (0.2167) loss_bbox_pre: 0.1752 (0.1814) loss_dfl: 0.9730 (0.9571) loss_fgl_aux_0: 1.0117 (0.9892) loss_fgl_aux_1: 0.9767 (0.9596) loss_fgl_aux_2: 0.9727 (0.9573) loss_fgl_aux_3: 0.9725 (0.9571) loss_fgl_aux_4: 0.9731 (0.9571) loss_fgl_dn_0: 1.0872 (1.0867) loss_fgl_dn_1: 0.9784 (0.9833) loss_fgl_dn_2: 0.9741 (0.9745) loss_fgl_dn_3: 0.9775 (0.9752) loss_fgl_dn_4: 0.9783 (0.9756) loss_fgl_dn_5: 0.9783 (0.9756) loss_giou: 0.5369 (0.5586) loss_giou_aux_0: 0.5513 (0.5842) loss_giou_aux_1: 0.5394 (0.5640) loss_giou_aux_2: 0.5364 (0.5595) loss_giou_aux_3: 0.5353 (0.5588) loss_giou_aux_4: 0.5365 (0.5586) loss_giou_dn_0: 0.5643 (0.5593) loss_giou_dn_1: 0.4571 (0.4467) loss_giou_dn_2: 0.4401 (0.4298) loss_giou_dn_3: 0.4370 (0.4252) loss_giou_dn_4: 0.4356 (0.4243) loss_giou_dn_5: 0.4357 (0.4243) loss_giou_dn_pre: 0.5653 (0.5586) loss_giou_enc_0: 0.6191 (0.6587) loss_giou_pre: 0.5521 (0.5829) loss_ddf_aux_0: 0.0503 (0.0519) loss_ddf_aux_1: 0.0071 (0.0071) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2491 (0.2493) loss_ddf_dn_1: 0.0334 (0.0324) loss_ddf_dn_2: 0.0076 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6545 (0.6460) loss_vfl_aux_0: 0.7366 (0.7171) loss_vfl_aux_1: 0.6880 (0.6924) loss_vfl_aux_2: 0.6803 (0.6727) loss_vfl_aux_3: 0.6710 (0.6569) loss_vfl_aux_4: 0.6578 (0.6479) loss_vfl_dn_0: 0.4859 (0.4852) loss_vfl_dn_1: 0.4141 (0.4165) loss_vfl_dn_2: 0.3997 (0.4008) loss_vfl_dn_3: 0.3926 (0.3926) loss_vfl_dn_4: 0.3897 (0.3897) loss_vfl_dn_5: 0.3887 (0.3892) loss_vfl_dn_pre: 0.4860 (0.4856) loss_vfl_enc_0: 0.7265 (0.7229) loss_vfl_pre: 0.7424 (0.7194) time: 0.7447 data: 0.0305 max mem: 9121 Epoch: [47] [ 700/3696] eta: 0:42:20 lr: 0.000013 loss: 31.3388 (31.1357) loss_bbox: 0.1602 (0.1690) loss_bbox_aux_0: 0.1681 (0.1815) loss_bbox_aux_1: 0.1613 (0.1717) loss_bbox_aux_2: 0.1605 (0.1695) loss_bbox_aux_3: 0.1602 (0.1691) loss_bbox_aux_4: 0.1602 (0.1690) loss_bbox_dn_0: 0.2298 (0.2325) loss_bbox_dn_1: 0.1709 (0.1708) loss_bbox_dn_2: 0.1630 (0.1606) loss_bbox_dn_3: 0.1614 (0.1575) loss_bbox_dn_4: 0.1623 (0.1570) loss_bbox_dn_5: 0.1624 (0.1570) loss_bbox_dn_pre: 0.2353 (0.2382) loss_bbox_enc_0: 0.2007 (0.2169) loss_bbox_pre: 0.1694 (0.1817) loss_dfl: 0.9756 (0.9573) loss_fgl_aux_0: 1.0038 (0.9893) loss_fgl_aux_1: 0.9773 (0.9598) loss_fgl_aux_2: 0.9753 (0.9575) loss_fgl_aux_3: 0.9763 (0.9574) loss_fgl_aux_4: 0.9757 (0.9573) loss_fgl_dn_0: 1.0793 (1.0862) loss_fgl_dn_1: 0.9856 (0.9828) loss_fgl_dn_2: 0.9802 (0.9741) loss_fgl_dn_3: 0.9817 (0.9748) loss_fgl_dn_4: 0.9816 (0.9752) loss_fgl_dn_5: 0.9816 (0.9752) loss_giou: 0.5736 (0.5583) loss_giou_aux_0: 0.6095 (0.5838) loss_giou_aux_1: 0.5792 (0.5636) loss_giou_aux_2: 0.5746 (0.5592) loss_giou_aux_3: 0.5736 (0.5585) loss_giou_aux_4: 0.5736 (0.5583) loss_giou_dn_0: 0.5734 (0.5603) loss_giou_dn_1: 0.4546 (0.4478) loss_giou_dn_2: 0.4367 (0.4308) loss_giou_dn_3: 0.4325 (0.4262) loss_giou_dn_4: 0.4304 (0.4253) loss_giou_dn_5: 0.4303 (0.4253) loss_giou_dn_pre: 0.5704 (0.5595) loss_giou_enc_0: 0.6607 (0.6579) loss_giou_pre: 0.6053 (0.5824) loss_ddf_aux_0: 0.0508 (0.0518) loss_ddf_aux_1: 0.0069 (0.0071) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2423 (0.2491) loss_ddf_dn_1: 0.0331 (0.0325) loss_ddf_dn_2: 0.0073 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6655 (0.6464) loss_vfl_aux_0: 0.7382 (0.7176) loss_vfl_aux_1: 0.7139 (0.6929) loss_vfl_aux_2: 0.6812 (0.6731) loss_vfl_aux_3: 0.6720 (0.6573) loss_vfl_aux_4: 0.6655 (0.6484) loss_vfl_dn_0: 0.4796 (0.4847) loss_vfl_dn_1: 0.4177 (0.4165) loss_vfl_dn_2: 0.4053 (0.4009) loss_vfl_dn_3: 0.4000 (0.3928) loss_vfl_dn_4: 0.3957 (0.3899) loss_vfl_dn_5: 0.3959 (0.3893) loss_vfl_dn_pre: 0.4792 (0.4852) loss_vfl_enc_0: 0.7404 (0.7237) loss_vfl_pre: 0.7390 (0.7200) time: 0.7433 data: 0.0255 max mem: 9121 Epoch: [47] [ 800/3696] eta: 0:42:33 lr: 0.000013 loss: 30.4092 (31.1193) loss_bbox: 0.1628 (0.1692) loss_bbox_aux_0: 0.1772 (0.1817) loss_bbox_aux_1: 0.1691 (0.1719) loss_bbox_aux_2: 0.1638 (0.1697) loss_bbox_aux_3: 0.1632 (0.1693) loss_bbox_aux_4: 0.1627 (0.1692) loss_bbox_dn_0: 0.2343 (0.2334) loss_bbox_dn_1: 0.1670 (0.1714) loss_bbox_dn_2: 0.1620 (0.1610) loss_bbox_dn_3: 0.1554 (0.1579) loss_bbox_dn_4: 0.1543 (0.1573) loss_bbox_dn_5: 0.1542 (0.1573) loss_bbox_dn_pre: 0.2362 (0.2391) loss_bbox_enc_0: 0.2157 (0.2170) loss_bbox_pre: 0.1789 (0.1819) loss_dfl: 0.9620 (0.9581) loss_fgl_aux_0: 0.9961 (0.9902) loss_fgl_aux_1: 0.9638 (0.9606) loss_fgl_aux_2: 0.9612 (0.9582) loss_fgl_aux_3: 0.9618 (0.9581) loss_fgl_aux_4: 0.9620 (0.9581) loss_fgl_dn_0: 1.0933 (1.0863) loss_fgl_dn_1: 0.9798 (0.9828) loss_fgl_dn_2: 0.9702 (0.9741) loss_fgl_dn_3: 0.9717 (0.9748) loss_fgl_dn_4: 0.9721 (0.9752) loss_fgl_dn_5: 0.9721 (0.9752) loss_giou: 0.5047 (0.5565) loss_giou_aux_0: 0.5245 (0.5818) loss_giou_aux_1: 0.5074 (0.5617) loss_giou_aux_2: 0.5031 (0.5574) loss_giou_aux_3: 0.5051 (0.5566) loss_giou_aux_4: 0.5048 (0.5565) loss_giou_dn_0: 0.5328 (0.5594) loss_giou_dn_1: 0.4108 (0.4468) loss_giou_dn_2: 0.3898 (0.4297) loss_giou_dn_3: 0.3834 (0.4251) loss_giou_dn_4: 0.3823 (0.4242) loss_giou_dn_5: 0.3824 (0.4242) loss_giou_dn_pre: 0.5311 (0.5586) loss_giou_enc_0: 0.5972 (0.6557) loss_giou_pre: 0.5246 (0.5804) loss_ddf_aux_0: 0.0517 (0.0516) loss_ddf_aux_1: 0.0066 (0.0070) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2656 (0.2488) loss_ddf_dn_1: 0.0349 (0.0326) loss_ddf_dn_2: 0.0080 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6094 (0.6463) loss_vfl_aux_0: 0.6869 (0.7170) loss_vfl_aux_1: 0.6581 (0.6923) loss_vfl_aux_2: 0.6467 (0.6733) loss_vfl_aux_3: 0.6282 (0.6571) loss_vfl_aux_4: 0.6188 (0.6483) loss_vfl_dn_0: 0.4785 (0.4846) loss_vfl_dn_1: 0.4083 (0.4163) loss_vfl_dn_2: 0.3965 (0.4008) loss_vfl_dn_3: 0.3829 (0.3926) loss_vfl_dn_4: 0.3806 (0.3897) loss_vfl_dn_5: 0.3802 (0.3892) loss_vfl_dn_pre: 0.4794 (0.4851) loss_vfl_enc_0: 0.7067 (0.7238) loss_vfl_pre: 0.6888 (0.7193) time: 0.7729 data: 0.0269 max mem: 9121 Epoch: [47] [ 900/3696] eta: 0:40:24 lr: 0.000013 loss: 31.3965 (31.1351) loss_bbox: 0.1721 (0.1693) loss_bbox_aux_0: 0.1835 (0.1818) loss_bbox_aux_1: 0.1721 (0.1720) loss_bbox_aux_2: 0.1726 (0.1698) loss_bbox_aux_3: 0.1726 (0.1695) loss_bbox_aux_4: 0.1723 (0.1693) loss_bbox_dn_0: 0.2224 (0.2334) loss_bbox_dn_1: 0.1640 (0.1714) loss_bbox_dn_2: 0.1528 (0.1610) loss_bbox_dn_3: 0.1520 (0.1580) loss_bbox_dn_4: 0.1518 (0.1574) loss_bbox_dn_5: 0.1517 (0.1573) loss_bbox_dn_pre: 0.2264 (0.2391) loss_bbox_enc_0: 0.2226 (0.2171) loss_bbox_pre: 0.1822 (0.1821) loss_dfl: 0.9525 (0.9578) loss_fgl_aux_0: 0.9854 (0.9898) loss_fgl_aux_1: 0.9532 (0.9603) loss_fgl_aux_2: 0.9509 (0.9579) loss_fgl_aux_3: 0.9524 (0.9578) loss_fgl_aux_4: 0.9524 (0.9578) loss_fgl_dn_0: 1.0801 (1.0858) loss_fgl_dn_1: 0.9808 (0.9826) loss_fgl_dn_2: 0.9729 (0.9738) loss_fgl_dn_3: 0.9705 (0.9746) loss_fgl_dn_4: 0.9728 (0.9750) loss_fgl_dn_5: 0.9729 (0.9750) loss_giou: 0.5768 (0.5576) loss_giou_aux_0: 0.5982 (0.5829) loss_giou_aux_1: 0.5823 (0.5629) loss_giou_aux_2: 0.5787 (0.5585) loss_giou_aux_3: 0.5773 (0.5577) loss_giou_aux_4: 0.5768 (0.5576) loss_giou_dn_0: 0.5804 (0.5603) loss_giou_dn_1: 0.4634 (0.4478) loss_giou_dn_2: 0.4431 (0.4307) loss_giou_dn_3: 0.4425 (0.4261) loss_giou_dn_4: 0.4404 (0.4252) loss_giou_dn_5: 0.4404 (0.4252) loss_giou_dn_pre: 0.5797 (0.5595) loss_giou_enc_0: 0.6717 (0.6567) loss_giou_pre: 0.5992 (0.5815) loss_ddf_aux_0: 0.0515 (0.0516) loss_ddf_aux_1: 0.0071 (0.0070) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2408 (0.2481) loss_ddf_dn_1: 0.0320 (0.0326) loss_ddf_dn_2: 0.0070 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6437 (0.6468) loss_vfl_aux_0: 0.7084 (0.7174) loss_vfl_aux_1: 0.6835 (0.6928) loss_vfl_aux_2: 0.6788 (0.6738) loss_vfl_aux_3: 0.6592 (0.6574) loss_vfl_aux_4: 0.6445 (0.6487) loss_vfl_dn_0: 0.4820 (0.4846) loss_vfl_dn_1: 0.4154 (0.4163) loss_vfl_dn_2: 0.4015 (0.4008) loss_vfl_dn_3: 0.3949 (0.3926) loss_vfl_dn_4: 0.3918 (0.3898) loss_vfl_dn_5: 0.3932 (0.3893) loss_vfl_dn_pre: 0.4833 (0.4851) loss_vfl_enc_0: 0.7026 (0.7239) loss_vfl_pre: 0.7124 (0.7196) time: 0.7742 data: 0.0251 max mem: 9121 Epoch: [47] [1000/3696] eta: 0:38:35 lr: 0.000013 loss: 31.1601 (31.1255) loss_bbox: 0.1739 (0.1692) loss_bbox_aux_0: 0.1880 (0.1817) loss_bbox_aux_1: 0.1763 (0.1719) loss_bbox_aux_2: 0.1748 (0.1697) loss_bbox_aux_3: 0.1741 (0.1693) loss_bbox_aux_4: 0.1740 (0.1692) loss_bbox_dn_0: 0.2554 (0.2338) loss_bbox_dn_1: 0.1861 (0.1717) loss_bbox_dn_2: 0.1779 (0.1613) loss_bbox_dn_3: 0.1707 (0.1582) loss_bbox_dn_4: 0.1670 (0.1576) loss_bbox_dn_5: 0.1669 (0.1576) loss_bbox_dn_pre: 0.2595 (0.2395) loss_bbox_enc_0: 0.2233 (0.2169) loss_bbox_pre: 0.1882 (0.1820) loss_dfl: 0.9608 (0.9577) loss_fgl_aux_0: 0.9913 (0.9898) loss_fgl_aux_1: 0.9644 (0.9602) loss_fgl_aux_2: 0.9603 (0.9579) loss_fgl_aux_3: 0.9605 (0.9577) loss_fgl_aux_4: 0.9608 (0.9577) loss_fgl_dn_0: 1.0827 (1.0857) loss_fgl_dn_1: 0.9830 (0.9824) loss_fgl_dn_2: 0.9747 (0.9736) loss_fgl_dn_3: 0.9774 (0.9744) loss_fgl_dn_4: 0.9785 (0.9748) loss_fgl_dn_5: 0.9785 (0.9748) loss_giou: 0.5537 (0.5568) loss_giou_aux_0: 0.5796 (0.5821) loss_giou_aux_1: 0.5593 (0.5621) loss_giou_aux_2: 0.5530 (0.5577) loss_giou_aux_3: 0.5522 (0.5569) loss_giou_aux_4: 0.5534 (0.5568) loss_giou_dn_0: 0.5740 (0.5597) loss_giou_dn_1: 0.4667 (0.4474) loss_giou_dn_2: 0.4487 (0.4304) loss_giou_dn_3: 0.4416 (0.4258) loss_giou_dn_4: 0.4409 (0.4248) loss_giou_dn_5: 0.4411 (0.4248) loss_giou_dn_pre: 0.5717 (0.5590) loss_giou_enc_0: 0.6541 (0.6559) loss_giou_pre: 0.5803 (0.5806) loss_ddf_aux_0: 0.0516 (0.0515) loss_ddf_aux_1: 0.0071 (0.0070) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2475 (0.2477) loss_ddf_dn_1: 0.0324 (0.0326) loss_ddf_dn_2: 0.0071 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6401 (0.6471) loss_vfl_aux_0: 0.7056 (0.7172) loss_vfl_aux_1: 0.6776 (0.6929) loss_vfl_aux_2: 0.6683 (0.6740) loss_vfl_aux_3: 0.6525 (0.6578) loss_vfl_aux_4: 0.6448 (0.6489) loss_vfl_dn_0: 0.4890 (0.4847) loss_vfl_dn_1: 0.4174 (0.4164) loss_vfl_dn_2: 0.3998 (0.4007) loss_vfl_dn_3: 0.3933 (0.3925) loss_vfl_dn_4: 0.3903 (0.3896) loss_vfl_dn_5: 0.3896 (0.3891) loss_vfl_dn_pre: 0.4897 (0.4852) loss_vfl_enc_0: 0.7021 (0.7241) loss_vfl_pre: 0.7058 (0.7194) time: 0.8087 data: 0.0225 max mem: 9121 Epoch: [47] [1100/3696] eta: 0:36:43 lr: 0.000013 loss: 31.3844 (31.1325) loss_bbox: 0.1646 (0.1696) loss_bbox_aux_0: 0.1715 (0.1821) loss_bbox_aux_1: 0.1677 (0.1723) loss_bbox_aux_2: 0.1659 (0.1701) loss_bbox_aux_3: 0.1648 (0.1697) loss_bbox_aux_4: 0.1647 (0.1696) loss_bbox_dn_0: 0.2152 (0.2340) loss_bbox_dn_1: 0.1646 (0.1720) loss_bbox_dn_2: 0.1537 (0.1616) loss_bbox_dn_3: 0.1484 (0.1585) loss_bbox_dn_4: 0.1470 (0.1578) loss_bbox_dn_5: 0.1470 (0.1578) loss_bbox_dn_pre: 0.2170 (0.2396) loss_bbox_enc_0: 0.2064 (0.2174) loss_bbox_pre: 0.1723 (0.1824) loss_dfl: 0.9643 (0.9582) loss_fgl_aux_0: 1.0009 (0.9903) loss_fgl_aux_1: 0.9681 (0.9607) loss_fgl_aux_2: 0.9658 (0.9583) loss_fgl_aux_3: 0.9650 (0.9582) loss_fgl_aux_4: 0.9648 (0.9582) loss_fgl_dn_0: 1.0904 (1.0859) loss_fgl_dn_1: 0.9936 (0.9827) loss_fgl_dn_2: 0.9860 (0.9739) loss_fgl_dn_3: 0.9860 (0.9747) loss_fgl_dn_4: 0.9869 (0.9751) loss_fgl_dn_5: 0.9870 (0.9751) loss_giou: 0.5293 (0.5561) loss_giou_aux_0: 0.5566 (0.5815) loss_giou_aux_1: 0.5355 (0.5614) loss_giou_aux_2: 0.5298 (0.5570) loss_giou_aux_3: 0.5298 (0.5562) loss_giou_aux_4: 0.5295 (0.5561) loss_giou_dn_0: 0.5547 (0.5592) loss_giou_dn_1: 0.4384 (0.4471) loss_giou_dn_2: 0.4215 (0.4301) loss_giou_dn_3: 0.4155 (0.4255) loss_giou_dn_4: 0.4137 (0.4245) loss_giou_dn_5: 0.4137 (0.4245) loss_giou_dn_pre: 0.5550 (0.5584) loss_giou_enc_0: 0.6234 (0.6554) loss_giou_pre: 0.5561 (0.5800) loss_ddf_aux_0: 0.0524 (0.0517) loss_ddf_aux_1: 0.0069 (0.0070) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2317 (0.2474) loss_ddf_dn_1: 0.0311 (0.0326) loss_ddf_dn_2: 0.0071 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6531 (0.6476) loss_vfl_aux_0: 0.7294 (0.7179) loss_vfl_aux_1: 0.7089 (0.6936) loss_vfl_aux_2: 0.6815 (0.6746) loss_vfl_aux_3: 0.6571 (0.6585) loss_vfl_aux_4: 0.6500 (0.6494) loss_vfl_dn_0: 0.4850 (0.4849) loss_vfl_dn_1: 0.4180 (0.4164) loss_vfl_dn_2: 0.4024 (0.4007) loss_vfl_dn_3: 0.3945 (0.3925) loss_vfl_dn_4: 0.3914 (0.3896) loss_vfl_dn_5: 0.3916 (0.3891) loss_vfl_dn_pre: 0.4847 (0.4854) loss_vfl_enc_0: 0.7268 (0.7245) loss_vfl_pre: 0.7282 (0.7201) time: 0.7432 data: 0.0282 max mem: 9121 Epoch: [47] [1200/3696] eta: 0:36:30 lr: 0.000013 loss: 31.0101 (31.1217) loss_bbox: 0.1658 (0.1698) loss_bbox_aux_0: 0.1802 (0.1823) loss_bbox_aux_1: 0.1676 (0.1725) loss_bbox_aux_2: 0.1675 (0.1703) loss_bbox_aux_3: 0.1664 (0.1699) loss_bbox_aux_4: 0.1658 (0.1698) loss_bbox_dn_0: 0.2370 (0.2339) loss_bbox_dn_1: 0.1742 (0.1720) loss_bbox_dn_2: 0.1643 (0.1616) loss_bbox_dn_3: 0.1620 (0.1585) loss_bbox_dn_4: 0.1596 (0.1579) loss_bbox_dn_5: 0.1595 (0.1578) loss_bbox_dn_pre: 0.2408 (0.2396) loss_bbox_enc_0: 0.2153 (0.2174) loss_bbox_pre: 0.1825 (0.1826) loss_dfl: 0.9640 (0.9586) loss_fgl_aux_0: 0.9952 (0.9907) loss_fgl_aux_1: 0.9636 (0.9611) loss_fgl_aux_2: 0.9642 (0.9588) loss_fgl_aux_3: 0.9642 (0.9586) loss_fgl_aux_4: 0.9640 (0.9586) loss_fgl_dn_0: 1.0809 (1.0859) loss_fgl_dn_1: 0.9805 (0.9825) loss_fgl_dn_2: 0.9713 (0.9737) loss_fgl_dn_3: 0.9723 (0.9745) loss_fgl_dn_4: 0.9731 (0.9749) loss_fgl_dn_5: 0.9730 (0.9749) loss_giou: 0.5223 (0.5549) loss_giou_aux_0: 0.5464 (0.5802) loss_giou_aux_1: 0.5312 (0.5601) loss_giou_aux_2: 0.5244 (0.5558) loss_giou_aux_3: 0.5224 (0.5550) loss_giou_aux_4: 0.5223 (0.5549) loss_giou_dn_0: 0.5387 (0.5579) loss_giou_dn_1: 0.4334 (0.4460) loss_giou_dn_2: 0.4182 (0.4291) loss_giou_dn_3: 0.4134 (0.4244) loss_giou_dn_4: 0.4126 (0.4235) loss_giou_dn_5: 0.4127 (0.4235) loss_giou_dn_pre: 0.5405 (0.5572) loss_giou_enc_0: 0.6086 (0.6538) loss_giou_pre: 0.5461 (0.5787) loss_ddf_aux_0: 0.0532 (0.0518) loss_ddf_aux_1: 0.0074 (0.0070) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2432 (0.2472) loss_ddf_dn_1: 0.0322 (0.0326) loss_ddf_dn_2: 0.0076 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6613 (0.6483) loss_vfl_aux_0: 0.7325 (0.7182) loss_vfl_aux_1: 0.7087 (0.6942) loss_vfl_aux_2: 0.6786 (0.6755) loss_vfl_aux_3: 0.6629 (0.6592) loss_vfl_aux_4: 0.6648 (0.6501) loss_vfl_dn_0: 0.4880 (0.4849) loss_vfl_dn_1: 0.4171 (0.4163) loss_vfl_dn_2: 0.3993 (0.4006) loss_vfl_dn_3: 0.3907 (0.3925) loss_vfl_dn_4: 0.3868 (0.3896) loss_vfl_dn_5: 0.3870 (0.3891) loss_vfl_dn_pre: 0.4884 (0.4854) loss_vfl_enc_0: 0.7299 (0.7250) loss_vfl_pre: 0.7316 (0.7204) time: 1.4148 data: 0.0266 max mem: 9121 Epoch: [47] [1300/3696] eta: 0:35:08 lr: 0.000013 loss: 30.3139 (31.1185) loss_bbox: 0.1613 (0.1698) loss_bbox_aux_0: 0.1761 (0.1823) loss_bbox_aux_1: 0.1648 (0.1724) loss_bbox_aux_2: 0.1611 (0.1703) loss_bbox_aux_3: 0.1607 (0.1699) loss_bbox_aux_4: 0.1612 (0.1698) loss_bbox_dn_0: 0.2365 (0.2337) loss_bbox_dn_1: 0.1769 (0.1718) loss_bbox_dn_2: 0.1630 (0.1614) loss_bbox_dn_3: 0.1642 (0.1583) loss_bbox_dn_4: 0.1642 (0.1577) loss_bbox_dn_5: 0.1641 (0.1576) loss_bbox_dn_pre: 0.2445 (0.2394) loss_bbox_enc_0: 0.2154 (0.2173) loss_bbox_pre: 0.1754 (0.1825) loss_dfl: 0.9749 (0.9588) loss_fgl_aux_0: 1.0112 (0.9909) loss_fgl_aux_1: 0.9786 (0.9613) loss_fgl_aux_2: 0.9756 (0.9589) loss_fgl_aux_3: 0.9748 (0.9588) loss_fgl_aux_4: 0.9749 (0.9588) loss_fgl_dn_0: 1.0866 (1.0859) loss_fgl_dn_1: 0.9835 (0.9825) loss_fgl_dn_2: 0.9740 (0.9737) loss_fgl_dn_3: 0.9733 (0.9745) loss_fgl_dn_4: 0.9741 (0.9749) loss_fgl_dn_5: 0.9742 (0.9749) loss_giou: 0.4831 (0.5549) loss_giou_aux_0: 0.5028 (0.5801) loss_giou_aux_1: 0.4859 (0.5602) loss_giou_aux_2: 0.4803 (0.5558) loss_giou_aux_3: 0.4823 (0.5550) loss_giou_aux_4: 0.4830 (0.5549) loss_giou_dn_0: 0.5209 (0.5577) loss_giou_dn_1: 0.3978 (0.4460) loss_giou_dn_2: 0.3839 (0.4290) loss_giou_dn_3: 0.3816 (0.4243) loss_giou_dn_4: 0.3800 (0.4233) loss_giou_dn_5: 0.3800 (0.4233) loss_giou_dn_pre: 0.5208 (0.5570) loss_giou_enc_0: 0.5782 (0.6536) loss_giou_pre: 0.5018 (0.5787) loss_ddf_aux_0: 0.0524 (0.0517) loss_ddf_aux_1: 0.0070 (0.0070) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2457 (0.2466) loss_ddf_dn_1: 0.0328 (0.0325) loss_ddf_dn_2: 0.0075 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6363 (0.6483) loss_vfl_aux_0: 0.7377 (0.7181) loss_vfl_aux_1: 0.6860 (0.6940) loss_vfl_aux_2: 0.6658 (0.6753) loss_vfl_aux_3: 0.6438 (0.6592) loss_vfl_aux_4: 0.6362 (0.6502) loss_vfl_dn_0: 0.4845 (0.4849) loss_vfl_dn_1: 0.4171 (0.4163) loss_vfl_dn_2: 0.3990 (0.4006) loss_vfl_dn_3: 0.3935 (0.3925) loss_vfl_dn_4: 0.3898 (0.3896) loss_vfl_dn_5: 0.3890 (0.3891) loss_vfl_dn_pre: 0.4846 (0.4854) loss_vfl_enc_0: 0.7518 (0.7251) loss_vfl_pre: 0.7375 (0.7203) time: 0.7623 data: 0.0264 max mem: 9121 Epoch: [47] [1400/3696] eta: 0:33:21 lr: 0.000013 loss: 31.1629 (31.1207) loss_bbox: 0.1622 (0.1700) loss_bbox_aux_0: 0.1734 (0.1825) loss_bbox_aux_1: 0.1652 (0.1727) loss_bbox_aux_2: 0.1625 (0.1705) loss_bbox_aux_3: 0.1624 (0.1701) loss_bbox_aux_4: 0.1622 (0.1700) loss_bbox_dn_0: 0.2190 (0.2341) loss_bbox_dn_1: 0.1629 (0.1721) loss_bbox_dn_2: 0.1547 (0.1618) loss_bbox_dn_3: 0.1520 (0.1586) loss_bbox_dn_4: 0.1509 (0.1580) loss_bbox_dn_5: 0.1510 (0.1580) loss_bbox_dn_pre: 0.2209 (0.2399) loss_bbox_enc_0: 0.2078 (0.2176) loss_bbox_pre: 0.1721 (0.1828) loss_dfl: 0.9534 (0.9588) loss_fgl_aux_0: 0.9757 (0.9909) loss_fgl_aux_1: 0.9527 (0.9613) loss_fgl_aux_2: 0.9516 (0.9589) loss_fgl_aux_3: 0.9533 (0.9588) loss_fgl_aux_4: 0.9534 (0.9588) loss_fgl_dn_0: 1.0804 (1.0859) loss_fgl_dn_1: 0.9829 (0.9825) loss_fgl_dn_2: 0.9719 (0.9737) loss_fgl_dn_3: 0.9734 (0.9744) loss_fgl_dn_4: 0.9741 (0.9749) loss_fgl_dn_5: 0.9740 (0.9749) loss_giou: 0.5837 (0.5547) loss_giou_aux_0: 0.6170 (0.5800) loss_giou_aux_1: 0.5923 (0.5601) loss_giou_aux_2: 0.5870 (0.5557) loss_giou_aux_3: 0.5850 (0.5548) loss_giou_aux_4: 0.5838 (0.5547) loss_giou_dn_0: 0.5820 (0.5574) loss_giou_dn_1: 0.4709 (0.4456) loss_giou_dn_2: 0.4515 (0.4286) loss_giou_dn_3: 0.4429 (0.4240) loss_giou_dn_4: 0.4417 (0.4230) loss_giou_dn_5: 0.4417 (0.4230) loss_giou_dn_pre: 0.5810 (0.5567) loss_giou_enc_0: 0.6825 (0.6534) loss_giou_pre: 0.6146 (0.5785) loss_ddf_aux_0: 0.0494 (0.0515) loss_ddf_aux_1: 0.0072 (0.0070) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2267 (0.2458) loss_ddf_dn_1: 0.0292 (0.0324) loss_ddf_dn_2: 0.0063 (0.0074) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6230 (0.6485) loss_vfl_aux_0: 0.6863 (0.7186) loss_vfl_aux_1: 0.6611 (0.6942) loss_vfl_aux_2: 0.6476 (0.6757) loss_vfl_aux_3: 0.6290 (0.6594) loss_vfl_aux_4: 0.6305 (0.6505) loss_vfl_dn_0: 0.4894 (0.4850) loss_vfl_dn_1: 0.4167 (0.4163) loss_vfl_dn_2: 0.4021 (0.4006) loss_vfl_dn_3: 0.3938 (0.3924) loss_vfl_dn_4: 0.3935 (0.3896) loss_vfl_dn_5: 0.3929 (0.3891) loss_vfl_dn_pre: 0.4892 (0.4855) loss_vfl_enc_0: 0.6915 (0.7251) loss_vfl_pre: 0.6859 (0.7207) time: 0.7559 data: 0.0322 max mem: 9121 Epoch: [47] [1500/3696] eta: 0:31:42 lr: 0.000013 loss: 31.4738 (31.1255) loss_bbox: 0.1714 (0.1700) loss_bbox_aux_0: 0.1882 (0.1824) loss_bbox_aux_1: 0.1744 (0.1726) loss_bbox_aux_2: 0.1721 (0.1705) loss_bbox_aux_3: 0.1715 (0.1701) loss_bbox_aux_4: 0.1714 (0.1700) loss_bbox_dn_0: 0.2400 (0.2339) loss_bbox_dn_1: 0.1769 (0.1719) loss_bbox_dn_2: 0.1653 (0.1615) loss_bbox_dn_3: 0.1618 (0.1584) loss_bbox_dn_4: 0.1621 (0.1577) loss_bbox_dn_5: 0.1621 (0.1577) loss_bbox_dn_pre: 0.2448 (0.2396) loss_bbox_enc_0: 0.2162 (0.2174) loss_bbox_pre: 0.1896 (0.1827) loss_dfl: 0.9582 (0.9587) loss_fgl_aux_0: 0.9926 (0.9907) loss_fgl_aux_1: 0.9594 (0.9612) loss_fgl_aux_2: 0.9576 (0.9588) loss_fgl_aux_3: 0.9585 (0.9587) loss_fgl_aux_4: 0.9581 (0.9587) loss_fgl_dn_0: 1.0878 (1.0858) loss_fgl_dn_1: 0.9776 (0.9825) loss_fgl_dn_2: 0.9709 (0.9738) loss_fgl_dn_3: 0.9728 (0.9746) loss_fgl_dn_4: 0.9732 (0.9750) loss_fgl_dn_5: 0.9732 (0.9750) loss_giou: 0.5476 (0.5557) loss_giou_aux_0: 0.5798 (0.5809) loss_giou_aux_1: 0.5578 (0.5610) loss_giou_aux_2: 0.5496 (0.5566) loss_giou_aux_3: 0.5471 (0.5558) loss_giou_aux_4: 0.5475 (0.5557) loss_giou_dn_0: 0.5469 (0.5578) loss_giou_dn_1: 0.4416 (0.4460) loss_giou_dn_2: 0.4163 (0.4290) loss_giou_dn_3: 0.4144 (0.4243) loss_giou_dn_4: 0.4143 (0.4233) loss_giou_dn_5: 0.4143 (0.4233) loss_giou_dn_pre: 0.5430 (0.5571) loss_giou_enc_0: 0.6592 (0.6543) loss_giou_pre: 0.5792 (0.5794) loss_ddf_aux_0: 0.0494 (0.0515) loss_ddf_aux_1: 0.0066 (0.0070) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2312 (0.2453) loss_ddf_dn_1: 0.0290 (0.0323) loss_ddf_dn_2: 0.0061 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6457 (0.6482) loss_vfl_aux_0: 0.7269 (0.7186) loss_vfl_aux_1: 0.7012 (0.6939) loss_vfl_aux_2: 0.6906 (0.6753) loss_vfl_aux_3: 0.6658 (0.6592) loss_vfl_aux_4: 0.6470 (0.6501) loss_vfl_dn_0: 0.4896 (0.4850) loss_vfl_dn_1: 0.4219 (0.4163) loss_vfl_dn_2: 0.4026 (0.4006) loss_vfl_dn_3: 0.3958 (0.3925) loss_vfl_dn_4: 0.3938 (0.3896) loss_vfl_dn_5: 0.3938 (0.3891) loss_vfl_dn_pre: 0.4900 (0.4855) loss_vfl_enc_0: 0.7325 (0.7250) loss_vfl_pre: 0.7300 (0.7208) time: 0.9310 data: 0.0278 max mem: 9121 Epoch: [47] [1600/3696] eta: 0:30:06 lr: 0.000013 loss: 30.9326 (31.1083) loss_bbox: 0.1694 (0.1698) loss_bbox_aux_0: 0.1772 (0.1822) loss_bbox_aux_1: 0.1703 (0.1725) loss_bbox_aux_2: 0.1692 (0.1703) loss_bbox_aux_3: 0.1696 (0.1699) loss_bbox_aux_4: 0.1694 (0.1698) loss_bbox_dn_0: 0.2199 (0.2336) loss_bbox_dn_1: 0.1624 (0.1717) loss_bbox_dn_2: 0.1517 (0.1613) loss_bbox_dn_3: 0.1495 (0.1581) loss_bbox_dn_4: 0.1491 (0.1575) loss_bbox_dn_5: 0.1491 (0.1575) loss_bbox_dn_pre: 0.2238 (0.2393) loss_bbox_enc_0: 0.2070 (0.2171) loss_bbox_pre: 0.1750 (0.1825) loss_dfl: 0.9519 (0.9585) loss_fgl_aux_0: 0.9859 (0.9905) loss_fgl_aux_1: 0.9513 (0.9610) loss_fgl_aux_2: 0.9534 (0.9587) loss_fgl_aux_3: 0.9518 (0.9586) loss_fgl_aux_4: 0.9520 (0.9585) loss_fgl_dn_0: 1.0931 (1.0859) loss_fgl_dn_1: 0.9850 (0.9824) loss_fgl_dn_2: 0.9753 (0.9736) loss_fgl_dn_3: 0.9760 (0.9744) loss_fgl_dn_4: 0.9766 (0.9748) loss_fgl_dn_5: 0.9766 (0.9749) loss_giou: 0.5417 (0.5554) loss_giou_aux_0: 0.5509 (0.5806) loss_giou_aux_1: 0.5411 (0.5608) loss_giou_aux_2: 0.5417 (0.5563) loss_giou_aux_3: 0.5423 (0.5555) loss_giou_aux_4: 0.5419 (0.5554) loss_giou_dn_0: 0.5497 (0.5574) loss_giou_dn_1: 0.4416 (0.4456) loss_giou_dn_2: 0.4207 (0.4286) loss_giou_dn_3: 0.4172 (0.4239) loss_giou_dn_4: 0.4163 (0.4229) loss_giou_dn_5: 0.4162 (0.4229) loss_giou_dn_pre: 0.5496 (0.5567) loss_giou_enc_0: 0.6292 (0.6540) loss_giou_pre: 0.5499 (0.5791) loss_ddf_aux_0: 0.0481 (0.0513) loss_ddf_aux_1: 0.0067 (0.0070) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2390 (0.2453) loss_ddf_dn_1: 0.0339 (0.0325) loss_ddf_dn_2: 0.0073 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6482 (0.6476) loss_vfl_aux_0: 0.7023 (0.7177) loss_vfl_aux_1: 0.6725 (0.6931) loss_vfl_aux_2: 0.6622 (0.6746) loss_vfl_aux_3: 0.6538 (0.6585) loss_vfl_aux_4: 0.6434 (0.6496) loss_vfl_dn_0: 0.4825 (0.4848) loss_vfl_dn_1: 0.4113 (0.4161) loss_vfl_dn_2: 0.3962 (0.4003) loss_vfl_dn_3: 0.3882 (0.3922) loss_vfl_dn_4: 0.3868 (0.3894) loss_vfl_dn_5: 0.3871 (0.3889) loss_vfl_dn_pre: 0.4840 (0.4852) loss_vfl_enc_0: 0.7012 (0.7241) loss_vfl_pre: 0.7018 (0.7198) time: 0.9622 data: 0.0254 max mem: 9121 Epoch: [47] [1700/3696] eta: 0:28:27 lr: 0.000013 loss: 31.4702 (31.1235) loss_bbox: 0.1657 (0.1697) loss_bbox_aux_0: 0.1787 (0.1821) loss_bbox_aux_1: 0.1682 (0.1724) loss_bbox_aux_2: 0.1656 (0.1702) loss_bbox_aux_3: 0.1658 (0.1698) loss_bbox_aux_4: 0.1657 (0.1697) loss_bbox_dn_0: 0.2126 (0.2334) loss_bbox_dn_1: 0.1582 (0.1715) loss_bbox_dn_2: 0.1501 (0.1612) loss_bbox_dn_3: 0.1454 (0.1581) loss_bbox_dn_4: 0.1439 (0.1574) loss_bbox_dn_5: 0.1439 (0.1574) loss_bbox_dn_pre: 0.2189 (0.2391) loss_bbox_enc_0: 0.2154 (0.2169) loss_bbox_pre: 0.1782 (0.1824) loss_dfl: 0.9441 (0.9587) loss_fgl_aux_0: 0.9766 (0.9905) loss_fgl_aux_1: 0.9459 (0.9611) loss_fgl_aux_2: 0.9430 (0.9589) loss_fgl_aux_3: 0.9435 (0.9587) loss_fgl_aux_4: 0.9440 (0.9587) loss_fgl_dn_0: 1.0822 (1.0858) loss_fgl_dn_1: 0.9764 (0.9825) loss_fgl_dn_2: 0.9693 (0.9737) loss_fgl_dn_3: 0.9711 (0.9744) loss_fgl_dn_4: 0.9717 (0.9749) loss_fgl_dn_5: 0.9716 (0.9749) loss_giou: 0.5680 (0.5559) loss_giou_aux_0: 0.5937 (0.5810) loss_giou_aux_1: 0.5744 (0.5613) loss_giou_aux_2: 0.5695 (0.5569) loss_giou_aux_3: 0.5684 (0.5560) loss_giou_aux_4: 0.5682 (0.5559) loss_giou_dn_0: 0.5589 (0.5578) loss_giou_dn_1: 0.4487 (0.4461) loss_giou_dn_2: 0.4313 (0.4291) loss_giou_dn_3: 0.4281 (0.4244) loss_giou_dn_4: 0.4278 (0.4234) loss_giou_dn_5: 0.4280 (0.4235) loss_giou_dn_pre: 0.5572 (0.5571) loss_giou_enc_0: 0.6657 (0.6544) loss_giou_pre: 0.5937 (0.5796) loss_ddf_aux_0: 0.0497 (0.0513) loss_ddf_aux_1: 0.0071 (0.0071) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2420 (0.2453) loss_ddf_dn_1: 0.0310 (0.0324) loss_ddf_dn_2: 0.0068 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6589 (0.6485) loss_vfl_aux_0: 0.7379 (0.7186) loss_vfl_aux_1: 0.7192 (0.6943) loss_vfl_aux_2: 0.6877 (0.6757) loss_vfl_aux_3: 0.6754 (0.6595) loss_vfl_aux_4: 0.6560 (0.6504) loss_vfl_dn_0: 0.4836 (0.4849) loss_vfl_dn_1: 0.4156 (0.4163) loss_vfl_dn_2: 0.4001 (0.4005) loss_vfl_dn_3: 0.3934 (0.3925) loss_vfl_dn_4: 0.3900 (0.3896) loss_vfl_dn_5: 0.3904 (0.3891) loss_vfl_dn_pre: 0.4835 (0.4853) loss_vfl_enc_0: 0.7330 (0.7248) loss_vfl_pre: 0.7397 (0.7207) time: 0.7688 data: 0.0245 max mem: 9121 Epoch: [47] [1800/3696] eta: 0:26:54 lr: 0.000013 loss: 31.3838 (31.1145) loss_bbox: 0.1667 (0.1697) loss_bbox_aux_0: 0.1742 (0.1821) loss_bbox_aux_1: 0.1706 (0.1724) loss_bbox_aux_2: 0.1677 (0.1702) loss_bbox_aux_3: 0.1665 (0.1698) loss_bbox_aux_4: 0.1667 (0.1697) loss_bbox_dn_0: 0.2331 (0.2336) loss_bbox_dn_1: 0.1732 (0.1717) loss_bbox_dn_2: 0.1599 (0.1613) loss_bbox_dn_3: 0.1567 (0.1582) loss_bbox_dn_4: 0.1563 (0.1575) loss_bbox_dn_5: 0.1562 (0.1575) loss_bbox_dn_pre: 0.2420 (0.2393) loss_bbox_enc_0: 0.2117 (0.2169) loss_bbox_pre: 0.1758 (0.1824) loss_dfl: 0.9742 (0.9589) loss_fgl_aux_0: 1.0034 (0.9907) loss_fgl_aux_1: 0.9765 (0.9614) loss_fgl_aux_2: 0.9737 (0.9591) loss_fgl_aux_3: 0.9745 (0.9590) loss_fgl_aux_4: 0.9742 (0.9589) loss_fgl_dn_0: 1.0891 (1.0858) loss_fgl_dn_1: 0.9887 (0.9823) loss_fgl_dn_2: 0.9796 (0.9735) loss_fgl_dn_3: 0.9806 (0.9743) loss_fgl_dn_4: 0.9811 (0.9747) loss_fgl_dn_5: 0.9811 (0.9747) loss_giou: 0.5462 (0.5549) loss_giou_aux_0: 0.5691 (0.5800) loss_giou_aux_1: 0.5462 (0.5603) loss_giou_aux_2: 0.5459 (0.5558) loss_giou_aux_3: 0.5462 (0.5550) loss_giou_aux_4: 0.5461 (0.5549) loss_giou_dn_0: 0.5593 (0.5572) loss_giou_dn_1: 0.4488 (0.4455) loss_giou_dn_2: 0.4326 (0.4285) loss_giou_dn_3: 0.4250 (0.4238) loss_giou_dn_4: 0.4242 (0.4228) loss_giou_dn_5: 0.4242 (0.4228) loss_giou_dn_pre: 0.5593 (0.5565) loss_giou_enc_0: 0.6375 (0.6534) loss_giou_pre: 0.5663 (0.5785) loss_ddf_aux_0: 0.0484 (0.0512) loss_ddf_aux_1: 0.0068 (0.0071) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2534 (0.2457) loss_ddf_dn_1: 0.0320 (0.0324) loss_ddf_dn_2: 0.0072 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6619 (0.6487) loss_vfl_aux_0: 0.7201 (0.7190) loss_vfl_aux_1: 0.7025 (0.6947) loss_vfl_aux_2: 0.6870 (0.6759) loss_vfl_aux_3: 0.6700 (0.6598) loss_vfl_aux_4: 0.6602 (0.6507) loss_vfl_dn_0: 0.4899 (0.4849) loss_vfl_dn_1: 0.4217 (0.4162) loss_vfl_dn_2: 0.4113 (0.4005) loss_vfl_dn_3: 0.4019 (0.3924) loss_vfl_dn_4: 0.3982 (0.3895) loss_vfl_dn_5: 0.3967 (0.3890) loss_vfl_dn_pre: 0.4898 (0.4854) loss_vfl_enc_0: 0.7391 (0.7252) loss_vfl_pre: 0.7236 (0.7211) time: 0.9069 data: 0.0247 max mem: 9121 Epoch: [47] [1900/3696] eta: 0:25:24 lr: 0.000013 loss: 30.7138 (31.1109) loss_bbox: 0.1568 (0.1697) loss_bbox_aux_0: 0.1632 (0.1821) loss_bbox_aux_1: 0.1574 (0.1724) loss_bbox_aux_2: 0.1574 (0.1703) loss_bbox_aux_3: 0.1574 (0.1698) loss_bbox_aux_4: 0.1571 (0.1697) loss_bbox_dn_0: 0.2280 (0.2337) loss_bbox_dn_1: 0.1675 (0.1718) loss_bbox_dn_2: 0.1641 (0.1615) loss_bbox_dn_3: 0.1605 (0.1584) loss_bbox_dn_4: 0.1610 (0.1577) loss_bbox_dn_5: 0.1609 (0.1577) loss_bbox_dn_pre: 0.2325 (0.2395) loss_bbox_enc_0: 0.1984 (0.2168) loss_bbox_pre: 0.1632 (0.1824) loss_dfl: 0.9636 (0.9587) loss_fgl_aux_0: 0.9825 (0.9904) loss_fgl_aux_1: 0.9652 (0.9611) loss_fgl_aux_2: 0.9640 (0.9589) loss_fgl_aux_3: 0.9639 (0.9587) loss_fgl_aux_4: 0.9635 (0.9587) loss_fgl_dn_0: 1.0804 (1.0857) loss_fgl_dn_1: 0.9739 (0.9822) loss_fgl_dn_2: 0.9636 (0.9734) loss_fgl_dn_3: 0.9633 (0.9741) loss_fgl_dn_4: 0.9639 (0.9746) loss_fgl_dn_5: 0.9639 (0.9746) loss_giou: 0.5351 (0.5548) loss_giou_aux_0: 0.5575 (0.5799) loss_giou_aux_1: 0.5387 (0.5602) loss_giou_aux_2: 0.5376 (0.5558) loss_giou_aux_3: 0.5349 (0.5549) loss_giou_aux_4: 0.5349 (0.5548) loss_giou_dn_0: 0.5480 (0.5570) loss_giou_dn_1: 0.4394 (0.4453) loss_giou_dn_2: 0.4184 (0.4283) loss_giou_dn_3: 0.4127 (0.4236) loss_giou_dn_4: 0.4108 (0.4226) loss_giou_dn_5: 0.4107 (0.4226) loss_giou_dn_pre: 0.5458 (0.5563) loss_giou_enc_0: 0.6223 (0.6531) loss_giou_pre: 0.5544 (0.5784) loss_ddf_aux_0: 0.0505 (0.0512) loss_ddf_aux_1: 0.0069 (0.0071) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2343 (0.2457) loss_ddf_dn_1: 0.0306 (0.0324) loss_ddf_dn_2: 0.0063 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6330 (0.6487) loss_vfl_aux_0: 0.7103 (0.7188) loss_vfl_aux_1: 0.6871 (0.6947) loss_vfl_aux_2: 0.6754 (0.6761) loss_vfl_aux_3: 0.6446 (0.6599) loss_vfl_aux_4: 0.6480 (0.6508) loss_vfl_dn_0: 0.4849 (0.4850) loss_vfl_dn_1: 0.4112 (0.4162) loss_vfl_dn_2: 0.3932 (0.4004) loss_vfl_dn_3: 0.3855 (0.3923) loss_vfl_dn_4: 0.3800 (0.3894) loss_vfl_dn_5: 0.3786 (0.3889) loss_vfl_dn_pre: 0.4843 (0.4854) loss_vfl_enc_0: 0.7052 (0.7250) loss_vfl_pre: 0.7147 (0.7209) time: 0.7103 data: 0.0196 max mem: 9121 Epoch: [47] [2000/3696] eta: 0:23:53 lr: 0.000013 loss: 31.4155 (31.1107) loss_bbox: 0.1569 (0.1696) loss_bbox_aux_0: 0.1695 (0.1820) loss_bbox_aux_1: 0.1587 (0.1723) loss_bbox_aux_2: 0.1575 (0.1702) loss_bbox_aux_3: 0.1570 (0.1697) loss_bbox_aux_4: 0.1569 (0.1696) loss_bbox_dn_0: 0.2152 (0.2338) loss_bbox_dn_1: 0.1579 (0.1719) loss_bbox_dn_2: 0.1460 (0.1616) loss_bbox_dn_3: 0.1438 (0.1585) loss_bbox_dn_4: 0.1437 (0.1578) loss_bbox_dn_5: 0.1438 (0.1578) loss_bbox_dn_pre: 0.2197 (0.2395) loss_bbox_enc_0: 0.2087 (0.2167) loss_bbox_pre: 0.1704 (0.1822) loss_dfl: 0.9609 (0.9585) loss_fgl_aux_0: 0.9825 (0.9902) loss_fgl_aux_1: 0.9653 (0.9610) loss_fgl_aux_2: 0.9619 (0.9587) loss_fgl_aux_3: 0.9609 (0.9586) loss_fgl_aux_4: 0.9609 (0.9585) loss_fgl_dn_0: 1.0898 (1.0856) loss_fgl_dn_1: 0.9890 (0.9821) loss_fgl_dn_2: 0.9811 (0.9734) loss_fgl_dn_3: 0.9836 (0.9741) loss_fgl_dn_4: 0.9843 (0.9746) loss_fgl_dn_5: 0.9844 (0.9746) loss_giou: 0.5316 (0.5549) loss_giou_aux_0: 0.5510 (0.5799) loss_giou_aux_1: 0.5374 (0.5603) loss_giou_aux_2: 0.5332 (0.5559) loss_giou_aux_3: 0.5312 (0.5550) loss_giou_aux_4: 0.5316 (0.5549) loss_giou_dn_0: 0.5532 (0.5570) loss_giou_dn_1: 0.4293 (0.4454) loss_giou_dn_2: 0.4142 (0.4284) loss_giou_dn_3: 0.4095 (0.4237) loss_giou_dn_4: 0.4075 (0.4227) loss_giou_dn_5: 0.4075 (0.4227) loss_giou_dn_pre: 0.5527 (0.5563) loss_giou_enc_0: 0.6363 (0.6532) loss_giou_pre: 0.5527 (0.5785) loss_ddf_aux_0: 0.0478 (0.0511) loss_ddf_aux_1: 0.0068 (0.0070) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2307 (0.2455) loss_ddf_dn_1: 0.0318 (0.0324) loss_ddf_dn_2: 0.0077 (0.0074) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6327 (0.6486) loss_vfl_aux_0: 0.7012 (0.7188) loss_vfl_aux_1: 0.6832 (0.6946) loss_vfl_aux_2: 0.6666 (0.6760) loss_vfl_aux_3: 0.6456 (0.6598) loss_vfl_aux_4: 0.6381 (0.6507) loss_vfl_dn_0: 0.4807 (0.4850) loss_vfl_dn_1: 0.4198 (0.4163) loss_vfl_dn_2: 0.4036 (0.4005) loss_vfl_dn_3: 0.3963 (0.3924) loss_vfl_dn_4: 0.3944 (0.3895) loss_vfl_dn_5: 0.3952 (0.3890) loss_vfl_dn_pre: 0.4824 (0.4855) loss_vfl_enc_0: 0.6947 (0.7251) loss_vfl_pre: 0.7020 (0.7209) time: 0.8537 data: 0.0222 max mem: 9121 Epoch: [47] [2100/3696] eta: 0:22:46 lr: 0.000013 loss: 31.3299 (31.1189) loss_bbox: 0.1483 (0.1697) loss_bbox_aux_0: 0.1570 (0.1820) loss_bbox_aux_1: 0.1510 (0.1724) loss_bbox_aux_2: 0.1494 (0.1702) loss_bbox_aux_3: 0.1483 (0.1698) loss_bbox_aux_4: 0.1483 (0.1697) loss_bbox_dn_0: 0.1996 (0.2336) loss_bbox_dn_1: 0.1459 (0.1718) loss_bbox_dn_2: 0.1374 (0.1616) loss_bbox_dn_3: 0.1347 (0.1584) loss_bbox_dn_4: 0.1352 (0.1578) loss_bbox_dn_5: 0.1352 (0.1578) loss_bbox_dn_pre: 0.2057 (0.2394) loss_bbox_enc_0: 0.1887 (0.2166) loss_bbox_pre: 0.1572 (0.1823) loss_dfl: 0.9733 (0.9586) loss_fgl_aux_0: 0.9947 (0.9901) loss_fgl_aux_1: 0.9747 (0.9610) loss_fgl_aux_2: 0.9730 (0.9587) loss_fgl_aux_3: 0.9731 (0.9586) loss_fgl_aux_4: 0.9732 (0.9586) loss_fgl_dn_0: 1.0832 (1.0855) loss_fgl_dn_1: 0.9952 (0.9822) loss_fgl_dn_2: 0.9887 (0.9734) loss_fgl_dn_3: 0.9913 (0.9742) loss_fgl_dn_4: 0.9915 (0.9746) loss_fgl_dn_5: 0.9914 (0.9746) loss_giou: 0.6069 (0.5554) loss_giou_aux_0: 0.6193 (0.5804) loss_giou_aux_1: 0.6095 (0.5608) loss_giou_aux_2: 0.6067 (0.5564) loss_giou_aux_3: 0.6062 (0.5555) loss_giou_aux_4: 0.6067 (0.5554) loss_giou_dn_0: 0.5880 (0.5574) loss_giou_dn_1: 0.4737 (0.4458) loss_giou_dn_2: 0.4556 (0.4288) loss_giou_dn_3: 0.4488 (0.4241) loss_giou_dn_4: 0.4483 (0.4231) loss_giou_dn_5: 0.4482 (0.4231) loss_giou_dn_pre: 0.5864 (0.5567) loss_giou_enc_0: 0.6982 (0.6536) loss_giou_pre: 0.6180 (0.5790) loss_ddf_aux_0: 0.0475 (0.0510) loss_ddf_aux_1: 0.0071 (0.0071) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2239 (0.2454) loss_ddf_dn_1: 0.0301 (0.0324) loss_ddf_dn_2: 0.0067 (0.0074) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6593 (0.6489) loss_vfl_aux_0: 0.7183 (0.7187) loss_vfl_aux_1: 0.7020 (0.6947) loss_vfl_aux_2: 0.6790 (0.6763) loss_vfl_aux_3: 0.6708 (0.6602) loss_vfl_aux_4: 0.6624 (0.6509) loss_vfl_dn_0: 0.4828 (0.4850) loss_vfl_dn_1: 0.4244 (0.4164) loss_vfl_dn_2: 0.4048 (0.4006) loss_vfl_dn_3: 0.3970 (0.3925) loss_vfl_dn_4: 0.3954 (0.3896) loss_vfl_dn_5: 0.3946 (0.3891) loss_vfl_dn_pre: 0.4833 (0.4854) loss_vfl_enc_0: 0.7130 (0.7249) loss_vfl_pre: 0.7182 (0.7209) time: 2.3810 data: 0.0319 max mem: 9121 Epoch: [47] [2200/3696] eta: 0:21:17 lr: 0.000013 loss: 31.4266 (31.1159) loss_bbox: 0.1643 (0.1698) loss_bbox_aux_0: 0.1760 (0.1820) loss_bbox_aux_1: 0.1655 (0.1724) loss_bbox_aux_2: 0.1652 (0.1703) loss_bbox_aux_3: 0.1645 (0.1699) loss_bbox_aux_4: 0.1643 (0.1698) loss_bbox_dn_0: 0.2182 (0.2338) loss_bbox_dn_1: 0.1602 (0.1720) loss_bbox_dn_2: 0.1474 (0.1617) loss_bbox_dn_3: 0.1481 (0.1585) loss_bbox_dn_4: 0.1479 (0.1579) loss_bbox_dn_5: 0.1479 (0.1579) loss_bbox_dn_pre: 0.2235 (0.2395) loss_bbox_enc_0: 0.2086 (0.2165) loss_bbox_pre: 0.1768 (0.1823) loss_dfl: 0.9735 (0.9589) loss_fgl_aux_0: 1.0102 (0.9904) loss_fgl_aux_1: 0.9765 (0.9613) loss_fgl_aux_2: 0.9738 (0.9590) loss_fgl_aux_3: 0.9738 (0.9589) loss_fgl_aux_4: 0.9734 (0.9589) loss_fgl_dn_0: 1.0856 (1.0854) loss_fgl_dn_1: 0.9818 (0.9822) loss_fgl_dn_2: 0.9726 (0.9734) loss_fgl_dn_3: 0.9739 (0.9741) loss_fgl_dn_4: 0.9739 (0.9746) loss_fgl_dn_5: 0.9739 (0.9746) loss_giou: 0.5459 (0.5547) loss_giou_aux_0: 0.5718 (0.5796) loss_giou_aux_1: 0.5506 (0.5601) loss_giou_aux_2: 0.5450 (0.5556) loss_giou_aux_3: 0.5457 (0.5548) loss_giou_aux_4: 0.5459 (0.5547) loss_giou_dn_0: 0.5584 (0.5573) loss_giou_dn_1: 0.4417 (0.4456) loss_giou_dn_2: 0.4245 (0.4286) loss_giou_dn_3: 0.4222 (0.4239) loss_giou_dn_4: 0.4214 (0.4229) loss_giou_dn_5: 0.4215 (0.4229) loss_giou_dn_pre: 0.5551 (0.5566) loss_giou_enc_0: 0.6544 (0.6527) loss_giou_pre: 0.5732 (0.5781) loss_ddf_aux_0: 0.0490 (0.0510) loss_ddf_aux_1: 0.0067 (0.0071) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2498 (0.2455) loss_ddf_dn_1: 0.0324 (0.0324) loss_ddf_dn_2: 0.0074 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6519 (0.6492) loss_vfl_aux_0: 0.7463 (0.7191) loss_vfl_aux_1: 0.7104 (0.6950) loss_vfl_aux_2: 0.6824 (0.6765) loss_vfl_aux_3: 0.6604 (0.6603) loss_vfl_aux_4: 0.6497 (0.6511) loss_vfl_dn_0: 0.4862 (0.4850) loss_vfl_dn_1: 0.4196 (0.4164) loss_vfl_dn_2: 0.4012 (0.4006) loss_vfl_dn_3: 0.3963 (0.3925) loss_vfl_dn_4: 0.3953 (0.3897) loss_vfl_dn_5: 0.3941 (0.3892) loss_vfl_dn_pre: 0.4871 (0.4855) loss_vfl_enc_0: 0.7401 (0.7249) loss_vfl_pre: 0.7468 (0.7212) time: 0.9634 data: 0.0252 max mem: 9121 Epoch: [47] [2300/3696] eta: 0:20:07 lr: 0.000013 loss: 30.5015 (31.1121) loss_bbox: 0.1633 (0.1697) loss_bbox_aux_0: 0.1775 (0.1819) loss_bbox_aux_1: 0.1647 (0.1723) loss_bbox_aux_2: 0.1629 (0.1702) loss_bbox_aux_3: 0.1631 (0.1698) loss_bbox_aux_4: 0.1632 (0.1697) loss_bbox_dn_0: 0.2410 (0.2339) loss_bbox_dn_1: 0.1758 (0.1721) loss_bbox_dn_2: 0.1637 (0.1618) loss_bbox_dn_3: 0.1592 (0.1587) loss_bbox_dn_4: 0.1589 (0.1580) loss_bbox_dn_5: 0.1590 (0.1580) loss_bbox_dn_pre: 0.2498 (0.2397) loss_bbox_enc_0: 0.2126 (0.2164) loss_bbox_pre: 0.1762 (0.1822) loss_dfl: 0.9570 (0.9590) loss_fgl_aux_0: 1.0002 (0.9906) loss_fgl_aux_1: 0.9623 (0.9614) loss_fgl_aux_2: 0.9568 (0.9591) loss_fgl_aux_3: 0.9570 (0.9590) loss_fgl_aux_4: 0.9568 (0.9590) loss_fgl_dn_0: 1.0849 (1.0854) loss_fgl_dn_1: 0.9734 (0.9822) loss_fgl_dn_2: 0.9673 (0.9734) loss_fgl_dn_3: 0.9663 (0.9741) loss_fgl_dn_4: 0.9667 (0.9746) loss_fgl_dn_5: 0.9668 (0.9746) loss_giou: 0.4969 (0.5540) loss_giou_aux_0: 0.5176 (0.5790) loss_giou_aux_1: 0.5019 (0.5594) loss_giou_aux_2: 0.4957 (0.5550) loss_giou_aux_3: 0.4967 (0.5541) loss_giou_aux_4: 0.4969 (0.5540) loss_giou_dn_0: 0.5320 (0.5569) loss_giou_dn_1: 0.4172 (0.4452) loss_giou_dn_2: 0.3956 (0.4282) loss_giou_dn_3: 0.3918 (0.4235) loss_giou_dn_4: 0.3908 (0.4225) loss_giou_dn_5: 0.3908 (0.4225) loss_giou_dn_pre: 0.5315 (0.5562) loss_giou_enc_0: 0.5968 (0.6521) loss_giou_pre: 0.5188 (0.5775) loss_ddf_aux_0: 0.0510 (0.0510) loss_ddf_aux_1: 0.0071 (0.0071) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2428 (0.2455) loss_ddf_dn_1: 0.0320 (0.0324) loss_ddf_dn_2: 0.0065 (0.0074) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6603 (0.6494) loss_vfl_aux_0: 0.7227 (0.7195) loss_vfl_aux_1: 0.6970 (0.6956) loss_vfl_aux_2: 0.6833 (0.6768) loss_vfl_aux_3: 0.6544 (0.6605) loss_vfl_aux_4: 0.6508 (0.6514) loss_vfl_dn_0: 0.4833 (0.4851) loss_vfl_dn_1: 0.4093 (0.4163) loss_vfl_dn_2: 0.3959 (0.4006) loss_vfl_dn_3: 0.3914 (0.3925) loss_vfl_dn_4: 0.3857 (0.3897) loss_vfl_dn_5: 0.3855 (0.3892) loss_vfl_dn_pre: 0.4841 (0.4856) loss_vfl_enc_0: 0.7477 (0.7253) loss_vfl_pre: 0.7232 (0.7215) time: 0.7786 data: 0.0315 max mem: 9121 Epoch: [47] [2400/3696] eta: 0:18:34 lr: 0.000013 loss: 30.7941 (31.1078) loss_bbox: 0.1556 (0.1695) loss_bbox_aux_0: 0.1745 (0.1817) loss_bbox_aux_1: 0.1594 (0.1722) loss_bbox_aux_2: 0.1567 (0.1701) loss_bbox_aux_3: 0.1555 (0.1696) loss_bbox_aux_4: 0.1556 (0.1695) loss_bbox_dn_0: 0.2196 (0.2336) loss_bbox_dn_1: 0.1715 (0.1718) loss_bbox_dn_2: 0.1605 (0.1615) loss_bbox_dn_3: 0.1562 (0.1584) loss_bbox_dn_4: 0.1547 (0.1578) loss_bbox_dn_5: 0.1546 (0.1578) loss_bbox_dn_pre: 0.2253 (0.2393) loss_bbox_enc_0: 0.2084 (0.2162) loss_bbox_pre: 0.1738 (0.1820) loss_dfl: 0.9768 (0.9589) loss_fgl_aux_0: 1.0136 (0.9905) loss_fgl_aux_1: 0.9818 (0.9613) loss_fgl_aux_2: 0.9765 (0.9591) loss_fgl_aux_3: 0.9774 (0.9590) loss_fgl_aux_4: 0.9768 (0.9589) loss_fgl_dn_0: 1.0821 (1.0854) loss_fgl_dn_1: 0.9875 (0.9822) loss_fgl_dn_2: 0.9749 (0.9734) loss_fgl_dn_3: 0.9766 (0.9742) loss_fgl_dn_4: 0.9766 (0.9746) loss_fgl_dn_5: 0.9766 (0.9747) loss_giou: 0.5234 (0.5544) loss_giou_aux_0: 0.5389 (0.5793) loss_giou_aux_1: 0.5276 (0.5598) loss_giou_aux_2: 0.5235 (0.5553) loss_giou_aux_3: 0.5237 (0.5545) loss_giou_aux_4: 0.5233 (0.5544) loss_giou_dn_0: 0.5466 (0.5569) loss_giou_dn_1: 0.4355 (0.4452) loss_giou_dn_2: 0.4189 (0.4283) loss_giou_dn_3: 0.4114 (0.4236) loss_giou_dn_4: 0.4114 (0.4226) loss_giou_dn_5: 0.4114 (0.4226) loss_giou_dn_pre: 0.5429 (0.5562) loss_giou_enc_0: 0.6193 (0.6523) loss_giou_pre: 0.5381 (0.5778) loss_ddf_aux_0: 0.0489 (0.0509) loss_ddf_aux_1: 0.0070 (0.0071) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2432 (0.2454) loss_ddf_dn_1: 0.0292 (0.0323) loss_ddf_dn_2: 0.0057 (0.0073) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6448 (0.6489) loss_vfl_aux_0: 0.7185 (0.7192) loss_vfl_aux_1: 0.6815 (0.6952) loss_vfl_aux_2: 0.6631 (0.6764) loss_vfl_aux_3: 0.6559 (0.6599) loss_vfl_aux_4: 0.6487 (0.6509) loss_vfl_dn_0: 0.4837 (0.4852) loss_vfl_dn_1: 0.4121 (0.4164) loss_vfl_dn_2: 0.3962 (0.4006) loss_vfl_dn_3: 0.3873 (0.3925) loss_vfl_dn_4: 0.3844 (0.3897) loss_vfl_dn_5: 0.3841 (0.3892) loss_vfl_dn_pre: 0.4839 (0.4856) loss_vfl_enc_0: 0.7144 (0.7250) loss_vfl_pre: 0.7216 (0.7213) time: 0.7362 data: 0.0251 max mem: 9121 Epoch: [47] [2500/3696] eta: 0:17:18 lr: 0.000013 loss: 30.5625 (31.1014) loss_bbox: 0.1585 (0.1695) loss_bbox_aux_0: 0.1694 (0.1817) loss_bbox_aux_1: 0.1596 (0.1722) loss_bbox_aux_2: 0.1587 (0.1701) loss_bbox_aux_3: 0.1583 (0.1696) loss_bbox_aux_4: 0.1584 (0.1695) loss_bbox_dn_0: 0.2306 (0.2335) loss_bbox_dn_1: 0.1651 (0.1717) loss_bbox_dn_2: 0.1502 (0.1614) loss_bbox_dn_3: 0.1496 (0.1583) loss_bbox_dn_4: 0.1491 (0.1577) loss_bbox_dn_5: 0.1489 (0.1576) loss_bbox_dn_pre: 0.2350 (0.2392) loss_bbox_enc_0: 0.1993 (0.2160) loss_bbox_pre: 0.1687 (0.1820) loss_dfl: 0.9628 (0.9589) loss_fgl_aux_0: 0.9935 (0.9905) loss_fgl_aux_1: 0.9653 (0.9613) loss_fgl_aux_2: 0.9619 (0.9590) loss_fgl_aux_3: 0.9625 (0.9589) loss_fgl_aux_4: 0.9627 (0.9589) loss_fgl_dn_0: 1.0886 (1.0854) loss_fgl_dn_1: 0.9788 (0.9822) loss_fgl_dn_2: 0.9667 (0.9734) loss_fgl_dn_3: 0.9692 (0.9741) loss_fgl_dn_4: 0.9694 (0.9746) loss_fgl_dn_5: 0.9695 (0.9746) loss_giou: 0.5200 (0.5543) loss_giou_aux_0: 0.5426 (0.5792) loss_giou_aux_1: 0.5231 (0.5597) loss_giou_aux_2: 0.5196 (0.5553) loss_giou_aux_3: 0.5184 (0.5544) loss_giou_aux_4: 0.5198 (0.5543) loss_giou_dn_0: 0.5280 (0.5568) loss_giou_dn_1: 0.4243 (0.4451) loss_giou_dn_2: 0.4110 (0.4281) loss_giou_dn_3: 0.4043 (0.4234) loss_giou_dn_4: 0.4035 (0.4224) loss_giou_dn_5: 0.4035 (0.4224) loss_giou_dn_pre: 0.5252 (0.5561) loss_giou_enc_0: 0.6069 (0.6521) loss_giou_pre: 0.5414 (0.5777) loss_ddf_aux_0: 0.0531 (0.0509) loss_ddf_aux_1: 0.0075 (0.0071) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2484 (0.2454) loss_ddf_dn_1: 0.0322 (0.0324) loss_ddf_dn_2: 0.0064 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6517 (0.6486) loss_vfl_aux_0: 0.7198 (0.7189) loss_vfl_aux_1: 0.6826 (0.6948) loss_vfl_aux_2: 0.6816 (0.6761) loss_vfl_aux_3: 0.6548 (0.6596) loss_vfl_aux_4: 0.6514 (0.6506) loss_vfl_dn_0: 0.4800 (0.4851) loss_vfl_dn_1: 0.4146 (0.4163) loss_vfl_dn_2: 0.3978 (0.4005) loss_vfl_dn_3: 0.3919 (0.3924) loss_vfl_dn_4: 0.3900 (0.3896) loss_vfl_dn_5: 0.3893 (0.3891) loss_vfl_dn_pre: 0.4806 (0.4855) loss_vfl_enc_0: 0.7139 (0.7247) loss_vfl_pre: 0.7206 (0.7210) time: 0.7541 data: 0.0272 max mem: 9121 Epoch: [47] [2600/3696] eta: 0:15:47 lr: 0.000013 loss: 30.9951 (31.0988) loss_bbox: 0.1767 (0.1695) loss_bbox_aux_0: 0.1817 (0.1817) loss_bbox_aux_1: 0.1767 (0.1722) loss_bbox_aux_2: 0.1775 (0.1700) loss_bbox_aux_3: 0.1767 (0.1696) loss_bbox_aux_4: 0.1767 (0.1695) loss_bbox_dn_0: 0.2251 (0.2337) loss_bbox_dn_1: 0.1677 (0.1719) loss_bbox_dn_2: 0.1606 (0.1616) loss_bbox_dn_3: 0.1556 (0.1585) loss_bbox_dn_4: 0.1548 (0.1578) loss_bbox_dn_5: 0.1548 (0.1578) loss_bbox_dn_pre: 0.2298 (0.2395) loss_bbox_enc_0: 0.2026 (0.2161) loss_bbox_pre: 0.1816 (0.1820) loss_dfl: 0.9770 (0.9591) loss_fgl_aux_0: 1.0026 (0.9907) loss_fgl_aux_1: 0.9758 (0.9616) loss_fgl_aux_2: 0.9758 (0.9593) loss_fgl_aux_3: 0.9774 (0.9591) loss_fgl_aux_4: 0.9770 (0.9591) loss_fgl_dn_0: 1.0869 (1.0853) loss_fgl_dn_1: 0.9948 (0.9821) loss_fgl_dn_2: 0.9861 (0.9733) loss_fgl_dn_3: 0.9863 (0.9740) loss_fgl_dn_4: 0.9859 (0.9745) loss_fgl_dn_5: 0.9858 (0.9745) loss_giou: 0.4974 (0.5536) loss_giou_aux_0: 0.5174 (0.5785) loss_giou_aux_1: 0.4978 (0.5590) loss_giou_aux_2: 0.4963 (0.5546) loss_giou_aux_3: 0.4967 (0.5538) loss_giou_aux_4: 0.4971 (0.5536) loss_giou_dn_0: 0.5227 (0.5565) loss_giou_dn_1: 0.4177 (0.4448) loss_giou_dn_2: 0.4014 (0.4278) loss_giou_dn_3: 0.4001 (0.4232) loss_giou_dn_4: 0.4003 (0.4221) loss_giou_dn_5: 0.4004 (0.4221) loss_giou_dn_pre: 0.5226 (0.5558) loss_giou_enc_0: 0.6017 (0.6516) loss_giou_pre: 0.5152 (0.5770) loss_ddf_aux_0: 0.0486 (0.0509) loss_ddf_aux_1: 0.0070 (0.0071) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2389 (0.2455) loss_ddf_dn_1: 0.0334 (0.0324) loss_ddf_dn_2: 0.0067 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6530 (0.6488) loss_vfl_aux_0: 0.7311 (0.7192) loss_vfl_aux_1: 0.7073 (0.6951) loss_vfl_aux_2: 0.6818 (0.6764) loss_vfl_aux_3: 0.6602 (0.6597) loss_vfl_aux_4: 0.6586 (0.6508) loss_vfl_dn_0: 0.4882 (0.4850) loss_vfl_dn_1: 0.4151 (0.4163) loss_vfl_dn_2: 0.3963 (0.4004) loss_vfl_dn_3: 0.3876 (0.3924) loss_vfl_dn_4: 0.3843 (0.3896) loss_vfl_dn_5: 0.3843 (0.3891) loss_vfl_dn_pre: 0.4896 (0.4855) loss_vfl_enc_0: 0.7371 (0.7248) loss_vfl_pre: 0.7300 (0.7213) time: 0.7455 data: 0.0295 max mem: 9121 Epoch: [47] [2700/3696] eta: 0:14:30 lr: 0.000013 loss: 30.8887 (31.0970) loss_bbox: 0.1690 (0.1694) loss_bbox_aux_0: 0.1805 (0.1816) loss_bbox_aux_1: 0.1703 (0.1720) loss_bbox_aux_2: 0.1684 (0.1699) loss_bbox_aux_3: 0.1686 (0.1695) loss_bbox_aux_4: 0.1689 (0.1694) loss_bbox_dn_0: 0.2238 (0.2338) loss_bbox_dn_1: 0.1630 (0.1720) loss_bbox_dn_2: 0.1558 (0.1617) loss_bbox_dn_3: 0.1544 (0.1585) loss_bbox_dn_4: 0.1553 (0.1579) loss_bbox_dn_5: 0.1556 (0.1579) loss_bbox_dn_pre: 0.2280 (0.2396) loss_bbox_enc_0: 0.2122 (0.2159) loss_bbox_pre: 0.1826 (0.1819) loss_dfl: 0.9550 (0.9593) loss_fgl_aux_0: 0.9968 (0.9909) loss_fgl_aux_1: 0.9608 (0.9617) loss_fgl_aux_2: 0.9551 (0.9594) loss_fgl_aux_3: 0.9549 (0.9593) loss_fgl_aux_4: 0.9550 (0.9593) loss_fgl_dn_0: 1.0869 (1.0854) loss_fgl_dn_1: 0.9847 (0.9821) loss_fgl_dn_2: 0.9768 (0.9733) loss_fgl_dn_3: 0.9797 (0.9741) loss_fgl_dn_4: 0.9806 (0.9745) loss_fgl_dn_5: 0.9806 (0.9745) loss_giou: 0.5508 (0.5533) loss_giou_aux_0: 0.5681 (0.5782) loss_giou_aux_1: 0.5593 (0.5587) loss_giou_aux_2: 0.5510 (0.5543) loss_giou_aux_3: 0.5510 (0.5534) loss_giou_aux_4: 0.5507 (0.5533) loss_giou_dn_0: 0.5537 (0.5563) loss_giou_dn_1: 0.4390 (0.4446) loss_giou_dn_2: 0.4209 (0.4276) loss_giou_dn_3: 0.4159 (0.4229) loss_giou_dn_4: 0.4152 (0.4219) loss_giou_dn_5: 0.4152 (0.4219) loss_giou_dn_pre: 0.5517 (0.5556) loss_giou_enc_0: 0.6473 (0.6513) loss_giou_pre: 0.5671 (0.5767) loss_ddf_aux_0: 0.0506 (0.0509) loss_ddf_aux_1: 0.0067 (0.0071) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2372 (0.2457) loss_ddf_dn_1: 0.0304 (0.0324) loss_ddf_dn_2: 0.0068 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6337 (0.6490) loss_vfl_aux_0: 0.7141 (0.7194) loss_vfl_aux_1: 0.6671 (0.6953) loss_vfl_aux_2: 0.6576 (0.6766) loss_vfl_aux_3: 0.6392 (0.6599) loss_vfl_aux_4: 0.6376 (0.6510) loss_vfl_dn_0: 0.4932 (0.4851) loss_vfl_dn_1: 0.4167 (0.4163) loss_vfl_dn_2: 0.4033 (0.4004) loss_vfl_dn_3: 0.3948 (0.3924) loss_vfl_dn_4: 0.3902 (0.3896) loss_vfl_dn_5: 0.3906 (0.3891) loss_vfl_dn_pre: 0.4937 (0.4855) loss_vfl_enc_0: 0.7053 (0.7250) loss_vfl_pre: 0.7144 (0.7215) time: 0.7723 data: 0.0297 max mem: 9121 Epoch: [47] [2800/3696] eta: 0:13:08 lr: 0.000013 loss: 30.5503 (31.0985) loss_bbox: 0.1483 (0.1694) loss_bbox_aux_0: 0.1654 (0.1816) loss_bbox_aux_1: 0.1534 (0.1720) loss_bbox_aux_2: 0.1495 (0.1699) loss_bbox_aux_3: 0.1482 (0.1695) loss_bbox_aux_4: 0.1483 (0.1694) loss_bbox_dn_0: 0.2221 (0.2337) loss_bbox_dn_1: 0.1702 (0.1719) loss_bbox_dn_2: 0.1589 (0.1616) loss_bbox_dn_3: 0.1518 (0.1585) loss_bbox_dn_4: 0.1517 (0.1578) loss_bbox_dn_5: 0.1518 (0.1578) loss_bbox_dn_pre: 0.2309 (0.2395) loss_bbox_enc_0: 0.1936 (0.2159) loss_bbox_pre: 0.1648 (0.1819) loss_dfl: 0.9640 (0.9593) loss_fgl_aux_0: 0.9970 (0.9909) loss_fgl_aux_1: 0.9664 (0.9617) loss_fgl_aux_2: 0.9635 (0.9594) loss_fgl_aux_3: 0.9637 (0.9593) loss_fgl_aux_4: 0.9640 (0.9593) loss_fgl_dn_0: 1.0843 (1.0854) loss_fgl_dn_1: 0.9759 (0.9822) loss_fgl_dn_2: 0.9680 (0.9733) loss_fgl_dn_3: 0.9689 (0.9741) loss_fgl_dn_4: 0.9697 (0.9745) loss_fgl_dn_5: 0.9698 (0.9745) loss_giou: 0.5212 (0.5536) loss_giou_aux_0: 0.5556 (0.5786) loss_giou_aux_1: 0.5301 (0.5591) loss_giou_aux_2: 0.5207 (0.5546) loss_giou_aux_3: 0.5212 (0.5538) loss_giou_aux_4: 0.5211 (0.5537) loss_giou_dn_0: 0.5436 (0.5564) loss_giou_dn_1: 0.4407 (0.4447) loss_giou_dn_2: 0.4183 (0.4277) loss_giou_dn_3: 0.4113 (0.4230) loss_giou_dn_4: 0.4112 (0.4220) loss_giou_dn_5: 0.4112 (0.4220) loss_giou_dn_pre: 0.5420 (0.5557) loss_giou_enc_0: 0.6412 (0.6518) loss_giou_pre: 0.5549 (0.5771) loss_ddf_aux_0: 0.0509 (0.0509) loss_ddf_aux_1: 0.0069 (0.0071) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2532 (0.2460) loss_ddf_dn_1: 0.0361 (0.0325) loss_ddf_dn_2: 0.0085 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6398 (0.6488) loss_vfl_aux_0: 0.6992 (0.7192) loss_vfl_aux_1: 0.6837 (0.6951) loss_vfl_aux_2: 0.6599 (0.6764) loss_vfl_aux_3: 0.6463 (0.6597) loss_vfl_aux_4: 0.6321 (0.6508) loss_vfl_dn_0: 0.4802 (0.4850) loss_vfl_dn_1: 0.4122 (0.4163) loss_vfl_dn_2: 0.3948 (0.4004) loss_vfl_dn_3: 0.3833 (0.3923) loss_vfl_dn_4: 0.3820 (0.3895) loss_vfl_dn_5: 0.3818 (0.3890) loss_vfl_dn_pre: 0.4795 (0.4855) loss_vfl_enc_0: 0.7232 (0.7246) loss_vfl_pre: 0.7008 (0.7212) time: 0.8645 data: 0.0251 max mem: 9121 Epoch: [47] [2900/3696] eta: 0:11:38 lr: 0.000013 loss: 31.2659 (31.1010) loss_bbox: 0.1723 (0.1695) loss_bbox_aux_0: 0.1878 (0.1817) loss_bbox_aux_1: 0.1750 (0.1721) loss_bbox_aux_2: 0.1740 (0.1700) loss_bbox_aux_3: 0.1724 (0.1696) loss_bbox_aux_4: 0.1723 (0.1695) loss_bbox_dn_0: 0.2460 (0.2339) loss_bbox_dn_1: 0.1943 (0.1721) loss_bbox_dn_2: 0.1785 (0.1618) loss_bbox_dn_3: 0.1750 (0.1586) loss_bbox_dn_4: 0.1735 (0.1580) loss_bbox_dn_5: 0.1735 (0.1580) loss_bbox_dn_pre: 0.2532 (0.2397) loss_bbox_enc_0: 0.2209 (0.2160) loss_bbox_pre: 0.1897 (0.1820) loss_dfl: 0.9501 (0.9593) loss_fgl_aux_0: 0.9766 (0.9910) loss_fgl_aux_1: 0.9549 (0.9617) loss_fgl_aux_2: 0.9492 (0.9595) loss_fgl_aux_3: 0.9497 (0.9593) loss_fgl_aux_4: 0.9502 (0.9593) loss_fgl_dn_0: 1.0912 (1.0855) loss_fgl_dn_1: 0.9772 (0.9821) loss_fgl_dn_2: 0.9687 (0.9732) loss_fgl_dn_3: 0.9712 (0.9740) loss_fgl_dn_4: 0.9719 (0.9744) loss_fgl_dn_5: 0.9719 (0.9744) loss_giou: 0.5181 (0.5534) loss_giou_aux_0: 0.5402 (0.5783) loss_giou_aux_1: 0.5209 (0.5588) loss_giou_aux_2: 0.5224 (0.5544) loss_giou_aux_3: 0.5194 (0.5535) loss_giou_aux_4: 0.5181 (0.5534) loss_giou_dn_0: 0.5625 (0.5563) loss_giou_dn_1: 0.4451 (0.4447) loss_giou_dn_2: 0.4251 (0.4277) loss_giou_dn_3: 0.4159 (0.4230) loss_giou_dn_4: 0.4140 (0.4220) loss_giou_dn_5: 0.4140 (0.4220) loss_giou_dn_pre: 0.5615 (0.5556) loss_giou_enc_0: 0.6220 (0.6516) loss_giou_pre: 0.5375 (0.5769) loss_ddf_aux_0: 0.0511 (0.0510) loss_ddf_aux_1: 0.0074 (0.0071) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2567 (0.2463) loss_ddf_dn_1: 0.0357 (0.0326) loss_ddf_dn_2: 0.0086 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6505 (0.6490) loss_vfl_aux_0: 0.7336 (0.7195) loss_vfl_aux_1: 0.7076 (0.6953) loss_vfl_aux_2: 0.6825 (0.6768) loss_vfl_aux_3: 0.6666 (0.6599) loss_vfl_aux_4: 0.6470 (0.6510) loss_vfl_dn_0: 0.4920 (0.4851) loss_vfl_dn_1: 0.4174 (0.4164) loss_vfl_dn_2: 0.3998 (0.4004) loss_vfl_dn_3: 0.3903 (0.3924) loss_vfl_dn_4: 0.3876 (0.3896) loss_vfl_dn_5: 0.3872 (0.3891) loss_vfl_dn_pre: 0.4938 (0.4856) loss_vfl_enc_0: 0.7466 (0.7248) loss_vfl_pre: 0.7391 (0.7215) time: 0.7561 data: 0.0253 max mem: 9121 Epoch: [47] [3000/3696] eta: 0:10:07 lr: 0.000013 loss: 30.8261 (31.0988) loss_bbox: 0.1655 (0.1696) loss_bbox_aux_0: 0.1760 (0.1818) loss_bbox_aux_1: 0.1674 (0.1723) loss_bbox_aux_2: 0.1656 (0.1701) loss_bbox_aux_3: 0.1653 (0.1697) loss_bbox_aux_4: 0.1655 (0.1696) loss_bbox_dn_0: 0.2315 (0.2342) loss_bbox_dn_1: 0.1658 (0.1723) loss_bbox_dn_2: 0.1612 (0.1620) loss_bbox_dn_3: 0.1602 (0.1588) loss_bbox_dn_4: 0.1592 (0.1582) loss_bbox_dn_5: 0.1592 (0.1582) loss_bbox_dn_pre: 0.2345 (0.2400) loss_bbox_enc_0: 0.2123 (0.2162) loss_bbox_pre: 0.1758 (0.1821) loss_dfl: 0.9593 (0.9593) loss_fgl_aux_0: 0.9823 (0.9910) loss_fgl_aux_1: 0.9596 (0.9618) loss_fgl_aux_2: 0.9597 (0.9595) loss_fgl_aux_3: 0.9600 (0.9593) loss_fgl_aux_4: 0.9595 (0.9593) loss_fgl_dn_0: 1.0851 (1.0855) loss_fgl_dn_1: 0.9778 (0.9819) loss_fgl_dn_2: 0.9680 (0.9731) loss_fgl_dn_3: 0.9679 (0.9738) loss_fgl_dn_4: 0.9685 (0.9743) loss_fgl_dn_5: 0.9685 (0.9743) loss_giou: 0.5484 (0.5531) loss_giou_aux_0: 0.5706 (0.5780) loss_giou_aux_1: 0.5553 (0.5585) loss_giou_aux_2: 0.5484 (0.5540) loss_giou_aux_3: 0.5479 (0.5532) loss_giou_aux_4: 0.5483 (0.5531) loss_giou_dn_0: 0.5530 (0.5562) loss_giou_dn_1: 0.4439 (0.4446) loss_giou_dn_2: 0.4259 (0.4276) loss_giou_dn_3: 0.4152 (0.4229) loss_giou_dn_4: 0.4135 (0.4219) loss_giou_dn_5: 0.4133 (0.4219) loss_giou_dn_pre: 0.5511 (0.5555) loss_giou_enc_0: 0.6374 (0.6513) loss_giou_pre: 0.5697 (0.5766) loss_ddf_aux_0: 0.0539 (0.0509) loss_ddf_aux_1: 0.0075 (0.0071) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2692 (0.2463) loss_ddf_dn_1: 0.0333 (0.0326) loss_ddf_dn_2: 0.0072 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6366 (0.6490) loss_vfl_aux_0: 0.7147 (0.7194) loss_vfl_aux_1: 0.6842 (0.6954) loss_vfl_aux_2: 0.6669 (0.6769) loss_vfl_aux_3: 0.6418 (0.6599) loss_vfl_aux_4: 0.6382 (0.6511) loss_vfl_dn_0: 0.4850 (0.4850) loss_vfl_dn_1: 0.4106 (0.4163) loss_vfl_dn_2: 0.3980 (0.4003) loss_vfl_dn_3: 0.3900 (0.3923) loss_vfl_dn_4: 0.3892 (0.3895) loss_vfl_dn_5: 0.3894 (0.3890) loss_vfl_dn_pre: 0.4861 (0.4855) loss_vfl_enc_0: 0.7086 (0.7246) loss_vfl_pre: 0.7142 (0.7214) time: 0.7483 data: 0.0295 max mem: 9121 Epoch: [47] [3100/3696] eta: 0:08:39 lr: 0.000013 loss: 31.3965 (31.0988) loss_bbox: 0.1590 (0.1695) loss_bbox_aux_0: 0.1653 (0.1817) loss_bbox_aux_1: 0.1599 (0.1721) loss_bbox_aux_2: 0.1589 (0.1700) loss_bbox_aux_3: 0.1592 (0.1696) loss_bbox_aux_4: 0.1591 (0.1695) loss_bbox_dn_0: 0.2153 (0.2341) loss_bbox_dn_1: 0.1565 (0.1723) loss_bbox_dn_2: 0.1459 (0.1619) loss_bbox_dn_3: 0.1449 (0.1587) loss_bbox_dn_4: 0.1460 (0.1581) loss_bbox_dn_5: 0.1461 (0.1581) loss_bbox_dn_pre: 0.2234 (0.2399) loss_bbox_enc_0: 0.2004 (0.2160) loss_bbox_pre: 0.1669 (0.1820) loss_dfl: 0.9790 (0.9597) loss_fgl_aux_0: 1.0007 (0.9913) loss_fgl_aux_1: 0.9800 (0.9621) loss_fgl_aux_2: 0.9790 (0.9599) loss_fgl_aux_3: 0.9794 (0.9597) loss_fgl_aux_4: 0.9786 (0.9597) loss_fgl_dn_0: 1.0832 (1.0855) loss_fgl_dn_1: 0.9900 (0.9820) loss_fgl_dn_2: 0.9785 (0.9731) loss_fgl_dn_3: 0.9797 (0.9739) loss_fgl_dn_4: 0.9805 (0.9743) loss_fgl_dn_5: 0.9804 (0.9743) loss_giou: 0.5480 (0.5526) loss_giou_aux_0: 0.5693 (0.5776) loss_giou_aux_1: 0.5549 (0.5581) loss_giou_aux_2: 0.5494 (0.5536) loss_giou_aux_3: 0.5494 (0.5528) loss_giou_aux_4: 0.5479 (0.5526) loss_giou_dn_0: 0.5712 (0.5562) loss_giou_dn_1: 0.4499 (0.4445) loss_giou_dn_2: 0.4292 (0.4275) loss_giou_dn_3: 0.4249 (0.4227) loss_giou_dn_4: 0.4232 (0.4217) loss_giou_dn_5: 0.4231 (0.4217) loss_giou_dn_pre: 0.5697 (0.5555) loss_giou_enc_0: 0.6405 (0.6509) loss_giou_pre: 0.5680 (0.5762) loss_ddf_aux_0: 0.0490 (0.0508) loss_ddf_aux_1: 0.0073 (0.0071) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2457 (0.2464) loss_ddf_dn_1: 0.0322 (0.0326) loss_ddf_dn_2: 0.0069 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6520 (0.6493) loss_vfl_aux_0: 0.7291 (0.7197) loss_vfl_aux_1: 0.7026 (0.6959) loss_vfl_aux_2: 0.6902 (0.6773) loss_vfl_aux_3: 0.6688 (0.6603) loss_vfl_aux_4: 0.6576 (0.6513) loss_vfl_dn_0: 0.4880 (0.4851) loss_vfl_dn_1: 0.4197 (0.4163) loss_vfl_dn_2: 0.4048 (0.4004) loss_vfl_dn_3: 0.3985 (0.3923) loss_vfl_dn_4: 0.3932 (0.3895) loss_vfl_dn_5: 0.3933 (0.3890) loss_vfl_dn_pre: 0.4881 (0.4856) loss_vfl_enc_0: 0.7235 (0.7249) loss_vfl_pre: 0.7200 (0.7217) time: 0.7311 data: 0.0205 max mem: 9121 Epoch: [47] [3200/3696] eta: 0:07:10 lr: 0.000013 loss: 30.8015 (31.1031) loss_bbox: 0.1536 (0.1696) loss_bbox_aux_0: 0.1632 (0.1818) loss_bbox_aux_1: 0.1556 (0.1722) loss_bbox_aux_2: 0.1532 (0.1701) loss_bbox_aux_3: 0.1532 (0.1696) loss_bbox_aux_4: 0.1536 (0.1696) loss_bbox_dn_0: 0.2100 (0.2341) loss_bbox_dn_1: 0.1469 (0.1723) loss_bbox_dn_2: 0.1386 (0.1620) loss_bbox_dn_3: 0.1385 (0.1588) loss_bbox_dn_4: 0.1377 (0.1582) loss_bbox_dn_5: 0.1377 (0.1581) loss_bbox_dn_pre: 0.2141 (0.2399) loss_bbox_enc_0: 0.1910 (0.2161) loss_bbox_pre: 0.1635 (0.1820) loss_dfl: 0.9436 (0.9596) loss_fgl_aux_0: 0.9807 (0.9913) loss_fgl_aux_1: 0.9475 (0.9621) loss_fgl_aux_2: 0.9436 (0.9598) loss_fgl_aux_3: 0.9434 (0.9596) loss_fgl_aux_4: 0.9435 (0.9596) loss_fgl_dn_0: 1.0893 (1.0855) loss_fgl_dn_1: 0.9852 (0.9819) loss_fgl_dn_2: 0.9757 (0.9731) loss_fgl_dn_3: 0.9766 (0.9738) loss_fgl_dn_4: 0.9770 (0.9743) loss_fgl_dn_5: 0.9769 (0.9743) loss_giou: 0.6137 (0.5529) loss_giou_aux_0: 0.6369 (0.5779) loss_giou_aux_1: 0.6150 (0.5583) loss_giou_aux_2: 0.6131 (0.5538) loss_giou_aux_3: 0.6146 (0.5530) loss_giou_aux_4: 0.6137 (0.5529) loss_giou_dn_0: 0.5698 (0.5564) loss_giou_dn_1: 0.4523 (0.4447) loss_giou_dn_2: 0.4370 (0.4277) loss_giou_dn_3: 0.4351 (0.4230) loss_giou_dn_4: 0.4342 (0.4220) loss_giou_dn_5: 0.4342 (0.4220) loss_giou_dn_pre: 0.5702 (0.5557) loss_giou_enc_0: 0.7227 (0.6511) loss_giou_pre: 0.6366 (0.5764) loss_ddf_aux_0: 0.0469 (0.0508) loss_ddf_aux_1: 0.0068 (0.0071) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2677 (0.2466) loss_ddf_dn_1: 0.0335 (0.0326) loss_ddf_dn_2: 0.0067 (0.0074) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5994 (0.6494) loss_vfl_aux_0: 0.6622 (0.7198) loss_vfl_aux_1: 0.6510 (0.6959) loss_vfl_aux_2: 0.6329 (0.6774) loss_vfl_aux_3: 0.6163 (0.6604) loss_vfl_aux_4: 0.6035 (0.6514) loss_vfl_dn_0: 0.4774 (0.4851) loss_vfl_dn_1: 0.4141 (0.4163) loss_vfl_dn_2: 0.3963 (0.4004) loss_vfl_dn_3: 0.3883 (0.3923) loss_vfl_dn_4: 0.3867 (0.3895) loss_vfl_dn_5: 0.3851 (0.3890) loss_vfl_dn_pre: 0.4783 (0.4855) loss_vfl_enc_0: 0.6754 (0.7249) loss_vfl_pre: 0.6631 (0.7218) time: 0.6877 data: 0.0197 max mem: 9121 Epoch: [47] [3300/3696] eta: 0:05:42 lr: 0.000013 loss: 31.2022 (31.1059) loss_bbox: 0.1713 (0.1697) loss_bbox_aux_0: 0.1794 (0.1819) loss_bbox_aux_1: 0.1701 (0.1723) loss_bbox_aux_2: 0.1717 (0.1702) loss_bbox_aux_3: 0.1713 (0.1697) loss_bbox_aux_4: 0.1713 (0.1697) loss_bbox_dn_0: 0.2257 (0.2342) loss_bbox_dn_1: 0.1623 (0.1723) loss_bbox_dn_2: 0.1493 (0.1620) loss_bbox_dn_3: 0.1458 (0.1588) loss_bbox_dn_4: 0.1449 (0.1582) loss_bbox_dn_5: 0.1449 (0.1582) loss_bbox_dn_pre: 0.2263 (0.2400) loss_bbox_enc_0: 0.2101 (0.2161) loss_bbox_pre: 0.1796 (0.1821) loss_dfl: 0.9537 (0.9596) loss_fgl_aux_0: 0.9938 (0.9913) loss_fgl_aux_1: 0.9577 (0.9621) loss_fgl_aux_2: 0.9547 (0.9598) loss_fgl_aux_3: 0.9535 (0.9597) loss_fgl_aux_4: 0.9534 (0.9596) loss_fgl_dn_0: 1.0865 (1.0856) loss_fgl_dn_1: 0.9814 (0.9820) loss_fgl_dn_2: 0.9721 (0.9731) loss_fgl_dn_3: 0.9722 (0.9739) loss_fgl_dn_4: 0.9722 (0.9743) loss_fgl_dn_5: 0.9721 (0.9743) loss_giou: 0.5666 (0.5529) loss_giou_aux_0: 0.5953 (0.5779) loss_giou_aux_1: 0.5766 (0.5584) loss_giou_aux_2: 0.5678 (0.5539) loss_giou_aux_3: 0.5655 (0.5531) loss_giou_aux_4: 0.5664 (0.5529) loss_giou_dn_0: 0.5548 (0.5565) loss_giou_dn_1: 0.4413 (0.4447) loss_giou_dn_2: 0.4244 (0.4277) loss_giou_dn_3: 0.4212 (0.4230) loss_giou_dn_4: 0.4199 (0.4220) loss_giou_dn_5: 0.4199 (0.4220) loss_giou_dn_pre: 0.5549 (0.5558) loss_giou_enc_0: 0.6687 (0.6511) loss_giou_pre: 0.5952 (0.5764) loss_ddf_aux_0: 0.0476 (0.0507) loss_ddf_aux_1: 0.0067 (0.0071) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2512 (0.2467) loss_ddf_dn_1: 0.0326 (0.0326) loss_ddf_dn_2: 0.0062 (0.0073) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6434 (0.6494) loss_vfl_aux_0: 0.7143 (0.7197) loss_vfl_aux_1: 0.6951 (0.6958) loss_vfl_aux_2: 0.6675 (0.6775) loss_vfl_aux_3: 0.6417 (0.6605) loss_vfl_aux_4: 0.6360 (0.6514) loss_vfl_dn_0: 0.4850 (0.4852) loss_vfl_dn_1: 0.4220 (0.4164) loss_vfl_dn_2: 0.4016 (0.4004) loss_vfl_dn_3: 0.3913 (0.3923) loss_vfl_dn_4: 0.3865 (0.3896) loss_vfl_dn_5: 0.3858 (0.3891) loss_vfl_dn_pre: 0.4857 (0.4856) loss_vfl_enc_0: 0.7314 (0.7249) loss_vfl_pre: 0.7189 (0.7216) time: 0.7436 data: 0.0261 max mem: 9121 Epoch: [47] [3400/3696] eta: 0:04:17 lr: 0.000013 loss: 30.7171 (31.1096) loss_bbox: 0.1483 (0.1696) loss_bbox_aux_0: 0.1571 (0.1818) loss_bbox_aux_1: 0.1478 (0.1723) loss_bbox_aux_2: 0.1477 (0.1701) loss_bbox_aux_3: 0.1480 (0.1697) loss_bbox_aux_4: 0.1483 (0.1696) loss_bbox_dn_0: 0.2149 (0.2341) loss_bbox_dn_1: 0.1492 (0.1723) loss_bbox_dn_2: 0.1388 (0.1619) loss_bbox_dn_3: 0.1351 (0.1587) loss_bbox_dn_4: 0.1347 (0.1581) loss_bbox_dn_5: 0.1347 (0.1581) loss_bbox_dn_pre: 0.2200 (0.2399) loss_bbox_enc_0: 0.1850 (0.2161) loss_bbox_pre: 0.1576 (0.1821) loss_dfl: 0.9657 (0.9596) loss_fgl_aux_0: 1.0032 (0.9912) loss_fgl_aux_1: 0.9653 (0.9620) loss_fgl_aux_2: 0.9646 (0.9597) loss_fgl_aux_3: 0.9649 (0.9596) loss_fgl_aux_4: 0.9653 (0.9596) loss_fgl_dn_0: 1.0851 (1.0855) loss_fgl_dn_1: 0.9870 (0.9819) loss_fgl_dn_2: 0.9812 (0.9731) loss_fgl_dn_3: 0.9815 (0.9738) loss_fgl_dn_4: 0.9817 (0.9743) loss_fgl_dn_5: 0.9817 (0.9743) loss_giou: 0.5319 (0.5533) loss_giou_aux_0: 0.5592 (0.5783) loss_giou_aux_1: 0.5374 (0.5587) loss_giou_aux_2: 0.5352 (0.5543) loss_giou_aux_3: 0.5328 (0.5535) loss_giou_aux_4: 0.5324 (0.5533) loss_giou_dn_0: 0.5574 (0.5569) loss_giou_dn_1: 0.4483 (0.4451) loss_giou_dn_2: 0.4322 (0.4280) loss_giou_dn_3: 0.4236 (0.4233) loss_giou_dn_4: 0.4220 (0.4223) loss_giou_dn_5: 0.4221 (0.4223) loss_giou_dn_pre: 0.5581 (0.5562) loss_giou_enc_0: 0.6319 (0.6514) loss_giou_pre: 0.5577 (0.5768) loss_ddf_aux_0: 0.0462 (0.0506) loss_ddf_aux_1: 0.0062 (0.0071) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2414 (0.2467) loss_ddf_dn_1: 0.0318 (0.0326) loss_ddf_dn_2: 0.0074 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6365 (0.6494) loss_vfl_aux_0: 0.7220 (0.7198) loss_vfl_aux_1: 0.7018 (0.6959) loss_vfl_aux_2: 0.6658 (0.6774) loss_vfl_aux_3: 0.6538 (0.6605) loss_vfl_aux_4: 0.6422 (0.6515) loss_vfl_dn_0: 0.4840 (0.4851) loss_vfl_dn_1: 0.4140 (0.4164) loss_vfl_dn_2: 0.3953 (0.4004) loss_vfl_dn_3: 0.3876 (0.3924) loss_vfl_dn_4: 0.3845 (0.3896) loss_vfl_dn_5: 0.3845 (0.3891) loss_vfl_dn_pre: 0.4853 (0.4856) loss_vfl_enc_0: 0.7402 (0.7249) loss_vfl_pre: 0.7269 (0.7218) time: 2.5817 data: 0.0371 max mem: 9121 Epoch: [47] [3500/3696] eta: 0:02:50 lr: 0.000013 loss: 31.5998 (31.1129) loss_bbox: 0.1603 (0.1697) loss_bbox_aux_0: 0.1729 (0.1819) loss_bbox_aux_1: 0.1635 (0.1724) loss_bbox_aux_2: 0.1607 (0.1702) loss_bbox_aux_3: 0.1606 (0.1698) loss_bbox_aux_4: 0.1604 (0.1697) loss_bbox_dn_0: 0.2234 (0.2342) loss_bbox_dn_1: 0.1633 (0.1723) loss_bbox_dn_2: 0.1478 (0.1620) loss_bbox_dn_3: 0.1450 (0.1588) loss_bbox_dn_4: 0.1442 (0.1582) loss_bbox_dn_5: 0.1443 (0.1582) loss_bbox_dn_pre: 0.2297 (0.2400) loss_bbox_enc_0: 0.2075 (0.2161) loss_bbox_pre: 0.1732 (0.1822) loss_dfl: 0.9819 (0.9596) loss_fgl_aux_0: 1.0104 (0.9913) loss_fgl_aux_1: 0.9826 (0.9620) loss_fgl_aux_2: 0.9820 (0.9598) loss_fgl_aux_3: 0.9809 (0.9596) loss_fgl_aux_4: 0.9819 (0.9596) loss_fgl_dn_0: 1.0933 (1.0855) loss_fgl_dn_1: 0.9968 (0.9820) loss_fgl_dn_2: 0.9810 (0.9731) loss_fgl_dn_3: 0.9814 (0.9739) loss_fgl_dn_4: 0.9819 (0.9743) loss_fgl_dn_5: 0.9819 (0.9743) loss_giou: 0.5796 (0.5534) loss_giou_aux_0: 0.6034 (0.5783) loss_giou_aux_1: 0.5830 (0.5588) loss_giou_aux_2: 0.5789 (0.5543) loss_giou_aux_3: 0.5793 (0.5535) loss_giou_aux_4: 0.5796 (0.5534) loss_giou_dn_0: 0.5819 (0.5570) loss_giou_dn_1: 0.4650 (0.4451) loss_giou_dn_2: 0.4509 (0.4281) loss_giou_dn_3: 0.4455 (0.4234) loss_giou_dn_4: 0.4460 (0.4224) loss_giou_dn_5: 0.4460 (0.4224) loss_giou_dn_pre: 0.5790 (0.5563) loss_giou_enc_0: 0.6674 (0.6514) loss_giou_pre: 0.6007 (0.5768) loss_ddf_aux_0: 0.0510 (0.0506) loss_ddf_aux_1: 0.0074 (0.0071) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2429 (0.2467) loss_ddf_dn_1: 0.0326 (0.0326) loss_ddf_dn_2: 0.0066 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6608 (0.6496) loss_vfl_aux_0: 0.7351 (0.7199) loss_vfl_aux_1: 0.6976 (0.6959) loss_vfl_aux_2: 0.6726 (0.6776) loss_vfl_aux_3: 0.6708 (0.6606) loss_vfl_aux_4: 0.6620 (0.6516) loss_vfl_dn_0: 0.4883 (0.4851) loss_vfl_dn_1: 0.4189 (0.4164) loss_vfl_dn_2: 0.4016 (0.4004) loss_vfl_dn_3: 0.3942 (0.3924) loss_vfl_dn_4: 0.3901 (0.3896) loss_vfl_dn_5: 0.3914 (0.3891) loss_vfl_dn_pre: 0.4890 (0.4856) loss_vfl_enc_0: 0.7279 (0.7250) loss_vfl_pre: 0.7371 (0.7219) time: 0.7808 data: 0.0298 max mem: 9121 Epoch: [47] [3600/3696] eta: 0:01:23 lr: 0.000013 loss: 30.9323 (31.1147) loss_bbox: 0.1560 (0.1697) loss_bbox_aux_0: 0.1683 (0.1820) loss_bbox_aux_1: 0.1579 (0.1724) loss_bbox_aux_2: 0.1566 (0.1703) loss_bbox_aux_3: 0.1563 (0.1698) loss_bbox_aux_4: 0.1560 (0.1697) loss_bbox_dn_0: 0.2292 (0.2342) loss_bbox_dn_1: 0.1631 (0.1724) loss_bbox_dn_2: 0.1552 (0.1620) loss_bbox_dn_3: 0.1541 (0.1589) loss_bbox_dn_4: 0.1521 (0.1582) loss_bbox_dn_5: 0.1520 (0.1582) loss_bbox_dn_pre: 0.2339 (0.2400) loss_bbox_enc_0: 0.1944 (0.2161) loss_bbox_pre: 0.1694 (0.1823) loss_dfl: 0.9525 (0.9596) loss_fgl_aux_0: 0.9786 (0.9913) loss_fgl_aux_1: 0.9499 (0.9621) loss_fgl_aux_2: 0.9524 (0.9598) loss_fgl_aux_3: 0.9530 (0.9596) loss_fgl_aux_4: 0.9524 (0.9596) loss_fgl_dn_0: 1.0837 (1.0855) loss_fgl_dn_1: 0.9752 (0.9820) loss_fgl_dn_2: 0.9672 (0.9732) loss_fgl_dn_3: 0.9674 (0.9739) loss_fgl_dn_4: 0.9676 (0.9744) loss_fgl_dn_5: 0.9675 (0.9744) loss_giou: 0.5543 (0.5534) loss_giou_aux_0: 0.5774 (0.5783) loss_giou_aux_1: 0.5587 (0.5588) loss_giou_aux_2: 0.5532 (0.5544) loss_giou_aux_3: 0.5538 (0.5535) loss_giou_aux_4: 0.5543 (0.5534) loss_giou_dn_0: 0.5408 (0.5569) loss_giou_dn_1: 0.4358 (0.4451) loss_giou_dn_2: 0.4255 (0.4281) loss_giou_dn_3: 0.4205 (0.4233) loss_giou_dn_4: 0.4203 (0.4223) loss_giou_dn_5: 0.4202 (0.4223) loss_giou_dn_pre: 0.5371 (0.5562) loss_giou_enc_0: 0.6344 (0.6514) loss_giou_pre: 0.5800 (0.5769) loss_ddf_aux_0: 0.0494 (0.0506) loss_ddf_aux_1: 0.0066 (0.0071) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2324 (0.2467) loss_ddf_dn_1: 0.0284 (0.0326) loss_ddf_dn_2: 0.0062 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6510 (0.6496) loss_vfl_aux_0: 0.7047 (0.7199) loss_vfl_aux_1: 0.6849 (0.6961) loss_vfl_aux_2: 0.6699 (0.6777) loss_vfl_aux_3: 0.6613 (0.6607) loss_vfl_aux_4: 0.6523 (0.6517) loss_vfl_dn_0: 0.4882 (0.4851) loss_vfl_dn_1: 0.4139 (0.4165) loss_vfl_dn_2: 0.3998 (0.4005) loss_vfl_dn_3: 0.3964 (0.3925) loss_vfl_dn_4: 0.3922 (0.3896) loss_vfl_dn_5: 0.3935 (0.3892) loss_vfl_dn_pre: 0.4882 (0.4856) loss_vfl_enc_0: 0.7303 (0.7251) loss_vfl_pre: 0.7069 (0.7219) time: 0.8137 data: 0.0311 max mem: 9121 Epoch: [47] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 31.1740 (31.1138) loss_bbox: 0.1605 (0.1697) loss_bbox_aux_0: 0.1746 (0.1819) loss_bbox_aux_1: 0.1627 (0.1723) loss_bbox_aux_2: 0.1646 (0.1702) loss_bbox_aux_3: 0.1616 (0.1698) loss_bbox_aux_4: 0.1605 (0.1697) loss_bbox_dn_0: 0.2105 (0.2341) loss_bbox_dn_1: 0.1644 (0.1722) loss_bbox_dn_2: 0.1535 (0.1619) loss_bbox_dn_3: 0.1490 (0.1587) loss_bbox_dn_4: 0.1470 (0.1581) loss_bbox_dn_5: 0.1470 (0.1580) loss_bbox_dn_pre: 0.2199 (0.2399) loss_bbox_enc_0: 0.2022 (0.2160) loss_bbox_pre: 0.1751 (0.1822) loss_dfl: 0.9371 (0.9594) loss_fgl_aux_0: 0.9653 (0.9911) loss_fgl_aux_1: 0.9423 (0.9618) loss_fgl_aux_2: 0.9376 (0.9595) loss_fgl_aux_3: 0.9371 (0.9594) loss_fgl_aux_4: 0.9372 (0.9594) loss_fgl_dn_0: 1.0716 (1.0855) loss_fgl_dn_1: 0.9756 (0.9820) loss_fgl_dn_2: 0.9677 (0.9732) loss_fgl_dn_3: 0.9679 (0.9739) loss_fgl_dn_4: 0.9682 (0.9744) loss_fgl_dn_5: 0.9682 (0.9744) loss_giou: 0.5853 (0.5538) loss_giou_aux_0: 0.6163 (0.5787) loss_giou_aux_1: 0.5878 (0.5592) loss_giou_aux_2: 0.5864 (0.5547) loss_giou_aux_3: 0.5879 (0.5539) loss_giou_aux_4: 0.5851 (0.5538) loss_giou_dn_0: 0.5819 (0.5570) loss_giou_dn_1: 0.4612 (0.4451) loss_giou_dn_2: 0.4469 (0.4281) loss_giou_dn_3: 0.4418 (0.4234) loss_giou_dn_4: 0.4408 (0.4224) loss_giou_dn_5: 0.4409 (0.4224) loss_giou_dn_pre: 0.5802 (0.5563) loss_giou_enc_0: 0.6832 (0.6518) loss_giou_pre: 0.6185 (0.5772) loss_ddf_aux_0: 0.0490 (0.0507) loss_ddf_aux_1: 0.0069 (0.0071) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2529 (0.2467) loss_ddf_dn_1: 0.0314 (0.0326) loss_ddf_dn_2: 0.0070 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6410 (0.6495) loss_vfl_aux_0: 0.6833 (0.7197) loss_vfl_aux_1: 0.6659 (0.6960) loss_vfl_aux_2: 0.6589 (0.6776) loss_vfl_aux_3: 0.6480 (0.6606) loss_vfl_aux_4: 0.6467 (0.6515) loss_vfl_dn_0: 0.4788 (0.4851) loss_vfl_dn_1: 0.4198 (0.4165) loss_vfl_dn_2: 0.4017 (0.4006) loss_vfl_dn_3: 0.3945 (0.3925) loss_vfl_dn_4: 0.3917 (0.3897) loss_vfl_dn_5: 0.3914 (0.3892) loss_vfl_dn_pre: 0.4791 (0.4856) loss_vfl_enc_0: 0.6731 (0.7249) loss_vfl_pre: 0.6846 (0.7217) time: 0.7805 data: 0.0286 max mem: 9121 Epoch: [47] Total time: 0:53:12 (0.8638 s / it) Averaged stats: lr: 0.000013 loss: 31.1740 (31.1138) loss_bbox: 0.1605 (0.1697) loss_bbox_aux_0: 0.1746 (0.1819) loss_bbox_aux_1: 0.1627 (0.1723) loss_bbox_aux_2: 0.1646 (0.1702) loss_bbox_aux_3: 0.1616 (0.1698) loss_bbox_aux_4: 0.1605 (0.1697) loss_bbox_dn_0: 0.2105 (0.2341) loss_bbox_dn_1: 0.1644 (0.1722) loss_bbox_dn_2: 0.1535 (0.1619) loss_bbox_dn_3: 0.1490 (0.1587) loss_bbox_dn_4: 0.1470 (0.1581) loss_bbox_dn_5: 0.1470 (0.1580) loss_bbox_dn_pre: 0.2199 (0.2399) loss_bbox_enc_0: 0.2022 (0.2160) loss_bbox_pre: 0.1751 (0.1822) loss_dfl: 0.9371 (0.9594) loss_fgl_aux_0: 0.9653 (0.9911) loss_fgl_aux_1: 0.9423 (0.9618) loss_fgl_aux_2: 0.9376 (0.9595) loss_fgl_aux_3: 0.9371 (0.9594) loss_fgl_aux_4: 0.9372 (0.9594) loss_fgl_dn_0: 1.0716 (1.0855) loss_fgl_dn_1: 0.9756 (0.9820) loss_fgl_dn_2: 0.9677 (0.9732) loss_fgl_dn_3: 0.9679 (0.9739) loss_fgl_dn_4: 0.9682 (0.9744) loss_fgl_dn_5: 0.9682 (0.9744) loss_giou: 0.5853 (0.5538) loss_giou_aux_0: 0.6163 (0.5787) loss_giou_aux_1: 0.5878 (0.5592) loss_giou_aux_2: 0.5864 (0.5547) loss_giou_aux_3: 0.5879 (0.5539) loss_giou_aux_4: 0.5851 (0.5538) loss_giou_dn_0: 0.5819 (0.5570) loss_giou_dn_1: 0.4612 (0.4451) loss_giou_dn_2: 0.4469 (0.4281) loss_giou_dn_3: 0.4418 (0.4234) loss_giou_dn_4: 0.4408 (0.4224) loss_giou_dn_5: 0.4409 (0.4224) loss_giou_dn_pre: 0.5802 (0.5563) loss_giou_enc_0: 0.6832 (0.6518) loss_giou_pre: 0.6185 (0.5772) loss_ddf_aux_0: 0.0490 (0.0507) loss_ddf_aux_1: 0.0069 (0.0071) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2529 (0.2467) loss_ddf_dn_1: 0.0314 (0.0326) loss_ddf_dn_2: 0.0070 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6410 (0.6495) loss_vfl_aux_0: 0.6833 (0.7197) loss_vfl_aux_1: 0.6659 (0.6960) loss_vfl_aux_2: 0.6589 (0.6776) loss_vfl_aux_3: 0.6480 (0.6606) loss_vfl_aux_4: 0.6467 (0.6515) loss_vfl_dn_0: 0.4788 (0.4851) loss_vfl_dn_1: 0.4198 (0.4165) loss_vfl_dn_2: 0.4017 (0.4006) loss_vfl_dn_3: 0.3945 (0.3925) loss_vfl_dn_4: 0.3917 (0.3897) loss_vfl_dn_5: 0.3914 (0.3892) loss_vfl_dn_pre: 0.4791 (0.4856) loss_vfl_enc_0: 0.6731 (0.7249) loss_vfl_pre: 0.6846 (0.7217) Test: [ 0/79] eta: 0:03:12 time: 2.4364 data: 1.8834 max mem: 9121 Test: [10/79] eta: 0:00:52 time: 0.7655 data: 0.2158 max mem: 9121 Test: [20/79] eta: 0:00:40 time: 0.6012 data: 0.0571 max mem: 9121 Test: [30/79] eta: 0:00:36 time: 0.7442 data: 0.0641 max mem: 9121 Test: [40/79] eta: 0:00:27 time: 0.7404 data: 0.0642 max mem: 9121 Test: [50/79] eta: 0:00:20 time: 0.6015 data: 0.0643 max mem: 9121 Test: [60/79] eta: 0:00:12 time: 0.6053 data: 0.0653 max mem: 9121 Test: [70/79] eta: 0:00:06 time: 0.7061 data: 0.0644 max mem: 9121 Test: [78/79] eta: 0:00:00 time: 0.6713 data: 0.0610 max mem: 9121 Test: Total time: 0:00:54 (0.6837 s / it) Averaged stats: Accumulating evaluation results... DONE (t=23.67s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.537 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.712 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.352 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.580 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.717 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.394 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.663 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.729 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.562 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.775 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 best_stat: {'epoch': 45, 'coco_eval_bbox': 0.5366188227784761} Epoch: [48] [ 0/3696] eta: 4:10:13 lr: 0.000013 loss: 31.6986 (31.6986) loss_bbox: 0.1254 (0.1254) loss_bbox_aux_0: 0.1371 (0.1371) loss_bbox_aux_1: 0.1267 (0.1267) loss_bbox_aux_2: 0.1268 (0.1268) loss_bbox_aux_3: 0.1255 (0.1255) loss_bbox_aux_4: 0.1255 (0.1255) loss_bbox_dn_0: 0.1763 (0.1763) loss_bbox_dn_1: 0.1247 (0.1247) loss_bbox_dn_2: 0.1203 (0.1203) loss_bbox_dn_3: 0.1193 (0.1193) loss_bbox_dn_4: 0.1184 (0.1184) loss_bbox_dn_5: 0.1184 (0.1184) loss_bbox_dn_pre: 0.1790 (0.1790) loss_bbox_enc_0: 0.1510 (0.1510) loss_bbox_pre: 0.1369 (0.1369) loss_dfl: 0.9583 (0.9583) loss_fgl_aux_0: 0.9898 (0.9898) loss_fgl_aux_1: 0.9622 (0.9622) loss_fgl_aux_2: 0.9598 (0.9598) loss_fgl_aux_3: 0.9589 (0.9589) loss_fgl_aux_4: 0.9580 (0.9580) loss_fgl_dn_0: 1.0976 (1.0976) loss_fgl_dn_1: 1.0018 (1.0018) loss_fgl_dn_2: 0.9910 (0.9910) loss_fgl_dn_3: 0.9904 (0.9904) loss_fgl_dn_4: 0.9908 (0.9908) loss_fgl_dn_5: 0.9908 (0.9908) loss_giou: 0.6816 (0.6816) loss_giou_aux_0: 0.7031 (0.7031) loss_giou_aux_1: 0.6837 (0.6837) loss_giou_aux_2: 0.6826 (0.6826) loss_giou_aux_3: 0.6807 (0.6807) loss_giou_aux_4: 0.6822 (0.6822) loss_giou_dn_0: 0.6213 (0.6213) loss_giou_dn_1: 0.4855 (0.4855) loss_giou_dn_2: 0.4703 (0.4703) loss_giou_dn_3: 0.4681 (0.4681) loss_giou_dn_4: 0.4666 (0.4666) loss_giou_dn_5: 0.4665 (0.4665) loss_giou_dn_pre: 0.6177 (0.6177) loss_giou_enc_0: 0.7511 (0.7511) loss_giou_pre: 0.7021 (0.7021) loss_ddf_aux_0: 0.0476 (0.0476) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0004 (0.0004) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2918 (0.2918) loss_ddf_dn_1: 0.0376 (0.0376) loss_ddf_dn_2: 0.0097 (0.0097) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6416 (0.6416) loss_vfl_aux_0: 0.6782 (0.6782) loss_vfl_aux_1: 0.6926 (0.6926) loss_vfl_aux_2: 0.6693 (0.6693) loss_vfl_aux_3: 0.6396 (0.6396) loss_vfl_aux_4: 0.6359 (0.6359) loss_vfl_dn_0: 0.4727 (0.4727) loss_vfl_dn_1: 0.4192 (0.4192) loss_vfl_dn_2: 0.4057 (0.4057) loss_vfl_dn_3: 0.3951 (0.3951) loss_vfl_dn_4: 0.3931 (0.3931) loss_vfl_dn_5: 0.3934 (0.3934) loss_vfl_dn_pre: 0.4739 (0.4739) loss_vfl_enc_0: 0.6852 (0.6852) loss_vfl_pre: 0.6820 (0.6820) time: 4.0622 data: 1.9827 max mem: 9121 Epoch: [48] [ 100/3696] eta: 1:10:31 lr: 0.000013 loss: 31.2214 (31.1877) loss_bbox: 0.1598 (0.1665) loss_bbox_aux_0: 0.1664 (0.1781) loss_bbox_aux_1: 0.1614 (0.1693) loss_bbox_aux_2: 0.1600 (0.1671) loss_bbox_aux_3: 0.1602 (0.1666) loss_bbox_aux_4: 0.1598 (0.1665) loss_bbox_dn_0: 0.2184 (0.2237) loss_bbox_dn_1: 0.1570 (0.1653) loss_bbox_dn_2: 0.1446 (0.1559) loss_bbox_dn_3: 0.1412 (0.1528) loss_bbox_dn_4: 0.1406 (0.1524) loss_bbox_dn_5: 0.1406 (0.1524) loss_bbox_dn_pre: 0.2223 (0.2296) loss_bbox_enc_0: 0.1973 (0.2102) loss_bbox_pre: 0.1648 (0.1786) loss_dfl: 0.9626 (0.9501) loss_fgl_aux_0: 0.9834 (0.9797) loss_fgl_aux_1: 0.9630 (0.9523) loss_fgl_aux_2: 0.9607 (0.9503) loss_fgl_aux_3: 0.9620 (0.9502) loss_fgl_aux_4: 0.9625 (0.9501) loss_fgl_dn_0: 1.0814 (1.0809) loss_fgl_dn_1: 0.9765 (0.9818) loss_fgl_dn_2: 0.9692 (0.9734) loss_fgl_dn_3: 0.9689 (0.9743) loss_fgl_dn_4: 0.9695 (0.9746) loss_fgl_dn_5: 0.9694 (0.9746) loss_giou: 0.5877 (0.5855) loss_giou_aux_0: 0.6167 (0.6113) loss_giou_aux_1: 0.5985 (0.5915) loss_giou_aux_2: 0.5949 (0.5868) loss_giou_aux_3: 0.5916 (0.5856) loss_giou_aux_4: 0.5885 (0.5855) loss_giou_dn_0: 0.5610 (0.5665) loss_giou_dn_1: 0.4548 (0.4561) loss_giou_dn_2: 0.4406 (0.4395) loss_giou_dn_3: 0.4345 (0.4346) loss_giou_dn_4: 0.4337 (0.4337) loss_giou_dn_5: 0.4337 (0.4337) loss_giou_dn_pre: 0.5606 (0.5660) loss_giou_enc_0: 0.6766 (0.6832) loss_giou_pre: 0.6139 (0.6097) loss_ddf_aux_0: 0.0508 (0.0507) loss_ddf_aux_1: 0.0068 (0.0071) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2354 (0.2412) loss_ddf_dn_1: 0.0297 (0.0306) loss_ddf_dn_2: 0.0065 (0.0070) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6362 (0.6409) loss_vfl_aux_0: 0.7079 (0.7024) loss_vfl_aux_1: 0.6686 (0.6822) loss_vfl_aux_2: 0.6596 (0.6683) loss_vfl_aux_3: 0.6364 (0.6483) loss_vfl_aux_4: 0.6401 (0.6430) loss_vfl_dn_0: 0.4810 (0.4833) loss_vfl_dn_1: 0.4063 (0.4164) loss_vfl_dn_2: 0.3923 (0.4000) loss_vfl_dn_3: 0.3857 (0.3926) loss_vfl_dn_4: 0.3806 (0.3897) loss_vfl_dn_5: 0.3810 (0.3894) loss_vfl_dn_pre: 0.4805 (0.4836) loss_vfl_enc_0: 0.7084 (0.7076) loss_vfl_pre: 0.7058 (0.7042) time: 0.7987 data: 0.0306 max mem: 9121 Epoch: [48] [ 200/3696] eta: 0:57:39 lr: 0.000013 loss: 31.1360 (31.0882) loss_bbox: 0.1698 (0.1678) loss_bbox_aux_0: 0.1781 (0.1793) loss_bbox_aux_1: 0.1728 (0.1705) loss_bbox_aux_2: 0.1688 (0.1684) loss_bbox_aux_3: 0.1695 (0.1680) loss_bbox_aux_4: 0.1698 (0.1678) loss_bbox_dn_0: 0.2335 (0.2276) loss_bbox_dn_1: 0.1716 (0.1679) loss_bbox_dn_2: 0.1557 (0.1583) loss_bbox_dn_3: 0.1552 (0.1551) loss_bbox_dn_4: 0.1542 (0.1545) loss_bbox_dn_5: 0.1541 (0.1545) loss_bbox_dn_pre: 0.2383 (0.2335) loss_bbox_enc_0: 0.2134 (0.2111) loss_bbox_pre: 0.1777 (0.1796) loss_dfl: 0.9504 (0.9547) loss_fgl_aux_0: 0.9828 (0.9856) loss_fgl_aux_1: 0.9526 (0.9572) loss_fgl_aux_2: 0.9510 (0.9549) loss_fgl_aux_3: 0.9505 (0.9548) loss_fgl_aux_4: 0.9503 (0.9547) loss_fgl_dn_0: 1.0828 (1.0820) loss_fgl_dn_1: 0.9716 (0.9805) loss_fgl_dn_2: 0.9618 (0.9720) loss_fgl_dn_3: 0.9631 (0.9728) loss_fgl_dn_4: 0.9641 (0.9732) loss_fgl_dn_5: 0.9640 (0.9732) loss_giou: 0.5287 (0.5661) loss_giou_aux_0: 0.5548 (0.5917) loss_giou_aux_1: 0.5372 (0.5717) loss_giou_aux_2: 0.5296 (0.5672) loss_giou_aux_3: 0.5285 (0.5661) loss_giou_aux_4: 0.5282 (0.5661) loss_giou_dn_0: 0.5627 (0.5608) loss_giou_dn_1: 0.4413 (0.4498) loss_giou_dn_2: 0.4247 (0.4331) loss_giou_dn_3: 0.4193 (0.4281) loss_giou_dn_4: 0.4197 (0.4271) loss_giou_dn_5: 0.4196 (0.4271) loss_giou_dn_pre: 0.5646 (0.5601) loss_giou_enc_0: 0.6196 (0.6628) loss_giou_pre: 0.5548 (0.5901) loss_ddf_aux_0: 0.0511 (0.0509) loss_ddf_aux_1: 0.0070 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2602 (0.2435) loss_ddf_dn_1: 0.0313 (0.0315) loss_ddf_dn_2: 0.0068 (0.0072) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6569 (0.6456) loss_vfl_aux_0: 0.7217 (0.7091) loss_vfl_aux_1: 0.7020 (0.6882) loss_vfl_aux_2: 0.6841 (0.6732) loss_vfl_aux_3: 0.6642 (0.6548) loss_vfl_aux_4: 0.6559 (0.6479) loss_vfl_dn_0: 0.4869 (0.4835) loss_vfl_dn_1: 0.4202 (0.4163) loss_vfl_dn_2: 0.3973 (0.3997) loss_vfl_dn_3: 0.3882 (0.3920) loss_vfl_dn_4: 0.3889 (0.3891) loss_vfl_dn_5: 0.3884 (0.3887) loss_vfl_dn_pre: 0.4883 (0.4839) loss_vfl_enc_0: 0.7268 (0.7151) loss_vfl_pre: 0.7224 (0.7104) time: 0.7381 data: 0.0227 max mem: 9121 Epoch: [48] [ 300/3696] eta: 0:54:47 lr: 0.000013 loss: 31.6433 (31.0611) loss_bbox: 0.1683 (0.1701) loss_bbox_aux_0: 0.1812 (0.1818) loss_bbox_aux_1: 0.1722 (0.1728) loss_bbox_aux_2: 0.1690 (0.1705) loss_bbox_aux_3: 0.1682 (0.1702) loss_bbox_aux_4: 0.1683 (0.1701) loss_bbox_dn_0: 0.2257 (0.2324) loss_bbox_dn_1: 0.1671 (0.1714) loss_bbox_dn_2: 0.1608 (0.1614) loss_bbox_dn_3: 0.1561 (0.1582) loss_bbox_dn_4: 0.1571 (0.1575) loss_bbox_dn_5: 0.1572 (0.1575) loss_bbox_dn_pre: 0.2290 (0.2386) loss_bbox_enc_0: 0.2147 (0.2145) loss_bbox_pre: 0.1805 (0.1820) loss_dfl: 0.9564 (0.9548) loss_fgl_aux_0: 0.9796 (0.9861) loss_fgl_aux_1: 0.9581 (0.9574) loss_fgl_aux_2: 0.9557 (0.9550) loss_fgl_aux_3: 0.9564 (0.9549) loss_fgl_aux_4: 0.9564 (0.9548) loss_fgl_dn_0: 1.0844 (1.0823) loss_fgl_dn_1: 0.9806 (0.9792) loss_fgl_dn_2: 0.9744 (0.9704) loss_fgl_dn_3: 0.9750 (0.9713) loss_fgl_dn_4: 0.9758 (0.9717) loss_fgl_dn_5: 0.9758 (0.9717) loss_giou: 0.5774 (0.5581) loss_giou_aux_0: 0.5982 (0.5837) loss_giou_aux_1: 0.5796 (0.5637) loss_giou_aux_2: 0.5762 (0.5591) loss_giou_aux_3: 0.5751 (0.5581) loss_giou_aux_4: 0.5766 (0.5581) loss_giou_dn_0: 0.5657 (0.5562) loss_giou_dn_1: 0.4526 (0.4451) loss_giou_dn_2: 0.4350 (0.4284) loss_giou_dn_3: 0.4297 (0.4234) loss_giou_dn_4: 0.4285 (0.4224) loss_giou_dn_5: 0.4285 (0.4224) loss_giou_dn_pre: 0.5662 (0.5556) loss_giou_enc_0: 0.6745 (0.6542) loss_giou_pre: 0.5964 (0.5821) loss_ddf_aux_0: 0.0515 (0.0512) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2453 (0.2460) loss_ddf_dn_1: 0.0327 (0.0322) loss_ddf_dn_2: 0.0071 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6587 (0.6497) loss_vfl_aux_0: 0.7066 (0.7133) loss_vfl_aux_1: 0.7095 (0.6929) loss_vfl_aux_2: 0.6771 (0.6758) loss_vfl_aux_3: 0.6608 (0.6590) loss_vfl_aux_4: 0.6591 (0.6516) loss_vfl_dn_0: 0.4841 (0.4835) loss_vfl_dn_1: 0.4200 (0.4153) loss_vfl_dn_2: 0.4026 (0.3987) loss_vfl_dn_3: 0.3992 (0.3909) loss_vfl_dn_4: 0.3947 (0.3879) loss_vfl_dn_5: 0.3943 (0.3875) loss_vfl_dn_pre: 0.4859 (0.4838) loss_vfl_enc_0: 0.7244 (0.7203) loss_vfl_pre: 0.7097 (0.7148) time: 0.7445 data: 0.0314 max mem: 9121 Epoch: [48] [ 400/3696] eta: 0:50:13 lr: 0.000013 loss: 30.7590 (31.0859) loss_bbox: 0.1576 (0.1691) loss_bbox_aux_0: 0.1780 (0.1808) loss_bbox_aux_1: 0.1634 (0.1718) loss_bbox_aux_2: 0.1584 (0.1696) loss_bbox_aux_3: 0.1576 (0.1692) loss_bbox_aux_4: 0.1577 (0.1691) loss_bbox_dn_0: 0.2092 (0.2305) loss_bbox_dn_1: 0.1526 (0.1698) loss_bbox_dn_2: 0.1419 (0.1598) loss_bbox_dn_3: 0.1410 (0.1566) loss_bbox_dn_4: 0.1393 (0.1560) loss_bbox_dn_5: 0.1390 (0.1560) loss_bbox_dn_pre: 0.2104 (0.2365) loss_bbox_enc_0: 0.2130 (0.2132) loss_bbox_pre: 0.1794 (0.1810) loss_dfl: 0.9632 (0.9563) loss_fgl_aux_0: 0.9985 (0.9877) loss_fgl_aux_1: 0.9692 (0.9588) loss_fgl_aux_2: 0.9622 (0.9564) loss_fgl_aux_3: 0.9637 (0.9563) loss_fgl_aux_4: 0.9632 (0.9562) loss_fgl_dn_0: 1.0832 (1.0833) loss_fgl_dn_1: 0.9835 (0.9805) loss_fgl_dn_2: 0.9706 (0.9717) loss_fgl_dn_3: 0.9731 (0.9725) loss_fgl_dn_4: 0.9739 (0.9729) loss_fgl_dn_5: 0.9739 (0.9730) loss_giou: 0.5221 (0.5585) loss_giou_aux_0: 0.5550 (0.5839) loss_giou_aux_1: 0.5340 (0.5640) loss_giou_aux_2: 0.5258 (0.5596) loss_giou_aux_3: 0.5234 (0.5585) loss_giou_aux_4: 0.5224 (0.5585) loss_giou_dn_0: 0.5547 (0.5583) loss_giou_dn_1: 0.4351 (0.4468) loss_giou_dn_2: 0.4173 (0.4300) loss_giou_dn_3: 0.4136 (0.4250) loss_giou_dn_4: 0.4129 (0.4240) loss_giou_dn_5: 0.4129 (0.4240) loss_giou_dn_pre: 0.5533 (0.5576) loss_giou_enc_0: 0.6245 (0.6548) loss_giou_pre: 0.5568 (0.5824) loss_ddf_aux_0: 0.0478 (0.0506) loss_ddf_aux_1: 0.0065 (0.0072) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2430 (0.2476) loss_ddf_dn_1: 0.0324 (0.0327) loss_ddf_dn_2: 0.0070 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6354 (0.6498) loss_vfl_aux_0: 0.7062 (0.7151) loss_vfl_aux_1: 0.6810 (0.6936) loss_vfl_aux_2: 0.6551 (0.6765) loss_vfl_aux_3: 0.6510 (0.6591) loss_vfl_aux_4: 0.6403 (0.6516) loss_vfl_dn_0: 0.4786 (0.4839) loss_vfl_dn_1: 0.4097 (0.4159) loss_vfl_dn_2: 0.3969 (0.3996) loss_vfl_dn_3: 0.3865 (0.3917) loss_vfl_dn_4: 0.3843 (0.3889) loss_vfl_dn_5: 0.3810 (0.3885) loss_vfl_dn_pre: 0.4795 (0.4843) loss_vfl_enc_0: 0.7102 (0.7216) loss_vfl_pre: 0.7024 (0.7168) time: 0.7653 data: 0.0230 max mem: 9121 Epoch: [48] [ 500/3696] eta: 0:47:22 lr: 0.000013 loss: 31.5043 (31.0769) loss_bbox: 0.1656 (0.1688) loss_bbox_aux_0: 0.1724 (0.1805) loss_bbox_aux_1: 0.1688 (0.1715) loss_bbox_aux_2: 0.1662 (0.1693) loss_bbox_aux_3: 0.1658 (0.1689) loss_bbox_aux_4: 0.1656 (0.1688) loss_bbox_dn_0: 0.2015 (0.2303) loss_bbox_dn_1: 0.1408 (0.1696) loss_bbox_dn_2: 0.1327 (0.1595) loss_bbox_dn_3: 0.1337 (0.1564) loss_bbox_dn_4: 0.1349 (0.1558) loss_bbox_dn_5: 0.1349 (0.1558) loss_bbox_dn_pre: 0.2112 (0.2362) loss_bbox_enc_0: 0.1991 (0.2129) loss_bbox_pre: 0.1725 (0.1808) loss_dfl: 0.9592 (0.9569) loss_fgl_aux_0: 0.9798 (0.9883) loss_fgl_aux_1: 0.9600 (0.9594) loss_fgl_aux_2: 0.9591 (0.9570) loss_fgl_aux_3: 0.9590 (0.9569) loss_fgl_aux_4: 0.9593 (0.9569) loss_fgl_dn_0: 1.0822 (1.0839) loss_fgl_dn_1: 0.9913 (0.9811) loss_fgl_dn_2: 0.9835 (0.9723) loss_fgl_dn_3: 0.9834 (0.9731) loss_fgl_dn_4: 0.9836 (0.9735) loss_fgl_dn_5: 0.9835 (0.9735) loss_giou: 0.6001 (0.5586) loss_giou_aux_0: 0.6255 (0.5839) loss_giou_aux_1: 0.6088 (0.5642) loss_giou_aux_2: 0.6051 (0.5597) loss_giou_aux_3: 0.6013 (0.5586) loss_giou_aux_4: 0.6002 (0.5586) loss_giou_dn_0: 0.5718 (0.5573) loss_giou_dn_1: 0.4624 (0.4460) loss_giou_dn_2: 0.4482 (0.4291) loss_giou_dn_3: 0.4433 (0.4242) loss_giou_dn_4: 0.4420 (0.4232) loss_giou_dn_5: 0.4420 (0.4232) loss_giou_dn_pre: 0.5690 (0.5567) loss_giou_enc_0: 0.7038 (0.6550) loss_giou_pre: 0.6228 (0.5824) loss_ddf_aux_0: 0.0497 (0.0507) loss_ddf_aux_1: 0.0074 (0.0072) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2285 (0.2490) loss_ddf_dn_1: 0.0318 (0.0331) loss_ddf_dn_2: 0.0068 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6486 (0.6486) loss_vfl_aux_0: 0.6870 (0.7144) loss_vfl_aux_1: 0.6668 (0.6923) loss_vfl_aux_2: 0.6545 (0.6752) loss_vfl_aux_3: 0.6432 (0.6581) loss_vfl_aux_4: 0.6480 (0.6501) loss_vfl_dn_0: 0.4845 (0.4839) loss_vfl_dn_1: 0.4182 (0.4158) loss_vfl_dn_2: 0.4026 (0.3997) loss_vfl_dn_3: 0.3942 (0.3917) loss_vfl_dn_4: 0.3927 (0.3890) loss_vfl_dn_5: 0.3923 (0.3885) loss_vfl_dn_pre: 0.4854 (0.4843) loss_vfl_enc_0: 0.7029 (0.7203) loss_vfl_pre: 0.6923 (0.7163) time: 0.7041 data: 0.0207 max mem: 9121 Epoch: [48] [ 600/3696] eta: 0:44:42 lr: 0.000013 loss: 31.2458 (31.0842) loss_bbox: 0.1636 (0.1685) loss_bbox_aux_0: 0.1783 (0.1806) loss_bbox_aux_1: 0.1685 (0.1713) loss_bbox_aux_2: 0.1661 (0.1690) loss_bbox_aux_3: 0.1635 (0.1686) loss_bbox_aux_4: 0.1637 (0.1685) loss_bbox_dn_0: 0.2188 (0.2311) loss_bbox_dn_1: 0.1602 (0.1700) loss_bbox_dn_2: 0.1502 (0.1598) loss_bbox_dn_3: 0.1462 (0.1567) loss_bbox_dn_4: 0.1458 (0.1561) loss_bbox_dn_5: 0.1458 (0.1561) loss_bbox_dn_pre: 0.2214 (0.2371) loss_bbox_enc_0: 0.2132 (0.2132) loss_bbox_pre: 0.1785 (0.1808) loss_dfl: 0.9603 (0.9576) loss_fgl_aux_0: 0.9921 (0.9890) loss_fgl_aux_1: 0.9653 (0.9601) loss_fgl_aux_2: 0.9620 (0.9577) loss_fgl_aux_3: 0.9606 (0.9576) loss_fgl_aux_4: 0.9604 (0.9576) loss_fgl_dn_0: 1.0767 (1.0839) loss_fgl_dn_1: 0.9790 (0.9808) loss_fgl_dn_2: 0.9734 (0.9721) loss_fgl_dn_3: 0.9731 (0.9728) loss_fgl_dn_4: 0.9741 (0.9732) loss_fgl_dn_5: 0.9741 (0.9732) loss_giou: 0.5507 (0.5566) loss_giou_aux_0: 0.5793 (0.5823) loss_giou_aux_1: 0.5603 (0.5623) loss_giou_aux_2: 0.5492 (0.5577) loss_giou_aux_3: 0.5503 (0.5566) loss_giou_aux_4: 0.5507 (0.5566) loss_giou_dn_0: 0.5624 (0.5576) loss_giou_dn_1: 0.4426 (0.4459) loss_giou_dn_2: 0.4270 (0.4289) loss_giou_dn_3: 0.4265 (0.4241) loss_giou_dn_4: 0.4259 (0.4231) loss_giou_dn_5: 0.4259 (0.4231) loss_giou_dn_pre: 0.5630 (0.5571) loss_giou_enc_0: 0.6497 (0.6537) loss_giou_pre: 0.5789 (0.5808) loss_ddf_aux_0: 0.0491 (0.0509) loss_ddf_aux_1: 0.0079 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2371 (0.2496) loss_ddf_dn_1: 0.0318 (0.0332) loss_ddf_dn_2: 0.0064 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6261 (0.6504) loss_vfl_aux_0: 0.7128 (0.7164) loss_vfl_aux_1: 0.6746 (0.6940) loss_vfl_aux_2: 0.6479 (0.6772) loss_vfl_aux_3: 0.6330 (0.6598) loss_vfl_aux_4: 0.6295 (0.6518) loss_vfl_dn_0: 0.4815 (0.4842) loss_vfl_dn_1: 0.4185 (0.4160) loss_vfl_dn_2: 0.4023 (0.3999) loss_vfl_dn_3: 0.3907 (0.3918) loss_vfl_dn_4: 0.3890 (0.3890) loss_vfl_dn_5: 0.3889 (0.3885) loss_vfl_dn_pre: 0.4827 (0.4846) loss_vfl_enc_0: 0.7066 (0.7215) loss_vfl_pre: 0.7091 (0.7185) time: 0.7562 data: 0.0293 max mem: 9121 Epoch: [48] [ 700/3696] eta: 0:42:35 lr: 0.000013 loss: 30.7688 (31.0599) loss_bbox: 0.1509 (0.1682) loss_bbox_aux_0: 0.1644 (0.1804) loss_bbox_aux_1: 0.1528 (0.1710) loss_bbox_aux_2: 0.1509 (0.1688) loss_bbox_aux_3: 0.1508 (0.1684) loss_bbox_aux_4: 0.1509 (0.1682) loss_bbox_dn_0: 0.2333 (0.2320) loss_bbox_dn_1: 0.1707 (0.1708) loss_bbox_dn_2: 0.1587 (0.1606) loss_bbox_dn_3: 0.1492 (0.1575) loss_bbox_dn_4: 0.1487 (0.1569) loss_bbox_dn_5: 0.1486 (0.1569) loss_bbox_dn_pre: 0.2384 (0.2380) loss_bbox_enc_0: 0.1947 (0.2129) loss_bbox_pre: 0.1645 (0.1806) loss_dfl: 0.9712 (0.9585) loss_fgl_aux_0: 1.0043 (0.9901) loss_fgl_aux_1: 0.9753 (0.9610) loss_fgl_aux_2: 0.9718 (0.9586) loss_fgl_aux_3: 0.9715 (0.9585) loss_fgl_aux_4: 0.9711 (0.9585) loss_fgl_dn_0: 1.0888 (1.0843) loss_fgl_dn_1: 0.9768 (0.9808) loss_fgl_dn_2: 0.9692 (0.9720) loss_fgl_dn_3: 0.9694 (0.9727) loss_fgl_dn_4: 0.9698 (0.9731) loss_fgl_dn_5: 0.9699 (0.9731) loss_giou: 0.5197 (0.5537) loss_giou_aux_0: 0.5442 (0.5793) loss_giou_aux_1: 0.5286 (0.5594) loss_giou_aux_2: 0.5238 (0.5548) loss_giou_aux_3: 0.5222 (0.5537) loss_giou_aux_4: 0.5201 (0.5537) loss_giou_dn_0: 0.5314 (0.5567) loss_giou_dn_1: 0.4235 (0.4450) loss_giou_dn_2: 0.4062 (0.4281) loss_giou_dn_3: 0.4014 (0.4233) loss_giou_dn_4: 0.4003 (0.4223) loss_giou_dn_5: 0.4003 (0.4223) loss_giou_dn_pre: 0.5331 (0.5561) loss_giou_enc_0: 0.6066 (0.6505) loss_giou_pre: 0.5427 (0.5778) loss_ddf_aux_0: 0.0532 (0.0510) loss_ddf_aux_1: 0.0077 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2501 (0.2488) loss_ddf_dn_1: 0.0327 (0.0330) loss_ddf_dn_2: 0.0069 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6647 (0.6498) loss_vfl_aux_0: 0.7410 (0.7165) loss_vfl_aux_1: 0.7216 (0.6942) loss_vfl_aux_2: 0.6927 (0.6770) loss_vfl_aux_3: 0.6671 (0.6598) loss_vfl_aux_4: 0.6594 (0.6513) loss_vfl_dn_0: 0.4857 (0.4841) loss_vfl_dn_1: 0.4132 (0.4158) loss_vfl_dn_2: 0.3989 (0.3996) loss_vfl_dn_3: 0.3910 (0.3915) loss_vfl_dn_4: 0.3856 (0.3887) loss_vfl_dn_5: 0.3834 (0.3882) loss_vfl_dn_pre: 0.4851 (0.4845) loss_vfl_enc_0: 0.7440 (0.7214) loss_vfl_pre: 0.7393 (0.7185) time: 0.7905 data: 0.0272 max mem: 9121 Epoch: [48] [ 800/3696] eta: 0:40:45 lr: 0.000013 loss: 30.6460 (31.0590) loss_bbox: 0.1466 (0.1679) loss_bbox_aux_0: 0.1583 (0.1801) loss_bbox_aux_1: 0.1497 (0.1706) loss_bbox_aux_2: 0.1475 (0.1684) loss_bbox_aux_3: 0.1467 (0.1680) loss_bbox_aux_4: 0.1467 (0.1679) loss_bbox_dn_0: 0.2236 (0.2317) loss_bbox_dn_1: 0.1569 (0.1705) loss_bbox_dn_2: 0.1498 (0.1603) loss_bbox_dn_3: 0.1449 (0.1572) loss_bbox_dn_4: 0.1440 (0.1565) loss_bbox_dn_5: 0.1441 (0.1565) loss_bbox_dn_pre: 0.2312 (0.2377) loss_bbox_enc_0: 0.1922 (0.2126) loss_bbox_pre: 0.1579 (0.1803) loss_dfl: 0.9589 (0.9585) loss_fgl_aux_0: 0.9844 (0.9904) loss_fgl_aux_1: 0.9615 (0.9611) loss_fgl_aux_2: 0.9606 (0.9586) loss_fgl_aux_3: 0.9597 (0.9585) loss_fgl_aux_4: 0.9590 (0.9585) loss_fgl_dn_0: 1.0888 (1.0843) loss_fgl_dn_1: 0.9768 (0.9807) loss_fgl_dn_2: 0.9652 (0.9718) loss_fgl_dn_3: 0.9663 (0.9726) loss_fgl_dn_4: 0.9668 (0.9730) loss_fgl_dn_5: 0.9668 (0.9730) loss_giou: 0.5203 (0.5533) loss_giou_aux_0: 0.5512 (0.5788) loss_giou_aux_1: 0.5254 (0.5590) loss_giou_aux_2: 0.5235 (0.5544) loss_giou_aux_3: 0.5203 (0.5534) loss_giou_aux_4: 0.5205 (0.5533) loss_giou_dn_0: 0.5391 (0.5570) loss_giou_dn_1: 0.4322 (0.4452) loss_giou_dn_2: 0.4183 (0.4283) loss_giou_dn_3: 0.4118 (0.4234) loss_giou_dn_4: 0.4116 (0.4225) loss_giou_dn_5: 0.4116 (0.4225) loss_giou_dn_pre: 0.5399 (0.5564) loss_giou_enc_0: 0.6309 (0.6501) loss_giou_pre: 0.5481 (0.5773) loss_ddf_aux_0: 0.0503 (0.0509) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2556 (0.2486) loss_ddf_dn_1: 0.0351 (0.0331) loss_ddf_dn_2: 0.0072 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6283 (0.6503) loss_vfl_aux_0: 0.7012 (0.7175) loss_vfl_aux_1: 0.6707 (0.6952) loss_vfl_aux_2: 0.6445 (0.6774) loss_vfl_aux_3: 0.6396 (0.6606) loss_vfl_aux_4: 0.6329 (0.6522) loss_vfl_dn_0: 0.4785 (0.4840) loss_vfl_dn_1: 0.4135 (0.4157) loss_vfl_dn_2: 0.3954 (0.3996) loss_vfl_dn_3: 0.3881 (0.3915) loss_vfl_dn_4: 0.3849 (0.3886) loss_vfl_dn_5: 0.3846 (0.3882) loss_vfl_dn_pre: 0.4797 (0.4845) loss_vfl_enc_0: 0.6963 (0.7221) loss_vfl_pre: 0.7043 (0.7195) time: 0.9331 data: 0.0242 max mem: 9121 Epoch: [48] [ 900/3696] eta: 0:39:08 lr: 0.000013 loss: 30.8900 (31.0657) loss_bbox: 0.1547 (0.1672) loss_bbox_aux_0: 0.1708 (0.1794) loss_bbox_aux_1: 0.1590 (0.1700) loss_bbox_aux_2: 0.1553 (0.1678) loss_bbox_aux_3: 0.1550 (0.1673) loss_bbox_aux_4: 0.1546 (0.1672) loss_bbox_dn_0: 0.2366 (0.2320) loss_bbox_dn_1: 0.1633 (0.1707) loss_bbox_dn_2: 0.1511 (0.1605) loss_bbox_dn_3: 0.1460 (0.1574) loss_bbox_dn_4: 0.1455 (0.1568) loss_bbox_dn_5: 0.1455 (0.1568) loss_bbox_dn_pre: 0.2433 (0.2380) loss_bbox_enc_0: 0.2018 (0.2119) loss_bbox_pre: 0.1695 (0.1796) loss_dfl: 0.9523 (0.9587) loss_fgl_aux_0: 0.9763 (0.9905) loss_fgl_aux_1: 0.9580 (0.9612) loss_fgl_aux_2: 0.9530 (0.9588) loss_fgl_aux_3: 0.9523 (0.9587) loss_fgl_aux_4: 0.9522 (0.9587) loss_fgl_dn_0: 1.0769 (1.0845) loss_fgl_dn_1: 0.9847 (0.9808) loss_fgl_dn_2: 0.9784 (0.9720) loss_fgl_dn_3: 0.9782 (0.9728) loss_fgl_dn_4: 0.9786 (0.9732) loss_fgl_dn_5: 0.9786 (0.9732) loss_giou: 0.5396 (0.5531) loss_giou_aux_0: 0.5558 (0.5787) loss_giou_aux_1: 0.5419 (0.5588) loss_giou_aux_2: 0.5406 (0.5542) loss_giou_aux_3: 0.5398 (0.5532) loss_giou_aux_4: 0.5396 (0.5531) loss_giou_dn_0: 0.5450 (0.5575) loss_giou_dn_1: 0.4297 (0.4456) loss_giou_dn_2: 0.4140 (0.4287) loss_giou_dn_3: 0.4034 (0.4238) loss_giou_dn_4: 0.4013 (0.4228) loss_giou_dn_5: 0.4013 (0.4228) loss_giou_dn_pre: 0.5440 (0.5569) loss_giou_enc_0: 0.6414 (0.6500) loss_giou_pre: 0.5583 (0.5771) loss_ddf_aux_0: 0.0477 (0.0509) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2480 (0.2496) loss_ddf_dn_1: 0.0323 (0.0333) loss_ddf_dn_2: 0.0071 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6291 (0.6507) loss_vfl_aux_0: 0.6915 (0.7181) loss_vfl_aux_1: 0.6606 (0.6957) loss_vfl_aux_2: 0.6658 (0.6780) loss_vfl_aux_3: 0.6371 (0.6613) loss_vfl_aux_4: 0.6284 (0.6527) loss_vfl_dn_0: 0.4858 (0.4842) loss_vfl_dn_1: 0.4158 (0.4160) loss_vfl_dn_2: 0.3989 (0.3998) loss_vfl_dn_3: 0.3914 (0.3917) loss_vfl_dn_4: 0.3904 (0.3888) loss_vfl_dn_5: 0.3892 (0.3883) loss_vfl_dn_pre: 0.4857 (0.4846) loss_vfl_enc_0: 0.7036 (0.7228) loss_vfl_pre: 0.6927 (0.7200) time: 0.7716 data: 0.0317 max mem: 9121 Epoch: [48] [1000/3696] eta: 0:37:05 lr: 0.000013 loss: 31.3221 (31.0625) loss_bbox: 0.1687 (0.1672) loss_bbox_aux_0: 0.1799 (0.1793) loss_bbox_aux_1: 0.1716 (0.1699) loss_bbox_aux_2: 0.1688 (0.1677) loss_bbox_aux_3: 0.1685 (0.1673) loss_bbox_aux_4: 0.1687 (0.1672) loss_bbox_dn_0: 0.2205 (0.2316) loss_bbox_dn_1: 0.1542 (0.1704) loss_bbox_dn_2: 0.1436 (0.1602) loss_bbox_dn_3: 0.1404 (0.1571) loss_bbox_dn_4: 0.1406 (0.1564) loss_bbox_dn_5: 0.1404 (0.1564) loss_bbox_dn_pre: 0.2233 (0.2376) loss_bbox_enc_0: 0.2126 (0.2117) loss_bbox_pre: 0.1816 (0.1795) loss_dfl: 0.9564 (0.9589) loss_fgl_aux_0: 0.9809 (0.9907) loss_fgl_aux_1: 0.9577 (0.9614) loss_fgl_aux_2: 0.9571 (0.9591) loss_fgl_aux_3: 0.9563 (0.9590) loss_fgl_aux_4: 0.9566 (0.9589) loss_fgl_dn_0: 1.0834 (1.0845) loss_fgl_dn_1: 0.9819 (0.9810) loss_fgl_dn_2: 0.9734 (0.9722) loss_fgl_dn_3: 0.9737 (0.9730) loss_fgl_dn_4: 0.9744 (0.9734) loss_fgl_dn_5: 0.9744 (0.9734) loss_giou: 0.5508 (0.5532) loss_giou_aux_0: 0.5821 (0.5788) loss_giou_aux_1: 0.5584 (0.5589) loss_giou_aux_2: 0.5529 (0.5543) loss_giou_aux_3: 0.5514 (0.5533) loss_giou_aux_4: 0.5510 (0.5532) loss_giou_dn_0: 0.5542 (0.5572) loss_giou_dn_1: 0.4455 (0.4454) loss_giou_dn_2: 0.4284 (0.4284) loss_giou_dn_3: 0.4218 (0.4235) loss_giou_dn_4: 0.4210 (0.4225) loss_giou_dn_5: 0.4210 (0.4225) loss_giou_dn_pre: 0.5567 (0.5566) loss_giou_enc_0: 0.6564 (0.6501) loss_giou_pre: 0.5806 (0.5772) loss_ddf_aux_0: 0.0510 (0.0509) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2526 (0.2497) loss_ddf_dn_1: 0.0352 (0.0334) loss_ddf_dn_2: 0.0080 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6609 (0.6504) loss_vfl_aux_0: 0.7086 (0.7175) loss_vfl_aux_1: 0.7020 (0.6954) loss_vfl_aux_2: 0.6821 (0.6777) loss_vfl_aux_3: 0.6654 (0.6610) loss_vfl_aux_4: 0.6559 (0.6523) loss_vfl_dn_0: 0.4916 (0.4843) loss_vfl_dn_1: 0.4240 (0.4162) loss_vfl_dn_2: 0.4077 (0.4000) loss_vfl_dn_3: 0.3976 (0.3919) loss_vfl_dn_4: 0.3951 (0.3890) loss_vfl_dn_5: 0.3961 (0.3885) loss_vfl_dn_pre: 0.4919 (0.4847) loss_vfl_enc_0: 0.7283 (0.7224) loss_vfl_pre: 0.7100 (0.7194) time: 0.7084 data: 0.0262 max mem: 9121 Epoch: [48] [1100/3696] eta: 0:35:26 lr: 0.000013 loss: 30.9374 (31.0653) loss_bbox: 0.1672 (0.1676) loss_bbox_aux_0: 0.1812 (0.1797) loss_bbox_aux_1: 0.1697 (0.1703) loss_bbox_aux_2: 0.1678 (0.1681) loss_bbox_aux_3: 0.1675 (0.1677) loss_bbox_aux_4: 0.1672 (0.1676) loss_bbox_dn_0: 0.2294 (0.2320) loss_bbox_dn_1: 0.1652 (0.1708) loss_bbox_dn_2: 0.1547 (0.1605) loss_bbox_dn_3: 0.1543 (0.1574) loss_bbox_dn_4: 0.1548 (0.1567) loss_bbox_dn_5: 0.1547 (0.1567) loss_bbox_dn_pre: 0.2356 (0.2381) loss_bbox_enc_0: 0.2166 (0.2122) loss_bbox_pre: 0.1864 (0.1800) loss_dfl: 0.9553 (0.9590) loss_fgl_aux_0: 0.9887 (0.9908) loss_fgl_aux_1: 0.9570 (0.9615) loss_fgl_aux_2: 0.9569 (0.9591) loss_fgl_aux_3: 0.9559 (0.9590) loss_fgl_aux_4: 0.9553 (0.9590) loss_fgl_dn_0: 1.0810 (1.0844) loss_fgl_dn_1: 0.9803 (0.9808) loss_fgl_dn_2: 0.9695 (0.9720) loss_fgl_dn_3: 0.9703 (0.9728) loss_fgl_dn_4: 0.9700 (0.9732) loss_fgl_dn_5: 0.9699 (0.9732) loss_giou: 0.5754 (0.5528) loss_giou_aux_0: 0.5998 (0.5783) loss_giou_aux_1: 0.5811 (0.5585) loss_giou_aux_2: 0.5800 (0.5539) loss_giou_aux_3: 0.5770 (0.5529) loss_giou_aux_4: 0.5759 (0.5528) loss_giou_dn_0: 0.5562 (0.5571) loss_giou_dn_1: 0.4507 (0.4454) loss_giou_dn_2: 0.4311 (0.4283) loss_giou_dn_3: 0.4268 (0.4234) loss_giou_dn_4: 0.4260 (0.4224) loss_giou_dn_5: 0.4260 (0.4224) loss_giou_dn_pre: 0.5565 (0.5565) loss_giou_enc_0: 0.6825 (0.6497) loss_giou_pre: 0.5985 (0.5768) loss_ddf_aux_0: 0.0467 (0.0510) loss_ddf_aux_1: 0.0065 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2407 (0.2500) loss_ddf_dn_1: 0.0336 (0.0335) loss_ddf_dn_2: 0.0075 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6355 (0.6506) loss_vfl_aux_0: 0.7114 (0.7178) loss_vfl_aux_1: 0.6797 (0.6954) loss_vfl_aux_2: 0.6598 (0.6779) loss_vfl_aux_3: 0.6438 (0.6612) loss_vfl_aux_4: 0.6406 (0.6525) loss_vfl_dn_0: 0.4817 (0.4844) loss_vfl_dn_1: 0.4183 (0.4162) loss_vfl_dn_2: 0.4024 (0.3999) loss_vfl_dn_3: 0.3926 (0.3918) loss_vfl_dn_4: 0.3895 (0.3889) loss_vfl_dn_5: 0.3897 (0.3884) loss_vfl_dn_pre: 0.4824 (0.4848) loss_vfl_enc_0: 0.7071 (0.7227) loss_vfl_pre: 0.7074 (0.7196) time: 0.7251 data: 0.0267 max mem: 9121 Epoch: [48] [1200/3696] eta: 0:33:52 lr: 0.000013 loss: 31.0011 (31.0753) loss_bbox: 0.1789 (0.1680) loss_bbox_aux_0: 0.1914 (0.1801) loss_bbox_aux_1: 0.1828 (0.1707) loss_bbox_aux_2: 0.1800 (0.1685) loss_bbox_aux_3: 0.1793 (0.1681) loss_bbox_aux_4: 0.1788 (0.1680) loss_bbox_dn_0: 0.2421 (0.2323) loss_bbox_dn_1: 0.1770 (0.1710) loss_bbox_dn_2: 0.1737 (0.1608) loss_bbox_dn_3: 0.1702 (0.1576) loss_bbox_dn_4: 0.1698 (0.1569) loss_bbox_dn_5: 0.1697 (0.1569) loss_bbox_dn_pre: 0.2484 (0.2383) loss_bbox_enc_0: 0.2244 (0.2125) loss_bbox_pre: 0.1912 (0.1803) loss_dfl: 0.9711 (0.9588) loss_fgl_aux_0: 1.0066 (0.9906) loss_fgl_aux_1: 0.9721 (0.9613) loss_fgl_aux_2: 0.9716 (0.9589) loss_fgl_aux_3: 0.9716 (0.9588) loss_fgl_aux_4: 0.9710 (0.9588) loss_fgl_dn_0: 1.0870 (1.0845) loss_fgl_dn_1: 0.9832 (0.9809) loss_fgl_dn_2: 0.9750 (0.9721) loss_fgl_dn_3: 0.9767 (0.9728) loss_fgl_dn_4: 0.9773 (0.9732) loss_fgl_dn_5: 0.9773 (0.9732) loss_giou: 0.5230 (0.5535) loss_giou_aux_0: 0.5466 (0.5789) loss_giou_aux_1: 0.5295 (0.5592) loss_giou_aux_2: 0.5239 (0.5546) loss_giou_aux_3: 0.5222 (0.5536) loss_giou_aux_4: 0.5229 (0.5535) loss_giou_dn_0: 0.5523 (0.5574) loss_giou_dn_1: 0.4412 (0.4456) loss_giou_dn_2: 0.4225 (0.4286) loss_giou_dn_3: 0.4154 (0.4237) loss_giou_dn_4: 0.4142 (0.4228) loss_giou_dn_5: 0.4141 (0.4228) loss_giou_dn_pre: 0.5542 (0.5568) loss_giou_enc_0: 0.6234 (0.6503) loss_giou_pre: 0.5474 (0.5774) loss_ddf_aux_0: 0.0537 (0.0510) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2594 (0.2502) loss_ddf_dn_1: 0.0341 (0.0336) loss_ddf_dn_2: 0.0074 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6500 (0.6505) loss_vfl_aux_0: 0.7223 (0.7174) loss_vfl_aux_1: 0.6995 (0.6950) loss_vfl_aux_2: 0.6703 (0.6776) loss_vfl_aux_3: 0.6591 (0.6609) loss_vfl_aux_4: 0.6544 (0.6523) loss_vfl_dn_0: 0.4800 (0.4844) loss_vfl_dn_1: 0.4171 (0.4163) loss_vfl_dn_2: 0.3980 (0.4001) loss_vfl_dn_3: 0.3912 (0.3920) loss_vfl_dn_4: 0.3867 (0.3890) loss_vfl_dn_5: 0.3854 (0.3885) loss_vfl_dn_pre: 0.4802 (0.4849) loss_vfl_enc_0: 0.7222 (0.7224) loss_vfl_pre: 0.7240 (0.7192) time: 0.7496 data: 0.0299 max mem: 9121 Epoch: [48] [1300/3696] eta: 0:32:27 lr: 0.000013 loss: 31.3891 (31.0937) loss_bbox: 0.1682 (0.1682) loss_bbox_aux_0: 0.1784 (0.1803) loss_bbox_aux_1: 0.1727 (0.1709) loss_bbox_aux_2: 0.1690 (0.1687) loss_bbox_aux_3: 0.1689 (0.1683) loss_bbox_aux_4: 0.1683 (0.1682) loss_bbox_dn_0: 0.2351 (0.2324) loss_bbox_dn_1: 0.1723 (0.1712) loss_bbox_dn_2: 0.1612 (0.1609) loss_bbox_dn_3: 0.1560 (0.1577) loss_bbox_dn_4: 0.1558 (0.1571) loss_bbox_dn_5: 0.1558 (0.1571) loss_bbox_dn_pre: 0.2428 (0.2385) loss_bbox_enc_0: 0.2088 (0.2127) loss_bbox_pre: 0.1780 (0.1805) loss_dfl: 0.9402 (0.9586) loss_fgl_aux_0: 0.9762 (0.9905) loss_fgl_aux_1: 0.9422 (0.9611) loss_fgl_aux_2: 0.9412 (0.9588) loss_fgl_aux_3: 0.9405 (0.9587) loss_fgl_aux_4: 0.9403 (0.9586) loss_fgl_dn_0: 1.0862 (1.0846) loss_fgl_dn_1: 0.9688 (0.9812) loss_fgl_dn_2: 0.9584 (0.9723) loss_fgl_dn_3: 0.9589 (0.9731) loss_fgl_dn_4: 0.9594 (0.9735) loss_fgl_dn_5: 0.9595 (0.9735) loss_giou: 0.5437 (0.5549) loss_giou_aux_0: 0.5810 (0.5803) loss_giou_aux_1: 0.5491 (0.5605) loss_giou_aux_2: 0.5448 (0.5560) loss_giou_aux_3: 0.5443 (0.5550) loss_giou_aux_4: 0.5438 (0.5549) loss_giou_dn_0: 0.5677 (0.5579) loss_giou_dn_1: 0.4504 (0.4462) loss_giou_dn_2: 0.4335 (0.4292) loss_giou_dn_3: 0.4293 (0.4243) loss_giou_dn_4: 0.4282 (0.4234) loss_giou_dn_5: 0.4282 (0.4234) loss_giou_dn_pre: 0.5650 (0.5574) loss_giou_enc_0: 0.6511 (0.6516) loss_giou_pre: 0.5804 (0.5787) loss_ddf_aux_0: 0.0515 (0.0509) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2690 (0.2500) loss_ddf_dn_1: 0.0370 (0.0336) loss_ddf_dn_2: 0.0075 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6414 (0.6503) loss_vfl_aux_0: 0.7134 (0.7172) loss_vfl_aux_1: 0.6771 (0.6949) loss_vfl_aux_2: 0.6649 (0.6778) loss_vfl_aux_3: 0.6544 (0.6608) loss_vfl_aux_4: 0.6423 (0.6521) loss_vfl_dn_0: 0.4811 (0.4845) loss_vfl_dn_1: 0.4150 (0.4164) loss_vfl_dn_2: 0.4025 (0.4003) loss_vfl_dn_3: 0.3960 (0.3921) loss_vfl_dn_4: 0.3897 (0.3892) loss_vfl_dn_5: 0.3898 (0.3887) loss_vfl_dn_pre: 0.4822 (0.4849) loss_vfl_enc_0: 0.7330 (0.7225) loss_vfl_pre: 0.7228 (0.7190) time: 0.7717 data: 0.0318 max mem: 9121 Epoch: [48] [1400/3696] eta: 0:30:57 lr: 0.000013 loss: 31.0622 (31.1013) loss_bbox: 0.1654 (0.1684) loss_bbox_aux_0: 0.1749 (0.1805) loss_bbox_aux_1: 0.1676 (0.1711) loss_bbox_aux_2: 0.1656 (0.1689) loss_bbox_aux_3: 0.1657 (0.1685) loss_bbox_aux_4: 0.1656 (0.1684) loss_bbox_dn_0: 0.2076 (0.2325) loss_bbox_dn_1: 0.1504 (0.1712) loss_bbox_dn_2: 0.1422 (0.1609) loss_bbox_dn_3: 0.1390 (0.1578) loss_bbox_dn_4: 0.1370 (0.1571) loss_bbox_dn_5: 0.1369 (0.1571) loss_bbox_dn_pre: 0.2120 (0.2384) loss_bbox_enc_0: 0.2052 (0.2130) loss_bbox_pre: 0.1760 (0.1807) loss_dfl: 0.9242 (0.9585) loss_fgl_aux_0: 0.9573 (0.9904) loss_fgl_aux_1: 0.9274 (0.9610) loss_fgl_aux_2: 0.9252 (0.9587) loss_fgl_aux_3: 0.9242 (0.9586) loss_fgl_aux_4: 0.9241 (0.9585) loss_fgl_dn_0: 1.0731 (1.0848) loss_fgl_dn_1: 0.9689 (0.9813) loss_fgl_dn_2: 0.9612 (0.9725) loss_fgl_dn_3: 0.9617 (0.9732) loss_fgl_dn_4: 0.9621 (0.9736) loss_fgl_dn_5: 0.9621 (0.9736) loss_giou: 0.5911 (0.5555) loss_giou_aux_0: 0.6145 (0.5809) loss_giou_aux_1: 0.5994 (0.5611) loss_giou_aux_2: 0.5934 (0.5566) loss_giou_aux_3: 0.5911 (0.5556) loss_giou_aux_4: 0.5912 (0.5555) loss_giou_dn_0: 0.5666 (0.5582) loss_giou_dn_1: 0.4540 (0.4463) loss_giou_dn_2: 0.4348 (0.4293) loss_giou_dn_3: 0.4288 (0.4245) loss_giou_dn_4: 0.4274 (0.4235) loss_giou_dn_5: 0.4273 (0.4235) loss_giou_dn_pre: 0.5681 (0.5576) loss_giou_enc_0: 0.6892 (0.6523) loss_giou_pre: 0.6157 (0.5794) loss_ddf_aux_0: 0.0506 (0.0510) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2483 (0.2506) loss_ddf_dn_1: 0.0343 (0.0336) loss_ddf_dn_2: 0.0076 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6033 (0.6503) loss_vfl_aux_0: 0.6564 (0.7168) loss_vfl_aux_1: 0.6304 (0.6943) loss_vfl_aux_2: 0.6299 (0.6776) loss_vfl_aux_3: 0.6087 (0.6606) loss_vfl_aux_4: 0.6037 (0.6520) loss_vfl_dn_0: 0.4792 (0.4845) loss_vfl_dn_1: 0.4094 (0.4165) loss_vfl_dn_2: 0.3976 (0.4004) loss_vfl_dn_3: 0.3900 (0.3923) loss_vfl_dn_4: 0.3875 (0.3893) loss_vfl_dn_5: 0.3885 (0.3888) loss_vfl_dn_pre: 0.4791 (0.4849) loss_vfl_enc_0: 0.6754 (0.7225) loss_vfl_pre: 0.6591 (0.7187) time: 0.7782 data: 0.0275 max mem: 9121 Epoch: [48] [1500/3696] eta: 0:29:30 lr: 0.000013 loss: 31.4955 (31.1073) loss_bbox: 0.1641 (0.1685) loss_bbox_aux_0: 0.1803 (0.1807) loss_bbox_aux_1: 0.1684 (0.1712) loss_bbox_aux_2: 0.1646 (0.1690) loss_bbox_aux_3: 0.1641 (0.1686) loss_bbox_aux_4: 0.1641 (0.1685) loss_bbox_dn_0: 0.2175 (0.2324) loss_bbox_dn_1: 0.1627 (0.1711) loss_bbox_dn_2: 0.1553 (0.1609) loss_bbox_dn_3: 0.1532 (0.1577) loss_bbox_dn_4: 0.1536 (0.1571) loss_bbox_dn_5: 0.1535 (0.1571) loss_bbox_dn_pre: 0.2295 (0.2383) loss_bbox_enc_0: 0.2257 (0.2132) loss_bbox_pre: 0.1815 (0.1809) loss_dfl: 0.9422 (0.9580) loss_fgl_aux_0: 0.9672 (0.9897) loss_fgl_aux_1: 0.9438 (0.9604) loss_fgl_aux_2: 0.9413 (0.9581) loss_fgl_aux_3: 0.9411 (0.9580) loss_fgl_aux_4: 0.9422 (0.9580) loss_fgl_dn_0: 1.0807 (1.0846) loss_fgl_dn_1: 0.9757 (0.9813) loss_fgl_dn_2: 0.9661 (0.9724) loss_fgl_dn_3: 0.9688 (0.9732) loss_fgl_dn_4: 0.9693 (0.9736) loss_fgl_dn_5: 0.9693 (0.9736) loss_giou: 0.5666 (0.5569) loss_giou_aux_0: 0.5976 (0.5823) loss_giou_aux_1: 0.5701 (0.5625) loss_giou_aux_2: 0.5665 (0.5580) loss_giou_aux_3: 0.5666 (0.5570) loss_giou_aux_4: 0.5664 (0.5569) loss_giou_dn_0: 0.5706 (0.5589) loss_giou_dn_1: 0.4580 (0.4471) loss_giou_dn_2: 0.4369 (0.4301) loss_giou_dn_3: 0.4290 (0.4253) loss_giou_dn_4: 0.4282 (0.4243) loss_giou_dn_5: 0.4282 (0.4243) loss_giou_dn_pre: 0.5667 (0.5583) loss_giou_enc_0: 0.6649 (0.6538) loss_giou_pre: 0.5974 (0.5807) loss_ddf_aux_0: 0.0533 (0.0511) loss_ddf_aux_1: 0.0073 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2517 (0.2507) loss_ddf_dn_1: 0.0355 (0.0337) loss_ddf_dn_2: 0.0085 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6196 (0.6492) loss_vfl_aux_0: 0.6879 (0.7161) loss_vfl_aux_1: 0.6606 (0.6933) loss_vfl_aux_2: 0.6450 (0.6768) loss_vfl_aux_3: 0.6332 (0.6594) loss_vfl_aux_4: 0.6191 (0.6509) loss_vfl_dn_0: 0.4805 (0.4844) loss_vfl_dn_1: 0.4169 (0.4166) loss_vfl_dn_2: 0.4008 (0.4005) loss_vfl_dn_3: 0.3898 (0.3924) loss_vfl_dn_4: 0.3869 (0.3894) loss_vfl_dn_5: 0.3874 (0.3889) loss_vfl_dn_pre: 0.4808 (0.4848) loss_vfl_enc_0: 0.6988 (0.7215) loss_vfl_pre: 0.6885 (0.7179) time: 0.7436 data: 0.0266 max mem: 9121 Epoch: [48] [1600/3696] eta: 0:28:03 lr: 0.000013 loss: 30.9475 (31.1049) loss_bbox: 0.1661 (0.1686) loss_bbox_aux_0: 0.1682 (0.1807) loss_bbox_aux_1: 0.1657 (0.1713) loss_bbox_aux_2: 0.1651 (0.1691) loss_bbox_aux_3: 0.1659 (0.1687) loss_bbox_aux_4: 0.1660 (0.1686) loss_bbox_dn_0: 0.2134 (0.2320) loss_bbox_dn_1: 0.1578 (0.1708) loss_bbox_dn_2: 0.1463 (0.1606) loss_bbox_dn_3: 0.1427 (0.1574) loss_bbox_dn_4: 0.1411 (0.1568) loss_bbox_dn_5: 0.1411 (0.1568) loss_bbox_dn_pre: 0.2193 (0.2380) loss_bbox_enc_0: 0.1989 (0.2132) loss_bbox_pre: 0.1688 (0.1809) loss_dfl: 0.9691 (0.9583) loss_fgl_aux_0: 0.9932 (0.9900) loss_fgl_aux_1: 0.9702 (0.9608) loss_fgl_aux_2: 0.9702 (0.9585) loss_fgl_aux_3: 0.9689 (0.9584) loss_fgl_aux_4: 0.9694 (0.9583) loss_fgl_dn_0: 1.0811 (1.0849) loss_fgl_dn_1: 0.9810 (0.9815) loss_fgl_dn_2: 0.9737 (0.9727) loss_fgl_dn_3: 0.9736 (0.9734) loss_fgl_dn_4: 0.9735 (0.9738) loss_fgl_dn_5: 0.9735 (0.9738) loss_giou: 0.5834 (0.5569) loss_giou_aux_0: 0.6116 (0.5823) loss_giou_aux_1: 0.5846 (0.5625) loss_giou_aux_2: 0.5828 (0.5580) loss_giou_aux_3: 0.5824 (0.5570) loss_giou_aux_4: 0.5828 (0.5569) loss_giou_dn_0: 0.5671 (0.5586) loss_giou_dn_1: 0.4511 (0.4467) loss_giou_dn_2: 0.4340 (0.4297) loss_giou_dn_3: 0.4320 (0.4249) loss_giou_dn_4: 0.4327 (0.4239) loss_giou_dn_5: 0.4328 (0.4239) loss_giou_dn_pre: 0.5661 (0.5580) loss_giou_enc_0: 0.6627 (0.6537) loss_giou_pre: 0.6092 (0.5807) loss_ddf_aux_0: 0.0506 (0.0511) loss_ddf_aux_1: 0.0073 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2462 (0.2508) loss_ddf_dn_1: 0.0330 (0.0337) loss_ddf_dn_2: 0.0079 (0.0075) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6262 (0.6489) loss_vfl_aux_0: 0.6887 (0.7160) loss_vfl_aux_1: 0.6600 (0.6930) loss_vfl_aux_2: 0.6550 (0.6763) loss_vfl_aux_3: 0.6323 (0.6591) loss_vfl_aux_4: 0.6277 (0.6506) loss_vfl_dn_0: 0.4830 (0.4845) loss_vfl_dn_1: 0.4179 (0.4166) loss_vfl_dn_2: 0.4053 (0.4006) loss_vfl_dn_3: 0.3964 (0.3925) loss_vfl_dn_4: 0.3949 (0.3895) loss_vfl_dn_5: 0.3944 (0.3890) loss_vfl_dn_pre: 0.4833 (0.4850) loss_vfl_enc_0: 0.6899 (0.7213) loss_vfl_pre: 0.6898 (0.7178) time: 0.7610 data: 0.0314 max mem: 9121 Epoch: [48] [1700/3696] eta: 0:26:38 lr: 0.000013 loss: 30.6258 (31.1010) loss_bbox: 0.1649 (0.1688) loss_bbox_aux_0: 0.1773 (0.1809) loss_bbox_aux_1: 0.1681 (0.1715) loss_bbox_aux_2: 0.1660 (0.1693) loss_bbox_aux_3: 0.1651 (0.1689) loss_bbox_aux_4: 0.1648 (0.1688) loss_bbox_dn_0: 0.2420 (0.2322) loss_bbox_dn_1: 0.1704 (0.1708) loss_bbox_dn_2: 0.1575 (0.1606) loss_bbox_dn_3: 0.1550 (0.1574) loss_bbox_dn_4: 0.1551 (0.1568) loss_bbox_dn_5: 0.1551 (0.1568) loss_bbox_dn_pre: 0.2491 (0.2382) loss_bbox_enc_0: 0.2143 (0.2136) loss_bbox_pre: 0.1777 (0.1812) loss_dfl: 0.9589 (0.9580) loss_fgl_aux_0: 1.0089 (0.9898) loss_fgl_aux_1: 0.9620 (0.9605) loss_fgl_aux_2: 0.9596 (0.9582) loss_fgl_aux_3: 0.9592 (0.9581) loss_fgl_aux_4: 0.9590 (0.9580) loss_fgl_dn_0: 1.0916 (1.0851) loss_fgl_dn_1: 0.9747 (0.9814) loss_fgl_dn_2: 0.9620 (0.9725) loss_fgl_dn_3: 0.9626 (0.9733) loss_fgl_dn_4: 0.9627 (0.9737) loss_fgl_dn_5: 0.9627 (0.9737) loss_giou: 0.5065 (0.5566) loss_giou_aux_0: 0.5177 (0.5820) loss_giou_aux_1: 0.5055 (0.5622) loss_giou_aux_2: 0.5045 (0.5577) loss_giou_aux_3: 0.5069 (0.5567) loss_giou_aux_4: 0.5064 (0.5567) loss_giou_dn_0: 0.5315 (0.5582) loss_giou_dn_1: 0.4196 (0.4462) loss_giou_dn_2: 0.4028 (0.4292) loss_giou_dn_3: 0.3973 (0.4244) loss_giou_dn_4: 0.3964 (0.4234) loss_giou_dn_5: 0.3964 (0.4234) loss_giou_dn_pre: 0.5322 (0.5576) loss_giou_enc_0: 0.5898 (0.6534) loss_giou_pre: 0.5173 (0.5805) loss_ddf_aux_0: 0.0500 (0.0511) loss_ddf_aux_1: 0.0070 (0.0072) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2545 (0.2509) loss_ddf_dn_1: 0.0340 (0.0337) loss_ddf_dn_2: 0.0070 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6417 (0.6490) loss_vfl_aux_0: 0.7253 (0.7162) loss_vfl_aux_1: 0.7029 (0.6929) loss_vfl_aux_2: 0.6755 (0.6765) loss_vfl_aux_3: 0.6575 (0.6594) loss_vfl_aux_4: 0.6426 (0.6507) loss_vfl_dn_0: 0.4852 (0.4846) loss_vfl_dn_1: 0.4112 (0.4165) loss_vfl_dn_2: 0.3959 (0.4005) loss_vfl_dn_3: 0.3871 (0.3924) loss_vfl_dn_4: 0.3861 (0.3894) loss_vfl_dn_5: 0.3876 (0.3889) loss_vfl_dn_pre: 0.4862 (0.4850) loss_vfl_enc_0: 0.7347 (0.7215) loss_vfl_pre: 0.7232 (0.7181) time: 0.7726 data: 0.0255 max mem: 9121 Epoch: [48] [1800/3696] eta: 0:25:15 lr: 0.000013 loss: 30.9848 (31.1045) loss_bbox: 0.1628 (0.1687) loss_bbox_aux_0: 0.1703 (0.1809) loss_bbox_aux_1: 0.1646 (0.1715) loss_bbox_aux_2: 0.1636 (0.1693) loss_bbox_aux_3: 0.1633 (0.1689) loss_bbox_aux_4: 0.1629 (0.1688) loss_bbox_dn_0: 0.2244 (0.2322) loss_bbox_dn_1: 0.1680 (0.1708) loss_bbox_dn_2: 0.1608 (0.1606) loss_bbox_dn_3: 0.1587 (0.1575) loss_bbox_dn_4: 0.1585 (0.1568) loss_bbox_dn_5: 0.1585 (0.1568) loss_bbox_dn_pre: 0.2269 (0.2382) loss_bbox_enc_0: 0.2058 (0.2136) loss_bbox_pre: 0.1705 (0.1811) loss_dfl: 0.9657 (0.9584) loss_fgl_aux_0: 0.9965 (0.9901) loss_fgl_aux_1: 0.9677 (0.9608) loss_fgl_aux_2: 0.9652 (0.9585) loss_fgl_aux_3: 0.9660 (0.9584) loss_fgl_aux_4: 0.9660 (0.9584) loss_fgl_dn_0: 1.0816 (1.0852) loss_fgl_dn_1: 0.9828 (0.9816) loss_fgl_dn_2: 0.9740 (0.9727) loss_fgl_dn_3: 0.9755 (0.9735) loss_fgl_dn_4: 0.9756 (0.9739) loss_fgl_dn_5: 0.9756 (0.9739) loss_giou: 0.5039 (0.5564) loss_giou_aux_0: 0.5374 (0.5818) loss_giou_aux_1: 0.5094 (0.5620) loss_giou_aux_2: 0.5048 (0.5575) loss_giou_aux_3: 0.5036 (0.5565) loss_giou_aux_4: 0.5039 (0.5564) loss_giou_dn_0: 0.5515 (0.5582) loss_giou_dn_1: 0.4337 (0.4461) loss_giou_dn_2: 0.4139 (0.4291) loss_giou_dn_3: 0.4076 (0.4243) loss_giou_dn_4: 0.4070 (0.4233) loss_giou_dn_5: 0.4069 (0.4233) loss_giou_dn_pre: 0.5523 (0.5576) loss_giou_enc_0: 0.6033 (0.6531) loss_giou_pre: 0.5367 (0.5802) loss_ddf_aux_0: 0.0495 (0.0511) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2487 (0.2512) loss_ddf_dn_1: 0.0331 (0.0338) loss_ddf_dn_2: 0.0074 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6362 (0.6491) loss_vfl_aux_0: 0.7055 (0.7167) loss_vfl_aux_1: 0.6841 (0.6932) loss_vfl_aux_2: 0.6671 (0.6767) loss_vfl_aux_3: 0.6520 (0.6596) loss_vfl_aux_4: 0.6403 (0.6509) loss_vfl_dn_0: 0.4830 (0.4846) loss_vfl_dn_1: 0.4130 (0.4165) loss_vfl_dn_2: 0.3976 (0.4005) loss_vfl_dn_3: 0.3895 (0.3924) loss_vfl_dn_4: 0.3889 (0.3895) loss_vfl_dn_5: 0.3877 (0.3890) loss_vfl_dn_pre: 0.4830 (0.4851) loss_vfl_enc_0: 0.7226 (0.7218) loss_vfl_pre: 0.7075 (0.7187) time: 0.7979 data: 0.0254 max mem: 9121 Epoch: [48] [1900/3696] eta: 0:23:49 lr: 0.000013 loss: 31.6425 (31.1031) loss_bbox: 0.1781 (0.1689) loss_bbox_aux_0: 0.1947 (0.1810) loss_bbox_aux_1: 0.1834 (0.1716) loss_bbox_aux_2: 0.1802 (0.1694) loss_bbox_aux_3: 0.1787 (0.1690) loss_bbox_aux_4: 0.1782 (0.1689) loss_bbox_dn_0: 0.2301 (0.2327) loss_bbox_dn_1: 0.1687 (0.1712) loss_bbox_dn_2: 0.1586 (0.1610) loss_bbox_dn_3: 0.1558 (0.1578) loss_bbox_dn_4: 0.1551 (0.1572) loss_bbox_dn_5: 0.1551 (0.1571) loss_bbox_dn_pre: 0.2355 (0.2386) loss_bbox_enc_0: 0.2257 (0.2138) loss_bbox_pre: 0.1950 (0.1813) loss_dfl: 0.9547 (0.9584) loss_fgl_aux_0: 0.9847 (0.9902) loss_fgl_aux_1: 0.9556 (0.9609) loss_fgl_aux_2: 0.9539 (0.9586) loss_fgl_aux_3: 0.9544 (0.9585) loss_fgl_aux_4: 0.9547 (0.9584) loss_fgl_dn_0: 1.0822 (1.0851) loss_fgl_dn_1: 0.9924 (0.9815) loss_fgl_dn_2: 0.9834 (0.9726) loss_fgl_dn_3: 0.9840 (0.9733) loss_fgl_dn_4: 0.9853 (0.9738) loss_fgl_dn_5: 0.9853 (0.9738) loss_giou: 0.5482 (0.5555) loss_giou_aux_0: 0.5670 (0.5809) loss_giou_aux_1: 0.5523 (0.5611) loss_giou_aux_2: 0.5496 (0.5566) loss_giou_aux_3: 0.5480 (0.5556) loss_giou_aux_4: 0.5483 (0.5555) loss_giou_dn_0: 0.5726 (0.5579) loss_giou_dn_1: 0.4622 (0.4458) loss_giou_dn_2: 0.4450 (0.4287) loss_giou_dn_3: 0.4409 (0.4239) loss_giou_dn_4: 0.4395 (0.4229) loss_giou_dn_5: 0.4395 (0.4229) loss_giou_dn_pre: 0.5684 (0.5573) loss_giou_enc_0: 0.6338 (0.6524) loss_giou_pre: 0.5654 (0.5793) loss_ddf_aux_0: 0.0549 (0.0512) loss_ddf_aux_1: 0.0075 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2454 (0.2513) loss_ddf_dn_1: 0.0330 (0.0338) loss_ddf_dn_2: 0.0075 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6478 (0.6495) loss_vfl_aux_0: 0.7183 (0.7175) loss_vfl_aux_1: 0.7016 (0.6938) loss_vfl_aux_2: 0.6733 (0.6769) loss_vfl_aux_3: 0.6560 (0.6600) loss_vfl_aux_4: 0.6578 (0.6513) loss_vfl_dn_0: 0.4865 (0.4847) loss_vfl_dn_1: 0.4224 (0.4166) loss_vfl_dn_2: 0.4083 (0.4005) loss_vfl_dn_3: 0.3988 (0.3924) loss_vfl_dn_4: 0.3943 (0.3895) loss_vfl_dn_5: 0.3946 (0.3890) loss_vfl_dn_pre: 0.4875 (0.4851) loss_vfl_enc_0: 0.7253 (0.7223) loss_vfl_pre: 0.7276 (0.7195) time: 0.7037 data: 0.0210 max mem: 9121 Epoch: [48] [2000/3696] eta: 0:22:25 lr: 0.000013 loss: 30.8274 (31.1001) loss_bbox: 0.1565 (0.1689) loss_bbox_aux_0: 0.1658 (0.1811) loss_bbox_aux_1: 0.1599 (0.1716) loss_bbox_aux_2: 0.1568 (0.1694) loss_bbox_aux_3: 0.1567 (0.1690) loss_bbox_aux_4: 0.1565 (0.1689) loss_bbox_dn_0: 0.2080 (0.2330) loss_bbox_dn_1: 0.1644 (0.1714) loss_bbox_dn_2: 0.1550 (0.1612) loss_bbox_dn_3: 0.1544 (0.1580) loss_bbox_dn_4: 0.1541 (0.1573) loss_bbox_dn_5: 0.1543 (0.1573) loss_bbox_dn_pre: 0.2088 (0.2389) loss_bbox_enc_0: 0.2054 (0.2139) loss_bbox_pre: 0.1677 (0.1813) loss_dfl: 0.9800 (0.9589) loss_fgl_aux_0: 1.0064 (0.9907) loss_fgl_aux_1: 0.9834 (0.9613) loss_fgl_aux_2: 0.9798 (0.9591) loss_fgl_aux_3: 0.9797 (0.9589) loss_fgl_aux_4: 0.9800 (0.9589) loss_fgl_dn_0: 1.0894 (1.0852) loss_fgl_dn_1: 0.9949 (0.9815) loss_fgl_dn_2: 0.9842 (0.9726) loss_fgl_dn_3: 0.9837 (0.9734) loss_fgl_dn_4: 0.9845 (0.9738) loss_fgl_dn_5: 0.9845 (0.9738) loss_giou: 0.5374 (0.5545) loss_giou_aux_0: 0.5629 (0.5799) loss_giou_aux_1: 0.5426 (0.5601) loss_giou_aux_2: 0.5364 (0.5556) loss_giou_aux_3: 0.5370 (0.5546) loss_giou_aux_4: 0.5373 (0.5545) loss_giou_dn_0: 0.5421 (0.5575) loss_giou_dn_1: 0.4254 (0.4453) loss_giou_dn_2: 0.4097 (0.4283) loss_giou_dn_3: 0.3991 (0.4235) loss_giou_dn_4: 0.3970 (0.4225) loss_giou_dn_5: 0.3971 (0.4225) loss_giou_dn_pre: 0.5410 (0.5569) loss_giou_enc_0: 0.6420 (0.6515) loss_giou_pre: 0.5616 (0.5783) loss_ddf_aux_0: 0.0507 (0.0513) loss_ddf_aux_1: 0.0071 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2521 (0.2514) loss_ddf_dn_1: 0.0330 (0.0338) loss_ddf_dn_2: 0.0074 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6429 (0.6499) loss_vfl_aux_0: 0.7054 (0.7177) loss_vfl_aux_1: 0.6818 (0.6941) loss_vfl_aux_2: 0.6724 (0.6773) loss_vfl_aux_3: 0.6542 (0.6605) loss_vfl_aux_4: 0.6454 (0.6517) loss_vfl_dn_0: 0.4833 (0.4848) loss_vfl_dn_1: 0.4127 (0.4166) loss_vfl_dn_2: 0.4006 (0.4005) loss_vfl_dn_3: 0.3907 (0.3924) loss_vfl_dn_4: 0.3871 (0.3895) loss_vfl_dn_5: 0.3862 (0.3890) loss_vfl_dn_pre: 0.4854 (0.4852) loss_vfl_enc_0: 0.6990 (0.7228) loss_vfl_pre: 0.7113 (0.7196) time: 0.7441 data: 0.0253 max mem: 9121 Epoch: [48] [2100/3696] eta: 0:21:03 lr: 0.000013 loss: 31.0116 (31.1004) loss_bbox: 0.1572 (0.1690) loss_bbox_aux_0: 0.1718 (0.1812) loss_bbox_aux_1: 0.1574 (0.1717) loss_bbox_aux_2: 0.1564 (0.1695) loss_bbox_aux_3: 0.1570 (0.1691) loss_bbox_aux_4: 0.1573 (0.1690) loss_bbox_dn_0: 0.2160 (0.2332) loss_bbox_dn_1: 0.1595 (0.1715) loss_bbox_dn_2: 0.1541 (0.1613) loss_bbox_dn_3: 0.1503 (0.1581) loss_bbox_dn_4: 0.1497 (0.1574) loss_bbox_dn_5: 0.1497 (0.1574) loss_bbox_dn_pre: 0.2198 (0.2391) loss_bbox_enc_0: 0.2029 (0.2141) loss_bbox_pre: 0.1728 (0.1815) loss_dfl: 0.9629 (0.9588) loss_fgl_aux_0: 0.9970 (0.9905) loss_fgl_aux_1: 0.9645 (0.9613) loss_fgl_aux_2: 0.9631 (0.9590) loss_fgl_aux_3: 0.9640 (0.9589) loss_fgl_aux_4: 0.9632 (0.9588) loss_fgl_dn_0: 1.0757 (1.0850) loss_fgl_dn_1: 0.9768 (0.9815) loss_fgl_dn_2: 0.9695 (0.9726) loss_fgl_dn_3: 0.9695 (0.9733) loss_fgl_dn_4: 0.9702 (0.9738) loss_fgl_dn_5: 0.9702 (0.9738) loss_giou: 0.5651 (0.5545) loss_giou_aux_0: 0.5926 (0.5799) loss_giou_aux_1: 0.5691 (0.5602) loss_giou_aux_2: 0.5647 (0.5556) loss_giou_aux_3: 0.5650 (0.5546) loss_giou_aux_4: 0.5649 (0.5546) loss_giou_dn_0: 0.5724 (0.5575) loss_giou_dn_1: 0.4645 (0.4453) loss_giou_dn_2: 0.4423 (0.4283) loss_giou_dn_3: 0.4372 (0.4235) loss_giou_dn_4: 0.4356 (0.4225) loss_giou_dn_5: 0.4358 (0.4225) loss_giou_dn_pre: 0.5735 (0.5569) loss_giou_enc_0: 0.6665 (0.6515) loss_giou_pre: 0.5934 (0.5784) loss_ddf_aux_0: 0.0480 (0.0513) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2497 (0.2514) loss_ddf_dn_1: 0.0306 (0.0338) loss_ddf_dn_2: 0.0072 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6366 (0.6498) loss_vfl_aux_0: 0.7065 (0.7177) loss_vfl_aux_1: 0.6787 (0.6940) loss_vfl_aux_2: 0.6755 (0.6771) loss_vfl_aux_3: 0.6599 (0.6603) loss_vfl_aux_4: 0.6498 (0.6515) loss_vfl_dn_0: 0.4819 (0.4847) loss_vfl_dn_1: 0.4134 (0.4165) loss_vfl_dn_2: 0.3983 (0.4004) loss_vfl_dn_3: 0.3929 (0.3923) loss_vfl_dn_4: 0.3903 (0.3894) loss_vfl_dn_5: 0.3896 (0.3889) loss_vfl_dn_pre: 0.4822 (0.4851) loss_vfl_enc_0: 0.7107 (0.7227) loss_vfl_pre: 0.7102 (0.7196) time: 0.7465 data: 0.0241 max mem: 9121 Epoch: [48] [2200/3696] eta: 0:19:42 lr: 0.000013 loss: 31.1062 (31.1018) loss_bbox: 0.1584 (0.1694) loss_bbox_aux_0: 0.1708 (0.1816) loss_bbox_aux_1: 0.1625 (0.1721) loss_bbox_aux_2: 0.1600 (0.1699) loss_bbox_aux_3: 0.1589 (0.1695) loss_bbox_aux_4: 0.1584 (0.1694) loss_bbox_dn_0: 0.2308 (0.2334) loss_bbox_dn_1: 0.1681 (0.1717) loss_bbox_dn_2: 0.1552 (0.1614) loss_bbox_dn_3: 0.1552 (0.1582) loss_bbox_dn_4: 0.1552 (0.1576) loss_bbox_dn_5: 0.1552 (0.1576) loss_bbox_dn_pre: 0.2361 (0.2393) loss_bbox_enc_0: 0.1964 (0.2146) loss_bbox_pre: 0.1698 (0.1818) loss_dfl: 0.9721 (0.9591) loss_fgl_aux_0: 1.0015 (0.9908) loss_fgl_aux_1: 0.9705 (0.9615) loss_fgl_aux_2: 0.9721 (0.9593) loss_fgl_aux_3: 0.9720 (0.9591) loss_fgl_aux_4: 0.9721 (0.9591) loss_fgl_dn_0: 1.0905 (1.0851) loss_fgl_dn_1: 0.9841 (0.9815) loss_fgl_dn_2: 0.9758 (0.9726) loss_fgl_dn_3: 0.9758 (0.9733) loss_fgl_dn_4: 0.9761 (0.9738) loss_fgl_dn_5: 0.9762 (0.9738) loss_giou: 0.5495 (0.5541) loss_giou_aux_0: 0.5767 (0.5794) loss_giou_aux_1: 0.5568 (0.5597) loss_giou_aux_2: 0.5488 (0.5551) loss_giou_aux_3: 0.5483 (0.5542) loss_giou_aux_4: 0.5494 (0.5541) loss_giou_dn_0: 0.5512 (0.5571) loss_giou_dn_1: 0.4432 (0.4450) loss_giou_dn_2: 0.4274 (0.4280) loss_giou_dn_3: 0.4256 (0.4232) loss_giou_dn_4: 0.4246 (0.4222) loss_giou_dn_5: 0.4245 (0.4222) loss_giou_dn_pre: 0.5495 (0.5565) loss_giou_enc_0: 0.6336 (0.6511) loss_giou_pre: 0.5757 (0.5779) loss_ddf_aux_0: 0.0558 (0.0514) loss_ddf_aux_1: 0.0078 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2501 (0.2516) loss_ddf_dn_1: 0.0347 (0.0338) loss_ddf_dn_2: 0.0078 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6449 (0.6499) loss_vfl_aux_0: 0.7250 (0.7180) loss_vfl_aux_1: 0.6996 (0.6943) loss_vfl_aux_2: 0.6821 (0.6774) loss_vfl_aux_3: 0.6601 (0.6603) loss_vfl_aux_4: 0.6458 (0.6516) loss_vfl_dn_0: 0.4882 (0.4847) loss_vfl_dn_1: 0.4210 (0.4164) loss_vfl_dn_2: 0.4034 (0.4004) loss_vfl_dn_3: 0.3941 (0.3922) loss_vfl_dn_4: 0.3891 (0.3893) loss_vfl_dn_5: 0.3897 (0.3888) loss_vfl_dn_pre: 0.4883 (0.4851) loss_vfl_enc_0: 0.7206 (0.7231) loss_vfl_pre: 0.7276 (0.7199) time: 0.7642 data: 0.0304 max mem: 9121 Epoch: [48] [2300/3696] eta: 0:18:22 lr: 0.000013 loss: 30.3916 (31.1104) loss_bbox: 0.1724 (0.1695) loss_bbox_aux_0: 0.1827 (0.1818) loss_bbox_aux_1: 0.1712 (0.1723) loss_bbox_aux_2: 0.1707 (0.1701) loss_bbox_aux_3: 0.1719 (0.1696) loss_bbox_aux_4: 0.1724 (0.1695) loss_bbox_dn_0: 0.2221 (0.2334) loss_bbox_dn_1: 0.1581 (0.1717) loss_bbox_dn_2: 0.1478 (0.1614) loss_bbox_dn_3: 0.1445 (0.1582) loss_bbox_dn_4: 0.1432 (0.1576) loss_bbox_dn_5: 0.1432 (0.1576) loss_bbox_dn_pre: 0.2302 (0.2393) loss_bbox_enc_0: 0.2165 (0.2147) loss_bbox_pre: 0.1839 (0.1820) loss_dfl: 0.9680 (0.9591) loss_fgl_aux_0: 0.9993 (0.9908) loss_fgl_aux_1: 0.9722 (0.9616) loss_fgl_aux_2: 0.9683 (0.9593) loss_fgl_aux_3: 0.9669 (0.9592) loss_fgl_aux_4: 0.9673 (0.9591) loss_fgl_dn_0: 1.0876 (1.0851) loss_fgl_dn_1: 0.9744 (0.9816) loss_fgl_dn_2: 0.9640 (0.9726) loss_fgl_dn_3: 0.9647 (0.9734) loss_fgl_dn_4: 0.9648 (0.9738) loss_fgl_dn_5: 0.9649 (0.9738) loss_giou: 0.5014 (0.5544) loss_giou_aux_0: 0.5310 (0.5798) loss_giou_aux_1: 0.5029 (0.5600) loss_giou_aux_2: 0.5031 (0.5554) loss_giou_aux_3: 0.5011 (0.5544) loss_giou_aux_4: 0.5014 (0.5544) loss_giou_dn_0: 0.5381 (0.5573) loss_giou_dn_1: 0.4193 (0.4452) loss_giou_dn_2: 0.4015 (0.4282) loss_giou_dn_3: 0.3942 (0.4234) loss_giou_dn_4: 0.3916 (0.4224) loss_giou_dn_5: 0.3916 (0.4224) loss_giou_dn_pre: 0.5398 (0.5567) loss_giou_enc_0: 0.5993 (0.6514) loss_giou_pre: 0.5296 (0.5782) loss_ddf_aux_0: 0.0518 (0.0515) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2505 (0.2516) loss_ddf_dn_1: 0.0338 (0.0338) loss_ddf_dn_2: 0.0068 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6438 (0.6501) loss_vfl_aux_0: 0.7227 (0.7181) loss_vfl_aux_1: 0.6911 (0.6945) loss_vfl_aux_2: 0.6729 (0.6776) loss_vfl_aux_3: 0.6457 (0.6605) loss_vfl_aux_4: 0.6453 (0.6518) loss_vfl_dn_0: 0.4850 (0.4848) loss_vfl_dn_1: 0.4122 (0.4166) loss_vfl_dn_2: 0.3951 (0.4005) loss_vfl_dn_3: 0.3884 (0.3923) loss_vfl_dn_4: 0.3865 (0.3894) loss_vfl_dn_5: 0.3860 (0.3890) loss_vfl_dn_pre: 0.4846 (0.4853) loss_vfl_enc_0: 0.7384 (0.7231) loss_vfl_pre: 0.7229 (0.7200) time: 0.7565 data: 0.0306 max mem: 9121 Epoch: [48] [2400/3696] eta: 0:17:01 lr: 0.000013 loss: 31.1773 (31.1210) loss_bbox: 0.1536 (0.1699) loss_bbox_aux_0: 0.1659 (0.1821) loss_bbox_aux_1: 0.1574 (0.1726) loss_bbox_aux_2: 0.1544 (0.1704) loss_bbox_aux_3: 0.1543 (0.1700) loss_bbox_aux_4: 0.1546 (0.1699) loss_bbox_dn_0: 0.2231 (0.2335) loss_bbox_dn_1: 0.1605 (0.1718) loss_bbox_dn_2: 0.1527 (0.1615) loss_bbox_dn_3: 0.1488 (0.1583) loss_bbox_dn_4: 0.1460 (0.1577) loss_bbox_dn_5: 0.1461 (0.1577) loss_bbox_dn_pre: 0.2252 (0.2394) loss_bbox_enc_0: 0.1941 (0.2150) loss_bbox_pre: 0.1654 (0.1823) loss_dfl: 0.9700 (0.9591) loss_fgl_aux_0: 1.0035 (0.9908) loss_fgl_aux_1: 0.9751 (0.9615) loss_fgl_aux_2: 0.9709 (0.9593) loss_fgl_aux_3: 0.9702 (0.9591) loss_fgl_aux_4: 0.9700 (0.9591) loss_fgl_dn_0: 1.0822 (1.0851) loss_fgl_dn_1: 0.9862 (0.9816) loss_fgl_dn_2: 0.9740 (0.9727) loss_fgl_dn_3: 0.9737 (0.9734) loss_fgl_dn_4: 0.9741 (0.9739) loss_fgl_dn_5: 0.9741 (0.9739) loss_giou: 0.5330 (0.5547) loss_giou_aux_0: 0.5519 (0.5802) loss_giou_aux_1: 0.5296 (0.5603) loss_giou_aux_2: 0.5321 (0.5557) loss_giou_aux_3: 0.5317 (0.5548) loss_giou_aux_4: 0.5327 (0.5547) loss_giou_dn_0: 0.5521 (0.5576) loss_giou_dn_1: 0.4357 (0.4455) loss_giou_dn_2: 0.4172 (0.4285) loss_giou_dn_3: 0.4144 (0.4237) loss_giou_dn_4: 0.4119 (0.4227) loss_giou_dn_5: 0.4123 (0.4227) loss_giou_dn_pre: 0.5527 (0.5570) loss_giou_enc_0: 0.6240 (0.6518) loss_giou_pre: 0.5470 (0.5786) loss_ddf_aux_0: 0.0536 (0.0516) loss_ddf_aux_1: 0.0078 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2476 (0.2517) loss_ddf_dn_1: 0.0339 (0.0338) loss_ddf_dn_2: 0.0072 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6650 (0.6504) loss_vfl_aux_0: 0.7313 (0.7185) loss_vfl_aux_1: 0.6990 (0.6948) loss_vfl_aux_2: 0.6926 (0.6779) loss_vfl_aux_3: 0.6702 (0.6607) loss_vfl_aux_4: 0.6655 (0.6520) loss_vfl_dn_0: 0.4835 (0.4849) loss_vfl_dn_1: 0.4210 (0.4167) loss_vfl_dn_2: 0.4083 (0.4006) loss_vfl_dn_3: 0.3967 (0.3924) loss_vfl_dn_4: 0.3936 (0.3895) loss_vfl_dn_5: 0.3939 (0.3890) loss_vfl_dn_pre: 0.4843 (0.4853) loss_vfl_enc_0: 0.7203 (0.7233) loss_vfl_pre: 0.7313 (0.7204) time: 0.7616 data: 0.0281 max mem: 9121 Epoch: [48] [2500/3696] eta: 0:16:09 lr: 0.000013 loss: 31.0705 (31.1174) loss_bbox: 0.1650 (0.1699) loss_bbox_aux_0: 0.1841 (0.1823) loss_bbox_aux_1: 0.1705 (0.1727) loss_bbox_aux_2: 0.1663 (0.1705) loss_bbox_aux_3: 0.1656 (0.1700) loss_bbox_aux_4: 0.1651 (0.1700) loss_bbox_dn_0: 0.2231 (0.2337) loss_bbox_dn_1: 0.1646 (0.1720) loss_bbox_dn_2: 0.1570 (0.1617) loss_bbox_dn_3: 0.1542 (0.1585) loss_bbox_dn_4: 0.1541 (0.1578) loss_bbox_dn_5: 0.1540 (0.1578) loss_bbox_dn_pre: 0.2272 (0.2397) loss_bbox_enc_0: 0.2136 (0.2153) loss_bbox_pre: 0.1858 (0.1825) loss_dfl: 0.9581 (0.9592) loss_fgl_aux_0: 0.9967 (0.9909) loss_fgl_aux_1: 0.9599 (0.9617) loss_fgl_aux_2: 0.9585 (0.9594) loss_fgl_aux_3: 0.9581 (0.9593) loss_fgl_aux_4: 0.9583 (0.9592) loss_fgl_dn_0: 1.0903 (1.0851) loss_fgl_dn_1: 0.9873 (0.9816) loss_fgl_dn_2: 0.9798 (0.9726) loss_fgl_dn_3: 0.9818 (0.9734) loss_fgl_dn_4: 0.9821 (0.9738) loss_fgl_dn_5: 0.9822 (0.9738) loss_giou: 0.5271 (0.5542) loss_giou_aux_0: 0.5589 (0.5797) loss_giou_aux_1: 0.5362 (0.5599) loss_giou_aux_2: 0.5322 (0.5553) loss_giou_aux_3: 0.5279 (0.5543) loss_giou_aux_4: 0.5273 (0.5542) loss_giou_dn_0: 0.5446 (0.5573) loss_giou_dn_1: 0.4298 (0.4453) loss_giou_dn_2: 0.4105 (0.4283) loss_giou_dn_3: 0.4042 (0.4235) loss_giou_dn_4: 0.4033 (0.4225) loss_giou_dn_5: 0.4033 (0.4225) loss_giou_dn_pre: 0.5450 (0.5567) loss_giou_enc_0: 0.6384 (0.6515) loss_giou_pre: 0.5579 (0.5782) loss_ddf_aux_0: 0.0519 (0.0517) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2491 (0.2515) loss_ddf_dn_1: 0.0305 (0.0338) loss_ddf_dn_2: 0.0064 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6442 (0.6501) loss_vfl_aux_0: 0.7327 (0.7186) loss_vfl_aux_1: 0.7048 (0.6949) loss_vfl_aux_2: 0.6687 (0.6777) loss_vfl_aux_3: 0.6566 (0.6605) loss_vfl_aux_4: 0.6459 (0.6519) loss_vfl_dn_0: 0.4881 (0.4848) loss_vfl_dn_1: 0.4206 (0.4166) loss_vfl_dn_2: 0.4029 (0.4005) loss_vfl_dn_3: 0.3928 (0.3924) loss_vfl_dn_4: 0.3911 (0.3894) loss_vfl_dn_5: 0.3900 (0.3890) loss_vfl_dn_pre: 0.4877 (0.4853) loss_vfl_enc_0: 0.7261 (0.7232) loss_vfl_pre: 0.7350 (0.7205) time: 3.7031 data: 0.0254 max mem: 9121 Epoch: [48] [2600/3696] eta: 0:14:49 lr: 0.000013 loss: 30.2811 (31.1148) loss_bbox: 0.1550 (0.1700) loss_bbox_aux_0: 0.1681 (0.1823) loss_bbox_aux_1: 0.1572 (0.1728) loss_bbox_aux_2: 0.1550 (0.1705) loss_bbox_aux_3: 0.1550 (0.1701) loss_bbox_aux_4: 0.1551 (0.1700) loss_bbox_dn_0: 0.2587 (0.2340) loss_bbox_dn_1: 0.1801 (0.1722) loss_bbox_dn_2: 0.1657 (0.1619) loss_bbox_dn_3: 0.1613 (0.1587) loss_bbox_dn_4: 0.1616 (0.1580) loss_bbox_dn_5: 0.1616 (0.1580) loss_bbox_dn_pre: 0.2642 (0.2400) loss_bbox_enc_0: 0.2074 (0.2154) loss_bbox_pre: 0.1694 (0.1826) loss_dfl: 0.9598 (0.9593) loss_fgl_aux_0: 0.9958 (0.9910) loss_fgl_aux_1: 0.9638 (0.9618) loss_fgl_aux_2: 0.9610 (0.9595) loss_fgl_aux_3: 0.9606 (0.9593) loss_fgl_aux_4: 0.9600 (0.9593) loss_fgl_dn_0: 1.0887 (1.0852) loss_fgl_dn_1: 0.9801 (0.9815) loss_fgl_dn_2: 0.9699 (0.9726) loss_fgl_dn_3: 0.9699 (0.9733) loss_fgl_dn_4: 0.9701 (0.9738) loss_fgl_dn_5: 0.9701 (0.9738) loss_giou: 0.4982 (0.5536) loss_giou_aux_0: 0.5247 (0.5791) loss_giou_aux_1: 0.5035 (0.5592) loss_giou_aux_2: 0.5002 (0.5546) loss_giou_aux_3: 0.4974 (0.5537) loss_giou_aux_4: 0.4982 (0.5536) loss_giou_dn_0: 0.5232 (0.5570) loss_giou_dn_1: 0.4037 (0.4450) loss_giou_dn_2: 0.3927 (0.4280) loss_giou_dn_3: 0.3904 (0.4232) loss_giou_dn_4: 0.3900 (0.4222) loss_giou_dn_5: 0.3900 (0.4222) loss_giou_dn_pre: 0.5222 (0.5564) loss_giou_enc_0: 0.6005 (0.6509) loss_giou_pre: 0.5240 (0.5775) loss_ddf_aux_0: 0.0524 (0.0517) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2415 (0.2515) loss_ddf_dn_1: 0.0327 (0.0338) loss_ddf_dn_2: 0.0067 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6464 (0.6502) loss_vfl_aux_0: 0.7203 (0.7189) loss_vfl_aux_1: 0.6845 (0.6952) loss_vfl_aux_2: 0.6721 (0.6779) loss_vfl_aux_3: 0.6585 (0.6607) loss_vfl_aux_4: 0.6511 (0.6520) loss_vfl_dn_0: 0.4827 (0.4849) loss_vfl_dn_1: 0.4113 (0.4166) loss_vfl_dn_2: 0.3921 (0.4004) loss_vfl_dn_3: 0.3826 (0.3923) loss_vfl_dn_4: 0.3777 (0.3894) loss_vfl_dn_5: 0.3766 (0.3889) loss_vfl_dn_pre: 0.4815 (0.4853) loss_vfl_enc_0: 0.7301 (0.7236) loss_vfl_pre: 0.7263 (0.7209) time: 0.9070 data: 0.0214 max mem: 9121 Epoch: [48] [2700/3696] eta: 0:13:25 lr: 0.000013 loss: 30.7665 (31.1096) loss_bbox: 0.1594 (0.1699) loss_bbox_aux_0: 0.1698 (0.1823) loss_bbox_aux_1: 0.1584 (0.1727) loss_bbox_aux_2: 0.1591 (0.1704) loss_bbox_aux_3: 0.1597 (0.1700) loss_bbox_aux_4: 0.1595 (0.1699) loss_bbox_dn_0: 0.2198 (0.2339) loss_bbox_dn_1: 0.1466 (0.1721) loss_bbox_dn_2: 0.1361 (0.1618) loss_bbox_dn_3: 0.1331 (0.1586) loss_bbox_dn_4: 0.1327 (0.1579) loss_bbox_dn_5: 0.1328 (0.1579) loss_bbox_dn_pre: 0.2275 (0.2399) loss_bbox_enc_0: 0.2011 (0.2154) loss_bbox_pre: 0.1729 (0.1825) loss_dfl: 0.9513 (0.9592) loss_fgl_aux_0: 0.9929 (0.9910) loss_fgl_aux_1: 0.9526 (0.9617) loss_fgl_aux_2: 0.9505 (0.9594) loss_fgl_aux_3: 0.9515 (0.9592) loss_fgl_aux_4: 0.9514 (0.9592) loss_fgl_dn_0: 1.0881 (1.0852) loss_fgl_dn_1: 0.9791 (0.9815) loss_fgl_dn_2: 0.9705 (0.9726) loss_fgl_dn_3: 0.9700 (0.9733) loss_fgl_dn_4: 0.9705 (0.9738) loss_fgl_dn_5: 0.9706 (0.9738) loss_giou: 0.5152 (0.5536) loss_giou_aux_0: 0.5297 (0.5790) loss_giou_aux_1: 0.5151 (0.5592) loss_giou_aux_2: 0.5129 (0.5547) loss_giou_aux_3: 0.5141 (0.5537) loss_giou_aux_4: 0.5154 (0.5536) loss_giou_dn_0: 0.5342 (0.5569) loss_giou_dn_1: 0.4219 (0.4449) loss_giou_dn_2: 0.4040 (0.4279) loss_giou_dn_3: 0.3953 (0.4231) loss_giou_dn_4: 0.3937 (0.4221) loss_giou_dn_5: 0.3937 (0.4221) loss_giou_dn_pre: 0.5341 (0.5563) loss_giou_enc_0: 0.6266 (0.6509) loss_giou_pre: 0.5320 (0.5775) loss_ddf_aux_0: 0.0528 (0.0518) loss_ddf_aux_1: 0.0077 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2458 (0.2514) loss_ddf_dn_1: 0.0340 (0.0338) loss_ddf_dn_2: 0.0073 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6427 (0.6499) loss_vfl_aux_0: 0.7137 (0.7187) loss_vfl_aux_1: 0.6933 (0.6950) loss_vfl_aux_2: 0.6763 (0.6775) loss_vfl_aux_3: 0.6544 (0.6603) loss_vfl_aux_4: 0.6440 (0.6516) loss_vfl_dn_0: 0.4880 (0.4848) loss_vfl_dn_1: 0.4187 (0.4165) loss_vfl_dn_2: 0.4051 (0.4004) loss_vfl_dn_3: 0.3968 (0.3923) loss_vfl_dn_4: 0.3931 (0.3894) loss_vfl_dn_5: 0.3911 (0.3889) loss_vfl_dn_pre: 0.4881 (0.4853) loss_vfl_enc_0: 0.7279 (0.7233) loss_vfl_pre: 0.7134 (0.7206) time: 0.7544 data: 0.0340 max mem: 9121 Epoch: [48] [2800/3696] eta: 0:12:02 lr: 0.000013 loss: 31.4689 (31.1029) loss_bbox: 0.1636 (0.1700) loss_bbox_aux_0: 0.1724 (0.1824) loss_bbox_aux_1: 0.1678 (0.1728) loss_bbox_aux_2: 0.1638 (0.1706) loss_bbox_aux_3: 0.1635 (0.1701) loss_bbox_aux_4: 0.1636 (0.1700) loss_bbox_dn_0: 0.2248 (0.2340) loss_bbox_dn_1: 0.1679 (0.1722) loss_bbox_dn_2: 0.1651 (0.1619) loss_bbox_dn_3: 0.1609 (0.1587) loss_bbox_dn_4: 0.1597 (0.1580) loss_bbox_dn_5: 0.1597 (0.1580) loss_bbox_dn_pre: 0.2297 (0.2400) loss_bbox_enc_0: 0.2189 (0.2156) loss_bbox_pre: 0.1742 (0.1826) loss_dfl: 0.9448 (0.9592) loss_fgl_aux_0: 0.9764 (0.9910) loss_fgl_aux_1: 0.9442 (0.9616) loss_fgl_aux_2: 0.9428 (0.9593) loss_fgl_aux_3: 0.9434 (0.9592) loss_fgl_aux_4: 0.9441 (0.9592) loss_fgl_dn_0: 1.0776 (1.0852) loss_fgl_dn_1: 0.9916 (0.9814) loss_fgl_dn_2: 0.9852 (0.9724) loss_fgl_dn_3: 0.9868 (0.9731) loss_fgl_dn_4: 0.9873 (0.9736) loss_fgl_dn_5: 0.9873 (0.9736) loss_giou: 0.5771 (0.5529) loss_giou_aux_0: 0.6030 (0.5783) loss_giou_aux_1: 0.5794 (0.5585) loss_giou_aux_2: 0.5783 (0.5539) loss_giou_aux_3: 0.5767 (0.5530) loss_giou_aux_4: 0.5767 (0.5529) loss_giou_dn_0: 0.5560 (0.5564) loss_giou_dn_1: 0.4445 (0.4444) loss_giou_dn_2: 0.4244 (0.4274) loss_giou_dn_3: 0.4192 (0.4227) loss_giou_dn_4: 0.4184 (0.4217) loss_giou_dn_5: 0.4185 (0.4217) loss_giou_dn_pre: 0.5536 (0.5558) loss_giou_enc_0: 0.6626 (0.6501) loss_giou_pre: 0.6020 (0.5768) loss_ddf_aux_0: 0.0478 (0.0518) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2313 (0.2513) loss_ddf_dn_1: 0.0310 (0.0338) loss_ddf_dn_2: 0.0066 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6469 (0.6501) loss_vfl_aux_0: 0.7072 (0.7190) loss_vfl_aux_1: 0.6915 (0.6954) loss_vfl_aux_2: 0.6803 (0.6779) loss_vfl_aux_3: 0.6539 (0.6605) loss_vfl_aux_4: 0.6534 (0.6518) loss_vfl_dn_0: 0.4846 (0.4849) loss_vfl_dn_1: 0.4257 (0.4165) loss_vfl_dn_2: 0.4067 (0.4003) loss_vfl_dn_3: 0.3979 (0.3921) loss_vfl_dn_4: 0.3947 (0.3892) loss_vfl_dn_5: 0.3949 (0.3888) loss_vfl_dn_pre: 0.4853 (0.4853) loss_vfl_enc_0: 0.7162 (0.7237) loss_vfl_pre: 0.7102 (0.7209) time: 0.7378 data: 0.0272 max mem: 9121 Epoch: [48] [2900/3696] eta: 0:10:40 lr: 0.000013 loss: 30.9583 (31.1019) loss_bbox: 0.1819 (0.1701) loss_bbox_aux_0: 0.1988 (0.1825) loss_bbox_aux_1: 0.1843 (0.1729) loss_bbox_aux_2: 0.1837 (0.1706) loss_bbox_aux_3: 0.1823 (0.1702) loss_bbox_aux_4: 0.1822 (0.1701) loss_bbox_dn_0: 0.2546 (0.2338) loss_bbox_dn_1: 0.1823 (0.1721) loss_bbox_dn_2: 0.1737 (0.1618) loss_bbox_dn_3: 0.1709 (0.1585) loss_bbox_dn_4: 0.1700 (0.1579) loss_bbox_dn_5: 0.1701 (0.1579) loss_bbox_dn_pre: 0.2570 (0.2398) loss_bbox_enc_0: 0.2368 (0.2156) loss_bbox_pre: 0.1995 (0.1827) loss_dfl: 0.9566 (0.9591) loss_fgl_aux_0: 0.9842 (0.9910) loss_fgl_aux_1: 0.9565 (0.9616) loss_fgl_aux_2: 0.9541 (0.9593) loss_fgl_aux_3: 0.9562 (0.9592) loss_fgl_aux_4: 0.9564 (0.9591) loss_fgl_dn_0: 1.0773 (1.0851) loss_fgl_dn_1: 0.9762 (0.9814) loss_fgl_dn_2: 0.9665 (0.9725) loss_fgl_dn_3: 0.9676 (0.9732) loss_fgl_dn_4: 0.9688 (0.9737) loss_fgl_dn_5: 0.9689 (0.9737) loss_giou: 0.5134 (0.5531) loss_giou_aux_0: 0.5366 (0.5785) loss_giou_aux_1: 0.5202 (0.5587) loss_giou_aux_2: 0.5139 (0.5541) loss_giou_aux_3: 0.5138 (0.5532) loss_giou_aux_4: 0.5134 (0.5531) loss_giou_dn_0: 0.5289 (0.5565) loss_giou_dn_1: 0.4224 (0.4445) loss_giou_dn_2: 0.4031 (0.4275) loss_giou_dn_3: 0.3996 (0.4227) loss_giou_dn_4: 0.3993 (0.4217) loss_giou_dn_5: 0.3992 (0.4217) loss_giou_dn_pre: 0.5287 (0.5559) loss_giou_enc_0: 0.6087 (0.6503) loss_giou_pre: 0.5364 (0.5770) loss_ddf_aux_0: 0.0525 (0.0518) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2469 (0.2512) loss_ddf_dn_1: 0.0321 (0.0337) loss_ddf_dn_2: 0.0067 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6548 (0.6498) loss_vfl_aux_0: 0.7080 (0.7186) loss_vfl_aux_1: 0.6774 (0.6951) loss_vfl_aux_2: 0.6732 (0.6776) loss_vfl_aux_3: 0.6505 (0.6602) loss_vfl_aux_4: 0.6525 (0.6515) loss_vfl_dn_0: 0.4836 (0.4849) loss_vfl_dn_1: 0.4068 (0.4164) loss_vfl_dn_2: 0.3918 (0.4003) loss_vfl_dn_3: 0.3817 (0.3921) loss_vfl_dn_4: 0.3809 (0.3893) loss_vfl_dn_5: 0.3802 (0.3888) loss_vfl_dn_pre: 0.4849 (0.4853) loss_vfl_enc_0: 0.7440 (0.7235) loss_vfl_pre: 0.7133 (0.7206) time: 0.7582 data: 0.0326 max mem: 9121 Epoch: [48] [3000/3696] eta: 0:09:19 lr: 0.000013 loss: 31.2529 (31.1002) loss_bbox: 0.1682 (0.1701) loss_bbox_aux_0: 0.1819 (0.1825) loss_bbox_aux_1: 0.1728 (0.1729) loss_bbox_aux_2: 0.1697 (0.1707) loss_bbox_aux_3: 0.1683 (0.1702) loss_bbox_aux_4: 0.1682 (0.1701) loss_bbox_dn_0: 0.2271 (0.2337) loss_bbox_dn_1: 0.1710 (0.1720) loss_bbox_dn_2: 0.1616 (0.1618) loss_bbox_dn_3: 0.1591 (0.1586) loss_bbox_dn_4: 0.1579 (0.1579) loss_bbox_dn_5: 0.1579 (0.1579) loss_bbox_dn_pre: 0.2344 (0.2397) loss_bbox_enc_0: 0.2150 (0.2156) loss_bbox_pre: 0.1825 (0.1827) loss_dfl: 0.9517 (0.9590) loss_fgl_aux_0: 0.9826 (0.9909) loss_fgl_aux_1: 0.9559 (0.9615) loss_fgl_aux_2: 0.9521 (0.9592) loss_fgl_aux_3: 0.9522 (0.9591) loss_fgl_aux_4: 0.9517 (0.9590) loss_fgl_dn_0: 1.0840 (1.0850) loss_fgl_dn_1: 0.9787 (0.9813) loss_fgl_dn_2: 0.9686 (0.9724) loss_fgl_dn_3: 0.9694 (0.9731) loss_fgl_dn_4: 0.9697 (0.9735) loss_fgl_dn_5: 0.9697 (0.9735) loss_giou: 0.5290 (0.5531) loss_giou_aux_0: 0.5618 (0.5785) loss_giou_aux_1: 0.5337 (0.5587) loss_giou_aux_2: 0.5307 (0.5541) loss_giou_aux_3: 0.5297 (0.5532) loss_giou_aux_4: 0.5289 (0.5531) loss_giou_dn_0: 0.5484 (0.5565) loss_giou_dn_1: 0.4398 (0.4445) loss_giou_dn_2: 0.4245 (0.4275) loss_giou_dn_3: 0.4189 (0.4228) loss_giou_dn_4: 0.4194 (0.4218) loss_giou_dn_5: 0.4194 (0.4218) loss_giou_dn_pre: 0.5506 (0.5559) loss_giou_enc_0: 0.6403 (0.6503) loss_giou_pre: 0.5617 (0.5769) loss_ddf_aux_0: 0.0514 (0.0518) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2413 (0.2508) loss_ddf_dn_1: 0.0298 (0.0336) loss_ddf_dn_2: 0.0061 (0.0074) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6479 (0.6498) loss_vfl_aux_0: 0.7143 (0.7186) loss_vfl_aux_1: 0.6877 (0.6950) loss_vfl_aux_2: 0.6885 (0.6775) loss_vfl_aux_3: 0.6584 (0.6602) loss_vfl_aux_4: 0.6456 (0.6515) loss_vfl_dn_0: 0.4835 (0.4849) loss_vfl_dn_1: 0.4238 (0.4164) loss_vfl_dn_2: 0.4063 (0.4003) loss_vfl_dn_3: 0.4009 (0.3922) loss_vfl_dn_4: 0.3944 (0.3893) loss_vfl_dn_5: 0.3933 (0.3888) loss_vfl_dn_pre: 0.4841 (0.4853) loss_vfl_enc_0: 0.7117 (0.7234) loss_vfl_pre: 0.7183 (0.7206) time: 0.6994 data: 0.0246 max mem: 9121 Epoch: [48] [3100/3696] eta: 0:07:58 lr: 0.000013 loss: 31.1775 (31.1008) loss_bbox: 0.1666 (0.1701) loss_bbox_aux_0: 0.1736 (0.1826) loss_bbox_aux_1: 0.1660 (0.1730) loss_bbox_aux_2: 0.1653 (0.1707) loss_bbox_aux_3: 0.1665 (0.1703) loss_bbox_aux_4: 0.1666 (0.1702) loss_bbox_dn_0: 0.2174 (0.2338) loss_bbox_dn_1: 0.1660 (0.1721) loss_bbox_dn_2: 0.1551 (0.1618) loss_bbox_dn_3: 0.1473 (0.1586) loss_bbox_dn_4: 0.1464 (0.1580) loss_bbox_dn_5: 0.1465 (0.1580) loss_bbox_dn_pre: 0.2248 (0.2398) loss_bbox_enc_0: 0.2053 (0.2157) loss_bbox_pre: 0.1733 (0.1828) loss_dfl: 0.9621 (0.9592) loss_fgl_aux_0: 0.9851 (0.9910) loss_fgl_aux_1: 0.9642 (0.9617) loss_fgl_aux_2: 0.9640 (0.9594) loss_fgl_aux_3: 0.9623 (0.9592) loss_fgl_aux_4: 0.9621 (0.9592) loss_fgl_dn_0: 1.0842 (1.0851) loss_fgl_dn_1: 0.9914 (0.9814) loss_fgl_dn_2: 0.9859 (0.9724) loss_fgl_dn_3: 0.9876 (0.9732) loss_fgl_dn_4: 0.9888 (0.9736) loss_fgl_dn_5: 0.9889 (0.9736) loss_giou: 0.5582 (0.5528) loss_giou_aux_0: 0.5811 (0.5782) loss_giou_aux_1: 0.5655 (0.5583) loss_giou_aux_2: 0.5595 (0.5538) loss_giou_aux_3: 0.5594 (0.5529) loss_giou_aux_4: 0.5584 (0.5528) loss_giou_dn_0: 0.5518 (0.5563) loss_giou_dn_1: 0.4423 (0.4443) loss_giou_dn_2: 0.4214 (0.4273) loss_giou_dn_3: 0.4203 (0.4226) loss_giou_dn_4: 0.4188 (0.4215) loss_giou_dn_5: 0.4188 (0.4215) loss_giou_dn_pre: 0.5519 (0.5557) loss_giou_enc_0: 0.6565 (0.6500) loss_giou_pre: 0.5799 (0.5767) loss_ddf_aux_0: 0.0527 (0.0518) loss_ddf_aux_1: 0.0076 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2439 (0.2508) loss_ddf_dn_1: 0.0326 (0.0336) loss_ddf_dn_2: 0.0073 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6504 (0.6501) loss_vfl_aux_0: 0.7285 (0.7188) loss_vfl_aux_1: 0.6901 (0.6953) loss_vfl_aux_2: 0.6834 (0.6778) loss_vfl_aux_3: 0.6525 (0.6605) loss_vfl_aux_4: 0.6538 (0.6518) loss_vfl_dn_0: 0.4789 (0.4849) loss_vfl_dn_1: 0.4144 (0.4164) loss_vfl_dn_2: 0.3975 (0.4003) loss_vfl_dn_3: 0.3888 (0.3922) loss_vfl_dn_4: 0.3867 (0.3893) loss_vfl_dn_5: 0.3862 (0.3888) loss_vfl_dn_pre: 0.4789 (0.4853) loss_vfl_enc_0: 0.7354 (0.7235) loss_vfl_pre: 0.7280 (0.7209) time: 0.8054 data: 0.0301 max mem: 9121 Epoch: [48] [3200/3696] eta: 0:06:37 lr: 0.000013 loss: 31.2458 (31.1071) loss_bbox: 0.1634 (0.1703) loss_bbox_aux_0: 0.1787 (0.1827) loss_bbox_aux_1: 0.1719 (0.1731) loss_bbox_aux_2: 0.1664 (0.1709) loss_bbox_aux_3: 0.1637 (0.1704) loss_bbox_aux_4: 0.1634 (0.1703) loss_bbox_dn_0: 0.2314 (0.2339) loss_bbox_dn_1: 0.1712 (0.1722) loss_bbox_dn_2: 0.1590 (0.1619) loss_bbox_dn_3: 0.1544 (0.1587) loss_bbox_dn_4: 0.1503 (0.1580) loss_bbox_dn_5: 0.1503 (0.1580) loss_bbox_dn_pre: 0.2356 (0.2399) loss_bbox_enc_0: 0.2138 (0.2158) loss_bbox_pre: 0.1804 (0.1829) loss_dfl: 0.9547 (0.9591) loss_fgl_aux_0: 0.9809 (0.9909) loss_fgl_aux_1: 0.9562 (0.9616) loss_fgl_aux_2: 0.9541 (0.9593) loss_fgl_aux_3: 0.9549 (0.9592) loss_fgl_aux_4: 0.9548 (0.9591) loss_fgl_dn_0: 1.0852 (1.0850) loss_fgl_dn_1: 0.9834 (0.9814) loss_fgl_dn_2: 0.9747 (0.9724) loss_fgl_dn_3: 0.9759 (0.9732) loss_fgl_dn_4: 0.9762 (0.9736) loss_fgl_dn_5: 0.9761 (0.9736) loss_giou: 0.5628 (0.5531) loss_giou_aux_0: 0.5830 (0.5785) loss_giou_aux_1: 0.5671 (0.5586) loss_giou_aux_2: 0.5656 (0.5541) loss_giou_aux_3: 0.5645 (0.5532) loss_giou_aux_4: 0.5629 (0.5531) loss_giou_dn_0: 0.5488 (0.5565) loss_giou_dn_1: 0.4254 (0.4445) loss_giou_dn_2: 0.4128 (0.4275) loss_giou_dn_3: 0.4065 (0.4228) loss_giou_dn_4: 0.4057 (0.4218) loss_giou_dn_5: 0.4056 (0.4218) loss_giou_dn_pre: 0.5497 (0.5559) loss_giou_enc_0: 0.6518 (0.6502) loss_giou_pre: 0.5787 (0.5769) loss_ddf_aux_0: 0.0493 (0.0518) loss_ddf_aux_1: 0.0067 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2430 (0.2507) loss_ddf_dn_1: 0.0332 (0.0336) loss_ddf_dn_2: 0.0072 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6295 (0.6503) loss_vfl_aux_0: 0.7190 (0.7191) loss_vfl_aux_1: 0.6745 (0.6956) loss_vfl_aux_2: 0.6723 (0.6781) loss_vfl_aux_3: 0.6509 (0.6606) loss_vfl_aux_4: 0.6458 (0.6519) loss_vfl_dn_0: 0.4791 (0.4849) loss_vfl_dn_1: 0.4084 (0.4165) loss_vfl_dn_2: 0.3940 (0.4004) loss_vfl_dn_3: 0.3847 (0.3922) loss_vfl_dn_4: 0.3827 (0.3893) loss_vfl_dn_5: 0.3819 (0.3888) loss_vfl_dn_pre: 0.4794 (0.4853) loss_vfl_enc_0: 0.7229 (0.7235) loss_vfl_pre: 0.7228 (0.7211) time: 0.7631 data: 0.0313 max mem: 9121 Epoch: [48] [3300/3696] eta: 0:05:16 lr: 0.000013 loss: 31.3424 (31.1158) loss_bbox: 0.1691 (0.1705) loss_bbox_aux_0: 0.1750 (0.1829) loss_bbox_aux_1: 0.1690 (0.1733) loss_bbox_aux_2: 0.1688 (0.1710) loss_bbox_aux_3: 0.1695 (0.1706) loss_bbox_aux_4: 0.1690 (0.1705) loss_bbox_dn_0: 0.2132 (0.2340) loss_bbox_dn_1: 0.1508 (0.1722) loss_bbox_dn_2: 0.1426 (0.1620) loss_bbox_dn_3: 0.1387 (0.1587) loss_bbox_dn_4: 0.1385 (0.1581) loss_bbox_dn_5: 0.1384 (0.1581) loss_bbox_dn_pre: 0.2167 (0.2400) loss_bbox_enc_0: 0.2030 (0.2160) loss_bbox_pre: 0.1741 (0.1831) loss_dfl: 0.9709 (0.9591) loss_fgl_aux_0: 0.9971 (0.9909) loss_fgl_aux_1: 0.9691 (0.9616) loss_fgl_aux_2: 0.9699 (0.9593) loss_fgl_aux_3: 0.9702 (0.9592) loss_fgl_aux_4: 0.9710 (0.9591) loss_fgl_dn_0: 1.0899 (1.0851) loss_fgl_dn_1: 0.9947 (0.9815) loss_fgl_dn_2: 0.9862 (0.9726) loss_fgl_dn_3: 0.9856 (0.9733) loss_fgl_dn_4: 0.9857 (0.9738) loss_fgl_dn_5: 0.9857 (0.9738) loss_giou: 0.5930 (0.5537) loss_giou_aux_0: 0.6202 (0.5791) loss_giou_aux_1: 0.5980 (0.5593) loss_giou_aux_2: 0.5949 (0.5547) loss_giou_aux_3: 0.5933 (0.5538) loss_giou_aux_4: 0.5936 (0.5537) loss_giou_dn_0: 0.5859 (0.5569) loss_giou_dn_1: 0.4634 (0.4448) loss_giou_dn_2: 0.4477 (0.4278) loss_giou_dn_3: 0.4395 (0.4231) loss_giou_dn_4: 0.4362 (0.4220) loss_giou_dn_5: 0.4363 (0.4220) loss_giou_dn_pre: 0.5853 (0.5563) loss_giou_enc_0: 0.6890 (0.6508) loss_giou_pre: 0.6180 (0.5776) loss_ddf_aux_0: 0.0476 (0.0517) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2396 (0.2504) loss_ddf_dn_1: 0.0315 (0.0335) loss_ddf_dn_2: 0.0075 (0.0074) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6376 (0.6502) loss_vfl_aux_0: 0.7037 (0.7189) loss_vfl_aux_1: 0.6930 (0.6955) loss_vfl_aux_2: 0.6546 (0.6779) loss_vfl_aux_3: 0.6407 (0.6605) loss_vfl_aux_4: 0.6333 (0.6518) loss_vfl_dn_0: 0.4824 (0.4849) loss_vfl_dn_1: 0.4199 (0.4165) loss_vfl_dn_2: 0.4050 (0.4004) loss_vfl_dn_3: 0.3976 (0.3923) loss_vfl_dn_4: 0.3953 (0.3894) loss_vfl_dn_5: 0.3956 (0.3889) loss_vfl_dn_pre: 0.4830 (0.4853) loss_vfl_enc_0: 0.7100 (0.7235) loss_vfl_pre: 0.7059 (0.7210) time: 0.7680 data: 0.0252 max mem: 9121 Epoch: [48] [3400/3696] eta: 0:03:56 lr: 0.000013 loss: 31.0453 (31.1166) loss_bbox: 0.1560 (0.1705) loss_bbox_aux_0: 0.1642 (0.1829) loss_bbox_aux_1: 0.1548 (0.1733) loss_bbox_aux_2: 0.1555 (0.1710) loss_bbox_aux_3: 0.1562 (0.1706) loss_bbox_aux_4: 0.1560 (0.1705) loss_bbox_dn_0: 0.2195 (0.2340) loss_bbox_dn_1: 0.1523 (0.1722) loss_bbox_dn_2: 0.1416 (0.1619) loss_bbox_dn_3: 0.1403 (0.1587) loss_bbox_dn_4: 0.1397 (0.1580) loss_bbox_dn_5: 0.1397 (0.1580) loss_bbox_dn_pre: 0.2257 (0.2400) loss_bbox_enc_0: 0.2024 (0.2160) loss_bbox_pre: 0.1650 (0.1831) loss_dfl: 0.9680 (0.9591) loss_fgl_aux_0: 1.0023 (0.9909) loss_fgl_aux_1: 0.9678 (0.9616) loss_fgl_aux_2: 0.9696 (0.9593) loss_fgl_aux_3: 0.9686 (0.9592) loss_fgl_aux_4: 0.9684 (0.9591) loss_fgl_dn_0: 1.0891 (1.0851) loss_fgl_dn_1: 0.9821 (0.9816) loss_fgl_dn_2: 0.9745 (0.9726) loss_fgl_dn_3: 0.9746 (0.9734) loss_fgl_dn_4: 0.9748 (0.9738) loss_fgl_dn_5: 0.9748 (0.9738) loss_giou: 0.5223 (0.5537) loss_giou_aux_0: 0.5488 (0.5791) loss_giou_aux_1: 0.5234 (0.5593) loss_giou_aux_2: 0.5209 (0.5547) loss_giou_aux_3: 0.5212 (0.5538) loss_giou_aux_4: 0.5218 (0.5537) loss_giou_dn_0: 0.5346 (0.5569) loss_giou_dn_1: 0.4211 (0.4448) loss_giou_dn_2: 0.3998 (0.4278) loss_giou_dn_3: 0.3952 (0.4231) loss_giou_dn_4: 0.3955 (0.4220) loss_giou_dn_5: 0.3955 (0.4220) loss_giou_dn_pre: 0.5385 (0.5562) loss_giou_enc_0: 0.6235 (0.6509) loss_giou_pre: 0.5474 (0.5776) loss_ddf_aux_0: 0.0511 (0.0517) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2432 (0.2503) loss_ddf_dn_1: 0.0330 (0.0335) loss_ddf_dn_2: 0.0072 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6613 (0.6503) loss_vfl_aux_0: 0.7244 (0.7190) loss_vfl_aux_1: 0.6996 (0.6956) loss_vfl_aux_2: 0.6862 (0.6780) loss_vfl_aux_3: 0.6646 (0.6606) loss_vfl_aux_4: 0.6584 (0.6520) loss_vfl_dn_0: 0.4792 (0.4848) loss_vfl_dn_1: 0.4130 (0.4165) loss_vfl_dn_2: 0.3921 (0.4004) loss_vfl_dn_3: 0.3878 (0.3922) loss_vfl_dn_4: 0.3846 (0.3893) loss_vfl_dn_5: 0.3841 (0.3888) loss_vfl_dn_pre: 0.4789 (0.4853) loss_vfl_enc_0: 0.7043 (0.7235) loss_vfl_pre: 0.7222 (0.7211) time: 0.7519 data: 0.0327 max mem: 9121 Epoch: [48] [3500/3696] eta: 0:02:36 lr: 0.000013 loss: 30.8117 (31.1160) loss_bbox: 0.1635 (0.1706) loss_bbox_aux_0: 0.1845 (0.1830) loss_bbox_aux_1: 0.1645 (0.1734) loss_bbox_aux_2: 0.1619 (0.1711) loss_bbox_aux_3: 0.1633 (0.1707) loss_bbox_aux_4: 0.1636 (0.1706) loss_bbox_dn_0: 0.2475 (0.2342) loss_bbox_dn_1: 0.1758 (0.1724) loss_bbox_dn_2: 0.1669 (0.1621) loss_bbox_dn_3: 0.1657 (0.1589) loss_bbox_dn_4: 0.1653 (0.1582) loss_bbox_dn_5: 0.1653 (0.1582) loss_bbox_dn_pre: 0.2551 (0.2401) loss_bbox_enc_0: 0.2119 (0.2161) loss_bbox_pre: 0.1861 (0.1832) loss_dfl: 0.9689 (0.9593) loss_fgl_aux_0: 1.0034 (0.9911) loss_fgl_aux_1: 0.9734 (0.9618) loss_fgl_aux_2: 0.9707 (0.9595) loss_fgl_aux_3: 0.9696 (0.9593) loss_fgl_aux_4: 0.9690 (0.9593) loss_fgl_dn_0: 1.0922 (1.0852) loss_fgl_dn_1: 0.9871 (0.9817) loss_fgl_dn_2: 0.9783 (0.9727) loss_fgl_dn_3: 0.9787 (0.9734) loss_fgl_dn_4: 0.9800 (0.9739) loss_fgl_dn_5: 0.9800 (0.9739) loss_giou: 0.5307 (0.5534) loss_giou_aux_0: 0.5528 (0.5788) loss_giou_aux_1: 0.5360 (0.5589) loss_giou_aux_2: 0.5314 (0.5544) loss_giou_aux_3: 0.5309 (0.5535) loss_giou_aux_4: 0.5309 (0.5534) loss_giou_dn_0: 0.5349 (0.5567) loss_giou_dn_1: 0.4261 (0.4447) loss_giou_dn_2: 0.4103 (0.4277) loss_giou_dn_3: 0.4047 (0.4229) loss_giou_dn_4: 0.4028 (0.4219) loss_giou_dn_5: 0.4026 (0.4219) loss_giou_dn_pre: 0.5329 (0.5560) loss_giou_enc_0: 0.6235 (0.6505) loss_giou_pre: 0.5511 (0.5773) loss_ddf_aux_0: 0.0511 (0.0517) loss_ddf_aux_1: 0.0065 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2612 (0.2501) loss_ddf_dn_1: 0.0351 (0.0335) loss_ddf_dn_2: 0.0079 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6407 (0.6504) loss_vfl_aux_0: 0.6991 (0.7191) loss_vfl_aux_1: 0.6851 (0.6957) loss_vfl_aux_2: 0.6636 (0.6780) loss_vfl_aux_3: 0.6475 (0.6606) loss_vfl_aux_4: 0.6437 (0.6520) loss_vfl_dn_0: 0.4789 (0.4849) loss_vfl_dn_1: 0.4088 (0.4165) loss_vfl_dn_2: 0.3965 (0.4004) loss_vfl_dn_3: 0.3863 (0.3922) loss_vfl_dn_4: 0.3839 (0.3893) loss_vfl_dn_5: 0.3828 (0.3888) loss_vfl_dn_pre: 0.4794 (0.4853) loss_vfl_enc_0: 0.7056 (0.7236) loss_vfl_pre: 0.6997 (0.7211) time: 0.7471 data: 0.0301 max mem: 9121 Epoch: [48] [3600/3696] eta: 0:01:16 lr: 0.000013 loss: 31.0525 (31.1138) loss_bbox: 0.1673 (0.1705) loss_bbox_aux_0: 0.1809 (0.1830) loss_bbox_aux_1: 0.1685 (0.1733) loss_bbox_aux_2: 0.1667 (0.1711) loss_bbox_aux_3: 0.1674 (0.1706) loss_bbox_aux_4: 0.1672 (0.1705) loss_bbox_dn_0: 0.2247 (0.2342) loss_bbox_dn_1: 0.1681 (0.1724) loss_bbox_dn_2: 0.1575 (0.1621) loss_bbox_dn_3: 0.1546 (0.1589) loss_bbox_dn_4: 0.1539 (0.1582) loss_bbox_dn_5: 0.1539 (0.1582) loss_bbox_dn_pre: 0.2312 (0.2402) loss_bbox_enc_0: 0.2111 (0.2161) loss_bbox_pre: 0.1831 (0.1832) loss_dfl: 0.9713 (0.9593) loss_fgl_aux_0: 0.9997 (0.9911) loss_fgl_aux_1: 0.9737 (0.9618) loss_fgl_aux_2: 0.9719 (0.9595) loss_fgl_aux_3: 0.9723 (0.9593) loss_fgl_aux_4: 0.9714 (0.9593) loss_fgl_dn_0: 1.0858 (1.0852) loss_fgl_dn_1: 0.9794 (0.9817) loss_fgl_dn_2: 0.9677 (0.9727) loss_fgl_dn_3: 0.9687 (0.9734) loss_fgl_dn_4: 0.9693 (0.9739) loss_fgl_dn_5: 0.9693 (0.9739) loss_giou: 0.5283 (0.5533) loss_giou_aux_0: 0.5471 (0.5787) loss_giou_aux_1: 0.5328 (0.5588) loss_giou_aux_2: 0.5293 (0.5542) loss_giou_aux_3: 0.5275 (0.5533) loss_giou_aux_4: 0.5281 (0.5533) loss_giou_dn_0: 0.5436 (0.5566) loss_giou_dn_1: 0.4385 (0.4447) loss_giou_dn_2: 0.4217 (0.4276) loss_giou_dn_3: 0.4167 (0.4229) loss_giou_dn_4: 0.4164 (0.4218) loss_giou_dn_5: 0.4164 (0.4218) loss_giou_dn_pre: 0.5405 (0.5560) loss_giou_enc_0: 0.6201 (0.6504) loss_giou_pre: 0.5480 (0.5771) loss_ddf_aux_0: 0.0498 (0.0517) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2476 (0.2500) loss_ddf_dn_1: 0.0324 (0.0334) loss_ddf_dn_2: 0.0074 (0.0074) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6451 (0.6503) loss_vfl_aux_0: 0.7138 (0.7190) loss_vfl_aux_1: 0.6821 (0.6956) loss_vfl_aux_2: 0.6610 (0.6779) loss_vfl_aux_3: 0.6562 (0.6605) loss_vfl_aux_4: 0.6475 (0.6519) loss_vfl_dn_0: 0.4823 (0.4849) loss_vfl_dn_1: 0.4163 (0.4165) loss_vfl_dn_2: 0.4011 (0.4004) loss_vfl_dn_3: 0.3908 (0.3922) loss_vfl_dn_4: 0.3870 (0.3893) loss_vfl_dn_5: 0.3865 (0.3888) loss_vfl_dn_pre: 0.4844 (0.4853) loss_vfl_enc_0: 0.7242 (0.7236) loss_vfl_pre: 0.7154 (0.7211) time: 0.7564 data: 0.0339 max mem: 9121 Epoch: [48] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 31.7212 (31.1203) loss_bbox: 0.1710 (0.1707) loss_bbox_aux_0: 0.1838 (0.1832) loss_bbox_aux_1: 0.1743 (0.1735) loss_bbox_aux_2: 0.1715 (0.1712) loss_bbox_aux_3: 0.1711 (0.1708) loss_bbox_aux_4: 0.1710 (0.1707) loss_bbox_dn_0: 0.2344 (0.2344) loss_bbox_dn_1: 0.1710 (0.1725) loss_bbox_dn_2: 0.1578 (0.1622) loss_bbox_dn_3: 0.1565 (0.1590) loss_bbox_dn_4: 0.1569 (0.1583) loss_bbox_dn_5: 0.1569 (0.1583) loss_bbox_dn_pre: 0.2383 (0.2404) loss_bbox_enc_0: 0.2168 (0.2164) loss_bbox_pre: 0.1840 (0.1834) loss_dfl: 0.9453 (0.9591) loss_fgl_aux_0: 0.9764 (0.9910) loss_fgl_aux_1: 0.9484 (0.9616) loss_fgl_aux_2: 0.9450 (0.9593) loss_fgl_aux_3: 0.9445 (0.9591) loss_fgl_aux_4: 0.9452 (0.9591) loss_fgl_dn_0: 1.0816 (1.0853) loss_fgl_dn_1: 0.9752 (0.9817) loss_fgl_dn_2: 0.9664 (0.9727) loss_fgl_dn_3: 0.9688 (0.9734) loss_fgl_dn_4: 0.9690 (0.9739) loss_fgl_dn_5: 0.9689 (0.9739) loss_giou: 0.5731 (0.5534) loss_giou_aux_0: 0.6009 (0.5788) loss_giou_aux_1: 0.5795 (0.5590) loss_giou_aux_2: 0.5726 (0.5544) loss_giou_aux_3: 0.5727 (0.5535) loss_giou_aux_4: 0.5724 (0.5534) loss_giou_dn_0: 0.5656 (0.5568) loss_giou_dn_1: 0.4519 (0.4449) loss_giou_dn_2: 0.4322 (0.4278) loss_giou_dn_3: 0.4231 (0.4230) loss_giou_dn_4: 0.4222 (0.4220) loss_giou_dn_5: 0.4221 (0.4220) loss_giou_dn_pre: 0.5687 (0.5562) loss_giou_enc_0: 0.6799 (0.6506) loss_giou_pre: 0.5981 (0.5773) loss_ddf_aux_0: 0.0551 (0.0518) loss_ddf_aux_1: 0.0079 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2486 (0.2500) loss_ddf_dn_1: 0.0341 (0.0334) loss_ddf_dn_2: 0.0072 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6542 (0.6505) loss_vfl_aux_0: 0.7114 (0.7192) loss_vfl_aux_1: 0.6888 (0.6961) loss_vfl_aux_2: 0.6798 (0.6784) loss_vfl_aux_3: 0.6552 (0.6607) loss_vfl_aux_4: 0.6594 (0.6521) loss_vfl_dn_0: 0.4854 (0.4850) loss_vfl_dn_1: 0.4125 (0.4165) loss_vfl_dn_2: 0.3969 (0.4005) loss_vfl_dn_3: 0.3893 (0.3923) loss_vfl_dn_4: 0.3860 (0.3894) loss_vfl_dn_5: 0.3862 (0.3889) loss_vfl_dn_pre: 0.4860 (0.4854) loss_vfl_enc_0: 0.7240 (0.7237) loss_vfl_pre: 0.7166 (0.7213) time: 0.7200 data: 0.0277 max mem: 9121 Epoch: [48] Total time: 0:49:02 (0.7961 s / it) Averaged stats: lr: 0.000013 loss: 31.7212 (31.1203) loss_bbox: 0.1710 (0.1707) loss_bbox_aux_0: 0.1838 (0.1832) loss_bbox_aux_1: 0.1743 (0.1735) loss_bbox_aux_2: 0.1715 (0.1712) loss_bbox_aux_3: 0.1711 (0.1708) loss_bbox_aux_4: 0.1710 (0.1707) loss_bbox_dn_0: 0.2344 (0.2344) loss_bbox_dn_1: 0.1710 (0.1725) loss_bbox_dn_2: 0.1578 (0.1622) loss_bbox_dn_3: 0.1565 (0.1590) loss_bbox_dn_4: 0.1569 (0.1583) loss_bbox_dn_5: 0.1569 (0.1583) loss_bbox_dn_pre: 0.2383 (0.2404) loss_bbox_enc_0: 0.2168 (0.2164) loss_bbox_pre: 0.1840 (0.1834) loss_dfl: 0.9453 (0.9591) loss_fgl_aux_0: 0.9764 (0.9910) loss_fgl_aux_1: 0.9484 (0.9616) loss_fgl_aux_2: 0.9450 (0.9593) loss_fgl_aux_3: 0.9445 (0.9591) loss_fgl_aux_4: 0.9452 (0.9591) loss_fgl_dn_0: 1.0816 (1.0853) loss_fgl_dn_1: 0.9752 (0.9817) loss_fgl_dn_2: 0.9664 (0.9727) loss_fgl_dn_3: 0.9688 (0.9734) loss_fgl_dn_4: 0.9690 (0.9739) loss_fgl_dn_5: 0.9689 (0.9739) loss_giou: 0.5731 (0.5534) loss_giou_aux_0: 0.6009 (0.5788) loss_giou_aux_1: 0.5795 (0.5590) loss_giou_aux_2: 0.5726 (0.5544) loss_giou_aux_3: 0.5727 (0.5535) loss_giou_aux_4: 0.5724 (0.5534) loss_giou_dn_0: 0.5656 (0.5568) loss_giou_dn_1: 0.4519 (0.4449) loss_giou_dn_2: 0.4322 (0.4278) loss_giou_dn_3: 0.4231 (0.4230) loss_giou_dn_4: 0.4222 (0.4220) loss_giou_dn_5: 0.4221 (0.4220) loss_giou_dn_pre: 0.5687 (0.5562) loss_giou_enc_0: 0.6799 (0.6506) loss_giou_pre: 0.5981 (0.5773) loss_ddf_aux_0: 0.0551 (0.0518) loss_ddf_aux_1: 0.0079 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2486 (0.2500) loss_ddf_dn_1: 0.0341 (0.0334) loss_ddf_dn_2: 0.0072 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6542 (0.6505) loss_vfl_aux_0: 0.7114 (0.7192) loss_vfl_aux_1: 0.6888 (0.6961) loss_vfl_aux_2: 0.6798 (0.6784) loss_vfl_aux_3: 0.6552 (0.6607) loss_vfl_aux_4: 0.6594 (0.6521) loss_vfl_dn_0: 0.4854 (0.4850) loss_vfl_dn_1: 0.4125 (0.4165) loss_vfl_dn_2: 0.3969 (0.4005) loss_vfl_dn_3: 0.3893 (0.3923) loss_vfl_dn_4: 0.3860 (0.3894) loss_vfl_dn_5: 0.3862 (0.3889) loss_vfl_dn_pre: 0.4860 (0.4854) loss_vfl_enc_0: 0.7240 (0.7237) loss_vfl_pre: 0.7166 (0.7213) Test: [ 0/79] eta: 0:03:17 time: 2.5055 data: 1.9479 max mem: 9121 Test: [10/79] eta: 0:01:03 time: 0.9240 data: 0.2188 max mem: 9121 Test: [20/79] eta: 0:00:44 time: 0.6660 data: 0.0515 max mem: 9121 Test: [30/79] eta: 0:00:35 time: 0.6006 data: 0.0617 max mem: 9121 Test: [40/79] eta: 0:00:28 time: 0.7043 data: 0.0625 max mem: 9121 Test: [50/79] eta: 0:00:20 time: 0.6654 data: 0.0589 max mem: 9121 Test: [60/79] eta: 0:00:12 time: 0.5826 data: 0.0621 max mem: 9121 Test: [70/79] eta: 0:00:06 time: 0.6038 data: 0.0669 max mem: 9121 Test: [78/79] eta: 0:00:00 time: 0.6729 data: 0.0653 max mem: 9121 Test: Total time: 0:00:54 (0.6851 s / it) Averaged stats: Accumulating evaluation results... DONE (t=27.05s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.537 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.713 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.353 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.580 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.393 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.663 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.729 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.561 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.773 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 best_stat: {'epoch': 48, 'coco_eval_bbox': 0.5366642993500044} Epoch: [49] [ 0/3696] eta: 2:35:26 lr: 0.000013 loss: 29.3744 (29.3744) loss_bbox: 0.1384 (0.1384) loss_bbox_aux_0: 0.1647 (0.1647) loss_bbox_aux_1: 0.1450 (0.1450) loss_bbox_aux_2: 0.1406 (0.1406) loss_bbox_aux_3: 0.1381 (0.1381) loss_bbox_aux_4: 0.1382 (0.1382) loss_bbox_dn_0: 0.2072 (0.2072) loss_bbox_dn_1: 0.1377 (0.1377) loss_bbox_dn_2: 0.1258 (0.1258) loss_bbox_dn_3: 0.1228 (0.1228) loss_bbox_dn_4: 0.1226 (0.1226) loss_bbox_dn_5: 0.1226 (0.1226) loss_bbox_dn_pre: 0.2155 (0.2155) loss_bbox_enc_0: 0.2034 (0.2034) loss_bbox_pre: 0.1656 (0.1656) loss_dfl: 0.9737 (0.9737) loss_fgl_aux_0: 1.0183 (1.0183) loss_fgl_aux_1: 0.9783 (0.9783) loss_fgl_aux_2: 0.9731 (0.9731) loss_fgl_aux_3: 0.9736 (0.9736) loss_fgl_aux_4: 0.9736 (0.9736) loss_fgl_dn_0: 1.0892 (1.0892) loss_fgl_dn_1: 0.9665 (0.9665) loss_fgl_dn_2: 0.9541 (0.9541) loss_fgl_dn_3: 0.9546 (0.9546) loss_fgl_dn_4: 0.9554 (0.9554) loss_fgl_dn_5: 0.9555 (0.9555) loss_giou: 0.4881 (0.4881) loss_giou_aux_0: 0.5150 (0.5150) loss_giou_aux_1: 0.4981 (0.4981) loss_giou_aux_2: 0.4907 (0.4907) loss_giou_aux_3: 0.4878 (0.4878) loss_giou_aux_4: 0.4879 (0.4879) loss_giou_dn_0: 0.5171 (0.5171) loss_giou_dn_1: 0.4052 (0.4052) loss_giou_dn_2: 0.3833 (0.3833) loss_giou_dn_3: 0.3782 (0.3782) loss_giou_dn_4: 0.3768 (0.3768) loss_giou_dn_5: 0.3768 (0.3768) loss_giou_dn_pre: 0.5188 (0.5188) loss_giou_enc_0: 0.5829 (0.5829) loss_giou_pre: 0.5143 (0.5143) loss_ddf_aux_0: 0.0450 (0.0450) loss_ddf_aux_1: 0.0065 (0.0065) loss_ddf_aux_2: 0.0011 (0.0011) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0000 (0.0000) loss_ddf_dn_0: 0.2283 (0.2283) loss_ddf_dn_1: 0.0315 (0.0315) loss_ddf_dn_2: 0.0074 (0.0074) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5967 (0.5967) loss_vfl_aux_0: 0.6844 (0.6844) loss_vfl_aux_1: 0.6320 (0.6320) loss_vfl_aux_2: 0.6393 (0.6393) loss_vfl_aux_3: 0.6055 (0.6055) loss_vfl_aux_4: 0.6064 (0.6064) loss_vfl_dn_0: 0.4713 (0.4713) loss_vfl_dn_1: 0.3914 (0.3914) loss_vfl_dn_2: 0.3829 (0.3829) loss_vfl_dn_3: 0.3706 (0.3706) loss_vfl_dn_4: 0.3702 (0.3702) loss_vfl_dn_5: 0.3707 (0.3707) loss_vfl_dn_pre: 0.4721 (0.4721) loss_vfl_enc_0: 0.7136 (0.7136) loss_vfl_pre: 0.6719 (0.6719) time: 2.5233 data: 1.8193 max mem: 9121 Epoch: [49] [ 100/3696] eta: 0:47:24 lr: 0.000013 loss: 30.2734 (30.9598) loss_bbox: 0.1557 (0.1666) loss_bbox_aux_0: 0.1714 (0.1800) loss_bbox_aux_1: 0.1581 (0.1692) loss_bbox_aux_2: 0.1535 (0.1670) loss_bbox_aux_3: 0.1553 (0.1666) loss_bbox_aux_4: 0.1557 (0.1666) loss_bbox_dn_0: 0.2310 (0.2295) loss_bbox_dn_1: 0.1632 (0.1683) loss_bbox_dn_2: 0.1476 (0.1582) loss_bbox_dn_3: 0.1446 (0.1550) loss_bbox_dn_4: 0.1447 (0.1543) loss_bbox_dn_5: 0.1443 (0.1542) loss_bbox_dn_pre: 0.2347 (0.2356) loss_bbox_enc_0: 0.2036 (0.2139) loss_bbox_pre: 0.1719 (0.1800) loss_dfl: 0.9462 (0.9520) loss_fgl_aux_0: 0.9914 (0.9845) loss_fgl_aux_1: 0.9529 (0.9542) loss_fgl_aux_2: 0.9466 (0.9521) loss_fgl_aux_3: 0.9457 (0.9518) loss_fgl_aux_4: 0.9460 (0.9519) loss_fgl_dn_0: 1.0783 (1.0817) loss_fgl_dn_1: 0.9656 (0.9788) loss_fgl_dn_2: 0.9544 (0.9697) loss_fgl_dn_3: 0.9550 (0.9702) loss_fgl_dn_4: 0.9552 (0.9707) loss_fgl_dn_5: 0.9551 (0.9707) loss_giou: 0.4909 (0.5546) loss_giou_aux_0: 0.5244 (0.5804) loss_giou_aux_1: 0.5052 (0.5605) loss_giou_aux_2: 0.4926 (0.5558) loss_giou_aux_3: 0.4907 (0.5549) loss_giou_aux_4: 0.4906 (0.5546) loss_giou_dn_0: 0.5225 (0.5546) loss_giou_dn_1: 0.4089 (0.4450) loss_giou_dn_2: 0.3946 (0.4279) loss_giou_dn_3: 0.3925 (0.4235) loss_giou_dn_4: 0.3913 (0.4226) loss_giou_dn_5: 0.3913 (0.4226) loss_giou_dn_pre: 0.5219 (0.5543) loss_giou_enc_0: 0.6003 (0.6521) loss_giou_pre: 0.5222 (0.5789) loss_ddf_aux_0: 0.0548 (0.0531) loss_ddf_aux_1: 0.0076 (0.0075) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2562 (0.2455) loss_ddf_dn_1: 0.0350 (0.0336) loss_ddf_dn_2: 0.0072 (0.0076) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6313 (0.6457) loss_vfl_aux_0: 0.7144 (0.7144) loss_vfl_aux_1: 0.6944 (0.6919) loss_vfl_aux_2: 0.6592 (0.6727) loss_vfl_aux_3: 0.6506 (0.6583) loss_vfl_aux_4: 0.6428 (0.6482) loss_vfl_dn_0: 0.4815 (0.4844) loss_vfl_dn_1: 0.4095 (0.4150) loss_vfl_dn_2: 0.3879 (0.3986) loss_vfl_dn_3: 0.3805 (0.3900) loss_vfl_dn_4: 0.3782 (0.3871) loss_vfl_dn_5: 0.3758 (0.3868) loss_vfl_dn_pre: 0.4833 (0.4848) loss_vfl_enc_0: 0.7128 (0.7194) loss_vfl_pre: 0.7256 (0.7171) time: 0.8942 data: 0.0275 max mem: 9121 Epoch: [49] [ 200/3696] eta: 0:45:49 lr: 0.000013 loss: 30.6193 (30.9928) loss_bbox: 0.1589 (0.1680) loss_bbox_aux_0: 0.1747 (0.1807) loss_bbox_aux_1: 0.1621 (0.1706) loss_bbox_aux_2: 0.1608 (0.1684) loss_bbox_aux_3: 0.1591 (0.1680) loss_bbox_aux_4: 0.1589 (0.1680) loss_bbox_dn_0: 0.2218 (0.2328) loss_bbox_dn_1: 0.1602 (0.1711) loss_bbox_dn_2: 0.1495 (0.1610) loss_bbox_dn_3: 0.1464 (0.1578) loss_bbox_dn_4: 0.1455 (0.1572) loss_bbox_dn_5: 0.1456 (0.1571) loss_bbox_dn_pre: 0.2291 (0.2391) loss_bbox_enc_0: 0.2138 (0.2142) loss_bbox_pre: 0.1734 (0.1808) loss_dfl: 0.9734 (0.9564) loss_fgl_aux_0: 1.0042 (0.9887) loss_fgl_aux_1: 0.9761 (0.9586) loss_fgl_aux_2: 0.9749 (0.9565) loss_fgl_aux_3: 0.9735 (0.9563) loss_fgl_aux_4: 0.9734 (0.9563) loss_fgl_dn_0: 1.0834 (1.0837) loss_fgl_dn_1: 0.9846 (0.9796) loss_fgl_dn_2: 0.9747 (0.9703) loss_fgl_dn_3: 0.9764 (0.9709) loss_fgl_dn_4: 0.9769 (0.9713) loss_fgl_dn_5: 0.9768 (0.9713) loss_giou: 0.5339 (0.5487) loss_giou_aux_0: 0.5560 (0.5747) loss_giou_aux_1: 0.5377 (0.5546) loss_giou_aux_2: 0.5345 (0.5498) loss_giou_aux_3: 0.5338 (0.5489) loss_giou_aux_4: 0.5337 (0.5487) loss_giou_dn_0: 0.5460 (0.5545) loss_giou_dn_1: 0.4282 (0.4436) loss_giou_dn_2: 0.4079 (0.4265) loss_giou_dn_3: 0.4040 (0.4221) loss_giou_dn_4: 0.4021 (0.4211) loss_giou_dn_5: 0.4021 (0.4211) loss_giou_dn_pre: 0.5436 (0.5540) loss_giou_enc_0: 0.6295 (0.6460) loss_giou_pre: 0.5538 (0.5732) loss_ddf_aux_0: 0.0507 (0.0538) loss_ddf_aux_1: 0.0070 (0.0075) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2339 (0.2463) loss_ddf_dn_1: 0.0312 (0.0333) loss_ddf_dn_2: 0.0068 (0.0072) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6294 (0.6487) loss_vfl_aux_0: 0.7067 (0.7199) loss_vfl_aux_1: 0.6902 (0.6941) loss_vfl_aux_2: 0.6620 (0.6741) loss_vfl_aux_3: 0.6362 (0.6598) loss_vfl_aux_4: 0.6336 (0.6506) loss_vfl_dn_0: 0.4803 (0.4847) loss_vfl_dn_1: 0.4079 (0.4153) loss_vfl_dn_2: 0.3924 (0.3989) loss_vfl_dn_3: 0.3852 (0.3906) loss_vfl_dn_4: 0.3839 (0.3878) loss_vfl_dn_5: 0.3816 (0.3874) loss_vfl_dn_pre: 0.4795 (0.4851) loss_vfl_enc_0: 0.7254 (0.7211) loss_vfl_pre: 0.7114 (0.7225) time: 0.7644 data: 0.0237 max mem: 9121 Epoch: [49] [ 300/3696] eta: 0:43:31 lr: 0.000013 loss: 31.3148 (31.0032) loss_bbox: 0.1687 (0.1684) loss_bbox_aux_0: 0.1778 (0.1810) loss_bbox_aux_1: 0.1709 (0.1711) loss_bbox_aux_2: 0.1679 (0.1689) loss_bbox_aux_3: 0.1683 (0.1684) loss_bbox_aux_4: 0.1687 (0.1684) loss_bbox_dn_0: 0.2330 (0.2333) loss_bbox_dn_1: 0.1727 (0.1713) loss_bbox_dn_2: 0.1641 (0.1614) loss_bbox_dn_3: 0.1595 (0.1582) loss_bbox_dn_4: 0.1601 (0.1576) loss_bbox_dn_5: 0.1600 (0.1576) loss_bbox_dn_pre: 0.2366 (0.2395) loss_bbox_enc_0: 0.2170 (0.2140) loss_bbox_pre: 0.1788 (0.1811) loss_dfl: 0.9758 (0.9586) loss_fgl_aux_0: 1.0155 (0.9910) loss_fgl_aux_1: 0.9816 (0.9609) loss_fgl_aux_2: 0.9776 (0.9588) loss_fgl_aux_3: 0.9760 (0.9586) loss_fgl_aux_4: 0.9758 (0.9586) loss_fgl_dn_0: 1.0897 (1.0853) loss_fgl_dn_1: 0.9833 (0.9804) loss_fgl_dn_2: 0.9701 (0.9711) loss_fgl_dn_3: 0.9699 (0.9716) loss_fgl_dn_4: 0.9706 (0.9721) loss_fgl_dn_5: 0.9706 (0.9721) loss_giou: 0.5349 (0.5470) loss_giou_aux_0: 0.5612 (0.5730) loss_giou_aux_1: 0.5424 (0.5528) loss_giou_aux_2: 0.5367 (0.5481) loss_giou_aux_3: 0.5345 (0.5472) loss_giou_aux_4: 0.5348 (0.5470) loss_giou_dn_0: 0.5465 (0.5529) loss_giou_dn_1: 0.4459 (0.4415) loss_giou_dn_2: 0.4316 (0.4246) loss_giou_dn_3: 0.4295 (0.4201) loss_giou_dn_4: 0.4282 (0.4191) loss_giou_dn_5: 0.4282 (0.4191) loss_giou_dn_pre: 0.5480 (0.5524) loss_giou_enc_0: 0.6308 (0.6442) loss_giou_pre: 0.5627 (0.5715) loss_ddf_aux_0: 0.0527 (0.0539) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2504 (0.2471) loss_ddf_dn_1: 0.0312 (0.0327) loss_ddf_dn_2: 0.0070 (0.0071) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6514 (0.6482) loss_vfl_aux_0: 0.7352 (0.7221) loss_vfl_aux_1: 0.7054 (0.6962) loss_vfl_aux_2: 0.6833 (0.6764) loss_vfl_aux_3: 0.6658 (0.6599) loss_vfl_aux_4: 0.6526 (0.6510) loss_vfl_dn_0: 0.4835 (0.4849) loss_vfl_dn_1: 0.4178 (0.4156) loss_vfl_dn_2: 0.4006 (0.3988) loss_vfl_dn_3: 0.3906 (0.3909) loss_vfl_dn_4: 0.3893 (0.3879) loss_vfl_dn_5: 0.3905 (0.3876) loss_vfl_dn_pre: 0.4842 (0.4852) loss_vfl_enc_0: 0.7191 (0.7239) loss_vfl_pre: 0.7346 (0.7242) time: 0.7567 data: 0.0301 max mem: 9121 Epoch: [49] [ 400/3696] eta: 0:41:48 lr: 0.000013 loss: 30.7338 (31.0387) loss_bbox: 0.1860 (0.1698) loss_bbox_aux_0: 0.2018 (0.1825) loss_bbox_aux_1: 0.1967 (0.1725) loss_bbox_aux_2: 0.1903 (0.1703) loss_bbox_aux_3: 0.1865 (0.1699) loss_bbox_aux_4: 0.1862 (0.1698) loss_bbox_dn_0: 0.2336 (0.2345) loss_bbox_dn_1: 0.1742 (0.1724) loss_bbox_dn_2: 0.1560 (0.1624) loss_bbox_dn_3: 0.1536 (0.1592) loss_bbox_dn_4: 0.1550 (0.1586) loss_bbox_dn_5: 0.1550 (0.1585) loss_bbox_dn_pre: 0.2397 (0.2406) loss_bbox_enc_0: 0.2439 (0.2160) loss_bbox_pre: 0.2032 (0.1827) loss_dfl: 0.9559 (0.9599) loss_fgl_aux_0: 0.9895 (0.9925) loss_fgl_aux_1: 0.9612 (0.9622) loss_fgl_aux_2: 0.9566 (0.9601) loss_fgl_aux_3: 0.9559 (0.9599) loss_fgl_aux_4: 0.9559 (0.9599) loss_fgl_dn_0: 1.0793 (1.0853) loss_fgl_dn_1: 0.9758 (0.9809) loss_fgl_dn_2: 0.9668 (0.9716) loss_fgl_dn_3: 0.9671 (0.9722) loss_fgl_dn_4: 0.9679 (0.9727) loss_fgl_dn_5: 0.9678 (0.9727) loss_giou: 0.5259 (0.5459) loss_giou_aux_0: 0.5533 (0.5716) loss_giou_aux_1: 0.5310 (0.5515) loss_giou_aux_2: 0.5272 (0.5469) loss_giou_aux_3: 0.5267 (0.5460) loss_giou_aux_4: 0.5260 (0.5459) loss_giou_dn_0: 0.5397 (0.5520) loss_giou_dn_1: 0.4349 (0.4410) loss_giou_dn_2: 0.4182 (0.4242) loss_giou_dn_3: 0.4142 (0.4196) loss_giou_dn_4: 0.4105 (0.4186) loss_giou_dn_5: 0.4107 (0.4186) loss_giou_dn_pre: 0.5378 (0.5515) loss_giou_enc_0: 0.6420 (0.6430) loss_giou_pre: 0.5545 (0.5701) loss_ddf_aux_0: 0.0524 (0.0539) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2230 (0.2464) loss_ddf_dn_1: 0.0314 (0.0330) loss_ddf_dn_2: 0.0068 (0.0072) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6501 (0.6509) loss_vfl_aux_0: 0.7159 (0.7241) loss_vfl_aux_1: 0.6994 (0.6989) loss_vfl_aux_2: 0.6649 (0.6786) loss_vfl_aux_3: 0.6624 (0.6616) loss_vfl_aux_4: 0.6494 (0.6529) loss_vfl_dn_0: 0.4871 (0.4853) loss_vfl_dn_1: 0.4106 (0.4157) loss_vfl_dn_2: 0.3980 (0.3992) loss_vfl_dn_3: 0.3870 (0.3912) loss_vfl_dn_4: 0.3834 (0.3883) loss_vfl_dn_5: 0.3828 (0.3880) loss_vfl_dn_pre: 0.4869 (0.4857) loss_vfl_enc_0: 0.7218 (0.7256) loss_vfl_pre: 0.7186 (0.7262) time: 0.7621 data: 0.0343 max mem: 9121 Epoch: [49] [ 500/3696] eta: 0:40:30 lr: 0.000013 loss: 30.8058 (31.0268) loss_bbox: 0.1646 (0.1694) loss_bbox_aux_0: 0.1790 (0.1819) loss_bbox_aux_1: 0.1675 (0.1721) loss_bbox_aux_2: 0.1650 (0.1698) loss_bbox_aux_3: 0.1651 (0.1695) loss_bbox_aux_4: 0.1647 (0.1694) loss_bbox_dn_0: 0.2261 (0.2334) loss_bbox_dn_1: 0.1620 (0.1715) loss_bbox_dn_2: 0.1496 (0.1615) loss_bbox_dn_3: 0.1497 (0.1582) loss_bbox_dn_4: 0.1490 (0.1576) loss_bbox_dn_5: 0.1489 (0.1575) loss_bbox_dn_pre: 0.2307 (0.2394) loss_bbox_enc_0: 0.2116 (0.2154) loss_bbox_pre: 0.1795 (0.1821) loss_dfl: 0.9677 (0.9602) loss_fgl_aux_0: 0.9996 (0.9929) loss_fgl_aux_1: 0.9713 (0.9626) loss_fgl_aux_2: 0.9690 (0.9603) loss_fgl_aux_3: 0.9687 (0.9602) loss_fgl_aux_4: 0.9681 (0.9602) loss_fgl_dn_0: 1.0834 (1.0855) loss_fgl_dn_1: 0.9797 (0.9808) loss_fgl_dn_2: 0.9710 (0.9714) loss_fgl_dn_3: 0.9709 (0.9720) loss_fgl_dn_4: 0.9714 (0.9725) loss_fgl_dn_5: 0.9714 (0.9725) loss_giou: 0.5342 (0.5462) loss_giou_aux_0: 0.5579 (0.5718) loss_giou_aux_1: 0.5361 (0.5519) loss_giou_aux_2: 0.5336 (0.5472) loss_giou_aux_3: 0.5353 (0.5464) loss_giou_aux_4: 0.5343 (0.5462) loss_giou_dn_0: 0.5389 (0.5522) loss_giou_dn_1: 0.4228 (0.4407) loss_giou_dn_2: 0.4049 (0.4238) loss_giou_dn_3: 0.4006 (0.4192) loss_giou_dn_4: 0.3988 (0.4181) loss_giou_dn_5: 0.3989 (0.4181) loss_giou_dn_pre: 0.5377 (0.5518) loss_giou_enc_0: 0.6219 (0.6436) loss_giou_pre: 0.5590 (0.5704) loss_ddf_aux_0: 0.0494 (0.0532) loss_ddf_aux_1: 0.0066 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2493 (0.2474) loss_ddf_dn_1: 0.0337 (0.0331) loss_ddf_dn_2: 0.0073 (0.0073) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6318 (0.6501) loss_vfl_aux_0: 0.6997 (0.7258) loss_vfl_aux_1: 0.6650 (0.6980) loss_vfl_aux_2: 0.6509 (0.6782) loss_vfl_aux_3: 0.6405 (0.6610) loss_vfl_aux_4: 0.6338 (0.6520) loss_vfl_dn_0: 0.4781 (0.4849) loss_vfl_dn_1: 0.4124 (0.4151) loss_vfl_dn_2: 0.3940 (0.3986) loss_vfl_dn_3: 0.3808 (0.3907) loss_vfl_dn_4: 0.3789 (0.3878) loss_vfl_dn_5: 0.3799 (0.3874) loss_vfl_dn_pre: 0.4794 (0.4854) loss_vfl_enc_0: 0.7122 (0.7257) loss_vfl_pre: 0.7021 (0.7279) time: 0.7486 data: 0.0335 max mem: 9121 Epoch: [49] [ 600/3696] eta: 0:41:12 lr: 0.000013 loss: 30.8568 (31.0467) loss_bbox: 0.1747 (0.1700) loss_bbox_aux_0: 0.1847 (0.1824) loss_bbox_aux_1: 0.1734 (0.1726) loss_bbox_aux_2: 0.1743 (0.1704) loss_bbox_aux_3: 0.1744 (0.1700) loss_bbox_aux_4: 0.1747 (0.1700) loss_bbox_dn_0: 0.2455 (0.2339) loss_bbox_dn_1: 0.1747 (0.1719) loss_bbox_dn_2: 0.1665 (0.1618) loss_bbox_dn_3: 0.1654 (0.1586) loss_bbox_dn_4: 0.1627 (0.1579) loss_bbox_dn_5: 0.1626 (0.1579) loss_bbox_dn_pre: 0.2523 (0.2399) loss_bbox_enc_0: 0.2226 (0.2160) loss_bbox_pre: 0.1834 (0.1827) loss_dfl: 0.9718 (0.9601) loss_fgl_aux_0: 1.0123 (0.9928) loss_fgl_aux_1: 0.9717 (0.9624) loss_fgl_aux_2: 0.9713 (0.9603) loss_fgl_aux_3: 0.9718 (0.9601) loss_fgl_aux_4: 0.9720 (0.9601) loss_fgl_dn_0: 1.0858 (1.0857) loss_fgl_dn_1: 0.9775 (0.9810) loss_fgl_dn_2: 0.9678 (0.9717) loss_fgl_dn_3: 0.9681 (0.9723) loss_fgl_dn_4: 0.9688 (0.9728) loss_fgl_dn_5: 0.9687 (0.9728) loss_giou: 0.5075 (0.5472) loss_giou_aux_0: 0.5380 (0.5729) loss_giou_aux_1: 0.5098 (0.5530) loss_giou_aux_2: 0.5090 (0.5483) loss_giou_aux_3: 0.5085 (0.5474) loss_giou_aux_4: 0.5076 (0.5472) loss_giou_dn_0: 0.5400 (0.5530) loss_giou_dn_1: 0.4319 (0.4412) loss_giou_dn_2: 0.4151 (0.4244) loss_giou_dn_3: 0.4113 (0.4197) loss_giou_dn_4: 0.4092 (0.4186) loss_giou_dn_5: 0.4092 (0.4186) loss_giou_dn_pre: 0.5370 (0.5525) loss_giou_enc_0: 0.6015 (0.6452) loss_giou_pre: 0.5350 (0.5714) loss_ddf_aux_0: 0.0516 (0.0531) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2492 (0.2483) loss_ddf_dn_1: 0.0345 (0.0334) loss_ddf_dn_2: 0.0074 (0.0074) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6624 (0.6500) loss_vfl_aux_0: 0.7197 (0.7244) loss_vfl_aux_1: 0.7013 (0.6979) loss_vfl_aux_2: 0.6872 (0.6777) loss_vfl_aux_3: 0.6746 (0.6609) loss_vfl_aux_4: 0.6631 (0.6521) loss_vfl_dn_0: 0.4822 (0.4849) loss_vfl_dn_1: 0.4138 (0.4152) loss_vfl_dn_2: 0.3992 (0.3989) loss_vfl_dn_3: 0.3926 (0.3909) loss_vfl_dn_4: 0.3906 (0.3880) loss_vfl_dn_5: 0.3916 (0.3876) loss_vfl_dn_pre: 0.4843 (0.4854) loss_vfl_enc_0: 0.7490 (0.7255) loss_vfl_pre: 0.7271 (0.7268) time: 1.9293 data: 0.0297 max mem: 9121 Epoch: [49] [ 700/3696] eta: 0:39:41 lr: 0.000013 loss: 31.1973 (31.0527) loss_bbox: 0.1585 (0.1700) loss_bbox_aux_0: 0.1691 (0.1824) loss_bbox_aux_1: 0.1617 (0.1726) loss_bbox_aux_2: 0.1606 (0.1705) loss_bbox_aux_3: 0.1588 (0.1701) loss_bbox_aux_4: 0.1584 (0.1700) loss_bbox_dn_0: 0.2268 (0.2339) loss_bbox_dn_1: 0.1636 (0.1718) loss_bbox_dn_2: 0.1563 (0.1616) loss_bbox_dn_3: 0.1492 (0.1583) loss_bbox_dn_4: 0.1489 (0.1576) loss_bbox_dn_5: 0.1489 (0.1576) loss_bbox_dn_pre: 0.2348 (0.2399) loss_bbox_enc_0: 0.2013 (0.2159) loss_bbox_pre: 0.1701 (0.1827) loss_dfl: 0.9627 (0.9590) loss_fgl_aux_0: 0.9968 (0.9916) loss_fgl_aux_1: 0.9672 (0.9613) loss_fgl_aux_2: 0.9621 (0.9592) loss_fgl_aux_3: 0.9628 (0.9590) loss_fgl_aux_4: 0.9625 (0.9590) loss_fgl_dn_0: 1.0732 (1.0853) loss_fgl_dn_1: 0.9790 (0.9810) loss_fgl_dn_2: 0.9702 (0.9718) loss_fgl_dn_3: 0.9721 (0.9724) loss_fgl_dn_4: 0.9725 (0.9729) loss_fgl_dn_5: 0.9725 (0.9729) loss_giou: 0.5856 (0.5492) loss_giou_aux_0: 0.6130 (0.5748) loss_giou_aux_1: 0.5867 (0.5550) loss_giou_aux_2: 0.5849 (0.5503) loss_giou_aux_3: 0.5851 (0.5494) loss_giou_aux_4: 0.5858 (0.5492) loss_giou_dn_0: 0.5523 (0.5539) loss_giou_dn_1: 0.4445 (0.4419) loss_giou_dn_2: 0.4275 (0.4251) loss_giou_dn_3: 0.4214 (0.4204) loss_giou_dn_4: 0.4208 (0.4193) loss_giou_dn_5: 0.4210 (0.4193) loss_giou_dn_pre: 0.5509 (0.5533) loss_giou_enc_0: 0.6921 (0.6473) loss_giou_pre: 0.6117 (0.5735) loss_ddf_aux_0: 0.0506 (0.0530) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2381 (0.2489) loss_ddf_dn_1: 0.0314 (0.0335) loss_ddf_dn_2: 0.0066 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6426 (0.6486) loss_vfl_aux_0: 0.7278 (0.7236) loss_vfl_aux_1: 0.6870 (0.6963) loss_vfl_aux_2: 0.6625 (0.6766) loss_vfl_aux_3: 0.6472 (0.6596) loss_vfl_aux_4: 0.6352 (0.6507) loss_vfl_dn_0: 0.4779 (0.4848) loss_vfl_dn_1: 0.4132 (0.4154) loss_vfl_dn_2: 0.4005 (0.3991) loss_vfl_dn_3: 0.3911 (0.3910) loss_vfl_dn_4: 0.3885 (0.3881) loss_vfl_dn_5: 0.3870 (0.3877) loss_vfl_dn_pre: 0.4784 (0.4853) loss_vfl_enc_0: 0.7164 (0.7248) loss_vfl_pre: 0.7285 (0.7259) time: 0.7487 data: 0.0313 max mem: 9121 Epoch: [49] [ 800/3696] eta: 0:38:26 lr: 0.000013 loss: 30.9126 (31.0643) loss_bbox: 0.1680 (0.1705) loss_bbox_aux_0: 0.1798 (0.1829) loss_bbox_aux_1: 0.1690 (0.1731) loss_bbox_aux_2: 0.1677 (0.1710) loss_bbox_aux_3: 0.1681 (0.1706) loss_bbox_aux_4: 0.1679 (0.1705) loss_bbox_dn_0: 0.2216 (0.2342) loss_bbox_dn_1: 0.1646 (0.1720) loss_bbox_dn_2: 0.1549 (0.1619) loss_bbox_dn_3: 0.1534 (0.1586) loss_bbox_dn_4: 0.1541 (0.1579) loss_bbox_dn_5: 0.1542 (0.1579) loss_bbox_dn_pre: 0.2216 (0.2401) loss_bbox_enc_0: 0.2079 (0.2169) loss_bbox_pre: 0.1790 (0.1832) loss_dfl: 0.9684 (0.9593) loss_fgl_aux_0: 1.0042 (0.9919) loss_fgl_aux_1: 0.9704 (0.9616) loss_fgl_aux_2: 0.9682 (0.9594) loss_fgl_aux_3: 0.9681 (0.9593) loss_fgl_aux_4: 0.9684 (0.9593) loss_fgl_dn_0: 1.0876 (1.0852) loss_fgl_dn_1: 0.9834 (0.9809) loss_fgl_dn_2: 0.9725 (0.9717) loss_fgl_dn_3: 0.9721 (0.9723) loss_fgl_dn_4: 0.9724 (0.9728) loss_fgl_dn_5: 0.9725 (0.9728) loss_giou: 0.5203 (0.5490) loss_giou_aux_0: 0.5448 (0.5749) loss_giou_aux_1: 0.5233 (0.5550) loss_giou_aux_2: 0.5206 (0.5502) loss_giou_aux_3: 0.5196 (0.5492) loss_giou_aux_4: 0.5200 (0.5491) loss_giou_dn_0: 0.5565 (0.5543) loss_giou_dn_1: 0.4432 (0.4423) loss_giou_dn_2: 0.4232 (0.4254) loss_giou_dn_3: 0.4190 (0.4207) loss_giou_dn_4: 0.4185 (0.4197) loss_giou_dn_5: 0.4185 (0.4197) loss_giou_dn_pre: 0.5551 (0.5538) loss_giou_enc_0: 0.6315 (0.6478) loss_giou_pre: 0.5441 (0.5735) loss_ddf_aux_0: 0.0498 (0.0530) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2390 (0.2484) loss_ddf_dn_1: 0.0312 (0.0333) loss_ddf_dn_2: 0.0069 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6470 (0.6492) loss_vfl_aux_0: 0.7306 (0.7237) loss_vfl_aux_1: 0.7007 (0.6966) loss_vfl_aux_2: 0.6772 (0.6772) loss_vfl_aux_3: 0.6655 (0.6602) loss_vfl_aux_4: 0.6494 (0.6513) loss_vfl_dn_0: 0.4863 (0.4846) loss_vfl_dn_1: 0.4184 (0.4154) loss_vfl_dn_2: 0.4037 (0.3991) loss_vfl_dn_3: 0.3942 (0.3909) loss_vfl_dn_4: 0.3924 (0.3881) loss_vfl_dn_5: 0.3936 (0.3877) loss_vfl_dn_pre: 0.4868 (0.4852) loss_vfl_enc_0: 0.7159 (0.7245) loss_vfl_pre: 0.7318 (0.7260) time: 0.7886 data: 0.0342 max mem: 9121 Epoch: [49] [ 900/3696] eta: 0:36:53 lr: 0.000013 loss: 30.9041 (31.0674) loss_bbox: 0.1719 (0.1706) loss_bbox_aux_0: 0.1906 (0.1830) loss_bbox_aux_1: 0.1759 (0.1733) loss_bbox_aux_2: 0.1726 (0.1711) loss_bbox_aux_3: 0.1720 (0.1706) loss_bbox_aux_4: 0.1721 (0.1706) loss_bbox_dn_0: 0.2230 (0.2343) loss_bbox_dn_1: 0.1583 (0.1720) loss_bbox_dn_2: 0.1463 (0.1619) loss_bbox_dn_3: 0.1440 (0.1586) loss_bbox_dn_4: 0.1437 (0.1580) loss_bbox_dn_5: 0.1437 (0.1579) loss_bbox_dn_pre: 0.2319 (0.2402) loss_bbox_enc_0: 0.2168 (0.2170) loss_bbox_pre: 0.1908 (0.1833) loss_dfl: 0.9635 (0.9588) loss_fgl_aux_0: 0.9970 (0.9915) loss_fgl_aux_1: 0.9631 (0.9612) loss_fgl_aux_2: 0.9631 (0.9589) loss_fgl_aux_3: 0.9630 (0.9588) loss_fgl_aux_4: 0.9636 (0.9588) loss_fgl_dn_0: 1.0864 (1.0853) loss_fgl_dn_1: 0.9764 (0.9810) loss_fgl_dn_2: 0.9725 (0.9717) loss_fgl_dn_3: 0.9730 (0.9724) loss_fgl_dn_4: 0.9731 (0.9729) loss_fgl_dn_5: 0.9731 (0.9729) loss_giou: 0.5211 (0.5496) loss_giou_aux_0: 0.5536 (0.5754) loss_giou_aux_1: 0.5291 (0.5554) loss_giou_aux_2: 0.5239 (0.5507) loss_giou_aux_3: 0.5209 (0.5497) loss_giou_aux_4: 0.5210 (0.5496) loss_giou_dn_0: 0.5362 (0.5543) loss_giou_dn_1: 0.4250 (0.4422) loss_giou_dn_2: 0.4135 (0.4253) loss_giou_dn_3: 0.4084 (0.4207) loss_giou_dn_4: 0.4077 (0.4196) loss_giou_dn_5: 0.4076 (0.4196) loss_giou_dn_pre: 0.5362 (0.5537) loss_giou_enc_0: 0.6153 (0.6482) loss_giou_pre: 0.5511 (0.5739) loss_ddf_aux_0: 0.0522 (0.0530) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2381 (0.2483) loss_ddf_dn_1: 0.0323 (0.0331) loss_ddf_dn_2: 0.0063 (0.0073) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6521 (0.6495) loss_vfl_aux_0: 0.7153 (0.7233) loss_vfl_aux_1: 0.7051 (0.6972) loss_vfl_aux_2: 0.6738 (0.6772) loss_vfl_aux_3: 0.6599 (0.6602) loss_vfl_aux_4: 0.6550 (0.6515) loss_vfl_dn_0: 0.4953 (0.4848) loss_vfl_dn_1: 0.4186 (0.4155) loss_vfl_dn_2: 0.4020 (0.3992) loss_vfl_dn_3: 0.3929 (0.3911) loss_vfl_dn_4: 0.3908 (0.3882) loss_vfl_dn_5: 0.3884 (0.3878) loss_vfl_dn_pre: 0.4959 (0.4854) loss_vfl_enc_0: 0.7191 (0.7248) loss_vfl_pre: 0.7186 (0.7257) time: 0.7557 data: 0.0305 max mem: 9121 Epoch: [49] [1000/3696] eta: 0:35:25 lr: 0.000013 loss: 31.2755 (31.0835) loss_bbox: 0.1724 (0.1703) loss_bbox_aux_0: 0.1842 (0.1828) loss_bbox_aux_1: 0.1771 (0.1730) loss_bbox_aux_2: 0.1743 (0.1708) loss_bbox_aux_3: 0.1732 (0.1704) loss_bbox_aux_4: 0.1725 (0.1703) loss_bbox_dn_0: 0.2261 (0.2342) loss_bbox_dn_1: 0.1655 (0.1720) loss_bbox_dn_2: 0.1572 (0.1619) loss_bbox_dn_3: 0.1520 (0.1586) loss_bbox_dn_4: 0.1513 (0.1579) loss_bbox_dn_5: 0.1514 (0.1579) loss_bbox_dn_pre: 0.2337 (0.2401) loss_bbox_enc_0: 0.2193 (0.2168) loss_bbox_pre: 0.1834 (0.1830) loss_dfl: 0.9568 (0.9586) loss_fgl_aux_0: 0.9892 (0.9912) loss_fgl_aux_1: 0.9577 (0.9610) loss_fgl_aux_2: 0.9580 (0.9587) loss_fgl_aux_3: 0.9575 (0.9586) loss_fgl_aux_4: 0.9566 (0.9586) loss_fgl_dn_0: 1.0830 (1.0853) loss_fgl_dn_1: 0.9843 (0.9813) loss_fgl_dn_2: 0.9786 (0.9721) loss_fgl_dn_3: 0.9795 (0.9728) loss_fgl_dn_4: 0.9798 (0.9732) loss_fgl_dn_5: 0.9798 (0.9732) loss_giou: 0.5924 (0.5510) loss_giou_aux_0: 0.6110 (0.5769) loss_giou_aux_1: 0.5967 (0.5569) loss_giou_aux_2: 0.5919 (0.5521) loss_giou_aux_3: 0.5919 (0.5512) loss_giou_aux_4: 0.5924 (0.5510) loss_giou_dn_0: 0.5525 (0.5549) loss_giou_dn_1: 0.4431 (0.4429) loss_giou_dn_2: 0.4263 (0.4260) loss_giou_dn_3: 0.4211 (0.4213) loss_giou_dn_4: 0.4199 (0.4203) loss_giou_dn_5: 0.4199 (0.4203) loss_giou_dn_pre: 0.5527 (0.5543) loss_giou_enc_0: 0.6738 (0.6498) loss_giou_pre: 0.6113 (0.5755) loss_ddf_aux_0: 0.0563 (0.0533) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2467 (0.2485) loss_ddf_dn_1: 0.0326 (0.0331) loss_ddf_dn_2: 0.0068 (0.0073) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6536 (0.6498) loss_vfl_aux_0: 0.7078 (0.7227) loss_vfl_aux_1: 0.6956 (0.6970) loss_vfl_aux_2: 0.6613 (0.6773) loss_vfl_aux_3: 0.6545 (0.6605) loss_vfl_aux_4: 0.6466 (0.6520) loss_vfl_dn_0: 0.4854 (0.4850) loss_vfl_dn_1: 0.4172 (0.4157) loss_vfl_dn_2: 0.4028 (0.3994) loss_vfl_dn_3: 0.3932 (0.3914) loss_vfl_dn_4: 0.3891 (0.3884) loss_vfl_dn_5: 0.3899 (0.3880) loss_vfl_dn_pre: 0.4853 (0.4855) loss_vfl_enc_0: 0.7113 (0.7248) loss_vfl_pre: 0.7081 (0.7250) time: 0.7563 data: 0.0234 max mem: 9121 Epoch: [49] [1100/3696] eta: 0:33:59 lr: 0.000013 loss: 30.9859 (31.0925) loss_bbox: 0.1626 (0.1701) loss_bbox_aux_0: 0.1754 (0.1826) loss_bbox_aux_1: 0.1664 (0.1728) loss_bbox_aux_2: 0.1645 (0.1706) loss_bbox_aux_3: 0.1627 (0.1702) loss_bbox_aux_4: 0.1625 (0.1701) loss_bbox_dn_0: 0.2222 (0.2338) loss_bbox_dn_1: 0.1651 (0.1717) loss_bbox_dn_2: 0.1533 (0.1615) loss_bbox_dn_3: 0.1508 (0.1583) loss_bbox_dn_4: 0.1498 (0.1576) loss_bbox_dn_5: 0.1499 (0.1576) loss_bbox_dn_pre: 0.2287 (0.2397) loss_bbox_enc_0: 0.2161 (0.2164) loss_bbox_pre: 0.1770 (0.1828) loss_dfl: 0.9555 (0.9587) loss_fgl_aux_0: 0.9888 (0.9911) loss_fgl_aux_1: 0.9582 (0.9611) loss_fgl_aux_2: 0.9561 (0.9588) loss_fgl_aux_3: 0.9560 (0.9587) loss_fgl_aux_4: 0.9556 (0.9587) loss_fgl_dn_0: 1.0825 (1.0852) loss_fgl_dn_1: 0.9826 (0.9815) loss_fgl_dn_2: 0.9764 (0.9724) loss_fgl_dn_3: 0.9768 (0.9730) loss_fgl_dn_4: 0.9774 (0.9735) loss_fgl_dn_5: 0.9775 (0.9735) loss_giou: 0.5183 (0.5522) loss_giou_aux_0: 0.5412 (0.5781) loss_giou_aux_1: 0.5195 (0.5581) loss_giou_aux_2: 0.5176 (0.5533) loss_giou_aux_3: 0.5178 (0.5524) loss_giou_aux_4: 0.5185 (0.5522) loss_giou_dn_0: 0.5177 (0.5552) loss_giou_dn_1: 0.4158 (0.4434) loss_giou_dn_2: 0.4001 (0.4265) loss_giou_dn_3: 0.3955 (0.4217) loss_giou_dn_4: 0.3938 (0.4207) loss_giou_dn_5: 0.3940 (0.4207) loss_giou_dn_pre: 0.5157 (0.5546) loss_giou_enc_0: 0.6145 (0.6509) loss_giou_pre: 0.5403 (0.5766) loss_ddf_aux_0: 0.0522 (0.0532) loss_ddf_aux_1: 0.0075 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2319 (0.2477) loss_ddf_dn_1: 0.0308 (0.0330) loss_ddf_dn_2: 0.0071 (0.0073) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6594 (0.6500) loss_vfl_aux_0: 0.7378 (0.7221) loss_vfl_aux_1: 0.7062 (0.6971) loss_vfl_aux_2: 0.6816 (0.6778) loss_vfl_aux_3: 0.6677 (0.6607) loss_vfl_aux_4: 0.6528 (0.6520) loss_vfl_dn_0: 0.4833 (0.4850) loss_vfl_dn_1: 0.4143 (0.4158) loss_vfl_dn_2: 0.4008 (0.3995) loss_vfl_dn_3: 0.3929 (0.3914) loss_vfl_dn_4: 0.3911 (0.3885) loss_vfl_dn_5: 0.3906 (0.3881) loss_vfl_dn_pre: 0.4838 (0.4855) loss_vfl_enc_0: 0.7205 (0.7247) loss_vfl_pre: 0.7341 (0.7245) time: 0.7542 data: 0.0280 max mem: 9121 Epoch: [49] [1200/3696] eta: 0:34:03 lr: 0.000013 loss: 30.9600 (31.0829) loss_bbox: 0.1795 (0.1703) loss_bbox_aux_0: 0.1836 (0.1828) loss_bbox_aux_1: 0.1799 (0.1730) loss_bbox_aux_2: 0.1785 (0.1708) loss_bbox_aux_3: 0.1793 (0.1704) loss_bbox_aux_4: 0.1795 (0.1703) loss_bbox_dn_0: 0.2420 (0.2340) loss_bbox_dn_1: 0.1744 (0.1720) loss_bbox_dn_2: 0.1609 (0.1617) loss_bbox_dn_3: 0.1584 (0.1584) loss_bbox_dn_4: 0.1577 (0.1577) loss_bbox_dn_5: 0.1577 (0.1577) loss_bbox_dn_pre: 0.2484 (0.2399) loss_bbox_enc_0: 0.2164 (0.2165) loss_bbox_pre: 0.1844 (0.1830) loss_dfl: 0.9586 (0.9590) loss_fgl_aux_0: 0.9963 (0.9915) loss_fgl_aux_1: 0.9651 (0.9614) loss_fgl_aux_2: 0.9586 (0.9591) loss_fgl_aux_3: 0.9582 (0.9590) loss_fgl_aux_4: 0.9585 (0.9590) loss_fgl_dn_0: 1.0908 (1.0855) loss_fgl_dn_1: 0.9715 (0.9814) loss_fgl_dn_2: 0.9630 (0.9722) loss_fgl_dn_3: 0.9631 (0.9729) loss_fgl_dn_4: 0.9638 (0.9734) loss_fgl_dn_5: 0.9637 (0.9734) loss_giou: 0.4993 (0.5508) loss_giou_aux_0: 0.5131 (0.5766) loss_giou_aux_1: 0.4989 (0.5567) loss_giou_aux_2: 0.4978 (0.5519) loss_giou_aux_3: 0.4991 (0.5510) loss_giou_aux_4: 0.4991 (0.5509) loss_giou_dn_0: 0.5179 (0.5545) loss_giou_dn_1: 0.4013 (0.4427) loss_giou_dn_2: 0.3802 (0.4257) loss_giou_dn_3: 0.3743 (0.4210) loss_giou_dn_4: 0.3733 (0.4200) loss_giou_dn_5: 0.3733 (0.4200) loss_giou_dn_pre: 0.5157 (0.5539) loss_giou_enc_0: 0.5842 (0.6493) loss_giou_pre: 0.5124 (0.5752) loss_ddf_aux_0: 0.0494 (0.0531) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2593 (0.2480) loss_ddf_dn_1: 0.0357 (0.0331) loss_ddf_dn_2: 0.0077 (0.0073) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6398 (0.6504) loss_vfl_aux_0: 0.7037 (0.7224) loss_vfl_aux_1: 0.6835 (0.6974) loss_vfl_aux_2: 0.6660 (0.6784) loss_vfl_aux_3: 0.6562 (0.6611) loss_vfl_aux_4: 0.6424 (0.6524) loss_vfl_dn_0: 0.4838 (0.4850) loss_vfl_dn_1: 0.4063 (0.4156) loss_vfl_dn_2: 0.3883 (0.3993) loss_vfl_dn_3: 0.3840 (0.3913) loss_vfl_dn_4: 0.3797 (0.3884) loss_vfl_dn_5: 0.3795 (0.3880) loss_vfl_dn_pre: 0.4833 (0.4855) loss_vfl_enc_0: 0.7296 (0.7253) loss_vfl_pre: 0.7080 (0.7246) time: 0.7361 data: 0.0229 max mem: 9121 Epoch: [49] [1300/3696] eta: 0:32:37 lr: 0.000013 loss: 30.7819 (31.0895) loss_bbox: 0.1587 (0.1704) loss_bbox_aux_0: 0.1701 (0.1828) loss_bbox_aux_1: 0.1636 (0.1731) loss_bbox_aux_2: 0.1584 (0.1709) loss_bbox_aux_3: 0.1587 (0.1705) loss_bbox_aux_4: 0.1587 (0.1704) loss_bbox_dn_0: 0.2093 (0.2342) loss_bbox_dn_1: 0.1543 (0.1723) loss_bbox_dn_2: 0.1452 (0.1621) loss_bbox_dn_3: 0.1415 (0.1588) loss_bbox_dn_4: 0.1422 (0.1581) loss_bbox_dn_5: 0.1422 (0.1581) loss_bbox_dn_pre: 0.2162 (0.2401) loss_bbox_enc_0: 0.2023 (0.2165) loss_bbox_pre: 0.1694 (0.1830) loss_dfl: 0.9438 (0.9586) loss_fgl_aux_0: 0.9871 (0.9910) loss_fgl_aux_1: 0.9488 (0.9609) loss_fgl_aux_2: 0.9452 (0.9587) loss_fgl_aux_3: 0.9444 (0.9585) loss_fgl_aux_4: 0.9440 (0.9585) loss_fgl_dn_0: 1.0858 (1.0853) loss_fgl_dn_1: 0.9847 (0.9813) loss_fgl_dn_2: 0.9745 (0.9722) loss_fgl_dn_3: 0.9744 (0.9729) loss_fgl_dn_4: 0.9745 (0.9733) loss_fgl_dn_5: 0.9745 (0.9734) loss_giou: 0.5381 (0.5517) loss_giou_aux_0: 0.5693 (0.5774) loss_giou_aux_1: 0.5433 (0.5575) loss_giou_aux_2: 0.5361 (0.5528) loss_giou_aux_3: 0.5365 (0.5519) loss_giou_aux_4: 0.5380 (0.5517) loss_giou_dn_0: 0.5440 (0.5548) loss_giou_dn_1: 0.4288 (0.4431) loss_giou_dn_2: 0.4132 (0.4261) loss_giou_dn_3: 0.4053 (0.4214) loss_giou_dn_4: 0.4046 (0.4203) loss_giou_dn_5: 0.4046 (0.4203) loss_giou_dn_pre: 0.5432 (0.5542) loss_giou_enc_0: 0.6497 (0.6499) loss_giou_pre: 0.5675 (0.5760) loss_ddf_aux_0: 0.0497 (0.0529) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2424 (0.2479) loss_ddf_dn_1: 0.0317 (0.0331) loss_ddf_dn_2: 0.0075 (0.0074) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6327 (0.6502) loss_vfl_aux_0: 0.7073 (0.7220) loss_vfl_aux_1: 0.6753 (0.6972) loss_vfl_aux_2: 0.6642 (0.6783) loss_vfl_aux_3: 0.6453 (0.6609) loss_vfl_aux_4: 0.6301 (0.6523) loss_vfl_dn_0: 0.4812 (0.4849) loss_vfl_dn_1: 0.4114 (0.4156) loss_vfl_dn_2: 0.3950 (0.3993) loss_vfl_dn_3: 0.3861 (0.3913) loss_vfl_dn_4: 0.3831 (0.3884) loss_vfl_dn_5: 0.3835 (0.3880) loss_vfl_dn_pre: 0.4824 (0.4854) loss_vfl_enc_0: 0.7158 (0.7252) loss_vfl_pre: 0.7083 (0.7243) time: 0.9267 data: 0.0239 max mem: 9121 Epoch: [49] [1400/3696] eta: 0:31:06 lr: 0.000013 loss: 30.5753 (31.0891) loss_bbox: 0.1593 (0.1702) loss_bbox_aux_0: 0.1698 (0.1826) loss_bbox_aux_1: 0.1652 (0.1729) loss_bbox_aux_2: 0.1597 (0.1707) loss_bbox_aux_3: 0.1596 (0.1703) loss_bbox_aux_4: 0.1593 (0.1702) loss_bbox_dn_0: 0.2249 (0.2343) loss_bbox_dn_1: 0.1671 (0.1723) loss_bbox_dn_2: 0.1573 (0.1621) loss_bbox_dn_3: 0.1541 (0.1588) loss_bbox_dn_4: 0.1533 (0.1582) loss_bbox_dn_5: 0.1532 (0.1581) loss_bbox_dn_pre: 0.2228 (0.2402) loss_bbox_enc_0: 0.2055 (0.2165) loss_bbox_pre: 0.1713 (0.1829) loss_dfl: 0.9607 (0.9591) loss_fgl_aux_0: 0.9856 (0.9915) loss_fgl_aux_1: 0.9576 (0.9615) loss_fgl_aux_2: 0.9614 (0.9593) loss_fgl_aux_3: 0.9610 (0.9591) loss_fgl_aux_4: 0.9607 (0.9591) loss_fgl_dn_0: 1.0879 (1.0857) loss_fgl_dn_1: 0.9817 (0.9817) loss_fgl_dn_2: 0.9722 (0.9725) loss_fgl_dn_3: 0.9727 (0.9732) loss_fgl_dn_4: 0.9738 (0.9737) loss_fgl_dn_5: 0.9737 (0.9737) loss_giou: 0.4879 (0.5509) loss_giou_aux_0: 0.5152 (0.5766) loss_giou_aux_1: 0.4934 (0.5567) loss_giou_aux_2: 0.4889 (0.5519) loss_giou_aux_3: 0.4879 (0.5510) loss_giou_aux_4: 0.4880 (0.5509) loss_giou_dn_0: 0.5259 (0.5545) loss_giou_dn_1: 0.4147 (0.4428) loss_giou_dn_2: 0.3974 (0.4259) loss_giou_dn_3: 0.3911 (0.4211) loss_giou_dn_4: 0.3896 (0.4201) loss_giou_dn_5: 0.3896 (0.4201) loss_giou_dn_pre: 0.5241 (0.5539) loss_giou_enc_0: 0.6030 (0.6492) loss_giou_pre: 0.5147 (0.5751) loss_ddf_aux_0: 0.0512 (0.0529) loss_ddf_aux_1: 0.0069 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2474 (0.2484) loss_ddf_dn_1: 0.0317 (0.0331) loss_ddf_dn_2: 0.0072 (0.0074) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6523 (0.6505) loss_vfl_aux_0: 0.7273 (0.7219) loss_vfl_aux_1: 0.7023 (0.6974) loss_vfl_aux_2: 0.6755 (0.6786) loss_vfl_aux_3: 0.6642 (0.6614) loss_vfl_aux_4: 0.6525 (0.6526) loss_vfl_dn_0: 0.4813 (0.4850) loss_vfl_dn_1: 0.4201 (0.4158) loss_vfl_dn_2: 0.3997 (0.3996) loss_vfl_dn_3: 0.3934 (0.3915) loss_vfl_dn_4: 0.3901 (0.3886) loss_vfl_dn_5: 0.3900 (0.3882) loss_vfl_dn_pre: 0.4813 (0.4855) loss_vfl_enc_0: 0.7254 (0.7254) loss_vfl_pre: 0.7313 (0.7242) time: 0.7563 data: 0.0273 max mem: 9121 Epoch: [49] [1500/3696] eta: 0:29:41 lr: 0.000013 loss: 31.3875 (31.0933) loss_bbox: 0.1740 (0.1702) loss_bbox_aux_0: 0.1836 (0.1826) loss_bbox_aux_1: 0.1731 (0.1729) loss_bbox_aux_2: 0.1737 (0.1707) loss_bbox_aux_3: 0.1739 (0.1703) loss_bbox_aux_4: 0.1740 (0.1702) loss_bbox_dn_0: 0.2336 (0.2342) loss_bbox_dn_1: 0.1776 (0.1723) loss_bbox_dn_2: 0.1695 (0.1621) loss_bbox_dn_3: 0.1594 (0.1588) loss_bbox_dn_4: 0.1582 (0.1581) loss_bbox_dn_5: 0.1582 (0.1581) loss_bbox_dn_pre: 0.2364 (0.2401) loss_bbox_enc_0: 0.2076 (0.2165) loss_bbox_pre: 0.1830 (0.1828) loss_dfl: 0.9485 (0.9590) loss_fgl_aux_0: 0.9879 (0.9912) loss_fgl_aux_1: 0.9526 (0.9613) loss_fgl_aux_2: 0.9486 (0.9591) loss_fgl_aux_3: 0.9483 (0.9590) loss_fgl_aux_4: 0.9484 (0.9590) loss_fgl_dn_0: 1.0758 (1.0856) loss_fgl_dn_1: 0.9761 (0.9816) loss_fgl_dn_2: 0.9662 (0.9725) loss_fgl_dn_3: 0.9678 (0.9732) loss_fgl_dn_4: 0.9682 (0.9737) loss_fgl_dn_5: 0.9683 (0.9737) loss_giou: 0.5455 (0.5513) loss_giou_aux_0: 0.5647 (0.5770) loss_giou_aux_1: 0.5501 (0.5572) loss_giou_aux_2: 0.5444 (0.5524) loss_giou_aux_3: 0.5447 (0.5515) loss_giou_aux_4: 0.5444 (0.5514) loss_giou_dn_0: 0.5434 (0.5543) loss_giou_dn_1: 0.4402 (0.4427) loss_giou_dn_2: 0.4183 (0.4258) loss_giou_dn_3: 0.4107 (0.4210) loss_giou_dn_4: 0.4096 (0.4199) loss_giou_dn_5: 0.4096 (0.4199) loss_giou_dn_pre: 0.5419 (0.5537) loss_giou_enc_0: 0.6410 (0.6497) loss_giou_pre: 0.5620 (0.5756) loss_ddf_aux_0: 0.0549 (0.0529) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2407 (0.2482) loss_ddf_dn_1: 0.0315 (0.0331) loss_ddf_dn_2: 0.0070 (0.0074) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6689 (0.6510) loss_vfl_aux_0: 0.7279 (0.7221) loss_vfl_aux_1: 0.7111 (0.6976) loss_vfl_aux_2: 0.6842 (0.6789) loss_vfl_aux_3: 0.6672 (0.6619) loss_vfl_aux_4: 0.6648 (0.6531) loss_vfl_dn_0: 0.4908 (0.4852) loss_vfl_dn_1: 0.4200 (0.4160) loss_vfl_dn_2: 0.4033 (0.3998) loss_vfl_dn_3: 0.3943 (0.3916) loss_vfl_dn_4: 0.3915 (0.3887) loss_vfl_dn_5: 0.3917 (0.3883) loss_vfl_dn_pre: 0.4910 (0.4857) loss_vfl_enc_0: 0.7155 (0.7256) loss_vfl_pre: 0.7332 (0.7244) time: 0.8512 data: 0.0250 max mem: 9121 Epoch: [49] [1600/3696] eta: 0:29:27 lr: 0.000013 loss: 31.0734 (31.0959) loss_bbox: 0.1571 (0.1700) loss_bbox_aux_0: 0.1715 (0.1825) loss_bbox_aux_1: 0.1598 (0.1727) loss_bbox_aux_2: 0.1574 (0.1705) loss_bbox_aux_3: 0.1569 (0.1701) loss_bbox_aux_4: 0.1571 (0.1700) loss_bbox_dn_0: 0.2208 (0.2342) loss_bbox_dn_1: 0.1586 (0.1723) loss_bbox_dn_2: 0.1500 (0.1621) loss_bbox_dn_3: 0.1464 (0.1588) loss_bbox_dn_4: 0.1459 (0.1581) loss_bbox_dn_5: 0.1457 (0.1581) loss_bbox_dn_pre: 0.2251 (0.2401) loss_bbox_enc_0: 0.2150 (0.2164) loss_bbox_pre: 0.1713 (0.1827) loss_dfl: 0.9650 (0.9588) loss_fgl_aux_0: 1.0063 (0.9911) loss_fgl_aux_1: 0.9692 (0.9612) loss_fgl_aux_2: 0.9650 (0.9590) loss_fgl_aux_3: 0.9649 (0.9588) loss_fgl_aux_4: 0.9650 (0.9588) loss_fgl_dn_0: 1.0879 (1.0856) loss_fgl_dn_1: 0.9794 (0.9817) loss_fgl_dn_2: 0.9676 (0.9726) loss_fgl_dn_3: 0.9669 (0.9733) loss_fgl_dn_4: 0.9680 (0.9738) loss_fgl_dn_5: 0.9680 (0.9738) loss_giou: 0.5139 (0.5517) loss_giou_aux_0: 0.5434 (0.5774) loss_giou_aux_1: 0.5212 (0.5575) loss_giou_aux_2: 0.5124 (0.5528) loss_giou_aux_3: 0.5133 (0.5518) loss_giou_aux_4: 0.5140 (0.5517) loss_giou_dn_0: 0.5580 (0.5547) loss_giou_dn_1: 0.4408 (0.4430) loss_giou_dn_2: 0.4243 (0.4261) loss_giou_dn_3: 0.4196 (0.4213) loss_giou_dn_4: 0.4198 (0.4202) loss_giou_dn_5: 0.4200 (0.4202) loss_giou_dn_pre: 0.5563 (0.5542) loss_giou_enc_0: 0.6275 (0.6502) loss_giou_pre: 0.5430 (0.5760) loss_ddf_aux_0: 0.0582 (0.0529) loss_ddf_aux_1: 0.0085 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2675 (0.2483) loss_ddf_dn_1: 0.0345 (0.0331) loss_ddf_dn_2: 0.0074 (0.0074) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6851 (0.6510) loss_vfl_aux_0: 0.7445 (0.7216) loss_vfl_aux_1: 0.7119 (0.6971) loss_vfl_aux_2: 0.7008 (0.6787) loss_vfl_aux_3: 0.6798 (0.6618) loss_vfl_aux_4: 0.6727 (0.6530) loss_vfl_dn_0: 0.4971 (0.4851) loss_vfl_dn_1: 0.4210 (0.4160) loss_vfl_dn_2: 0.4018 (0.3998) loss_vfl_dn_3: 0.3929 (0.3918) loss_vfl_dn_4: 0.3920 (0.3889) loss_vfl_dn_5: 0.3906 (0.3885) loss_vfl_dn_pre: 0.4969 (0.4857) loss_vfl_enc_0: 0.7450 (0.7253) loss_vfl_pre: 0.7452 (0.7239) time: 1.4525 data: 0.0192 max mem: 9121 Epoch: [49] [1700/3696] eta: 0:27:54 lr: 0.000013 loss: 31.0418 (31.0833) loss_bbox: 0.1718 (0.1702) loss_bbox_aux_0: 0.1819 (0.1827) loss_bbox_aux_1: 0.1802 (0.1729) loss_bbox_aux_2: 0.1763 (0.1707) loss_bbox_aux_3: 0.1717 (0.1703) loss_bbox_aux_4: 0.1717 (0.1702) loss_bbox_dn_0: 0.2287 (0.2344) loss_bbox_dn_1: 0.1763 (0.1724) loss_bbox_dn_2: 0.1697 (0.1621) loss_bbox_dn_3: 0.1656 (0.1588) loss_bbox_dn_4: 0.1617 (0.1581) loss_bbox_dn_5: 0.1617 (0.1581) loss_bbox_dn_pre: 0.2370 (0.2404) loss_bbox_enc_0: 0.2203 (0.2166) loss_bbox_pre: 0.1841 (0.1829) loss_dfl: 0.9611 (0.9588) loss_fgl_aux_0: 0.9996 (0.9910) loss_fgl_aux_1: 0.9640 (0.9611) loss_fgl_aux_2: 0.9627 (0.9589) loss_fgl_aux_3: 0.9615 (0.9588) loss_fgl_aux_4: 0.9614 (0.9588) loss_fgl_dn_0: 1.0759 (1.0854) loss_fgl_dn_1: 0.9772 (0.9815) loss_fgl_dn_2: 0.9661 (0.9723) loss_fgl_dn_3: 0.9672 (0.9730) loss_fgl_dn_4: 0.9674 (0.9735) loss_fgl_dn_5: 0.9675 (0.9735) loss_giou: 0.5628 (0.5511) loss_giou_aux_0: 0.5832 (0.5768) loss_giou_aux_1: 0.5708 (0.5569) loss_giou_aux_2: 0.5639 (0.5521) loss_giou_aux_3: 0.5611 (0.5512) loss_giou_aux_4: 0.5625 (0.5511) loss_giou_dn_0: 0.5517 (0.5543) loss_giou_dn_1: 0.4423 (0.4426) loss_giou_dn_2: 0.4263 (0.4256) loss_giou_dn_3: 0.4219 (0.4208) loss_giou_dn_4: 0.4209 (0.4197) loss_giou_dn_5: 0.4209 (0.4197) loss_giou_dn_pre: 0.5541 (0.5537) loss_giou_enc_0: 0.6481 (0.6494) loss_giou_pre: 0.5805 (0.5754) loss_ddf_aux_0: 0.0523 (0.0530) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2430 (0.2482) loss_ddf_dn_1: 0.0323 (0.0331) loss_ddf_dn_2: 0.0068 (0.0074) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6579 (0.6508) loss_vfl_aux_0: 0.7047 (0.7212) loss_vfl_aux_1: 0.6765 (0.6965) loss_vfl_aux_2: 0.6769 (0.6782) loss_vfl_aux_3: 0.6635 (0.6616) loss_vfl_aux_4: 0.6472 (0.6527) loss_vfl_dn_0: 0.4752 (0.4850) loss_vfl_dn_1: 0.4074 (0.4158) loss_vfl_dn_2: 0.3913 (0.3996) loss_vfl_dn_3: 0.3841 (0.3915) loss_vfl_dn_4: 0.3808 (0.3886) loss_vfl_dn_5: 0.3799 (0.3882) loss_vfl_dn_pre: 0.4756 (0.4855) loss_vfl_enc_0: 0.7068 (0.7250) loss_vfl_pre: 0.7045 (0.7235) time: 0.7611 data: 0.0285 max mem: 9121 Epoch: [49] [1800/3696] eta: 0:26:22 lr: 0.000013 loss: 31.2257 (31.0927) loss_bbox: 0.1687 (0.1703) loss_bbox_aux_0: 0.1806 (0.1827) loss_bbox_aux_1: 0.1703 (0.1730) loss_bbox_aux_2: 0.1674 (0.1708) loss_bbox_aux_3: 0.1684 (0.1704) loss_bbox_aux_4: 0.1687 (0.1703) loss_bbox_dn_0: 0.2477 (0.2342) loss_bbox_dn_1: 0.1823 (0.1723) loss_bbox_dn_2: 0.1685 (0.1620) loss_bbox_dn_3: 0.1671 (0.1587) loss_bbox_dn_4: 0.1658 (0.1580) loss_bbox_dn_5: 0.1658 (0.1580) loss_bbox_dn_pre: 0.2549 (0.2402) loss_bbox_enc_0: 0.2102 (0.2165) loss_bbox_pre: 0.1802 (0.1830) loss_dfl: 0.9617 (0.9589) loss_fgl_aux_0: 1.0027 (0.9911) loss_fgl_aux_1: 0.9632 (0.9613) loss_fgl_aux_2: 0.9624 (0.9590) loss_fgl_aux_3: 0.9622 (0.9589) loss_fgl_aux_4: 0.9617 (0.9589) loss_fgl_dn_0: 1.0865 (1.0854) loss_fgl_dn_1: 0.9806 (0.9816) loss_fgl_dn_2: 0.9721 (0.9725) loss_fgl_dn_3: 0.9729 (0.9732) loss_fgl_dn_4: 0.9735 (0.9737) loss_fgl_dn_5: 0.9735 (0.9737) loss_giou: 0.5492 (0.5517) loss_giou_aux_0: 0.5776 (0.5774) loss_giou_aux_1: 0.5581 (0.5575) loss_giou_aux_2: 0.5508 (0.5527) loss_giou_aux_3: 0.5478 (0.5518) loss_giou_aux_4: 0.5488 (0.5517) loss_giou_dn_0: 0.5494 (0.5548) loss_giou_dn_1: 0.4323 (0.4430) loss_giou_dn_2: 0.4142 (0.4260) loss_giou_dn_3: 0.4096 (0.4212) loss_giou_dn_4: 0.4091 (0.4202) loss_giou_dn_5: 0.4091 (0.4202) loss_giou_dn_pre: 0.5500 (0.5542) loss_giou_enc_0: 0.6526 (0.6499) loss_giou_pre: 0.5781 (0.5760) loss_ddf_aux_0: 0.0534 (0.0530) loss_ddf_aux_1: 0.0076 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2397 (0.2481) loss_ddf_dn_1: 0.0298 (0.0330) loss_ddf_dn_2: 0.0063 (0.0073) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6506 (0.6509) loss_vfl_aux_0: 0.7207 (0.7212) loss_vfl_aux_1: 0.7046 (0.6965) loss_vfl_aux_2: 0.6801 (0.6781) loss_vfl_aux_3: 0.6631 (0.6615) loss_vfl_aux_4: 0.6454 (0.6527) loss_vfl_dn_0: 0.4838 (0.4850) loss_vfl_dn_1: 0.4146 (0.4159) loss_vfl_dn_2: 0.3981 (0.3997) loss_vfl_dn_3: 0.3881 (0.3916) loss_vfl_dn_4: 0.3830 (0.3888) loss_vfl_dn_5: 0.3829 (0.3883) loss_vfl_dn_pre: 0.4859 (0.4855) loss_vfl_enc_0: 0.7311 (0.7251) loss_vfl_pre: 0.7264 (0.7235) time: 0.7101 data: 0.0254 max mem: 9121 Epoch: [49] [1900/3696] eta: 0:24:51 lr: 0.000013 loss: 31.2743 (31.0899) loss_bbox: 0.1667 (0.1701) loss_bbox_aux_0: 0.1846 (0.1825) loss_bbox_aux_1: 0.1724 (0.1728) loss_bbox_aux_2: 0.1668 (0.1706) loss_bbox_aux_3: 0.1668 (0.1702) loss_bbox_aux_4: 0.1667 (0.1701) loss_bbox_dn_0: 0.2364 (0.2341) loss_bbox_dn_1: 0.1815 (0.1723) loss_bbox_dn_2: 0.1677 (0.1620) loss_bbox_dn_3: 0.1651 (0.1587) loss_bbox_dn_4: 0.1646 (0.1580) loss_bbox_dn_5: 0.1646 (0.1580) loss_bbox_dn_pre: 0.2441 (0.2401) loss_bbox_enc_0: 0.2179 (0.2163) loss_bbox_pre: 0.1849 (0.1828) loss_dfl: 0.9731 (0.9592) loss_fgl_aux_0: 1.0099 (0.9914) loss_fgl_aux_1: 0.9749 (0.9615) loss_fgl_aux_2: 0.9733 (0.9593) loss_fgl_aux_3: 0.9733 (0.9592) loss_fgl_aux_4: 0.9730 (0.9592) loss_fgl_dn_0: 1.0867 (1.0852) loss_fgl_dn_1: 0.9905 (0.9815) loss_fgl_dn_2: 0.9787 (0.9724) loss_fgl_dn_3: 0.9801 (0.9731) loss_fgl_dn_4: 0.9800 (0.9735) loss_fgl_dn_5: 0.9800 (0.9736) loss_giou: 0.5064 (0.5513) loss_giou_aux_0: 0.5263 (0.5770) loss_giou_aux_1: 0.5101 (0.5571) loss_giou_aux_2: 0.5077 (0.5523) loss_giou_aux_3: 0.5063 (0.5514) loss_giou_aux_4: 0.5063 (0.5513) loss_giou_dn_0: 0.5357 (0.5548) loss_giou_dn_1: 0.4251 (0.4430) loss_giou_dn_2: 0.4091 (0.4260) loss_giou_dn_3: 0.4040 (0.4213) loss_giou_dn_4: 0.4036 (0.4202) loss_giou_dn_5: 0.4036 (0.4202) loss_giou_dn_pre: 0.5366 (0.5542) loss_giou_enc_0: 0.6040 (0.6495) loss_giou_pre: 0.5281 (0.5755) loss_ddf_aux_0: 0.0564 (0.0530) loss_ddf_aux_1: 0.0078 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2481 (0.2481) loss_ddf_dn_1: 0.0332 (0.0330) loss_ddf_dn_2: 0.0067 (0.0073) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6678 (0.6510) loss_vfl_aux_0: 0.7177 (0.7212) loss_vfl_aux_1: 0.7020 (0.6968) loss_vfl_aux_2: 0.6884 (0.6782) loss_vfl_aux_3: 0.6827 (0.6617) loss_vfl_aux_4: 0.6688 (0.6529) loss_vfl_dn_0: 0.4847 (0.4851) loss_vfl_dn_1: 0.4123 (0.4159) loss_vfl_dn_2: 0.3992 (0.3997) loss_vfl_dn_3: 0.3908 (0.3916) loss_vfl_dn_4: 0.3861 (0.3888) loss_vfl_dn_5: 0.3866 (0.3883) loss_vfl_dn_pre: 0.4836 (0.4856) loss_vfl_enc_0: 0.7316 (0.7252) loss_vfl_pre: 0.7227 (0.7235) time: 0.7519 data: 0.0343 max mem: 9121 Epoch: [49] [2000/3696] eta: 0:23:24 lr: 0.000013 loss: 30.8131 (31.0835) loss_bbox: 0.1641 (0.1700) loss_bbox_aux_0: 0.1766 (0.1824) loss_bbox_aux_1: 0.1676 (0.1727) loss_bbox_aux_2: 0.1644 (0.1705) loss_bbox_aux_3: 0.1637 (0.1701) loss_bbox_aux_4: 0.1640 (0.1700) loss_bbox_dn_0: 0.2086 (0.2342) loss_bbox_dn_1: 0.1541 (0.1723) loss_bbox_dn_2: 0.1453 (0.1620) loss_bbox_dn_3: 0.1427 (0.1587) loss_bbox_dn_4: 0.1433 (0.1580) loss_bbox_dn_5: 0.1432 (0.1580) loss_bbox_dn_pre: 0.2127 (0.2402) loss_bbox_enc_0: 0.2047 (0.2163) loss_bbox_pre: 0.1793 (0.1827) loss_dfl: 0.9312 (0.9591) loss_fgl_aux_0: 0.9708 (0.9913) loss_fgl_aux_1: 0.9371 (0.9614) loss_fgl_aux_2: 0.9306 (0.9592) loss_fgl_aux_3: 0.9306 (0.9591) loss_fgl_aux_4: 0.9308 (0.9590) loss_fgl_dn_0: 1.0750 (1.0852) loss_fgl_dn_1: 0.9753 (0.9814) loss_fgl_dn_2: 0.9688 (0.9722) loss_fgl_dn_3: 0.9690 (0.9729) loss_fgl_dn_4: 0.9692 (0.9734) loss_fgl_dn_5: 0.9692 (0.9734) loss_giou: 0.5791 (0.5511) loss_giou_aux_0: 0.6007 (0.5768) loss_giou_aux_1: 0.5801 (0.5569) loss_giou_aux_2: 0.5768 (0.5522) loss_giou_aux_3: 0.5788 (0.5513) loss_giou_aux_4: 0.5792 (0.5511) loss_giou_dn_0: 0.5599 (0.5547) loss_giou_dn_1: 0.4458 (0.4429) loss_giou_dn_2: 0.4337 (0.4259) loss_giou_dn_3: 0.4292 (0.4211) loss_giou_dn_4: 0.4279 (0.4201) loss_giou_dn_5: 0.4279 (0.4201) loss_giou_dn_pre: 0.5569 (0.5541) loss_giou_enc_0: 0.6782 (0.6494) loss_giou_pre: 0.5974 (0.5754) loss_ddf_aux_0: 0.0490 (0.0530) loss_ddf_aux_1: 0.0067 (0.0074) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2450 (0.2481) loss_ddf_dn_1: 0.0290 (0.0330) loss_ddf_dn_2: 0.0060 (0.0073) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6066 (0.6507) loss_vfl_aux_0: 0.6734 (0.7210) loss_vfl_aux_1: 0.6412 (0.6966) loss_vfl_aux_2: 0.6326 (0.6781) loss_vfl_aux_3: 0.6245 (0.6613) loss_vfl_aux_4: 0.6179 (0.6526) loss_vfl_dn_0: 0.4770 (0.4851) loss_vfl_dn_1: 0.4071 (0.4159) loss_vfl_dn_2: 0.3956 (0.3997) loss_vfl_dn_3: 0.3875 (0.3916) loss_vfl_dn_4: 0.3875 (0.3888) loss_vfl_dn_5: 0.3862 (0.3883) loss_vfl_dn_pre: 0.4759 (0.4856) loss_vfl_enc_0: 0.6893 (0.7248) loss_vfl_pre: 0.6808 (0.7233) time: 0.7405 data: 0.0260 max mem: 9121 Epoch: [49] [2100/3696] eta: 0:21:55 lr: 0.000013 loss: 30.9222 (31.0852) loss_bbox: 0.1615 (0.1700) loss_bbox_aux_0: 0.1739 (0.1824) loss_bbox_aux_1: 0.1631 (0.1727) loss_bbox_aux_2: 0.1622 (0.1705) loss_bbox_aux_3: 0.1616 (0.1701) loss_bbox_aux_4: 0.1615 (0.1700) loss_bbox_dn_0: 0.2342 (0.2340) loss_bbox_dn_1: 0.1731 (0.1721) loss_bbox_dn_2: 0.1627 (0.1619) loss_bbox_dn_3: 0.1611 (0.1586) loss_bbox_dn_4: 0.1609 (0.1579) loss_bbox_dn_5: 0.1609 (0.1579) loss_bbox_dn_pre: 0.2415 (0.2400) loss_bbox_enc_0: 0.2045 (0.2162) loss_bbox_pre: 0.1736 (0.1827) loss_dfl: 0.9684 (0.9590) loss_fgl_aux_0: 1.0040 (0.9912) loss_fgl_aux_1: 0.9734 (0.9614) loss_fgl_aux_2: 0.9701 (0.9591) loss_fgl_aux_3: 0.9690 (0.9590) loss_fgl_aux_4: 0.9684 (0.9590) loss_fgl_dn_0: 1.0763 (1.0850) loss_fgl_dn_1: 0.9786 (0.9814) loss_fgl_dn_2: 0.9699 (0.9723) loss_fgl_dn_3: 0.9707 (0.9730) loss_fgl_dn_4: 0.9711 (0.9735) loss_fgl_dn_5: 0.9711 (0.9735) loss_giou: 0.5277 (0.5517) loss_giou_aux_0: 0.5483 (0.5774) loss_giou_aux_1: 0.5368 (0.5575) loss_giou_aux_2: 0.5318 (0.5527) loss_giou_aux_3: 0.5285 (0.5518) loss_giou_aux_4: 0.5281 (0.5517) loss_giou_dn_0: 0.5673 (0.5550) loss_giou_dn_1: 0.4559 (0.4433) loss_giou_dn_2: 0.4354 (0.4263) loss_giou_dn_3: 0.4306 (0.4215) loss_giou_dn_4: 0.4295 (0.4204) loss_giou_dn_5: 0.4296 (0.4204) loss_giou_dn_pre: 0.5692 (0.5545) loss_giou_enc_0: 0.6284 (0.6501) loss_giou_pre: 0.5456 (0.5759) loss_ddf_aux_0: 0.0497 (0.0529) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2249 (0.2479) loss_ddf_dn_1: 0.0294 (0.0329) loss_ddf_dn_2: 0.0062 (0.0073) loss_ddf_dn_3: 0.0005 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6624 (0.6506) loss_vfl_aux_0: 0.7346 (0.7203) loss_vfl_aux_1: 0.7089 (0.6961) loss_vfl_aux_2: 0.6907 (0.6776) loss_vfl_aux_3: 0.6721 (0.6612) loss_vfl_aux_4: 0.6631 (0.6524) loss_vfl_dn_0: 0.4784 (0.4850) loss_vfl_dn_1: 0.4199 (0.4158) loss_vfl_dn_2: 0.4028 (0.3997) loss_vfl_dn_3: 0.3919 (0.3917) loss_vfl_dn_4: 0.3875 (0.3888) loss_vfl_dn_5: 0.3862 (0.3884) loss_vfl_dn_pre: 0.4797 (0.4855) loss_vfl_enc_0: 0.7267 (0.7241) loss_vfl_pre: 0.7361 (0.7226) time: 0.7581 data: 0.0307 max mem: 9121 Epoch: [49] [2200/3696] eta: 0:20:29 lr: 0.000013 loss: 30.5561 (31.0877) loss_bbox: 0.1735 (0.1700) loss_bbox_aux_0: 0.1841 (0.1824) loss_bbox_aux_1: 0.1759 (0.1727) loss_bbox_aux_2: 0.1731 (0.1705) loss_bbox_aux_3: 0.1728 (0.1701) loss_bbox_aux_4: 0.1735 (0.1700) loss_bbox_dn_0: 0.2288 (0.2340) loss_bbox_dn_1: 0.1758 (0.1722) loss_bbox_dn_2: 0.1599 (0.1619) loss_bbox_dn_3: 0.1553 (0.1586) loss_bbox_dn_4: 0.1554 (0.1580) loss_bbox_dn_5: 0.1556 (0.1580) loss_bbox_dn_pre: 0.2364 (0.2400) loss_bbox_enc_0: 0.2163 (0.2161) loss_bbox_pre: 0.1849 (0.1826) loss_dfl: 0.9683 (0.9590) loss_fgl_aux_0: 0.9905 (0.9912) loss_fgl_aux_1: 0.9678 (0.9614) loss_fgl_aux_2: 0.9685 (0.9592) loss_fgl_aux_3: 0.9683 (0.9590) loss_fgl_aux_4: 0.9684 (0.9590) loss_fgl_dn_0: 1.0808 (1.0850) loss_fgl_dn_1: 0.9756 (0.9813) loss_fgl_dn_2: 0.9678 (0.9722) loss_fgl_dn_3: 0.9700 (0.9730) loss_fgl_dn_4: 0.9700 (0.9734) loss_fgl_dn_5: 0.9700 (0.9734) loss_giou: 0.5271 (0.5518) loss_giou_aux_0: 0.5436 (0.5774) loss_giou_aux_1: 0.5311 (0.5576) loss_giou_aux_2: 0.5267 (0.5529) loss_giou_aux_3: 0.5267 (0.5519) loss_giou_aux_4: 0.5273 (0.5518) loss_giou_dn_0: 0.5366 (0.5551) loss_giou_dn_1: 0.4198 (0.4434) loss_giou_dn_2: 0.4035 (0.4264) loss_giou_dn_3: 0.3981 (0.4216) loss_giou_dn_4: 0.3973 (0.4205) loss_giou_dn_5: 0.3972 (0.4205) loss_giou_dn_pre: 0.5362 (0.5545) loss_giou_enc_0: 0.6206 (0.6501) loss_giou_pre: 0.5419 (0.5760) loss_ddf_aux_0: 0.0501 (0.0529) loss_ddf_aux_1: 0.0066 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2427 (0.2476) loss_ddf_dn_1: 0.0307 (0.0328) loss_ddf_dn_2: 0.0070 (0.0073) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6658 (0.6507) loss_vfl_aux_0: 0.7445 (0.7203) loss_vfl_aux_1: 0.7191 (0.6964) loss_vfl_aux_2: 0.6950 (0.6780) loss_vfl_aux_3: 0.6766 (0.6614) loss_vfl_aux_4: 0.6688 (0.6525) loss_vfl_dn_0: 0.4923 (0.4851) loss_vfl_dn_1: 0.4239 (0.4159) loss_vfl_dn_2: 0.4054 (0.3997) loss_vfl_dn_3: 0.3956 (0.3917) loss_vfl_dn_4: 0.3914 (0.3888) loss_vfl_dn_5: 0.3909 (0.3884) loss_vfl_dn_pre: 0.4924 (0.4856) loss_vfl_enc_0: 0.7471 (0.7243) loss_vfl_pre: 0.7452 (0.7227) time: 0.7447 data: 0.0278 max mem: 9121 Epoch: [49] [2300/3696] eta: 0:19:04 lr: 0.000013 loss: 31.0254 (31.0898) loss_bbox: 0.1498 (0.1698) loss_bbox_aux_0: 0.1593 (0.1821) loss_bbox_aux_1: 0.1505 (0.1725) loss_bbox_aux_2: 0.1500 (0.1703) loss_bbox_aux_3: 0.1494 (0.1699) loss_bbox_aux_4: 0.1496 (0.1698) loss_bbox_dn_0: 0.2001 (0.2335) loss_bbox_dn_1: 0.1500 (0.1718) loss_bbox_dn_2: 0.1380 (0.1616) loss_bbox_dn_3: 0.1360 (0.1583) loss_bbox_dn_4: 0.1355 (0.1577) loss_bbox_dn_5: 0.1354 (0.1577) loss_bbox_dn_pre: 0.2069 (0.2394) loss_bbox_enc_0: 0.1903 (0.2158) loss_bbox_pre: 0.1618 (0.1824) loss_dfl: 0.9739 (0.9590) loss_fgl_aux_0: 1.0006 (0.9912) loss_fgl_aux_1: 0.9748 (0.9614) loss_fgl_aux_2: 0.9738 (0.9592) loss_fgl_aux_3: 0.9738 (0.9590) loss_fgl_aux_4: 0.9739 (0.9590) loss_fgl_dn_0: 1.0910 (1.0851) loss_fgl_dn_1: 0.9900 (0.9815) loss_fgl_dn_2: 0.9816 (0.9724) loss_fgl_dn_3: 0.9824 (0.9731) loss_fgl_dn_4: 0.9826 (0.9736) loss_fgl_dn_5: 0.9827 (0.9736) loss_giou: 0.5504 (0.5526) loss_giou_aux_0: 0.5762 (0.5781) loss_giou_aux_1: 0.5576 (0.5583) loss_giou_aux_2: 0.5509 (0.5536) loss_giou_aux_3: 0.5505 (0.5527) loss_giou_aux_4: 0.5502 (0.5526) loss_giou_dn_0: 0.5555 (0.5556) loss_giou_dn_1: 0.4445 (0.4438) loss_giou_dn_2: 0.4312 (0.4268) loss_giou_dn_3: 0.4275 (0.4220) loss_giou_dn_4: 0.4276 (0.4210) loss_giou_dn_5: 0.4278 (0.4210) loss_giou_dn_pre: 0.5546 (0.5550) loss_giou_enc_0: 0.6516 (0.6509) loss_giou_pre: 0.5736 (0.5767) loss_ddf_aux_0: 0.0510 (0.0528) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2326 (0.2474) loss_ddf_dn_1: 0.0302 (0.0327) loss_ddf_dn_2: 0.0060 (0.0072) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6274 (0.6505) loss_vfl_aux_0: 0.7079 (0.7199) loss_vfl_aux_1: 0.6632 (0.6961) loss_vfl_aux_2: 0.6536 (0.6776) loss_vfl_aux_3: 0.6418 (0.6612) loss_vfl_aux_4: 0.6306 (0.6522) loss_vfl_dn_0: 0.4853 (0.4850) loss_vfl_dn_1: 0.4161 (0.4159) loss_vfl_dn_2: 0.3997 (0.3997) loss_vfl_dn_3: 0.3940 (0.3917) loss_vfl_dn_4: 0.3937 (0.3888) loss_vfl_dn_5: 0.3935 (0.3884) loss_vfl_dn_pre: 0.4858 (0.4855) loss_vfl_enc_0: 0.7013 (0.7237) loss_vfl_pre: 0.7009 (0.7223) time: 0.7599 data: 0.0307 max mem: 9121 Epoch: [49] [2400/3696] eta: 0:17:38 lr: 0.000013 loss: 31.2097 (31.0910) loss_bbox: 0.1600 (0.1698) loss_bbox_aux_0: 0.1782 (0.1822) loss_bbox_aux_1: 0.1671 (0.1725) loss_bbox_aux_2: 0.1608 (0.1704) loss_bbox_aux_3: 0.1599 (0.1699) loss_bbox_aux_4: 0.1600 (0.1698) loss_bbox_dn_0: 0.2234 (0.2335) loss_bbox_dn_1: 0.1586 (0.1718) loss_bbox_dn_2: 0.1499 (0.1616) loss_bbox_dn_3: 0.1473 (0.1583) loss_bbox_dn_4: 0.1458 (0.1576) loss_bbox_dn_5: 0.1459 (0.1576) loss_bbox_dn_pre: 0.2281 (0.2394) loss_bbox_enc_0: 0.2073 (0.2158) loss_bbox_pre: 0.1805 (0.1825) loss_dfl: 0.9626 (0.9591) loss_fgl_aux_0: 0.9978 (0.9912) loss_fgl_aux_1: 0.9652 (0.9615) loss_fgl_aux_2: 0.9628 (0.9593) loss_fgl_aux_3: 0.9625 (0.9591) loss_fgl_aux_4: 0.9625 (0.9591) loss_fgl_dn_0: 1.0792 (1.0850) loss_fgl_dn_1: 0.9783 (0.9815) loss_fgl_dn_2: 0.9659 (0.9724) loss_fgl_dn_3: 0.9668 (0.9732) loss_fgl_dn_4: 0.9674 (0.9736) loss_fgl_dn_5: 0.9674 (0.9736) loss_giou: 0.5588 (0.5527) loss_giou_aux_0: 0.5743 (0.5783) loss_giou_aux_1: 0.5629 (0.5585) loss_giou_aux_2: 0.5589 (0.5538) loss_giou_aux_3: 0.5590 (0.5529) loss_giou_aux_4: 0.5586 (0.5528) loss_giou_dn_0: 0.5456 (0.5559) loss_giou_dn_1: 0.4318 (0.4439) loss_giou_dn_2: 0.4143 (0.4269) loss_giou_dn_3: 0.4101 (0.4221) loss_giou_dn_4: 0.4096 (0.4211) loss_giou_dn_5: 0.4098 (0.4211) loss_giou_dn_pre: 0.5469 (0.5552) loss_giou_enc_0: 0.6372 (0.6510) loss_giou_pre: 0.5734 (0.5769) loss_ddf_aux_0: 0.0511 (0.0527) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2412 (0.2475) loss_ddf_dn_1: 0.0310 (0.0327) loss_ddf_dn_2: 0.0067 (0.0072) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6581 (0.6501) loss_vfl_aux_0: 0.7241 (0.7198) loss_vfl_aux_1: 0.6995 (0.6959) loss_vfl_aux_2: 0.6763 (0.6773) loss_vfl_aux_3: 0.6703 (0.6608) loss_vfl_aux_4: 0.6597 (0.6519) loss_vfl_dn_0: 0.4768 (0.4848) loss_vfl_dn_1: 0.4147 (0.4159) loss_vfl_dn_2: 0.3987 (0.3997) loss_vfl_dn_3: 0.3867 (0.3917) loss_vfl_dn_4: 0.3878 (0.3889) loss_vfl_dn_5: 0.3878 (0.3884) loss_vfl_dn_pre: 0.4785 (0.4854) loss_vfl_enc_0: 0.7294 (0.7234) loss_vfl_pre: 0.7271 (0.7221) time: 0.7634 data: 0.0321 max mem: 9121 Epoch: [49] [2500/3696] eta: 0:16:16 lr: 0.000013 loss: 31.1880 (31.0976) loss_bbox: 0.1715 (0.1699) loss_bbox_aux_0: 0.1844 (0.1822) loss_bbox_aux_1: 0.1755 (0.1726) loss_bbox_aux_2: 0.1721 (0.1704) loss_bbox_aux_3: 0.1723 (0.1700) loss_bbox_aux_4: 0.1715 (0.1699) loss_bbox_dn_0: 0.2314 (0.2335) loss_bbox_dn_1: 0.1708 (0.1718) loss_bbox_dn_2: 0.1542 (0.1616) loss_bbox_dn_3: 0.1519 (0.1583) loss_bbox_dn_4: 0.1511 (0.1577) loss_bbox_dn_5: 0.1512 (0.1577) loss_bbox_dn_pre: 0.2355 (0.2394) loss_bbox_enc_0: 0.2133 (0.2158) loss_bbox_pre: 0.1855 (0.1825) loss_dfl: 0.9617 (0.9589) loss_fgl_aux_0: 1.0015 (0.9909) loss_fgl_aux_1: 0.9634 (0.9612) loss_fgl_aux_2: 0.9629 (0.9590) loss_fgl_aux_3: 0.9623 (0.9589) loss_fgl_aux_4: 0.9617 (0.9589) loss_fgl_dn_0: 1.0884 (1.0849) loss_fgl_dn_1: 0.9874 (0.9815) loss_fgl_dn_2: 0.9808 (0.9724) loss_fgl_dn_3: 0.9824 (0.9732) loss_fgl_dn_4: 0.9836 (0.9736) loss_fgl_dn_5: 0.9837 (0.9736) loss_giou: 0.5455 (0.5534) loss_giou_aux_0: 0.5811 (0.5789) loss_giou_aux_1: 0.5620 (0.5591) loss_giou_aux_2: 0.5493 (0.5544) loss_giou_aux_3: 0.5462 (0.5535) loss_giou_aux_4: 0.5453 (0.5534) loss_giou_dn_0: 0.5538 (0.5562) loss_giou_dn_1: 0.4399 (0.4443) loss_giou_dn_2: 0.4242 (0.4273) loss_giou_dn_3: 0.4215 (0.4224) loss_giou_dn_4: 0.4202 (0.4214) loss_giou_dn_5: 0.4202 (0.4214) loss_giou_dn_pre: 0.5516 (0.5556) loss_giou_enc_0: 0.6506 (0.6516) loss_giou_pre: 0.5796 (0.5775) loss_ddf_aux_0: 0.0451 (0.0526) loss_ddf_aux_1: 0.0066 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2374 (0.2474) loss_ddf_dn_1: 0.0323 (0.0327) loss_ddf_dn_2: 0.0070 (0.0072) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6435 (0.6502) loss_vfl_aux_0: 0.7081 (0.7198) loss_vfl_aux_1: 0.6820 (0.6959) loss_vfl_aux_2: 0.6686 (0.6774) loss_vfl_aux_3: 0.6564 (0.6610) loss_vfl_aux_4: 0.6465 (0.6520) loss_vfl_dn_0: 0.4791 (0.4848) loss_vfl_dn_1: 0.4182 (0.4160) loss_vfl_dn_2: 0.4039 (0.3998) loss_vfl_dn_3: 0.3969 (0.3918) loss_vfl_dn_4: 0.3926 (0.3889) loss_vfl_dn_5: 0.3910 (0.3885) loss_vfl_dn_pre: 0.4794 (0.4854) loss_vfl_enc_0: 0.7072 (0.7234) loss_vfl_pre: 0.7164 (0.7221) time: 0.7294 data: 0.0252 max mem: 9121 Epoch: [49] [2600/3696] eta: 0:15:05 lr: 0.000013 loss: 31.1520 (31.0938) loss_bbox: 0.1594 (0.1698) loss_bbox_aux_0: 0.1735 (0.1822) loss_bbox_aux_1: 0.1639 (0.1725) loss_bbox_aux_2: 0.1606 (0.1703) loss_bbox_aux_3: 0.1596 (0.1699) loss_bbox_aux_4: 0.1594 (0.1698) loss_bbox_dn_0: 0.2444 (0.2335) loss_bbox_dn_1: 0.1726 (0.1718) loss_bbox_dn_2: 0.1573 (0.1615) loss_bbox_dn_3: 0.1573 (0.1583) loss_bbox_dn_4: 0.1561 (0.1576) loss_bbox_dn_5: 0.1562 (0.1576) loss_bbox_dn_pre: 0.2529 (0.2394) loss_bbox_enc_0: 0.2117 (0.2158) loss_bbox_pre: 0.1751 (0.1825) loss_dfl: 0.9665 (0.9591) loss_fgl_aux_0: 0.9946 (0.9912) loss_fgl_aux_1: 0.9735 (0.9615) loss_fgl_aux_2: 0.9665 (0.9592) loss_fgl_aux_3: 0.9663 (0.9591) loss_fgl_aux_4: 0.9668 (0.9591) loss_fgl_dn_0: 1.0899 (1.0850) loss_fgl_dn_1: 0.9869 (0.9815) loss_fgl_dn_2: 0.9798 (0.9725) loss_fgl_dn_3: 0.9803 (0.9732) loss_fgl_dn_4: 0.9803 (0.9737) loss_fgl_dn_5: 0.9804 (0.9737) loss_giou: 0.5343 (0.5530) loss_giou_aux_0: 0.5626 (0.5785) loss_giou_aux_1: 0.5417 (0.5587) loss_giou_aux_2: 0.5331 (0.5540) loss_giou_aux_3: 0.5334 (0.5531) loss_giou_aux_4: 0.5340 (0.5530) loss_giou_dn_0: 0.5572 (0.5561) loss_giou_dn_1: 0.4433 (0.4441) loss_giou_dn_2: 0.4262 (0.4271) loss_giou_dn_3: 0.4192 (0.4223) loss_giou_dn_4: 0.4178 (0.4213) loss_giou_dn_5: 0.4176 (0.4213) loss_giou_dn_pre: 0.5560 (0.5555) loss_giou_enc_0: 0.6418 (0.6512) loss_giou_pre: 0.5614 (0.5771) loss_ddf_aux_0: 0.0548 (0.0526) loss_ddf_aux_1: 0.0079 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2411 (0.2475) loss_ddf_dn_1: 0.0310 (0.0327) loss_ddf_dn_2: 0.0069 (0.0072) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6558 (0.6502) loss_vfl_aux_0: 0.7294 (0.7197) loss_vfl_aux_1: 0.7023 (0.6959) loss_vfl_aux_2: 0.6829 (0.6774) loss_vfl_aux_3: 0.6716 (0.6608) loss_vfl_aux_4: 0.6526 (0.6520) loss_vfl_dn_0: 0.4929 (0.4848) loss_vfl_dn_1: 0.4210 (0.4160) loss_vfl_dn_2: 0.4016 (0.3998) loss_vfl_dn_3: 0.3940 (0.3918) loss_vfl_dn_4: 0.3888 (0.3889) loss_vfl_dn_5: 0.3879 (0.3885) loss_vfl_dn_pre: 0.4944 (0.4854) loss_vfl_enc_0: 0.7212 (0.7233) loss_vfl_pre: 0.7246 (0.7220) time: 0.7456 data: 0.0282 max mem: 9121 Epoch: [49] [2700/3696] eta: 0:13:56 lr: 0.000013 loss: 31.0863 (31.0945) loss_bbox: 0.1667 (0.1697) loss_bbox_aux_0: 0.1867 (0.1821) loss_bbox_aux_1: 0.1666 (0.1724) loss_bbox_aux_2: 0.1658 (0.1703) loss_bbox_aux_3: 0.1666 (0.1698) loss_bbox_aux_4: 0.1667 (0.1697) loss_bbox_dn_0: 0.2432 (0.2334) loss_bbox_dn_1: 0.1684 (0.1717) loss_bbox_dn_2: 0.1595 (0.1614) loss_bbox_dn_3: 0.1548 (0.1582) loss_bbox_dn_4: 0.1543 (0.1575) loss_bbox_dn_5: 0.1540 (0.1575) loss_bbox_dn_pre: 0.2456 (0.2393) loss_bbox_enc_0: 0.2193 (0.2156) loss_bbox_pre: 0.1871 (0.1824) loss_dfl: 0.9601 (0.9592) loss_fgl_aux_0: 0.9912 (0.9913) loss_fgl_aux_1: 0.9648 (0.9616) loss_fgl_aux_2: 0.9611 (0.9594) loss_fgl_aux_3: 0.9604 (0.9592) loss_fgl_aux_4: 0.9598 (0.9592) loss_fgl_dn_0: 1.0810 (1.0850) loss_fgl_dn_1: 0.9780 (0.9816) loss_fgl_dn_2: 0.9696 (0.9725) loss_fgl_dn_3: 0.9696 (0.9733) loss_fgl_dn_4: 0.9707 (0.9737) loss_fgl_dn_5: 0.9708 (0.9737) loss_giou: 0.5637 (0.5531) loss_giou_aux_0: 0.5879 (0.5786) loss_giou_aux_1: 0.5695 (0.5588) loss_giou_aux_2: 0.5660 (0.5541) loss_giou_aux_3: 0.5630 (0.5532) loss_giou_aux_4: 0.5635 (0.5531) loss_giou_dn_0: 0.5665 (0.5562) loss_giou_dn_1: 0.4531 (0.4442) loss_giou_dn_2: 0.4328 (0.4272) loss_giou_dn_3: 0.4270 (0.4224) loss_giou_dn_4: 0.4266 (0.4214) loss_giou_dn_5: 0.4267 (0.4213) loss_giou_dn_pre: 0.5642 (0.5556) loss_giou_enc_0: 0.6708 (0.6513) loss_giou_pre: 0.5882 (0.5772) loss_ddf_aux_0: 0.0515 (0.0526) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2471 (0.2476) loss_ddf_dn_1: 0.0303 (0.0326) loss_ddf_dn_2: 0.0076 (0.0072) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6469 (0.6500) loss_vfl_aux_0: 0.7020 (0.7197) loss_vfl_aux_1: 0.6901 (0.6959) loss_vfl_aux_2: 0.6694 (0.6773) loss_vfl_aux_3: 0.6525 (0.6609) loss_vfl_aux_4: 0.6488 (0.6518) loss_vfl_dn_0: 0.4829 (0.4848) loss_vfl_dn_1: 0.4214 (0.4160) loss_vfl_dn_2: 0.4053 (0.3999) loss_vfl_dn_3: 0.3987 (0.3918) loss_vfl_dn_4: 0.3975 (0.3889) loss_vfl_dn_5: 0.3958 (0.3885) loss_vfl_dn_pre: 0.4826 (0.4853) loss_vfl_enc_0: 0.7166 (0.7234) loss_vfl_pre: 0.6964 (0.7220) time: 0.9088 data: 0.0238 max mem: 9121 Epoch: [49] [2800/3696] eta: 0:12:29 lr: 0.000013 loss: 30.6481 (31.0915) loss_bbox: 0.1560 (0.1696) loss_bbox_aux_0: 0.1650 (0.1820) loss_bbox_aux_1: 0.1586 (0.1724) loss_bbox_aux_2: 0.1580 (0.1702) loss_bbox_aux_3: 0.1561 (0.1697) loss_bbox_aux_4: 0.1560 (0.1696) loss_bbox_dn_0: 0.2333 (0.2333) loss_bbox_dn_1: 0.1687 (0.1716) loss_bbox_dn_2: 0.1553 (0.1614) loss_bbox_dn_3: 0.1523 (0.1581) loss_bbox_dn_4: 0.1509 (0.1574) loss_bbox_dn_5: 0.1508 (0.1574) loss_bbox_dn_pre: 0.2367 (0.2393) loss_bbox_enc_0: 0.1961 (0.2155) loss_bbox_pre: 0.1657 (0.1823) loss_dfl: 0.9625 (0.9592) loss_fgl_aux_0: 0.9953 (0.9913) loss_fgl_aux_1: 0.9666 (0.9616) loss_fgl_aux_2: 0.9634 (0.9593) loss_fgl_aux_3: 0.9630 (0.9592) loss_fgl_aux_4: 0.9627 (0.9592) loss_fgl_dn_0: 1.0846 (1.0850) loss_fgl_dn_1: 0.9793 (0.9816) loss_fgl_dn_2: 0.9725 (0.9725) loss_fgl_dn_3: 0.9726 (0.9733) loss_fgl_dn_4: 0.9741 (0.9738) loss_fgl_dn_5: 0.9741 (0.9738) loss_giou: 0.5246 (0.5529) loss_giou_aux_0: 0.5550 (0.5784) loss_giou_aux_1: 0.5317 (0.5586) loss_giou_aux_2: 0.5262 (0.5539) loss_giou_aux_3: 0.5238 (0.5530) loss_giou_aux_4: 0.5242 (0.5529) loss_giou_dn_0: 0.5314 (0.5561) loss_giou_dn_1: 0.4233 (0.4441) loss_giou_dn_2: 0.4012 (0.4270) loss_giou_dn_3: 0.3953 (0.4222) loss_giou_dn_4: 0.3945 (0.4212) loss_giou_dn_5: 0.3947 (0.4212) loss_giou_dn_pre: 0.5322 (0.5555) loss_giou_enc_0: 0.6366 (0.6511) loss_giou_pre: 0.5559 (0.5770) loss_ddf_aux_0: 0.0500 (0.0525) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2550 (0.2477) loss_ddf_dn_1: 0.0326 (0.0327) loss_ddf_dn_2: 0.0067 (0.0072) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6526 (0.6501) loss_vfl_aux_0: 0.7154 (0.7198) loss_vfl_aux_1: 0.6719 (0.6959) loss_vfl_aux_2: 0.6561 (0.6773) loss_vfl_aux_3: 0.6586 (0.6610) loss_vfl_aux_4: 0.6561 (0.6519) loss_vfl_dn_0: 0.4788 (0.4848) loss_vfl_dn_1: 0.4159 (0.4160) loss_vfl_dn_2: 0.3969 (0.3998) loss_vfl_dn_3: 0.3915 (0.3918) loss_vfl_dn_4: 0.3907 (0.3889) loss_vfl_dn_5: 0.3889 (0.3885) loss_vfl_dn_pre: 0.4797 (0.4853) loss_vfl_enc_0: 0.7177 (0.7236) loss_vfl_pre: 0.7164 (0.7220) time: 0.7601 data: 0.0271 max mem: 9121 Epoch: [49] [2900/3696] eta: 0:11:03 lr: 0.000013 loss: 30.7304 (31.0836) loss_bbox: 0.1585 (0.1696) loss_bbox_aux_0: 0.1726 (0.1819) loss_bbox_aux_1: 0.1616 (0.1723) loss_bbox_aux_2: 0.1587 (0.1701) loss_bbox_aux_3: 0.1585 (0.1697) loss_bbox_aux_4: 0.1585 (0.1696) loss_bbox_dn_0: 0.2143 (0.2333) loss_bbox_dn_1: 0.1628 (0.1715) loss_bbox_dn_2: 0.1565 (0.1613) loss_bbox_dn_3: 0.1536 (0.1580) loss_bbox_dn_4: 0.1549 (0.1574) loss_bbox_dn_5: 0.1551 (0.1574) loss_bbox_dn_pre: 0.2225 (0.2392) loss_bbox_enc_0: 0.2169 (0.2154) loss_bbox_pre: 0.1743 (0.1822) loss_dfl: 0.9463 (0.9593) loss_fgl_aux_0: 0.9801 (0.9914) loss_fgl_aux_1: 0.9462 (0.9617) loss_fgl_aux_2: 0.9462 (0.9595) loss_fgl_aux_3: 0.9463 (0.9594) loss_fgl_aux_4: 0.9465 (0.9593) loss_fgl_dn_0: 1.0794 (1.0850) loss_fgl_dn_1: 0.9776 (0.9815) loss_fgl_dn_2: 0.9712 (0.9725) loss_fgl_dn_3: 0.9706 (0.9732) loss_fgl_dn_4: 0.9708 (0.9737) loss_fgl_dn_5: 0.9708 (0.9737) loss_giou: 0.5313 (0.5523) loss_giou_aux_0: 0.5649 (0.5779) loss_giou_aux_1: 0.5384 (0.5580) loss_giou_aux_2: 0.5319 (0.5534) loss_giou_aux_3: 0.5319 (0.5524) loss_giou_aux_4: 0.5313 (0.5523) loss_giou_dn_0: 0.5458 (0.5557) loss_giou_dn_1: 0.4278 (0.4438) loss_giou_dn_2: 0.3999 (0.4267) loss_giou_dn_3: 0.3951 (0.4219) loss_giou_dn_4: 0.3945 (0.4209) loss_giou_dn_5: 0.3946 (0.4209) loss_giou_dn_pre: 0.5425 (0.5551) loss_giou_enc_0: 0.6331 (0.6504) loss_giou_pre: 0.5621 (0.5764) loss_ddf_aux_0: 0.0497 (0.0525) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2457 (0.2476) loss_ddf_dn_1: 0.0303 (0.0326) loss_ddf_dn_2: 0.0073 (0.0072) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6295 (0.6502) loss_vfl_aux_0: 0.6942 (0.7197) loss_vfl_aux_1: 0.6843 (0.6958) loss_vfl_aux_2: 0.6535 (0.6773) loss_vfl_aux_3: 0.6443 (0.6609) loss_vfl_aux_4: 0.6357 (0.6520) loss_vfl_dn_0: 0.4875 (0.4848) loss_vfl_dn_1: 0.4139 (0.4160) loss_vfl_dn_2: 0.3990 (0.3998) loss_vfl_dn_3: 0.3917 (0.3917) loss_vfl_dn_4: 0.3878 (0.3889) loss_vfl_dn_5: 0.3865 (0.3884) loss_vfl_dn_pre: 0.4880 (0.4853) loss_vfl_enc_0: 0.7089 (0.7236) loss_vfl_pre: 0.6968 (0.7219) time: 0.7712 data: 0.0298 max mem: 9121 Epoch: [49] [3000/3696] eta: 0:09:51 lr: 0.000013 loss: 31.2152 (31.0868) loss_bbox: 0.1579 (0.1694) loss_bbox_aux_0: 0.1730 (0.1818) loss_bbox_aux_1: 0.1624 (0.1721) loss_bbox_aux_2: 0.1590 (0.1700) loss_bbox_aux_3: 0.1580 (0.1695) loss_bbox_aux_4: 0.1579 (0.1694) loss_bbox_dn_0: 0.2259 (0.2331) loss_bbox_dn_1: 0.1670 (0.1715) loss_bbox_dn_2: 0.1563 (0.1612) loss_bbox_dn_3: 0.1538 (0.1579) loss_bbox_dn_4: 0.1514 (0.1573) loss_bbox_dn_5: 0.1513 (0.1573) loss_bbox_dn_pre: 0.2253 (0.2391) loss_bbox_enc_0: 0.2049 (0.2153) loss_bbox_pre: 0.1743 (0.1821) loss_dfl: 0.9788 (0.9592) loss_fgl_aux_0: 1.0053 (0.9912) loss_fgl_aux_1: 0.9799 (0.9616) loss_fgl_aux_2: 0.9785 (0.9593) loss_fgl_aux_3: 0.9784 (0.9592) loss_fgl_aux_4: 0.9788 (0.9592) loss_fgl_dn_0: 1.0906 (1.0849) loss_fgl_dn_1: 0.9901 (0.9816) loss_fgl_dn_2: 0.9822 (0.9725) loss_fgl_dn_3: 0.9818 (0.9732) loss_fgl_dn_4: 0.9823 (0.9737) loss_fgl_dn_5: 0.9823 (0.9737) loss_giou: 0.5422 (0.5530) loss_giou_aux_0: 0.5672 (0.5785) loss_giou_aux_1: 0.5456 (0.5587) loss_giou_aux_2: 0.5398 (0.5540) loss_giou_aux_3: 0.5420 (0.5531) loss_giou_aux_4: 0.5423 (0.5530) loss_giou_dn_0: 0.5541 (0.5561) loss_giou_dn_1: 0.4478 (0.4441) loss_giou_dn_2: 0.4283 (0.4270) loss_giou_dn_3: 0.4221 (0.4222) loss_giou_dn_4: 0.4202 (0.4212) loss_giou_dn_5: 0.4203 (0.4212) loss_giou_dn_pre: 0.5537 (0.5554) loss_giou_enc_0: 0.6444 (0.6510) loss_giou_pre: 0.5697 (0.5770) loss_ddf_aux_0: 0.0512 (0.0524) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2403 (0.2476) loss_ddf_dn_1: 0.0331 (0.0326) loss_ddf_dn_2: 0.0082 (0.0072) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6597 (0.6500) loss_vfl_aux_0: 0.7146 (0.7195) loss_vfl_aux_1: 0.7052 (0.6956) loss_vfl_aux_2: 0.6847 (0.6771) loss_vfl_aux_3: 0.6722 (0.6607) loss_vfl_aux_4: 0.6701 (0.6518) loss_vfl_dn_0: 0.4868 (0.4848) loss_vfl_dn_1: 0.4257 (0.4160) loss_vfl_dn_2: 0.4108 (0.3999) loss_vfl_dn_3: 0.4000 (0.3918) loss_vfl_dn_4: 0.3998 (0.3889) loss_vfl_dn_5: 0.3993 (0.3885) loss_vfl_dn_pre: 0.4873 (0.4853) loss_vfl_enc_0: 0.7272 (0.7235) loss_vfl_pre: 0.7180 (0.7218) time: 0.7647 data: 0.0264 max mem: 9121 Epoch: [49] [3100/3696] eta: 0:08:25 lr: 0.000013 loss: 31.0746 (31.0776) loss_bbox: 0.1499 (0.1695) loss_bbox_aux_0: 0.1596 (0.1819) loss_bbox_aux_1: 0.1493 (0.1722) loss_bbox_aux_2: 0.1491 (0.1700) loss_bbox_aux_3: 0.1499 (0.1696) loss_bbox_aux_4: 0.1501 (0.1695) loss_bbox_dn_0: 0.2048 (0.2333) loss_bbox_dn_1: 0.1504 (0.1716) loss_bbox_dn_2: 0.1408 (0.1614) loss_bbox_dn_3: 0.1352 (0.1581) loss_bbox_dn_4: 0.1339 (0.1574) loss_bbox_dn_5: 0.1339 (0.1574) loss_bbox_dn_pre: 0.2055 (0.2393) loss_bbox_enc_0: 0.1956 (0.2155) loss_bbox_pre: 0.1612 (0.1822) loss_dfl: 0.9451 (0.9590) loss_fgl_aux_0: 0.9750 (0.9911) loss_fgl_aux_1: 0.9478 (0.9614) loss_fgl_aux_2: 0.9457 (0.9592) loss_fgl_aux_3: 0.9455 (0.9591) loss_fgl_aux_4: 0.9449 (0.9590) loss_fgl_dn_0: 1.0677 (1.0848) loss_fgl_dn_1: 0.9749 (0.9813) loss_fgl_dn_2: 0.9643 (0.9723) loss_fgl_dn_3: 0.9662 (0.9730) loss_fgl_dn_4: 0.9659 (0.9735) loss_fgl_dn_5: 0.9660 (0.9735) loss_giou: 0.5612 (0.5523) loss_giou_aux_0: 0.5789 (0.5778) loss_giou_aux_1: 0.5619 (0.5580) loss_giou_aux_2: 0.5619 (0.5534) loss_giou_aux_3: 0.5607 (0.5524) loss_giou_aux_4: 0.5606 (0.5523) loss_giou_dn_0: 0.5605 (0.5556) loss_giou_dn_1: 0.4550 (0.4437) loss_giou_dn_2: 0.4401 (0.4267) loss_giou_dn_3: 0.4341 (0.4219) loss_giou_dn_4: 0.4332 (0.4208) loss_giou_dn_5: 0.4330 (0.4208) loss_giou_dn_pre: 0.5597 (0.5550) loss_giou_enc_0: 0.6514 (0.6504) loss_giou_pre: 0.5802 (0.5764) loss_ddf_aux_0: 0.0477 (0.0524) loss_ddf_aux_1: 0.0064 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2332 (0.2476) loss_ddf_dn_1: 0.0309 (0.0326) loss_ddf_dn_2: 0.0069 (0.0072) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6431 (0.6499) loss_vfl_aux_0: 0.6991 (0.7195) loss_vfl_aux_1: 0.6832 (0.6957) loss_vfl_aux_2: 0.6489 (0.6771) loss_vfl_aux_3: 0.6528 (0.6607) loss_vfl_aux_4: 0.6377 (0.6517) loss_vfl_dn_0: 0.4780 (0.4848) loss_vfl_dn_1: 0.4120 (0.4159) loss_vfl_dn_2: 0.3967 (0.3998) loss_vfl_dn_3: 0.3888 (0.3917) loss_vfl_dn_4: 0.3867 (0.3888) loss_vfl_dn_5: 0.3869 (0.3883) loss_vfl_dn_pre: 0.4780 (0.4853) loss_vfl_enc_0: 0.7051 (0.7235) loss_vfl_pre: 0.6921 (0.7218) time: 0.7557 data: 0.0274 max mem: 9121 Epoch: [49] [3200/3696] eta: 0:06:59 lr: 0.000013 loss: 30.4243 (31.0750) loss_bbox: 0.1629 (0.1695) loss_bbox_aux_0: 0.1734 (0.1819) loss_bbox_aux_1: 0.1659 (0.1722) loss_bbox_aux_2: 0.1644 (0.1700) loss_bbox_aux_3: 0.1636 (0.1696) loss_bbox_aux_4: 0.1630 (0.1695) loss_bbox_dn_0: 0.2293 (0.2335) loss_bbox_dn_1: 0.1662 (0.1717) loss_bbox_dn_2: 0.1566 (0.1614) loss_bbox_dn_3: 0.1505 (0.1581) loss_bbox_dn_4: 0.1500 (0.1574) loss_bbox_dn_5: 0.1503 (0.1574) loss_bbox_dn_pre: 0.2367 (0.2394) loss_bbox_enc_0: 0.1954 (0.2155) loss_bbox_pre: 0.1723 (0.1822) loss_dfl: 0.9664 (0.9590) loss_fgl_aux_0: 0.9989 (0.9911) loss_fgl_aux_1: 0.9664 (0.9614) loss_fgl_aux_2: 0.9658 (0.9591) loss_fgl_aux_3: 0.9656 (0.9590) loss_fgl_aux_4: 0.9661 (0.9590) loss_fgl_dn_0: 1.0771 (1.0848) loss_fgl_dn_1: 0.9698 (0.9812) loss_fgl_dn_2: 0.9591 (0.9721) loss_fgl_dn_3: 0.9613 (0.9729) loss_fgl_dn_4: 0.9621 (0.9734) loss_fgl_dn_5: 0.9621 (0.9734) loss_giou: 0.5081 (0.5522) loss_giou_aux_0: 0.5284 (0.5777) loss_giou_aux_1: 0.5092 (0.5579) loss_giou_aux_2: 0.5096 (0.5532) loss_giou_aux_3: 0.5084 (0.5523) loss_giou_aux_4: 0.5081 (0.5522) loss_giou_dn_0: 0.5482 (0.5555) loss_giou_dn_1: 0.4384 (0.4436) loss_giou_dn_2: 0.4194 (0.4266) loss_giou_dn_3: 0.4125 (0.4218) loss_giou_dn_4: 0.4104 (0.4207) loss_giou_dn_5: 0.4105 (0.4207) loss_giou_dn_pre: 0.5498 (0.5549) loss_giou_enc_0: 0.5977 (0.6502) loss_giou_pre: 0.5296 (0.5762) loss_ddf_aux_0: 0.0530 (0.0524) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2419 (0.2478) loss_ddf_dn_1: 0.0319 (0.0326) loss_ddf_dn_2: 0.0075 (0.0072) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6478 (0.6497) loss_vfl_aux_0: 0.7163 (0.7194) loss_vfl_aux_1: 0.6942 (0.6956) loss_vfl_aux_2: 0.6818 (0.6771) loss_vfl_aux_3: 0.6559 (0.6607) loss_vfl_aux_4: 0.6460 (0.6516) loss_vfl_dn_0: 0.4921 (0.4848) loss_vfl_dn_1: 0.4185 (0.4158) loss_vfl_dn_2: 0.4002 (0.3997) loss_vfl_dn_3: 0.3924 (0.3916) loss_vfl_dn_4: 0.3876 (0.3888) loss_vfl_dn_5: 0.3865 (0.3883) loss_vfl_dn_pre: 0.4902 (0.4853) loss_vfl_enc_0: 0.7242 (0.7235) loss_vfl_pre: 0.7214 (0.7218) time: 0.8962 data: 0.0215 max mem: 9121 Epoch: [49] [3300/3696] eta: 0:05:34 lr: 0.000013 loss: 30.5508 (31.0728) loss_bbox: 0.1608 (0.1694) loss_bbox_aux_0: 0.1706 (0.1818) loss_bbox_aux_1: 0.1600 (0.1722) loss_bbox_aux_2: 0.1617 (0.1700) loss_bbox_aux_3: 0.1609 (0.1695) loss_bbox_aux_4: 0.1607 (0.1694) loss_bbox_dn_0: 0.2359 (0.2336) loss_bbox_dn_1: 0.1663 (0.1717) loss_bbox_dn_2: 0.1569 (0.1614) loss_bbox_dn_3: 0.1494 (0.1581) loss_bbox_dn_4: 0.1487 (0.1575) loss_bbox_dn_5: 0.1487 (0.1574) loss_bbox_dn_pre: 0.2433 (0.2395) loss_bbox_enc_0: 0.2002 (0.2156) loss_bbox_pre: 0.1702 (0.1821) loss_dfl: 0.9531 (0.9589) loss_fgl_aux_0: 0.9846 (0.9909) loss_fgl_aux_1: 0.9544 (0.9612) loss_fgl_aux_2: 0.9540 (0.9590) loss_fgl_aux_3: 0.9539 (0.9589) loss_fgl_aux_4: 0.9532 (0.9588) loss_fgl_dn_0: 1.0761 (1.0847) loss_fgl_dn_1: 0.9701 (0.9811) loss_fgl_dn_2: 0.9578 (0.9720) loss_fgl_dn_3: 0.9596 (0.9728) loss_fgl_dn_4: 0.9603 (0.9733) loss_fgl_dn_5: 0.9603 (0.9733) loss_giou: 0.5555 (0.5522) loss_giou_aux_0: 0.5756 (0.5776) loss_giou_aux_1: 0.5585 (0.5579) loss_giou_aux_2: 0.5584 (0.5532) loss_giou_aux_3: 0.5560 (0.5523) loss_giou_aux_4: 0.5553 (0.5522) loss_giou_dn_0: 0.5377 (0.5554) loss_giou_dn_1: 0.4227 (0.4436) loss_giou_dn_2: 0.4062 (0.4266) loss_giou_dn_3: 0.4014 (0.4217) loss_giou_dn_4: 0.4007 (0.4207) loss_giou_dn_5: 0.4007 (0.4207) loss_giou_dn_pre: 0.5411 (0.5548) loss_giou_enc_0: 0.6447 (0.6502) loss_giou_pre: 0.5745 (0.5762) loss_ddf_aux_0: 0.0484 (0.0525) loss_ddf_aux_1: 0.0065 (0.0073) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2365 (0.2477) loss_ddf_dn_1: 0.0314 (0.0326) loss_ddf_dn_2: 0.0077 (0.0072) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6212 (0.6498) loss_vfl_aux_0: 0.7131 (0.7193) loss_vfl_aux_1: 0.6718 (0.6956) loss_vfl_aux_2: 0.6555 (0.6772) loss_vfl_aux_3: 0.6351 (0.6607) loss_vfl_aux_4: 0.6252 (0.6516) loss_vfl_dn_0: 0.4825 (0.4848) loss_vfl_dn_1: 0.4066 (0.4158) loss_vfl_dn_2: 0.3859 (0.3997) loss_vfl_dn_3: 0.3787 (0.3916) loss_vfl_dn_4: 0.3792 (0.3887) loss_vfl_dn_5: 0.3783 (0.3883) loss_vfl_dn_pre: 0.4833 (0.4853) loss_vfl_enc_0: 0.7064 (0.7234) loss_vfl_pre: 0.7129 (0.7216) time: 0.7652 data: 0.0269 max mem: 9121 Epoch: [49] [3400/3696] eta: 0:04:09 lr: 0.000013 loss: 31.3017 (31.0725) loss_bbox: 0.1766 (0.1693) loss_bbox_aux_0: 0.1890 (0.1817) loss_bbox_aux_1: 0.1818 (0.1720) loss_bbox_aux_2: 0.1778 (0.1698) loss_bbox_aux_3: 0.1770 (0.1694) loss_bbox_aux_4: 0.1766 (0.1693) loss_bbox_dn_0: 0.2308 (0.2333) loss_bbox_dn_1: 0.1684 (0.1715) loss_bbox_dn_2: 0.1534 (0.1612) loss_bbox_dn_3: 0.1483 (0.1579) loss_bbox_dn_4: 0.1477 (0.1572) loss_bbox_dn_5: 0.1477 (0.1572) loss_bbox_dn_pre: 0.2360 (0.2392) loss_bbox_enc_0: 0.2233 (0.2153) loss_bbox_pre: 0.1893 (0.1820) loss_dfl: 0.9410 (0.9587) loss_fgl_aux_0: 0.9853 (0.9907) loss_fgl_aux_1: 0.9433 (0.9611) loss_fgl_aux_2: 0.9408 (0.9588) loss_fgl_aux_3: 0.9406 (0.9587) loss_fgl_aux_4: 0.9407 (0.9587) loss_fgl_dn_0: 1.0784 (1.0846) loss_fgl_dn_1: 0.9800 (0.9812) loss_fgl_dn_2: 0.9687 (0.9721) loss_fgl_dn_3: 0.9690 (0.9728) loss_fgl_dn_4: 0.9695 (0.9733) loss_fgl_dn_5: 0.9696 (0.9733) loss_giou: 0.5353 (0.5528) loss_giou_aux_0: 0.5588 (0.5782) loss_giou_aux_1: 0.5410 (0.5585) loss_giou_aux_2: 0.5374 (0.5538) loss_giou_aux_3: 0.5357 (0.5529) loss_giou_aux_4: 0.5351 (0.5528) loss_giou_dn_0: 0.5528 (0.5557) loss_giou_dn_1: 0.4333 (0.4438) loss_giou_dn_2: 0.4130 (0.4268) loss_giou_dn_3: 0.4076 (0.4220) loss_giou_dn_4: 0.4054 (0.4209) loss_giou_dn_5: 0.4055 (0.4209) loss_giou_dn_pre: 0.5499 (0.5551) loss_giou_enc_0: 0.6153 (0.6507) loss_giou_pre: 0.5557 (0.5768) loss_ddf_aux_0: 0.0506 (0.0523) loss_ddf_aux_1: 0.0068 (0.0072) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2482 (0.2475) loss_ddf_dn_1: 0.0324 (0.0326) loss_ddf_dn_2: 0.0068 (0.0072) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6375 (0.6495) loss_vfl_aux_0: 0.7277 (0.7189) loss_vfl_aux_1: 0.7028 (0.6953) loss_vfl_aux_2: 0.6859 (0.6769) loss_vfl_aux_3: 0.6426 (0.6604) loss_vfl_aux_4: 0.6373 (0.6513) loss_vfl_dn_0: 0.4894 (0.4847) loss_vfl_dn_1: 0.4261 (0.4159) loss_vfl_dn_2: 0.4081 (0.3997) loss_vfl_dn_3: 0.3993 (0.3916) loss_vfl_dn_4: 0.3950 (0.3888) loss_vfl_dn_5: 0.3944 (0.3883) loss_vfl_dn_pre: 0.4910 (0.4852) loss_vfl_enc_0: 0.7229 (0.7231) loss_vfl_pre: 0.7299 (0.7212) time: 0.7616 data: 0.0311 max mem: 9121 Epoch: [49] [3500/3696] eta: 0:02:44 lr: 0.000013 loss: 30.6614 (31.0723) loss_bbox: 0.1679 (0.1693) loss_bbox_aux_0: 0.1766 (0.1817) loss_bbox_aux_1: 0.1688 (0.1721) loss_bbox_aux_2: 0.1675 (0.1699) loss_bbox_aux_3: 0.1679 (0.1694) loss_bbox_aux_4: 0.1678 (0.1693) loss_bbox_dn_0: 0.2375 (0.2333) loss_bbox_dn_1: 0.1735 (0.1715) loss_bbox_dn_2: 0.1640 (0.1612) loss_bbox_dn_3: 0.1600 (0.1579) loss_bbox_dn_4: 0.1603 (0.1572) loss_bbox_dn_5: 0.1601 (0.1572) loss_bbox_dn_pre: 0.2418 (0.2392) loss_bbox_enc_0: 0.1986 (0.2153) loss_bbox_pre: 0.1764 (0.1820) loss_dfl: 0.9696 (0.9587) loss_fgl_aux_0: 0.9984 (0.9907) loss_fgl_aux_1: 0.9731 (0.9611) loss_fgl_aux_2: 0.9700 (0.9588) loss_fgl_aux_3: 0.9695 (0.9587) loss_fgl_aux_4: 0.9696 (0.9587) loss_fgl_dn_0: 1.0854 (1.0845) loss_fgl_dn_1: 0.9882 (0.9811) loss_fgl_dn_2: 0.9761 (0.9721) loss_fgl_dn_3: 0.9757 (0.9728) loss_fgl_dn_4: 0.9760 (0.9733) loss_fgl_dn_5: 0.9759 (0.9733) loss_giou: 0.5405 (0.5528) loss_giou_aux_0: 0.5688 (0.5781) loss_giou_aux_1: 0.5483 (0.5584) loss_giou_aux_2: 0.5435 (0.5538) loss_giou_aux_3: 0.5417 (0.5529) loss_giou_aux_4: 0.5409 (0.5528) loss_giou_dn_0: 0.5368 (0.5556) loss_giou_dn_1: 0.4313 (0.4437) loss_giou_dn_2: 0.4182 (0.4267) loss_giou_dn_3: 0.4150 (0.4219) loss_giou_dn_4: 0.4154 (0.4208) loss_giou_dn_5: 0.4156 (0.4208) loss_giou_dn_pre: 0.5371 (0.5550) loss_giou_enc_0: 0.6392 (0.6505) loss_giou_pre: 0.5690 (0.5767) loss_ddf_aux_0: 0.0465 (0.0522) loss_ddf_aux_1: 0.0066 (0.0072) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2332 (0.2474) loss_ddf_dn_1: 0.0319 (0.0326) loss_ddf_dn_2: 0.0065 (0.0072) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6332 (0.6496) loss_vfl_aux_0: 0.7276 (0.7190) loss_vfl_aux_1: 0.7009 (0.6955) loss_vfl_aux_2: 0.6677 (0.6770) loss_vfl_aux_3: 0.6603 (0.6605) loss_vfl_aux_4: 0.6293 (0.6514) loss_vfl_dn_0: 0.4821 (0.4847) loss_vfl_dn_1: 0.4111 (0.4158) loss_vfl_dn_2: 0.3979 (0.3997) loss_vfl_dn_3: 0.3891 (0.3916) loss_vfl_dn_4: 0.3863 (0.3887) loss_vfl_dn_5: 0.3855 (0.3883) loss_vfl_dn_pre: 0.4821 (0.4853) loss_vfl_enc_0: 0.7168 (0.7233) loss_vfl_pre: 0.7301 (0.7214) time: 0.7834 data: 0.0320 max mem: 9121 Epoch: [49] [3600/3696] eta: 0:01:20 lr: 0.000013 loss: 31.2819 (31.0758) loss_bbox: 0.1639 (0.1694) loss_bbox_aux_0: 0.1801 (0.1818) loss_bbox_aux_1: 0.1688 (0.1722) loss_bbox_aux_2: 0.1663 (0.1700) loss_bbox_aux_3: 0.1640 (0.1695) loss_bbox_aux_4: 0.1639 (0.1694) loss_bbox_dn_0: 0.2234 (0.2333) loss_bbox_dn_1: 0.1660 (0.1715) loss_bbox_dn_2: 0.1583 (0.1612) loss_bbox_dn_3: 0.1557 (0.1579) loss_bbox_dn_4: 0.1554 (0.1572) loss_bbox_dn_5: 0.1556 (0.1572) loss_bbox_dn_pre: 0.2267 (0.2393) loss_bbox_enc_0: 0.2094 (0.2154) loss_bbox_pre: 0.1797 (0.1821) loss_dfl: 0.9692 (0.9587) loss_fgl_aux_0: 1.0072 (0.9907) loss_fgl_aux_1: 0.9748 (0.9611) loss_fgl_aux_2: 0.9683 (0.9588) loss_fgl_aux_3: 0.9692 (0.9587) loss_fgl_aux_4: 0.9685 (0.9587) loss_fgl_dn_0: 1.0861 (1.0845) loss_fgl_dn_1: 0.9883 (0.9812) loss_fgl_dn_2: 0.9790 (0.9722) loss_fgl_dn_3: 0.9804 (0.9730) loss_fgl_dn_4: 0.9805 (0.9734) loss_fgl_dn_5: 0.9806 (0.9734) loss_giou: 0.5049 (0.5530) loss_giou_aux_0: 0.5446 (0.5784) loss_giou_aux_1: 0.5097 (0.5587) loss_giou_aux_2: 0.5064 (0.5540) loss_giou_aux_3: 0.5047 (0.5531) loss_giou_aux_4: 0.5046 (0.5530) loss_giou_dn_0: 0.5394 (0.5557) loss_giou_dn_1: 0.4318 (0.4438) loss_giou_dn_2: 0.4118 (0.4268) loss_giou_dn_3: 0.4057 (0.4220) loss_giou_dn_4: 0.4053 (0.4209) loss_giou_dn_5: 0.4053 (0.4209) loss_giou_dn_pre: 0.5377 (0.5551) loss_giou_enc_0: 0.6279 (0.6507) loss_giou_pre: 0.5409 (0.5770) loss_ddf_aux_0: 0.0493 (0.0521) loss_ddf_aux_1: 0.0063 (0.0072) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2375 (0.2473) loss_ddf_dn_1: 0.0325 (0.0326) loss_ddf_dn_2: 0.0072 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6702 (0.6495) loss_vfl_aux_0: 0.7207 (0.7190) loss_vfl_aux_1: 0.7077 (0.6955) loss_vfl_aux_2: 0.6953 (0.6769) loss_vfl_aux_3: 0.6788 (0.6604) loss_vfl_aux_4: 0.6724 (0.6513) loss_vfl_dn_0: 0.4795 (0.4847) loss_vfl_dn_1: 0.4160 (0.4159) loss_vfl_dn_2: 0.4011 (0.3998) loss_vfl_dn_3: 0.3931 (0.3917) loss_vfl_dn_4: 0.3891 (0.3888) loss_vfl_dn_5: 0.3898 (0.3883) loss_vfl_dn_pre: 0.4806 (0.4853) loss_vfl_enc_0: 0.7327 (0.7232) loss_vfl_pre: 0.7235 (0.7214) time: 0.7584 data: 0.0322 max mem: 9121 Epoch: [49] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 31.0864 (31.0774) loss_bbox: 0.1713 (0.1695) loss_bbox_aux_0: 0.1821 (0.1819) loss_bbox_aux_1: 0.1743 (0.1722) loss_bbox_aux_2: 0.1715 (0.1700) loss_bbox_aux_3: 0.1712 (0.1696) loss_bbox_aux_4: 0.1712 (0.1695) loss_bbox_dn_0: 0.2275 (0.2332) loss_bbox_dn_1: 0.1555 (0.1715) loss_bbox_dn_2: 0.1454 (0.1612) loss_bbox_dn_3: 0.1388 (0.1579) loss_bbox_dn_4: 0.1386 (0.1572) loss_bbox_dn_5: 0.1385 (0.1572) loss_bbox_dn_pre: 0.2339 (0.2391) loss_bbox_enc_0: 0.2087 (0.2154) loss_bbox_pre: 0.1826 (0.1821) loss_dfl: 0.9247 (0.9586) loss_fgl_aux_0: 0.9593 (0.9905) loss_fgl_aux_1: 0.9247 (0.9610) loss_fgl_aux_2: 0.9244 (0.9587) loss_fgl_aux_3: 0.9244 (0.9586) loss_fgl_aux_4: 0.9245 (0.9586) loss_fgl_dn_0: 1.0852 (1.0845) loss_fgl_dn_1: 0.9793 (0.9813) loss_fgl_dn_2: 0.9736 (0.9723) loss_fgl_dn_3: 0.9750 (0.9730) loss_fgl_dn_4: 0.9755 (0.9735) loss_fgl_dn_5: 0.9756 (0.9735) loss_giou: 0.5789 (0.5533) loss_giou_aux_0: 0.6076 (0.5787) loss_giou_aux_1: 0.5835 (0.5590) loss_giou_aux_2: 0.5801 (0.5543) loss_giou_aux_3: 0.5792 (0.5534) loss_giou_aux_4: 0.5791 (0.5533) loss_giou_dn_0: 0.5811 (0.5558) loss_giou_dn_1: 0.4634 (0.4439) loss_giou_dn_2: 0.4441 (0.4269) loss_giou_dn_3: 0.4383 (0.4221) loss_giou_dn_4: 0.4379 (0.4210) loss_giou_dn_5: 0.4379 (0.4210) loss_giou_dn_pre: 0.5797 (0.5551) loss_giou_enc_0: 0.6839 (0.6509) loss_giou_pre: 0.6047 (0.5772) loss_ddf_aux_0: 0.0494 (0.0521) loss_ddf_aux_1: 0.0069 (0.0072) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2595 (0.2473) loss_ddf_dn_1: 0.0353 (0.0326) loss_ddf_dn_2: 0.0085 (0.0072) loss_ddf_dn_3: 0.0010 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6258 (0.6494) loss_vfl_aux_0: 0.6862 (0.7189) loss_vfl_aux_1: 0.6732 (0.6954) loss_vfl_aux_2: 0.6641 (0.6768) loss_vfl_aux_3: 0.6406 (0.6604) loss_vfl_aux_4: 0.6271 (0.6512) loss_vfl_dn_0: 0.4860 (0.4848) loss_vfl_dn_1: 0.4163 (0.4160) loss_vfl_dn_2: 0.4019 (0.3998) loss_vfl_dn_3: 0.3906 (0.3918) loss_vfl_dn_4: 0.3870 (0.3889) loss_vfl_dn_5: 0.3868 (0.3884) loss_vfl_dn_pre: 0.4869 (0.4853) loss_vfl_enc_0: 0.6910 (0.7231) loss_vfl_pre: 0.6836 (0.7212) time: 0.7490 data: 0.0282 max mem: 9121 Epoch: [49] Total time: 0:51:29 (0.8360 s / it) Averaged stats: lr: 0.000013 loss: 31.0864 (31.0774) loss_bbox: 0.1713 (0.1695) loss_bbox_aux_0: 0.1821 (0.1819) loss_bbox_aux_1: 0.1743 (0.1722) loss_bbox_aux_2: 0.1715 (0.1700) loss_bbox_aux_3: 0.1712 (0.1696) loss_bbox_aux_4: 0.1712 (0.1695) loss_bbox_dn_0: 0.2275 (0.2332) loss_bbox_dn_1: 0.1555 (0.1715) loss_bbox_dn_2: 0.1454 (0.1612) loss_bbox_dn_3: 0.1388 (0.1579) loss_bbox_dn_4: 0.1386 (0.1572) loss_bbox_dn_5: 0.1385 (0.1572) loss_bbox_dn_pre: 0.2339 (0.2391) loss_bbox_enc_0: 0.2087 (0.2154) loss_bbox_pre: 0.1826 (0.1821) loss_dfl: 0.9247 (0.9586) loss_fgl_aux_0: 0.9593 (0.9905) loss_fgl_aux_1: 0.9247 (0.9610) loss_fgl_aux_2: 0.9244 (0.9587) loss_fgl_aux_3: 0.9244 (0.9586) loss_fgl_aux_4: 0.9245 (0.9586) loss_fgl_dn_0: 1.0852 (1.0845) loss_fgl_dn_1: 0.9793 (0.9813) loss_fgl_dn_2: 0.9736 (0.9723) loss_fgl_dn_3: 0.9750 (0.9730) loss_fgl_dn_4: 0.9755 (0.9735) loss_fgl_dn_5: 0.9756 (0.9735) loss_giou: 0.5789 (0.5533) loss_giou_aux_0: 0.6076 (0.5787) loss_giou_aux_1: 0.5835 (0.5590) loss_giou_aux_2: 0.5801 (0.5543) loss_giou_aux_3: 0.5792 (0.5534) loss_giou_aux_4: 0.5791 (0.5533) loss_giou_dn_0: 0.5811 (0.5558) loss_giou_dn_1: 0.4634 (0.4439) loss_giou_dn_2: 0.4441 (0.4269) loss_giou_dn_3: 0.4383 (0.4221) loss_giou_dn_4: 0.4379 (0.4210) loss_giou_dn_5: 0.4379 (0.4210) loss_giou_dn_pre: 0.5797 (0.5551) loss_giou_enc_0: 0.6839 (0.6509) loss_giou_pre: 0.6047 (0.5772) loss_ddf_aux_0: 0.0494 (0.0521) loss_ddf_aux_1: 0.0069 (0.0072) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2595 (0.2473) loss_ddf_dn_1: 0.0353 (0.0326) loss_ddf_dn_2: 0.0085 (0.0072) loss_ddf_dn_3: 0.0010 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6258 (0.6494) loss_vfl_aux_0: 0.6862 (0.7189) loss_vfl_aux_1: 0.6732 (0.6954) loss_vfl_aux_2: 0.6641 (0.6768) loss_vfl_aux_3: 0.6406 (0.6604) loss_vfl_aux_4: 0.6271 (0.6512) loss_vfl_dn_0: 0.4860 (0.4848) loss_vfl_dn_1: 0.4163 (0.4160) loss_vfl_dn_2: 0.4019 (0.3998) loss_vfl_dn_3: 0.3906 (0.3918) loss_vfl_dn_4: 0.3870 (0.3889) loss_vfl_dn_5: 0.3868 (0.3884) loss_vfl_dn_pre: 0.4869 (0.4853) loss_vfl_enc_0: 0.6910 (0.7231) loss_vfl_pre: 0.6836 (0.7212) Test: [ 0/79] eta: 0:02:42 time: 2.0566 data: 1.6102 max mem: 9121 Test: [10/79] eta: 0:00:48 time: 0.7015 data: 0.2000 max mem: 9121 Test: [20/79] eta: 0:00:46 time: 0.7255 data: 0.0633 max mem: 9121 Test: [30/79] eta: 0:00:36 time: 0.7530 data: 0.0665 max mem: 9121 Test: [40/79] eta: 0:00:27 time: 0.6112 data: 0.0625 max mem: 9121 Test: [50/79] eta: 0:00:21 time: 0.7164 data: 0.0669 max mem: 9121 Test: [60/79] eta: 0:00:13 time: 0.7172 data: 0.0693 max mem: 9121 Test: [70/79] eta: 0:00:06 time: 0.5971 data: 0.0631 max mem: 9121 Test: [78/79] eta: 0:00:00 time: 0.5635 data: 0.0622 max mem: 9121 Test: Total time: 0:00:53 (0.6782 s / it) Averaged stats: Accumulating evaluation results... DONE (t=23.64s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.537 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.713 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.581 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.351 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.580 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.719 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.394 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.663 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.728 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.558 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.773 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 best_stat: {'epoch': 49, 'coco_eval_bbox': 0.5367328066783473} Epoch: [50] [ 0/3696] eta: 2:57:20 lr: 0.000013 loss: 32.0363 (32.0363) loss_bbox: 0.1922 (0.1922) loss_bbox_aux_0: 0.2018 (0.2018) loss_bbox_aux_1: 0.1915 (0.1915) loss_bbox_aux_2: 0.1899 (0.1899) loss_bbox_aux_3: 0.1930 (0.1930) loss_bbox_aux_4: 0.1923 (0.1923) loss_bbox_dn_0: 0.2686 (0.2686) loss_bbox_dn_1: 0.1955 (0.1955) loss_bbox_dn_2: 0.1868 (0.1868) loss_bbox_dn_3: 0.1856 (0.1856) loss_bbox_dn_4: 0.1858 (0.1858) loss_bbox_dn_5: 0.1858 (0.1858) loss_bbox_dn_pre: 0.2757 (0.2757) loss_bbox_enc_0: 0.2259 (0.2259) loss_bbox_pre: 0.2032 (0.2032) loss_dfl: 0.9834 (0.9834) loss_fgl_aux_0: 1.0229 (1.0229) loss_fgl_aux_1: 0.9836 (0.9836) loss_fgl_aux_2: 0.9827 (0.9827) loss_fgl_aux_3: 0.9823 (0.9823) loss_fgl_aux_4: 0.9835 (0.9835) loss_fgl_dn_0: 1.0996 (1.0996) loss_fgl_dn_1: 0.9804 (0.9804) loss_fgl_dn_2: 0.9749 (0.9749) loss_fgl_dn_3: 0.9755 (0.9755) loss_fgl_dn_4: 0.9765 (0.9765) loss_fgl_dn_5: 0.9765 (0.9765) loss_giou: 0.5392 (0.5392) loss_giou_aux_0: 0.5807 (0.5807) loss_giou_aux_1: 0.5525 (0.5525) loss_giou_aux_2: 0.5440 (0.5440) loss_giou_aux_3: 0.5426 (0.5426) loss_giou_aux_4: 0.5394 (0.5394) loss_giou_dn_0: 0.5703 (0.5703) loss_giou_dn_1: 0.4439 (0.4439) loss_giou_dn_2: 0.4294 (0.4294) loss_giou_dn_3: 0.4250 (0.4250) loss_giou_dn_4: 0.4234 (0.4234) loss_giou_dn_5: 0.4234 (0.4234) loss_giou_dn_pre: 0.5684 (0.5684) loss_giou_enc_0: 0.6429 (0.6429) loss_giou_pre: 0.5790 (0.5790) loss_ddf_aux_0: 0.0570 (0.0570) loss_ddf_aux_1: 0.0082 (0.0082) loss_ddf_aux_2: 0.0018 (0.0018) loss_ddf_aux_3: 0.0004 (0.0004) loss_ddf_aux_4: 0.0002 (0.0002) loss_ddf_dn_0: 0.2702 (0.2702) loss_ddf_dn_1: 0.0346 (0.0346) loss_ddf_dn_2: 0.0082 (0.0082) loss_ddf_dn_3: 0.0012 (0.0012) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.6846 (0.6846) loss_vfl_aux_0: 0.7798 (0.7798) loss_vfl_aux_1: 0.7537 (0.7537) loss_vfl_aux_2: 0.7327 (0.7327) loss_vfl_aux_3: 0.6822 (0.6822) loss_vfl_aux_4: 0.6781 (0.6781) loss_vfl_dn_0: 0.5021 (0.5021) loss_vfl_dn_1: 0.4226 (0.4226) loss_vfl_dn_2: 0.4092 (0.4092) loss_vfl_dn_3: 0.3978 (0.3978) loss_vfl_dn_4: 0.3924 (0.3924) loss_vfl_dn_5: 0.3922 (0.3922) loss_vfl_dn_pre: 0.5013 (0.5013) loss_vfl_enc_0: 0.7554 (0.7554) loss_vfl_pre: 0.7709 (0.7709) time: 2.8791 data: 1.7183 max mem: 9121 Epoch: [50] [ 100/3696] eta: 1:05:13 lr: 0.000013 loss: 31.2981 (30.9835) loss_bbox: 0.1635 (0.1688) loss_bbox_aux_0: 0.1720 (0.1810) loss_bbox_aux_1: 0.1657 (0.1714) loss_bbox_aux_2: 0.1644 (0.1693) loss_bbox_aux_3: 0.1636 (0.1689) loss_bbox_aux_4: 0.1636 (0.1689) loss_bbox_dn_0: 0.2207 (0.2343) loss_bbox_dn_1: 0.1619 (0.1734) loss_bbox_dn_2: 0.1554 (0.1630) loss_bbox_dn_3: 0.1515 (0.1597) loss_bbox_dn_4: 0.1511 (0.1592) loss_bbox_dn_5: 0.1511 (0.1592) loss_bbox_dn_pre: 0.2278 (0.2411) loss_bbox_enc_0: 0.2190 (0.2144) loss_bbox_pre: 0.1722 (0.1815) loss_dfl: 0.9590 (0.9617) loss_fgl_aux_0: 0.9858 (0.9931) loss_fgl_aux_1: 0.9596 (0.9641) loss_fgl_aux_2: 0.9601 (0.9620) loss_fgl_aux_3: 0.9593 (0.9618) loss_fgl_aux_4: 0.9592 (0.9617) loss_fgl_dn_0: 1.0770 (1.0836) loss_fgl_dn_1: 0.9864 (0.9791) loss_fgl_dn_2: 0.9792 (0.9704) loss_fgl_dn_3: 0.9803 (0.9713) loss_fgl_dn_4: 0.9812 (0.9718) loss_fgl_dn_5: 0.9812 (0.9718) loss_giou: 0.5777 (0.5425) loss_giou_aux_0: 0.5979 (0.5665) loss_giou_aux_1: 0.5829 (0.5479) loss_giou_aux_2: 0.5782 (0.5433) loss_giou_aux_3: 0.5789 (0.5426) loss_giou_aux_4: 0.5785 (0.5425) loss_giou_dn_0: 0.5555 (0.5491) loss_giou_dn_1: 0.4511 (0.4385) loss_giou_dn_2: 0.4373 (0.4218) loss_giou_dn_3: 0.4350 (0.4168) loss_giou_dn_4: 0.4341 (0.4157) loss_giou_dn_5: 0.4340 (0.4157) loss_giou_dn_pre: 0.5527 (0.5489) loss_giou_enc_0: 0.6830 (0.6376) loss_giou_pre: 0.5969 (0.5653) loss_ddf_aux_0: 0.0486 (0.0495) loss_ddf_aux_1: 0.0069 (0.0069) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2413 (0.2456) loss_ddf_dn_1: 0.0340 (0.0328) loss_ddf_dn_2: 0.0081 (0.0081) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6439 (0.6503) loss_vfl_aux_0: 0.7168 (0.7224) loss_vfl_aux_1: 0.7085 (0.7002) loss_vfl_aux_2: 0.6727 (0.6836) loss_vfl_aux_3: 0.6549 (0.6618) loss_vfl_aux_4: 0.6428 (0.6520) loss_vfl_dn_0: 0.4930 (0.4857) loss_vfl_dn_1: 0.4251 (0.4150) loss_vfl_dn_2: 0.4106 (0.3999) loss_vfl_dn_3: 0.3995 (0.3910) loss_vfl_dn_4: 0.3965 (0.3884) loss_vfl_dn_5: 0.3969 (0.3877) loss_vfl_dn_pre: 0.4927 (0.4860) loss_vfl_enc_0: 0.7108 (0.7288) loss_vfl_pre: 0.7102 (0.7237) time: 0.7302 data: 0.0253 max mem: 9121 Epoch: [50] [ 200/3696] eta: 0:54:01 lr: 0.000013 loss: 31.1142 (30.8595) loss_bbox: 0.1565 (0.1676) loss_bbox_aux_0: 0.1687 (0.1798) loss_bbox_aux_1: 0.1587 (0.1702) loss_bbox_aux_2: 0.1569 (0.1682) loss_bbox_aux_3: 0.1566 (0.1677) loss_bbox_aux_4: 0.1567 (0.1676) loss_bbox_dn_0: 0.2293 (0.2307) loss_bbox_dn_1: 0.1664 (0.1693) loss_bbox_dn_2: 0.1576 (0.1589) loss_bbox_dn_3: 0.1523 (0.1559) loss_bbox_dn_4: 0.1522 (0.1553) loss_bbox_dn_5: 0.1522 (0.1553) loss_bbox_dn_pre: 0.2378 (0.2372) loss_bbox_enc_0: 0.2032 (0.2126) loss_bbox_pre: 0.1709 (0.1802) loss_dfl: 0.9506 (0.9588) loss_fgl_aux_0: 0.9838 (0.9902) loss_fgl_aux_1: 0.9532 (0.9612) loss_fgl_aux_2: 0.9517 (0.9591) loss_fgl_aux_3: 0.9513 (0.9589) loss_fgl_aux_4: 0.9511 (0.9589) loss_fgl_dn_0: 1.0794 (1.0841) loss_fgl_dn_1: 0.9810 (0.9791) loss_fgl_dn_2: 0.9679 (0.9702) loss_fgl_dn_3: 0.9691 (0.9709) loss_fgl_dn_4: 0.9695 (0.9714) loss_fgl_dn_5: 0.9695 (0.9714) loss_giou: 0.5818 (0.5440) loss_giou_aux_0: 0.6094 (0.5683) loss_giou_aux_1: 0.5897 (0.5495) loss_giou_aux_2: 0.5834 (0.5448) loss_giou_aux_3: 0.5818 (0.5440) loss_giou_aux_4: 0.5818 (0.5439) loss_giou_dn_0: 0.5555 (0.5472) loss_giou_dn_1: 0.4376 (0.4361) loss_giou_dn_2: 0.4209 (0.4192) loss_giou_dn_3: 0.4185 (0.4144) loss_giou_dn_4: 0.4181 (0.4134) loss_giou_dn_5: 0.4184 (0.4134) loss_giou_dn_pre: 0.5529 (0.5470) loss_giou_enc_0: 0.6816 (0.6407) loss_giou_pre: 0.6088 (0.5670) loss_ddf_aux_0: 0.0506 (0.0501) loss_ddf_aux_1: 0.0068 (0.0069) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2382 (0.2463) loss_ddf_dn_1: 0.0326 (0.0333) loss_ddf_dn_2: 0.0081 (0.0080) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6451 (0.6453) loss_vfl_aux_0: 0.7188 (0.7153) loss_vfl_aux_1: 0.7129 (0.6940) loss_vfl_aux_2: 0.6821 (0.6750) loss_vfl_aux_3: 0.6641 (0.6557) loss_vfl_aux_4: 0.6479 (0.6472) loss_vfl_dn_0: 0.4762 (0.4833) loss_vfl_dn_1: 0.4177 (0.4131) loss_vfl_dn_2: 0.4032 (0.3973) loss_vfl_dn_3: 0.3951 (0.3887) loss_vfl_dn_4: 0.3914 (0.3859) loss_vfl_dn_5: 0.3923 (0.3854) loss_vfl_dn_pre: 0.4763 (0.4836) loss_vfl_enc_0: 0.7250 (0.7223) loss_vfl_pre: 0.7237 (0.7168) time: 0.7744 data: 0.0338 max mem: 9121 Epoch: [50] [ 300/3696] eta: 0:50:01 lr: 0.000013 loss: 31.0419 (30.8781) loss_bbox: 0.1663 (0.1683) loss_bbox_aux_0: 0.1738 (0.1808) loss_bbox_aux_1: 0.1678 (0.1711) loss_bbox_aux_2: 0.1669 (0.1690) loss_bbox_aux_3: 0.1664 (0.1684) loss_bbox_aux_4: 0.1663 (0.1683) loss_bbox_dn_0: 0.2215 (0.2307) loss_bbox_dn_1: 0.1642 (0.1696) loss_bbox_dn_2: 0.1550 (0.1594) loss_bbox_dn_3: 0.1523 (0.1566) loss_bbox_dn_4: 0.1512 (0.1560) loss_bbox_dn_5: 0.1512 (0.1560) loss_bbox_dn_pre: 0.2328 (0.2371) loss_bbox_enc_0: 0.2067 (0.2137) loss_bbox_pre: 0.1748 (0.1811) loss_dfl: 0.9477 (0.9595) loss_fgl_aux_0: 0.9783 (0.9910) loss_fgl_aux_1: 0.9488 (0.9617) loss_fgl_aux_2: 0.9474 (0.9597) loss_fgl_aux_3: 0.9466 (0.9595) loss_fgl_aux_4: 0.9473 (0.9595) loss_fgl_dn_0: 1.0885 (1.0854) loss_fgl_dn_1: 0.9866 (0.9799) loss_fgl_dn_2: 0.9783 (0.9709) loss_fgl_dn_3: 0.9775 (0.9716) loss_fgl_dn_4: 0.9777 (0.9721) loss_fgl_dn_5: 0.9777 (0.9721) loss_giou: 0.5192 (0.5433) loss_giou_aux_0: 0.5390 (0.5686) loss_giou_aux_1: 0.5231 (0.5491) loss_giou_aux_2: 0.5213 (0.5443) loss_giou_aux_3: 0.5206 (0.5434) loss_giou_aux_4: 0.5192 (0.5433) loss_giou_dn_0: 0.5391 (0.5479) loss_giou_dn_1: 0.4189 (0.4366) loss_giou_dn_2: 0.4036 (0.4197) loss_giou_dn_3: 0.4022 (0.4150) loss_giou_dn_4: 0.4027 (0.4139) loss_giou_dn_5: 0.4028 (0.4139) loss_giou_dn_pre: 0.5378 (0.5476) loss_giou_enc_0: 0.6215 (0.6404) loss_giou_pre: 0.5368 (0.5671) loss_ddf_aux_0: 0.0506 (0.0508) loss_ddf_aux_1: 0.0073 (0.0070) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2495 (0.2480) loss_ddf_dn_1: 0.0341 (0.0335) loss_ddf_dn_2: 0.0076 (0.0080) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6252 (0.6456) loss_vfl_aux_0: 0.6941 (0.7139) loss_vfl_aux_1: 0.6564 (0.6915) loss_vfl_aux_2: 0.6605 (0.6737) loss_vfl_aux_3: 0.6434 (0.6556) loss_vfl_aux_4: 0.6333 (0.6472) loss_vfl_dn_0: 0.4813 (0.4839) loss_vfl_dn_1: 0.4184 (0.4136) loss_vfl_dn_2: 0.3980 (0.3975) loss_vfl_dn_3: 0.3945 (0.3892) loss_vfl_dn_4: 0.3921 (0.3865) loss_vfl_dn_5: 0.3911 (0.3861) loss_vfl_dn_pre: 0.4818 (0.4843) loss_vfl_enc_0: 0.6973 (0.7212) loss_vfl_pre: 0.6980 (0.7154) time: 0.9209 data: 0.0254 max mem: 9121 Epoch: [50] [ 400/3696] eta: 0:47:04 lr: 0.000013 loss: 30.9936 (30.8861) loss_bbox: 0.1529 (0.1682) loss_bbox_aux_0: 0.1616 (0.1808) loss_bbox_aux_1: 0.1549 (0.1710) loss_bbox_aux_2: 0.1529 (0.1688) loss_bbox_aux_3: 0.1530 (0.1683) loss_bbox_aux_4: 0.1529 (0.1682) loss_bbox_dn_0: 0.2173 (0.2318) loss_bbox_dn_1: 0.1569 (0.1705) loss_bbox_dn_2: 0.1502 (0.1603) loss_bbox_dn_3: 0.1485 (0.1574) loss_bbox_dn_4: 0.1468 (0.1567) loss_bbox_dn_5: 0.1467 (0.1567) loss_bbox_dn_pre: 0.2272 (0.2380) loss_bbox_enc_0: 0.1961 (0.2138) loss_bbox_pre: 0.1601 (0.1811) loss_dfl: 0.9744 (0.9600) loss_fgl_aux_0: 1.0071 (0.9919) loss_fgl_aux_1: 0.9756 (0.9623) loss_fgl_aux_2: 0.9735 (0.9602) loss_fgl_aux_3: 0.9737 (0.9601) loss_fgl_aux_4: 0.9742 (0.9600) loss_fgl_dn_0: 1.0918 (1.0860) loss_fgl_dn_1: 0.9834 (0.9799) loss_fgl_dn_2: 0.9726 (0.9708) loss_fgl_dn_3: 0.9737 (0.9716) loss_fgl_dn_4: 0.9741 (0.9721) loss_fgl_dn_5: 0.9744 (0.9721) loss_giou: 0.5189 (0.5421) loss_giou_aux_0: 0.5383 (0.5672) loss_giou_aux_1: 0.5275 (0.5478) loss_giou_aux_2: 0.5207 (0.5431) loss_giou_aux_3: 0.5200 (0.5423) loss_giou_aux_4: 0.5193 (0.5421) loss_giou_dn_0: 0.5468 (0.5484) loss_giou_dn_1: 0.4342 (0.4367) loss_giou_dn_2: 0.4154 (0.4198) loss_giou_dn_3: 0.4109 (0.4150) loss_giou_dn_4: 0.4095 (0.4139) loss_giou_dn_5: 0.4095 (0.4139) loss_giou_dn_pre: 0.5488 (0.5480) loss_giou_enc_0: 0.6135 (0.6387) loss_giou_pre: 0.5391 (0.5657) loss_ddf_aux_0: 0.0493 (0.0513) loss_ddf_aux_1: 0.0072 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2400 (0.2486) loss_ddf_dn_1: 0.0340 (0.0337) loss_ddf_dn_2: 0.0085 (0.0079) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6517 (0.6457) loss_vfl_aux_0: 0.7103 (0.7142) loss_vfl_aux_1: 0.6807 (0.6919) loss_vfl_aux_2: 0.6747 (0.6741) loss_vfl_aux_3: 0.6573 (0.6558) loss_vfl_aux_4: 0.6483 (0.6474) loss_vfl_dn_0: 0.4849 (0.4845) loss_vfl_dn_1: 0.4180 (0.4140) loss_vfl_dn_2: 0.4010 (0.3980) loss_vfl_dn_3: 0.3934 (0.3898) loss_vfl_dn_4: 0.3914 (0.3871) loss_vfl_dn_5: 0.3902 (0.3866) loss_vfl_dn_pre: 0.4849 (0.4848) loss_vfl_enc_0: 0.7313 (0.7217) loss_vfl_pre: 0.7140 (0.7155) time: 0.7292 data: 0.0270 max mem: 9121 Epoch: [50] [ 500/3696] eta: 0:44:34 lr: 0.000013 loss: 30.7229 (30.9164) loss_bbox: 0.1653 (0.1689) loss_bbox_aux_0: 0.1802 (0.1818) loss_bbox_aux_1: 0.1681 (0.1717) loss_bbox_aux_2: 0.1637 (0.1695) loss_bbox_aux_3: 0.1650 (0.1690) loss_bbox_aux_4: 0.1651 (0.1689) loss_bbox_dn_0: 0.2332 (0.2340) loss_bbox_dn_1: 0.1729 (0.1721) loss_bbox_dn_2: 0.1620 (0.1618) loss_bbox_dn_3: 0.1601 (0.1589) loss_bbox_dn_4: 0.1590 (0.1582) loss_bbox_dn_5: 0.1589 (0.1582) loss_bbox_dn_pre: 0.2439 (0.2402) loss_bbox_enc_0: 0.2154 (0.2154) loss_bbox_pre: 0.1784 (0.1820) loss_dfl: 0.9498 (0.9601) loss_fgl_aux_0: 0.9807 (0.9925) loss_fgl_aux_1: 0.9489 (0.9625) loss_fgl_aux_2: 0.9498 (0.9603) loss_fgl_aux_3: 0.9500 (0.9602) loss_fgl_aux_4: 0.9498 (0.9601) loss_fgl_dn_0: 1.0807 (1.0858) loss_fgl_dn_1: 0.9780 (0.9799) loss_fgl_dn_2: 0.9671 (0.9708) loss_fgl_dn_3: 0.9679 (0.9715) loss_fgl_dn_4: 0.9684 (0.9720) loss_fgl_dn_5: 0.9684 (0.9720) loss_giou: 0.5460 (0.5419) loss_giou_aux_0: 0.5672 (0.5673) loss_giou_aux_1: 0.5489 (0.5476) loss_giou_aux_2: 0.5461 (0.5428) loss_giou_aux_3: 0.5468 (0.5420) loss_giou_aux_4: 0.5461 (0.5419) loss_giou_dn_0: 0.5477 (0.5495) loss_giou_dn_1: 0.4388 (0.4377) loss_giou_dn_2: 0.4219 (0.4205) loss_giou_dn_3: 0.4175 (0.4158) loss_giou_dn_4: 0.4173 (0.4147) loss_giou_dn_5: 0.4176 (0.4147) loss_giou_dn_pre: 0.5459 (0.5491) loss_giou_enc_0: 0.6415 (0.6391) loss_giou_pre: 0.5680 (0.5658) loss_ddf_aux_0: 0.0522 (0.0517) loss_ddf_aux_1: 0.0070 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2451 (0.2482) loss_ddf_dn_1: 0.0322 (0.0334) loss_ddf_dn_2: 0.0067 (0.0078) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6371 (0.6461) loss_vfl_aux_0: 0.7080 (0.7145) loss_vfl_aux_1: 0.6920 (0.6929) loss_vfl_aux_2: 0.6671 (0.6746) loss_vfl_aux_3: 0.6436 (0.6566) loss_vfl_aux_4: 0.6407 (0.6479) loss_vfl_dn_0: 0.4805 (0.4845) loss_vfl_dn_1: 0.4120 (0.4144) loss_vfl_dn_2: 0.3976 (0.3983) loss_vfl_dn_3: 0.3897 (0.3902) loss_vfl_dn_4: 0.3852 (0.3875) loss_vfl_dn_5: 0.3848 (0.3870) loss_vfl_dn_pre: 0.4808 (0.4848) loss_vfl_enc_0: 0.7108 (0.7215) loss_vfl_pre: 0.7160 (0.7160) time: 0.7581 data: 0.0260 max mem: 9121 Epoch: [50] [ 600/3696] eta: 0:43:18 lr: 0.000013 loss: 31.3620 (30.9396) loss_bbox: 0.1824 (0.1688) loss_bbox_aux_0: 0.1915 (0.1818) loss_bbox_aux_1: 0.1849 (0.1717) loss_bbox_aux_2: 0.1824 (0.1695) loss_bbox_aux_3: 0.1825 (0.1689) loss_bbox_aux_4: 0.1825 (0.1689) loss_bbox_dn_0: 0.2420 (0.2346) loss_bbox_dn_1: 0.1844 (0.1725) loss_bbox_dn_2: 0.1714 (0.1622) loss_bbox_dn_3: 0.1679 (0.1592) loss_bbox_dn_4: 0.1679 (0.1585) loss_bbox_dn_5: 0.1679 (0.1585) loss_bbox_dn_pre: 0.2448 (0.2406) loss_bbox_enc_0: 0.2252 (0.2154) loss_bbox_pre: 0.1921 (0.1820) loss_dfl: 0.9680 (0.9603) loss_fgl_aux_0: 1.0025 (0.9927) loss_fgl_aux_1: 0.9701 (0.9628) loss_fgl_aux_2: 0.9687 (0.9606) loss_fgl_aux_3: 0.9682 (0.9604) loss_fgl_aux_4: 0.9681 (0.9604) loss_fgl_dn_0: 1.0862 (1.0854) loss_fgl_dn_1: 0.9771 (0.9801) loss_fgl_dn_2: 0.9702 (0.9710) loss_fgl_dn_3: 0.9714 (0.9718) loss_fgl_dn_4: 0.9704 (0.9723) loss_fgl_dn_5: 0.9704 (0.9723) loss_giou: 0.5103 (0.5428) loss_giou_aux_0: 0.5403 (0.5681) loss_giou_aux_1: 0.5134 (0.5484) loss_giou_aux_2: 0.5122 (0.5437) loss_giou_aux_3: 0.5103 (0.5429) loss_giou_aux_4: 0.5099 (0.5428) loss_giou_dn_0: 0.5685 (0.5505) loss_giou_dn_1: 0.4511 (0.4386) loss_giou_dn_2: 0.4359 (0.4215) loss_giou_dn_3: 0.4312 (0.4167) loss_giou_dn_4: 0.4299 (0.4157) loss_giou_dn_5: 0.4301 (0.4157) loss_giou_dn_pre: 0.5653 (0.5500) loss_giou_enc_0: 0.6166 (0.6398) loss_giou_pre: 0.5374 (0.5667) loss_ddf_aux_0: 0.0530 (0.0514) loss_ddf_aux_1: 0.0073 (0.0071) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2480 (0.2479) loss_ddf_dn_1: 0.0343 (0.0334) loss_ddf_dn_2: 0.0089 (0.0078) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6448 (0.6467) loss_vfl_aux_0: 0.7021 (0.7149) loss_vfl_aux_1: 0.6814 (0.6933) loss_vfl_aux_2: 0.6652 (0.6750) loss_vfl_aux_3: 0.6510 (0.6570) loss_vfl_aux_4: 0.6409 (0.6483) loss_vfl_dn_0: 0.4810 (0.4845) loss_vfl_dn_1: 0.4086 (0.4146) loss_vfl_dn_2: 0.3887 (0.3985) loss_vfl_dn_3: 0.3867 (0.3905) loss_vfl_dn_4: 0.3835 (0.3878) loss_vfl_dn_5: 0.3807 (0.3873) loss_vfl_dn_pre: 0.4803 (0.4849) loss_vfl_enc_0: 0.7280 (0.7222) loss_vfl_pre: 0.7060 (0.7168) time: 0.9602 data: 0.0310 max mem: 9121 Epoch: [50] [ 700/3696] eta: 0:41:18 lr: 0.000013 loss: 30.6074 (30.9498) loss_bbox: 0.1671 (0.1686) loss_bbox_aux_0: 0.1818 (0.1814) loss_bbox_aux_1: 0.1723 (0.1715) loss_bbox_aux_2: 0.1687 (0.1692) loss_bbox_aux_3: 0.1674 (0.1687) loss_bbox_aux_4: 0.1672 (0.1686) loss_bbox_dn_0: 0.2358 (0.2343) loss_bbox_dn_1: 0.1671 (0.1721) loss_bbox_dn_2: 0.1593 (0.1619) loss_bbox_dn_3: 0.1567 (0.1588) loss_bbox_dn_4: 0.1571 (0.1581) loss_bbox_dn_5: 0.1571 (0.1581) loss_bbox_dn_pre: 0.2405 (0.2402) loss_bbox_enc_0: 0.2156 (0.2149) loss_bbox_pre: 0.1810 (0.1816) loss_dfl: 0.9596 (0.9599) loss_fgl_aux_0: 0.9932 (0.9923) loss_fgl_aux_1: 0.9625 (0.9624) loss_fgl_aux_2: 0.9589 (0.9601) loss_fgl_aux_3: 0.9595 (0.9599) loss_fgl_aux_4: 0.9593 (0.9599) loss_fgl_dn_0: 1.0825 (1.0852) loss_fgl_dn_1: 0.9707 (0.9801) loss_fgl_dn_2: 0.9591 (0.9710) loss_fgl_dn_3: 0.9609 (0.9717) loss_fgl_dn_4: 0.9611 (0.9722) loss_fgl_dn_5: 0.9611 (0.9722) loss_giou: 0.4854 (0.5443) loss_giou_aux_0: 0.5171 (0.5695) loss_giou_aux_1: 0.4947 (0.5499) loss_giou_aux_2: 0.4879 (0.5452) loss_giou_aux_3: 0.4860 (0.5444) loss_giou_aux_4: 0.4855 (0.5443) loss_giou_dn_0: 0.5283 (0.5513) loss_giou_dn_1: 0.4051 (0.4390) loss_giou_dn_2: 0.3905 (0.4221) loss_giou_dn_3: 0.3848 (0.4173) loss_giou_dn_4: 0.3817 (0.4162) loss_giou_dn_5: 0.3818 (0.4162) loss_giou_dn_pre: 0.5289 (0.5507) loss_giou_enc_0: 0.5910 (0.6412) loss_giou_pre: 0.5133 (0.5680) loss_ddf_aux_0: 0.0559 (0.0514) loss_ddf_aux_1: 0.0072 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2647 (0.2481) loss_ddf_dn_1: 0.0350 (0.0334) loss_ddf_dn_2: 0.0084 (0.0078) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6450 (0.6469) loss_vfl_aux_0: 0.7237 (0.7145) loss_vfl_aux_1: 0.6963 (0.6940) loss_vfl_aux_2: 0.6853 (0.6751) loss_vfl_aux_3: 0.6626 (0.6572) loss_vfl_aux_4: 0.6467 (0.6487) loss_vfl_dn_0: 0.4853 (0.4846) loss_vfl_dn_1: 0.4124 (0.4148) loss_vfl_dn_2: 0.3997 (0.3986) loss_vfl_dn_3: 0.3887 (0.3906) loss_vfl_dn_4: 0.3842 (0.3879) loss_vfl_dn_5: 0.3834 (0.3874) loss_vfl_dn_pre: 0.4853 (0.4850) loss_vfl_enc_0: 0.7316 (0.7227) loss_vfl_pre: 0.7230 (0.7166) time: 0.7917 data: 0.0280 max mem: 9121 Epoch: [50] [ 800/3696] eta: 0:39:24 lr: 0.000013 loss: 30.8821 (30.9455) loss_bbox: 0.1539 (0.1681) loss_bbox_aux_0: 0.1668 (0.1809) loss_bbox_aux_1: 0.1565 (0.1710) loss_bbox_aux_2: 0.1554 (0.1688) loss_bbox_aux_3: 0.1543 (0.1682) loss_bbox_aux_4: 0.1539 (0.1682) loss_bbox_dn_0: 0.2167 (0.2344) loss_bbox_dn_1: 0.1642 (0.1722) loss_bbox_dn_2: 0.1536 (0.1619) loss_bbox_dn_3: 0.1485 (0.1588) loss_bbox_dn_4: 0.1479 (0.1581) loss_bbox_dn_5: 0.1478 (0.1581) loss_bbox_dn_pre: 0.2264 (0.2403) loss_bbox_enc_0: 0.1960 (0.2144) loss_bbox_pre: 0.1665 (0.1811) loss_dfl: 0.9577 (0.9601) loss_fgl_aux_0: 0.9995 (0.9924) loss_fgl_aux_1: 0.9633 (0.9626) loss_fgl_aux_2: 0.9576 (0.9603) loss_fgl_aux_3: 0.9578 (0.9601) loss_fgl_aux_4: 0.9577 (0.9601) loss_fgl_dn_0: 1.0838 (1.0850) loss_fgl_dn_1: 0.9841 (0.9800) loss_fgl_dn_2: 0.9747 (0.9708) loss_fgl_dn_3: 0.9764 (0.9716) loss_fgl_dn_4: 0.9768 (0.9720) loss_fgl_dn_5: 0.9768 (0.9721) loss_giou: 0.5373 (0.5432) loss_giou_aux_0: 0.5594 (0.5685) loss_giou_aux_1: 0.5460 (0.5489) loss_giou_aux_2: 0.5383 (0.5442) loss_giou_aux_3: 0.5368 (0.5434) loss_giou_aux_4: 0.5375 (0.5432) loss_giou_dn_0: 0.5519 (0.5509) loss_giou_dn_1: 0.4464 (0.4387) loss_giou_dn_2: 0.4265 (0.4217) loss_giou_dn_3: 0.4198 (0.4169) loss_giou_dn_4: 0.4190 (0.4159) loss_giou_dn_5: 0.4190 (0.4159) loss_giou_dn_pre: 0.5486 (0.5504) loss_giou_enc_0: 0.6360 (0.6406) loss_giou_pre: 0.5590 (0.5670) loss_ddf_aux_0: 0.0513 (0.0518) loss_ddf_aux_1: 0.0072 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2348 (0.2481) loss_ddf_dn_1: 0.0308 (0.0334) loss_ddf_dn_2: 0.0062 (0.0078) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6312 (0.6482) loss_vfl_aux_0: 0.6791 (0.7149) loss_vfl_aux_1: 0.6789 (0.6947) loss_vfl_aux_2: 0.6636 (0.6763) loss_vfl_aux_3: 0.6487 (0.6589) loss_vfl_aux_4: 0.6379 (0.6501) loss_vfl_dn_0: 0.4871 (0.4847) loss_vfl_dn_1: 0.4156 (0.4149) loss_vfl_dn_2: 0.4012 (0.3987) loss_vfl_dn_3: 0.3929 (0.3907) loss_vfl_dn_4: 0.3898 (0.3880) loss_vfl_dn_5: 0.3885 (0.3874) loss_vfl_dn_pre: 0.4877 (0.4851) loss_vfl_enc_0: 0.6980 (0.7237) loss_vfl_pre: 0.6874 (0.7169) time: 0.7496 data: 0.0268 max mem: 9121 Epoch: [50] [ 900/3696] eta: 0:37:44 lr: 0.000013 loss: 30.9874 (30.9631) loss_bbox: 0.1590 (0.1682) loss_bbox_aux_0: 0.1697 (0.1808) loss_bbox_aux_1: 0.1620 (0.1710) loss_bbox_aux_2: 0.1601 (0.1688) loss_bbox_aux_3: 0.1593 (0.1683) loss_bbox_aux_4: 0.1590 (0.1682) loss_bbox_dn_0: 0.2137 (0.2342) loss_bbox_dn_1: 0.1556 (0.1721) loss_bbox_dn_2: 0.1499 (0.1619) loss_bbox_dn_3: 0.1472 (0.1587) loss_bbox_dn_4: 0.1471 (0.1580) loss_bbox_dn_5: 0.1471 (0.1580) loss_bbox_dn_pre: 0.2219 (0.2401) loss_bbox_enc_0: 0.2006 (0.2141) loss_bbox_pre: 0.1720 (0.1811) loss_dfl: 0.9749 (0.9599) loss_fgl_aux_0: 1.0097 (0.9921) loss_fgl_aux_1: 0.9804 (0.9624) loss_fgl_aux_2: 0.9755 (0.9601) loss_fgl_aux_3: 0.9755 (0.9600) loss_fgl_aux_4: 0.9754 (0.9599) loss_fgl_dn_0: 1.0818 (1.0850) loss_fgl_dn_1: 0.9929 (0.9802) loss_fgl_dn_2: 0.9853 (0.9710) loss_fgl_dn_3: 0.9881 (0.9717) loss_fgl_dn_4: 0.9895 (0.9722) loss_fgl_dn_5: 0.9896 (0.9722) loss_giou: 0.5320 (0.5450) loss_giou_aux_0: 0.5523 (0.5701) loss_giou_aux_1: 0.5360 (0.5505) loss_giou_aux_2: 0.5326 (0.5459) loss_giou_aux_3: 0.5318 (0.5451) loss_giou_aux_4: 0.5323 (0.5450) loss_giou_dn_0: 0.5589 (0.5517) loss_giou_dn_1: 0.4365 (0.4394) loss_giou_dn_2: 0.4186 (0.4224) loss_giou_dn_3: 0.4128 (0.4176) loss_giou_dn_4: 0.4103 (0.4165) loss_giou_dn_5: 0.4103 (0.4165) loss_giou_dn_pre: 0.5578 (0.5512) loss_giou_enc_0: 0.6295 (0.6422) loss_giou_pre: 0.5497 (0.5686) loss_ddf_aux_0: 0.0503 (0.0516) loss_ddf_aux_1: 0.0074 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2528 (0.2483) loss_ddf_dn_1: 0.0348 (0.0334) loss_ddf_dn_2: 0.0078 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6383 (0.6484) loss_vfl_aux_0: 0.6737 (0.7148) loss_vfl_aux_1: 0.6678 (0.6950) loss_vfl_aux_2: 0.6510 (0.6766) loss_vfl_aux_3: 0.6517 (0.6590) loss_vfl_aux_4: 0.6412 (0.6503) loss_vfl_dn_0: 0.4843 (0.4846) loss_vfl_dn_1: 0.4193 (0.4150) loss_vfl_dn_2: 0.4010 (0.3988) loss_vfl_dn_3: 0.3938 (0.3908) loss_vfl_dn_4: 0.3878 (0.3881) loss_vfl_dn_5: 0.3876 (0.3875) loss_vfl_dn_pre: 0.4843 (0.4851) loss_vfl_enc_0: 0.6975 (0.7234) loss_vfl_pre: 0.6777 (0.7169) time: 0.7276 data: 0.0332 max mem: 9121 Epoch: [50] [1000/3696] eta: 0:36:07 lr: 0.000013 loss: 31.2804 (30.9890) loss_bbox: 0.1675 (0.1682) loss_bbox_aux_0: 0.1804 (0.1807) loss_bbox_aux_1: 0.1728 (0.1711) loss_bbox_aux_2: 0.1676 (0.1689) loss_bbox_aux_3: 0.1676 (0.1683) loss_bbox_aux_4: 0.1675 (0.1683) loss_bbox_dn_0: 0.2431 (0.2335) loss_bbox_dn_1: 0.1871 (0.1718) loss_bbox_dn_2: 0.1776 (0.1615) loss_bbox_dn_3: 0.1735 (0.1584) loss_bbox_dn_4: 0.1709 (0.1578) loss_bbox_dn_5: 0.1709 (0.1578) loss_bbox_dn_pre: 0.2547 (0.2393) loss_bbox_enc_0: 0.2085 (0.2138) loss_bbox_pre: 0.1802 (0.1810) loss_dfl: 0.9583 (0.9603) loss_fgl_aux_0: 0.9964 (0.9922) loss_fgl_aux_1: 0.9606 (0.9627) loss_fgl_aux_2: 0.9556 (0.9604) loss_fgl_aux_3: 0.9578 (0.9603) loss_fgl_aux_4: 0.9584 (0.9603) loss_fgl_dn_0: 1.0787 (1.0850) loss_fgl_dn_1: 0.9816 (0.9807) loss_fgl_dn_2: 0.9714 (0.9715) loss_fgl_dn_3: 0.9709 (0.9722) loss_fgl_dn_4: 0.9713 (0.9727) loss_fgl_dn_5: 0.9713 (0.9727) loss_giou: 0.5461 (0.5472) loss_giou_aux_0: 0.5774 (0.5724) loss_giou_aux_1: 0.5529 (0.5529) loss_giou_aux_2: 0.5468 (0.5482) loss_giou_aux_3: 0.5460 (0.5474) loss_giou_aux_4: 0.5461 (0.5472) loss_giou_dn_0: 0.5799 (0.5534) loss_giou_dn_1: 0.4712 (0.4410) loss_giou_dn_2: 0.4466 (0.4240) loss_giou_dn_3: 0.4449 (0.4193) loss_giou_dn_4: 0.4439 (0.4182) loss_giou_dn_5: 0.4439 (0.4182) loss_giou_dn_pre: 0.5804 (0.5528) loss_giou_enc_0: 0.6598 (0.6446) loss_giou_pre: 0.5755 (0.5709) loss_ddf_aux_0: 0.0468 (0.0514) loss_ddf_aux_1: 0.0071 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2507 (0.2481) loss_ddf_dn_1: 0.0327 (0.0334) loss_ddf_dn_2: 0.0065 (0.0077) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6378 (0.6480) loss_vfl_aux_0: 0.6943 (0.7138) loss_vfl_aux_1: 0.6865 (0.6942) loss_vfl_aux_2: 0.6758 (0.6762) loss_vfl_aux_3: 0.6624 (0.6587) loss_vfl_aux_4: 0.6403 (0.6499) loss_vfl_dn_0: 0.4828 (0.4844) loss_vfl_dn_1: 0.4190 (0.4151) loss_vfl_dn_2: 0.4015 (0.3990) loss_vfl_dn_3: 0.3899 (0.3910) loss_vfl_dn_4: 0.3879 (0.3882) loss_vfl_dn_5: 0.3871 (0.3876) loss_vfl_dn_pre: 0.4828 (0.4849) loss_vfl_enc_0: 0.7178 (0.7223) loss_vfl_pre: 0.6960 (0.7160) time: 0.7414 data: 0.0266 max mem: 9121 Epoch: [50] [1100/3696] eta: 0:34:37 lr: 0.000013 loss: 30.8845 (30.9850) loss_bbox: 0.1567 (0.1683) loss_bbox_aux_0: 0.1738 (0.1808) loss_bbox_aux_1: 0.1614 (0.1711) loss_bbox_aux_2: 0.1591 (0.1689) loss_bbox_aux_3: 0.1569 (0.1683) loss_bbox_aux_4: 0.1567 (0.1683) loss_bbox_dn_0: 0.2121 (0.2336) loss_bbox_dn_1: 0.1608 (0.1718) loss_bbox_dn_2: 0.1543 (0.1615) loss_bbox_dn_3: 0.1524 (0.1584) loss_bbox_dn_4: 0.1519 (0.1578) loss_bbox_dn_5: 0.1519 (0.1578) loss_bbox_dn_pre: 0.2231 (0.2394) loss_bbox_enc_0: 0.2112 (0.2140) loss_bbox_pre: 0.1761 (0.1810) loss_dfl: 0.9540 (0.9603) loss_fgl_aux_0: 0.9920 (0.9925) loss_fgl_aux_1: 0.9573 (0.9627) loss_fgl_aux_2: 0.9550 (0.9605) loss_fgl_aux_3: 0.9545 (0.9603) loss_fgl_aux_4: 0.9542 (0.9603) loss_fgl_dn_0: 1.0827 (1.0852) loss_fgl_dn_1: 0.9902 (0.9807) loss_fgl_dn_2: 0.9833 (0.9716) loss_fgl_dn_3: 0.9833 (0.9723) loss_fgl_dn_4: 0.9835 (0.9728) loss_fgl_dn_5: 0.9835 (0.9728) loss_giou: 0.5692 (0.5467) loss_giou_aux_0: 0.5862 (0.5718) loss_giou_aux_1: 0.5719 (0.5523) loss_giou_aux_2: 0.5695 (0.5477) loss_giou_aux_3: 0.5698 (0.5469) loss_giou_aux_4: 0.5690 (0.5467) loss_giou_dn_0: 0.5537 (0.5530) loss_giou_dn_1: 0.4381 (0.4408) loss_giou_dn_2: 0.4214 (0.4238) loss_giou_dn_3: 0.4141 (0.4191) loss_giou_dn_4: 0.4136 (0.4180) loss_giou_dn_5: 0.4135 (0.4180) loss_giou_dn_pre: 0.5537 (0.5524) loss_giou_enc_0: 0.6590 (0.6442) loss_giou_pre: 0.5845 (0.5703) loss_ddf_aux_0: 0.0511 (0.0515) loss_ddf_aux_1: 0.0068 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2383 (0.2486) loss_ddf_dn_1: 0.0306 (0.0334) loss_ddf_dn_2: 0.0074 (0.0077) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6501 (0.6476) loss_vfl_aux_0: 0.6992 (0.7134) loss_vfl_aux_1: 0.6882 (0.6941) loss_vfl_aux_2: 0.6758 (0.6760) loss_vfl_aux_3: 0.6573 (0.6585) loss_vfl_aux_4: 0.6497 (0.6496) loss_vfl_dn_0: 0.4841 (0.4847) loss_vfl_dn_1: 0.4185 (0.4153) loss_vfl_dn_2: 0.4045 (0.3992) loss_vfl_dn_3: 0.3956 (0.3911) loss_vfl_dn_4: 0.3925 (0.3883) loss_vfl_dn_5: 0.3910 (0.3878) loss_vfl_dn_pre: 0.4852 (0.4852) loss_vfl_enc_0: 0.7115 (0.7227) loss_vfl_pre: 0.7015 (0.7156) time: 0.7502 data: 0.0321 max mem: 9121 Epoch: [50] [1200/3696] eta: 0:34:42 lr: 0.000013 loss: 30.7127 (30.9707) loss_bbox: 0.1638 (0.1685) loss_bbox_aux_0: 0.1820 (0.1811) loss_bbox_aux_1: 0.1661 (0.1713) loss_bbox_aux_2: 0.1636 (0.1691) loss_bbox_aux_3: 0.1636 (0.1686) loss_bbox_aux_4: 0.1637 (0.1686) loss_bbox_dn_0: 0.2277 (0.2336) loss_bbox_dn_1: 0.1721 (0.1718) loss_bbox_dn_2: 0.1595 (0.1615) loss_bbox_dn_3: 0.1554 (0.1584) loss_bbox_dn_4: 0.1549 (0.1578) loss_bbox_dn_5: 0.1548 (0.1577) loss_bbox_dn_pre: 0.2328 (0.2395) loss_bbox_enc_0: 0.2193 (0.2145) loss_bbox_pre: 0.1801 (0.1814) loss_dfl: 0.9658 (0.9603) loss_fgl_aux_0: 0.9976 (0.9925) loss_fgl_aux_1: 0.9656 (0.9627) loss_fgl_aux_2: 0.9644 (0.9604) loss_fgl_aux_3: 0.9653 (0.9603) loss_fgl_aux_4: 0.9658 (0.9603) loss_fgl_dn_0: 1.0834 (1.0855) loss_fgl_dn_1: 0.9732 (0.9807) loss_fgl_dn_2: 0.9657 (0.9715) loss_fgl_dn_3: 0.9653 (0.9722) loss_fgl_dn_4: 0.9659 (0.9727) loss_fgl_dn_5: 0.9659 (0.9727) loss_giou: 0.4753 (0.5461) loss_giou_aux_0: 0.5076 (0.5712) loss_giou_aux_1: 0.4859 (0.5517) loss_giou_aux_2: 0.4800 (0.5472) loss_giou_aux_3: 0.4755 (0.5463) loss_giou_aux_4: 0.4757 (0.5461) loss_giou_dn_0: 0.5438 (0.5522) loss_giou_dn_1: 0.4257 (0.4401) loss_giou_dn_2: 0.4066 (0.4231) loss_giou_dn_3: 0.4005 (0.4184) loss_giou_dn_4: 0.3998 (0.4173) loss_giou_dn_5: 0.3998 (0.4173) loss_giou_dn_pre: 0.5442 (0.5516) loss_giou_enc_0: 0.6017 (0.6437) loss_giou_pre: 0.5084 (0.5698) loss_ddf_aux_0: 0.0502 (0.0515) loss_ddf_aux_1: 0.0069 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2538 (0.2491) loss_ddf_dn_1: 0.0314 (0.0333) loss_ddf_dn_2: 0.0061 (0.0076) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6353 (0.6466) loss_vfl_aux_0: 0.7158 (0.7127) loss_vfl_aux_1: 0.6750 (0.6930) loss_vfl_aux_2: 0.6727 (0.6753) loss_vfl_aux_3: 0.6472 (0.6577) loss_vfl_aux_4: 0.6362 (0.6486) loss_vfl_dn_0: 0.4871 (0.4846) loss_vfl_dn_1: 0.4106 (0.4151) loss_vfl_dn_2: 0.3932 (0.3991) loss_vfl_dn_3: 0.3857 (0.3910) loss_vfl_dn_4: 0.3818 (0.3882) loss_vfl_dn_5: 0.3818 (0.3877) loss_vfl_dn_pre: 0.4879 (0.4851) loss_vfl_enc_0: 0.7000 (0.7221) loss_vfl_pre: 0.7189 (0.7149) time: 0.7508 data: 0.0282 max mem: 9121 Epoch: [50] [1300/3696] eta: 0:33:03 lr: 0.000013 loss: 31.2512 (30.9582) loss_bbox: 0.1676 (0.1684) loss_bbox_aux_0: 0.1810 (0.1810) loss_bbox_aux_1: 0.1728 (0.1712) loss_bbox_aux_2: 0.1696 (0.1690) loss_bbox_aux_3: 0.1676 (0.1685) loss_bbox_aux_4: 0.1676 (0.1684) loss_bbox_dn_0: 0.2224 (0.2335) loss_bbox_dn_1: 0.1580 (0.1717) loss_bbox_dn_2: 0.1522 (0.1613) loss_bbox_dn_3: 0.1437 (0.1583) loss_bbox_dn_4: 0.1431 (0.1576) loss_bbox_dn_5: 0.1431 (0.1576) loss_bbox_dn_pre: 0.2308 (0.2395) loss_bbox_enc_0: 0.2069 (0.2144) loss_bbox_pre: 0.1807 (0.1813) loss_dfl: 0.9572 (0.9601) loss_fgl_aux_0: 0.9837 (0.9924) loss_fgl_aux_1: 0.9582 (0.9626) loss_fgl_aux_2: 0.9570 (0.9603) loss_fgl_aux_3: 0.9573 (0.9602) loss_fgl_aux_4: 0.9572 (0.9601) loss_fgl_dn_0: 1.0850 (1.0852) loss_fgl_dn_1: 0.9754 (0.9804) loss_fgl_dn_2: 0.9644 (0.9712) loss_fgl_dn_3: 0.9669 (0.9719) loss_fgl_dn_4: 0.9679 (0.9724) loss_fgl_dn_5: 0.9679 (0.9724) loss_giou: 0.5523 (0.5458) loss_giou_aux_0: 0.5768 (0.5709) loss_giou_aux_1: 0.5631 (0.5514) loss_giou_aux_2: 0.5547 (0.5468) loss_giou_aux_3: 0.5532 (0.5459) loss_giou_aux_4: 0.5526 (0.5458) loss_giou_dn_0: 0.5758 (0.5521) loss_giou_dn_1: 0.4561 (0.4399) loss_giou_dn_2: 0.4379 (0.4229) loss_giou_dn_3: 0.4325 (0.4181) loss_giou_dn_4: 0.4307 (0.4171) loss_giou_dn_5: 0.4308 (0.4171) loss_giou_dn_pre: 0.5758 (0.5516) loss_giou_enc_0: 0.6339 (0.6434) loss_giou_pre: 0.5756 (0.5695) loss_ddf_aux_0: 0.0478 (0.0515) loss_ddf_aux_1: 0.0070 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2460 (0.2495) loss_ddf_dn_1: 0.0347 (0.0333) loss_ddf_dn_2: 0.0073 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6359 (0.6457) loss_vfl_aux_0: 0.7018 (0.7124) loss_vfl_aux_1: 0.6722 (0.6922) loss_vfl_aux_2: 0.6642 (0.6749) loss_vfl_aux_3: 0.6422 (0.6571) loss_vfl_aux_4: 0.6326 (0.6478) loss_vfl_dn_0: 0.4783 (0.4845) loss_vfl_dn_1: 0.4078 (0.4150) loss_vfl_dn_2: 0.3939 (0.3989) loss_vfl_dn_3: 0.3839 (0.3909) loss_vfl_dn_4: 0.3801 (0.3881) loss_vfl_dn_5: 0.3808 (0.3876) loss_vfl_dn_pre: 0.4793 (0.4850) loss_vfl_enc_0: 0.7056 (0.7219) loss_vfl_pre: 0.7039 (0.7146) time: 0.7177 data: 0.0250 max mem: 9121 Epoch: [50] [1400/3696] eta: 0:31:29 lr: 0.000013 loss: 31.2139 (30.9714) loss_bbox: 0.1585 (0.1685) loss_bbox_aux_0: 0.1704 (0.1811) loss_bbox_aux_1: 0.1611 (0.1713) loss_bbox_aux_2: 0.1588 (0.1691) loss_bbox_aux_3: 0.1585 (0.1686) loss_bbox_aux_4: 0.1586 (0.1686) loss_bbox_dn_0: 0.2036 (0.2334) loss_bbox_dn_1: 0.1536 (0.1716) loss_bbox_dn_2: 0.1462 (0.1613) loss_bbox_dn_3: 0.1428 (0.1583) loss_bbox_dn_4: 0.1422 (0.1576) loss_bbox_dn_5: 0.1422 (0.1576) loss_bbox_dn_pre: 0.2065 (0.2393) loss_bbox_enc_0: 0.1969 (0.2145) loss_bbox_pre: 0.1716 (0.1814) loss_dfl: 0.9542 (0.9601) loss_fgl_aux_0: 0.9933 (0.9923) loss_fgl_aux_1: 0.9573 (0.9626) loss_fgl_aux_2: 0.9542 (0.9603) loss_fgl_aux_3: 0.9541 (0.9601) loss_fgl_aux_4: 0.9541 (0.9601) loss_fgl_dn_0: 1.0771 (1.0851) loss_fgl_dn_1: 0.9838 (0.9805) loss_fgl_dn_2: 0.9790 (0.9714) loss_fgl_dn_3: 0.9801 (0.9721) loss_fgl_dn_4: 0.9809 (0.9726) loss_fgl_dn_5: 0.9809 (0.9726) loss_giou: 0.5659 (0.5467) loss_giou_aux_0: 0.5968 (0.5717) loss_giou_aux_1: 0.5753 (0.5522) loss_giou_aux_2: 0.5660 (0.5477) loss_giou_aux_3: 0.5648 (0.5468) loss_giou_aux_4: 0.5661 (0.5467) loss_giou_dn_0: 0.5561 (0.5524) loss_giou_dn_1: 0.4441 (0.4403) loss_giou_dn_2: 0.4310 (0.4233) loss_giou_dn_3: 0.4287 (0.4185) loss_giou_dn_4: 0.4281 (0.4175) loss_giou_dn_5: 0.4281 (0.4175) loss_giou_dn_pre: 0.5539 (0.5518) loss_giou_enc_0: 0.6814 (0.6443) loss_giou_pre: 0.5946 (0.5703) loss_ddf_aux_0: 0.0507 (0.0514) loss_ddf_aux_1: 0.0070 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2312 (0.2493) loss_ddf_dn_1: 0.0314 (0.0334) loss_ddf_dn_2: 0.0079 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6531 (0.6461) loss_vfl_aux_0: 0.7219 (0.7126) loss_vfl_aux_1: 0.7083 (0.6928) loss_vfl_aux_2: 0.6973 (0.6754) loss_vfl_aux_3: 0.6756 (0.6575) loss_vfl_aux_4: 0.6606 (0.6482) loss_vfl_dn_0: 0.4860 (0.4846) loss_vfl_dn_1: 0.4185 (0.4151) loss_vfl_dn_2: 0.4054 (0.3991) loss_vfl_dn_3: 0.3972 (0.3911) loss_vfl_dn_4: 0.3954 (0.3882) loss_vfl_dn_5: 0.3958 (0.3878) loss_vfl_dn_pre: 0.4865 (0.4851) loss_vfl_enc_0: 0.7159 (0.7216) loss_vfl_pre: 0.7255 (0.7148) time: 0.7513 data: 0.0310 max mem: 9121 Epoch: [50] [1500/3696] eta: 0:30:06 lr: 0.000013 loss: 31.2739 (30.9813) loss_bbox: 0.1716 (0.1689) loss_bbox_aux_0: 0.1817 (0.1814) loss_bbox_aux_1: 0.1739 (0.1716) loss_bbox_aux_2: 0.1724 (0.1695) loss_bbox_aux_3: 0.1714 (0.1690) loss_bbox_aux_4: 0.1716 (0.1689) loss_bbox_dn_0: 0.2378 (0.2335) loss_bbox_dn_1: 0.1720 (0.1716) loss_bbox_dn_2: 0.1642 (0.1613) loss_bbox_dn_3: 0.1602 (0.1583) loss_bbox_dn_4: 0.1599 (0.1576) loss_bbox_dn_5: 0.1599 (0.1576) loss_bbox_dn_pre: 0.2450 (0.2394) loss_bbox_enc_0: 0.2158 (0.2148) loss_bbox_pre: 0.1823 (0.1816) loss_dfl: 0.9542 (0.9600) loss_fgl_aux_0: 0.9890 (0.9921) loss_fgl_aux_1: 0.9607 (0.9625) loss_fgl_aux_2: 0.9552 (0.9602) loss_fgl_aux_3: 0.9545 (0.9600) loss_fgl_aux_4: 0.9546 (0.9600) loss_fgl_dn_0: 1.0784 (1.0851) loss_fgl_dn_1: 0.9787 (0.9806) loss_fgl_dn_2: 0.9705 (0.9715) loss_fgl_dn_3: 0.9716 (0.9722) loss_fgl_dn_4: 0.9717 (0.9727) loss_fgl_dn_5: 0.9717 (0.9727) loss_giou: 0.5621 (0.5473) loss_giou_aux_0: 0.5882 (0.5723) loss_giou_aux_1: 0.5674 (0.5528) loss_giou_aux_2: 0.5638 (0.5482) loss_giou_aux_3: 0.5625 (0.5474) loss_giou_aux_4: 0.5624 (0.5472) loss_giou_dn_0: 0.5777 (0.5528) loss_giou_dn_1: 0.4642 (0.4406) loss_giou_dn_2: 0.4507 (0.4236) loss_giou_dn_3: 0.4345 (0.4189) loss_giou_dn_4: 0.4334 (0.4178) loss_giou_dn_5: 0.4333 (0.4178) loss_giou_dn_pre: 0.5735 (0.5523) loss_giou_enc_0: 0.6578 (0.6448) loss_giou_pre: 0.5844 (0.5708) loss_ddf_aux_0: 0.0479 (0.0513) loss_ddf_aux_1: 0.0068 (0.0071) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2381 (0.2491) loss_ddf_dn_1: 0.0330 (0.0334) loss_ddf_dn_2: 0.0074 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6376 (0.6459) loss_vfl_aux_0: 0.7183 (0.7128) loss_vfl_aux_1: 0.6919 (0.6928) loss_vfl_aux_2: 0.6663 (0.6752) loss_vfl_aux_3: 0.6534 (0.6575) loss_vfl_aux_4: 0.6436 (0.6481) loss_vfl_dn_0: 0.4879 (0.4846) loss_vfl_dn_1: 0.4164 (0.4153) loss_vfl_dn_2: 0.4009 (0.3992) loss_vfl_dn_3: 0.3948 (0.3912) loss_vfl_dn_4: 0.3914 (0.3884) loss_vfl_dn_5: 0.3910 (0.3879) loss_vfl_dn_pre: 0.4878 (0.4851) loss_vfl_enc_0: 0.7349 (0.7216) loss_vfl_pre: 0.7234 (0.7151) time: 0.8064 data: 0.0251 max mem: 9121 Epoch: [50] [1600/3696] eta: 0:28:38 lr: 0.000013 loss: 30.8219 (30.9820) loss_bbox: 0.1686 (0.1687) loss_bbox_aux_0: 0.1800 (0.1812) loss_bbox_aux_1: 0.1726 (0.1715) loss_bbox_aux_2: 0.1693 (0.1693) loss_bbox_aux_3: 0.1681 (0.1688) loss_bbox_aux_4: 0.1684 (0.1687) loss_bbox_dn_0: 0.2234 (0.2332) loss_bbox_dn_1: 0.1673 (0.1713) loss_bbox_dn_2: 0.1528 (0.1610) loss_bbox_dn_3: 0.1513 (0.1580) loss_bbox_dn_4: 0.1502 (0.1573) loss_bbox_dn_5: 0.1503 (0.1573) loss_bbox_dn_pre: 0.2245 (0.2390) loss_bbox_enc_0: 0.2223 (0.2145) loss_bbox_pre: 0.1783 (0.1815) loss_dfl: 0.9517 (0.9597) loss_fgl_aux_0: 0.9808 (0.9917) loss_fgl_aux_1: 0.9534 (0.9622) loss_fgl_aux_2: 0.9526 (0.9599) loss_fgl_aux_3: 0.9514 (0.9598) loss_fgl_aux_4: 0.9517 (0.9598) loss_fgl_dn_0: 1.0881 (1.0852) loss_fgl_dn_1: 0.9785 (0.9807) loss_fgl_dn_2: 0.9677 (0.9716) loss_fgl_dn_3: 0.9709 (0.9723) loss_fgl_dn_4: 0.9719 (0.9728) loss_fgl_dn_5: 0.9718 (0.9728) loss_giou: 0.5542 (0.5487) loss_giou_aux_0: 0.5770 (0.5737) loss_giou_aux_1: 0.5619 (0.5542) loss_giou_aux_2: 0.5548 (0.5497) loss_giou_aux_3: 0.5540 (0.5489) loss_giou_aux_4: 0.5541 (0.5487) loss_giou_dn_0: 0.5547 (0.5533) loss_giou_dn_1: 0.4468 (0.4411) loss_giou_dn_2: 0.4289 (0.4241) loss_giou_dn_3: 0.4219 (0.4194) loss_giou_dn_4: 0.4212 (0.4183) loss_giou_dn_5: 0.4212 (0.4183) loss_giou_dn_pre: 0.5519 (0.5527) loss_giou_enc_0: 0.6591 (0.6462) loss_giou_pre: 0.5752 (0.5722) loss_ddf_aux_0: 0.0455 (0.0512) loss_ddf_aux_1: 0.0064 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2322 (0.2491) loss_ddf_dn_1: 0.0313 (0.0333) loss_ddf_dn_2: 0.0069 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5987 (0.6451) loss_vfl_aux_0: 0.6751 (0.7115) loss_vfl_aux_1: 0.6442 (0.6918) loss_vfl_aux_2: 0.6302 (0.6739) loss_vfl_aux_3: 0.6094 (0.6564) loss_vfl_aux_4: 0.6021 (0.6471) loss_vfl_dn_0: 0.4831 (0.4845) loss_vfl_dn_1: 0.4095 (0.4151) loss_vfl_dn_2: 0.3935 (0.3991) loss_vfl_dn_3: 0.3847 (0.3911) loss_vfl_dn_4: 0.3839 (0.3883) loss_vfl_dn_5: 0.3826 (0.3878) loss_vfl_dn_pre: 0.4834 (0.4850) loss_vfl_enc_0: 0.6963 (0.7204) loss_vfl_pre: 0.6812 (0.7139) time: 0.7123 data: 0.0237 max mem: 9121 Epoch: [50] [1700/3696] eta: 0:27:13 lr: 0.000013 loss: 31.2954 (30.9876) loss_bbox: 0.1681 (0.1689) loss_bbox_aux_0: 0.1824 (0.1814) loss_bbox_aux_1: 0.1700 (0.1716) loss_bbox_aux_2: 0.1680 (0.1695) loss_bbox_aux_3: 0.1683 (0.1689) loss_bbox_aux_4: 0.1682 (0.1689) loss_bbox_dn_0: 0.2310 (0.2334) loss_bbox_dn_1: 0.1753 (0.1716) loss_bbox_dn_2: 0.1641 (0.1612) loss_bbox_dn_3: 0.1603 (0.1582) loss_bbox_dn_4: 0.1597 (0.1575) loss_bbox_dn_5: 0.1595 (0.1575) loss_bbox_dn_pre: 0.2382 (0.2393) loss_bbox_enc_0: 0.2222 (0.2146) loss_bbox_pre: 0.1828 (0.1817) loss_dfl: 0.9661 (0.9597) loss_fgl_aux_0: 0.9901 (0.9918) loss_fgl_aux_1: 0.9681 (0.9622) loss_fgl_aux_2: 0.9664 (0.9599) loss_fgl_aux_3: 0.9657 (0.9598) loss_fgl_aux_4: 0.9662 (0.9597) loss_fgl_dn_0: 1.0785 (1.0852) loss_fgl_dn_1: 0.9793 (0.9807) loss_fgl_dn_2: 0.9662 (0.9716) loss_fgl_dn_3: 0.9680 (0.9723) loss_fgl_dn_4: 0.9690 (0.9728) loss_fgl_dn_5: 0.9689 (0.9728) loss_giou: 0.5546 (0.5487) loss_giou_aux_0: 0.5824 (0.5738) loss_giou_aux_1: 0.5614 (0.5542) loss_giou_aux_2: 0.5558 (0.5497) loss_giou_aux_3: 0.5544 (0.5488) loss_giou_aux_4: 0.5546 (0.5487) loss_giou_dn_0: 0.5590 (0.5533) loss_giou_dn_1: 0.4401 (0.4411) loss_giou_dn_2: 0.4217 (0.4241) loss_giou_dn_3: 0.4148 (0.4194) loss_giou_dn_4: 0.4128 (0.4183) loss_giou_dn_5: 0.4128 (0.4183) loss_giou_dn_pre: 0.5614 (0.5527) loss_giou_enc_0: 0.6523 (0.6462) loss_giou_pre: 0.5805 (0.5723) loss_ddf_aux_0: 0.0530 (0.0513) loss_ddf_aux_1: 0.0073 (0.0071) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2428 (0.2492) loss_ddf_dn_1: 0.0327 (0.0333) loss_ddf_dn_2: 0.0074 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6268 (0.6455) loss_vfl_aux_0: 0.6921 (0.7119) loss_vfl_aux_1: 0.6678 (0.6920) loss_vfl_aux_2: 0.6620 (0.6743) loss_vfl_aux_3: 0.6444 (0.6567) loss_vfl_aux_4: 0.6367 (0.6476) loss_vfl_dn_0: 0.4802 (0.4845) loss_vfl_dn_1: 0.4094 (0.4152) loss_vfl_dn_2: 0.3945 (0.3991) loss_vfl_dn_3: 0.3863 (0.3911) loss_vfl_dn_4: 0.3837 (0.3883) loss_vfl_dn_5: 0.3830 (0.3878) loss_vfl_dn_pre: 0.4809 (0.4850) loss_vfl_enc_0: 0.7062 (0.7204) loss_vfl_pre: 0.6951 (0.7142) time: 0.7672 data: 0.0300 max mem: 9121 Epoch: [50] [1800/3696] eta: 0:25:47 lr: 0.000013 loss: 31.0296 (30.9886) loss_bbox: 0.1695 (0.1688) loss_bbox_aux_0: 0.1769 (0.1813) loss_bbox_aux_1: 0.1724 (0.1715) loss_bbox_aux_2: 0.1723 (0.1694) loss_bbox_aux_3: 0.1699 (0.1688) loss_bbox_aux_4: 0.1696 (0.1688) loss_bbox_dn_0: 0.2316 (0.2330) loss_bbox_dn_1: 0.1671 (0.1714) loss_bbox_dn_2: 0.1600 (0.1611) loss_bbox_dn_3: 0.1562 (0.1580) loss_bbox_dn_4: 0.1543 (0.1574) loss_bbox_dn_5: 0.1543 (0.1573) loss_bbox_dn_pre: 0.2328 (0.2389) loss_bbox_enc_0: 0.2032 (0.2144) loss_bbox_pre: 0.1767 (0.1815) loss_dfl: 0.9598 (0.9598) loss_fgl_aux_0: 0.9941 (0.9919) loss_fgl_aux_1: 0.9642 (0.9623) loss_fgl_aux_2: 0.9575 (0.9600) loss_fgl_aux_3: 0.9594 (0.9598) loss_fgl_aux_4: 0.9595 (0.9598) loss_fgl_dn_0: 1.0832 (1.0852) loss_fgl_dn_1: 0.9795 (0.9808) loss_fgl_dn_2: 0.9745 (0.9717) loss_fgl_dn_3: 0.9753 (0.9724) loss_fgl_dn_4: 0.9757 (0.9729) loss_fgl_dn_5: 0.9757 (0.9729) loss_giou: 0.5581 (0.5489) loss_giou_aux_0: 0.5775 (0.5740) loss_giou_aux_1: 0.5624 (0.5544) loss_giou_aux_2: 0.5599 (0.5499) loss_giou_aux_3: 0.5576 (0.5490) loss_giou_aux_4: 0.5581 (0.5489) loss_giou_dn_0: 0.5379 (0.5534) loss_giou_dn_1: 0.4316 (0.4412) loss_giou_dn_2: 0.4150 (0.4242) loss_giou_dn_3: 0.4106 (0.4195) loss_giou_dn_4: 0.4099 (0.4185) loss_giou_dn_5: 0.4099 (0.4184) loss_giou_dn_pre: 0.5379 (0.5528) loss_giou_enc_0: 0.6497 (0.6463) loss_giou_pre: 0.5799 (0.5725) loss_ddf_aux_0: 0.0526 (0.0514) loss_ddf_aux_1: 0.0078 (0.0071) loss_ddf_aux_2: 0.0018 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2452 (0.2490) loss_ddf_dn_1: 0.0326 (0.0333) loss_ddf_dn_2: 0.0077 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6406 (0.6455) loss_vfl_aux_0: 0.7107 (0.7122) loss_vfl_aux_1: 0.6909 (0.6923) loss_vfl_aux_2: 0.6750 (0.6744) loss_vfl_aux_3: 0.6562 (0.6568) loss_vfl_aux_4: 0.6523 (0.6477) loss_vfl_dn_0: 0.4791 (0.4845) loss_vfl_dn_1: 0.4062 (0.4151) loss_vfl_dn_2: 0.3946 (0.3990) loss_vfl_dn_3: 0.3871 (0.3910) loss_vfl_dn_4: 0.3867 (0.3882) loss_vfl_dn_5: 0.3850 (0.3877) loss_vfl_dn_pre: 0.4797 (0.4849) loss_vfl_enc_0: 0.7091 (0.7204) loss_vfl_pre: 0.7252 (0.7145) time: 0.7405 data: 0.0257 max mem: 9121 Epoch: [50] [1900/3696] eta: 0:24:58 lr: 0.000013 loss: 31.6278 (30.9926) loss_bbox: 0.1624 (0.1689) loss_bbox_aux_0: 0.1754 (0.1814) loss_bbox_aux_1: 0.1641 (0.1716) loss_bbox_aux_2: 0.1621 (0.1695) loss_bbox_aux_3: 0.1626 (0.1690) loss_bbox_aux_4: 0.1623 (0.1689) loss_bbox_dn_0: 0.2327 (0.2331) loss_bbox_dn_1: 0.1621 (0.1714) loss_bbox_dn_2: 0.1501 (0.1611) loss_bbox_dn_3: 0.1475 (0.1580) loss_bbox_dn_4: 0.1458 (0.1574) loss_bbox_dn_5: 0.1456 (0.1574) loss_bbox_dn_pre: 0.2321 (0.2391) loss_bbox_enc_0: 0.2135 (0.2145) loss_bbox_pre: 0.1768 (0.1817) loss_dfl: 0.9601 (0.9595) loss_fgl_aux_0: 0.9904 (0.9916) loss_fgl_aux_1: 0.9615 (0.9620) loss_fgl_aux_2: 0.9592 (0.9597) loss_fgl_aux_3: 0.9603 (0.9596) loss_fgl_aux_4: 0.9601 (0.9595) loss_fgl_dn_0: 1.0875 (1.0853) loss_fgl_dn_1: 0.9868 (0.9808) loss_fgl_dn_2: 0.9785 (0.9717) loss_fgl_dn_3: 0.9795 (0.9724) loss_fgl_dn_4: 0.9800 (0.9728) loss_fgl_dn_5: 0.9800 (0.9728) loss_giou: 0.5833 (0.5492) loss_giou_aux_0: 0.5972 (0.5743) loss_giou_aux_1: 0.5850 (0.5547) loss_giou_aux_2: 0.5822 (0.5502) loss_giou_aux_3: 0.5836 (0.5493) loss_giou_aux_4: 0.5832 (0.5492) loss_giou_dn_0: 0.5626 (0.5536) loss_giou_dn_1: 0.4625 (0.4414) loss_giou_dn_2: 0.4447 (0.4244) loss_giou_dn_3: 0.4416 (0.4196) loss_giou_dn_4: 0.4417 (0.4186) loss_giou_dn_5: 0.4417 (0.4186) loss_giou_dn_pre: 0.5633 (0.5530) loss_giou_enc_0: 0.6789 (0.6465) loss_giou_pre: 0.5975 (0.5728) loss_ddf_aux_0: 0.0553 (0.0515) loss_ddf_aux_1: 0.0082 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2573 (0.2490) loss_ddf_dn_1: 0.0341 (0.0334) loss_ddf_dn_2: 0.0074 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6334 (0.6458) loss_vfl_aux_0: 0.6926 (0.7124) loss_vfl_aux_1: 0.6854 (0.6923) loss_vfl_aux_2: 0.6639 (0.6746) loss_vfl_aux_3: 0.6416 (0.6569) loss_vfl_aux_4: 0.6298 (0.6479) loss_vfl_dn_0: 0.4853 (0.4844) loss_vfl_dn_1: 0.4207 (0.4151) loss_vfl_dn_2: 0.4067 (0.3990) loss_vfl_dn_3: 0.3972 (0.3910) loss_vfl_dn_4: 0.3954 (0.3882) loss_vfl_dn_5: 0.3953 (0.3877) loss_vfl_dn_pre: 0.4854 (0.4849) loss_vfl_enc_0: 0.7106 (0.7204) loss_vfl_pre: 0.6965 (0.7146) time: 2.5826 data: 0.0245 max mem: 9121 Epoch: [50] [2000/3696] eta: 0:23:26 lr: 0.000013 loss: 31.1904 (30.9919) loss_bbox: 0.1641 (0.1687) loss_bbox_aux_0: 0.1763 (0.1812) loss_bbox_aux_1: 0.1674 (0.1715) loss_bbox_aux_2: 0.1654 (0.1693) loss_bbox_aux_3: 0.1641 (0.1688) loss_bbox_aux_4: 0.1642 (0.1687) loss_bbox_dn_0: 0.2423 (0.2331) loss_bbox_dn_1: 0.1690 (0.1713) loss_bbox_dn_2: 0.1581 (0.1610) loss_bbox_dn_3: 0.1565 (0.1579) loss_bbox_dn_4: 0.1562 (0.1573) loss_bbox_dn_5: 0.1561 (0.1573) loss_bbox_dn_pre: 0.2540 (0.2390) loss_bbox_enc_0: 0.2081 (0.2143) loss_bbox_pre: 0.1763 (0.1815) loss_dfl: 0.9607 (0.9596) loss_fgl_aux_0: 0.9980 (0.9918) loss_fgl_aux_1: 0.9640 (0.9621) loss_fgl_aux_2: 0.9601 (0.9598) loss_fgl_aux_3: 0.9609 (0.9597) loss_fgl_aux_4: 0.9608 (0.9597) loss_fgl_dn_0: 1.0827 (1.0852) loss_fgl_dn_1: 0.9735 (0.9808) loss_fgl_dn_2: 0.9633 (0.9717) loss_fgl_dn_3: 0.9638 (0.9724) loss_fgl_dn_4: 0.9639 (0.9729) loss_fgl_dn_5: 0.9638 (0.9729) loss_giou: 0.5407 (0.5493) loss_giou_aux_0: 0.5647 (0.5744) loss_giou_aux_1: 0.5503 (0.5548) loss_giou_aux_2: 0.5448 (0.5503) loss_giou_aux_3: 0.5444 (0.5494) loss_giou_aux_4: 0.5409 (0.5493) loss_giou_dn_0: 0.5519 (0.5535) loss_giou_dn_1: 0.4365 (0.4414) loss_giou_dn_2: 0.4211 (0.4244) loss_giou_dn_3: 0.4145 (0.4196) loss_giou_dn_4: 0.4135 (0.4186) loss_giou_dn_5: 0.4136 (0.4186) loss_giou_dn_pre: 0.5526 (0.5529) loss_giou_enc_0: 0.6361 (0.6468) loss_giou_pre: 0.5627 (0.5729) loss_ddf_aux_0: 0.0507 (0.0516) loss_ddf_aux_1: 0.0074 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2439 (0.2488) loss_ddf_dn_1: 0.0336 (0.0333) loss_ddf_dn_2: 0.0079 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6337 (0.6459) loss_vfl_aux_0: 0.7167 (0.7122) loss_vfl_aux_1: 0.6953 (0.6921) loss_vfl_aux_2: 0.6679 (0.6746) loss_vfl_aux_3: 0.6332 (0.6570) loss_vfl_aux_4: 0.6361 (0.6480) loss_vfl_dn_0: 0.4867 (0.4845) loss_vfl_dn_1: 0.4179 (0.4151) loss_vfl_dn_2: 0.4037 (0.3990) loss_vfl_dn_3: 0.3956 (0.3910) loss_vfl_dn_4: 0.3931 (0.3882) loss_vfl_dn_5: 0.3943 (0.3877) loss_vfl_dn_pre: 0.4863 (0.4849) loss_vfl_enc_0: 0.7201 (0.7201) loss_vfl_pre: 0.7239 (0.7144) time: 0.7366 data: 0.0253 max mem: 9121 Epoch: [50] [2100/3696] eta: 0:22:01 lr: 0.000013 loss: 30.8274 (30.9918) loss_bbox: 0.1652 (0.1687) loss_bbox_aux_0: 0.1765 (0.1812) loss_bbox_aux_1: 0.1677 (0.1715) loss_bbox_aux_2: 0.1663 (0.1693) loss_bbox_aux_3: 0.1658 (0.1688) loss_bbox_aux_4: 0.1652 (0.1688) loss_bbox_dn_0: 0.2281 (0.2331) loss_bbox_dn_1: 0.1592 (0.1714) loss_bbox_dn_2: 0.1483 (0.1610) loss_bbox_dn_3: 0.1462 (0.1579) loss_bbox_dn_4: 0.1467 (0.1573) loss_bbox_dn_5: 0.1466 (0.1573) loss_bbox_dn_pre: 0.2345 (0.2390) loss_bbox_enc_0: 0.1988 (0.2144) loss_bbox_pre: 0.1768 (0.1815) loss_dfl: 0.9570 (0.9597) loss_fgl_aux_0: 0.9870 (0.9918) loss_fgl_aux_1: 0.9614 (0.9622) loss_fgl_aux_2: 0.9566 (0.9599) loss_fgl_aux_3: 0.9568 (0.9597) loss_fgl_aux_4: 0.9571 (0.9597) loss_fgl_dn_0: 1.0842 (1.0852) loss_fgl_dn_1: 0.9844 (0.9809) loss_fgl_dn_2: 0.9762 (0.9718) loss_fgl_dn_3: 0.9758 (0.9725) loss_fgl_dn_4: 0.9771 (0.9730) loss_fgl_dn_5: 0.9771 (0.9730) loss_giou: 0.5097 (0.5492) loss_giou_aux_0: 0.5369 (0.5743) loss_giou_aux_1: 0.5144 (0.5548) loss_giou_aux_2: 0.5113 (0.5502) loss_giou_aux_3: 0.5112 (0.5494) loss_giou_aux_4: 0.5105 (0.5492) loss_giou_dn_0: 0.5277 (0.5534) loss_giou_dn_1: 0.4202 (0.4413) loss_giou_dn_2: 0.3995 (0.4243) loss_giou_dn_3: 0.3953 (0.4196) loss_giou_dn_4: 0.3935 (0.4185) loss_giou_dn_5: 0.3935 (0.4185) loss_giou_dn_pre: 0.5262 (0.5528) loss_giou_enc_0: 0.6154 (0.6468) loss_giou_pre: 0.5340 (0.5729) loss_ddf_aux_0: 0.0567 (0.0517) loss_ddf_aux_1: 0.0077 (0.0072) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2620 (0.2490) loss_ddf_dn_1: 0.0358 (0.0334) loss_ddf_dn_2: 0.0074 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6545 (0.6458) loss_vfl_aux_0: 0.7249 (0.7123) loss_vfl_aux_1: 0.6990 (0.6921) loss_vfl_aux_2: 0.6612 (0.6745) loss_vfl_aux_3: 0.6579 (0.6568) loss_vfl_aux_4: 0.6544 (0.6479) loss_vfl_dn_0: 0.4817 (0.4844) loss_vfl_dn_1: 0.4091 (0.4150) loss_vfl_dn_2: 0.3965 (0.3990) loss_vfl_dn_3: 0.3848 (0.3910) loss_vfl_dn_4: 0.3812 (0.3882) loss_vfl_dn_5: 0.3822 (0.3877) loss_vfl_dn_pre: 0.4816 (0.4849) loss_vfl_enc_0: 0.7272 (0.7203) loss_vfl_pre: 0.7301 (0.7145) time: 0.7419 data: 0.0254 max mem: 9121 Epoch: [50] [2200/3696] eta: 0:20:34 lr: 0.000013 loss: 30.8986 (30.9869) loss_bbox: 0.1635 (0.1684) loss_bbox_aux_0: 0.1746 (0.1809) loss_bbox_aux_1: 0.1689 (0.1711) loss_bbox_aux_2: 0.1650 (0.1690) loss_bbox_aux_3: 0.1634 (0.1685) loss_bbox_aux_4: 0.1634 (0.1684) loss_bbox_dn_0: 0.2271 (0.2328) loss_bbox_dn_1: 0.1660 (0.1711) loss_bbox_dn_2: 0.1537 (0.1607) loss_bbox_dn_3: 0.1509 (0.1576) loss_bbox_dn_4: 0.1496 (0.1569) loss_bbox_dn_5: 0.1495 (0.1569) loss_bbox_dn_pre: 0.2300 (0.2387) loss_bbox_enc_0: 0.2164 (0.2139) loss_bbox_pre: 0.1744 (0.1811) loss_dfl: 0.9662 (0.9595) loss_fgl_aux_0: 1.0014 (0.9916) loss_fgl_aux_1: 0.9707 (0.9619) loss_fgl_aux_2: 0.9672 (0.9596) loss_fgl_aux_3: 0.9664 (0.9595) loss_fgl_aux_4: 0.9662 (0.9595) loss_fgl_dn_0: 1.0902 (1.0851) loss_fgl_dn_1: 0.9723 (0.9808) loss_fgl_dn_2: 0.9670 (0.9717) loss_fgl_dn_3: 0.9673 (0.9723) loss_fgl_dn_4: 0.9686 (0.9728) loss_fgl_dn_5: 0.9689 (0.9728) loss_giou: 0.5206 (0.5496) loss_giou_aux_0: 0.5444 (0.5747) loss_giou_aux_1: 0.5264 (0.5552) loss_giou_aux_2: 0.5207 (0.5507) loss_giou_aux_3: 0.5212 (0.5498) loss_giou_aux_4: 0.5208 (0.5496) loss_giou_dn_0: 0.5387 (0.5535) loss_giou_dn_1: 0.4244 (0.4413) loss_giou_dn_2: 0.4103 (0.4243) loss_giou_dn_3: 0.4087 (0.4196) loss_giou_dn_4: 0.4071 (0.4186) loss_giou_dn_5: 0.4068 (0.4186) loss_giou_dn_pre: 0.5408 (0.5529) loss_giou_enc_0: 0.6128 (0.6471) loss_giou_pre: 0.5436 (0.5733) loss_ddf_aux_0: 0.0515 (0.0517) loss_ddf_aux_1: 0.0071 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2438 (0.2488) loss_ddf_dn_1: 0.0313 (0.0334) loss_ddf_dn_2: 0.0069 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6407 (0.6456) loss_vfl_aux_0: 0.7192 (0.7123) loss_vfl_aux_1: 0.6807 (0.6920) loss_vfl_aux_2: 0.6713 (0.6743) loss_vfl_aux_3: 0.6480 (0.6568) loss_vfl_aux_4: 0.6478 (0.6478) loss_vfl_dn_0: 0.4846 (0.4844) loss_vfl_dn_1: 0.4163 (0.4150) loss_vfl_dn_2: 0.4009 (0.3990) loss_vfl_dn_3: 0.3913 (0.3909) loss_vfl_dn_4: 0.3876 (0.3881) loss_vfl_dn_5: 0.3884 (0.3877) loss_vfl_dn_pre: 0.4843 (0.4849) loss_vfl_enc_0: 0.7281 (0.7204) loss_vfl_pre: 0.7295 (0.7146) time: 0.7630 data: 0.0295 max mem: 9121 Epoch: [50] [2300/3696] eta: 0:19:07 lr: 0.000013 loss: 30.8523 (30.9927) loss_bbox: 0.1672 (0.1683) loss_bbox_aux_0: 0.1838 (0.1808) loss_bbox_aux_1: 0.1705 (0.1711) loss_bbox_aux_2: 0.1690 (0.1689) loss_bbox_aux_3: 0.1674 (0.1684) loss_bbox_aux_4: 0.1673 (0.1683) loss_bbox_dn_0: 0.2318 (0.2328) loss_bbox_dn_1: 0.1668 (0.1710) loss_bbox_dn_2: 0.1575 (0.1607) loss_bbox_dn_3: 0.1540 (0.1576) loss_bbox_dn_4: 0.1529 (0.1569) loss_bbox_dn_5: 0.1530 (0.1569) loss_bbox_dn_pre: 0.2383 (0.2387) loss_bbox_enc_0: 0.2119 (0.2139) loss_bbox_pre: 0.1831 (0.1811) loss_dfl: 0.9598 (0.9595) loss_fgl_aux_0: 0.9961 (0.9915) loss_fgl_aux_1: 0.9629 (0.9620) loss_fgl_aux_2: 0.9600 (0.9597) loss_fgl_aux_3: 0.9601 (0.9596) loss_fgl_aux_4: 0.9599 (0.9595) loss_fgl_dn_0: 1.0769 (1.0850) loss_fgl_dn_1: 0.9790 (0.9809) loss_fgl_dn_2: 0.9727 (0.9718) loss_fgl_dn_3: 0.9739 (0.9725) loss_fgl_dn_4: 0.9743 (0.9729) loss_fgl_dn_5: 0.9743 (0.9729) loss_giou: 0.5468 (0.5499) loss_giou_aux_0: 0.5668 (0.5750) loss_giou_aux_1: 0.5541 (0.5554) loss_giou_aux_2: 0.5478 (0.5509) loss_giou_aux_3: 0.5482 (0.5500) loss_giou_aux_4: 0.5470 (0.5499) loss_giou_dn_0: 0.5486 (0.5537) loss_giou_dn_1: 0.4305 (0.4415) loss_giou_dn_2: 0.4127 (0.4245) loss_giou_dn_3: 0.4066 (0.4198) loss_giou_dn_4: 0.4053 (0.4187) loss_giou_dn_5: 0.4053 (0.4187) loss_giou_dn_pre: 0.5455 (0.5531) loss_giou_enc_0: 0.6417 (0.6473) loss_giou_pre: 0.5672 (0.5736) loss_ddf_aux_0: 0.0514 (0.0517) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2581 (0.2489) loss_ddf_dn_1: 0.0379 (0.0334) loss_ddf_dn_2: 0.0086 (0.0077) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6294 (0.6459) loss_vfl_aux_0: 0.6927 (0.7125) loss_vfl_aux_1: 0.6655 (0.6920) loss_vfl_aux_2: 0.6447 (0.6744) loss_vfl_aux_3: 0.6337 (0.6570) loss_vfl_aux_4: 0.6225 (0.6480) loss_vfl_dn_0: 0.4811 (0.4844) loss_vfl_dn_1: 0.4154 (0.4151) loss_vfl_dn_2: 0.3992 (0.3990) loss_vfl_dn_3: 0.3903 (0.3910) loss_vfl_dn_4: 0.3882 (0.3882) loss_vfl_dn_5: 0.3876 (0.3877) loss_vfl_dn_pre: 0.4816 (0.4849) loss_vfl_enc_0: 0.7106 (0.7207) loss_vfl_pre: 0.6959 (0.7147) time: 0.7480 data: 0.0267 max mem: 9121 Epoch: [50] [2400/3696] eta: 0:17:42 lr: 0.000013 loss: 31.3152 (30.9954) loss_bbox: 0.1561 (0.1683) loss_bbox_aux_0: 0.1645 (0.1808) loss_bbox_aux_1: 0.1598 (0.1711) loss_bbox_aux_2: 0.1567 (0.1689) loss_bbox_aux_3: 0.1565 (0.1684) loss_bbox_aux_4: 0.1561 (0.1683) loss_bbox_dn_0: 0.2174 (0.2327) loss_bbox_dn_1: 0.1596 (0.1709) loss_bbox_dn_2: 0.1534 (0.1606) loss_bbox_dn_3: 0.1496 (0.1575) loss_bbox_dn_4: 0.1503 (0.1568) loss_bbox_dn_5: 0.1504 (0.1568) loss_bbox_dn_pre: 0.2220 (0.2386) loss_bbox_enc_0: 0.1994 (0.2138) loss_bbox_pre: 0.1655 (0.1811) loss_dfl: 0.9592 (0.9594) loss_fgl_aux_0: 0.9919 (0.9914) loss_fgl_aux_1: 0.9626 (0.9618) loss_fgl_aux_2: 0.9619 (0.9596) loss_fgl_aux_3: 0.9595 (0.9594) loss_fgl_aux_4: 0.9592 (0.9594) loss_fgl_dn_0: 1.0877 (1.0850) loss_fgl_dn_1: 0.9849 (0.9809) loss_fgl_dn_2: 0.9759 (0.9718) loss_fgl_dn_3: 0.9773 (0.9725) loss_fgl_dn_4: 0.9775 (0.9730) loss_fgl_dn_5: 0.9775 (0.9730) loss_giou: 0.5405 (0.5502) loss_giou_aux_0: 0.5708 (0.5754) loss_giou_aux_1: 0.5477 (0.5558) loss_giou_aux_2: 0.5432 (0.5513) loss_giou_aux_3: 0.5417 (0.5504) loss_giou_aux_4: 0.5408 (0.5502) loss_giou_dn_0: 0.5599 (0.5537) loss_giou_dn_1: 0.4435 (0.4415) loss_giou_dn_2: 0.4251 (0.4245) loss_giou_dn_3: 0.4206 (0.4198) loss_giou_dn_4: 0.4196 (0.4187) loss_giou_dn_5: 0.4197 (0.4187) loss_giou_dn_pre: 0.5596 (0.5532) loss_giou_enc_0: 0.6405 (0.6477) loss_giou_pre: 0.5687 (0.5739) loss_ddf_aux_0: 0.0478 (0.0517) loss_ddf_aux_1: 0.0069 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2524 (0.2491) loss_ddf_dn_1: 0.0353 (0.0335) loss_ddf_dn_2: 0.0079 (0.0077) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6542 (0.6461) loss_vfl_aux_0: 0.7114 (0.7126) loss_vfl_aux_1: 0.6945 (0.6920) loss_vfl_aux_2: 0.6713 (0.6745) loss_vfl_aux_3: 0.6637 (0.6571) loss_vfl_aux_4: 0.6546 (0.6482) loss_vfl_dn_0: 0.4820 (0.4844) loss_vfl_dn_1: 0.4172 (0.4151) loss_vfl_dn_2: 0.3990 (0.3991) loss_vfl_dn_3: 0.3961 (0.3911) loss_vfl_dn_4: 0.3950 (0.3883) loss_vfl_dn_5: 0.3928 (0.3878) loss_vfl_dn_pre: 0.4839 (0.4849) loss_vfl_enc_0: 0.7341 (0.7207) loss_vfl_pre: 0.7142 (0.7148) time: 0.7687 data: 0.0304 max mem: 9121 Epoch: [50] [2500/3696] eta: 0:16:17 lr: 0.000013 loss: 31.8045 (30.9993) loss_bbox: 0.1738 (0.1683) loss_bbox_aux_0: 0.1875 (0.1808) loss_bbox_aux_1: 0.1783 (0.1711) loss_bbox_aux_2: 0.1744 (0.1689) loss_bbox_aux_3: 0.1741 (0.1684) loss_bbox_aux_4: 0.1739 (0.1684) loss_bbox_dn_0: 0.2224 (0.2328) loss_bbox_dn_1: 0.1663 (0.1710) loss_bbox_dn_2: 0.1605 (0.1607) loss_bbox_dn_3: 0.1626 (0.1575) loss_bbox_dn_4: 0.1645 (0.1568) loss_bbox_dn_5: 0.1646 (0.1568) loss_bbox_dn_pre: 0.2260 (0.2387) loss_bbox_enc_0: 0.2168 (0.2138) loss_bbox_pre: 0.1880 (0.1811) loss_dfl: 0.9454 (0.9595) loss_fgl_aux_0: 0.9724 (0.9915) loss_fgl_aux_1: 0.9452 (0.9620) loss_fgl_aux_2: 0.9452 (0.9597) loss_fgl_aux_3: 0.9446 (0.9596) loss_fgl_aux_4: 0.9453 (0.9595) loss_fgl_dn_0: 1.0760 (1.0850) loss_fgl_dn_1: 0.9882 (0.9810) loss_fgl_dn_2: 0.9834 (0.9719) loss_fgl_dn_3: 0.9828 (0.9726) loss_fgl_dn_4: 0.9830 (0.9730) loss_fgl_dn_5: 0.9831 (0.9731) loss_giou: 0.5907 (0.5503) loss_giou_aux_0: 0.6134 (0.5753) loss_giou_aux_1: 0.5940 (0.5558) loss_giou_aux_2: 0.5927 (0.5513) loss_giou_aux_3: 0.5909 (0.5504) loss_giou_aux_4: 0.5907 (0.5502) loss_giou_dn_0: 0.6016 (0.5539) loss_giou_dn_1: 0.4779 (0.4417) loss_giou_dn_2: 0.4620 (0.4246) loss_giou_dn_3: 0.4582 (0.4199) loss_giou_dn_4: 0.4570 (0.4189) loss_giou_dn_5: 0.4572 (0.4189) loss_giou_dn_pre: 0.6005 (0.5533) loss_giou_enc_0: 0.7073 (0.6477) loss_giou_pre: 0.6102 (0.5739) loss_ddf_aux_0: 0.0466 (0.0516) loss_ddf_aux_1: 0.0063 (0.0072) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2362 (0.2493) loss_ddf_dn_1: 0.0328 (0.0335) loss_ddf_dn_2: 0.0077 (0.0077) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6293 (0.6462) loss_vfl_aux_0: 0.6938 (0.7128) loss_vfl_aux_1: 0.6724 (0.6920) loss_vfl_aux_2: 0.6682 (0.6746) loss_vfl_aux_3: 0.6465 (0.6573) loss_vfl_aux_4: 0.6308 (0.6483) loss_vfl_dn_0: 0.4803 (0.4844) loss_vfl_dn_1: 0.4153 (0.4152) loss_vfl_dn_2: 0.4028 (0.3992) loss_vfl_dn_3: 0.3969 (0.3911) loss_vfl_dn_4: 0.3940 (0.3883) loss_vfl_dn_5: 0.3925 (0.3878) loss_vfl_dn_pre: 0.4820 (0.4848) loss_vfl_enc_0: 0.6981 (0.7208) loss_vfl_pre: 0.6982 (0.7150) time: 0.7513 data: 0.0240 max mem: 9121 Epoch: [50] [2600/3696] eta: 0:15:05 lr: 0.000013 loss: 31.5234 (31.0046) loss_bbox: 0.1530 (0.1682) loss_bbox_aux_0: 0.1627 (0.1806) loss_bbox_aux_1: 0.1551 (0.1709) loss_bbox_aux_2: 0.1544 (0.1688) loss_bbox_aux_3: 0.1532 (0.1683) loss_bbox_aux_4: 0.1530 (0.1682) loss_bbox_dn_0: 0.2030 (0.2325) loss_bbox_dn_1: 0.1516 (0.1708) loss_bbox_dn_2: 0.1427 (0.1605) loss_bbox_dn_3: 0.1370 (0.1573) loss_bbox_dn_4: 0.1362 (0.1567) loss_bbox_dn_5: 0.1362 (0.1567) loss_bbox_dn_pre: 0.2100 (0.2384) loss_bbox_enc_0: 0.1933 (0.2135) loss_bbox_pre: 0.1623 (0.1809) loss_dfl: 0.9693 (0.9596) loss_fgl_aux_0: 0.9889 (0.9915) loss_fgl_aux_1: 0.9706 (0.9621) loss_fgl_aux_2: 0.9696 (0.9598) loss_fgl_aux_3: 0.9699 (0.9596) loss_fgl_aux_4: 0.9694 (0.9596) loss_fgl_dn_0: 1.0883 (1.0848) loss_fgl_dn_1: 0.9898 (0.9810) loss_fgl_dn_2: 0.9831 (0.9720) loss_fgl_dn_3: 0.9846 (0.9727) loss_fgl_dn_4: 0.9842 (0.9731) loss_fgl_dn_5: 0.9842 (0.9731) loss_giou: 0.5896 (0.5510) loss_giou_aux_0: 0.6165 (0.5761) loss_giou_aux_1: 0.5926 (0.5565) loss_giou_aux_2: 0.5905 (0.5520) loss_giou_aux_3: 0.5889 (0.5511) loss_giou_aux_4: 0.5897 (0.5510) loss_giou_dn_0: 0.5684 (0.5546) loss_giou_dn_1: 0.4634 (0.4422) loss_giou_dn_2: 0.4501 (0.4252) loss_giou_dn_3: 0.4472 (0.4205) loss_giou_dn_4: 0.4449 (0.4194) loss_giou_dn_5: 0.4450 (0.4194) loss_giou_dn_pre: 0.5685 (0.5540) loss_giou_enc_0: 0.6923 (0.6485) loss_giou_pre: 0.6196 (0.5747) loss_ddf_aux_0: 0.0499 (0.0516) loss_ddf_aux_1: 0.0068 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2395 (0.2492) loss_ddf_dn_1: 0.0320 (0.0336) loss_ddf_dn_2: 0.0072 (0.0077) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6543 (0.6459) loss_vfl_aux_0: 0.7079 (0.7125) loss_vfl_aux_1: 0.6804 (0.6917) loss_vfl_aux_2: 0.6699 (0.6744) loss_vfl_aux_3: 0.6664 (0.6571) loss_vfl_aux_4: 0.6547 (0.6480) loss_vfl_dn_0: 0.4861 (0.4842) loss_vfl_dn_1: 0.4161 (0.4152) loss_vfl_dn_2: 0.4019 (0.3992) loss_vfl_dn_3: 0.3932 (0.3911) loss_vfl_dn_4: 0.3905 (0.3883) loss_vfl_dn_5: 0.3885 (0.3879) loss_vfl_dn_pre: 0.4863 (0.4847) loss_vfl_enc_0: 0.7164 (0.7205) loss_vfl_pre: 0.7104 (0.7147) time: 0.7458 data: 0.0254 max mem: 9121 Epoch: [50] [2700/3696] eta: 0:13:41 lr: 0.000013 loss: 30.9331 (31.0105) loss_bbox: 0.1532 (0.1682) loss_bbox_aux_0: 0.1667 (0.1806) loss_bbox_aux_1: 0.1567 (0.1709) loss_bbox_aux_2: 0.1544 (0.1688) loss_bbox_aux_3: 0.1537 (0.1683) loss_bbox_aux_4: 0.1533 (0.1682) loss_bbox_dn_0: 0.2114 (0.2323) loss_bbox_dn_1: 0.1498 (0.1707) loss_bbox_dn_2: 0.1428 (0.1604) loss_bbox_dn_3: 0.1389 (0.1573) loss_bbox_dn_4: 0.1371 (0.1566) loss_bbox_dn_5: 0.1371 (0.1566) loss_bbox_dn_pre: 0.2119 (0.2382) loss_bbox_enc_0: 0.2031 (0.2135) loss_bbox_pre: 0.1658 (0.1809) loss_dfl: 0.9528 (0.9595) loss_fgl_aux_0: 0.9865 (0.9913) loss_fgl_aux_1: 0.9554 (0.9619) loss_fgl_aux_2: 0.9539 (0.9596) loss_fgl_aux_3: 0.9527 (0.9595) loss_fgl_aux_4: 0.9528 (0.9595) loss_fgl_dn_0: 1.0799 (1.0848) loss_fgl_dn_1: 0.9758 (0.9810) loss_fgl_dn_2: 0.9666 (0.9720) loss_fgl_dn_3: 0.9668 (0.9727) loss_fgl_dn_4: 0.9672 (0.9731) loss_fgl_dn_5: 0.9671 (0.9731) loss_giou: 0.5591 (0.5516) loss_giou_aux_0: 0.5763 (0.5766) loss_giou_aux_1: 0.5652 (0.5571) loss_giou_aux_2: 0.5604 (0.5526) loss_giou_aux_3: 0.5581 (0.5517) loss_giou_aux_4: 0.5590 (0.5516) loss_giou_dn_0: 0.5631 (0.5550) loss_giou_dn_1: 0.4466 (0.4426) loss_giou_dn_2: 0.4251 (0.4255) loss_giou_dn_3: 0.4212 (0.4208) loss_giou_dn_4: 0.4190 (0.4198) loss_giou_dn_5: 0.4188 (0.4198) loss_giou_dn_pre: 0.5631 (0.5543) loss_giou_enc_0: 0.6429 (0.6489) loss_giou_pre: 0.5755 (0.5752) loss_ddf_aux_0: 0.0494 (0.0515) loss_ddf_aux_1: 0.0065 (0.0072) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2404 (0.2492) loss_ddf_dn_1: 0.0310 (0.0335) loss_ddf_dn_2: 0.0070 (0.0077) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6285 (0.6460) loss_vfl_aux_0: 0.7100 (0.7127) loss_vfl_aux_1: 0.6808 (0.6918) loss_vfl_aux_2: 0.6480 (0.6744) loss_vfl_aux_3: 0.6342 (0.6571) loss_vfl_aux_4: 0.6274 (0.6481) loss_vfl_dn_0: 0.4729 (0.4842) loss_vfl_dn_1: 0.4097 (0.4152) loss_vfl_dn_2: 0.3937 (0.3992) loss_vfl_dn_3: 0.3833 (0.3911) loss_vfl_dn_4: 0.3826 (0.3883) loss_vfl_dn_5: 0.3822 (0.3879) loss_vfl_dn_pre: 0.4738 (0.4847) loss_vfl_enc_0: 0.7042 (0.7205) loss_vfl_pre: 0.7140 (0.7149) time: 0.9342 data: 0.0234 max mem: 9121 Epoch: [50] [2800/3696] eta: 0:12:16 lr: 0.000013 loss: 31.4955 (31.0194) loss_bbox: 0.1637 (0.1683) loss_bbox_aux_0: 0.1745 (0.1807) loss_bbox_aux_1: 0.1663 (0.1710) loss_bbox_aux_2: 0.1637 (0.1689) loss_bbox_aux_3: 0.1636 (0.1684) loss_bbox_aux_4: 0.1636 (0.1683) loss_bbox_dn_0: 0.2214 (0.2323) loss_bbox_dn_1: 0.1618 (0.1706) loss_bbox_dn_2: 0.1526 (0.1604) loss_bbox_dn_3: 0.1526 (0.1572) loss_bbox_dn_4: 0.1520 (0.1566) loss_bbox_dn_5: 0.1520 (0.1565) loss_bbox_dn_pre: 0.2332 (0.2382) loss_bbox_enc_0: 0.2068 (0.2136) loss_bbox_pre: 0.1759 (0.1810) loss_dfl: 0.9698 (0.9596) loss_fgl_aux_0: 0.9979 (0.9915) loss_fgl_aux_1: 0.9725 (0.9621) loss_fgl_aux_2: 0.9700 (0.9598) loss_fgl_aux_3: 0.9706 (0.9597) loss_fgl_aux_4: 0.9700 (0.9597) loss_fgl_dn_0: 1.0820 (1.0848) loss_fgl_dn_1: 0.9843 (0.9811) loss_fgl_dn_2: 0.9775 (0.9721) loss_fgl_dn_3: 0.9764 (0.9728) loss_fgl_dn_4: 0.9759 (0.9732) loss_fgl_dn_5: 0.9759 (0.9733) loss_giou: 0.5761 (0.5519) loss_giou_aux_0: 0.5952 (0.5770) loss_giou_aux_1: 0.5740 (0.5574) loss_giou_aux_2: 0.5741 (0.5529) loss_giou_aux_3: 0.5757 (0.5521) loss_giou_aux_4: 0.5760 (0.5519) loss_giou_dn_0: 0.5617 (0.5552) loss_giou_dn_1: 0.4556 (0.4428) loss_giou_dn_2: 0.4417 (0.4258) loss_giou_dn_3: 0.4369 (0.4211) loss_giou_dn_4: 0.4352 (0.4200) loss_giou_dn_5: 0.4353 (0.4200) loss_giou_dn_pre: 0.5577 (0.5546) loss_giou_enc_0: 0.6525 (0.6493) loss_giou_pre: 0.5912 (0.5756) loss_ddf_aux_0: 0.0475 (0.0515) loss_ddf_aux_1: 0.0071 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2323 (0.2490) loss_ddf_dn_1: 0.0321 (0.0335) loss_ddf_dn_2: 0.0072 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6328 (0.6462) loss_vfl_aux_0: 0.7229 (0.7132) loss_vfl_aux_1: 0.6651 (0.6919) loss_vfl_aux_2: 0.6642 (0.6745) loss_vfl_aux_3: 0.6459 (0.6573) loss_vfl_aux_4: 0.6342 (0.6483) loss_vfl_dn_0: 0.4832 (0.4843) loss_vfl_dn_1: 0.4189 (0.4153) loss_vfl_dn_2: 0.4040 (0.3993) loss_vfl_dn_3: 0.3970 (0.3912) loss_vfl_dn_4: 0.3935 (0.3884) loss_vfl_dn_5: 0.3928 (0.3880) loss_vfl_dn_pre: 0.4842 (0.4847) loss_vfl_enc_0: 0.7166 (0.7206) loss_vfl_pre: 0.7196 (0.7154) time: 0.7540 data: 0.0307 max mem: 9121 Epoch: [50] [2900/3696] eta: 0:10:58 lr: 0.000013 loss: 31.5747 (31.0234) loss_bbox: 0.1666 (0.1685) loss_bbox_aux_0: 0.1798 (0.1808) loss_bbox_aux_1: 0.1674 (0.1712) loss_bbox_aux_2: 0.1664 (0.1690) loss_bbox_aux_3: 0.1664 (0.1686) loss_bbox_aux_4: 0.1666 (0.1685) loss_bbox_dn_0: 0.2193 (0.2325) loss_bbox_dn_1: 0.1630 (0.1708) loss_bbox_dn_2: 0.1563 (0.1605) loss_bbox_dn_3: 0.1535 (0.1574) loss_bbox_dn_4: 0.1534 (0.1567) loss_bbox_dn_5: 0.1534 (0.1567) loss_bbox_dn_pre: 0.2271 (0.2384) loss_bbox_enc_0: 0.2097 (0.2137) loss_bbox_pre: 0.1786 (0.1811) loss_dfl: 0.9638 (0.9595) loss_fgl_aux_0: 0.9909 (0.9914) loss_fgl_aux_1: 0.9670 (0.9620) loss_fgl_aux_2: 0.9638 (0.9597) loss_fgl_aux_3: 0.9641 (0.9596) loss_fgl_aux_4: 0.9638 (0.9595) loss_fgl_dn_0: 1.0724 (1.0847) loss_fgl_dn_1: 0.9910 (0.9810) loss_fgl_dn_2: 0.9826 (0.9720) loss_fgl_dn_3: 0.9848 (0.9727) loss_fgl_dn_4: 0.9848 (0.9732) loss_fgl_dn_5: 0.9847 (0.9732) loss_giou: 0.5709 (0.5520) loss_giou_aux_0: 0.5949 (0.5771) loss_giou_aux_1: 0.5716 (0.5575) loss_giou_aux_2: 0.5700 (0.5531) loss_giou_aux_3: 0.5716 (0.5522) loss_giou_aux_4: 0.5709 (0.5520) loss_giou_dn_0: 0.5747 (0.5553) loss_giou_dn_1: 0.4577 (0.4429) loss_giou_dn_2: 0.4409 (0.4259) loss_giou_dn_3: 0.4348 (0.4212) loss_giou_dn_4: 0.4352 (0.4201) loss_giou_dn_5: 0.4352 (0.4201) loss_giou_dn_pre: 0.5732 (0.5547) loss_giou_enc_0: 0.6726 (0.6494) loss_giou_pre: 0.5939 (0.5757) loss_ddf_aux_0: 0.0470 (0.0514) loss_ddf_aux_1: 0.0067 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2402 (0.2487) loss_ddf_dn_1: 0.0337 (0.0335) loss_ddf_dn_2: 0.0083 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6509 (0.6463) loss_vfl_aux_0: 0.7219 (0.7136) loss_vfl_aux_1: 0.7130 (0.6922) loss_vfl_aux_2: 0.6904 (0.6748) loss_vfl_aux_3: 0.6589 (0.6574) loss_vfl_aux_4: 0.6544 (0.6485) loss_vfl_dn_0: 0.4829 (0.4843) loss_vfl_dn_1: 0.4126 (0.4152) loss_vfl_dn_2: 0.3982 (0.3993) loss_vfl_dn_3: 0.3924 (0.3912) loss_vfl_dn_4: 0.3923 (0.3884) loss_vfl_dn_5: 0.3915 (0.3880) loss_vfl_dn_pre: 0.4832 (0.4847) loss_vfl_enc_0: 0.7357 (0.7209) loss_vfl_pre: 0.7247 (0.7158) time: 0.7919 data: 0.0281 max mem: 9121 Epoch: [50] [3000/3696] eta: 0:09:34 lr: 0.000013 loss: 30.8989 (31.0278) loss_bbox: 0.1669 (0.1685) loss_bbox_aux_0: 0.1842 (0.1808) loss_bbox_aux_1: 0.1675 (0.1712) loss_bbox_aux_2: 0.1657 (0.1690) loss_bbox_aux_3: 0.1672 (0.1686) loss_bbox_aux_4: 0.1669 (0.1685) loss_bbox_dn_0: 0.2459 (0.2324) loss_bbox_dn_1: 0.1796 (0.1708) loss_bbox_dn_2: 0.1683 (0.1605) loss_bbox_dn_3: 0.1699 (0.1574) loss_bbox_dn_4: 0.1682 (0.1567) loss_bbox_dn_5: 0.1684 (0.1567) loss_bbox_dn_pre: 0.2519 (0.2383) loss_bbox_enc_0: 0.2199 (0.2137) loss_bbox_pre: 0.1871 (0.1811) loss_dfl: 0.9678 (0.9597) loss_fgl_aux_0: 1.0036 (0.9916) loss_fgl_aux_1: 0.9680 (0.9622) loss_fgl_aux_2: 0.9685 (0.9599) loss_fgl_aux_3: 0.9681 (0.9598) loss_fgl_aux_4: 0.9679 (0.9598) loss_fgl_dn_0: 1.0874 (1.0847) loss_fgl_dn_1: 0.9836 (0.9812) loss_fgl_dn_2: 0.9715 (0.9723) loss_fgl_dn_3: 0.9714 (0.9729) loss_fgl_dn_4: 0.9716 (0.9734) loss_fgl_dn_5: 0.9717 (0.9734) loss_giou: 0.5337 (0.5522) loss_giou_aux_0: 0.5627 (0.5772) loss_giou_aux_1: 0.5427 (0.5577) loss_giou_aux_2: 0.5353 (0.5532) loss_giou_aux_3: 0.5348 (0.5523) loss_giou_aux_4: 0.5337 (0.5522) loss_giou_dn_0: 0.5370 (0.5554) loss_giou_dn_1: 0.4226 (0.4431) loss_giou_dn_2: 0.4019 (0.4260) loss_giou_dn_3: 0.3947 (0.4213) loss_giou_dn_4: 0.3939 (0.4203) loss_giou_dn_5: 0.3938 (0.4203) loss_giou_dn_pre: 0.5381 (0.5548) loss_giou_enc_0: 0.6458 (0.6494) loss_giou_pre: 0.5643 (0.5758) loss_ddf_aux_0: 0.0501 (0.0513) loss_ddf_aux_1: 0.0070 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2394 (0.2485) loss_ddf_dn_1: 0.0324 (0.0335) loss_ddf_dn_2: 0.0074 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6396 (0.6464) loss_vfl_aux_0: 0.7075 (0.7137) loss_vfl_aux_1: 0.6789 (0.6922) loss_vfl_aux_2: 0.6754 (0.6748) loss_vfl_aux_3: 0.6511 (0.6574) loss_vfl_aux_4: 0.6383 (0.6485) loss_vfl_dn_0: 0.4818 (0.4842) loss_vfl_dn_1: 0.4161 (0.4153) loss_vfl_dn_2: 0.3893 (0.3993) loss_vfl_dn_3: 0.3824 (0.3913) loss_vfl_dn_4: 0.3806 (0.3885) loss_vfl_dn_5: 0.3819 (0.3880) loss_vfl_dn_pre: 0.4818 (0.4847) loss_vfl_enc_0: 0.7009 (0.7209) loss_vfl_pre: 0.7094 (0.7159) time: 0.7953 data: 0.0313 max mem: 9121 Epoch: [50] [3100/3696] eta: 0:08:10 lr: 0.000013 loss: 31.2066 (31.0259) loss_bbox: 0.1668 (0.1685) loss_bbox_aux_0: 0.1770 (0.1809) loss_bbox_aux_1: 0.1685 (0.1712) loss_bbox_aux_2: 0.1685 (0.1691) loss_bbox_aux_3: 0.1670 (0.1686) loss_bbox_aux_4: 0.1669 (0.1685) loss_bbox_dn_0: 0.2271 (0.2323) loss_bbox_dn_1: 0.1654 (0.1707) loss_bbox_dn_2: 0.1566 (0.1605) loss_bbox_dn_3: 0.1569 (0.1573) loss_bbox_dn_4: 0.1561 (0.1567) loss_bbox_dn_5: 0.1562 (0.1567) loss_bbox_dn_pre: 0.2281 (0.2382) loss_bbox_enc_0: 0.2039 (0.2137) loss_bbox_pre: 0.1775 (0.1812) loss_dfl: 0.9658 (0.9596) loss_fgl_aux_0: 0.9940 (0.9914) loss_fgl_aux_1: 0.9676 (0.9621) loss_fgl_aux_2: 0.9654 (0.9598) loss_fgl_aux_3: 0.9657 (0.9596) loss_fgl_aux_4: 0.9658 (0.9596) loss_fgl_dn_0: 1.0890 (1.0846) loss_fgl_dn_1: 0.9803 (0.9812) loss_fgl_dn_2: 0.9734 (0.9723) loss_fgl_dn_3: 0.9762 (0.9729) loss_fgl_dn_4: 0.9769 (0.9734) loss_fgl_dn_5: 0.9769 (0.9734) loss_giou: 0.5485 (0.5522) loss_giou_aux_0: 0.5771 (0.5772) loss_giou_aux_1: 0.5562 (0.5577) loss_giou_aux_2: 0.5534 (0.5532) loss_giou_aux_3: 0.5488 (0.5523) loss_giou_aux_4: 0.5484 (0.5522) loss_giou_dn_0: 0.5708 (0.5553) loss_giou_dn_1: 0.4602 (0.4430) loss_giou_dn_2: 0.4431 (0.4260) loss_giou_dn_3: 0.4350 (0.4212) loss_giou_dn_4: 0.4339 (0.4202) loss_giou_dn_5: 0.4339 (0.4202) loss_giou_dn_pre: 0.5704 (0.5547) loss_giou_enc_0: 0.6515 (0.6495) loss_giou_pre: 0.5761 (0.5758) loss_ddf_aux_0: 0.0475 (0.0513) loss_ddf_aux_1: 0.0066 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2444 (0.2483) loss_ddf_dn_1: 0.0321 (0.0335) loss_ddf_dn_2: 0.0075 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6257 (0.6464) loss_vfl_aux_0: 0.6871 (0.7136) loss_vfl_aux_1: 0.6757 (0.6920) loss_vfl_aux_2: 0.6502 (0.6747) loss_vfl_aux_3: 0.6394 (0.6573) loss_vfl_aux_4: 0.6287 (0.6484) loss_vfl_dn_0: 0.4773 (0.4842) loss_vfl_dn_1: 0.4150 (0.4153) loss_vfl_dn_2: 0.4035 (0.3993) loss_vfl_dn_3: 0.3939 (0.3913) loss_vfl_dn_4: 0.3910 (0.3885) loss_vfl_dn_5: 0.3902 (0.3880) loss_vfl_dn_pre: 0.4786 (0.4847) loss_vfl_enc_0: 0.6932 (0.7209) loss_vfl_pre: 0.6908 (0.7158) time: 0.7963 data: 0.0326 max mem: 9121 Epoch: [50] [3200/3696] eta: 0:06:52 lr: 0.000013 loss: 31.3116 (31.0288) loss_bbox: 0.1652 (0.1685) loss_bbox_aux_0: 0.1780 (0.1809) loss_bbox_aux_1: 0.1699 (0.1712) loss_bbox_aux_2: 0.1671 (0.1691) loss_bbox_aux_3: 0.1656 (0.1686) loss_bbox_aux_4: 0.1652 (0.1686) loss_bbox_dn_0: 0.2221 (0.2323) loss_bbox_dn_1: 0.1644 (0.1707) loss_bbox_dn_2: 0.1570 (0.1605) loss_bbox_dn_3: 0.1525 (0.1573) loss_bbox_dn_4: 0.1506 (0.1566) loss_bbox_dn_5: 0.1507 (0.1566) loss_bbox_dn_pre: 0.2351 (0.2382) loss_bbox_enc_0: 0.2086 (0.2137) loss_bbox_pre: 0.1779 (0.1812) loss_dfl: 0.9825 (0.9596) loss_fgl_aux_0: 1.0070 (0.9915) loss_fgl_aux_1: 0.9843 (0.9621) loss_fgl_aux_2: 0.9821 (0.9598) loss_fgl_aux_3: 0.9828 (0.9597) loss_fgl_aux_4: 0.9825 (0.9596) loss_fgl_dn_0: 1.0801 (1.0846) loss_fgl_dn_1: 0.9805 (0.9812) loss_fgl_dn_2: 0.9724 (0.9722) loss_fgl_dn_3: 0.9731 (0.9729) loss_fgl_dn_4: 0.9737 (0.9734) loss_fgl_dn_5: 0.9737 (0.9734) loss_giou: 0.5511 (0.5522) loss_giou_aux_0: 0.5775 (0.5772) loss_giou_aux_1: 0.5613 (0.5577) loss_giou_aux_2: 0.5525 (0.5532) loss_giou_aux_3: 0.5519 (0.5523) loss_giou_aux_4: 0.5514 (0.5522) loss_giou_dn_0: 0.5625 (0.5555) loss_giou_dn_1: 0.4483 (0.4431) loss_giou_dn_2: 0.4301 (0.4260) loss_giou_dn_3: 0.4261 (0.4213) loss_giou_dn_4: 0.4243 (0.4203) loss_giou_dn_5: 0.4244 (0.4203) loss_giou_dn_pre: 0.5632 (0.5548) loss_giou_enc_0: 0.6549 (0.6495) loss_giou_pre: 0.5765 (0.5758) loss_ddf_aux_0: 0.0507 (0.0513) loss_ddf_aux_1: 0.0069 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2530 (0.2485) loss_ddf_dn_1: 0.0348 (0.0335) loss_ddf_dn_2: 0.0072 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6541 (0.6466) loss_vfl_aux_0: 0.7226 (0.7138) loss_vfl_aux_1: 0.6743 (0.6922) loss_vfl_aux_2: 0.6613 (0.6749) loss_vfl_aux_3: 0.6494 (0.6574) loss_vfl_aux_4: 0.6481 (0.6486) loss_vfl_dn_0: 0.4841 (0.4843) loss_vfl_dn_1: 0.4189 (0.4154) loss_vfl_dn_2: 0.4044 (0.3994) loss_vfl_dn_3: 0.3962 (0.3913) loss_vfl_dn_4: 0.3951 (0.3886) loss_vfl_dn_5: 0.3960 (0.3881) loss_vfl_dn_pre: 0.4850 (0.4847) loss_vfl_enc_0: 0.7067 (0.7210) loss_vfl_pre: 0.7229 (0.7160) time: 2.2987 data: 0.0244 max mem: 9121 Epoch: [50] [3300/3696] eta: 0:05:28 lr: 0.000013 loss: 30.7812 (31.0301) loss_bbox: 0.1569 (0.1685) loss_bbox_aux_0: 0.1698 (0.1808) loss_bbox_aux_1: 0.1592 (0.1712) loss_bbox_aux_2: 0.1577 (0.1691) loss_bbox_aux_3: 0.1578 (0.1686) loss_bbox_aux_4: 0.1570 (0.1685) loss_bbox_dn_0: 0.2085 (0.2321) loss_bbox_dn_1: 0.1538 (0.1706) loss_bbox_dn_2: 0.1414 (0.1603) loss_bbox_dn_3: 0.1381 (0.1572) loss_bbox_dn_4: 0.1380 (0.1565) loss_bbox_dn_5: 0.1380 (0.1565) loss_bbox_dn_pre: 0.2119 (0.2380) loss_bbox_enc_0: 0.2006 (0.2136) loss_bbox_pre: 0.1679 (0.1811) loss_dfl: 0.9587 (0.9595) loss_fgl_aux_0: 0.9844 (0.9913) loss_fgl_aux_1: 0.9584 (0.9619) loss_fgl_aux_2: 0.9580 (0.9596) loss_fgl_aux_3: 0.9590 (0.9595) loss_fgl_aux_4: 0.9589 (0.9595) loss_fgl_dn_0: 1.0789 (1.0845) loss_fgl_dn_1: 0.9792 (0.9812) loss_fgl_dn_2: 0.9708 (0.9722) loss_fgl_dn_3: 0.9704 (0.9729) loss_fgl_dn_4: 0.9702 (0.9734) loss_fgl_dn_5: 0.9702 (0.9734) loss_giou: 0.6090 (0.5526) loss_giou_aux_0: 0.6346 (0.5776) loss_giou_aux_1: 0.6108 (0.5581) loss_giou_aux_2: 0.6066 (0.5536) loss_giou_aux_3: 0.6087 (0.5527) loss_giou_aux_4: 0.6090 (0.5526) loss_giou_dn_0: 0.5528 (0.5556) loss_giou_dn_1: 0.4463 (0.4432) loss_giou_dn_2: 0.4253 (0.4262) loss_giou_dn_3: 0.4201 (0.4215) loss_giou_dn_4: 0.4190 (0.4204) loss_giou_dn_5: 0.4190 (0.4204) loss_giou_dn_pre: 0.5508 (0.5549) loss_giou_enc_0: 0.6984 (0.6498) loss_giou_pre: 0.6330 (0.5762) loss_ddf_aux_0: 0.0466 (0.0512) loss_ddf_aux_1: 0.0064 (0.0071) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2445 (0.2483) loss_ddf_dn_1: 0.0338 (0.0334) loss_ddf_dn_2: 0.0074 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6233 (0.6467) loss_vfl_aux_0: 0.7053 (0.7139) loss_vfl_aux_1: 0.6703 (0.6922) loss_vfl_aux_2: 0.6627 (0.6749) loss_vfl_aux_3: 0.6351 (0.6575) loss_vfl_aux_4: 0.6286 (0.6487) loss_vfl_dn_0: 0.4839 (0.4843) loss_vfl_dn_1: 0.4122 (0.4154) loss_vfl_dn_2: 0.3950 (0.3994) loss_vfl_dn_3: 0.3909 (0.3914) loss_vfl_dn_4: 0.3875 (0.3886) loss_vfl_dn_5: 0.3861 (0.3881) loss_vfl_dn_pre: 0.4850 (0.4847) loss_vfl_enc_0: 0.7060 (0.7210) loss_vfl_pre: 0.7079 (0.7161) time: 0.7197 data: 0.0289 max mem: 9121 Epoch: [50] [3400/3696] eta: 0:04:05 lr: 0.000013 loss: 31.3321 (31.0273) loss_bbox: 0.1674 (0.1685) loss_bbox_aux_0: 0.1821 (0.1809) loss_bbox_aux_1: 0.1699 (0.1712) loss_bbox_aux_2: 0.1689 (0.1691) loss_bbox_aux_3: 0.1679 (0.1686) loss_bbox_aux_4: 0.1675 (0.1686) loss_bbox_dn_0: 0.2112 (0.2322) loss_bbox_dn_1: 0.1567 (0.1706) loss_bbox_dn_2: 0.1453 (0.1604) loss_bbox_dn_3: 0.1395 (0.1572) loss_bbox_dn_4: 0.1393 (0.1566) loss_bbox_dn_5: 0.1393 (0.1566) loss_bbox_dn_pre: 0.2141 (0.2380) loss_bbox_enc_0: 0.2137 (0.2137) loss_bbox_pre: 0.1819 (0.1811) loss_dfl: 0.9372 (0.9594) loss_fgl_aux_0: 0.9657 (0.9912) loss_fgl_aux_1: 0.9405 (0.9618) loss_fgl_aux_2: 0.9393 (0.9595) loss_fgl_aux_3: 0.9374 (0.9594) loss_fgl_aux_4: 0.9372 (0.9594) loss_fgl_dn_0: 1.0817 (1.0846) loss_fgl_dn_1: 0.9735 (0.9811) loss_fgl_dn_2: 0.9641 (0.9722) loss_fgl_dn_3: 0.9646 (0.9728) loss_fgl_dn_4: 0.9656 (0.9733) loss_fgl_dn_5: 0.9656 (0.9733) loss_giou: 0.5484 (0.5523) loss_giou_aux_0: 0.5737 (0.5773) loss_giou_aux_1: 0.5538 (0.5578) loss_giou_aux_2: 0.5511 (0.5533) loss_giou_aux_3: 0.5484 (0.5524) loss_giou_aux_4: 0.5481 (0.5523) loss_giou_dn_0: 0.5553 (0.5554) loss_giou_dn_1: 0.4462 (0.4430) loss_giou_dn_2: 0.4285 (0.4260) loss_giou_dn_3: 0.4236 (0.4212) loss_giou_dn_4: 0.4226 (0.4202) loss_giou_dn_5: 0.4227 (0.4202) loss_giou_dn_pre: 0.5543 (0.5547) loss_giou_enc_0: 0.6479 (0.6495) loss_giou_pre: 0.5718 (0.5759) loss_ddf_aux_0: 0.0492 (0.0512) loss_ddf_aux_1: 0.0071 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2503 (0.2484) loss_ddf_dn_1: 0.0321 (0.0334) loss_ddf_dn_2: 0.0070 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6570 (0.6468) loss_vfl_aux_0: 0.7236 (0.7141) loss_vfl_aux_1: 0.7075 (0.6923) loss_vfl_aux_2: 0.6965 (0.6750) loss_vfl_aux_3: 0.6744 (0.6576) loss_vfl_aux_4: 0.6528 (0.6488) loss_vfl_dn_0: 0.4862 (0.4843) loss_vfl_dn_1: 0.4172 (0.4154) loss_vfl_dn_2: 0.3987 (0.3994) loss_vfl_dn_3: 0.3919 (0.3913) loss_vfl_dn_4: 0.3897 (0.3886) loss_vfl_dn_5: 0.3871 (0.3881) loss_vfl_dn_pre: 0.4869 (0.4848) loss_vfl_enc_0: 0.7225 (0.7210) loss_vfl_pre: 0.7255 (0.7163) time: 0.7289 data: 0.0250 max mem: 9121 Epoch: [50] [3500/3696] eta: 0:02:42 lr: 0.000013 loss: 31.0183 (31.0258) loss_bbox: 0.1663 (0.1685) loss_bbox_aux_0: 0.1761 (0.1808) loss_bbox_aux_1: 0.1668 (0.1712) loss_bbox_aux_2: 0.1663 (0.1690) loss_bbox_aux_3: 0.1658 (0.1686) loss_bbox_aux_4: 0.1664 (0.1685) loss_bbox_dn_0: 0.2256 (0.2322) loss_bbox_dn_1: 0.1676 (0.1706) loss_bbox_dn_2: 0.1521 (0.1603) loss_bbox_dn_3: 0.1509 (0.1572) loss_bbox_dn_4: 0.1511 (0.1565) loss_bbox_dn_5: 0.1511 (0.1565) loss_bbox_dn_pre: 0.2324 (0.2380) loss_bbox_enc_0: 0.2093 (0.2137) loss_bbox_pre: 0.1762 (0.1811) loss_dfl: 0.9580 (0.9593) loss_fgl_aux_0: 0.9888 (0.9912) loss_fgl_aux_1: 0.9572 (0.9617) loss_fgl_aux_2: 0.9570 (0.9594) loss_fgl_aux_3: 0.9574 (0.9593) loss_fgl_aux_4: 0.9580 (0.9593) loss_fgl_dn_0: 1.0866 (1.0846) loss_fgl_dn_1: 0.9811 (0.9811) loss_fgl_dn_2: 0.9705 (0.9721) loss_fgl_dn_3: 0.9708 (0.9728) loss_fgl_dn_4: 0.9715 (0.9732) loss_fgl_dn_5: 0.9715 (0.9732) loss_giou: 0.5074 (0.5522) loss_giou_aux_0: 0.5381 (0.5771) loss_giou_aux_1: 0.5149 (0.5577) loss_giou_aux_2: 0.5079 (0.5532) loss_giou_aux_3: 0.5072 (0.5523) loss_giou_aux_4: 0.5075 (0.5522) loss_giou_dn_0: 0.5512 (0.5553) loss_giou_dn_1: 0.4428 (0.4429) loss_giou_dn_2: 0.4231 (0.4259) loss_giou_dn_3: 0.4165 (0.4211) loss_giou_dn_4: 0.4154 (0.4201) loss_giou_dn_5: 0.4154 (0.4201) loss_giou_dn_pre: 0.5513 (0.5547) loss_giou_enc_0: 0.6163 (0.6493) loss_giou_pre: 0.5395 (0.5757) loss_ddf_aux_0: 0.0529 (0.0512) loss_ddf_aux_1: 0.0073 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2705 (0.2486) loss_ddf_dn_1: 0.0344 (0.0335) loss_ddf_dn_2: 0.0076 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6551 (0.6469) loss_vfl_aux_0: 0.7140 (0.7144) loss_vfl_aux_1: 0.6862 (0.6924) loss_vfl_aux_2: 0.6791 (0.6751) loss_vfl_aux_3: 0.6574 (0.6577) loss_vfl_aux_4: 0.6555 (0.6489) loss_vfl_dn_0: 0.4870 (0.4844) loss_vfl_dn_1: 0.4156 (0.4155) loss_vfl_dn_2: 0.3996 (0.3995) loss_vfl_dn_3: 0.3928 (0.3914) loss_vfl_dn_4: 0.3891 (0.3886) loss_vfl_dn_5: 0.3905 (0.3881) loss_vfl_dn_pre: 0.4873 (0.4849) loss_vfl_enc_0: 0.7456 (0.7212) loss_vfl_pre: 0.7173 (0.7165) time: 0.7540 data: 0.0331 max mem: 9121 Epoch: [50] [3600/3696] eta: 0:01:19 lr: 0.000013 loss: 30.7443 (31.0314) loss_bbox: 0.1748 (0.1686) loss_bbox_aux_0: 0.1927 (0.1809) loss_bbox_aux_1: 0.1771 (0.1713) loss_bbox_aux_2: 0.1764 (0.1692) loss_bbox_aux_3: 0.1755 (0.1687) loss_bbox_aux_4: 0.1749 (0.1686) loss_bbox_dn_0: 0.2288 (0.2323) loss_bbox_dn_1: 0.1636 (0.1707) loss_bbox_dn_2: 0.1567 (0.1604) loss_bbox_dn_3: 0.1518 (0.1572) loss_bbox_dn_4: 0.1516 (0.1566) loss_bbox_dn_5: 0.1515 (0.1566) loss_bbox_dn_pre: 0.2296 (0.2381) loss_bbox_enc_0: 0.2293 (0.2138) loss_bbox_pre: 0.1933 (0.1812) loss_dfl: 0.9449 (0.9592) loss_fgl_aux_0: 0.9877 (0.9911) loss_fgl_aux_1: 0.9479 (0.9617) loss_fgl_aux_2: 0.9444 (0.9594) loss_fgl_aux_3: 0.9447 (0.9592) loss_fgl_aux_4: 0.9449 (0.9592) loss_fgl_dn_0: 1.0772 (1.0846) loss_fgl_dn_1: 0.9740 (0.9811) loss_fgl_dn_2: 0.9645 (0.9721) loss_fgl_dn_3: 0.9647 (0.9728) loss_fgl_dn_4: 0.9652 (0.9733) loss_fgl_dn_5: 0.9653 (0.9733) loss_giou: 0.5122 (0.5524) loss_giou_aux_0: 0.5417 (0.5773) loss_giou_aux_1: 0.5199 (0.5579) loss_giou_aux_2: 0.5136 (0.5534) loss_giou_aux_3: 0.5129 (0.5525) loss_giou_aux_4: 0.5124 (0.5524) loss_giou_dn_0: 0.5399 (0.5554) loss_giou_dn_1: 0.4258 (0.4430) loss_giou_dn_2: 0.4097 (0.4259) loss_giou_dn_3: 0.4040 (0.4212) loss_giou_dn_4: 0.4030 (0.4201) loss_giou_dn_5: 0.4030 (0.4201) loss_giou_dn_pre: 0.5405 (0.5548) loss_giou_enc_0: 0.6186 (0.6495) loss_giou_pre: 0.5400 (0.5759) loss_ddf_aux_0: 0.0469 (0.0513) loss_ddf_aux_1: 0.0067 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2357 (0.2487) loss_ddf_dn_1: 0.0318 (0.0335) loss_ddf_dn_2: 0.0065 (0.0076) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6422 (0.6471) loss_vfl_aux_0: 0.7140 (0.7145) loss_vfl_aux_1: 0.7068 (0.6926) loss_vfl_aux_2: 0.6757 (0.6753) loss_vfl_aux_3: 0.6658 (0.6580) loss_vfl_aux_4: 0.6521 (0.6491) loss_vfl_dn_0: 0.4825 (0.4844) loss_vfl_dn_1: 0.4114 (0.4156) loss_vfl_dn_2: 0.3932 (0.3996) loss_vfl_dn_3: 0.3865 (0.3914) loss_vfl_dn_4: 0.3834 (0.3887) loss_vfl_dn_5: 0.3840 (0.3882) loss_vfl_dn_pre: 0.4834 (0.4849) loss_vfl_enc_0: 0.7097 (0.7213) loss_vfl_pre: 0.7184 (0.7167) time: 0.7642 data: 0.0374 max mem: 9121 Epoch: [50] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 30.9662 (31.0323) loss_bbox: 0.1687 (0.1687) loss_bbox_aux_0: 0.1840 (0.1810) loss_bbox_aux_1: 0.1702 (0.1713) loss_bbox_aux_2: 0.1687 (0.1692) loss_bbox_aux_3: 0.1687 (0.1687) loss_bbox_aux_4: 0.1688 (0.1687) loss_bbox_dn_0: 0.2410 (0.2323) loss_bbox_dn_1: 0.1839 (0.1707) loss_bbox_dn_2: 0.1698 (0.1604) loss_bbox_dn_3: 0.1655 (0.1573) loss_bbox_dn_4: 0.1638 (0.1566) loss_bbox_dn_5: 0.1638 (0.1566) loss_bbox_dn_pre: 0.2464 (0.2381) loss_bbox_enc_0: 0.2214 (0.2139) loss_bbox_pre: 0.1853 (0.1812) loss_dfl: 0.9623 (0.9591) loss_fgl_aux_0: 0.9986 (0.9910) loss_fgl_aux_1: 0.9649 (0.9616) loss_fgl_aux_2: 0.9622 (0.9593) loss_fgl_aux_3: 0.9623 (0.9592) loss_fgl_aux_4: 0.9623 (0.9591) loss_fgl_dn_0: 1.0875 (1.0845) loss_fgl_dn_1: 0.9719 (0.9810) loss_fgl_dn_2: 0.9635 (0.9721) loss_fgl_dn_3: 0.9640 (0.9728) loss_fgl_dn_4: 0.9644 (0.9732) loss_fgl_dn_5: 0.9644 (0.9732) loss_giou: 0.5142 (0.5525) loss_giou_aux_0: 0.5333 (0.5774) loss_giou_aux_1: 0.5147 (0.5580) loss_giou_aux_2: 0.5124 (0.5535) loss_giou_aux_3: 0.5137 (0.5526) loss_giou_aux_4: 0.5143 (0.5525) loss_giou_dn_0: 0.5364 (0.5555) loss_giou_dn_1: 0.4292 (0.4432) loss_giou_dn_2: 0.4125 (0.4261) loss_giou_dn_3: 0.4054 (0.4213) loss_giou_dn_4: 0.4051 (0.4203) loss_giou_dn_5: 0.4050 (0.4203) loss_giou_dn_pre: 0.5357 (0.5549) loss_giou_enc_0: 0.6145 (0.6496) loss_giou_pre: 0.5307 (0.5760) loss_ddf_aux_0: 0.0515 (0.0513) loss_ddf_aux_1: 0.0073 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2468 (0.2485) loss_ddf_dn_1: 0.0332 (0.0335) loss_ddf_dn_2: 0.0083 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6530 (0.6471) loss_vfl_aux_0: 0.7238 (0.7145) loss_vfl_aux_1: 0.6990 (0.6926) loss_vfl_aux_2: 0.6895 (0.6753) loss_vfl_aux_3: 0.6718 (0.6579) loss_vfl_aux_4: 0.6530 (0.6492) loss_vfl_dn_0: 0.4830 (0.4844) loss_vfl_dn_1: 0.4048 (0.4155) loss_vfl_dn_2: 0.3919 (0.3996) loss_vfl_dn_3: 0.3807 (0.3915) loss_vfl_dn_4: 0.3774 (0.3887) loss_vfl_dn_5: 0.3768 (0.3882) loss_vfl_dn_pre: 0.4839 (0.4849) loss_vfl_enc_0: 0.7173 (0.7211) loss_vfl_pre: 0.7253 (0.7166) time: 0.7458 data: 0.0298 max mem: 9121 Epoch: [50] Total time: 0:50:53 (0.8261 s / it) Averaged stats: lr: 0.000013 loss: 30.9662 (31.0323) loss_bbox: 0.1687 (0.1687) loss_bbox_aux_0: 0.1840 (0.1810) loss_bbox_aux_1: 0.1702 (0.1713) loss_bbox_aux_2: 0.1687 (0.1692) loss_bbox_aux_3: 0.1687 (0.1687) loss_bbox_aux_4: 0.1688 (0.1687) loss_bbox_dn_0: 0.2410 (0.2323) loss_bbox_dn_1: 0.1839 (0.1707) loss_bbox_dn_2: 0.1698 (0.1604) loss_bbox_dn_3: 0.1655 (0.1573) loss_bbox_dn_4: 0.1638 (0.1566) loss_bbox_dn_5: 0.1638 (0.1566) loss_bbox_dn_pre: 0.2464 (0.2381) loss_bbox_enc_0: 0.2214 (0.2139) loss_bbox_pre: 0.1853 (0.1812) loss_dfl: 0.9623 (0.9591) loss_fgl_aux_0: 0.9986 (0.9910) loss_fgl_aux_1: 0.9649 (0.9616) loss_fgl_aux_2: 0.9622 (0.9593) loss_fgl_aux_3: 0.9623 (0.9592) loss_fgl_aux_4: 0.9623 (0.9591) loss_fgl_dn_0: 1.0875 (1.0845) loss_fgl_dn_1: 0.9719 (0.9810) loss_fgl_dn_2: 0.9635 (0.9721) loss_fgl_dn_3: 0.9640 (0.9728) loss_fgl_dn_4: 0.9644 (0.9732) loss_fgl_dn_5: 0.9644 (0.9732) loss_giou: 0.5142 (0.5525) loss_giou_aux_0: 0.5333 (0.5774) loss_giou_aux_1: 0.5147 (0.5580) loss_giou_aux_2: 0.5124 (0.5535) loss_giou_aux_3: 0.5137 (0.5526) loss_giou_aux_4: 0.5143 (0.5525) loss_giou_dn_0: 0.5364 (0.5555) loss_giou_dn_1: 0.4292 (0.4432) loss_giou_dn_2: 0.4125 (0.4261) loss_giou_dn_3: 0.4054 (0.4213) loss_giou_dn_4: 0.4051 (0.4203) loss_giou_dn_5: 0.4050 (0.4203) loss_giou_dn_pre: 0.5357 (0.5549) loss_giou_enc_0: 0.6145 (0.6496) loss_giou_pre: 0.5307 (0.5760) loss_ddf_aux_0: 0.0515 (0.0513) loss_ddf_aux_1: 0.0073 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2468 (0.2485) loss_ddf_dn_1: 0.0332 (0.0335) loss_ddf_dn_2: 0.0083 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6530 (0.6471) loss_vfl_aux_0: 0.7238 (0.7145) loss_vfl_aux_1: 0.6990 (0.6926) loss_vfl_aux_2: 0.6895 (0.6753) loss_vfl_aux_3: 0.6718 (0.6579) loss_vfl_aux_4: 0.6530 (0.6492) loss_vfl_dn_0: 0.4830 (0.4844) loss_vfl_dn_1: 0.4048 (0.4155) loss_vfl_dn_2: 0.3919 (0.3996) loss_vfl_dn_3: 0.3807 (0.3915) loss_vfl_dn_4: 0.3774 (0.3887) loss_vfl_dn_5: 0.3768 (0.3882) loss_vfl_dn_pre: 0.4839 (0.4849) loss_vfl_enc_0: 0.7173 (0.7211) loss_vfl_pre: 0.7253 (0.7166) Test: [ 0/79] eta: 0:02:56 time: 2.2281 data: 1.6770 max mem: 9121 Test: [10/79] eta: 0:00:51 time: 0.7528 data: 0.2100 max mem: 9121 Test: [20/79] eta: 0:00:40 time: 0.6093 data: 0.0677 max mem: 9121 Test: [30/79] eta: 0:00:32 time: 0.6200 data: 0.0678 max mem: 9121 Test: [40/79] eta: 0:00:25 time: 0.6157 data: 0.0634 max mem: 9121 Test: [50/79] eta: 0:00:20 time: 0.7265 data: 0.0621 max mem: 9121 Test: [60/79] eta: 0:00:12 time: 0.7146 data: 0.0611 max mem: 9121 Test: [70/79] eta: 0:00:05 time: 0.5906 data: 0.0644 max mem: 9121 Test: [78/79] eta: 0:00:00 time: 0.5602 data: 0.0625 max mem: 9121 Test: Total time: 0:00:51 (0.6519 s / it) Averaged stats: Accumulating evaluation results... DONE (t=23.47s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.537 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.713 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.350 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.581 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.393 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.664 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.728 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.558 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.772 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 best_stat: {'epoch': 50, 'coco_eval_bbox': 0.5371396977624083} Epoch: [51] [ 0/3696] eta: 4:13:13 lr: 0.000013 loss: 30.2871 (30.2871) loss_bbox: 0.1515 (0.1515) loss_bbox_aux_0: 0.1721 (0.1721) loss_bbox_aux_1: 0.1566 (0.1566) loss_bbox_aux_2: 0.1513 (0.1513) loss_bbox_aux_3: 0.1517 (0.1517) loss_bbox_aux_4: 0.1515 (0.1515) loss_bbox_dn_0: 0.2648 (0.2648) loss_bbox_dn_1: 0.1867 (0.1867) loss_bbox_dn_2: 0.1752 (0.1752) loss_bbox_dn_3: 0.1731 (0.1731) loss_bbox_dn_4: 0.1726 (0.1726) loss_bbox_dn_5: 0.1725 (0.1725) loss_bbox_dn_pre: 0.2709 (0.2709) loss_bbox_enc_0: 0.2225 (0.2225) loss_bbox_pre: 0.1720 (0.1720) loss_dfl: 0.8258 (0.8258) loss_fgl_aux_0: 0.8623 (0.8623) loss_fgl_aux_1: 0.8308 (0.8308) loss_fgl_aux_2: 0.8276 (0.8276) loss_fgl_aux_3: 0.8254 (0.8254) loss_fgl_aux_4: 0.8258 (0.8258) loss_fgl_dn_0: 1.0301 (1.0301) loss_fgl_dn_1: 0.9113 (0.9113) loss_fgl_dn_2: 0.9071 (0.9071) loss_fgl_dn_3: 0.9059 (0.9059) loss_fgl_dn_4: 0.9071 (0.9071) loss_fgl_dn_5: 0.9071 (0.9071) loss_giou: 0.6173 (0.6173) loss_giou_aux_0: 0.6421 (0.6421) loss_giou_aux_1: 0.6217 (0.6217) loss_giou_aux_2: 0.6166 (0.6166) loss_giou_aux_3: 0.6178 (0.6178) loss_giou_aux_4: 0.6173 (0.6173) loss_giou_dn_0: 0.5900 (0.5900) loss_giou_dn_1: 0.4849 (0.4849) loss_giou_dn_2: 0.4630 (0.4630) loss_giou_dn_3: 0.4612 (0.4612) loss_giou_dn_4: 0.4580 (0.4580) loss_giou_dn_5: 0.4581 (0.4581) loss_giou_dn_pre: 0.5878 (0.5878) loss_giou_enc_0: 0.7235 (0.7235) loss_giou_pre: 0.6398 (0.6398) loss_ddf_aux_0: 0.0571 (0.0571) loss_ddf_aux_1: 0.0077 (0.0077) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0000 (0.0000) loss_ddf_dn_0: 0.2239 (0.2239) loss_ddf_dn_1: 0.0292 (0.0292) loss_ddf_dn_2: 0.0076 (0.0076) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.5552 (0.5552) loss_vfl_aux_0: 0.6860 (0.6860) loss_vfl_aux_1: 0.6698 (0.6698) loss_vfl_aux_2: 0.6135 (0.6135) loss_vfl_aux_3: 0.5741 (0.5741) loss_vfl_aux_4: 0.5593 (0.5593) loss_vfl_dn_0: 0.4862 (0.4862) loss_vfl_dn_1: 0.4193 (0.4193) loss_vfl_dn_2: 0.3989 (0.3989) loss_vfl_dn_3: 0.3914 (0.3914) loss_vfl_dn_4: 0.3862 (0.3862) loss_vfl_dn_5: 0.3845 (0.3845) loss_vfl_dn_pre: 0.4871 (0.4871) loss_vfl_enc_0: 0.7499 (0.7499) loss_vfl_pre: 0.6871 (0.6871) time: 4.1109 data: 1.5412 max mem: 9121 Epoch: [51] [ 100/3696] eta: 1:11:59 lr: 0.000013 loss: 30.6729 (30.7686) loss_bbox: 0.1467 (0.1663) loss_bbox_aux_0: 0.1646 (0.1794) loss_bbox_aux_1: 0.1493 (0.1688) loss_bbox_aux_2: 0.1469 (0.1668) loss_bbox_aux_3: 0.1470 (0.1664) loss_bbox_aux_4: 0.1468 (0.1663) loss_bbox_dn_0: 0.2142 (0.2338) loss_bbox_dn_1: 0.1535 (0.1700) loss_bbox_dn_2: 0.1451 (0.1589) loss_bbox_dn_3: 0.1433 (0.1556) loss_bbox_dn_4: 0.1437 (0.1548) loss_bbox_dn_5: 0.1437 (0.1548) loss_bbox_dn_pre: 0.2241 (0.2405) loss_bbox_enc_0: 0.2089 (0.2169) loss_bbox_pre: 0.1637 (0.1797) loss_dfl: 0.9711 (0.9554) loss_fgl_aux_0: 1.0067 (0.9891) loss_fgl_aux_1: 0.9753 (0.9582) loss_fgl_aux_2: 0.9729 (0.9558) loss_fgl_aux_3: 0.9716 (0.9554) loss_fgl_aux_4: 0.9711 (0.9554) loss_fgl_dn_0: 1.0874 (1.0821) loss_fgl_dn_1: 0.9857 (0.9764) loss_fgl_dn_2: 0.9744 (0.9671) loss_fgl_dn_3: 0.9756 (0.9679) loss_fgl_dn_4: 0.9754 (0.9684) loss_fgl_dn_5: 0.9754 (0.9684) loss_giou: 0.5055 (0.5380) loss_giou_aux_0: 0.5422 (0.5621) loss_giou_aux_1: 0.5135 (0.5429) loss_giou_aux_2: 0.5054 (0.5385) loss_giou_aux_3: 0.5051 (0.5381) loss_giou_aux_4: 0.5056 (0.5380) loss_giou_dn_0: 0.5281 (0.5443) loss_giou_dn_1: 0.4172 (0.4320) loss_giou_dn_2: 0.4074 (0.4143) loss_giou_dn_3: 0.4027 (0.4096) loss_giou_dn_4: 0.4020 (0.4084) loss_giou_dn_5: 0.4020 (0.4084) loss_giou_dn_pre: 0.5289 (0.5439) loss_giou_enc_0: 0.6213 (0.6383) loss_giou_pre: 0.5382 (0.5609) loss_ddf_aux_0: 0.0480 (0.0515) loss_ddf_aux_1: 0.0066 (0.0069) loss_ddf_aux_2: 0.0013 (0.0013) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2408 (0.2519) loss_ddf_dn_1: 0.0319 (0.0339) loss_ddf_dn_2: 0.0077 (0.0078) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6373 (0.6404) loss_vfl_aux_0: 0.7086 (0.7210) loss_vfl_aux_1: 0.6791 (0.6927) loss_vfl_aux_2: 0.6729 (0.6749) loss_vfl_aux_3: 0.6536 (0.6537) loss_vfl_aux_4: 0.6427 (0.6433) loss_vfl_dn_0: 0.4808 (0.4841) loss_vfl_dn_1: 0.4149 (0.4145) loss_vfl_dn_2: 0.3970 (0.3974) loss_vfl_dn_3: 0.3873 (0.3890) loss_vfl_dn_4: 0.3865 (0.3860) loss_vfl_dn_5: 0.3864 (0.3856) loss_vfl_dn_pre: 0.4799 (0.4845) loss_vfl_enc_0: 0.7167 (0.7281) loss_vfl_pre: 0.7114 (0.7225) time: 0.7550 data: 0.0267 max mem: 9121 Epoch: [51] [ 200/3696] eta: 0:57:48 lr: 0.000013 loss: 31.0549 (30.8331) loss_bbox: 0.1643 (0.1680) loss_bbox_aux_0: 0.1780 (0.1806) loss_bbox_aux_1: 0.1678 (0.1705) loss_bbox_aux_2: 0.1646 (0.1684) loss_bbox_aux_3: 0.1642 (0.1681) loss_bbox_aux_4: 0.1643 (0.1680) loss_bbox_dn_0: 0.2199 (0.2329) loss_bbox_dn_1: 0.1615 (0.1698) loss_bbox_dn_2: 0.1534 (0.1588) loss_bbox_dn_3: 0.1506 (0.1553) loss_bbox_dn_4: 0.1485 (0.1546) loss_bbox_dn_5: 0.1486 (0.1546) loss_bbox_dn_pre: 0.2215 (0.2393) loss_bbox_enc_0: 0.2050 (0.2150) loss_bbox_pre: 0.1783 (0.1807) loss_dfl: 0.9710 (0.9574) loss_fgl_aux_0: 1.0066 (0.9908) loss_fgl_aux_1: 0.9705 (0.9602) loss_fgl_aux_2: 0.9712 (0.9578) loss_fgl_aux_3: 0.9710 (0.9575) loss_fgl_aux_4: 0.9709 (0.9574) loss_fgl_dn_0: 1.0804 (1.0832) loss_fgl_dn_1: 0.9808 (0.9781) loss_fgl_dn_2: 0.9716 (0.9688) loss_fgl_dn_3: 0.9734 (0.9696) loss_fgl_dn_4: 0.9738 (0.9701) loss_fgl_dn_5: 0.9738 (0.9701) loss_giou: 0.5439 (0.5430) loss_giou_aux_0: 0.5585 (0.5673) loss_giou_aux_1: 0.5463 (0.5482) loss_giou_aux_2: 0.5427 (0.5437) loss_giou_aux_3: 0.5432 (0.5431) loss_giou_aux_4: 0.5439 (0.5430) loss_giou_dn_0: 0.5502 (0.5481) loss_giou_dn_1: 0.4384 (0.4355) loss_giou_dn_2: 0.4233 (0.4177) loss_giou_dn_3: 0.4205 (0.4129) loss_giou_dn_4: 0.4204 (0.4118) loss_giou_dn_5: 0.4205 (0.4118) loss_giou_dn_pre: 0.5482 (0.5476) loss_giou_enc_0: 0.6319 (0.6405) loss_giou_pre: 0.5559 (0.5660) loss_ddf_aux_0: 0.0491 (0.0520) loss_ddf_aux_1: 0.0065 (0.0069) loss_ddf_aux_2: 0.0012 (0.0013) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2429 (0.2523) loss_ddf_dn_1: 0.0328 (0.0335) loss_ddf_dn_2: 0.0067 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6474 (0.6395) loss_vfl_aux_0: 0.7215 (0.7154) loss_vfl_aux_1: 0.6849 (0.6883) loss_vfl_aux_2: 0.6642 (0.6732) loss_vfl_aux_3: 0.6542 (0.6519) loss_vfl_aux_4: 0.6448 (0.6422) loss_vfl_dn_0: 0.4817 (0.4841) loss_vfl_dn_1: 0.4156 (0.4141) loss_vfl_dn_2: 0.3954 (0.3980) loss_vfl_dn_3: 0.3857 (0.3895) loss_vfl_dn_4: 0.3820 (0.3866) loss_vfl_dn_5: 0.3825 (0.3862) loss_vfl_dn_pre: 0.4826 (0.4845) loss_vfl_enc_0: 0.7139 (0.7218) loss_vfl_pre: 0.7247 (0.7174) time: 0.7541 data: 0.0274 max mem: 9121 Epoch: [51] [ 300/3696] eta: 0:52:10 lr: 0.000013 loss: 30.7074 (30.8813) loss_bbox: 0.1504 (0.1673) loss_bbox_aux_0: 0.1662 (0.1795) loss_bbox_aux_1: 0.1518 (0.1698) loss_bbox_aux_2: 0.1510 (0.1678) loss_bbox_aux_3: 0.1505 (0.1674) loss_bbox_aux_4: 0.1504 (0.1674) loss_bbox_dn_0: 0.2170 (0.2296) loss_bbox_dn_1: 0.1602 (0.1680) loss_bbox_dn_2: 0.1482 (0.1576) loss_bbox_dn_3: 0.1461 (0.1544) loss_bbox_dn_4: 0.1444 (0.1536) loss_bbox_dn_5: 0.1444 (0.1536) loss_bbox_dn_pre: 0.2238 (0.2358) loss_bbox_enc_0: 0.1984 (0.2132) loss_bbox_pre: 0.1646 (0.1797) loss_dfl: 0.9369 (0.9574) loss_fgl_aux_0: 0.9749 (0.9899) loss_fgl_aux_1: 0.9427 (0.9600) loss_fgl_aux_2: 0.9375 (0.9576) loss_fgl_aux_3: 0.9370 (0.9574) loss_fgl_aux_4: 0.9370 (0.9574) loss_fgl_dn_0: 1.0807 (1.0846) loss_fgl_dn_1: 0.9773 (0.9799) loss_fgl_dn_2: 0.9692 (0.9707) loss_fgl_dn_3: 0.9695 (0.9714) loss_fgl_dn_4: 0.9693 (0.9719) loss_fgl_dn_5: 0.9693 (0.9719) loss_giou: 0.5646 (0.5479) loss_giou_aux_0: 0.5862 (0.5727) loss_giou_aux_1: 0.5691 (0.5532) loss_giou_aux_2: 0.5635 (0.5488) loss_giou_aux_3: 0.5633 (0.5480) loss_giou_aux_4: 0.5638 (0.5479) loss_giou_dn_0: 0.5609 (0.5512) loss_giou_dn_1: 0.4623 (0.4392) loss_giou_dn_2: 0.4450 (0.4218) loss_giou_dn_3: 0.4387 (0.4170) loss_giou_dn_4: 0.4379 (0.4160) loss_giou_dn_5: 0.4379 (0.4160) loss_giou_dn_pre: 0.5604 (0.5507) loss_giou_enc_0: 0.6523 (0.6451) loss_giou_pre: 0.5849 (0.5713) loss_ddf_aux_0: 0.0448 (0.0517) loss_ddf_aux_1: 0.0069 (0.0069) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2319 (0.2519) loss_ddf_dn_1: 0.0316 (0.0333) loss_ddf_dn_2: 0.0081 (0.0075) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6232 (0.6392) loss_vfl_aux_0: 0.6797 (0.7122) loss_vfl_aux_1: 0.6689 (0.6873) loss_vfl_aux_2: 0.6426 (0.6720) loss_vfl_aux_3: 0.6364 (0.6518) loss_vfl_aux_4: 0.6277 (0.6418) loss_vfl_dn_0: 0.4830 (0.4845) loss_vfl_dn_1: 0.4094 (0.4148) loss_vfl_dn_2: 0.3939 (0.3986) loss_vfl_dn_3: 0.3885 (0.3904) loss_vfl_dn_4: 0.3879 (0.3875) loss_vfl_dn_5: 0.3878 (0.3871) loss_vfl_dn_pre: 0.4836 (0.4849) loss_vfl_enc_0: 0.7092 (0.7192) loss_vfl_pre: 0.6831 (0.7142) time: 0.7228 data: 0.0242 max mem: 9121 Epoch: [51] [ 400/3696] eta: 0:48:49 lr: 0.000013 loss: 31.3265 (30.9512) loss_bbox: 0.1674 (0.1684) loss_bbox_aux_0: 0.1784 (0.1805) loss_bbox_aux_1: 0.1679 (0.1709) loss_bbox_aux_2: 0.1675 (0.1689) loss_bbox_aux_3: 0.1676 (0.1685) loss_bbox_aux_4: 0.1674 (0.1684) loss_bbox_dn_0: 0.2140 (0.2310) loss_bbox_dn_1: 0.1540 (0.1695) loss_bbox_dn_2: 0.1461 (0.1591) loss_bbox_dn_3: 0.1428 (0.1559) loss_bbox_dn_4: 0.1421 (0.1552) loss_bbox_dn_5: 0.1421 (0.1552) loss_bbox_dn_pre: 0.2157 (0.2371) loss_bbox_enc_0: 0.2131 (0.2141) loss_bbox_pre: 0.1762 (0.1807) loss_dfl: 0.9581 (0.9577) loss_fgl_aux_0: 0.9946 (0.9898) loss_fgl_aux_1: 0.9621 (0.9603) loss_fgl_aux_2: 0.9578 (0.9580) loss_fgl_aux_3: 0.9578 (0.9578) loss_fgl_aux_4: 0.9579 (0.9577) loss_fgl_dn_0: 1.0790 (1.0849) loss_fgl_dn_1: 0.9813 (0.9808) loss_fgl_dn_2: 0.9706 (0.9716) loss_fgl_dn_3: 0.9732 (0.9723) loss_fgl_dn_4: 0.9743 (0.9727) loss_fgl_dn_5: 0.9743 (0.9727) loss_giou: 0.5423 (0.5510) loss_giou_aux_0: 0.5664 (0.5755) loss_giou_aux_1: 0.5532 (0.5562) loss_giou_aux_2: 0.5457 (0.5519) loss_giou_aux_3: 0.5429 (0.5511) loss_giou_aux_4: 0.5430 (0.5511) loss_giou_dn_0: 0.5539 (0.5536) loss_giou_dn_1: 0.4365 (0.4415) loss_giou_dn_2: 0.4197 (0.4243) loss_giou_dn_3: 0.4131 (0.4197) loss_giou_dn_4: 0.4117 (0.4186) loss_giou_dn_5: 0.4118 (0.4186) loss_giou_dn_pre: 0.5504 (0.5532) loss_giou_enc_0: 0.6418 (0.6474) loss_giou_pre: 0.5661 (0.5741) loss_ddf_aux_0: 0.0498 (0.0513) loss_ddf_aux_1: 0.0070 (0.0069) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2413 (0.2509) loss_ddf_dn_1: 0.0315 (0.0334) loss_ddf_dn_2: 0.0072 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6465 (0.6408) loss_vfl_aux_0: 0.7112 (0.7122) loss_vfl_aux_1: 0.6854 (0.6873) loss_vfl_aux_2: 0.6775 (0.6712) loss_vfl_aux_3: 0.6558 (0.6525) loss_vfl_aux_4: 0.6483 (0.6431) loss_vfl_dn_0: 0.4844 (0.4846) loss_vfl_dn_1: 0.4136 (0.4153) loss_vfl_dn_2: 0.4013 (0.3992) loss_vfl_dn_3: 0.3945 (0.3910) loss_vfl_dn_4: 0.3903 (0.3881) loss_vfl_dn_5: 0.3894 (0.3877) loss_vfl_dn_pre: 0.4858 (0.4850) loss_vfl_enc_0: 0.7170 (0.7190) loss_vfl_pre: 0.7133 (0.7141) time: 0.7771 data: 0.0314 max mem: 9121 Epoch: [51] [ 500/3696] eta: 0:46:06 lr: 0.000013 loss: 31.2294 (30.9480) loss_bbox: 0.1572 (0.1680) loss_bbox_aux_0: 0.1713 (0.1803) loss_bbox_aux_1: 0.1655 (0.1706) loss_bbox_aux_2: 0.1598 (0.1685) loss_bbox_aux_3: 0.1578 (0.1681) loss_bbox_aux_4: 0.1573 (0.1680) loss_bbox_dn_0: 0.2133 (0.2313) loss_bbox_dn_1: 0.1513 (0.1697) loss_bbox_dn_2: 0.1418 (0.1593) loss_bbox_dn_3: 0.1390 (0.1562) loss_bbox_dn_4: 0.1375 (0.1556) loss_bbox_dn_5: 0.1376 (0.1556) loss_bbox_dn_pre: 0.2168 (0.2374) loss_bbox_enc_0: 0.2001 (0.2143) loss_bbox_pre: 0.1713 (0.1804) loss_dfl: 0.9595 (0.9588) loss_fgl_aux_0: 0.9949 (0.9910) loss_fgl_aux_1: 0.9627 (0.9613) loss_fgl_aux_2: 0.9604 (0.9590) loss_fgl_aux_3: 0.9599 (0.9588) loss_fgl_aux_4: 0.9596 (0.9588) loss_fgl_dn_0: 1.0921 (1.0850) loss_fgl_dn_1: 0.9833 (0.9808) loss_fgl_dn_2: 0.9747 (0.9717) loss_fgl_dn_3: 0.9747 (0.9724) loss_fgl_dn_4: 0.9753 (0.9728) loss_fgl_dn_5: 0.9754 (0.9728) loss_giou: 0.5197 (0.5479) loss_giou_aux_0: 0.5426 (0.5724) loss_giou_aux_1: 0.5188 (0.5532) loss_giou_aux_2: 0.5195 (0.5488) loss_giou_aux_3: 0.5185 (0.5480) loss_giou_aux_4: 0.5196 (0.5479) loss_giou_dn_0: 0.5425 (0.5518) loss_giou_dn_1: 0.4266 (0.4400) loss_giou_dn_2: 0.4121 (0.4229) loss_giou_dn_3: 0.4060 (0.4182) loss_giou_dn_4: 0.4050 (0.4172) loss_giou_dn_5: 0.4049 (0.4172) loss_giou_dn_pre: 0.5382 (0.5513) loss_giou_enc_0: 0.6046 (0.6445) loss_giou_pre: 0.5397 (0.5709) loss_ddf_aux_0: 0.0538 (0.0515) loss_ddf_aux_1: 0.0075 (0.0070) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2524 (0.2506) loss_ddf_dn_1: 0.0335 (0.0333) loss_ddf_dn_2: 0.0073 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6489 (0.6438) loss_vfl_aux_0: 0.7164 (0.7158) loss_vfl_aux_1: 0.6903 (0.6904) loss_vfl_aux_2: 0.6695 (0.6736) loss_vfl_aux_3: 0.6574 (0.6552) loss_vfl_aux_4: 0.6506 (0.6460) loss_vfl_dn_0: 0.4812 (0.4849) loss_vfl_dn_1: 0.4128 (0.4157) loss_vfl_dn_2: 0.3916 (0.3992) loss_vfl_dn_3: 0.3889 (0.3910) loss_vfl_dn_4: 0.3848 (0.3881) loss_vfl_dn_5: 0.3838 (0.3876) loss_vfl_dn_pre: 0.4809 (0.4853) loss_vfl_enc_0: 0.7274 (0.7225) loss_vfl_pre: 0.7185 (0.7178) time: 0.8010 data: 0.0287 max mem: 9121 Epoch: [51] [ 600/3696] eta: 0:43:45 lr: 0.000013 loss: 31.1712 (30.9570) loss_bbox: 0.1678 (0.1679) loss_bbox_aux_0: 0.1810 (0.1802) loss_bbox_aux_1: 0.1736 (0.1706) loss_bbox_aux_2: 0.1681 (0.1684) loss_bbox_aux_3: 0.1680 (0.1680) loss_bbox_aux_4: 0.1678 (0.1679) loss_bbox_dn_0: 0.2461 (0.2308) loss_bbox_dn_1: 0.1745 (0.1691) loss_bbox_dn_2: 0.1613 (0.1587) loss_bbox_dn_3: 0.1574 (0.1557) loss_bbox_dn_4: 0.1582 (0.1550) loss_bbox_dn_5: 0.1582 (0.1550) loss_bbox_dn_pre: 0.2494 (0.2368) loss_bbox_enc_0: 0.2151 (0.2141) loss_bbox_pre: 0.1822 (0.1804) loss_dfl: 0.9471 (0.9591) loss_fgl_aux_0: 0.9834 (0.9912) loss_fgl_aux_1: 0.9505 (0.9617) loss_fgl_aux_2: 0.9467 (0.9594) loss_fgl_aux_3: 0.9460 (0.9591) loss_fgl_aux_4: 0.9469 (0.9591) loss_fgl_dn_0: 1.0717 (1.0848) loss_fgl_dn_1: 0.9718 (0.9808) loss_fgl_dn_2: 0.9604 (0.9717) loss_fgl_dn_3: 0.9611 (0.9724) loss_fgl_dn_4: 0.9624 (0.9729) loss_fgl_dn_5: 0.9623 (0.9729) loss_giou: 0.5556 (0.5494) loss_giou_aux_0: 0.5808 (0.5742) loss_giou_aux_1: 0.5618 (0.5547) loss_giou_aux_2: 0.5573 (0.5503) loss_giou_aux_3: 0.5557 (0.5495) loss_giou_aux_4: 0.5558 (0.5494) loss_giou_dn_0: 0.5517 (0.5528) loss_giou_dn_1: 0.4401 (0.4408) loss_giou_dn_2: 0.4237 (0.4237) loss_giou_dn_3: 0.4146 (0.4190) loss_giou_dn_4: 0.4135 (0.4180) loss_giou_dn_5: 0.4134 (0.4180) loss_giou_dn_pre: 0.5503 (0.5522) loss_giou_enc_0: 0.6594 (0.6467) loss_giou_pre: 0.5795 (0.5728) loss_ddf_aux_0: 0.0490 (0.0514) loss_ddf_aux_1: 0.0068 (0.0070) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2405 (0.2499) loss_ddf_dn_1: 0.0319 (0.0332) loss_ddf_dn_2: 0.0074 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6659 (0.6436) loss_vfl_aux_0: 0.7140 (0.7146) loss_vfl_aux_1: 0.7071 (0.6900) loss_vfl_aux_2: 0.6895 (0.6731) loss_vfl_aux_3: 0.6842 (0.6547) loss_vfl_aux_4: 0.6713 (0.6458) loss_vfl_dn_0: 0.4853 (0.4849) loss_vfl_dn_1: 0.4141 (0.4155) loss_vfl_dn_2: 0.3986 (0.3991) loss_vfl_dn_3: 0.3901 (0.3908) loss_vfl_dn_4: 0.3885 (0.3880) loss_vfl_dn_5: 0.3876 (0.3876) loss_vfl_dn_pre: 0.4860 (0.4853) loss_vfl_enc_0: 0.7261 (0.7207) loss_vfl_pre: 0.7173 (0.7165) time: 0.7376 data: 0.0284 max mem: 9121 Epoch: [51] [ 700/3696] eta: 0:43:30 lr: 0.000013 loss: 30.9793 (30.9796) loss_bbox: 0.1663 (0.1681) loss_bbox_aux_0: 0.1825 (0.1805) loss_bbox_aux_1: 0.1694 (0.1708) loss_bbox_aux_2: 0.1660 (0.1687) loss_bbox_aux_3: 0.1663 (0.1683) loss_bbox_aux_4: 0.1663 (0.1682) loss_bbox_dn_0: 0.2476 (0.2312) loss_bbox_dn_1: 0.1758 (0.1693) loss_bbox_dn_2: 0.1701 (0.1590) loss_bbox_dn_3: 0.1642 (0.1559) loss_bbox_dn_4: 0.1631 (0.1552) loss_bbox_dn_5: 0.1631 (0.1552) loss_bbox_dn_pre: 0.2524 (0.2371) loss_bbox_enc_0: 0.2252 (0.2145) loss_bbox_pre: 0.1819 (0.1807) loss_dfl: 0.9711 (0.9588) loss_fgl_aux_0: 1.0063 (0.9910) loss_fgl_aux_1: 0.9724 (0.9614) loss_fgl_aux_2: 0.9712 (0.9591) loss_fgl_aux_3: 0.9711 (0.9589) loss_fgl_aux_4: 0.9710 (0.9588) loss_fgl_dn_0: 1.0874 (1.0850) loss_fgl_dn_1: 0.9782 (0.9810) loss_fgl_dn_2: 0.9663 (0.9718) loss_fgl_dn_3: 0.9680 (0.9725) loss_fgl_dn_4: 0.9685 (0.9730) loss_fgl_dn_5: 0.9685 (0.9730) loss_giou: 0.5215 (0.5501) loss_giou_aux_0: 0.5512 (0.5750) loss_giou_aux_1: 0.5276 (0.5553) loss_giou_aux_2: 0.5193 (0.5510) loss_giou_aux_3: 0.5207 (0.5502) loss_giou_aux_4: 0.5216 (0.5501) loss_giou_dn_0: 0.5420 (0.5534) loss_giou_dn_1: 0.4313 (0.4412) loss_giou_dn_2: 0.4135 (0.4241) loss_giou_dn_3: 0.4098 (0.4194) loss_giou_dn_4: 0.4080 (0.4183) loss_giou_dn_5: 0.4080 (0.4183) loss_giou_dn_pre: 0.5425 (0.5528) loss_giou_enc_0: 0.6188 (0.6476) loss_giou_pre: 0.5487 (0.5735) loss_ddf_aux_0: 0.0529 (0.0516) loss_ddf_aux_1: 0.0068 (0.0070) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2536 (0.2506) loss_ddf_dn_1: 0.0324 (0.0333) loss_ddf_dn_2: 0.0079 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6573 (0.6443) loss_vfl_aux_0: 0.7241 (0.7154) loss_vfl_aux_1: 0.7131 (0.6917) loss_vfl_aux_2: 0.6918 (0.6745) loss_vfl_aux_3: 0.6724 (0.6553) loss_vfl_aux_4: 0.6609 (0.6465) loss_vfl_dn_0: 0.4845 (0.4850) loss_vfl_dn_1: 0.4211 (0.4157) loss_vfl_dn_2: 0.4007 (0.3993) loss_vfl_dn_3: 0.3900 (0.3911) loss_vfl_dn_4: 0.3883 (0.3882) loss_vfl_dn_5: 0.3883 (0.3878) loss_vfl_dn_pre: 0.4856 (0.4854) loss_vfl_enc_0: 0.7499 (0.7218) loss_vfl_pre: 0.7291 (0.7174) time: 0.7762 data: 0.0297 max mem: 9121 Epoch: [51] [ 800/3696] eta: 0:41:19 lr: 0.000013 loss: 31.0626 (30.9787) loss_bbox: 0.1743 (0.1684) loss_bbox_aux_0: 0.1856 (0.1808) loss_bbox_aux_1: 0.1755 (0.1711) loss_bbox_aux_2: 0.1742 (0.1690) loss_bbox_aux_3: 0.1750 (0.1685) loss_bbox_aux_4: 0.1743 (0.1684) loss_bbox_dn_0: 0.2337 (0.2314) loss_bbox_dn_1: 0.1676 (0.1694) loss_bbox_dn_2: 0.1563 (0.1590) loss_bbox_dn_3: 0.1555 (0.1559) loss_bbox_dn_4: 0.1557 (0.1552) loss_bbox_dn_5: 0.1557 (0.1552) loss_bbox_dn_pre: 0.2466 (0.2373) loss_bbox_enc_0: 0.2176 (0.2151) loss_bbox_pre: 0.1870 (0.1811) loss_dfl: 0.9807 (0.9587) loss_fgl_aux_0: 1.0105 (0.9911) loss_fgl_aux_1: 0.9847 (0.9613) loss_fgl_aux_2: 0.9826 (0.9590) loss_fgl_aux_3: 0.9818 (0.9587) loss_fgl_aux_4: 0.9817 (0.9587) loss_fgl_dn_0: 1.0885 (1.0852) loss_fgl_dn_1: 0.9799 (0.9810) loss_fgl_dn_2: 0.9655 (0.9717) loss_fgl_dn_3: 0.9654 (0.9725) loss_fgl_dn_4: 0.9659 (0.9729) loss_fgl_dn_5: 0.9660 (0.9729) loss_giou: 0.5094 (0.5496) loss_giou_aux_0: 0.5364 (0.5745) loss_giou_aux_1: 0.5191 (0.5549) loss_giou_aux_2: 0.5125 (0.5505) loss_giou_aux_3: 0.5096 (0.5497) loss_giou_aux_4: 0.5094 (0.5496) loss_giou_dn_0: 0.5240 (0.5531) loss_giou_dn_1: 0.4132 (0.4409) loss_giou_dn_2: 0.3979 (0.4237) loss_giou_dn_3: 0.3925 (0.4189) loss_giou_dn_4: 0.3921 (0.4179) loss_giou_dn_5: 0.3922 (0.4179) loss_giou_dn_pre: 0.5213 (0.5525) loss_giou_enc_0: 0.6070 (0.6474) loss_giou_pre: 0.5328 (0.5730) loss_ddf_aux_0: 0.0514 (0.0517) loss_ddf_aux_1: 0.0072 (0.0070) loss_ddf_aux_2: 0.0017 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2566 (0.2517) loss_ddf_dn_1: 0.0349 (0.0335) loss_ddf_dn_2: 0.0076 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6514 (0.6446) loss_vfl_aux_0: 0.7316 (0.7153) loss_vfl_aux_1: 0.6982 (0.6918) loss_vfl_aux_2: 0.6613 (0.6752) loss_vfl_aux_3: 0.6531 (0.6560) loss_vfl_aux_4: 0.6488 (0.6469) loss_vfl_dn_0: 0.4921 (0.4848) loss_vfl_dn_1: 0.4128 (0.4156) loss_vfl_dn_2: 0.3994 (0.3994) loss_vfl_dn_3: 0.3920 (0.3911) loss_vfl_dn_4: 0.3920 (0.3882) loss_vfl_dn_5: 0.3909 (0.3877) loss_vfl_dn_pre: 0.4903 (0.4852) loss_vfl_enc_0: 0.7394 (0.7220) loss_vfl_pre: 0.7315 (0.7174) time: 0.7182 data: 0.0235 max mem: 9121 Epoch: [51] [ 900/3696] eta: 0:39:30 lr: 0.000013 loss: 30.8107 (30.9677) loss_bbox: 0.1671 (0.1689) loss_bbox_aux_0: 0.1801 (0.1814) loss_bbox_aux_1: 0.1701 (0.1716) loss_bbox_aux_2: 0.1683 (0.1695) loss_bbox_aux_3: 0.1670 (0.1690) loss_bbox_aux_4: 0.1671 (0.1689) loss_bbox_dn_0: 0.2177 (0.2323) loss_bbox_dn_1: 0.1619 (0.1702) loss_bbox_dn_2: 0.1516 (0.1598) loss_bbox_dn_3: 0.1491 (0.1567) loss_bbox_dn_4: 0.1496 (0.1560) loss_bbox_dn_5: 0.1494 (0.1560) loss_bbox_dn_pre: 0.2243 (0.2383) loss_bbox_enc_0: 0.2164 (0.2159) loss_bbox_pre: 0.1817 (0.1817) loss_dfl: 0.9545 (0.9583) loss_fgl_aux_0: 0.9768 (0.9909) loss_fgl_aux_1: 0.9544 (0.9609) loss_fgl_aux_2: 0.9544 (0.9585) loss_fgl_aux_3: 0.9547 (0.9583) loss_fgl_aux_4: 0.9545 (0.9583) loss_fgl_dn_0: 1.0815 (1.0846) loss_fgl_dn_1: 0.9691 (0.9800) loss_fgl_dn_2: 0.9617 (0.9708) loss_fgl_dn_3: 0.9648 (0.9715) loss_fgl_dn_4: 0.9652 (0.9720) loss_fgl_dn_5: 0.9650 (0.9720) loss_giou: 0.5428 (0.5476) loss_giou_aux_0: 0.5648 (0.5725) loss_giou_aux_1: 0.5504 (0.5529) loss_giou_aux_2: 0.5451 (0.5486) loss_giou_aux_3: 0.5436 (0.5477) loss_giou_aux_4: 0.5428 (0.5476) loss_giou_dn_0: 0.5252 (0.5516) loss_giou_dn_1: 0.4169 (0.4395) loss_giou_dn_2: 0.3998 (0.4224) loss_giou_dn_3: 0.3947 (0.4177) loss_giou_dn_4: 0.3942 (0.4166) loss_giou_dn_5: 0.3943 (0.4166) loss_giou_dn_pre: 0.5266 (0.5511) loss_giou_enc_0: 0.6279 (0.6453) loss_giou_pre: 0.5633 (0.5711) loss_ddf_aux_0: 0.0537 (0.0519) loss_ddf_aux_1: 0.0071 (0.0070) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2549 (0.2520) loss_ddf_dn_1: 0.0337 (0.0336) loss_ddf_dn_2: 0.0070 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6347 (0.6462) loss_vfl_aux_0: 0.7024 (0.7169) loss_vfl_aux_1: 0.6970 (0.6933) loss_vfl_aux_2: 0.6736 (0.6766) loss_vfl_aux_3: 0.6497 (0.6574) loss_vfl_aux_4: 0.6302 (0.6483) loss_vfl_dn_0: 0.4814 (0.4848) loss_vfl_dn_1: 0.4108 (0.4154) loss_vfl_dn_2: 0.3936 (0.3991) loss_vfl_dn_3: 0.3836 (0.3908) loss_vfl_dn_4: 0.3817 (0.3879) loss_vfl_dn_5: 0.3817 (0.3874) loss_vfl_dn_pre: 0.4812 (0.4852) loss_vfl_enc_0: 0.7147 (0.7238) loss_vfl_pre: 0.6999 (0.7190) time: 0.7784 data: 0.0338 max mem: 9121 Epoch: [51] [1000/3696] eta: 0:38:53 lr: 0.000013 loss: 31.3406 (30.9537) loss_bbox: 0.1735 (0.1686) loss_bbox_aux_0: 0.1811 (0.1810) loss_bbox_aux_1: 0.1732 (0.1712) loss_bbox_aux_2: 0.1734 (0.1691) loss_bbox_aux_3: 0.1742 (0.1687) loss_bbox_aux_4: 0.1736 (0.1686) loss_bbox_dn_0: 0.2329 (0.2318) loss_bbox_dn_1: 0.1743 (0.1698) loss_bbox_dn_2: 0.1616 (0.1595) loss_bbox_dn_3: 0.1561 (0.1563) loss_bbox_dn_4: 0.1564 (0.1557) loss_bbox_dn_5: 0.1564 (0.1557) loss_bbox_dn_pre: 0.2373 (0.2378) loss_bbox_enc_0: 0.2051 (0.2153) loss_bbox_pre: 0.1823 (0.1812) loss_dfl: 0.9657 (0.9581) loss_fgl_aux_0: 1.0004 (0.9905) loss_fgl_aux_1: 0.9708 (0.9606) loss_fgl_aux_2: 0.9660 (0.9583) loss_fgl_aux_3: 0.9660 (0.9581) loss_fgl_aux_4: 0.9656 (0.9581) loss_fgl_dn_0: 1.0871 (1.0843) loss_fgl_dn_1: 0.9913 (0.9799) loss_fgl_dn_2: 0.9790 (0.9708) loss_fgl_dn_3: 0.9791 (0.9715) loss_fgl_dn_4: 0.9796 (0.9719) loss_fgl_dn_5: 0.9797 (0.9719) loss_giou: 0.5286 (0.5481) loss_giou_aux_0: 0.5624 (0.5730) loss_giou_aux_1: 0.5385 (0.5534) loss_giou_aux_2: 0.5312 (0.5490) loss_giou_aux_3: 0.5294 (0.5482) loss_giou_aux_4: 0.5285 (0.5481) loss_giou_dn_0: 0.5681 (0.5514) loss_giou_dn_1: 0.4574 (0.4394) loss_giou_dn_2: 0.4409 (0.4223) loss_giou_dn_3: 0.4368 (0.4175) loss_giou_dn_4: 0.4354 (0.4165) loss_giou_dn_5: 0.4354 (0.4165) loss_giou_dn_pre: 0.5671 (0.5509) loss_giou_enc_0: 0.6326 (0.6456) loss_giou_pre: 0.5594 (0.5715) loss_ddf_aux_0: 0.0528 (0.0517) loss_ddf_aux_1: 0.0077 (0.0070) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2450 (0.2512) loss_ddf_dn_1: 0.0341 (0.0336) loss_ddf_dn_2: 0.0077 (0.0075) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6532 (0.6458) loss_vfl_aux_0: 0.7205 (0.7163) loss_vfl_aux_1: 0.7014 (0.6926) loss_vfl_aux_2: 0.6814 (0.6757) loss_vfl_aux_3: 0.6650 (0.6571) loss_vfl_aux_4: 0.6587 (0.6479) loss_vfl_dn_0: 0.4846 (0.4844) loss_vfl_dn_1: 0.4173 (0.4150) loss_vfl_dn_2: 0.4061 (0.3988) loss_vfl_dn_3: 0.3956 (0.3905) loss_vfl_dn_4: 0.3940 (0.3875) loss_vfl_dn_5: 0.3932 (0.3870) loss_vfl_dn_pre: 0.4850 (0.4849) loss_vfl_enc_0: 0.7277 (0.7227) loss_vfl_pre: 0.7183 (0.7184) time: 0.7431 data: 0.0293 max mem: 9121 Epoch: [51] [1100/3696] eta: 0:37:00 lr: 0.000013 loss: 31.0283 (30.9771) loss_bbox: 0.1586 (0.1688) loss_bbox_aux_0: 0.1680 (0.1812) loss_bbox_aux_1: 0.1609 (0.1714) loss_bbox_aux_2: 0.1595 (0.1694) loss_bbox_aux_3: 0.1589 (0.1690) loss_bbox_aux_4: 0.1586 (0.1688) loss_bbox_dn_0: 0.2235 (0.2318) loss_bbox_dn_1: 0.1700 (0.1700) loss_bbox_dn_2: 0.1541 (0.1596) loss_bbox_dn_3: 0.1522 (0.1565) loss_bbox_dn_4: 0.1522 (0.1559) loss_bbox_dn_5: 0.1522 (0.1559) loss_bbox_dn_pre: 0.2313 (0.2378) loss_bbox_enc_0: 0.1981 (0.2153) loss_bbox_pre: 0.1691 (0.1814) loss_dfl: 0.9690 (0.9584) loss_fgl_aux_0: 1.0063 (0.9907) loss_fgl_aux_1: 0.9713 (0.9609) loss_fgl_aux_2: 0.9684 (0.9586) loss_fgl_aux_3: 0.9696 (0.9584) loss_fgl_aux_4: 0.9691 (0.9584) loss_fgl_dn_0: 1.0878 (1.0846) loss_fgl_dn_1: 0.9876 (0.9804) loss_fgl_dn_2: 0.9808 (0.9713) loss_fgl_dn_3: 0.9812 (0.9720) loss_fgl_dn_4: 0.9813 (0.9725) loss_fgl_dn_5: 0.9814 (0.9725) loss_giou: 0.5272 (0.5496) loss_giou_aux_0: 0.5539 (0.5745) loss_giou_aux_1: 0.5351 (0.5550) loss_giou_aux_2: 0.5298 (0.5506) loss_giou_aux_3: 0.5272 (0.5497) loss_giou_aux_4: 0.5275 (0.5496) loss_giou_dn_0: 0.5511 (0.5523) loss_giou_dn_1: 0.4346 (0.4403) loss_giou_dn_2: 0.4217 (0.4232) loss_giou_dn_3: 0.4127 (0.4184) loss_giou_dn_4: 0.4118 (0.4174) loss_giou_dn_5: 0.4117 (0.4174) loss_giou_dn_pre: 0.5515 (0.5518) loss_giou_enc_0: 0.6351 (0.6471) loss_giou_pre: 0.5509 (0.5730) loss_ddf_aux_0: 0.0485 (0.0515) loss_ddf_aux_1: 0.0066 (0.0070) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2536 (0.2509) loss_ddf_dn_1: 0.0323 (0.0335) loss_ddf_dn_2: 0.0070 (0.0075) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6534 (0.6456) loss_vfl_aux_0: 0.7091 (0.7160) loss_vfl_aux_1: 0.6787 (0.6918) loss_vfl_aux_2: 0.6697 (0.6751) loss_vfl_aux_3: 0.6447 (0.6570) loss_vfl_aux_4: 0.6506 (0.6478) loss_vfl_dn_0: 0.4795 (0.4844) loss_vfl_dn_1: 0.4109 (0.4152) loss_vfl_dn_2: 0.3943 (0.3990) loss_vfl_dn_3: 0.3904 (0.3907) loss_vfl_dn_4: 0.3875 (0.3878) loss_vfl_dn_5: 0.3861 (0.3873) loss_vfl_dn_pre: 0.4813 (0.4848) loss_vfl_enc_0: 0.7107 (0.7219) loss_vfl_pre: 0.7062 (0.7181) time: 0.7229 data: 0.0274 max mem: 9121 Epoch: [51] [1200/3696] eta: 0:35:18 lr: 0.000013 loss: 30.8789 (30.9751) loss_bbox: 0.1701 (0.1691) loss_bbox_aux_0: 0.1816 (0.1815) loss_bbox_aux_1: 0.1712 (0.1718) loss_bbox_aux_2: 0.1697 (0.1697) loss_bbox_aux_3: 0.1701 (0.1692) loss_bbox_aux_4: 0.1701 (0.1691) loss_bbox_dn_0: 0.2078 (0.2315) loss_bbox_dn_1: 0.1565 (0.1699) loss_bbox_dn_2: 0.1459 (0.1596) loss_bbox_dn_3: 0.1432 (0.1564) loss_bbox_dn_4: 0.1412 (0.1558) loss_bbox_dn_5: 0.1413 (0.1558) loss_bbox_dn_pre: 0.2171 (0.2376) loss_bbox_enc_0: 0.2114 (0.2156) loss_bbox_pre: 0.1809 (0.1818) loss_dfl: 0.9557 (0.9583) loss_fgl_aux_0: 0.9922 (0.9906) loss_fgl_aux_1: 0.9583 (0.9609) loss_fgl_aux_2: 0.9560 (0.9586) loss_fgl_aux_3: 0.9559 (0.9584) loss_fgl_aux_4: 0.9558 (0.9583) loss_fgl_dn_0: 1.0867 (1.0845) loss_fgl_dn_1: 0.9813 (0.9806) loss_fgl_dn_2: 0.9726 (0.9715) loss_fgl_dn_3: 0.9737 (0.9722) loss_fgl_dn_4: 0.9738 (0.9726) loss_fgl_dn_5: 0.9738 (0.9727) loss_giou: 0.5207 (0.5503) loss_giou_aux_0: 0.5360 (0.5750) loss_giou_aux_1: 0.5205 (0.5556) loss_giou_aux_2: 0.5177 (0.5513) loss_giou_aux_3: 0.5199 (0.5503) loss_giou_aux_4: 0.5204 (0.5503) loss_giou_dn_0: 0.5347 (0.5524) loss_giou_dn_1: 0.4233 (0.4405) loss_giou_dn_2: 0.4056 (0.4234) loss_giou_dn_3: 0.3993 (0.4186) loss_giou_dn_4: 0.3977 (0.4175) loss_giou_dn_5: 0.3978 (0.4175) loss_giou_dn_pre: 0.5317 (0.5518) loss_giou_enc_0: 0.6036 (0.6476) loss_giou_pre: 0.5350 (0.5736) loss_ddf_aux_0: 0.0495 (0.0513) loss_ddf_aux_1: 0.0070 (0.0070) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2444 (0.2509) loss_ddf_dn_1: 0.0325 (0.0335) loss_ddf_dn_2: 0.0075 (0.0075) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6371 (0.6445) loss_vfl_aux_0: 0.7137 (0.7152) loss_vfl_aux_1: 0.6790 (0.6904) loss_vfl_aux_2: 0.6570 (0.6736) loss_vfl_aux_3: 0.6505 (0.6556) loss_vfl_aux_4: 0.6444 (0.6467) loss_vfl_dn_0: 0.4817 (0.4842) loss_vfl_dn_1: 0.4066 (0.4151) loss_vfl_dn_2: 0.3932 (0.3989) loss_vfl_dn_3: 0.3840 (0.3906) loss_vfl_dn_4: 0.3816 (0.3877) loss_vfl_dn_5: 0.3820 (0.3872) loss_vfl_dn_pre: 0.4823 (0.4847) loss_vfl_enc_0: 0.7179 (0.7214) loss_vfl_pre: 0.7185 (0.7174) time: 0.8080 data: 0.0265 max mem: 9121 Epoch: [51] [1300/3696] eta: 0:35:19 lr: 0.000013 loss: 30.9320 (30.9787) loss_bbox: 0.1709 (0.1694) loss_bbox_aux_0: 0.1846 (0.1819) loss_bbox_aux_1: 0.1746 (0.1721) loss_bbox_aux_2: 0.1720 (0.1700) loss_bbox_aux_3: 0.1710 (0.1696) loss_bbox_aux_4: 0.1709 (0.1694) loss_bbox_dn_0: 0.2350 (0.2315) loss_bbox_dn_1: 0.1710 (0.1700) loss_bbox_dn_2: 0.1572 (0.1597) loss_bbox_dn_3: 0.1540 (0.1566) loss_bbox_dn_4: 0.1546 (0.1559) loss_bbox_dn_5: 0.1546 (0.1559) loss_bbox_dn_pre: 0.2473 (0.2376) loss_bbox_enc_0: 0.2156 (0.2159) loss_bbox_pre: 0.1862 (0.1822) loss_dfl: 0.9622 (0.9584) loss_fgl_aux_0: 0.9862 (0.9907) loss_fgl_aux_1: 0.9605 (0.9610) loss_fgl_aux_2: 0.9625 (0.9587) loss_fgl_aux_3: 0.9625 (0.9585) loss_fgl_aux_4: 0.9624 (0.9585) loss_fgl_dn_0: 1.0800 (1.0846) loss_fgl_dn_1: 0.9817 (0.9807) loss_fgl_dn_2: 0.9751 (0.9717) loss_fgl_dn_3: 0.9762 (0.9724) loss_fgl_dn_4: 0.9771 (0.9729) loss_fgl_dn_5: 0.9771 (0.9729) loss_giou: 0.5251 (0.5500) loss_giou_aux_0: 0.5553 (0.5748) loss_giou_aux_1: 0.5302 (0.5554) loss_giou_aux_2: 0.5251 (0.5510) loss_giou_aux_3: 0.5246 (0.5500) loss_giou_aux_4: 0.5249 (0.5500) loss_giou_dn_0: 0.5385 (0.5522) loss_giou_dn_1: 0.4347 (0.4404) loss_giou_dn_2: 0.4137 (0.4232) loss_giou_dn_3: 0.4087 (0.4184) loss_giou_dn_4: 0.4081 (0.4173) loss_giou_dn_5: 0.4081 (0.4173) loss_giou_dn_pre: 0.5355 (0.5517) loss_giou_enc_0: 0.6267 (0.6472) loss_giou_pre: 0.5548 (0.5733) loss_ddf_aux_0: 0.0499 (0.0512) loss_ddf_aux_1: 0.0067 (0.0070) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2417 (0.2505) loss_ddf_dn_1: 0.0315 (0.0335) loss_ddf_dn_2: 0.0066 (0.0075) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6560 (0.6448) loss_vfl_aux_0: 0.7131 (0.7154) loss_vfl_aux_1: 0.7002 (0.6907) loss_vfl_aux_2: 0.6924 (0.6738) loss_vfl_aux_3: 0.6660 (0.6560) loss_vfl_aux_4: 0.6606 (0.6469) loss_vfl_dn_0: 0.4810 (0.4842) loss_vfl_dn_1: 0.4097 (0.4151) loss_vfl_dn_2: 0.3970 (0.3989) loss_vfl_dn_3: 0.3930 (0.3907) loss_vfl_dn_4: 0.3914 (0.3878) loss_vfl_dn_5: 0.3902 (0.3873) loss_vfl_dn_pre: 0.4808 (0.4847) loss_vfl_enc_0: 0.7256 (0.7214) loss_vfl_pre: 0.7112 (0.7175) time: 0.7458 data: 0.0261 max mem: 9121 Epoch: [51] [1400/3696] eta: 0:33:35 lr: 0.000013 loss: 30.7087 (30.9709) loss_bbox: 0.1666 (0.1698) loss_bbox_aux_0: 0.1807 (0.1823) loss_bbox_aux_1: 0.1680 (0.1725) loss_bbox_aux_2: 0.1675 (0.1704) loss_bbox_aux_3: 0.1667 (0.1700) loss_bbox_aux_4: 0.1665 (0.1699) loss_bbox_dn_0: 0.2197 (0.2318) loss_bbox_dn_1: 0.1637 (0.1703) loss_bbox_dn_2: 0.1545 (0.1600) loss_bbox_dn_3: 0.1531 (0.1569) loss_bbox_dn_4: 0.1532 (0.1562) loss_bbox_dn_5: 0.1532 (0.1562) loss_bbox_dn_pre: 0.2220 (0.2379) loss_bbox_enc_0: 0.2135 (0.2162) loss_bbox_pre: 0.1827 (0.1825) loss_dfl: 0.9665 (0.9586) loss_fgl_aux_0: 0.9956 (0.9907) loss_fgl_aux_1: 0.9692 (0.9611) loss_fgl_aux_2: 0.9676 (0.9588) loss_fgl_aux_3: 0.9658 (0.9586) loss_fgl_aux_4: 0.9665 (0.9586) loss_fgl_dn_0: 1.0851 (1.0846) loss_fgl_dn_1: 0.9897 (0.9806) loss_fgl_dn_2: 0.9799 (0.9716) loss_fgl_dn_3: 0.9803 (0.9723) loss_fgl_dn_4: 0.9808 (0.9728) loss_fgl_dn_5: 0.9808 (0.9728) loss_giou: 0.5603 (0.5491) loss_giou_aux_0: 0.5789 (0.5739) loss_giou_aux_1: 0.5603 (0.5545) loss_giou_aux_2: 0.5607 (0.5501) loss_giou_aux_3: 0.5615 (0.5492) loss_giou_aux_4: 0.5607 (0.5491) loss_giou_dn_0: 0.5583 (0.5515) loss_giou_dn_1: 0.4538 (0.4397) loss_giou_dn_2: 0.4393 (0.4226) loss_giou_dn_3: 0.4329 (0.4178) loss_giou_dn_4: 0.4326 (0.4168) loss_giou_dn_5: 0.4326 (0.4168) loss_giou_dn_pre: 0.5576 (0.5509) loss_giou_enc_0: 0.6544 (0.6461) loss_giou_pre: 0.5774 (0.5725) loss_ddf_aux_0: 0.0493 (0.0512) loss_ddf_aux_1: 0.0072 (0.0070) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2311 (0.2502) loss_ddf_dn_1: 0.0288 (0.0334) loss_ddf_dn_2: 0.0068 (0.0074) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6324 (0.6446) loss_vfl_aux_0: 0.6935 (0.7154) loss_vfl_aux_1: 0.6823 (0.6905) loss_vfl_aux_2: 0.6621 (0.6738) loss_vfl_aux_3: 0.6487 (0.6560) loss_vfl_aux_4: 0.6319 (0.6467) loss_vfl_dn_0: 0.4819 (0.4842) loss_vfl_dn_1: 0.4139 (0.4150) loss_vfl_dn_2: 0.3986 (0.3988) loss_vfl_dn_3: 0.3893 (0.3906) loss_vfl_dn_4: 0.3841 (0.3877) loss_vfl_dn_5: 0.3849 (0.3872) loss_vfl_dn_pre: 0.4815 (0.4847) loss_vfl_enc_0: 0.7128 (0.7214) loss_vfl_pre: 0.6979 (0.7175) time: 0.7571 data: 0.0349 max mem: 9121 Epoch: [51] [1500/3696] eta: 0:31:51 lr: 0.000013 loss: 31.0021 (30.9620) loss_bbox: 0.1685 (0.1697) loss_bbox_aux_0: 0.1807 (0.1822) loss_bbox_aux_1: 0.1716 (0.1724) loss_bbox_aux_2: 0.1685 (0.1702) loss_bbox_aux_3: 0.1683 (0.1698) loss_bbox_aux_4: 0.1685 (0.1697) loss_bbox_dn_0: 0.2377 (0.2322) loss_bbox_dn_1: 0.1714 (0.1705) loss_bbox_dn_2: 0.1612 (0.1601) loss_bbox_dn_3: 0.1581 (0.1570) loss_bbox_dn_4: 0.1579 (0.1563) loss_bbox_dn_5: 0.1579 (0.1563) loss_bbox_dn_pre: 0.2414 (0.2382) loss_bbox_enc_0: 0.2086 (0.2161) loss_bbox_pre: 0.1807 (0.1824) loss_dfl: 0.9761 (0.9586) loss_fgl_aux_0: 1.0089 (0.9908) loss_fgl_aux_1: 0.9797 (0.9612) loss_fgl_aux_2: 0.9759 (0.9588) loss_fgl_aux_3: 0.9763 (0.9586) loss_fgl_aux_4: 0.9760 (0.9586) loss_fgl_dn_0: 1.0810 (1.0846) loss_fgl_dn_1: 0.9863 (0.9804) loss_fgl_dn_2: 0.9799 (0.9714) loss_fgl_dn_3: 0.9801 (0.9721) loss_fgl_dn_4: 0.9804 (0.9726) loss_fgl_dn_5: 0.9804 (0.9726) loss_giou: 0.5392 (0.5483) loss_giou_aux_0: 0.5690 (0.5731) loss_giou_aux_1: 0.5455 (0.5537) loss_giou_aux_2: 0.5388 (0.5493) loss_giou_aux_3: 0.5386 (0.5484) loss_giou_aux_4: 0.5393 (0.5483) loss_giou_dn_0: 0.5487 (0.5511) loss_giou_dn_1: 0.4378 (0.4393) loss_giou_dn_2: 0.4193 (0.4221) loss_giou_dn_3: 0.4156 (0.4174) loss_giou_dn_4: 0.4142 (0.4163) loss_giou_dn_5: 0.4142 (0.4163) loss_giou_dn_pre: 0.5451 (0.5505) loss_giou_enc_0: 0.6224 (0.6453) loss_giou_pre: 0.5672 (0.5717) loss_ddf_aux_0: 0.0470 (0.0513) loss_ddf_aux_1: 0.0070 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2436 (0.2502) loss_ddf_dn_1: 0.0345 (0.0335) loss_ddf_dn_2: 0.0081 (0.0074) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6480 (0.6446) loss_vfl_aux_0: 0.7113 (0.7156) loss_vfl_aux_1: 0.6958 (0.6911) loss_vfl_aux_2: 0.6720 (0.6742) loss_vfl_aux_3: 0.6541 (0.6560) loss_vfl_aux_4: 0.6438 (0.6468) loss_vfl_dn_0: 0.4832 (0.4843) loss_vfl_dn_1: 0.4194 (0.4150) loss_vfl_dn_2: 0.4031 (0.3987) loss_vfl_dn_3: 0.3953 (0.3905) loss_vfl_dn_4: 0.3926 (0.3875) loss_vfl_dn_5: 0.3913 (0.3871) loss_vfl_dn_pre: 0.4826 (0.4847) loss_vfl_enc_0: 0.7098 (0.7215) loss_vfl_pre: 0.7097 (0.7177) time: 0.7475 data: 0.0289 max mem: 9121 Epoch: [51] [1600/3696] eta: 0:30:11 lr: 0.000013 loss: 31.2366 (30.9670) loss_bbox: 0.1746 (0.1696) loss_bbox_aux_0: 0.1898 (0.1821) loss_bbox_aux_1: 0.1790 (0.1723) loss_bbox_aux_2: 0.1746 (0.1702) loss_bbox_aux_3: 0.1745 (0.1697) loss_bbox_aux_4: 0.1743 (0.1696) loss_bbox_dn_0: 0.2214 (0.2322) loss_bbox_dn_1: 0.1677 (0.1705) loss_bbox_dn_2: 0.1580 (0.1602) loss_bbox_dn_3: 0.1554 (0.1571) loss_bbox_dn_4: 0.1539 (0.1564) loss_bbox_dn_5: 0.1539 (0.1564) loss_bbox_dn_pre: 0.2316 (0.2383) loss_bbox_enc_0: 0.2179 (0.2160) loss_bbox_pre: 0.1886 (0.1823) loss_dfl: 0.9592 (0.9586) loss_fgl_aux_0: 0.9896 (0.9908) loss_fgl_aux_1: 0.9628 (0.9612) loss_fgl_aux_2: 0.9590 (0.9589) loss_fgl_aux_3: 0.9589 (0.9587) loss_fgl_aux_4: 0.9591 (0.9586) loss_fgl_dn_0: 1.0806 (1.0846) loss_fgl_dn_1: 0.9834 (0.9806) loss_fgl_dn_2: 0.9741 (0.9716) loss_fgl_dn_3: 0.9757 (0.9723) loss_fgl_dn_4: 0.9758 (0.9728) loss_fgl_dn_5: 0.9758 (0.9728) loss_giou: 0.5668 (0.5485) loss_giou_aux_0: 0.6003 (0.5734) loss_giou_aux_1: 0.5778 (0.5539) loss_giou_aux_2: 0.5708 (0.5495) loss_giou_aux_3: 0.5685 (0.5486) loss_giou_aux_4: 0.5667 (0.5485) loss_giou_dn_0: 0.5687 (0.5513) loss_giou_dn_1: 0.4662 (0.4395) loss_giou_dn_2: 0.4512 (0.4225) loss_giou_dn_3: 0.4431 (0.4177) loss_giou_dn_4: 0.4427 (0.4166) loss_giou_dn_5: 0.4428 (0.4166) loss_giou_dn_pre: 0.5691 (0.5507) loss_giou_enc_0: 0.6605 (0.6456) loss_giou_pre: 0.5958 (0.5719) loss_ddf_aux_0: 0.0493 (0.0513) loss_ddf_aux_1: 0.0066 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2462 (0.2500) loss_ddf_dn_1: 0.0323 (0.0334) loss_ddf_dn_2: 0.0067 (0.0074) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6245 (0.6447) loss_vfl_aux_0: 0.6838 (0.7156) loss_vfl_aux_1: 0.6799 (0.6911) loss_vfl_aux_2: 0.6638 (0.6740) loss_vfl_aux_3: 0.6395 (0.6560) loss_vfl_aux_4: 0.6279 (0.6469) loss_vfl_dn_0: 0.4822 (0.4842) loss_vfl_dn_1: 0.4122 (0.4150) loss_vfl_dn_2: 0.3987 (0.3988) loss_vfl_dn_3: 0.3925 (0.3906) loss_vfl_dn_4: 0.3884 (0.3877) loss_vfl_dn_5: 0.3895 (0.3872) loss_vfl_dn_pre: 0.4827 (0.4847) loss_vfl_enc_0: 0.7059 (0.7212) loss_vfl_pre: 0.6765 (0.7177) time: 0.7459 data: 0.0261 max mem: 9121 Epoch: [51] [1700/3696] eta: 0:28:32 lr: 0.000013 loss: 30.7853 (30.9592) loss_bbox: 0.1564 (0.1694) loss_bbox_aux_0: 0.1694 (0.1819) loss_bbox_aux_1: 0.1593 (0.1721) loss_bbox_aux_2: 0.1557 (0.1700) loss_bbox_aux_3: 0.1567 (0.1696) loss_bbox_aux_4: 0.1564 (0.1695) loss_bbox_dn_0: 0.2269 (0.2318) loss_bbox_dn_1: 0.1667 (0.1702) loss_bbox_dn_2: 0.1508 (0.1600) loss_bbox_dn_3: 0.1461 (0.1568) loss_bbox_dn_4: 0.1440 (0.1562) loss_bbox_dn_5: 0.1440 (0.1562) loss_bbox_dn_pre: 0.2356 (0.2378) loss_bbox_enc_0: 0.1999 (0.2158) loss_bbox_pre: 0.1667 (0.1821) loss_dfl: 0.9701 (0.9589) loss_fgl_aux_0: 1.0003 (0.9910) loss_fgl_aux_1: 0.9735 (0.9615) loss_fgl_aux_2: 0.9700 (0.9591) loss_fgl_aux_3: 0.9698 (0.9589) loss_fgl_aux_4: 0.9699 (0.9589) loss_fgl_dn_0: 1.0875 (1.0845) loss_fgl_dn_1: 0.9879 (0.9806) loss_fgl_dn_2: 0.9742 (0.9716) loss_fgl_dn_3: 0.9771 (0.9724) loss_fgl_dn_4: 0.9782 (0.9729) loss_fgl_dn_5: 0.9783 (0.9729) loss_giou: 0.5199 (0.5483) loss_giou_aux_0: 0.5408 (0.5730) loss_giou_aux_1: 0.5304 (0.5537) loss_giou_aux_2: 0.5219 (0.5493) loss_giou_aux_3: 0.5210 (0.5484) loss_giou_aux_4: 0.5200 (0.5483) loss_giou_dn_0: 0.5086 (0.5508) loss_giou_dn_1: 0.4127 (0.4393) loss_giou_dn_2: 0.4001 (0.4223) loss_giou_dn_3: 0.3925 (0.4175) loss_giou_dn_4: 0.3909 (0.4164) loss_giou_dn_5: 0.3909 (0.4164) loss_giou_dn_pre: 0.5119 (0.5503) loss_giou_enc_0: 0.6052 (0.6451) loss_giou_pre: 0.5371 (0.5716) loss_ddf_aux_0: 0.0521 (0.0514) loss_ddf_aux_1: 0.0071 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2515 (0.2497) loss_ddf_dn_1: 0.0347 (0.0334) loss_ddf_dn_2: 0.0087 (0.0074) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6519 (0.6447) loss_vfl_aux_0: 0.7107 (0.7156) loss_vfl_aux_1: 0.6967 (0.6909) loss_vfl_aux_2: 0.6869 (0.6738) loss_vfl_aux_3: 0.6582 (0.6559) loss_vfl_aux_4: 0.6541 (0.6468) loss_vfl_dn_0: 0.4881 (0.4842) loss_vfl_dn_1: 0.4172 (0.4150) loss_vfl_dn_2: 0.4019 (0.3988) loss_vfl_dn_3: 0.3947 (0.3906) loss_vfl_dn_4: 0.3946 (0.3877) loss_vfl_dn_5: 0.3928 (0.3872) loss_vfl_dn_pre: 0.4875 (0.4846) loss_vfl_enc_0: 0.7251 (0.7213) loss_vfl_pre: 0.7197 (0.7176) time: 0.7639 data: 0.0301 max mem: 9121 Epoch: [51] [1800/3696] eta: 0:26:56 lr: 0.000013 loss: 31.2744 (30.9620) loss_bbox: 0.1604 (0.1693) loss_bbox_aux_0: 0.1734 (0.1816) loss_bbox_aux_1: 0.1635 (0.1719) loss_bbox_aux_2: 0.1616 (0.1698) loss_bbox_aux_3: 0.1609 (0.1694) loss_bbox_aux_4: 0.1604 (0.1693) loss_bbox_dn_0: 0.2255 (0.2315) loss_bbox_dn_1: 0.1668 (0.1700) loss_bbox_dn_2: 0.1517 (0.1598) loss_bbox_dn_3: 0.1496 (0.1567) loss_bbox_dn_4: 0.1492 (0.1560) loss_bbox_dn_5: 0.1492 (0.1560) loss_bbox_dn_pre: 0.2299 (0.2375) loss_bbox_enc_0: 0.2075 (0.2155) loss_bbox_pre: 0.1736 (0.1819) loss_dfl: 0.9629 (0.9585) loss_fgl_aux_0: 0.9923 (0.9905) loss_fgl_aux_1: 0.9664 (0.9611) loss_fgl_aux_2: 0.9623 (0.9587) loss_fgl_aux_3: 0.9630 (0.9585) loss_fgl_aux_4: 0.9630 (0.9585) loss_fgl_dn_0: 1.0881 (1.0844) loss_fgl_dn_1: 0.9861 (0.9807) loss_fgl_dn_2: 0.9761 (0.9717) loss_fgl_dn_3: 0.9781 (0.9724) loss_fgl_dn_4: 0.9790 (0.9729) loss_fgl_dn_5: 0.9790 (0.9729) loss_giou: 0.4941 (0.5491) loss_giou_aux_0: 0.5198 (0.5739) loss_giou_aux_1: 0.4978 (0.5545) loss_giou_aux_2: 0.4934 (0.5501) loss_giou_aux_3: 0.4937 (0.5492) loss_giou_aux_4: 0.4940 (0.5491) loss_giou_dn_0: 0.5456 (0.5513) loss_giou_dn_1: 0.4295 (0.4397) loss_giou_dn_2: 0.4114 (0.4226) loss_giou_dn_3: 0.4062 (0.4178) loss_giou_dn_4: 0.4057 (0.4168) loss_giou_dn_5: 0.4057 (0.4168) loss_giou_dn_pre: 0.5425 (0.5507) loss_giou_enc_0: 0.6029 (0.6459) loss_giou_pre: 0.5195 (0.5725) loss_ddf_aux_0: 0.0534 (0.0515) loss_ddf_aux_1: 0.0078 (0.0071) loss_ddf_aux_2: 0.0018 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2636 (0.2497) loss_ddf_dn_1: 0.0346 (0.0334) loss_ddf_dn_2: 0.0077 (0.0074) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6407 (0.6446) loss_vfl_aux_0: 0.7299 (0.7155) loss_vfl_aux_1: 0.6960 (0.6908) loss_vfl_aux_2: 0.6664 (0.6737) loss_vfl_aux_3: 0.6606 (0.6558) loss_vfl_aux_4: 0.6419 (0.6468) loss_vfl_dn_0: 0.4868 (0.4840) loss_vfl_dn_1: 0.4221 (0.4149) loss_vfl_dn_2: 0.4091 (0.3988) loss_vfl_dn_3: 0.3997 (0.3905) loss_vfl_dn_4: 0.3993 (0.3876) loss_vfl_dn_5: 0.3962 (0.3872) loss_vfl_dn_pre: 0.4878 (0.4845) loss_vfl_enc_0: 0.7090 (0.7211) loss_vfl_pre: 0.7284 (0.7176) time: 0.7720 data: 0.0324 max mem: 9121 Epoch: [51] [1900/3696] eta: 0:25:22 lr: 0.000013 loss: 31.4476 (30.9641) loss_bbox: 0.1610 (0.1695) loss_bbox_aux_0: 0.1751 (0.1819) loss_bbox_aux_1: 0.1636 (0.1722) loss_bbox_aux_2: 0.1609 (0.1701) loss_bbox_aux_3: 0.1612 (0.1696) loss_bbox_aux_4: 0.1610 (0.1695) loss_bbox_dn_0: 0.2338 (0.2317) loss_bbox_dn_1: 0.1757 (0.1702) loss_bbox_dn_2: 0.1606 (0.1599) loss_bbox_dn_3: 0.1584 (0.1568) loss_bbox_dn_4: 0.1592 (0.1562) loss_bbox_dn_5: 0.1595 (0.1562) loss_bbox_dn_pre: 0.2404 (0.2378) loss_bbox_enc_0: 0.2051 (0.2157) loss_bbox_pre: 0.1750 (0.1821) loss_dfl: 0.9371 (0.9583) loss_fgl_aux_0: 0.9739 (0.9903) loss_fgl_aux_1: 0.9402 (0.9609) loss_fgl_aux_2: 0.9377 (0.9585) loss_fgl_aux_3: 0.9370 (0.9583) loss_fgl_aux_4: 0.9369 (0.9583) loss_fgl_dn_0: 1.0711 (1.0843) loss_fgl_dn_1: 0.9776 (0.9805) loss_fgl_dn_2: 0.9695 (0.9715) loss_fgl_dn_3: 0.9710 (0.9723) loss_fgl_dn_4: 0.9712 (0.9727) loss_fgl_dn_5: 0.9712 (0.9728) loss_giou: 0.5655 (0.5493) loss_giou_aux_0: 0.5956 (0.5741) loss_giou_aux_1: 0.5757 (0.5547) loss_giou_aux_2: 0.5674 (0.5503) loss_giou_aux_3: 0.5659 (0.5494) loss_giou_aux_4: 0.5658 (0.5493) loss_giou_dn_0: 0.5633 (0.5513) loss_giou_dn_1: 0.4475 (0.4396) loss_giou_dn_2: 0.4301 (0.4226) loss_giou_dn_3: 0.4272 (0.4178) loss_giou_dn_4: 0.4263 (0.4168) loss_giou_dn_5: 0.4263 (0.4168) loss_giou_dn_pre: 0.5616 (0.5507) loss_giou_enc_0: 0.6664 (0.6460) loss_giou_pre: 0.5932 (0.5726) loss_ddf_aux_0: 0.0519 (0.0516) loss_ddf_aux_1: 0.0071 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2401 (0.2498) loss_ddf_dn_1: 0.0314 (0.0334) loss_ddf_dn_2: 0.0075 (0.0074) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6514 (0.6446) loss_vfl_aux_0: 0.7191 (0.7155) loss_vfl_aux_1: 0.6970 (0.6907) loss_vfl_aux_2: 0.6787 (0.6737) loss_vfl_aux_3: 0.6517 (0.6559) loss_vfl_aux_4: 0.6536 (0.6468) loss_vfl_dn_0: 0.4717 (0.4840) loss_vfl_dn_1: 0.4166 (0.4148) loss_vfl_dn_2: 0.3977 (0.3986) loss_vfl_dn_3: 0.3881 (0.3904) loss_vfl_dn_4: 0.3836 (0.3875) loss_vfl_dn_5: 0.3835 (0.3871) loss_vfl_dn_pre: 0.4727 (0.4844) loss_vfl_enc_0: 0.7000 (0.7211) loss_vfl_pre: 0.7202 (0.7176) time: 0.7469 data: 0.0252 max mem: 9121 Epoch: [51] [2000/3696] eta: 0:23:49 lr: 0.000013 loss: 31.4262 (30.9732) loss_bbox: 0.1660 (0.1694) loss_bbox_aux_0: 0.1805 (0.1818) loss_bbox_aux_1: 0.1676 (0.1721) loss_bbox_aux_2: 0.1660 (0.1700) loss_bbox_aux_3: 0.1667 (0.1695) loss_bbox_aux_4: 0.1662 (0.1694) loss_bbox_dn_0: 0.2287 (0.2316) loss_bbox_dn_1: 0.1614 (0.1702) loss_bbox_dn_2: 0.1549 (0.1599) loss_bbox_dn_3: 0.1525 (0.1567) loss_bbox_dn_4: 0.1523 (0.1561) loss_bbox_dn_5: 0.1523 (0.1561) loss_bbox_dn_pre: 0.2294 (0.2377) loss_bbox_enc_0: 0.2138 (0.2156) loss_bbox_pre: 0.1800 (0.1821) loss_dfl: 0.9570 (0.9584) loss_fgl_aux_0: 0.9870 (0.9903) loss_fgl_aux_1: 0.9616 (0.9610) loss_fgl_aux_2: 0.9566 (0.9586) loss_fgl_aux_3: 0.9572 (0.9584) loss_fgl_aux_4: 0.9570 (0.9584) loss_fgl_dn_0: 1.0880 (1.0844) loss_fgl_dn_1: 0.9865 (0.9807) loss_fgl_dn_2: 0.9781 (0.9718) loss_fgl_dn_3: 0.9801 (0.9725) loss_fgl_dn_4: 0.9807 (0.9730) loss_fgl_dn_5: 0.9809 (0.9730) loss_giou: 0.6051 (0.5500) loss_giou_aux_0: 0.6276 (0.5748) loss_giou_aux_1: 0.6125 (0.5554) loss_giou_aux_2: 0.6060 (0.5510) loss_giou_aux_3: 0.6054 (0.5501) loss_giou_aux_4: 0.6052 (0.5500) loss_giou_dn_0: 0.5871 (0.5517) loss_giou_dn_1: 0.4675 (0.4400) loss_giou_dn_2: 0.4524 (0.4230) loss_giou_dn_3: 0.4456 (0.4182) loss_giou_dn_4: 0.4449 (0.4171) loss_giou_dn_5: 0.4449 (0.4171) loss_giou_dn_pre: 0.5856 (0.5511) loss_giou_enc_0: 0.6973 (0.6466) loss_giou_pre: 0.6242 (0.5734) loss_ddf_aux_0: 0.0545 (0.0516) loss_ddf_aux_1: 0.0075 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2502 (0.2497) loss_ddf_dn_1: 0.0332 (0.0334) loss_ddf_dn_2: 0.0075 (0.0074) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6301 (0.6448) loss_vfl_aux_0: 0.6846 (0.7153) loss_vfl_aux_1: 0.6627 (0.6907) loss_vfl_aux_2: 0.6521 (0.6737) loss_vfl_aux_3: 0.6426 (0.6560) loss_vfl_aux_4: 0.6275 (0.6469) loss_vfl_dn_0: 0.4809 (0.4840) loss_vfl_dn_1: 0.4205 (0.4150) loss_vfl_dn_2: 0.4070 (0.3988) loss_vfl_dn_3: 0.3985 (0.3906) loss_vfl_dn_4: 0.3964 (0.3877) loss_vfl_dn_5: 0.3950 (0.3872) loss_vfl_dn_pre: 0.4821 (0.4845) loss_vfl_enc_0: 0.7103 (0.7210) loss_vfl_pre: 0.6819 (0.7174) time: 0.7467 data: 0.0259 max mem: 9121 Epoch: [51] [2100/3696] eta: 0:22:20 lr: 0.000013 loss: 31.2132 (30.9797) loss_bbox: 0.1599 (0.1693) loss_bbox_aux_0: 0.1713 (0.1817) loss_bbox_aux_1: 0.1610 (0.1720) loss_bbox_aux_2: 0.1603 (0.1698) loss_bbox_aux_3: 0.1603 (0.1694) loss_bbox_aux_4: 0.1599 (0.1693) loss_bbox_dn_0: 0.2251 (0.2318) loss_bbox_dn_1: 0.1635 (0.1703) loss_bbox_dn_2: 0.1531 (0.1600) loss_bbox_dn_3: 0.1522 (0.1569) loss_bbox_dn_4: 0.1505 (0.1562) loss_bbox_dn_5: 0.1504 (0.1562) loss_bbox_dn_pre: 0.2312 (0.2378) loss_bbox_enc_0: 0.2014 (0.2154) loss_bbox_pre: 0.1724 (0.1819) loss_dfl: 0.9463 (0.9586) loss_fgl_aux_0: 0.9814 (0.9904) loss_fgl_aux_1: 0.9458 (0.9612) loss_fgl_aux_2: 0.9456 (0.9588) loss_fgl_aux_3: 0.9454 (0.9586) loss_fgl_aux_4: 0.9461 (0.9586) loss_fgl_dn_0: 1.0729 (1.0845) loss_fgl_dn_1: 0.9804 (0.9809) loss_fgl_dn_2: 0.9699 (0.9720) loss_fgl_dn_3: 0.9687 (0.9727) loss_fgl_dn_4: 0.9696 (0.9732) loss_fgl_dn_5: 0.9695 (0.9732) loss_giou: 0.5215 (0.5501) loss_giou_aux_0: 0.5618 (0.5748) loss_giou_aux_1: 0.5335 (0.5555) loss_giou_aux_2: 0.5236 (0.5511) loss_giou_aux_3: 0.5219 (0.5502) loss_giou_aux_4: 0.5216 (0.5501) loss_giou_dn_0: 0.5608 (0.5519) loss_giou_dn_1: 0.4517 (0.4403) loss_giou_dn_2: 0.4323 (0.4232) loss_giou_dn_3: 0.4280 (0.4184) loss_giou_dn_4: 0.4278 (0.4174) loss_giou_dn_5: 0.4278 (0.4174) loss_giou_dn_pre: 0.5617 (0.5514) loss_giou_enc_0: 0.6249 (0.6466) loss_giou_pre: 0.5612 (0.5734) loss_ddf_aux_0: 0.0532 (0.0516) loss_ddf_aux_1: 0.0072 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2332 (0.2494) loss_ddf_dn_1: 0.0330 (0.0334) loss_ddf_dn_2: 0.0073 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6520 (0.6451) loss_vfl_aux_0: 0.7067 (0.7157) loss_vfl_aux_1: 0.6953 (0.6910) loss_vfl_aux_2: 0.6815 (0.6739) loss_vfl_aux_3: 0.6605 (0.6563) loss_vfl_aux_4: 0.6554 (0.6472) loss_vfl_dn_0: 0.4797 (0.4841) loss_vfl_dn_1: 0.4109 (0.4150) loss_vfl_dn_2: 0.3990 (0.3989) loss_vfl_dn_3: 0.3901 (0.3907) loss_vfl_dn_4: 0.3847 (0.3878) loss_vfl_dn_5: 0.3849 (0.3873) loss_vfl_dn_pre: 0.4796 (0.4845) loss_vfl_enc_0: 0.7157 (0.7211) loss_vfl_pre: 0.7039 (0.7177) time: 0.9053 data: 0.0264 max mem: 9121 Epoch: [51] [2200/3696] eta: 0:20:50 lr: 0.000013 loss: 30.8648 (30.9724) loss_bbox: 0.1543 (0.1692) loss_bbox_aux_0: 0.1739 (0.1816) loss_bbox_aux_1: 0.1635 (0.1719) loss_bbox_aux_2: 0.1561 (0.1697) loss_bbox_aux_3: 0.1544 (0.1693) loss_bbox_aux_4: 0.1544 (0.1692) loss_bbox_dn_0: 0.2226 (0.2319) loss_bbox_dn_1: 0.1602 (0.1704) loss_bbox_dn_2: 0.1521 (0.1601) loss_bbox_dn_3: 0.1478 (0.1570) loss_bbox_dn_4: 0.1474 (0.1563) loss_bbox_dn_5: 0.1474 (0.1563) loss_bbox_dn_pre: 0.2238 (0.2380) loss_bbox_enc_0: 0.2085 (0.2153) loss_bbox_pre: 0.1742 (0.1818) loss_dfl: 0.9641 (0.9588) loss_fgl_aux_0: 0.9926 (0.9908) loss_fgl_aux_1: 0.9624 (0.9614) loss_fgl_aux_2: 0.9637 (0.9591) loss_fgl_aux_3: 0.9641 (0.9589) loss_fgl_aux_4: 0.9641 (0.9588) loss_fgl_dn_0: 1.0800 (1.0845) loss_fgl_dn_1: 0.9737 (0.9809) loss_fgl_dn_2: 0.9636 (0.9719) loss_fgl_dn_3: 0.9641 (0.9726) loss_fgl_dn_4: 0.9650 (0.9731) loss_fgl_dn_5: 0.9649 (0.9731) loss_giou: 0.5276 (0.5490) loss_giou_aux_0: 0.5565 (0.5738) loss_giou_aux_1: 0.5349 (0.5545) loss_giou_aux_2: 0.5294 (0.5500) loss_giou_aux_3: 0.5286 (0.5491) loss_giou_aux_4: 0.5278 (0.5490) loss_giou_dn_0: 0.5388 (0.5515) loss_giou_dn_1: 0.4243 (0.4399) loss_giou_dn_2: 0.4076 (0.4228) loss_giou_dn_3: 0.4031 (0.4181) loss_giou_dn_4: 0.4012 (0.4170) loss_giou_dn_5: 0.4011 (0.4170) loss_giou_dn_pre: 0.5400 (0.5510) loss_giou_enc_0: 0.6161 (0.6456) loss_giou_pre: 0.5552 (0.5724) loss_ddf_aux_0: 0.0535 (0.0516) loss_ddf_aux_1: 0.0070 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2486 (0.2494) loss_ddf_dn_1: 0.0321 (0.0334) loss_ddf_dn_2: 0.0076 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6560 (0.6453) loss_vfl_aux_0: 0.7359 (0.7162) loss_vfl_aux_1: 0.7174 (0.6913) loss_vfl_aux_2: 0.6780 (0.6740) loss_vfl_aux_3: 0.6639 (0.6565) loss_vfl_aux_4: 0.6607 (0.6475) loss_vfl_dn_0: 0.4769 (0.4841) loss_vfl_dn_1: 0.4089 (0.4149) loss_vfl_dn_2: 0.3940 (0.3989) loss_vfl_dn_3: 0.3882 (0.3906) loss_vfl_dn_4: 0.3856 (0.3877) loss_vfl_dn_5: 0.3849 (0.3872) loss_vfl_dn_pre: 0.4774 (0.4845) loss_vfl_enc_0: 0.7330 (0.7214) loss_vfl_pre: 0.7367 (0.7183) time: 0.7468 data: 0.0327 max mem: 9121 Epoch: [51] [2300/3696] eta: 0:19:22 lr: 0.000013 loss: 30.7959 (30.9752) loss_bbox: 0.1665 (0.1692) loss_bbox_aux_0: 0.1785 (0.1816) loss_bbox_aux_1: 0.1672 (0.1719) loss_bbox_aux_2: 0.1671 (0.1697) loss_bbox_aux_3: 0.1667 (0.1693) loss_bbox_aux_4: 0.1665 (0.1692) loss_bbox_dn_0: 0.2309 (0.2318) loss_bbox_dn_1: 0.1696 (0.1703) loss_bbox_dn_2: 0.1585 (0.1600) loss_bbox_dn_3: 0.1542 (0.1569) loss_bbox_dn_4: 0.1528 (0.1562) loss_bbox_dn_5: 0.1530 (0.1562) loss_bbox_dn_pre: 0.2354 (0.2379) loss_bbox_enc_0: 0.2045 (0.2152) loss_bbox_pre: 0.1780 (0.1818) loss_dfl: 0.9639 (0.9588) loss_fgl_aux_0: 0.9895 (0.9907) loss_fgl_aux_1: 0.9626 (0.9614) loss_fgl_aux_2: 0.9637 (0.9591) loss_fgl_aux_3: 0.9642 (0.9589) loss_fgl_aux_4: 0.9637 (0.9588) loss_fgl_dn_0: 1.0848 (1.0844) loss_fgl_dn_1: 0.9769 (0.9808) loss_fgl_dn_2: 0.9636 (0.9718) loss_fgl_dn_3: 0.9642 (0.9725) loss_fgl_dn_4: 0.9650 (0.9730) loss_fgl_dn_5: 0.9649 (0.9730) loss_giou: 0.5432 (0.5492) loss_giou_aux_0: 0.5764 (0.5740) loss_giou_aux_1: 0.5514 (0.5546) loss_giou_aux_2: 0.5418 (0.5502) loss_giou_aux_3: 0.5429 (0.5493) loss_giou_aux_4: 0.5431 (0.5492) loss_giou_dn_0: 0.5515 (0.5517) loss_giou_dn_1: 0.4360 (0.4401) loss_giou_dn_2: 0.4141 (0.4230) loss_giou_dn_3: 0.4100 (0.4182) loss_giou_dn_4: 0.4088 (0.4171) loss_giou_dn_5: 0.4089 (0.4171) loss_giou_dn_pre: 0.5477 (0.5511) loss_giou_enc_0: 0.6429 (0.6457) loss_giou_pre: 0.5737 (0.5725) loss_ddf_aux_0: 0.0500 (0.0516) loss_ddf_aux_1: 0.0067 (0.0071) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2428 (0.2493) loss_ddf_dn_1: 0.0326 (0.0335) loss_ddf_dn_2: 0.0079 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6611 (0.6455) loss_vfl_aux_0: 0.7302 (0.7163) loss_vfl_aux_1: 0.7037 (0.6916) loss_vfl_aux_2: 0.6868 (0.6743) loss_vfl_aux_3: 0.6749 (0.6567) loss_vfl_aux_4: 0.6588 (0.6477) loss_vfl_dn_0: 0.4825 (0.4840) loss_vfl_dn_1: 0.4135 (0.4149) loss_vfl_dn_2: 0.3989 (0.3989) loss_vfl_dn_3: 0.3911 (0.3906) loss_vfl_dn_4: 0.3872 (0.3877) loss_vfl_dn_5: 0.3870 (0.3873) loss_vfl_dn_pre: 0.4827 (0.4845) loss_vfl_enc_0: 0.7319 (0.7216) loss_vfl_pre: 0.7323 (0.7184) time: 0.7699 data: 0.0284 max mem: 9121 Epoch: [51] [2400/3696] eta: 0:17:54 lr: 0.000013 loss: 30.6867 (30.9878) loss_bbox: 0.1737 (0.1694) loss_bbox_aux_0: 0.1881 (0.1818) loss_bbox_aux_1: 0.1756 (0.1721) loss_bbox_aux_2: 0.1744 (0.1699) loss_bbox_aux_3: 0.1754 (0.1695) loss_bbox_aux_4: 0.1750 (0.1694) loss_bbox_dn_0: 0.2417 (0.2319) loss_bbox_dn_1: 0.1787 (0.1704) loss_bbox_dn_2: 0.1670 (0.1601) loss_bbox_dn_3: 0.1610 (0.1569) loss_bbox_dn_4: 0.1607 (0.1563) loss_bbox_dn_5: 0.1607 (0.1563) loss_bbox_dn_pre: 0.2531 (0.2379) loss_bbox_enc_0: 0.2282 (0.2155) loss_bbox_pre: 0.1913 (0.1820) loss_dfl: 0.9676 (0.9591) loss_fgl_aux_0: 1.0067 (0.9910) loss_fgl_aux_1: 0.9687 (0.9617) loss_fgl_aux_2: 0.9678 (0.9593) loss_fgl_aux_3: 0.9680 (0.9591) loss_fgl_aux_4: 0.9676 (0.9591) loss_fgl_dn_0: 1.0794 (1.0845) loss_fgl_dn_1: 0.9725 (0.9810) loss_fgl_dn_2: 0.9647 (0.9720) loss_fgl_dn_3: 0.9657 (0.9727) loss_fgl_dn_4: 0.9664 (0.9732) loss_fgl_dn_5: 0.9665 (0.9732) loss_giou: 0.5225 (0.5493) loss_giou_aux_0: 0.5467 (0.5741) loss_giou_aux_1: 0.5301 (0.5548) loss_giou_aux_2: 0.5250 (0.5503) loss_giou_aux_3: 0.5224 (0.5494) loss_giou_aux_4: 0.5225 (0.5493) loss_giou_dn_0: 0.5332 (0.5519) loss_giou_dn_1: 0.4231 (0.4403) loss_giou_dn_2: 0.4007 (0.4232) loss_giou_dn_3: 0.3980 (0.4184) loss_giou_dn_4: 0.3966 (0.4174) loss_giou_dn_5: 0.3966 (0.4174) loss_giou_dn_pre: 0.5326 (0.5513) loss_giou_enc_0: 0.6115 (0.6459) loss_giou_pre: 0.5462 (0.5727) loss_ddf_aux_0: 0.0479 (0.0517) loss_ddf_aux_1: 0.0067 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2351 (0.2492) loss_ddf_dn_1: 0.0332 (0.0335) loss_ddf_dn_2: 0.0069 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6537 (0.6460) loss_vfl_aux_0: 0.7220 (0.7170) loss_vfl_aux_1: 0.6996 (0.6921) loss_vfl_aux_2: 0.6968 (0.6749) loss_vfl_aux_3: 0.6652 (0.6572) loss_vfl_aux_4: 0.6467 (0.6482) loss_vfl_dn_0: 0.4812 (0.4842) loss_vfl_dn_1: 0.4150 (0.4151) loss_vfl_dn_2: 0.3959 (0.3990) loss_vfl_dn_3: 0.3881 (0.3908) loss_vfl_dn_4: 0.3846 (0.3879) loss_vfl_dn_5: 0.3845 (0.3874) loss_vfl_dn_pre: 0.4827 (0.4846) loss_vfl_enc_0: 0.7409 (0.7219) loss_vfl_pre: 0.7230 (0.7191) time: 0.7607 data: 0.0285 max mem: 9121 Epoch: [51] [2500/3696] eta: 0:16:28 lr: 0.000013 loss: 30.6870 (30.9921) loss_bbox: 0.1702 (0.1694) loss_bbox_aux_0: 0.1795 (0.1818) loss_bbox_aux_1: 0.1707 (0.1721) loss_bbox_aux_2: 0.1705 (0.1700) loss_bbox_aux_3: 0.1699 (0.1696) loss_bbox_aux_4: 0.1702 (0.1695) loss_bbox_dn_0: 0.2261 (0.2319) loss_bbox_dn_1: 0.1630 (0.1704) loss_bbox_dn_2: 0.1511 (0.1600) loss_bbox_dn_3: 0.1470 (0.1569) loss_bbox_dn_4: 0.1457 (0.1562) loss_bbox_dn_5: 0.1457 (0.1562) loss_bbox_dn_pre: 0.2351 (0.2379) loss_bbox_enc_0: 0.2097 (0.2155) loss_bbox_pre: 0.1809 (0.1821) loss_dfl: 0.9532 (0.9591) loss_fgl_aux_0: 0.9906 (0.9909) loss_fgl_aux_1: 0.9581 (0.9616) loss_fgl_aux_2: 0.9526 (0.9593) loss_fgl_aux_3: 0.9535 (0.9591) loss_fgl_aux_4: 0.9533 (0.9591) loss_fgl_dn_0: 1.0816 (1.0844) loss_fgl_dn_1: 0.9857 (0.9810) loss_fgl_dn_2: 0.9771 (0.9720) loss_fgl_dn_3: 0.9777 (0.9727) loss_fgl_dn_4: 0.9780 (0.9732) loss_fgl_dn_5: 0.9780 (0.9732) loss_giou: 0.5294 (0.5496) loss_giou_aux_0: 0.5476 (0.5743) loss_giou_aux_1: 0.5305 (0.5550) loss_giou_aux_2: 0.5302 (0.5506) loss_giou_aux_3: 0.5294 (0.5497) loss_giou_aux_4: 0.5295 (0.5496) loss_giou_dn_0: 0.5292 (0.5520) loss_giou_dn_1: 0.4145 (0.4403) loss_giou_dn_2: 0.3972 (0.4232) loss_giou_dn_3: 0.3946 (0.4185) loss_giou_dn_4: 0.3944 (0.4174) loss_giou_dn_5: 0.3944 (0.4174) loss_giou_dn_pre: 0.5274 (0.5515) loss_giou_enc_0: 0.6305 (0.6461) loss_giou_pre: 0.5451 (0.5729) loss_ddf_aux_0: 0.0475 (0.0516) loss_ddf_aux_1: 0.0070 (0.0071) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2488 (0.2491) loss_ddf_dn_1: 0.0334 (0.0335) loss_ddf_dn_2: 0.0069 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6428 (0.6462) loss_vfl_aux_0: 0.7134 (0.7171) loss_vfl_aux_1: 0.6917 (0.6921) loss_vfl_aux_2: 0.6830 (0.6751) loss_vfl_aux_3: 0.6559 (0.6574) loss_vfl_aux_4: 0.6437 (0.6484) loss_vfl_dn_0: 0.4878 (0.4842) loss_vfl_dn_1: 0.4178 (0.4152) loss_vfl_dn_2: 0.4041 (0.3992) loss_vfl_dn_3: 0.3931 (0.3909) loss_vfl_dn_4: 0.3900 (0.3880) loss_vfl_dn_5: 0.3893 (0.3876) loss_vfl_dn_pre: 0.4875 (0.4847) loss_vfl_enc_0: 0.7168 (0.7221) loss_vfl_pre: 0.7152 (0.7192) time: 0.7293 data: 0.0242 max mem: 9121 Epoch: [51] [2600/3696] eta: 0:15:04 lr: 0.000013 loss: 30.6047 (30.9933) loss_bbox: 0.1633 (0.1695) loss_bbox_aux_0: 0.1711 (0.1818) loss_bbox_aux_1: 0.1654 (0.1722) loss_bbox_aux_2: 0.1653 (0.1700) loss_bbox_aux_3: 0.1633 (0.1696) loss_bbox_aux_4: 0.1633 (0.1695) loss_bbox_dn_0: 0.2199 (0.2319) loss_bbox_dn_1: 0.1670 (0.1703) loss_bbox_dn_2: 0.1509 (0.1600) loss_bbox_dn_3: 0.1477 (0.1568) loss_bbox_dn_4: 0.1465 (0.1562) loss_bbox_dn_5: 0.1464 (0.1562) loss_bbox_dn_pre: 0.2283 (0.2379) loss_bbox_enc_0: 0.2074 (0.2155) loss_bbox_pre: 0.1729 (0.1821) loss_dfl: 0.9601 (0.9592) loss_fgl_aux_0: 0.9889 (0.9910) loss_fgl_aux_1: 0.9587 (0.9618) loss_fgl_aux_2: 0.9593 (0.9594) loss_fgl_aux_3: 0.9604 (0.9593) loss_fgl_aux_4: 0.9604 (0.9593) loss_fgl_dn_0: 1.0920 (1.0846) loss_fgl_dn_1: 0.9889 (0.9811) loss_fgl_dn_2: 0.9789 (0.9721) loss_fgl_dn_3: 0.9802 (0.9728) loss_fgl_dn_4: 0.9808 (0.9733) loss_fgl_dn_5: 0.9809 (0.9733) loss_giou: 0.5435 (0.5495) loss_giou_aux_0: 0.5689 (0.5744) loss_giou_aux_1: 0.5518 (0.5550) loss_giou_aux_2: 0.5455 (0.5506) loss_giou_aux_3: 0.5442 (0.5496) loss_giou_aux_4: 0.5434 (0.5495) loss_giou_dn_0: 0.5463 (0.5521) loss_giou_dn_1: 0.4318 (0.4403) loss_giou_dn_2: 0.4171 (0.4232) loss_giou_dn_3: 0.4125 (0.4184) loss_giou_dn_4: 0.4118 (0.4174) loss_giou_dn_5: 0.4116 (0.4174) loss_giou_dn_pre: 0.5480 (0.5515) loss_giou_enc_0: 0.6349 (0.6462) loss_giou_pre: 0.5664 (0.5729) loss_ddf_aux_0: 0.0519 (0.0516) loss_ddf_aux_1: 0.0071 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2668 (0.2493) loss_ddf_dn_1: 0.0356 (0.0335) loss_ddf_dn_2: 0.0079 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6324 (0.6462) loss_vfl_aux_0: 0.7104 (0.7170) loss_vfl_aux_1: 0.6741 (0.6920) loss_vfl_aux_2: 0.6582 (0.6751) loss_vfl_aux_3: 0.6350 (0.6572) loss_vfl_aux_4: 0.6356 (0.6483) loss_vfl_dn_0: 0.4848 (0.4842) loss_vfl_dn_1: 0.4142 (0.4153) loss_vfl_dn_2: 0.4008 (0.3992) loss_vfl_dn_3: 0.3937 (0.3910) loss_vfl_dn_4: 0.3915 (0.3881) loss_vfl_dn_5: 0.3897 (0.3876) loss_vfl_dn_pre: 0.4844 (0.4847) loss_vfl_enc_0: 0.7037 (0.7218) loss_vfl_pre: 0.7097 (0.7191) time: 0.7401 data: 0.0286 max mem: 9121 Epoch: [51] [2700/3696] eta: 0:13:39 lr: 0.000013 loss: 31.4329 (31.0025) loss_bbox: 0.1627 (0.1695) loss_bbox_aux_0: 0.1789 (0.1819) loss_bbox_aux_1: 0.1658 (0.1722) loss_bbox_aux_2: 0.1617 (0.1701) loss_bbox_aux_3: 0.1633 (0.1696) loss_bbox_aux_4: 0.1630 (0.1696) loss_bbox_dn_0: 0.2311 (0.2319) loss_bbox_dn_1: 0.1709 (0.1703) loss_bbox_dn_2: 0.1551 (0.1600) loss_bbox_dn_3: 0.1523 (0.1568) loss_bbox_dn_4: 0.1514 (0.1562) loss_bbox_dn_5: 0.1514 (0.1562) loss_bbox_dn_pre: 0.2383 (0.2379) loss_bbox_enc_0: 0.2033 (0.2156) loss_bbox_pre: 0.1803 (0.1821) loss_dfl: 0.9708 (0.9591) loss_fgl_aux_0: 1.0043 (0.9909) loss_fgl_aux_1: 0.9777 (0.9616) loss_fgl_aux_2: 0.9714 (0.9593) loss_fgl_aux_3: 0.9708 (0.9591) loss_fgl_aux_4: 0.9709 (0.9591) loss_fgl_dn_0: 1.0800 (1.0846) loss_fgl_dn_1: 0.9826 (0.9812) loss_fgl_dn_2: 0.9749 (0.9722) loss_fgl_dn_3: 0.9756 (0.9729) loss_fgl_dn_4: 0.9760 (0.9734) loss_fgl_dn_5: 0.9759 (0.9734) loss_giou: 0.5556 (0.5501) loss_giou_aux_0: 0.5718 (0.5749) loss_giou_aux_1: 0.5611 (0.5556) loss_giou_aux_2: 0.5568 (0.5511) loss_giou_aux_3: 0.5563 (0.5502) loss_giou_aux_4: 0.5556 (0.5501) loss_giou_dn_0: 0.5590 (0.5525) loss_giou_dn_1: 0.4526 (0.4407) loss_giou_dn_2: 0.4394 (0.4236) loss_giou_dn_3: 0.4326 (0.4188) loss_giou_dn_4: 0.4319 (0.4177) loss_giou_dn_5: 0.4319 (0.4177) loss_giou_dn_pre: 0.5598 (0.5519) loss_giou_enc_0: 0.6420 (0.6467) loss_giou_pre: 0.5682 (0.5735) loss_ddf_aux_0: 0.0503 (0.0516) loss_ddf_aux_1: 0.0075 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2355 (0.2492) loss_ddf_dn_1: 0.0341 (0.0335) loss_ddf_dn_2: 0.0074 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6307 (0.6465) loss_vfl_aux_0: 0.6929 (0.7171) loss_vfl_aux_1: 0.6725 (0.6924) loss_vfl_aux_2: 0.6509 (0.6753) loss_vfl_aux_3: 0.6412 (0.6574) loss_vfl_aux_4: 0.6298 (0.6486) loss_vfl_dn_0: 0.4781 (0.4843) loss_vfl_dn_1: 0.4146 (0.4154) loss_vfl_dn_2: 0.4033 (0.3993) loss_vfl_dn_3: 0.3931 (0.3911) loss_vfl_dn_4: 0.3892 (0.3882) loss_vfl_dn_5: 0.3881 (0.3877) loss_vfl_dn_pre: 0.4781 (0.4847) loss_vfl_enc_0: 0.6949 (0.7218) loss_vfl_pre: 0.6952 (0.7191) time: 0.7504 data: 0.0329 max mem: 9121 Epoch: [51] [2800/3696] eta: 0:12:16 lr: 0.000013 loss: 30.8080 (31.0071) loss_bbox: 0.1610 (0.1694) loss_bbox_aux_0: 0.1734 (0.1817) loss_bbox_aux_1: 0.1637 (0.1721) loss_bbox_aux_2: 0.1616 (0.1700) loss_bbox_aux_3: 0.1613 (0.1695) loss_bbox_aux_4: 0.1610 (0.1694) loss_bbox_dn_0: 0.2231 (0.2319) loss_bbox_dn_1: 0.1649 (0.1704) loss_bbox_dn_2: 0.1541 (0.1601) loss_bbox_dn_3: 0.1500 (0.1569) loss_bbox_dn_4: 0.1490 (0.1563) loss_bbox_dn_5: 0.1490 (0.1563) loss_bbox_dn_pre: 0.2339 (0.2379) loss_bbox_enc_0: 0.2096 (0.2153) loss_bbox_pre: 0.1721 (0.1820) loss_dfl: 0.9670 (0.9591) loss_fgl_aux_0: 1.0024 (0.9909) loss_fgl_aux_1: 0.9704 (0.9617) loss_fgl_aux_2: 0.9669 (0.9593) loss_fgl_aux_3: 0.9668 (0.9592) loss_fgl_aux_4: 0.9671 (0.9591) loss_fgl_dn_0: 1.0921 (1.0846) loss_fgl_dn_1: 0.9826 (0.9812) loss_fgl_dn_2: 0.9713 (0.9723) loss_fgl_dn_3: 0.9726 (0.9730) loss_fgl_dn_4: 0.9724 (0.9734) loss_fgl_dn_5: 0.9724 (0.9734) loss_giou: 0.5390 (0.5503) loss_giou_aux_0: 0.5743 (0.5751) loss_giou_aux_1: 0.5468 (0.5558) loss_giou_aux_2: 0.5405 (0.5513) loss_giou_aux_3: 0.5384 (0.5504) loss_giou_aux_4: 0.5391 (0.5503) loss_giou_dn_0: 0.5423 (0.5527) loss_giou_dn_1: 0.4437 (0.4408) loss_giou_dn_2: 0.4262 (0.4237) loss_giou_dn_3: 0.4232 (0.4190) loss_giou_dn_4: 0.4225 (0.4179) loss_giou_dn_5: 0.4226 (0.4179) loss_giou_dn_pre: 0.5413 (0.5521) loss_giou_enc_0: 0.6308 (0.6468) loss_giou_pre: 0.5728 (0.5737) loss_ddf_aux_0: 0.0539 (0.0517) loss_ddf_aux_1: 0.0071 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2408 (0.2493) loss_ddf_dn_1: 0.0323 (0.0335) loss_ddf_dn_2: 0.0067 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6448 (0.6468) loss_vfl_aux_0: 0.6932 (0.7174) loss_vfl_aux_1: 0.6664 (0.6927) loss_vfl_aux_2: 0.6683 (0.6755) loss_vfl_aux_3: 0.6537 (0.6577) loss_vfl_aux_4: 0.6417 (0.6488) loss_vfl_dn_0: 0.4828 (0.4843) loss_vfl_dn_1: 0.4166 (0.4154) loss_vfl_dn_2: 0.4034 (0.3994) loss_vfl_dn_3: 0.3948 (0.3912) loss_vfl_dn_4: 0.3925 (0.3882) loss_vfl_dn_5: 0.3917 (0.3878) loss_vfl_dn_pre: 0.4823 (0.4848) loss_vfl_enc_0: 0.6856 (0.7218) loss_vfl_pre: 0.6994 (0.7194) time: 0.9666 data: 0.0284 max mem: 9121 Epoch: [51] [2900/3696] eta: 0:10:53 lr: 0.000013 loss: 30.7747 (31.0075) loss_bbox: 0.1614 (0.1694) loss_bbox_aux_0: 0.1741 (0.1817) loss_bbox_aux_1: 0.1626 (0.1721) loss_bbox_aux_2: 0.1619 (0.1699) loss_bbox_aux_3: 0.1616 (0.1695) loss_bbox_aux_4: 0.1614 (0.1694) loss_bbox_dn_0: 0.2286 (0.2319) loss_bbox_dn_1: 0.1660 (0.1704) loss_bbox_dn_2: 0.1597 (0.1601) loss_bbox_dn_3: 0.1561 (0.1569) loss_bbox_dn_4: 0.1567 (0.1563) loss_bbox_dn_5: 0.1568 (0.1563) loss_bbox_dn_pre: 0.2344 (0.2379) loss_bbox_enc_0: 0.1997 (0.2152) loss_bbox_pre: 0.1741 (0.1819) loss_dfl: 0.9701 (0.9591) loss_fgl_aux_0: 1.0024 (0.9908) loss_fgl_aux_1: 0.9735 (0.9616) loss_fgl_aux_2: 0.9707 (0.9593) loss_fgl_aux_3: 0.9695 (0.9591) loss_fgl_aux_4: 0.9700 (0.9591) loss_fgl_dn_0: 1.0850 (1.0845) loss_fgl_dn_1: 0.9887 (0.9812) loss_fgl_dn_2: 0.9815 (0.9722) loss_fgl_dn_3: 0.9827 (0.9729) loss_fgl_dn_4: 0.9832 (0.9734) loss_fgl_dn_5: 0.9832 (0.9734) loss_giou: 0.5321 (0.5505) loss_giou_aux_0: 0.5479 (0.5753) loss_giou_aux_1: 0.5296 (0.5560) loss_giou_aux_2: 0.5311 (0.5515) loss_giou_aux_3: 0.5319 (0.5506) loss_giou_aux_4: 0.5322 (0.5505) loss_giou_dn_0: 0.5415 (0.5527) loss_giou_dn_1: 0.4392 (0.4409) loss_giou_dn_2: 0.4267 (0.4238) loss_giou_dn_3: 0.4212 (0.4190) loss_giou_dn_4: 0.4199 (0.4180) loss_giou_dn_5: 0.4198 (0.4180) loss_giou_dn_pre: 0.5380 (0.5521) loss_giou_enc_0: 0.6148 (0.6470) loss_giou_pre: 0.5450 (0.5739) loss_ddf_aux_0: 0.0520 (0.0517) loss_ddf_aux_1: 0.0069 (0.0072) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2359 (0.2492) loss_ddf_dn_1: 0.0309 (0.0335) loss_ddf_dn_2: 0.0060 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6298 (0.6469) loss_vfl_aux_0: 0.7113 (0.7172) loss_vfl_aux_1: 0.6783 (0.6928) loss_vfl_aux_2: 0.6625 (0.6756) loss_vfl_aux_3: 0.6430 (0.6578) loss_vfl_aux_4: 0.6333 (0.6490) loss_vfl_dn_0: 0.4834 (0.4843) loss_vfl_dn_1: 0.4147 (0.4154) loss_vfl_dn_2: 0.4002 (0.3993) loss_vfl_dn_3: 0.3904 (0.3911) loss_vfl_dn_4: 0.3885 (0.3882) loss_vfl_dn_5: 0.3884 (0.3877) loss_vfl_dn_pre: 0.4846 (0.4847) loss_vfl_enc_0: 0.7058 (0.7215) loss_vfl_pre: 0.7130 (0.7193) time: 0.8652 data: 0.0232 max mem: 9121 Epoch: [51] [3000/3696] eta: 0:09:29 lr: 0.000013 loss: 31.4194 (31.0091) loss_bbox: 0.1675 (0.1693) loss_bbox_aux_0: 0.1808 (0.1816) loss_bbox_aux_1: 0.1703 (0.1720) loss_bbox_aux_2: 0.1689 (0.1698) loss_bbox_aux_3: 0.1675 (0.1694) loss_bbox_aux_4: 0.1676 (0.1693) loss_bbox_dn_0: 0.2400 (0.2319) loss_bbox_dn_1: 0.1748 (0.1704) loss_bbox_dn_2: 0.1659 (0.1601) loss_bbox_dn_3: 0.1634 (0.1570) loss_bbox_dn_4: 0.1607 (0.1563) loss_bbox_dn_5: 0.1607 (0.1563) loss_bbox_dn_pre: 0.2487 (0.2379) loss_bbox_enc_0: 0.2161 (0.2151) loss_bbox_pre: 0.1794 (0.1818) loss_dfl: 0.9743 (0.9590) loss_fgl_aux_0: 1.0093 (0.9906) loss_fgl_aux_1: 0.9754 (0.9616) loss_fgl_aux_2: 0.9751 (0.9592) loss_fgl_aux_3: 0.9742 (0.9591) loss_fgl_aux_4: 0.9741 (0.9590) loss_fgl_dn_0: 1.0785 (1.0844) loss_fgl_dn_1: 0.9778 (0.9812) loss_fgl_dn_2: 0.9709 (0.9722) loss_fgl_dn_3: 0.9715 (0.9729) loss_fgl_dn_4: 0.9713 (0.9734) loss_fgl_dn_5: 0.9712 (0.9734) loss_giou: 0.5505 (0.5508) loss_giou_aux_0: 0.5718 (0.5756) loss_giou_aux_1: 0.5555 (0.5563) loss_giou_aux_2: 0.5506 (0.5518) loss_giou_aux_3: 0.5501 (0.5509) loss_giou_aux_4: 0.5505 (0.5508) loss_giou_dn_0: 0.5669 (0.5528) loss_giou_dn_1: 0.4576 (0.4410) loss_giou_dn_2: 0.4377 (0.4239) loss_giou_dn_3: 0.4314 (0.4191) loss_giou_dn_4: 0.4294 (0.4181) loss_giou_dn_5: 0.4295 (0.4181) loss_giou_dn_pre: 0.5659 (0.5522) loss_giou_enc_0: 0.6500 (0.6473) loss_giou_pre: 0.5694 (0.5742) loss_ddf_aux_0: 0.0555 (0.0517) loss_ddf_aux_1: 0.0075 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2582 (0.2491) loss_ddf_dn_1: 0.0366 (0.0335) loss_ddf_dn_2: 0.0087 (0.0075) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6534 (0.6469) loss_vfl_aux_0: 0.7472 (0.7172) loss_vfl_aux_1: 0.7046 (0.6928) loss_vfl_aux_2: 0.6851 (0.6756) loss_vfl_aux_3: 0.6600 (0.6577) loss_vfl_aux_4: 0.6562 (0.6490) loss_vfl_dn_0: 0.4818 (0.4842) loss_vfl_dn_1: 0.4147 (0.4153) loss_vfl_dn_2: 0.4019 (0.3993) loss_vfl_dn_3: 0.3985 (0.3911) loss_vfl_dn_4: 0.3932 (0.3881) loss_vfl_dn_5: 0.3936 (0.3877) loss_vfl_dn_pre: 0.4824 (0.4847) loss_vfl_enc_0: 0.7239 (0.7214) loss_vfl_pre: 0.7455 (0.7192) time: 0.7416 data: 0.0255 max mem: 9121 Epoch: [51] [3100/3696] eta: 0:08:06 lr: 0.000013 loss: 31.0226 (31.0102) loss_bbox: 0.1727 (0.1693) loss_bbox_aux_0: 0.1783 (0.1816) loss_bbox_aux_1: 0.1728 (0.1720) loss_bbox_aux_2: 0.1732 (0.1698) loss_bbox_aux_3: 0.1728 (0.1694) loss_bbox_aux_4: 0.1727 (0.1693) loss_bbox_dn_0: 0.2274 (0.2319) loss_bbox_dn_1: 0.1686 (0.1705) loss_bbox_dn_2: 0.1566 (0.1602) loss_bbox_dn_3: 0.1553 (0.1570) loss_bbox_dn_4: 0.1555 (0.1563) loss_bbox_dn_5: 0.1555 (0.1563) loss_bbox_dn_pre: 0.2377 (0.2379) loss_bbox_enc_0: 0.2162 (0.2151) loss_bbox_pre: 0.1785 (0.1818) loss_dfl: 0.9503 (0.9588) loss_fgl_aux_0: 0.9850 (0.9904) loss_fgl_aux_1: 0.9493 (0.9613) loss_fgl_aux_2: 0.9497 (0.9590) loss_fgl_aux_3: 0.9500 (0.9588) loss_fgl_aux_4: 0.9503 (0.9588) loss_fgl_dn_0: 1.0753 (1.0844) loss_fgl_dn_1: 0.9774 (0.9811) loss_fgl_dn_2: 0.9691 (0.9722) loss_fgl_dn_3: 0.9698 (0.9729) loss_fgl_dn_4: 0.9702 (0.9733) loss_fgl_dn_5: 0.9704 (0.9734) loss_giou: 0.5153 (0.5510) loss_giou_aux_0: 0.5332 (0.5759) loss_giou_aux_1: 0.5212 (0.5565) loss_giou_aux_2: 0.5183 (0.5520) loss_giou_aux_3: 0.5158 (0.5511) loss_giou_aux_4: 0.5158 (0.5510) loss_giou_dn_0: 0.5424 (0.5529) loss_giou_dn_1: 0.4286 (0.4411) loss_giou_dn_2: 0.4135 (0.4240) loss_giou_dn_3: 0.4074 (0.4193) loss_giou_dn_4: 0.4070 (0.4182) loss_giou_dn_5: 0.4070 (0.4182) loss_giou_dn_pre: 0.5413 (0.5523) loss_giou_enc_0: 0.5995 (0.6476) loss_giou_pre: 0.5347 (0.5744) loss_ddf_aux_0: 0.0518 (0.0517) loss_ddf_aux_1: 0.0074 (0.0072) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2556 (0.2491) loss_ddf_dn_1: 0.0334 (0.0335) loss_ddf_dn_2: 0.0075 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6365 (0.6468) loss_vfl_aux_0: 0.6932 (0.7172) loss_vfl_aux_1: 0.6622 (0.6928) loss_vfl_aux_2: 0.6511 (0.6756) loss_vfl_aux_3: 0.6368 (0.6576) loss_vfl_aux_4: 0.6360 (0.6488) loss_vfl_dn_0: 0.4800 (0.4843) loss_vfl_dn_1: 0.4140 (0.4154) loss_vfl_dn_2: 0.3953 (0.3993) loss_vfl_dn_3: 0.3905 (0.3911) loss_vfl_dn_4: 0.3880 (0.3882) loss_vfl_dn_5: 0.3882 (0.3877) loss_vfl_dn_pre: 0.4798 (0.4847) loss_vfl_enc_0: 0.7074 (0.7214) loss_vfl_pre: 0.6940 (0.7192) time: 0.7463 data: 0.0261 max mem: 9121 Epoch: [51] [3200/3696] eta: 0:06:44 lr: 0.000013 loss: 30.6124 (31.0157) loss_bbox: 0.1543 (0.1693) loss_bbox_aux_0: 0.1673 (0.1816) loss_bbox_aux_1: 0.1572 (0.1720) loss_bbox_aux_2: 0.1547 (0.1698) loss_bbox_aux_3: 0.1546 (0.1694) loss_bbox_aux_4: 0.1543 (0.1693) loss_bbox_dn_0: 0.2229 (0.2319) loss_bbox_dn_1: 0.1613 (0.1704) loss_bbox_dn_2: 0.1525 (0.1601) loss_bbox_dn_3: 0.1485 (0.1570) loss_bbox_dn_4: 0.1475 (0.1563) loss_bbox_dn_5: 0.1475 (0.1563) loss_bbox_dn_pre: 0.2311 (0.2379) loss_bbox_enc_0: 0.2010 (0.2150) loss_bbox_pre: 0.1682 (0.1818) loss_dfl: 0.9498 (0.9587) loss_fgl_aux_0: 0.9791 (0.9903) loss_fgl_aux_1: 0.9525 (0.9612) loss_fgl_aux_2: 0.9499 (0.9589) loss_fgl_aux_3: 0.9495 (0.9588) loss_fgl_aux_4: 0.9500 (0.9587) loss_fgl_dn_0: 1.0836 (1.0844) loss_fgl_dn_1: 0.9827 (0.9812) loss_fgl_dn_2: 0.9735 (0.9722) loss_fgl_dn_3: 0.9733 (0.9729) loss_fgl_dn_4: 0.9739 (0.9734) loss_fgl_dn_5: 0.9739 (0.9734) loss_giou: 0.5333 (0.5516) loss_giou_aux_0: 0.5668 (0.5764) loss_giou_aux_1: 0.5400 (0.5571) loss_giou_aux_2: 0.5340 (0.5526) loss_giou_aux_3: 0.5331 (0.5517) loss_giou_aux_4: 0.5335 (0.5516) loss_giou_dn_0: 0.5441 (0.5533) loss_giou_dn_1: 0.4251 (0.4415) loss_giou_dn_2: 0.4097 (0.4244) loss_giou_dn_3: 0.4086 (0.4197) loss_giou_dn_4: 0.4062 (0.4186) loss_giou_dn_5: 0.4057 (0.4186) loss_giou_dn_pre: 0.5452 (0.5527) loss_giou_enc_0: 0.6271 (0.6480) loss_giou_pre: 0.5669 (0.5749) loss_ddf_aux_0: 0.0497 (0.0517) loss_ddf_aux_1: 0.0068 (0.0072) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2409 (0.2489) loss_ddf_dn_1: 0.0299 (0.0334) loss_ddf_dn_2: 0.0063 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6195 (0.6466) loss_vfl_aux_0: 0.6991 (0.7171) loss_vfl_aux_1: 0.6920 (0.6928) loss_vfl_aux_2: 0.6537 (0.6755) loss_vfl_aux_3: 0.6339 (0.6575) loss_vfl_aux_4: 0.6274 (0.6487) loss_vfl_dn_0: 0.4804 (0.4843) loss_vfl_dn_1: 0.4112 (0.4154) loss_vfl_dn_2: 0.3961 (0.3994) loss_vfl_dn_3: 0.3886 (0.3911) loss_vfl_dn_4: 0.3869 (0.3882) loss_vfl_dn_5: 0.3856 (0.3878) loss_vfl_dn_pre: 0.4806 (0.4848) loss_vfl_enc_0: 0.7007 (0.7212) loss_vfl_pre: 0.7021 (0.7191) time: 0.7585 data: 0.0245 max mem: 9121 Epoch: [51] [3300/3696] eta: 0:05:22 lr: 0.000013 loss: 30.6920 (31.0131) loss_bbox: 0.1638 (0.1693) loss_bbox_aux_0: 0.1783 (0.1816) loss_bbox_aux_1: 0.1647 (0.1720) loss_bbox_aux_2: 0.1640 (0.1698) loss_bbox_aux_3: 0.1640 (0.1694) loss_bbox_aux_4: 0.1638 (0.1693) loss_bbox_dn_0: 0.2283 (0.2320) loss_bbox_dn_1: 0.1685 (0.1706) loss_bbox_dn_2: 0.1594 (0.1603) loss_bbox_dn_3: 0.1543 (0.1571) loss_bbox_dn_4: 0.1537 (0.1564) loss_bbox_dn_5: 0.1537 (0.1564) loss_bbox_dn_pre: 0.2344 (0.2380) loss_bbox_enc_0: 0.2128 (0.2151) loss_bbox_pre: 0.1773 (0.1819) loss_dfl: 0.9725 (0.9589) loss_fgl_aux_0: 0.9938 (0.9905) loss_fgl_aux_1: 0.9701 (0.9614) loss_fgl_aux_2: 0.9715 (0.9590) loss_fgl_aux_3: 0.9721 (0.9589) loss_fgl_aux_4: 0.9724 (0.9589) loss_fgl_dn_0: 1.0768 (1.0844) loss_fgl_dn_1: 0.9739 (0.9811) loss_fgl_dn_2: 0.9648 (0.9722) loss_fgl_dn_3: 0.9643 (0.9729) loss_fgl_dn_4: 0.9653 (0.9733) loss_fgl_dn_5: 0.9654 (0.9733) loss_giou: 0.4979 (0.5510) loss_giou_aux_0: 0.5232 (0.5758) loss_giou_aux_1: 0.5024 (0.5565) loss_giou_aux_2: 0.5002 (0.5520) loss_giou_aux_3: 0.4982 (0.5511) loss_giou_aux_4: 0.4980 (0.5510) loss_giou_dn_0: 0.5278 (0.5531) loss_giou_dn_1: 0.4234 (0.4413) loss_giou_dn_2: 0.4060 (0.4242) loss_giou_dn_3: 0.4019 (0.4194) loss_giou_dn_4: 0.3995 (0.4184) loss_giou_dn_5: 0.3994 (0.4184) loss_giou_dn_pre: 0.5271 (0.5525) loss_giou_enc_0: 0.5952 (0.6474) loss_giou_pre: 0.5216 (0.5744) loss_ddf_aux_0: 0.0513 (0.0518) loss_ddf_aux_1: 0.0069 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2463 (0.2490) loss_ddf_dn_1: 0.0316 (0.0335) loss_ddf_dn_2: 0.0070 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6694 (0.6469) loss_vfl_aux_0: 0.7346 (0.7172) loss_vfl_aux_1: 0.7175 (0.6931) loss_vfl_aux_2: 0.6923 (0.6758) loss_vfl_aux_3: 0.6714 (0.6578) loss_vfl_aux_4: 0.6748 (0.6490) loss_vfl_dn_0: 0.4883 (0.4844) loss_vfl_dn_1: 0.4103 (0.4155) loss_vfl_dn_2: 0.3948 (0.3994) loss_vfl_dn_3: 0.3904 (0.3911) loss_vfl_dn_4: 0.3877 (0.3882) loss_vfl_dn_5: 0.3876 (0.3878) loss_vfl_dn_pre: 0.4887 (0.4848) loss_vfl_enc_0: 0.7399 (0.7213) loss_vfl_pre: 0.7354 (0.7192) time: 0.7004 data: 0.0196 max mem: 9121 Epoch: [51] [3400/3696] eta: 0:04:00 lr: 0.000013 loss: 31.0857 (31.0121) loss_bbox: 0.1657 (0.1693) loss_bbox_aux_0: 0.1776 (0.1816) loss_bbox_aux_1: 0.1682 (0.1720) loss_bbox_aux_2: 0.1662 (0.1698) loss_bbox_aux_3: 0.1656 (0.1694) loss_bbox_aux_4: 0.1657 (0.1693) loss_bbox_dn_0: 0.2206 (0.2321) loss_bbox_dn_1: 0.1615 (0.1706) loss_bbox_dn_2: 0.1501 (0.1603) loss_bbox_dn_3: 0.1448 (0.1571) loss_bbox_dn_4: 0.1436 (0.1564) loss_bbox_dn_5: 0.1437 (0.1564) loss_bbox_dn_pre: 0.2314 (0.2381) loss_bbox_enc_0: 0.2098 (0.2151) loss_bbox_pre: 0.1785 (0.1819) loss_dfl: 0.9471 (0.9589) loss_fgl_aux_0: 0.9739 (0.9905) loss_fgl_aux_1: 0.9468 (0.9614) loss_fgl_aux_2: 0.9456 (0.9591) loss_fgl_aux_3: 0.9465 (0.9590) loss_fgl_aux_4: 0.9469 (0.9589) loss_fgl_dn_0: 1.0865 (1.0843) loss_fgl_dn_1: 0.9838 (0.9810) loss_fgl_dn_2: 0.9731 (0.9721) loss_fgl_dn_3: 0.9744 (0.9728) loss_fgl_dn_4: 0.9749 (0.9733) loss_fgl_dn_5: 0.9749 (0.9733) loss_giou: 0.5917 (0.5508) loss_giou_aux_0: 0.6110 (0.5756) loss_giou_aux_1: 0.5976 (0.5563) loss_giou_aux_2: 0.5926 (0.5518) loss_giou_aux_3: 0.5919 (0.5509) loss_giou_aux_4: 0.5917 (0.5508) loss_giou_dn_0: 0.5661 (0.5530) loss_giou_dn_1: 0.4498 (0.4412) loss_giou_dn_2: 0.4316 (0.4241) loss_giou_dn_3: 0.4292 (0.4193) loss_giou_dn_4: 0.4289 (0.4183) loss_giou_dn_5: 0.4288 (0.4183) loss_giou_dn_pre: 0.5654 (0.5524) loss_giou_enc_0: 0.6597 (0.6471) loss_giou_pre: 0.6107 (0.5742) loss_ddf_aux_0: 0.0481 (0.0518) loss_ddf_aux_1: 0.0067 (0.0072) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2407 (0.2490) loss_ddf_dn_1: 0.0318 (0.0334) loss_ddf_dn_2: 0.0069 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6304 (0.6471) loss_vfl_aux_0: 0.6867 (0.7173) loss_vfl_aux_1: 0.6647 (0.6933) loss_vfl_aux_2: 0.6551 (0.6760) loss_vfl_aux_3: 0.6417 (0.6580) loss_vfl_aux_4: 0.6228 (0.6492) loss_vfl_dn_0: 0.4843 (0.4844) loss_vfl_dn_1: 0.4129 (0.4154) loss_vfl_dn_2: 0.4012 (0.3993) loss_vfl_dn_3: 0.3912 (0.3911) loss_vfl_dn_4: 0.3882 (0.3882) loss_vfl_dn_5: 0.3872 (0.3877) loss_vfl_dn_pre: 0.4854 (0.4848) loss_vfl_enc_0: 0.6982 (0.7216) loss_vfl_pre: 0.6909 (0.7193) time: 0.6717 data: 0.0199 max mem: 9121 Epoch: [51] [3500/3696] eta: 0:02:38 lr: 0.000013 loss: 30.8273 (31.0106) loss_bbox: 0.1678 (0.1693) loss_bbox_aux_0: 0.1775 (0.1817) loss_bbox_aux_1: 0.1710 (0.1720) loss_bbox_aux_2: 0.1677 (0.1699) loss_bbox_aux_3: 0.1674 (0.1694) loss_bbox_aux_4: 0.1678 (0.1693) loss_bbox_dn_0: 0.2373 (0.2322) loss_bbox_dn_1: 0.1781 (0.1707) loss_bbox_dn_2: 0.1671 (0.1604) loss_bbox_dn_3: 0.1663 (0.1572) loss_bbox_dn_4: 0.1656 (0.1565) loss_bbox_dn_5: 0.1656 (0.1565) loss_bbox_dn_pre: 0.2411 (0.2382) loss_bbox_enc_0: 0.2173 (0.2151) loss_bbox_pre: 0.1800 (0.1819) loss_dfl: 0.9562 (0.9589) loss_fgl_aux_0: 0.9804 (0.9905) loss_fgl_aux_1: 0.9585 (0.9614) loss_fgl_aux_2: 0.9562 (0.9591) loss_fgl_aux_3: 0.9564 (0.9589) loss_fgl_aux_4: 0.9563 (0.9589) loss_fgl_dn_0: 1.0882 (1.0843) loss_fgl_dn_1: 0.9774 (0.9810) loss_fgl_dn_2: 0.9658 (0.9721) loss_fgl_dn_3: 0.9664 (0.9727) loss_fgl_dn_4: 0.9670 (0.9732) loss_fgl_dn_5: 0.9671 (0.9732) loss_giou: 0.5177 (0.5507) loss_giou_aux_0: 0.5414 (0.5755) loss_giou_aux_1: 0.5244 (0.5562) loss_giou_aux_2: 0.5185 (0.5517) loss_giou_aux_3: 0.5168 (0.5508) loss_giou_aux_4: 0.5176 (0.5507) loss_giou_dn_0: 0.5261 (0.5530) loss_giou_dn_1: 0.4233 (0.4411) loss_giou_dn_2: 0.4089 (0.4240) loss_giou_dn_3: 0.4005 (0.4192) loss_giou_dn_4: 0.3978 (0.4182) loss_giou_dn_5: 0.3978 (0.4182) loss_giou_dn_pre: 0.5247 (0.5524) loss_giou_enc_0: 0.6097 (0.6471) loss_giou_pre: 0.5401 (0.5741) loss_ddf_aux_0: 0.0501 (0.0518) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2502 (0.2489) loss_ddf_dn_1: 0.0322 (0.0334) loss_ddf_dn_2: 0.0073 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6310 (0.6470) loss_vfl_aux_0: 0.7157 (0.7172) loss_vfl_aux_1: 0.7009 (0.6934) loss_vfl_aux_2: 0.6727 (0.6760) loss_vfl_aux_3: 0.6456 (0.6580) loss_vfl_aux_4: 0.6349 (0.6492) loss_vfl_dn_0: 0.4824 (0.4843) loss_vfl_dn_1: 0.4117 (0.4153) loss_vfl_dn_2: 0.3953 (0.3992) loss_vfl_dn_3: 0.3875 (0.3910) loss_vfl_dn_4: 0.3829 (0.3881) loss_vfl_dn_5: 0.3826 (0.3877) loss_vfl_dn_pre: 0.4825 (0.4848) loss_vfl_enc_0: 0.7214 (0.7215) loss_vfl_pre: 0.7170 (0.7192) time: 0.7477 data: 0.0302 max mem: 9121 Epoch: [51] [3600/3696] eta: 0:01:18 lr: 0.000013 loss: 31.4837 (31.0100) loss_bbox: 0.1579 (0.1692) loss_bbox_aux_0: 0.1720 (0.1815) loss_bbox_aux_1: 0.1598 (0.1719) loss_bbox_aux_2: 0.1585 (0.1698) loss_bbox_aux_3: 0.1572 (0.1693) loss_bbox_aux_4: 0.1577 (0.1692) loss_bbox_dn_0: 0.2148 (0.2320) loss_bbox_dn_1: 0.1520 (0.1705) loss_bbox_dn_2: 0.1435 (0.1602) loss_bbox_dn_3: 0.1369 (0.1570) loss_bbox_dn_4: 0.1372 (0.1564) loss_bbox_dn_5: 0.1370 (0.1563) loss_bbox_dn_pre: 0.2188 (0.2380) loss_bbox_enc_0: 0.1968 (0.2150) loss_bbox_pre: 0.1719 (0.1818) loss_dfl: 0.9462 (0.9588) loss_fgl_aux_0: 0.9727 (0.9904) loss_fgl_aux_1: 0.9483 (0.9613) loss_fgl_aux_2: 0.9450 (0.9590) loss_fgl_aux_3: 0.9457 (0.9588) loss_fgl_aux_4: 0.9461 (0.9588) loss_fgl_dn_0: 1.0804 (1.0844) loss_fgl_dn_1: 0.9871 (0.9810) loss_fgl_dn_2: 0.9786 (0.9721) loss_fgl_dn_3: 0.9776 (0.9728) loss_fgl_dn_4: 0.9784 (0.9732) loss_fgl_dn_5: 0.9784 (0.9733) loss_giou: 0.6054 (0.5510) loss_giou_aux_0: 0.6400 (0.5758) loss_giou_aux_1: 0.6156 (0.5565) loss_giou_aux_2: 0.6071 (0.5520) loss_giou_aux_3: 0.6066 (0.5511) loss_giou_aux_4: 0.6056 (0.5510) loss_giou_dn_0: 0.5772 (0.5531) loss_giou_dn_1: 0.4695 (0.4412) loss_giou_dn_2: 0.4539 (0.4241) loss_giou_dn_3: 0.4489 (0.4193) loss_giou_dn_4: 0.4483 (0.4183) loss_giou_dn_5: 0.4482 (0.4183) loss_giou_dn_pre: 0.5791 (0.5525) loss_giou_enc_0: 0.7005 (0.6474) loss_giou_pre: 0.6388 (0.5744) loss_ddf_aux_0: 0.0534 (0.0517) loss_ddf_aux_1: 0.0075 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2444 (0.2488) loss_ddf_dn_1: 0.0341 (0.0334) loss_ddf_dn_2: 0.0069 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6499 (0.6468) loss_vfl_aux_0: 0.7163 (0.7171) loss_vfl_aux_1: 0.6996 (0.6933) loss_vfl_aux_2: 0.6791 (0.6759) loss_vfl_aux_3: 0.6591 (0.6578) loss_vfl_aux_4: 0.6450 (0.6490) loss_vfl_dn_0: 0.4792 (0.4843) loss_vfl_dn_1: 0.4152 (0.4153) loss_vfl_dn_2: 0.4019 (0.3992) loss_vfl_dn_3: 0.3943 (0.3910) loss_vfl_dn_4: 0.3913 (0.3881) loss_vfl_dn_5: 0.3912 (0.3876) loss_vfl_dn_pre: 0.4803 (0.4847) loss_vfl_enc_0: 0.7150 (0.7213) loss_vfl_pre: 0.7155 (0.7191) time: 0.7565 data: 0.0345 max mem: 9121 Epoch: [51] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 30.7194 (31.0113) loss_bbox: 0.1711 (0.1692) loss_bbox_aux_0: 0.1853 (0.1815) loss_bbox_aux_1: 0.1718 (0.1719) loss_bbox_aux_2: 0.1704 (0.1697) loss_bbox_aux_3: 0.1706 (0.1693) loss_bbox_aux_4: 0.1711 (0.1692) loss_bbox_dn_0: 0.2192 (0.2319) loss_bbox_dn_1: 0.1573 (0.1704) loss_bbox_dn_2: 0.1479 (0.1600) loss_bbox_dn_3: 0.1435 (0.1569) loss_bbox_dn_4: 0.1423 (0.1562) loss_bbox_dn_5: 0.1423 (0.1562) loss_bbox_dn_pre: 0.2197 (0.2379) loss_bbox_enc_0: 0.2158 (0.2149) loss_bbox_pre: 0.1862 (0.1817) loss_dfl: 0.9503 (0.9587) loss_fgl_aux_0: 0.9685 (0.9903) loss_fgl_aux_1: 0.9495 (0.9612) loss_fgl_aux_2: 0.9493 (0.9589) loss_fgl_aux_3: 0.9499 (0.9588) loss_fgl_aux_4: 0.9503 (0.9587) loss_fgl_dn_0: 1.0753 (1.0843) loss_fgl_dn_1: 0.9730 (0.9810) loss_fgl_dn_2: 0.9644 (0.9721) loss_fgl_dn_3: 0.9662 (0.9728) loss_fgl_dn_4: 0.9669 (0.9733) loss_fgl_dn_5: 0.9670 (0.9733) loss_giou: 0.5632 (0.5514) loss_giou_aux_0: 0.5920 (0.5762) loss_giou_aux_1: 0.5710 (0.5569) loss_giou_aux_2: 0.5625 (0.5524) loss_giou_aux_3: 0.5631 (0.5515) loss_giou_aux_4: 0.5635 (0.5514) loss_giou_dn_0: 0.5527 (0.5533) loss_giou_dn_1: 0.4357 (0.4414) loss_giou_dn_2: 0.4180 (0.4242) loss_giou_dn_3: 0.4148 (0.4195) loss_giou_dn_4: 0.4140 (0.4184) loss_giou_dn_5: 0.4141 (0.4184) loss_giou_dn_pre: 0.5513 (0.5527) loss_giou_enc_0: 0.6707 (0.6478) loss_giou_pre: 0.5898 (0.5748) loss_ddf_aux_0: 0.0506 (0.0517) loss_ddf_aux_1: 0.0069 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0000 (0.0001) loss_ddf_dn_0: 0.2421 (0.2488) loss_ddf_dn_1: 0.0319 (0.0335) loss_ddf_dn_2: 0.0067 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6437 (0.6469) loss_vfl_aux_0: 0.6957 (0.7169) loss_vfl_aux_1: 0.6797 (0.6933) loss_vfl_aux_2: 0.6582 (0.6758) loss_vfl_aux_3: 0.6456 (0.6577) loss_vfl_aux_4: 0.6421 (0.6490) loss_vfl_dn_0: 0.4777 (0.4842) loss_vfl_dn_1: 0.4125 (0.4153) loss_vfl_dn_2: 0.3990 (0.3992) loss_vfl_dn_3: 0.3912 (0.3910) loss_vfl_dn_4: 0.3888 (0.3881) loss_vfl_dn_5: 0.3894 (0.3877) loss_vfl_dn_pre: 0.4778 (0.4847) loss_vfl_enc_0: 0.7172 (0.7212) loss_vfl_pre: 0.6953 (0.7189) time: 0.7491 data: 0.0300 max mem: 9121 Epoch: [51] Total time: 0:50:14 (0.8156 s / it) Averaged stats: lr: 0.000013 loss: 30.7194 (31.0113) loss_bbox: 0.1711 (0.1692) loss_bbox_aux_0: 0.1853 (0.1815) loss_bbox_aux_1: 0.1718 (0.1719) loss_bbox_aux_2: 0.1704 (0.1697) loss_bbox_aux_3: 0.1706 (0.1693) loss_bbox_aux_4: 0.1711 (0.1692) loss_bbox_dn_0: 0.2192 (0.2319) loss_bbox_dn_1: 0.1573 (0.1704) loss_bbox_dn_2: 0.1479 (0.1600) loss_bbox_dn_3: 0.1435 (0.1569) loss_bbox_dn_4: 0.1423 (0.1562) loss_bbox_dn_5: 0.1423 (0.1562) loss_bbox_dn_pre: 0.2197 (0.2379) loss_bbox_enc_0: 0.2158 (0.2149) loss_bbox_pre: 0.1862 (0.1817) loss_dfl: 0.9503 (0.9587) loss_fgl_aux_0: 0.9685 (0.9903) loss_fgl_aux_1: 0.9495 (0.9612) loss_fgl_aux_2: 0.9493 (0.9589) loss_fgl_aux_3: 0.9499 (0.9588) loss_fgl_aux_4: 0.9503 (0.9587) loss_fgl_dn_0: 1.0753 (1.0843) loss_fgl_dn_1: 0.9730 (0.9810) loss_fgl_dn_2: 0.9644 (0.9721) loss_fgl_dn_3: 0.9662 (0.9728) loss_fgl_dn_4: 0.9669 (0.9733) loss_fgl_dn_5: 0.9670 (0.9733) loss_giou: 0.5632 (0.5514) loss_giou_aux_0: 0.5920 (0.5762) loss_giou_aux_1: 0.5710 (0.5569) loss_giou_aux_2: 0.5625 (0.5524) loss_giou_aux_3: 0.5631 (0.5515) loss_giou_aux_4: 0.5635 (0.5514) loss_giou_dn_0: 0.5527 (0.5533) loss_giou_dn_1: 0.4357 (0.4414) loss_giou_dn_2: 0.4180 (0.4242) loss_giou_dn_3: 0.4148 (0.4195) loss_giou_dn_4: 0.4140 (0.4184) loss_giou_dn_5: 0.4141 (0.4184) loss_giou_dn_pre: 0.5513 (0.5527) loss_giou_enc_0: 0.6707 (0.6478) loss_giou_pre: 0.5898 (0.5748) loss_ddf_aux_0: 0.0506 (0.0517) loss_ddf_aux_1: 0.0069 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0000 (0.0001) loss_ddf_dn_0: 0.2421 (0.2488) loss_ddf_dn_1: 0.0319 (0.0335) loss_ddf_dn_2: 0.0067 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6437 (0.6469) loss_vfl_aux_0: 0.6957 (0.7169) loss_vfl_aux_1: 0.6797 (0.6933) loss_vfl_aux_2: 0.6582 (0.6758) loss_vfl_aux_3: 0.6456 (0.6577) loss_vfl_aux_4: 0.6421 (0.6490) loss_vfl_dn_0: 0.4777 (0.4842) loss_vfl_dn_1: 0.4125 (0.4153) loss_vfl_dn_2: 0.3990 (0.3992) loss_vfl_dn_3: 0.3912 (0.3910) loss_vfl_dn_4: 0.3888 (0.3881) loss_vfl_dn_5: 0.3894 (0.3877) loss_vfl_dn_pre: 0.4778 (0.4847) loss_vfl_enc_0: 0.7172 (0.7212) loss_vfl_pre: 0.6953 (0.7189) Test: [ 0/79] eta: 0:03:01 time: 2.2912 data: 1.7508 max mem: 9121 Test: [10/79] eta: 0:00:50 time: 0.7387 data: 0.2027 max mem: 9121 Test: [20/79] eta: 0:00:39 time: 0.5940 data: 0.0549 max mem: 9121 Test: [30/79] eta: 0:00:36 time: 0.7536 data: 0.0631 max mem: 9121 Test: [40/79] eta: 0:00:27 time: 0.7472 data: 0.0629 max mem: 9121 Test: [50/79] eta: 0:00:20 time: 0.6025 data: 0.0633 max mem: 9121 Test: [60/79] eta: 0:00:12 time: 0.5958 data: 0.0607 max mem: 9121 Test: [70/79] eta: 0:00:06 time: 0.6550 data: 0.0548 max mem: 9121 Test: [78/79] eta: 0:00:00 time: 0.6215 data: 0.0523 max mem: 9121 Test: Total time: 0:00:52 (0.6654 s / it) Averaged stats: Accumulating evaluation results... DONE (t=22.93s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.538 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.714 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.583 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.351 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.581 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.721 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.394 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.663 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.728 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.559 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.773 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 best_stat: {'epoch': 51, 'coco_eval_bbox': 0.5381111716978068} Epoch: [52] [ 0/3696] eta: 2:26:33 lr: 0.000013 loss: 30.7839 (30.7839) loss_bbox: 0.1699 (0.1699) loss_bbox_aux_0: 0.1816 (0.1816) loss_bbox_aux_1: 0.1722 (0.1722) loss_bbox_aux_2: 0.1706 (0.1706) loss_bbox_aux_3: 0.1699 (0.1699) loss_bbox_aux_4: 0.1699 (0.1699) loss_bbox_dn_0: 0.2126 (0.2126) loss_bbox_dn_1: 0.1482 (0.1482) loss_bbox_dn_2: 0.1425 (0.1425) loss_bbox_dn_3: 0.1463 (0.1463) loss_bbox_dn_4: 0.1446 (0.1446) loss_bbox_dn_5: 0.1446 (0.1446) loss_bbox_dn_pre: 0.2158 (0.2158) loss_bbox_enc_0: 0.2205 (0.2205) loss_bbox_pre: 0.1821 (0.1821) loss_dfl: 0.9310 (0.9310) loss_fgl_aux_0: 0.9570 (0.9570) loss_fgl_aux_1: 0.9320 (0.9320) loss_fgl_aux_2: 0.9315 (0.9315) loss_fgl_aux_3: 0.9314 (0.9314) loss_fgl_aux_4: 0.9309 (0.9309) loss_fgl_dn_0: 1.0908 (1.0908) loss_fgl_dn_1: 0.9781 (0.9781) loss_fgl_dn_2: 0.9682 (0.9682) loss_fgl_dn_3: 0.9698 (0.9698) loss_fgl_dn_4: 0.9704 (0.9704) loss_fgl_dn_5: 0.9704 (0.9704) loss_giou: 0.6042 (0.6042) loss_giou_aux_0: 0.6276 (0.6276) loss_giou_aux_1: 0.6095 (0.6095) loss_giou_aux_2: 0.6044 (0.6044) loss_giou_aux_3: 0.6030 (0.6030) loss_giou_aux_4: 0.6043 (0.6043) loss_giou_dn_0: 0.5488 (0.5488) loss_giou_dn_1: 0.4382 (0.4382) loss_giou_dn_2: 0.4204 (0.4204) loss_giou_dn_3: 0.4198 (0.4198) loss_giou_dn_4: 0.4185 (0.4185) loss_giou_dn_5: 0.4185 (0.4185) loss_giou_dn_pre: 0.5474 (0.5474) loss_giou_enc_0: 0.6829 (0.6829) loss_giou_pre: 0.6265 (0.6265) loss_ddf_aux_0: 0.0561 (0.0561) loss_ddf_aux_1: 0.0070 (0.0070) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0000 (0.0000) loss_ddf_dn_0: 0.2760 (0.2760) loss_ddf_dn_1: 0.0375 (0.0375) loss_ddf_dn_2: 0.0070 (0.0070) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6041 (0.6041) loss_vfl_aux_0: 0.6807 (0.6807) loss_vfl_aux_1: 0.6701 (0.6701) loss_vfl_aux_2: 0.6351 (0.6351) loss_vfl_aux_3: 0.6115 (0.6115) loss_vfl_aux_4: 0.6122 (0.6122) loss_vfl_dn_0: 0.4814 (0.4814) loss_vfl_dn_1: 0.4106 (0.4106) loss_vfl_dn_2: 0.3919 (0.3919) loss_vfl_dn_3: 0.3820 (0.3820) loss_vfl_dn_4: 0.3780 (0.3780) loss_vfl_dn_5: 0.3776 (0.3776) loss_vfl_dn_pre: 0.4812 (0.4812) loss_vfl_enc_0: 0.6744 (0.6744) loss_vfl_pre: 0.6800 (0.6800) time: 2.3792 data: 1.6935 max mem: 9121 Epoch: [52] [ 100/3696] eta: 0:47:45 lr: 0.000013 loss: 30.7159 (30.8737) loss_bbox: 0.1488 (0.1660) loss_bbox_aux_0: 0.1634 (0.1783) loss_bbox_aux_1: 0.1514 (0.1685) loss_bbox_aux_2: 0.1494 (0.1666) loss_bbox_aux_3: 0.1487 (0.1661) loss_bbox_aux_4: 0.1488 (0.1660) loss_bbox_dn_0: 0.2087 (0.2299) loss_bbox_dn_1: 0.1557 (0.1682) loss_bbox_dn_2: 0.1467 (0.1582) loss_bbox_dn_3: 0.1450 (0.1552) loss_bbox_dn_4: 0.1443 (0.1545) loss_bbox_dn_5: 0.1443 (0.1545) loss_bbox_dn_pre: 0.2119 (0.2357) loss_bbox_enc_0: 0.1954 (0.2108) loss_bbox_pre: 0.1626 (0.1786) loss_dfl: 0.9736 (0.9642) loss_fgl_aux_0: 0.9992 (0.9949) loss_fgl_aux_1: 0.9740 (0.9666) loss_fgl_aux_2: 0.9721 (0.9643) loss_fgl_aux_3: 0.9738 (0.9643) loss_fgl_aux_4: 0.9734 (0.9642) loss_fgl_dn_0: 1.0908 (1.0851) loss_fgl_dn_1: 0.9945 (0.9812) loss_fgl_dn_2: 0.9821 (0.9722) loss_fgl_dn_3: 0.9823 (0.9729) loss_fgl_dn_4: 0.9825 (0.9734) loss_fgl_dn_5: 0.9825 (0.9734) loss_giou: 0.5290 (0.5406) loss_giou_aux_0: 0.5668 (0.5658) loss_giou_aux_1: 0.5410 (0.5464) loss_giou_aux_2: 0.5291 (0.5417) loss_giou_aux_3: 0.5289 (0.5407) loss_giou_aux_4: 0.5282 (0.5406) loss_giou_dn_0: 0.5489 (0.5481) loss_giou_dn_1: 0.4351 (0.4367) loss_giou_dn_2: 0.4188 (0.4200) loss_giou_dn_3: 0.4152 (0.4152) loss_giou_dn_4: 0.4135 (0.4140) loss_giou_dn_5: 0.4136 (0.4140) loss_giou_dn_pre: 0.5495 (0.5476) loss_giou_enc_0: 0.6360 (0.6360) loss_giou_pre: 0.5650 (0.5645) loss_ddf_aux_0: 0.0510 (0.0517) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2381 (0.2502) loss_ddf_dn_1: 0.0335 (0.0330) loss_ddf_dn_2: 0.0073 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6387 (0.6481) loss_vfl_aux_0: 0.6987 (0.7119) loss_vfl_aux_1: 0.6706 (0.6898) loss_vfl_aux_2: 0.6617 (0.6762) loss_vfl_aux_3: 0.6455 (0.6585) loss_vfl_aux_4: 0.6411 (0.6494) loss_vfl_dn_0: 0.4904 (0.4844) loss_vfl_dn_1: 0.4181 (0.4141) loss_vfl_dn_2: 0.4036 (0.3980) loss_vfl_dn_3: 0.3964 (0.3904) loss_vfl_dn_4: 0.3938 (0.3878) loss_vfl_dn_5: 0.3945 (0.3875) loss_vfl_dn_pre: 0.4906 (0.4848) loss_vfl_enc_0: 0.7128 (0.7209) loss_vfl_pre: 0.7006 (0.7138) time: 0.7669 data: 0.0265 max mem: 9121 Epoch: [52] [ 200/3696] eta: 0:52:59 lr: 0.000013 loss: 30.9148 (30.9660) loss_bbox: 0.1622 (0.1670) loss_bbox_aux_0: 0.1742 (0.1796) loss_bbox_aux_1: 0.1650 (0.1697) loss_bbox_aux_2: 0.1625 (0.1676) loss_bbox_aux_3: 0.1620 (0.1671) loss_bbox_aux_4: 0.1623 (0.1670) loss_bbox_dn_0: 0.2344 (0.2317) loss_bbox_dn_1: 0.1644 (0.1690) loss_bbox_dn_2: 0.1566 (0.1588) loss_bbox_dn_3: 0.1511 (0.1557) loss_bbox_dn_4: 0.1504 (0.1550) loss_bbox_dn_5: 0.1504 (0.1550) loss_bbox_dn_pre: 0.2414 (0.2375) loss_bbox_enc_0: 0.2065 (0.2126) loss_bbox_pre: 0.1739 (0.1799) loss_dfl: 0.9555 (0.9591) loss_fgl_aux_0: 0.9845 (0.9901) loss_fgl_aux_1: 0.9579 (0.9615) loss_fgl_aux_2: 0.9547 (0.9592) loss_fgl_aux_3: 0.9556 (0.9592) loss_fgl_aux_4: 0.9555 (0.9591) loss_fgl_dn_0: 1.0793 (1.0834) loss_fgl_dn_1: 0.9776 (0.9801) loss_fgl_dn_2: 0.9723 (0.9714) loss_fgl_dn_3: 0.9737 (0.9721) loss_fgl_dn_4: 0.9736 (0.9726) loss_fgl_dn_5: 0.9736 (0.9726) loss_giou: 0.5509 (0.5512) loss_giou_aux_0: 0.5734 (0.5769) loss_giou_aux_1: 0.5499 (0.5571) loss_giou_aux_2: 0.5490 (0.5524) loss_giou_aux_3: 0.5495 (0.5513) loss_giou_aux_4: 0.5507 (0.5512) loss_giou_dn_0: 0.5626 (0.5542) loss_giou_dn_1: 0.4407 (0.4419) loss_giou_dn_2: 0.4233 (0.4247) loss_giou_dn_3: 0.4152 (0.4198) loss_giou_dn_4: 0.4127 (0.4186) loss_giou_dn_5: 0.4127 (0.4186) loss_giou_dn_pre: 0.5621 (0.5535) loss_giou_enc_0: 0.6457 (0.6478) loss_giou_pre: 0.5701 (0.5754) loss_ddf_aux_0: 0.0508 (0.0524) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2518 (0.2504) loss_ddf_dn_1: 0.0325 (0.0336) loss_ddf_dn_2: 0.0071 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6389 (0.6459) loss_vfl_aux_0: 0.7136 (0.7143) loss_vfl_aux_1: 0.6887 (0.6887) loss_vfl_aux_2: 0.6729 (0.6738) loss_vfl_aux_3: 0.6533 (0.6560) loss_vfl_aux_4: 0.6386 (0.6473) loss_vfl_dn_0: 0.4792 (0.4833) loss_vfl_dn_1: 0.4089 (0.4138) loss_vfl_dn_2: 0.3931 (0.3982) loss_vfl_dn_3: 0.3885 (0.3903) loss_vfl_dn_4: 0.3846 (0.3876) loss_vfl_dn_5: 0.3853 (0.3872) loss_vfl_dn_pre: 0.4802 (0.4838) loss_vfl_enc_0: 0.7133 (0.7171) loss_vfl_pre: 0.7188 (0.7163) time: 0.7555 data: 0.0272 max mem: 9121 Epoch: [52] [ 300/3696] eta: 0:54:07 lr: 0.000013 loss: 31.4297 (30.9766) loss_bbox: 0.1532 (0.1672) loss_bbox_aux_0: 0.1724 (0.1796) loss_bbox_aux_1: 0.1614 (0.1698) loss_bbox_aux_2: 0.1538 (0.1677) loss_bbox_aux_3: 0.1531 (0.1673) loss_bbox_aux_4: 0.1531 (0.1672) loss_bbox_dn_0: 0.2248 (0.2311) loss_bbox_dn_1: 0.1640 (0.1684) loss_bbox_dn_2: 0.1538 (0.1585) loss_bbox_dn_3: 0.1487 (0.1553) loss_bbox_dn_4: 0.1471 (0.1546) loss_bbox_dn_5: 0.1472 (0.1546) loss_bbox_dn_pre: 0.2293 (0.2368) loss_bbox_enc_0: 0.2071 (0.2124) loss_bbox_pre: 0.1725 (0.1799) loss_dfl: 0.9723 (0.9630) loss_fgl_aux_0: 1.0148 (0.9941) loss_fgl_aux_1: 0.9754 (0.9654) loss_fgl_aux_2: 0.9716 (0.9631) loss_fgl_aux_3: 0.9733 (0.9630) loss_fgl_aux_4: 0.9723 (0.9630) loss_fgl_dn_0: 1.0929 (1.0853) loss_fgl_dn_1: 0.9875 (0.9817) loss_fgl_dn_2: 0.9778 (0.9730) loss_fgl_dn_3: 0.9801 (0.9737) loss_fgl_dn_4: 0.9801 (0.9742) loss_fgl_dn_5: 0.9802 (0.9742) loss_giou: 0.5330 (0.5484) loss_giou_aux_0: 0.5553 (0.5739) loss_giou_aux_1: 0.5357 (0.5542) loss_giou_aux_2: 0.5327 (0.5495) loss_giou_aux_3: 0.5329 (0.5485) loss_giou_aux_4: 0.5331 (0.5484) loss_giou_dn_0: 0.5690 (0.5529) loss_giou_dn_1: 0.4593 (0.4403) loss_giou_dn_2: 0.4430 (0.4233) loss_giou_dn_3: 0.4362 (0.4185) loss_giou_dn_4: 0.4358 (0.4174) loss_giou_dn_5: 0.4358 (0.4174) loss_giou_dn_pre: 0.5676 (0.5523) loss_giou_enc_0: 0.6227 (0.6457) loss_giou_pre: 0.5554 (0.5725) loss_ddf_aux_0: 0.0509 (0.0523) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2526 (0.2505) loss_ddf_dn_1: 0.0305 (0.0332) loss_ddf_dn_2: 0.0066 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6473 (0.6464) loss_vfl_aux_0: 0.7197 (0.7157) loss_vfl_aux_1: 0.7094 (0.6913) loss_vfl_aux_2: 0.6837 (0.6750) loss_vfl_aux_3: 0.6617 (0.6564) loss_vfl_aux_4: 0.6512 (0.6479) loss_vfl_dn_0: 0.4849 (0.4839) loss_vfl_dn_1: 0.4205 (0.4144) loss_vfl_dn_2: 0.4014 (0.3986) loss_vfl_dn_3: 0.3940 (0.3907) loss_vfl_dn_4: 0.3925 (0.3880) loss_vfl_dn_5: 0.3930 (0.3877) loss_vfl_dn_pre: 0.4846 (0.4844) loss_vfl_enc_0: 0.7078 (0.7177) loss_vfl_pre: 0.7234 (0.7178) time: 0.7107 data: 0.0253 max mem: 9121 Epoch: [52] [ 400/3696] eta: 0:53:05 lr: 0.000013 loss: 30.4340 (31.0039) loss_bbox: 0.1718 (0.1677) loss_bbox_aux_0: 0.1888 (0.1801) loss_bbox_aux_1: 0.1756 (0.1704) loss_bbox_aux_2: 0.1726 (0.1682) loss_bbox_aux_3: 0.1716 (0.1678) loss_bbox_aux_4: 0.1718 (0.1677) loss_bbox_dn_0: 0.2385 (0.2321) loss_bbox_dn_1: 0.1734 (0.1694) loss_bbox_dn_2: 0.1596 (0.1591) loss_bbox_dn_3: 0.1566 (0.1558) loss_bbox_dn_4: 0.1556 (0.1552) loss_bbox_dn_5: 0.1555 (0.1551) loss_bbox_dn_pre: 0.2442 (0.2379) loss_bbox_enc_0: 0.2101 (0.2128) loss_bbox_pre: 0.1871 (0.1803) loss_dfl: 0.9417 (0.9622) loss_fgl_aux_0: 0.9669 (0.9940) loss_fgl_aux_1: 0.9425 (0.9648) loss_fgl_aux_2: 0.9409 (0.9624) loss_fgl_aux_3: 0.9416 (0.9623) loss_fgl_aux_4: 0.9418 (0.9622) loss_fgl_dn_0: 1.0763 (1.0854) loss_fgl_dn_1: 0.9803 (0.9816) loss_fgl_dn_2: 0.9737 (0.9728) loss_fgl_dn_3: 0.9744 (0.9735) loss_fgl_dn_4: 0.9749 (0.9740) loss_fgl_dn_5: 0.9749 (0.9740) loss_giou: 0.5656 (0.5512) loss_giou_aux_0: 0.5896 (0.5767) loss_giou_aux_1: 0.5682 (0.5569) loss_giou_aux_2: 0.5638 (0.5522) loss_giou_aux_3: 0.5656 (0.5513) loss_giou_aux_4: 0.5658 (0.5512) loss_giou_dn_0: 0.5412 (0.5547) loss_giou_dn_1: 0.4355 (0.4416) loss_giou_dn_2: 0.4180 (0.4244) loss_giou_dn_3: 0.4132 (0.4196) loss_giou_dn_4: 0.4113 (0.4185) loss_giou_dn_5: 0.4113 (0.4185) loss_giou_dn_pre: 0.5411 (0.5541) loss_giou_enc_0: 0.6568 (0.6481) loss_giou_pre: 0.5857 (0.5752) loss_ddf_aux_0: 0.0485 (0.0518) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2365 (0.2513) loss_ddf_dn_1: 0.0348 (0.0334) loss_ddf_dn_2: 0.0070 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6204 (0.6446) loss_vfl_aux_0: 0.6910 (0.7148) loss_vfl_aux_1: 0.6689 (0.6898) loss_vfl_aux_2: 0.6481 (0.6727) loss_vfl_aux_3: 0.6345 (0.6548) loss_vfl_aux_4: 0.6275 (0.6462) loss_vfl_dn_0: 0.4802 (0.4842) loss_vfl_dn_1: 0.4097 (0.4149) loss_vfl_dn_2: 0.3882 (0.3991) loss_vfl_dn_3: 0.3788 (0.3909) loss_vfl_dn_4: 0.3795 (0.3882) loss_vfl_dn_5: 0.3776 (0.3879) loss_vfl_dn_pre: 0.4814 (0.4846) loss_vfl_enc_0: 0.6932 (0.7173) loss_vfl_pre: 0.6981 (0.7170) time: 0.7669 data: 0.0248 max mem: 9121 Epoch: [52] [ 500/3696] eta: 0:49:18 lr: 0.000013 loss: 30.8859 (30.9821) loss_bbox: 0.1613 (0.1662) loss_bbox_aux_0: 0.1750 (0.1784) loss_bbox_aux_1: 0.1627 (0.1688) loss_bbox_aux_2: 0.1618 (0.1667) loss_bbox_aux_3: 0.1609 (0.1662) loss_bbox_aux_4: 0.1613 (0.1662) loss_bbox_dn_0: 0.2333 (0.2305) loss_bbox_dn_1: 0.1670 (0.1681) loss_bbox_dn_2: 0.1536 (0.1578) loss_bbox_dn_3: 0.1512 (0.1546) loss_bbox_dn_4: 0.1535 (0.1539) loss_bbox_dn_5: 0.1534 (0.1539) loss_bbox_dn_pre: 0.2384 (0.2363) loss_bbox_enc_0: 0.2013 (0.2110) loss_bbox_pre: 0.1748 (0.1787) loss_dfl: 0.9618 (0.9624) loss_fgl_aux_0: 0.9960 (0.9940) loss_fgl_aux_1: 0.9631 (0.9649) loss_fgl_aux_2: 0.9614 (0.9626) loss_fgl_aux_3: 0.9630 (0.9625) loss_fgl_aux_4: 0.9621 (0.9624) loss_fgl_dn_0: 1.0870 (1.0850) loss_fgl_dn_1: 0.9821 (0.9816) loss_fgl_dn_2: 0.9742 (0.9728) loss_fgl_dn_3: 0.9749 (0.9735) loss_fgl_dn_4: 0.9752 (0.9740) loss_fgl_dn_5: 0.9752 (0.9740) loss_giou: 0.5239 (0.5510) loss_giou_aux_0: 0.5407 (0.5766) loss_giou_aux_1: 0.5259 (0.5569) loss_giou_aux_2: 0.5213 (0.5520) loss_giou_aux_3: 0.5236 (0.5511) loss_giou_aux_4: 0.5240 (0.5510) loss_giou_dn_0: 0.5465 (0.5550) loss_giou_dn_1: 0.4314 (0.4414) loss_giou_dn_2: 0.4120 (0.4242) loss_giou_dn_3: 0.4080 (0.4193) loss_giou_dn_4: 0.4063 (0.4182) loss_giou_dn_5: 0.4064 (0.4182) loss_giou_dn_pre: 0.5439 (0.5543) loss_giou_enc_0: 0.6087 (0.6484) loss_giou_pre: 0.5409 (0.5751) loss_ddf_aux_0: 0.0517 (0.0515) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2530 (0.2511) loss_ddf_dn_1: 0.0367 (0.0338) loss_ddf_dn_2: 0.0088 (0.0075) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6467 (0.6447) loss_vfl_aux_0: 0.7188 (0.7149) loss_vfl_aux_1: 0.6851 (0.6900) loss_vfl_aux_2: 0.6721 (0.6736) loss_vfl_aux_3: 0.6573 (0.6556) loss_vfl_aux_4: 0.6536 (0.6467) loss_vfl_dn_0: 0.4820 (0.4838) loss_vfl_dn_1: 0.4120 (0.4148) loss_vfl_dn_2: 0.3932 (0.3987) loss_vfl_dn_3: 0.3862 (0.3906) loss_vfl_dn_4: 0.3826 (0.3878) loss_vfl_dn_5: 0.3822 (0.3874) loss_vfl_dn_pre: 0.4827 (0.4843) loss_vfl_enc_0: 0.7529 (0.7183) loss_vfl_pre: 0.7219 (0.7172) time: 0.7724 data: 0.0285 max mem: 9121 Epoch: [52] [ 600/3696] eta: 0:46:56 lr: 0.000013 loss: 30.8485 (30.9859) loss_bbox: 0.1624 (0.1663) loss_bbox_aux_0: 0.1709 (0.1786) loss_bbox_aux_1: 0.1610 (0.1689) loss_bbox_aux_2: 0.1627 (0.1668) loss_bbox_aux_3: 0.1628 (0.1664) loss_bbox_aux_4: 0.1624 (0.1663) loss_bbox_dn_0: 0.2240 (0.2297) loss_bbox_dn_1: 0.1686 (0.1679) loss_bbox_dn_2: 0.1583 (0.1577) loss_bbox_dn_3: 0.1531 (0.1544) loss_bbox_dn_4: 0.1526 (0.1538) loss_bbox_dn_5: 0.1525 (0.1538) loss_bbox_dn_pre: 0.2275 (0.2355) loss_bbox_enc_0: 0.2068 (0.2113) loss_bbox_pre: 0.1730 (0.1789) loss_dfl: 0.9444 (0.9608) loss_fgl_aux_0: 0.9752 (0.9924) loss_fgl_aux_1: 0.9490 (0.9633) loss_fgl_aux_2: 0.9456 (0.9610) loss_fgl_aux_3: 0.9447 (0.9608) loss_fgl_aux_4: 0.9445 (0.9608) loss_fgl_dn_0: 1.0771 (1.0847) loss_fgl_dn_1: 0.9720 (0.9816) loss_fgl_dn_2: 0.9635 (0.9727) loss_fgl_dn_3: 0.9651 (0.9735) loss_fgl_dn_4: 0.9656 (0.9740) loss_fgl_dn_5: 0.9656 (0.9740) loss_giou: 0.5398 (0.5531) loss_giou_aux_0: 0.5616 (0.5787) loss_giou_aux_1: 0.5410 (0.5590) loss_giou_aux_2: 0.5387 (0.5541) loss_giou_aux_3: 0.5394 (0.5532) loss_giou_aux_4: 0.5398 (0.5531) loss_giou_dn_0: 0.5475 (0.5558) loss_giou_dn_1: 0.4359 (0.4427) loss_giou_dn_2: 0.4188 (0.4255) loss_giou_dn_3: 0.4141 (0.4206) loss_giou_dn_4: 0.4128 (0.4195) loss_giou_dn_5: 0.4129 (0.4195) loss_giou_dn_pre: 0.5474 (0.5551) loss_giou_enc_0: 0.6394 (0.6508) loss_giou_pre: 0.5638 (0.5773) loss_ddf_aux_0: 0.0489 (0.0516) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2462 (0.2507) loss_ddf_dn_1: 0.0324 (0.0340) loss_ddf_dn_2: 0.0075 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6322 (0.6436) loss_vfl_aux_0: 0.7019 (0.7135) loss_vfl_aux_1: 0.6791 (0.6897) loss_vfl_aux_2: 0.6644 (0.6725) loss_vfl_aux_3: 0.6404 (0.6545) loss_vfl_aux_4: 0.6380 (0.6454) loss_vfl_dn_0: 0.4795 (0.4835) loss_vfl_dn_1: 0.4099 (0.4145) loss_vfl_dn_2: 0.3994 (0.3986) loss_vfl_dn_3: 0.3879 (0.3906) loss_vfl_dn_4: 0.3843 (0.3878) loss_vfl_dn_5: 0.3846 (0.3873) loss_vfl_dn_pre: 0.4800 (0.4840) loss_vfl_enc_0: 0.7034 (0.7173) loss_vfl_pre: 0.7050 (0.7158) time: 0.7732 data: 0.0321 max mem: 9121 Epoch: [52] [ 700/3696] eta: 0:46:19 lr: 0.000013 loss: 30.7454 (30.9505) loss_bbox: 0.1502 (0.1659) loss_bbox_aux_0: 0.1649 (0.1783) loss_bbox_aux_1: 0.1539 (0.1686) loss_bbox_aux_2: 0.1509 (0.1664) loss_bbox_aux_3: 0.1504 (0.1660) loss_bbox_aux_4: 0.1502 (0.1659) loss_bbox_dn_0: 0.2178 (0.2300) loss_bbox_dn_1: 0.1551 (0.1681) loss_bbox_dn_2: 0.1462 (0.1579) loss_bbox_dn_3: 0.1417 (0.1547) loss_bbox_dn_4: 0.1405 (0.1540) loss_bbox_dn_5: 0.1406 (0.1540) loss_bbox_dn_pre: 0.2281 (0.2359) loss_bbox_enc_0: 0.2013 (0.2114) loss_bbox_pre: 0.1666 (0.1786) loss_dfl: 0.9538 (0.9611) loss_fgl_aux_0: 1.0003 (0.9931) loss_fgl_aux_1: 0.9524 (0.9636) loss_fgl_aux_2: 0.9531 (0.9613) loss_fgl_aux_3: 0.9532 (0.9611) loss_fgl_aux_4: 0.9538 (0.9611) loss_fgl_dn_0: 1.0908 (1.0851) loss_fgl_dn_1: 0.9824 (0.9813) loss_fgl_dn_2: 0.9748 (0.9724) loss_fgl_dn_3: 0.9755 (0.9731) loss_fgl_dn_4: 0.9756 (0.9736) loss_fgl_dn_5: 0.9756 (0.9736) loss_giou: 0.5196 (0.5500) loss_giou_aux_0: 0.5412 (0.5755) loss_giou_aux_1: 0.5195 (0.5558) loss_giou_aux_2: 0.5189 (0.5510) loss_giou_aux_3: 0.5202 (0.5501) loss_giou_aux_4: 0.5200 (0.5500) loss_giou_dn_0: 0.5361 (0.5542) loss_giou_dn_1: 0.4195 (0.4412) loss_giou_dn_2: 0.4033 (0.4241) loss_giou_dn_3: 0.3961 (0.4192) loss_giou_dn_4: 0.3947 (0.4181) loss_giou_dn_5: 0.3947 (0.4180) loss_giou_dn_pre: 0.5343 (0.5535) loss_giou_enc_0: 0.6071 (0.6480) loss_giou_pre: 0.5397 (0.5742) loss_ddf_aux_0: 0.0508 (0.0517) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2618 (0.2511) loss_ddf_dn_1: 0.0338 (0.0341) loss_ddf_dn_2: 0.0080 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6503 (0.6432) loss_vfl_aux_0: 0.7236 (0.7138) loss_vfl_aux_1: 0.7029 (0.6903) loss_vfl_aux_2: 0.6846 (0.6719) loss_vfl_aux_3: 0.6639 (0.6542) loss_vfl_aux_4: 0.6533 (0.6450) loss_vfl_dn_0: 0.4850 (0.4837) loss_vfl_dn_1: 0.4143 (0.4144) loss_vfl_dn_2: 0.3940 (0.3983) loss_vfl_dn_3: 0.3821 (0.3902) loss_vfl_dn_4: 0.3815 (0.3875) loss_vfl_dn_5: 0.3813 (0.3871) loss_vfl_dn_pre: 0.4845 (0.4842) loss_vfl_enc_0: 0.7268 (0.7174) loss_vfl_pre: 0.7271 (0.7161) time: 1.0520 data: 0.0213 max mem: 9121 Epoch: [52] [ 800/3696] eta: 0:46:17 lr: 0.000013 loss: 31.3552 (30.9469) loss_bbox: 0.1707 (0.1659) loss_bbox_aux_0: 0.1752 (0.1782) loss_bbox_aux_1: 0.1725 (0.1685) loss_bbox_aux_2: 0.1718 (0.1664) loss_bbox_aux_3: 0.1706 (0.1660) loss_bbox_aux_4: 0.1707 (0.1659) loss_bbox_dn_0: 0.2141 (0.2296) loss_bbox_dn_1: 0.1578 (0.1679) loss_bbox_dn_2: 0.1459 (0.1577) loss_bbox_dn_3: 0.1416 (0.1545) loss_bbox_dn_4: 0.1414 (0.1539) loss_bbox_dn_5: 0.1414 (0.1538) loss_bbox_dn_pre: 0.2223 (0.2353) loss_bbox_enc_0: 0.2013 (0.2112) loss_bbox_pre: 0.1738 (0.1785) loss_dfl: 0.9545 (0.9616) loss_fgl_aux_0: 0.9889 (0.9934) loss_fgl_aux_1: 0.9599 (0.9641) loss_fgl_aux_2: 0.9551 (0.9618) loss_fgl_aux_3: 0.9548 (0.9616) loss_fgl_aux_4: 0.9545 (0.9616) loss_fgl_dn_0: 1.0795 (1.0850) loss_fgl_dn_1: 0.9770 (0.9816) loss_fgl_dn_2: 0.9695 (0.9727) loss_fgl_dn_3: 0.9707 (0.9735) loss_fgl_dn_4: 0.9710 (0.9740) loss_fgl_dn_5: 0.9710 (0.9740) loss_giou: 0.5466 (0.5494) loss_giou_aux_0: 0.5727 (0.5749) loss_giou_aux_1: 0.5524 (0.5552) loss_giou_aux_2: 0.5493 (0.5504) loss_giou_aux_3: 0.5475 (0.5495) loss_giou_aux_4: 0.5465 (0.5494) loss_giou_dn_0: 0.5605 (0.5538) loss_giou_dn_1: 0.4507 (0.4409) loss_giou_dn_2: 0.4320 (0.4238) loss_giou_dn_3: 0.4268 (0.4189) loss_giou_dn_4: 0.4260 (0.4178) loss_giou_dn_5: 0.4260 (0.4178) loss_giou_dn_pre: 0.5621 (0.5531) loss_giou_enc_0: 0.6491 (0.6474) loss_giou_pre: 0.5723 (0.5736) loss_ddf_aux_0: 0.0485 (0.0516) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2344 (0.2503) loss_ddf_dn_1: 0.0311 (0.0340) loss_ddf_dn_2: 0.0073 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6411 (0.6436) loss_vfl_aux_0: 0.6932 (0.7140) loss_vfl_aux_1: 0.6693 (0.6908) loss_vfl_aux_2: 0.6637 (0.6722) loss_vfl_aux_3: 0.6438 (0.6546) loss_vfl_aux_4: 0.6384 (0.6455) loss_vfl_dn_0: 0.4862 (0.4837) loss_vfl_dn_1: 0.4135 (0.4142) loss_vfl_dn_2: 0.3996 (0.3982) loss_vfl_dn_3: 0.3937 (0.3901) loss_vfl_dn_4: 0.3923 (0.3874) loss_vfl_dn_5: 0.3914 (0.3869) loss_vfl_dn_pre: 0.4849 (0.4842) loss_vfl_enc_0: 0.7059 (0.7176) loss_vfl_pre: 0.6950 (0.7163) time: 0.7658 data: 0.0345 max mem: 9121 Epoch: [52] [ 900/3696] eta: 0:43:42 lr: 0.000013 loss: 31.2817 (30.9490) loss_bbox: 0.1640 (0.1664) loss_bbox_aux_0: 0.1763 (0.1787) loss_bbox_aux_1: 0.1676 (0.1690) loss_bbox_aux_2: 0.1653 (0.1669) loss_bbox_aux_3: 0.1642 (0.1665) loss_bbox_aux_4: 0.1640 (0.1664) loss_bbox_dn_0: 0.2240 (0.2296) loss_bbox_dn_1: 0.1647 (0.1681) loss_bbox_dn_2: 0.1580 (0.1579) loss_bbox_dn_3: 0.1554 (0.1547) loss_bbox_dn_4: 0.1553 (0.1540) loss_bbox_dn_5: 0.1553 (0.1540) loss_bbox_dn_pre: 0.2266 (0.2354) loss_bbox_enc_0: 0.2040 (0.2118) loss_bbox_pre: 0.1753 (0.1790) loss_dfl: 0.9599 (0.9611) loss_fgl_aux_0: 0.9925 (0.9929) loss_fgl_aux_1: 0.9617 (0.9636) loss_fgl_aux_2: 0.9597 (0.9613) loss_fgl_aux_3: 0.9599 (0.9611) loss_fgl_aux_4: 0.9598 (0.9611) loss_fgl_dn_0: 1.0830 (1.0847) loss_fgl_dn_1: 0.9812 (0.9814) loss_fgl_dn_2: 0.9727 (0.9725) loss_fgl_dn_3: 0.9726 (0.9733) loss_fgl_dn_4: 0.9727 (0.9737) loss_fgl_dn_5: 0.9727 (0.9738) loss_giou: 0.5524 (0.5499) loss_giou_aux_0: 0.5815 (0.5752) loss_giou_aux_1: 0.5577 (0.5556) loss_giou_aux_2: 0.5528 (0.5508) loss_giou_aux_3: 0.5523 (0.5500) loss_giou_aux_4: 0.5520 (0.5499) loss_giou_dn_0: 0.5686 (0.5540) loss_giou_dn_1: 0.4695 (0.4411) loss_giou_dn_2: 0.4489 (0.4240) loss_giou_dn_3: 0.4468 (0.4191) loss_giou_dn_4: 0.4464 (0.4181) loss_giou_dn_5: 0.4463 (0.4181) loss_giou_dn_pre: 0.5675 (0.5533) loss_giou_enc_0: 0.6484 (0.6477) loss_giou_pre: 0.5789 (0.5738) loss_ddf_aux_0: 0.0497 (0.0514) loss_ddf_aux_1: 0.0067 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2380 (0.2506) loss_ddf_dn_1: 0.0306 (0.0340) loss_ddf_dn_2: 0.0068 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6522 (0.6433) loss_vfl_aux_0: 0.7147 (0.7131) loss_vfl_aux_1: 0.6953 (0.6900) loss_vfl_aux_2: 0.6951 (0.6722) loss_vfl_aux_3: 0.6729 (0.6546) loss_vfl_aux_4: 0.6530 (0.6454) loss_vfl_dn_0: 0.4813 (0.4836) loss_vfl_dn_1: 0.4177 (0.4144) loss_vfl_dn_2: 0.4010 (0.3983) loss_vfl_dn_3: 0.3923 (0.3902) loss_vfl_dn_4: 0.3900 (0.3874) loss_vfl_dn_5: 0.3893 (0.3870) loss_vfl_dn_pre: 0.4816 (0.4841) loss_vfl_enc_0: 0.7257 (0.7174) loss_vfl_pre: 0.7105 (0.7153) time: 0.7696 data: 0.0330 max mem: 9121 Epoch: [52] [1000/3696] eta: 0:42:28 lr: 0.000013 loss: 30.9377 (30.9544) loss_bbox: 0.1671 (0.1664) loss_bbox_aux_0: 0.1788 (0.1786) loss_bbox_aux_1: 0.1712 (0.1690) loss_bbox_aux_2: 0.1680 (0.1669) loss_bbox_aux_3: 0.1677 (0.1664) loss_bbox_aux_4: 0.1671 (0.1664) loss_bbox_dn_0: 0.2170 (0.2292) loss_bbox_dn_1: 0.1612 (0.1679) loss_bbox_dn_2: 0.1592 (0.1578) loss_bbox_dn_3: 0.1544 (0.1546) loss_bbox_dn_4: 0.1534 (0.1540) loss_bbox_dn_5: 0.1534 (0.1539) loss_bbox_dn_pre: 0.2212 (0.2350) loss_bbox_enc_0: 0.2034 (0.2116) loss_bbox_pre: 0.1797 (0.1789) loss_dfl: 0.9657 (0.9611) loss_fgl_aux_0: 0.9929 (0.9926) loss_fgl_aux_1: 0.9690 (0.9635) loss_fgl_aux_2: 0.9670 (0.9613) loss_fgl_aux_3: 0.9661 (0.9611) loss_fgl_aux_4: 0.9656 (0.9611) loss_fgl_dn_0: 1.0831 (1.0846) loss_fgl_dn_1: 0.9829 (0.9817) loss_fgl_dn_2: 0.9753 (0.9729) loss_fgl_dn_3: 0.9777 (0.9736) loss_fgl_dn_4: 0.9781 (0.9741) loss_fgl_dn_5: 0.9781 (0.9741) loss_giou: 0.5561 (0.5508) loss_giou_aux_0: 0.5793 (0.5761) loss_giou_aux_1: 0.5598 (0.5566) loss_giou_aux_2: 0.5614 (0.5518) loss_giou_aux_3: 0.5597 (0.5509) loss_giou_aux_4: 0.5567 (0.5508) loss_giou_dn_0: 0.5509 (0.5541) loss_giou_dn_1: 0.4448 (0.4415) loss_giou_dn_2: 0.4293 (0.4245) loss_giou_dn_3: 0.4217 (0.4196) loss_giou_dn_4: 0.4212 (0.4185) loss_giou_dn_5: 0.4213 (0.4185) loss_giou_dn_pre: 0.5523 (0.5535) loss_giou_enc_0: 0.6322 (0.6486) loss_giou_pre: 0.5766 (0.5747) loss_ddf_aux_0: 0.0453 (0.0513) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2315 (0.2498) loss_ddf_dn_1: 0.0302 (0.0339) loss_ddf_dn_2: 0.0071 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6155 (0.6433) loss_vfl_aux_0: 0.6936 (0.7124) loss_vfl_aux_1: 0.6605 (0.6893) loss_vfl_aux_2: 0.6400 (0.6718) loss_vfl_aux_3: 0.6330 (0.6545) loss_vfl_aux_4: 0.6122 (0.6455) loss_vfl_dn_0: 0.4791 (0.4835) loss_vfl_dn_1: 0.4079 (0.4143) loss_vfl_dn_2: 0.3911 (0.3982) loss_vfl_dn_3: 0.3833 (0.3902) loss_vfl_dn_4: 0.3817 (0.3874) loss_vfl_dn_5: 0.3822 (0.3869) loss_vfl_dn_pre: 0.4796 (0.4840) loss_vfl_enc_0: 0.6921 (0.7168) loss_vfl_pre: 0.6862 (0.7148) time: 0.7958 data: 0.0312 max mem: 9121 Epoch: [52] [1100/3696] eta: 0:40:14 lr: 0.000013 loss: 31.1582 (30.9664) loss_bbox: 0.1661 (0.1668) loss_bbox_aux_0: 0.1816 (0.1791) loss_bbox_aux_1: 0.1711 (0.1695) loss_bbox_aux_2: 0.1659 (0.1674) loss_bbox_aux_3: 0.1666 (0.1669) loss_bbox_aux_4: 0.1663 (0.1669) loss_bbox_dn_0: 0.2286 (0.2297) loss_bbox_dn_1: 0.1728 (0.1684) loss_bbox_dn_2: 0.1618 (0.1583) loss_bbox_dn_3: 0.1546 (0.1551) loss_bbox_dn_4: 0.1535 (0.1544) loss_bbox_dn_5: 0.1536 (0.1544) loss_bbox_dn_pre: 0.2332 (0.2355) loss_bbox_enc_0: 0.2178 (0.2121) loss_bbox_pre: 0.1828 (0.1794) loss_dfl: 0.9538 (0.9607) loss_fgl_aux_0: 0.9880 (0.9922) loss_fgl_aux_1: 0.9561 (0.9631) loss_fgl_aux_2: 0.9524 (0.9609) loss_fgl_aux_3: 0.9533 (0.9607) loss_fgl_aux_4: 0.9539 (0.9607) loss_fgl_dn_0: 1.0759 (1.0846) loss_fgl_dn_1: 0.9858 (0.9815) loss_fgl_dn_2: 0.9776 (0.9728) loss_fgl_dn_3: 0.9795 (0.9735) loss_fgl_dn_4: 0.9801 (0.9739) loss_fgl_dn_5: 0.9801 (0.9740) loss_giou: 0.5696 (0.5512) loss_giou_aux_0: 0.5973 (0.5765) loss_giou_aux_1: 0.5759 (0.5570) loss_giou_aux_2: 0.5721 (0.5522) loss_giou_aux_3: 0.5695 (0.5513) loss_giou_aux_4: 0.5701 (0.5512) loss_giou_dn_0: 0.5589 (0.5543) loss_giou_dn_1: 0.4535 (0.4416) loss_giou_dn_2: 0.4308 (0.4245) loss_giou_dn_3: 0.4272 (0.4197) loss_giou_dn_4: 0.4264 (0.4186) loss_giou_dn_5: 0.4265 (0.4186) loss_giou_dn_pre: 0.5562 (0.5536) loss_giou_enc_0: 0.6501 (0.6487) loss_giou_pre: 0.5967 (0.5751) loss_ddf_aux_0: 0.0508 (0.0512) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2338 (0.2494) loss_ddf_dn_1: 0.0313 (0.0339) loss_ddf_dn_2: 0.0067 (0.0076) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6396 (0.6439) loss_vfl_aux_0: 0.7206 (0.7131) loss_vfl_aux_1: 0.6923 (0.6895) loss_vfl_aux_2: 0.6752 (0.6722) loss_vfl_aux_3: 0.6553 (0.6550) loss_vfl_aux_4: 0.6472 (0.6462) loss_vfl_dn_0: 0.4857 (0.4836) loss_vfl_dn_1: 0.4180 (0.4144) loss_vfl_dn_2: 0.3994 (0.3982) loss_vfl_dn_3: 0.3947 (0.3903) loss_vfl_dn_4: 0.3917 (0.3875) loss_vfl_dn_5: 0.3912 (0.3871) loss_vfl_dn_pre: 0.4871 (0.4841) loss_vfl_enc_0: 0.7278 (0.7171) loss_vfl_pre: 0.7234 (0.7154) time: 0.7774 data: 0.0326 max mem: 9121 Epoch: [52] [1200/3696] eta: 0:38:06 lr: 0.000013 loss: 30.8407 (30.9741) loss_bbox: 0.1672 (0.1672) loss_bbox_aux_0: 0.1792 (0.1794) loss_bbox_aux_1: 0.1690 (0.1698) loss_bbox_aux_2: 0.1674 (0.1677) loss_bbox_aux_3: 0.1673 (0.1673) loss_bbox_aux_4: 0.1672 (0.1672) loss_bbox_dn_0: 0.2147 (0.2300) loss_bbox_dn_1: 0.1607 (0.1688) loss_bbox_dn_2: 0.1468 (0.1586) loss_bbox_dn_3: 0.1438 (0.1554) loss_bbox_dn_4: 0.1431 (0.1547) loss_bbox_dn_5: 0.1432 (0.1547) loss_bbox_dn_pre: 0.2193 (0.2359) loss_bbox_enc_0: 0.2125 (0.2125) loss_bbox_pre: 0.1797 (0.1797) loss_dfl: 0.9723 (0.9612) loss_fgl_aux_0: 1.0016 (0.9927) loss_fgl_aux_1: 0.9725 (0.9636) loss_fgl_aux_2: 0.9736 (0.9614) loss_fgl_aux_3: 0.9725 (0.9612) loss_fgl_aux_4: 0.9724 (0.9612) loss_fgl_dn_0: 1.0889 (1.0848) loss_fgl_dn_1: 0.9836 (0.9817) loss_fgl_dn_2: 0.9724 (0.9729) loss_fgl_dn_3: 0.9718 (0.9736) loss_fgl_dn_4: 0.9721 (0.9741) loss_fgl_dn_5: 0.9722 (0.9741) loss_giou: 0.5262 (0.5504) loss_giou_aux_0: 0.5595 (0.5757) loss_giou_aux_1: 0.5355 (0.5562) loss_giou_aux_2: 0.5281 (0.5515) loss_giou_aux_3: 0.5267 (0.5506) loss_giou_aux_4: 0.5261 (0.5505) loss_giou_dn_0: 0.5568 (0.5539) loss_giou_dn_1: 0.4483 (0.4413) loss_giou_dn_2: 0.4281 (0.4243) loss_giou_dn_3: 0.4239 (0.4194) loss_giou_dn_4: 0.4236 (0.4183) loss_giou_dn_5: 0.4237 (0.4183) loss_giou_dn_pre: 0.5539 (0.5532) loss_giou_enc_0: 0.6196 (0.6479) loss_giou_pre: 0.5596 (0.5743) loss_ddf_aux_0: 0.0471 (0.0512) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2458 (0.2492) loss_ddf_dn_1: 0.0328 (0.0338) loss_ddf_dn_2: 0.0074 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6378 (0.6445) loss_vfl_aux_0: 0.7067 (0.7140) loss_vfl_aux_1: 0.6777 (0.6902) loss_vfl_aux_2: 0.6617 (0.6728) loss_vfl_aux_3: 0.6671 (0.6556) loss_vfl_aux_4: 0.6401 (0.6469) loss_vfl_dn_0: 0.4818 (0.4839) loss_vfl_dn_1: 0.4091 (0.4146) loss_vfl_dn_2: 0.3909 (0.3984) loss_vfl_dn_3: 0.3860 (0.3905) loss_vfl_dn_4: 0.3859 (0.3877) loss_vfl_dn_5: 0.3843 (0.3872) loss_vfl_dn_pre: 0.4824 (0.4844) loss_vfl_enc_0: 0.7184 (0.7184) loss_vfl_pre: 0.7070 (0.7163) time: 0.7582 data: 0.0298 max mem: 9121 Epoch: [52] [1300/3696] eta: 0:36:04 lr: 0.000013 loss: 30.9848 (30.9730) loss_bbox: 0.1534 (0.1673) loss_bbox_aux_0: 0.1581 (0.1795) loss_bbox_aux_1: 0.1530 (0.1700) loss_bbox_aux_2: 0.1532 (0.1678) loss_bbox_aux_3: 0.1534 (0.1674) loss_bbox_aux_4: 0.1534 (0.1673) loss_bbox_dn_0: 0.2280 (0.2302) loss_bbox_dn_1: 0.1761 (0.1690) loss_bbox_dn_2: 0.1638 (0.1588) loss_bbox_dn_3: 0.1560 (0.1556) loss_bbox_dn_4: 0.1554 (0.1549) loss_bbox_dn_5: 0.1553 (0.1549) loss_bbox_dn_pre: 0.2344 (0.2360) loss_bbox_enc_0: 0.1961 (0.2126) loss_bbox_pre: 0.1598 (0.1798) loss_dfl: 0.9535 (0.9609) loss_fgl_aux_0: 0.9744 (0.9923) loss_fgl_aux_1: 0.9535 (0.9633) loss_fgl_aux_2: 0.9521 (0.9611) loss_fgl_aux_3: 0.9528 (0.9609) loss_fgl_aux_4: 0.9533 (0.9609) loss_fgl_dn_0: 1.0730 (1.0848) loss_fgl_dn_1: 0.9809 (0.9817) loss_fgl_dn_2: 0.9728 (0.9729) loss_fgl_dn_3: 0.9728 (0.9736) loss_fgl_dn_4: 0.9729 (0.9740) loss_fgl_dn_5: 0.9729 (0.9741) loss_giou: 0.5479 (0.5505) loss_giou_aux_0: 0.5727 (0.5757) loss_giou_aux_1: 0.5567 (0.5563) loss_giou_aux_2: 0.5514 (0.5516) loss_giou_aux_3: 0.5485 (0.5507) loss_giou_aux_4: 0.5479 (0.5505) loss_giou_dn_0: 0.5659 (0.5538) loss_giou_dn_1: 0.4482 (0.4413) loss_giou_dn_2: 0.4309 (0.4242) loss_giou_dn_3: 0.4265 (0.4194) loss_giou_dn_4: 0.4261 (0.4183) loss_giou_dn_5: 0.4261 (0.4183) loss_giou_dn_pre: 0.5652 (0.5532) loss_giou_enc_0: 0.6578 (0.6478) loss_giou_pre: 0.5716 (0.5743) loss_ddf_aux_0: 0.0468 (0.0510) loss_ddf_aux_1: 0.0066 (0.0073) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2502 (0.2489) loss_ddf_dn_1: 0.0339 (0.0337) loss_ddf_dn_2: 0.0076 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6348 (0.6443) loss_vfl_aux_0: 0.7103 (0.7140) loss_vfl_aux_1: 0.6893 (0.6901) loss_vfl_aux_2: 0.6713 (0.6726) loss_vfl_aux_3: 0.6431 (0.6554) loss_vfl_aux_4: 0.6420 (0.6466) loss_vfl_dn_0: 0.4834 (0.4839) loss_vfl_dn_1: 0.4057 (0.4145) loss_vfl_dn_2: 0.3973 (0.3984) loss_vfl_dn_3: 0.3899 (0.3904) loss_vfl_dn_4: 0.3851 (0.3877) loss_vfl_dn_5: 0.3810 (0.3872) loss_vfl_dn_pre: 0.4841 (0.4843) loss_vfl_enc_0: 0.7173 (0.7185) loss_vfl_pre: 0.7178 (0.7163) time: 0.8078 data: 0.0272 max mem: 9121 Epoch: [52] [1400/3696] eta: 0:34:15 lr: 0.000013 loss: 30.6603 (30.9737) loss_bbox: 0.1669 (0.1674) loss_bbox_aux_0: 0.1774 (0.1796) loss_bbox_aux_1: 0.1697 (0.1701) loss_bbox_aux_2: 0.1678 (0.1679) loss_bbox_aux_3: 0.1673 (0.1675) loss_bbox_aux_4: 0.1672 (0.1674) loss_bbox_dn_0: 0.2210 (0.2302) loss_bbox_dn_1: 0.1618 (0.1689) loss_bbox_dn_2: 0.1503 (0.1588) loss_bbox_dn_3: 0.1473 (0.1555) loss_bbox_dn_4: 0.1455 (0.1548) loss_bbox_dn_5: 0.1455 (0.1548) loss_bbox_dn_pre: 0.2292 (0.2361) loss_bbox_enc_0: 0.2060 (0.2126) loss_bbox_pre: 0.1769 (0.1799) loss_dfl: 0.9441 (0.9606) loss_fgl_aux_0: 0.9780 (0.9921) loss_fgl_aux_1: 0.9480 (0.9631) loss_fgl_aux_2: 0.9456 (0.9608) loss_fgl_aux_3: 0.9448 (0.9607) loss_fgl_aux_4: 0.9442 (0.9606) loss_fgl_dn_0: 1.0870 (1.0846) loss_fgl_dn_1: 0.9790 (0.9816) loss_fgl_dn_2: 0.9719 (0.9728) loss_fgl_dn_3: 0.9705 (0.9734) loss_fgl_dn_4: 0.9711 (0.9739) loss_fgl_dn_5: 0.9711 (0.9739) loss_giou: 0.5283 (0.5510) loss_giou_aux_0: 0.5462 (0.5761) loss_giou_aux_1: 0.5334 (0.5568) loss_giou_aux_2: 0.5328 (0.5520) loss_giou_aux_3: 0.5297 (0.5511) loss_giou_aux_4: 0.5285 (0.5510) loss_giou_dn_0: 0.5377 (0.5540) loss_giou_dn_1: 0.4256 (0.4415) loss_giou_dn_2: 0.4093 (0.4243) loss_giou_dn_3: 0.4058 (0.4195) loss_giou_dn_4: 0.4047 (0.4185) loss_giou_dn_5: 0.4047 (0.4185) loss_giou_dn_pre: 0.5367 (0.5534) loss_giou_enc_0: 0.6261 (0.6482) loss_giou_pre: 0.5469 (0.5747) loss_ddf_aux_0: 0.0496 (0.0511) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2515 (0.2489) loss_ddf_dn_1: 0.0328 (0.0338) loss_ddf_dn_2: 0.0064 (0.0076) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6296 (0.6441) loss_vfl_aux_0: 0.6970 (0.7137) loss_vfl_aux_1: 0.6633 (0.6898) loss_vfl_aux_2: 0.6671 (0.6726) loss_vfl_aux_3: 0.6425 (0.6552) loss_vfl_aux_4: 0.6317 (0.6464) loss_vfl_dn_0: 0.4773 (0.4838) loss_vfl_dn_1: 0.4055 (0.4145) loss_vfl_dn_2: 0.3899 (0.3984) loss_vfl_dn_3: 0.3851 (0.3903) loss_vfl_dn_4: 0.3813 (0.3876) loss_vfl_dn_5: 0.3808 (0.3871) loss_vfl_dn_pre: 0.4782 (0.4843) loss_vfl_enc_0: 0.6970 (0.7182) loss_vfl_pre: 0.6938 (0.7161) time: 0.8012 data: 0.0301 max mem: 9121 Epoch: [52] [1500/3696] eta: 0:32:24 lr: 0.000013 loss: 30.9709 (30.9700) loss_bbox: 0.1594 (0.1673) loss_bbox_aux_0: 0.1697 (0.1795) loss_bbox_aux_1: 0.1624 (0.1700) loss_bbox_aux_2: 0.1608 (0.1678) loss_bbox_aux_3: 0.1595 (0.1674) loss_bbox_aux_4: 0.1591 (0.1673) loss_bbox_dn_0: 0.2059 (0.2301) loss_bbox_dn_1: 0.1488 (0.1689) loss_bbox_dn_2: 0.1402 (0.1587) loss_bbox_dn_3: 0.1385 (0.1555) loss_bbox_dn_4: 0.1334 (0.1548) loss_bbox_dn_5: 0.1334 (0.1548) loss_bbox_dn_pre: 0.2130 (0.2359) loss_bbox_enc_0: 0.1984 (0.2125) loss_bbox_pre: 0.1706 (0.1799) loss_dfl: 0.9651 (0.9603) loss_fgl_aux_0: 0.9974 (0.9918) loss_fgl_aux_1: 0.9663 (0.9628) loss_fgl_aux_2: 0.9662 (0.9605) loss_fgl_aux_3: 0.9649 (0.9603) loss_fgl_aux_4: 0.9653 (0.9603) loss_fgl_dn_0: 1.0928 (1.0845) loss_fgl_dn_1: 0.9844 (0.9813) loss_fgl_dn_2: 0.9757 (0.9725) loss_fgl_dn_3: 0.9765 (0.9732) loss_fgl_dn_4: 0.9765 (0.9736) loss_fgl_dn_5: 0.9765 (0.9737) loss_giou: 0.5157 (0.5509) loss_giou_aux_0: 0.5440 (0.5760) loss_giou_aux_1: 0.5208 (0.5567) loss_giou_aux_2: 0.5193 (0.5519) loss_giou_aux_3: 0.5179 (0.5511) loss_giou_aux_4: 0.5156 (0.5509) loss_giou_dn_0: 0.5367 (0.5540) loss_giou_dn_1: 0.4172 (0.4415) loss_giou_dn_2: 0.4004 (0.4244) loss_giou_dn_3: 0.3950 (0.4197) loss_giou_dn_4: 0.3935 (0.4186) loss_giou_dn_5: 0.3935 (0.4186) loss_giou_dn_pre: 0.5365 (0.5534) loss_giou_enc_0: 0.6238 (0.6480) loss_giou_pre: 0.5439 (0.5747) loss_ddf_aux_0: 0.0468 (0.0510) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2464 (0.2488) loss_ddf_dn_1: 0.0328 (0.0337) loss_ddf_dn_2: 0.0070 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6189 (0.6440) loss_vfl_aux_0: 0.6968 (0.7138) loss_vfl_aux_1: 0.6796 (0.6902) loss_vfl_aux_2: 0.6426 (0.6728) loss_vfl_aux_3: 0.6253 (0.6553) loss_vfl_aux_4: 0.6198 (0.6463) loss_vfl_dn_0: 0.4810 (0.4839) loss_vfl_dn_1: 0.4168 (0.4146) loss_vfl_dn_2: 0.4027 (0.3985) loss_vfl_dn_3: 0.3948 (0.3904) loss_vfl_dn_4: 0.3914 (0.3877) loss_vfl_dn_5: 0.3899 (0.3871) loss_vfl_dn_pre: 0.4810 (0.4844) loss_vfl_enc_0: 0.7032 (0.7185) loss_vfl_pre: 0.6974 (0.7161) time: 0.7557 data: 0.0332 max mem: 9121 Epoch: [52] [1600/3696] eta: 0:30:39 lr: 0.000013 loss: 30.9990 (30.9605) loss_bbox: 0.1737 (0.1676) loss_bbox_aux_0: 0.1895 (0.1799) loss_bbox_aux_1: 0.1794 (0.1703) loss_bbox_aux_2: 0.1741 (0.1681) loss_bbox_aux_3: 0.1730 (0.1677) loss_bbox_aux_4: 0.1735 (0.1676) loss_bbox_dn_0: 0.2327 (0.2305) loss_bbox_dn_1: 0.1630 (0.1691) loss_bbox_dn_2: 0.1523 (0.1589) loss_bbox_dn_3: 0.1519 (0.1557) loss_bbox_dn_4: 0.1504 (0.1550) loss_bbox_dn_5: 0.1504 (0.1550) loss_bbox_dn_pre: 0.2354 (0.2363) loss_bbox_enc_0: 0.2240 (0.2130) loss_bbox_pre: 0.1893 (0.1802) loss_dfl: 0.9693 (0.9599) loss_fgl_aux_0: 0.9953 (0.9914) loss_fgl_aux_1: 0.9670 (0.9624) loss_fgl_aux_2: 0.9690 (0.9601) loss_fgl_aux_3: 0.9697 (0.9599) loss_fgl_aux_4: 0.9692 (0.9599) loss_fgl_dn_0: 1.0796 (1.0843) loss_fgl_dn_1: 0.9835 (0.9810) loss_fgl_dn_2: 0.9740 (0.9721) loss_fgl_dn_3: 0.9758 (0.9728) loss_fgl_dn_4: 0.9765 (0.9733) loss_fgl_dn_5: 0.9765 (0.9733) loss_giou: 0.5460 (0.5504) loss_giou_aux_0: 0.5716 (0.5755) loss_giou_aux_1: 0.5527 (0.5561) loss_giou_aux_2: 0.5479 (0.5514) loss_giou_aux_3: 0.5462 (0.5505) loss_giou_aux_4: 0.5461 (0.5504) loss_giou_dn_0: 0.5624 (0.5534) loss_giou_dn_1: 0.4511 (0.4409) loss_giou_dn_2: 0.4353 (0.4238) loss_giou_dn_3: 0.4284 (0.4190) loss_giou_dn_4: 0.4278 (0.4180) loss_giou_dn_5: 0.4279 (0.4180) loss_giou_dn_pre: 0.5608 (0.5527) loss_giou_enc_0: 0.6464 (0.6474) loss_giou_pre: 0.5699 (0.5741) loss_ddf_aux_0: 0.0502 (0.0509) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2450 (0.2487) loss_ddf_dn_1: 0.0320 (0.0336) loss_ddf_dn_2: 0.0076 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6335 (0.6441) loss_vfl_aux_0: 0.7073 (0.7138) loss_vfl_aux_1: 0.6719 (0.6901) loss_vfl_aux_2: 0.6673 (0.6729) loss_vfl_aux_3: 0.6395 (0.6552) loss_vfl_aux_4: 0.6364 (0.6463) loss_vfl_dn_0: 0.4778 (0.4838) loss_vfl_dn_1: 0.4138 (0.4145) loss_vfl_dn_2: 0.3973 (0.3983) loss_vfl_dn_3: 0.3857 (0.3902) loss_vfl_dn_4: 0.3836 (0.3875) loss_vfl_dn_5: 0.3847 (0.3870) loss_vfl_dn_pre: 0.4782 (0.4843) loss_vfl_enc_0: 0.7147 (0.7187) loss_vfl_pre: 0.7111 (0.7162) time: 0.7656 data: 0.0299 max mem: 9121 Epoch: [52] [1700/3696] eta: 0:28:58 lr: 0.000013 loss: 30.9042 (30.9665) loss_bbox: 0.1651 (0.1678) loss_bbox_aux_0: 0.1803 (0.1801) loss_bbox_aux_1: 0.1709 (0.1705) loss_bbox_aux_2: 0.1653 (0.1683) loss_bbox_aux_3: 0.1655 (0.1679) loss_bbox_aux_4: 0.1650 (0.1678) loss_bbox_dn_0: 0.2186 (0.2307) loss_bbox_dn_1: 0.1579 (0.1693) loss_bbox_dn_2: 0.1499 (0.1592) loss_bbox_dn_3: 0.1475 (0.1560) loss_bbox_dn_4: 0.1470 (0.1553) loss_bbox_dn_5: 0.1470 (0.1553) loss_bbox_dn_pre: 0.2235 (0.2366) loss_bbox_enc_0: 0.2111 (0.2133) loss_bbox_pre: 0.1784 (0.1804) loss_dfl: 0.9607 (0.9599) loss_fgl_aux_0: 1.0027 (0.9915) loss_fgl_aux_1: 0.9620 (0.9624) loss_fgl_aux_2: 0.9603 (0.9601) loss_fgl_aux_3: 0.9608 (0.9600) loss_fgl_aux_4: 0.9609 (0.9599) loss_fgl_dn_0: 1.0833 (1.0841) loss_fgl_dn_1: 0.9780 (0.9810) loss_fgl_dn_2: 0.9686 (0.9722) loss_fgl_dn_3: 0.9685 (0.9728) loss_fgl_dn_4: 0.9689 (0.9733) loss_fgl_dn_5: 0.9689 (0.9733) loss_giou: 0.5178 (0.5501) loss_giou_aux_0: 0.5416 (0.5753) loss_giou_aux_1: 0.5217 (0.5559) loss_giou_aux_2: 0.5188 (0.5512) loss_giou_aux_3: 0.5182 (0.5503) loss_giou_aux_4: 0.5178 (0.5502) loss_giou_dn_0: 0.5338 (0.5535) loss_giou_dn_1: 0.4218 (0.4410) loss_giou_dn_2: 0.4103 (0.4239) loss_giou_dn_3: 0.4039 (0.4192) loss_giou_dn_4: 0.4018 (0.4181) loss_giou_dn_5: 0.4017 (0.4181) loss_giou_dn_pre: 0.5319 (0.5528) loss_giou_enc_0: 0.5929 (0.6472) loss_giou_pre: 0.5415 (0.5739) loss_ddf_aux_0: 0.0483 (0.0510) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2457 (0.2485) loss_ddf_dn_1: 0.0313 (0.0336) loss_ddf_dn_2: 0.0071 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6459 (0.6445) loss_vfl_aux_0: 0.7106 (0.7141) loss_vfl_aux_1: 0.6930 (0.6906) loss_vfl_aux_2: 0.6616 (0.6732) loss_vfl_aux_3: 0.6599 (0.6556) loss_vfl_aux_4: 0.6414 (0.6466) loss_vfl_dn_0: 0.4813 (0.4839) loss_vfl_dn_1: 0.4099 (0.4146) loss_vfl_dn_2: 0.3932 (0.3984) loss_vfl_dn_3: 0.3817 (0.3903) loss_vfl_dn_4: 0.3830 (0.3876) loss_vfl_dn_5: 0.3800 (0.3871) loss_vfl_dn_pre: 0.4825 (0.4843) loss_vfl_enc_0: 0.7271 (0.7194) loss_vfl_pre: 0.7150 (0.7164) time: 0.7494 data: 0.0299 max mem: 9121 Epoch: [52] [1800/3696] eta: 0:27:16 lr: 0.000013 loss: 31.3407 (30.9688) loss_bbox: 0.1667 (0.1678) loss_bbox_aux_0: 0.1751 (0.1801) loss_bbox_aux_1: 0.1687 (0.1705) loss_bbox_aux_2: 0.1672 (0.1683) loss_bbox_aux_3: 0.1674 (0.1679) loss_bbox_aux_4: 0.1669 (0.1678) loss_bbox_dn_0: 0.2289 (0.2305) loss_bbox_dn_1: 0.1654 (0.1692) loss_bbox_dn_2: 0.1471 (0.1591) loss_bbox_dn_3: 0.1429 (0.1558) loss_bbox_dn_4: 0.1426 (0.1551) loss_bbox_dn_5: 0.1427 (0.1551) loss_bbox_dn_pre: 0.2404 (0.2363) loss_bbox_enc_0: 0.2103 (0.2132) loss_bbox_pre: 0.1767 (0.1804) loss_dfl: 0.9715 (0.9602) loss_fgl_aux_0: 0.9976 (0.9917) loss_fgl_aux_1: 0.9750 (0.9626) loss_fgl_aux_2: 0.9711 (0.9603) loss_fgl_aux_3: 0.9708 (0.9602) loss_fgl_aux_4: 0.9713 (0.9602) loss_fgl_dn_0: 1.0813 (1.0843) loss_fgl_dn_1: 0.9801 (0.9811) loss_fgl_dn_2: 0.9708 (0.9723) loss_fgl_dn_3: 0.9722 (0.9730) loss_fgl_dn_4: 0.9731 (0.9734) loss_fgl_dn_5: 0.9731 (0.9734) loss_giou: 0.5841 (0.5501) loss_giou_aux_0: 0.5989 (0.5752) loss_giou_aux_1: 0.5837 (0.5558) loss_giou_aux_2: 0.5825 (0.5511) loss_giou_aux_3: 0.5835 (0.5502) loss_giou_aux_4: 0.5837 (0.5501) loss_giou_dn_0: 0.5560 (0.5535) loss_giou_dn_1: 0.4457 (0.4409) loss_giou_dn_2: 0.4257 (0.4239) loss_giou_dn_3: 0.4225 (0.4191) loss_giou_dn_4: 0.4203 (0.4181) loss_giou_dn_5: 0.4202 (0.4181) loss_giou_dn_pre: 0.5509 (0.5528) loss_giou_enc_0: 0.6567 (0.6471) loss_giou_pre: 0.6018 (0.5739) loss_ddf_aux_0: 0.0477 (0.0508) loss_ddf_aux_1: 0.0071 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2336 (0.2484) loss_ddf_dn_1: 0.0317 (0.0335) loss_ddf_dn_2: 0.0075 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6455 (0.6447) loss_vfl_aux_0: 0.7110 (0.7144) loss_vfl_aux_1: 0.6898 (0.6907) loss_vfl_aux_2: 0.6779 (0.6733) loss_vfl_aux_3: 0.6630 (0.6558) loss_vfl_aux_4: 0.6465 (0.6468) loss_vfl_dn_0: 0.4866 (0.4840) loss_vfl_dn_1: 0.4223 (0.4147) loss_vfl_dn_2: 0.4054 (0.3985) loss_vfl_dn_3: 0.3972 (0.3904) loss_vfl_dn_4: 0.3934 (0.3877) loss_vfl_dn_5: 0.3936 (0.3872) loss_vfl_dn_pre: 0.4880 (0.4844) loss_vfl_enc_0: 0.7267 (0.7198) loss_vfl_pre: 0.7057 (0.7167) time: 0.7535 data: 0.0313 max mem: 9121 Epoch: [52] [1900/3696] eta: 0:25:47 lr: 0.000013 loss: 31.5802 (30.9759) loss_bbox: 0.1790 (0.1679) loss_bbox_aux_0: 0.1933 (0.1803) loss_bbox_aux_1: 0.1810 (0.1706) loss_bbox_aux_2: 0.1793 (0.1685) loss_bbox_aux_3: 0.1792 (0.1680) loss_bbox_aux_4: 0.1790 (0.1679) loss_bbox_dn_0: 0.2364 (0.2309) loss_bbox_dn_1: 0.1741 (0.1696) loss_bbox_dn_2: 0.1663 (0.1594) loss_bbox_dn_3: 0.1617 (0.1562) loss_bbox_dn_4: 0.1593 (0.1555) loss_bbox_dn_5: 0.1593 (0.1555) loss_bbox_dn_pre: 0.2451 (0.2367) loss_bbox_enc_0: 0.2221 (0.2136) loss_bbox_pre: 0.1948 (0.1806) loss_dfl: 0.9613 (0.9601) loss_fgl_aux_0: 0.9941 (0.9916) loss_fgl_aux_1: 0.9663 (0.9625) loss_fgl_aux_2: 0.9600 (0.9603) loss_fgl_aux_3: 0.9612 (0.9601) loss_fgl_aux_4: 0.9613 (0.9601) loss_fgl_dn_0: 1.0809 (1.0841) loss_fgl_dn_1: 0.9842 (0.9810) loss_fgl_dn_2: 0.9763 (0.9722) loss_fgl_dn_3: 0.9767 (0.9728) loss_fgl_dn_4: 0.9765 (0.9733) loss_fgl_dn_5: 0.9765 (0.9733) loss_giou: 0.5677 (0.5501) loss_giou_aux_0: 0.5941 (0.5753) loss_giou_aux_1: 0.5721 (0.5559) loss_giou_aux_2: 0.5710 (0.5511) loss_giou_aux_3: 0.5701 (0.5503) loss_giou_aux_4: 0.5679 (0.5501) loss_giou_dn_0: 0.5690 (0.5537) loss_giou_dn_1: 0.4502 (0.4413) loss_giou_dn_2: 0.4320 (0.4242) loss_giou_dn_3: 0.4274 (0.4194) loss_giou_dn_4: 0.4267 (0.4183) loss_giou_dn_5: 0.4270 (0.4183) loss_giou_dn_pre: 0.5719 (0.5530) loss_giou_enc_0: 0.6678 (0.6472) loss_giou_pre: 0.5925 (0.5740) loss_ddf_aux_0: 0.0482 (0.0509) loss_ddf_aux_1: 0.0070 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2294 (0.2483) loss_ddf_dn_1: 0.0327 (0.0335) loss_ddf_dn_2: 0.0074 (0.0075) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6353 (0.6450) loss_vfl_aux_0: 0.7079 (0.7147) loss_vfl_aux_1: 0.6767 (0.6910) loss_vfl_aux_2: 0.6589 (0.6733) loss_vfl_aux_3: 0.6473 (0.6561) loss_vfl_aux_4: 0.6388 (0.6471) loss_vfl_dn_0: 0.4872 (0.4840) loss_vfl_dn_1: 0.4196 (0.4147) loss_vfl_dn_2: 0.4046 (0.3985) loss_vfl_dn_3: 0.3965 (0.3904) loss_vfl_dn_4: 0.3924 (0.3877) loss_vfl_dn_5: 0.3914 (0.3871) loss_vfl_dn_pre: 0.4873 (0.4844) loss_vfl_enc_0: 0.7251 (0.7203) loss_vfl_pre: 0.7142 (0.7171) time: 0.7521 data: 0.0293 max mem: 9121 Epoch: [52] [2000/3696] eta: 0:24:12 lr: 0.000013 loss: 30.4062 (30.9759) loss_bbox: 0.1576 (0.1681) loss_bbox_aux_0: 0.1702 (0.1804) loss_bbox_aux_1: 0.1588 (0.1708) loss_bbox_aux_2: 0.1575 (0.1686) loss_bbox_aux_3: 0.1573 (0.1681) loss_bbox_aux_4: 0.1574 (0.1681) loss_bbox_dn_0: 0.2144 (0.2312) loss_bbox_dn_1: 0.1473 (0.1699) loss_bbox_dn_2: 0.1383 (0.1597) loss_bbox_dn_3: 0.1368 (0.1565) loss_bbox_dn_4: 0.1365 (0.1558) loss_bbox_dn_5: 0.1365 (0.1558) loss_bbox_dn_pre: 0.2213 (0.2371) loss_bbox_enc_0: 0.1970 (0.2137) loss_bbox_pre: 0.1712 (0.1807) loss_dfl: 0.9467 (0.9601) loss_fgl_aux_0: 0.9821 (0.9916) loss_fgl_aux_1: 0.9529 (0.9626) loss_fgl_aux_2: 0.9478 (0.9603) loss_fgl_aux_3: 0.9473 (0.9601) loss_fgl_aux_4: 0.9472 (0.9601) loss_fgl_dn_0: 1.0892 (1.0840) loss_fgl_dn_1: 0.9812 (0.9810) loss_fgl_dn_2: 0.9698 (0.9721) loss_fgl_dn_3: 0.9712 (0.9728) loss_fgl_dn_4: 0.9719 (0.9733) loss_fgl_dn_5: 0.9719 (0.9733) loss_giou: 0.5523 (0.5497) loss_giou_aux_0: 0.5714 (0.5749) loss_giou_aux_1: 0.5566 (0.5554) loss_giou_aux_2: 0.5523 (0.5507) loss_giou_aux_3: 0.5528 (0.5498) loss_giou_aux_4: 0.5523 (0.5497) loss_giou_dn_0: 0.5370 (0.5535) loss_giou_dn_1: 0.4257 (0.4411) loss_giou_dn_2: 0.4093 (0.4240) loss_giou_dn_3: 0.4064 (0.4193) loss_giou_dn_4: 0.4052 (0.4182) loss_giou_dn_5: 0.4052 (0.4182) loss_giou_dn_pre: 0.5359 (0.5528) loss_giou_enc_0: 0.6523 (0.6467) loss_giou_pre: 0.5743 (0.5735) loss_ddf_aux_0: 0.0499 (0.0509) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2446 (0.2483) loss_ddf_dn_1: 0.0324 (0.0335) loss_ddf_dn_2: 0.0073 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6403 (0.6453) loss_vfl_aux_0: 0.6998 (0.7148) loss_vfl_aux_1: 0.6741 (0.6910) loss_vfl_aux_2: 0.6661 (0.6734) loss_vfl_aux_3: 0.6445 (0.6562) loss_vfl_aux_4: 0.6403 (0.6473) loss_vfl_dn_0: 0.4797 (0.4840) loss_vfl_dn_1: 0.4098 (0.4146) loss_vfl_dn_2: 0.3953 (0.3985) loss_vfl_dn_3: 0.3885 (0.3903) loss_vfl_dn_4: 0.3861 (0.3876) loss_vfl_dn_5: 0.3838 (0.3871) loss_vfl_dn_pre: 0.4807 (0.4844) loss_vfl_enc_0: 0.7026 (0.7205) loss_vfl_pre: 0.7031 (0.7172) time: 0.7443 data: 0.0242 max mem: 9121 Epoch: [52] [2100/3696] eta: 0:22:39 lr: 0.000013 loss: 31.0938 (30.9714) loss_bbox: 0.1507 (0.1683) loss_bbox_aux_0: 0.1651 (0.1806) loss_bbox_aux_1: 0.1545 (0.1710) loss_bbox_aux_2: 0.1525 (0.1688) loss_bbox_aux_3: 0.1508 (0.1683) loss_bbox_aux_4: 0.1507 (0.1683) loss_bbox_dn_0: 0.2108 (0.2314) loss_bbox_dn_1: 0.1526 (0.1700) loss_bbox_dn_2: 0.1415 (0.1598) loss_bbox_dn_3: 0.1401 (0.1565) loss_bbox_dn_4: 0.1401 (0.1558) loss_bbox_dn_5: 0.1401 (0.1558) loss_bbox_dn_pre: 0.2165 (0.2373) loss_bbox_enc_0: 0.1962 (0.2140) loss_bbox_pre: 0.1670 (0.1809) loss_dfl: 0.9610 (0.9599) loss_fgl_aux_0: 0.9875 (0.9916) loss_fgl_aux_1: 0.9611 (0.9624) loss_fgl_aux_2: 0.9599 (0.9601) loss_fgl_aux_3: 0.9612 (0.9600) loss_fgl_aux_4: 0.9610 (0.9599) loss_fgl_dn_0: 1.0850 (1.0840) loss_fgl_dn_1: 0.9823 (0.9807) loss_fgl_dn_2: 0.9730 (0.9719) loss_fgl_dn_3: 0.9728 (0.9726) loss_fgl_dn_4: 0.9740 (0.9730) loss_fgl_dn_5: 0.9741 (0.9730) loss_giou: 0.5422 (0.5494) loss_giou_aux_0: 0.5757 (0.5746) loss_giou_aux_1: 0.5527 (0.5552) loss_giou_aux_2: 0.5440 (0.5504) loss_giou_aux_3: 0.5426 (0.5496) loss_giou_aux_4: 0.5418 (0.5494) loss_giou_dn_0: 0.5661 (0.5532) loss_giou_dn_1: 0.4520 (0.4408) loss_giou_dn_2: 0.4326 (0.4238) loss_giou_dn_3: 0.4291 (0.4190) loss_giou_dn_4: 0.4276 (0.4179) loss_giou_dn_5: 0.4276 (0.4179) loss_giou_dn_pre: 0.5644 (0.5525) loss_giou_enc_0: 0.6447 (0.6464) loss_giou_pre: 0.5731 (0.5733) loss_ddf_aux_0: 0.0510 (0.0509) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2413 (0.2482) loss_ddf_dn_1: 0.0325 (0.0335) loss_ddf_dn_2: 0.0070 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6282 (0.6452) loss_vfl_aux_0: 0.7188 (0.7151) loss_vfl_aux_1: 0.6936 (0.6912) loss_vfl_aux_2: 0.6688 (0.6734) loss_vfl_aux_3: 0.6467 (0.6560) loss_vfl_aux_4: 0.6340 (0.6471) loss_vfl_dn_0: 0.4778 (0.4839) loss_vfl_dn_1: 0.4137 (0.4145) loss_vfl_dn_2: 0.3976 (0.3983) loss_vfl_dn_3: 0.3894 (0.3902) loss_vfl_dn_4: 0.3873 (0.3875) loss_vfl_dn_5: 0.3875 (0.3870) loss_vfl_dn_pre: 0.4790 (0.4843) loss_vfl_enc_0: 0.7186 (0.7208) loss_vfl_pre: 0.7194 (0.7175) time: 0.7757 data: 0.0305 max mem: 9121 Epoch: [52] [2200/3696] eta: 0:21:08 lr: 0.000013 loss: 30.5740 (30.9710) loss_bbox: 0.1650 (0.1681) loss_bbox_aux_0: 0.1688 (0.1805) loss_bbox_aux_1: 0.1664 (0.1708) loss_bbox_aux_2: 0.1671 (0.1687) loss_bbox_aux_3: 0.1658 (0.1682) loss_bbox_aux_4: 0.1650 (0.1681) loss_bbox_dn_0: 0.2325 (0.2313) loss_bbox_dn_1: 0.1780 (0.1699) loss_bbox_dn_2: 0.1719 (0.1597) loss_bbox_dn_3: 0.1675 (0.1564) loss_bbox_dn_4: 0.1661 (0.1557) loss_bbox_dn_5: 0.1661 (0.1557) loss_bbox_dn_pre: 0.2404 (0.2372) loss_bbox_enc_0: 0.2074 (0.2138) loss_bbox_pre: 0.1699 (0.1807) loss_dfl: 0.9751 (0.9600) loss_fgl_aux_0: 1.0125 (0.9916) loss_fgl_aux_1: 0.9793 (0.9625) loss_fgl_aux_2: 0.9753 (0.9602) loss_fgl_aux_3: 0.9754 (0.9601) loss_fgl_aux_4: 0.9750 (0.9600) loss_fgl_dn_0: 1.0923 (1.0840) loss_fgl_dn_1: 0.9830 (0.9808) loss_fgl_dn_2: 0.9765 (0.9720) loss_fgl_dn_3: 0.9765 (0.9726) loss_fgl_dn_4: 0.9770 (0.9731) loss_fgl_dn_5: 0.9770 (0.9731) loss_giou: 0.4678 (0.5492) loss_giou_aux_0: 0.4917 (0.5743) loss_giou_aux_1: 0.4756 (0.5549) loss_giou_aux_2: 0.4676 (0.5502) loss_giou_aux_3: 0.4683 (0.5493) loss_giou_aux_4: 0.4677 (0.5492) loss_giou_dn_0: 0.5247 (0.5530) loss_giou_dn_1: 0.4140 (0.4407) loss_giou_dn_2: 0.3961 (0.4236) loss_giou_dn_3: 0.3913 (0.4189) loss_giou_dn_4: 0.3901 (0.4178) loss_giou_dn_5: 0.3902 (0.4178) loss_giou_dn_pre: 0.5228 (0.5523) loss_giou_enc_0: 0.5700 (0.6461) loss_giou_pre: 0.4920 (0.5730) loss_ddf_aux_0: 0.0528 (0.0509) loss_ddf_aux_1: 0.0070 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2525 (0.2480) loss_ddf_dn_1: 0.0339 (0.0335) loss_ddf_dn_2: 0.0069 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6567 (0.6455) loss_vfl_aux_0: 0.7318 (0.7157) loss_vfl_aux_1: 0.7079 (0.6916) loss_vfl_aux_2: 0.6915 (0.6737) loss_vfl_aux_3: 0.6652 (0.6565) loss_vfl_aux_4: 0.6584 (0.6475) loss_vfl_dn_0: 0.4885 (0.4839) loss_vfl_dn_1: 0.4147 (0.4145) loss_vfl_dn_2: 0.3989 (0.3984) loss_vfl_dn_3: 0.3918 (0.3903) loss_vfl_dn_4: 0.3878 (0.3875) loss_vfl_dn_5: 0.3873 (0.3870) loss_vfl_dn_pre: 0.4888 (0.4844) loss_vfl_enc_0: 0.7450 (0.7212) loss_vfl_pre: 0.7369 (0.7180) time: 0.7835 data: 0.0271 max mem: 9121 Epoch: [52] [2300/3696] eta: 0:19:44 lr: 0.000013 loss: 30.1977 (30.9744) loss_bbox: 0.1719 (0.1682) loss_bbox_aux_0: 0.1816 (0.1806) loss_bbox_aux_1: 0.1751 (0.1710) loss_bbox_aux_2: 0.1735 (0.1688) loss_bbox_aux_3: 0.1721 (0.1683) loss_bbox_aux_4: 0.1719 (0.1682) loss_bbox_dn_0: 0.2249 (0.2315) loss_bbox_dn_1: 0.1730 (0.1701) loss_bbox_dn_2: 0.1657 (0.1599) loss_bbox_dn_3: 0.1628 (0.1566) loss_bbox_dn_4: 0.1616 (0.1559) loss_bbox_dn_5: 0.1616 (0.1559) loss_bbox_dn_pre: 0.2393 (0.2374) loss_bbox_enc_0: 0.2113 (0.2139) loss_bbox_pre: 0.1819 (0.1809) loss_dfl: 0.9615 (0.9599) loss_fgl_aux_0: 0.9940 (0.9915) loss_fgl_aux_1: 0.9617 (0.9624) loss_fgl_aux_2: 0.9615 (0.9601) loss_fgl_aux_3: 0.9619 (0.9600) loss_fgl_aux_4: 0.9618 (0.9599) loss_fgl_dn_0: 1.0888 (1.0840) loss_fgl_dn_1: 0.9712 (0.9807) loss_fgl_dn_2: 0.9613 (0.9719) loss_fgl_dn_3: 0.9613 (0.9726) loss_fgl_dn_4: 0.9617 (0.9731) loss_fgl_dn_5: 0.9617 (0.9731) loss_giou: 0.4924 (0.5492) loss_giou_aux_0: 0.5138 (0.5744) loss_giou_aux_1: 0.4971 (0.5549) loss_giou_aux_2: 0.4938 (0.5502) loss_giou_aux_3: 0.4932 (0.5494) loss_giou_aux_4: 0.4927 (0.5492) loss_giou_dn_0: 0.5101 (0.5530) loss_giou_dn_1: 0.3991 (0.4408) loss_giou_dn_2: 0.3784 (0.4238) loss_giou_dn_3: 0.3733 (0.4190) loss_giou_dn_4: 0.3719 (0.4179) loss_giou_dn_5: 0.3719 (0.4179) loss_giou_dn_pre: 0.5090 (0.5524) loss_giou_enc_0: 0.5982 (0.6460) loss_giou_pre: 0.5097 (0.5730) loss_ddf_aux_0: 0.0543 (0.0509) loss_ddf_aux_1: 0.0073 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2608 (0.2483) loss_ddf_dn_1: 0.0336 (0.0335) loss_ddf_dn_2: 0.0074 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6330 (0.6456) loss_vfl_aux_0: 0.7018 (0.7158) loss_vfl_aux_1: 0.6772 (0.6917) loss_vfl_aux_2: 0.6604 (0.6736) loss_vfl_aux_3: 0.6445 (0.6564) loss_vfl_aux_4: 0.6335 (0.6474) loss_vfl_dn_0: 0.4822 (0.4840) loss_vfl_dn_1: 0.4065 (0.4146) loss_vfl_dn_2: 0.3896 (0.3984) loss_vfl_dn_3: 0.3792 (0.3903) loss_vfl_dn_4: 0.3772 (0.3876) loss_vfl_dn_5: 0.3772 (0.3871) loss_vfl_dn_pre: 0.4819 (0.4844) loss_vfl_enc_0: 0.7227 (0.7215) loss_vfl_pre: 0.6974 (0.7181) time: 0.7524 data: 0.0269 max mem: 9121 Epoch: [52] [2400/3696] eta: 0:18:39 lr: 0.000013 loss: 31.2706 (30.9720) loss_bbox: 0.1605 (0.1681) loss_bbox_aux_0: 0.1724 (0.1805) loss_bbox_aux_1: 0.1635 (0.1709) loss_bbox_aux_2: 0.1606 (0.1687) loss_bbox_aux_3: 0.1600 (0.1682) loss_bbox_aux_4: 0.1605 (0.1681) loss_bbox_dn_0: 0.2253 (0.2314) loss_bbox_dn_1: 0.1642 (0.1700) loss_bbox_dn_2: 0.1520 (0.1598) loss_bbox_dn_3: 0.1499 (0.1565) loss_bbox_dn_4: 0.1492 (0.1558) loss_bbox_dn_5: 0.1491 (0.1558) loss_bbox_dn_pre: 0.2322 (0.2373) loss_bbox_enc_0: 0.2098 (0.2139) loss_bbox_pre: 0.1743 (0.1808) loss_dfl: 0.9727 (0.9602) loss_fgl_aux_0: 1.0100 (0.9918) loss_fgl_aux_1: 0.9719 (0.9626) loss_fgl_aux_2: 0.9730 (0.9604) loss_fgl_aux_3: 0.9724 (0.9602) loss_fgl_aux_4: 0.9724 (0.9602) loss_fgl_dn_0: 1.0899 (1.0840) loss_fgl_dn_1: 0.9868 (0.9808) loss_fgl_dn_2: 0.9793 (0.9719) loss_fgl_dn_3: 0.9796 (0.9726) loss_fgl_dn_4: 0.9793 (0.9731) loss_fgl_dn_5: 0.9793 (0.9731) loss_giou: 0.5303 (0.5489) loss_giou_aux_0: 0.5593 (0.5741) loss_giou_aux_1: 0.5369 (0.5546) loss_giou_aux_2: 0.5318 (0.5499) loss_giou_aux_3: 0.5301 (0.5490) loss_giou_aux_4: 0.5302 (0.5489) loss_giou_dn_0: 0.5402 (0.5529) loss_giou_dn_1: 0.4317 (0.4406) loss_giou_dn_2: 0.4169 (0.4236) loss_giou_dn_3: 0.4088 (0.4188) loss_giou_dn_4: 0.4074 (0.4177) loss_giou_dn_5: 0.4073 (0.4177) loss_giou_dn_pre: 0.5373 (0.5522) loss_giou_enc_0: 0.6339 (0.6459) loss_giou_pre: 0.5591 (0.5727) loss_ddf_aux_0: 0.0545 (0.0510) loss_ddf_aux_1: 0.0078 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2500 (0.2484) loss_ddf_dn_1: 0.0335 (0.0335) loss_ddf_dn_2: 0.0077 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6498 (0.6458) loss_vfl_aux_0: 0.7046 (0.7157) loss_vfl_aux_1: 0.6896 (0.6917) loss_vfl_aux_2: 0.6730 (0.6738) loss_vfl_aux_3: 0.6592 (0.6568) loss_vfl_aux_4: 0.6529 (0.6477) loss_vfl_dn_0: 0.4888 (0.4841) loss_vfl_dn_1: 0.4181 (0.4146) loss_vfl_dn_2: 0.4008 (0.3985) loss_vfl_dn_3: 0.3920 (0.3903) loss_vfl_dn_4: 0.3913 (0.3875) loss_vfl_dn_5: 0.3904 (0.3871) loss_vfl_dn_pre: 0.4885 (0.4845) loss_vfl_enc_0: 0.6987 (0.7213) loss_vfl_pre: 0.7018 (0.7179) time: 0.7435 data: 0.0278 max mem: 9121 Epoch: [52] [2500/3696] eta: 0:17:07 lr: 0.000013 loss: 30.9681 (30.9769) loss_bbox: 0.1649 (0.1682) loss_bbox_aux_0: 0.1754 (0.1806) loss_bbox_aux_1: 0.1688 (0.1709) loss_bbox_aux_2: 0.1668 (0.1687) loss_bbox_aux_3: 0.1650 (0.1683) loss_bbox_aux_4: 0.1649 (0.1682) loss_bbox_dn_0: 0.2179 (0.2315) loss_bbox_dn_1: 0.1596 (0.1701) loss_bbox_dn_2: 0.1503 (0.1599) loss_bbox_dn_3: 0.1479 (0.1566) loss_bbox_dn_4: 0.1451 (0.1559) loss_bbox_dn_5: 0.1451 (0.1559) loss_bbox_dn_pre: 0.2268 (0.2373) loss_bbox_enc_0: 0.2079 (0.2139) loss_bbox_pre: 0.1775 (0.1808) loss_dfl: 0.9640 (0.9602) loss_fgl_aux_0: 0.9904 (0.9918) loss_fgl_aux_1: 0.9653 (0.9626) loss_fgl_aux_2: 0.9652 (0.9604) loss_fgl_aux_3: 0.9658 (0.9602) loss_fgl_aux_4: 0.9646 (0.9602) loss_fgl_dn_0: 1.0835 (1.0841) loss_fgl_dn_1: 0.9864 (0.9809) loss_fgl_dn_2: 0.9726 (0.9720) loss_fgl_dn_3: 0.9715 (0.9727) loss_fgl_dn_4: 0.9713 (0.9732) loss_fgl_dn_5: 0.9712 (0.9732) loss_giou: 0.5540 (0.5492) loss_giou_aux_0: 0.5844 (0.5744) loss_giou_aux_1: 0.5588 (0.5550) loss_giou_aux_2: 0.5560 (0.5502) loss_giou_aux_3: 0.5536 (0.5494) loss_giou_aux_4: 0.5538 (0.5493) loss_giou_dn_0: 0.5660 (0.5531) loss_giou_dn_1: 0.4564 (0.4408) loss_giou_dn_2: 0.4394 (0.4238) loss_giou_dn_3: 0.4408 (0.4190) loss_giou_dn_4: 0.4403 (0.4179) loss_giou_dn_5: 0.4403 (0.4179) loss_giou_dn_pre: 0.5656 (0.5525) loss_giou_enc_0: 0.6554 (0.6462) loss_giou_pre: 0.5818 (0.5730) loss_ddf_aux_0: 0.0565 (0.0511) loss_ddf_aux_1: 0.0083 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2524 (0.2483) loss_ddf_dn_1: 0.0353 (0.0335) loss_ddf_dn_2: 0.0082 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6456 (0.6458) loss_vfl_aux_0: 0.7047 (0.7155) loss_vfl_aux_1: 0.6854 (0.6915) loss_vfl_aux_2: 0.6718 (0.6735) loss_vfl_aux_3: 0.6597 (0.6567) loss_vfl_aux_4: 0.6433 (0.6476) loss_vfl_dn_0: 0.4861 (0.4841) loss_vfl_dn_1: 0.4134 (0.4147) loss_vfl_dn_2: 0.4005 (0.3986) loss_vfl_dn_3: 0.3924 (0.3904) loss_vfl_dn_4: 0.3901 (0.3876) loss_vfl_dn_5: 0.3900 (0.3872) loss_vfl_dn_pre: 0.4863 (0.4845) loss_vfl_enc_0: 0.6920 (0.7211) loss_vfl_pre: 0.7053 (0.7177) time: 0.7581 data: 0.0375 max mem: 9121 Epoch: [52] [2600/3696] eta: 0:15:38 lr: 0.000013 loss: 30.6483 (30.9734) loss_bbox: 0.1619 (0.1681) loss_bbox_aux_0: 0.1795 (0.1805) loss_bbox_aux_1: 0.1686 (0.1709) loss_bbox_aux_2: 0.1641 (0.1687) loss_bbox_aux_3: 0.1620 (0.1682) loss_bbox_aux_4: 0.1618 (0.1681) loss_bbox_dn_0: 0.2235 (0.2315) loss_bbox_dn_1: 0.1632 (0.1701) loss_bbox_dn_2: 0.1565 (0.1599) loss_bbox_dn_3: 0.1516 (0.1566) loss_bbox_dn_4: 0.1513 (0.1559) loss_bbox_dn_5: 0.1513 (0.1559) loss_bbox_dn_pre: 0.2371 (0.2374) loss_bbox_enc_0: 0.2168 (0.2138) loss_bbox_pre: 0.1782 (0.1808) loss_dfl: 0.9527 (0.9599) loss_fgl_aux_0: 0.9822 (0.9916) loss_fgl_aux_1: 0.9530 (0.9623) loss_fgl_aux_2: 0.9528 (0.9601) loss_fgl_aux_3: 0.9530 (0.9600) loss_fgl_aux_4: 0.9526 (0.9599) loss_fgl_dn_0: 1.0817 (1.0841) loss_fgl_dn_1: 0.9767 (0.9808) loss_fgl_dn_2: 0.9694 (0.9720) loss_fgl_dn_3: 0.9704 (0.9727) loss_fgl_dn_4: 0.9711 (0.9731) loss_fgl_dn_5: 0.9710 (0.9731) loss_giou: 0.5498 (0.5495) loss_giou_aux_0: 0.5753 (0.5747) loss_giou_aux_1: 0.5549 (0.5553) loss_giou_aux_2: 0.5492 (0.5505) loss_giou_aux_3: 0.5494 (0.5497) loss_giou_aux_4: 0.5496 (0.5496) loss_giou_dn_0: 0.5482 (0.5531) loss_giou_dn_1: 0.4417 (0.4408) loss_giou_dn_2: 0.4285 (0.4238) loss_giou_dn_3: 0.4255 (0.4190) loss_giou_dn_4: 0.4251 (0.4180) loss_giou_dn_5: 0.4250 (0.4180) loss_giou_dn_pre: 0.5497 (0.5525) loss_giou_enc_0: 0.6504 (0.6464) loss_giou_pre: 0.5756 (0.5733) loss_ddf_aux_0: 0.0532 (0.0513) loss_ddf_aux_1: 0.0079 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2533 (0.2484) loss_ddf_dn_1: 0.0328 (0.0335) loss_ddf_dn_2: 0.0069 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6339 (0.6454) loss_vfl_aux_0: 0.7082 (0.7150) loss_vfl_aux_1: 0.6860 (0.6910) loss_vfl_aux_2: 0.6617 (0.6731) loss_vfl_aux_3: 0.6417 (0.6563) loss_vfl_aux_4: 0.6321 (0.6472) loss_vfl_dn_0: 0.4714 (0.4839) loss_vfl_dn_1: 0.4081 (0.4146) loss_vfl_dn_2: 0.3931 (0.3985) loss_vfl_dn_3: 0.3837 (0.3904) loss_vfl_dn_4: 0.3827 (0.3876) loss_vfl_dn_5: 0.3831 (0.3871) loss_vfl_dn_pre: 0.4720 (0.4844) loss_vfl_enc_0: 0.7211 (0.7207) loss_vfl_pre: 0.7089 (0.7173) time: 0.7582 data: 0.0285 max mem: 9121 Epoch: [52] [2700/3696] eta: 0:14:09 lr: 0.000013 loss: 30.8695 (30.9696) loss_bbox: 0.1557 (0.1679) loss_bbox_aux_0: 0.1697 (0.1803) loss_bbox_aux_1: 0.1603 (0.1707) loss_bbox_aux_2: 0.1580 (0.1685) loss_bbox_aux_3: 0.1559 (0.1680) loss_bbox_aux_4: 0.1558 (0.1680) loss_bbox_dn_0: 0.2301 (0.2316) loss_bbox_dn_1: 0.1733 (0.1701) loss_bbox_dn_2: 0.1632 (0.1599) loss_bbox_dn_3: 0.1595 (0.1566) loss_bbox_dn_4: 0.1565 (0.1559) loss_bbox_dn_5: 0.1565 (0.1559) loss_bbox_dn_pre: 0.2348 (0.2374) loss_bbox_enc_0: 0.2009 (0.2136) loss_bbox_pre: 0.1689 (0.1806) loss_dfl: 0.9631 (0.9599) loss_fgl_aux_0: 0.9969 (0.9915) loss_fgl_aux_1: 0.9679 (0.9623) loss_fgl_aux_2: 0.9636 (0.9601) loss_fgl_aux_3: 0.9625 (0.9600) loss_fgl_aux_4: 0.9629 (0.9599) loss_fgl_dn_0: 1.0812 (1.0839) loss_fgl_dn_1: 0.9766 (0.9808) loss_fgl_dn_2: 0.9705 (0.9719) loss_fgl_dn_3: 0.9686 (0.9726) loss_fgl_dn_4: 0.9688 (0.9731) loss_fgl_dn_5: 0.9688 (0.9731) loss_giou: 0.5273 (0.5495) loss_giou_aux_0: 0.5523 (0.5746) loss_giou_aux_1: 0.5280 (0.5552) loss_giou_aux_2: 0.5271 (0.5504) loss_giou_aux_3: 0.5285 (0.5496) loss_giou_aux_4: 0.5275 (0.5495) loss_giou_dn_0: 0.5465 (0.5530) loss_giou_dn_1: 0.4400 (0.4408) loss_giou_dn_2: 0.4231 (0.4238) loss_giou_dn_3: 0.4206 (0.4190) loss_giou_dn_4: 0.4168 (0.4179) loss_giou_dn_5: 0.4168 (0.4179) loss_giou_dn_pre: 0.5439 (0.5524) loss_giou_enc_0: 0.6266 (0.6464) loss_giou_pre: 0.5496 (0.5732) loss_ddf_aux_0: 0.0500 (0.0513) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2478 (0.2484) loss_ddf_dn_1: 0.0329 (0.0335) loss_ddf_dn_2: 0.0072 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6473 (0.6454) loss_vfl_aux_0: 0.7253 (0.7149) loss_vfl_aux_1: 0.6871 (0.6911) loss_vfl_aux_2: 0.6680 (0.6730) loss_vfl_aux_3: 0.6561 (0.6562) loss_vfl_aux_4: 0.6475 (0.6472) loss_vfl_dn_0: 0.4811 (0.4838) loss_vfl_dn_1: 0.4117 (0.4145) loss_vfl_dn_2: 0.3976 (0.3984) loss_vfl_dn_3: 0.3894 (0.3902) loss_vfl_dn_4: 0.3861 (0.3875) loss_vfl_dn_5: 0.3853 (0.3870) loss_vfl_dn_pre: 0.4816 (0.4843) loss_vfl_enc_0: 0.7371 (0.7206) loss_vfl_pre: 0.7339 (0.7172) time: 0.7476 data: 0.0314 max mem: 9121 Epoch: [52] [2800/3696] eta: 0:12:40 lr: 0.000013 loss: 30.5641 (30.9677) loss_bbox: 0.1474 (0.1678) loss_bbox_aux_0: 0.1582 (0.1801) loss_bbox_aux_1: 0.1524 (0.1705) loss_bbox_aux_2: 0.1472 (0.1684) loss_bbox_aux_3: 0.1472 (0.1679) loss_bbox_aux_4: 0.1473 (0.1678) loss_bbox_dn_0: 0.2140 (0.2315) loss_bbox_dn_1: 0.1534 (0.1701) loss_bbox_dn_2: 0.1481 (0.1599) loss_bbox_dn_3: 0.1448 (0.1566) loss_bbox_dn_4: 0.1429 (0.1559) loss_bbox_dn_5: 0.1429 (0.1559) loss_bbox_dn_pre: 0.2239 (0.2373) loss_bbox_enc_0: 0.1883 (0.2134) loss_bbox_pre: 0.1593 (0.1804) loss_dfl: 0.9644 (0.9602) loss_fgl_aux_0: 0.9939 (0.9918) loss_fgl_aux_1: 0.9645 (0.9626) loss_fgl_aux_2: 0.9649 (0.9604) loss_fgl_aux_3: 0.9647 (0.9602) loss_fgl_aux_4: 0.9644 (0.9602) loss_fgl_dn_0: 1.0778 (1.0840) loss_fgl_dn_1: 0.9834 (0.9808) loss_fgl_dn_2: 0.9748 (0.9720) loss_fgl_dn_3: 0.9753 (0.9727) loss_fgl_dn_4: 0.9758 (0.9732) loss_fgl_dn_5: 0.9759 (0.9732) loss_giou: 0.5263 (0.5492) loss_giou_aux_0: 0.5511 (0.5743) loss_giou_aux_1: 0.5336 (0.5550) loss_giou_aux_2: 0.5259 (0.5502) loss_giou_aux_3: 0.5254 (0.5493) loss_giou_aux_4: 0.5258 (0.5492) loss_giou_dn_0: 0.5540 (0.5530) loss_giou_dn_1: 0.4375 (0.4408) loss_giou_dn_2: 0.4222 (0.4238) loss_giou_dn_3: 0.4188 (0.4190) loss_giou_dn_4: 0.4185 (0.4179) loss_giou_dn_5: 0.4185 (0.4179) loss_giou_dn_pre: 0.5539 (0.5523) loss_giou_enc_0: 0.6318 (0.6460) loss_giou_pre: 0.5509 (0.5729) loss_ddf_aux_0: 0.0491 (0.0512) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2428 (0.2483) loss_ddf_dn_1: 0.0315 (0.0334) loss_ddf_dn_2: 0.0060 (0.0075) loss_ddf_dn_3: 0.0005 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6370 (0.6454) loss_vfl_aux_0: 0.6959 (0.7149) loss_vfl_aux_1: 0.6810 (0.6912) loss_vfl_aux_2: 0.6461 (0.6730) loss_vfl_aux_3: 0.6551 (0.6562) loss_vfl_aux_4: 0.6402 (0.6472) loss_vfl_dn_0: 0.4833 (0.4838) loss_vfl_dn_1: 0.4164 (0.4145) loss_vfl_dn_2: 0.4018 (0.3984) loss_vfl_dn_3: 0.3908 (0.3902) loss_vfl_dn_4: 0.3873 (0.3875) loss_vfl_dn_5: 0.3877 (0.3870) loss_vfl_dn_pre: 0.4823 (0.4843) loss_vfl_enc_0: 0.6993 (0.7207) loss_vfl_pre: 0.7000 (0.7172) time: 0.7426 data: 0.0332 max mem: 9121 Epoch: [52] [2900/3696] eta: 0:11:12 lr: 0.000013 loss: 31.0199 (30.9664) loss_bbox: 0.1676 (0.1678) loss_bbox_aux_0: 0.1724 (0.1801) loss_bbox_aux_1: 0.1687 (0.1705) loss_bbox_aux_2: 0.1688 (0.1683) loss_bbox_aux_3: 0.1679 (0.1678) loss_bbox_aux_4: 0.1677 (0.1678) loss_bbox_dn_0: 0.2247 (0.2314) loss_bbox_dn_1: 0.1628 (0.1701) loss_bbox_dn_2: 0.1511 (0.1599) loss_bbox_dn_3: 0.1487 (0.1566) loss_bbox_dn_4: 0.1483 (0.1560) loss_bbox_dn_5: 0.1483 (0.1560) loss_bbox_dn_pre: 0.2350 (0.2373) loss_bbox_enc_0: 0.2068 (0.2133) loss_bbox_pre: 0.1716 (0.1803) loss_dfl: 0.9428 (0.9602) loss_fgl_aux_0: 0.9851 (0.9918) loss_fgl_aux_1: 0.9422 (0.9626) loss_fgl_aux_2: 0.9439 (0.9603) loss_fgl_aux_3: 0.9432 (0.9602) loss_fgl_aux_4: 0.9427 (0.9602) loss_fgl_dn_0: 1.0807 (1.0839) loss_fgl_dn_1: 0.9854 (0.9808) loss_fgl_dn_2: 0.9744 (0.9719) loss_fgl_dn_3: 0.9752 (0.9726) loss_fgl_dn_4: 0.9756 (0.9731) loss_fgl_dn_5: 0.9755 (0.9731) loss_giou: 0.5502 (0.5490) loss_giou_aux_0: 0.5700 (0.5741) loss_giou_aux_1: 0.5574 (0.5548) loss_giou_aux_2: 0.5514 (0.5500) loss_giou_aux_3: 0.5518 (0.5492) loss_giou_aux_4: 0.5504 (0.5491) loss_giou_dn_0: 0.5378 (0.5529) loss_giou_dn_1: 0.4198 (0.4407) loss_giou_dn_2: 0.4054 (0.4237) loss_giou_dn_3: 0.4060 (0.4189) loss_giou_dn_4: 0.4055 (0.4179) loss_giou_dn_5: 0.4056 (0.4179) loss_giou_dn_pre: 0.5377 (0.5522) loss_giou_enc_0: 0.6343 (0.6458) loss_giou_pre: 0.5676 (0.5727) loss_ddf_aux_0: 0.0488 (0.0511) loss_ddf_aux_1: 0.0065 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2554 (0.2483) loss_ddf_dn_1: 0.0323 (0.0334) loss_ddf_dn_2: 0.0069 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6656 (0.6457) loss_vfl_aux_0: 0.7300 (0.7151) loss_vfl_aux_1: 0.7089 (0.6915) loss_vfl_aux_2: 0.6764 (0.6732) loss_vfl_aux_3: 0.6730 (0.6565) loss_vfl_aux_4: 0.6603 (0.6475) loss_vfl_dn_0: 0.4819 (0.4838) loss_vfl_dn_1: 0.4074 (0.4145) loss_vfl_dn_2: 0.3959 (0.3984) loss_vfl_dn_3: 0.3932 (0.3902) loss_vfl_dn_4: 0.3885 (0.3875) loss_vfl_dn_5: 0.3879 (0.3870) loss_vfl_dn_pre: 0.4819 (0.4843) loss_vfl_enc_0: 0.7369 (0.7208) loss_vfl_pre: 0.7316 (0.7174) time: 0.7320 data: 0.0323 max mem: 9121 Epoch: [52] [3000/3696] eta: 0:09:45 lr: 0.000013 loss: 30.9857 (30.9680) loss_bbox: 0.1657 (0.1679) loss_bbox_aux_0: 0.1768 (0.1802) loss_bbox_aux_1: 0.1698 (0.1706) loss_bbox_aux_2: 0.1677 (0.1684) loss_bbox_aux_3: 0.1672 (0.1680) loss_bbox_aux_4: 0.1659 (0.1679) loss_bbox_dn_0: 0.2177 (0.2314) loss_bbox_dn_1: 0.1617 (0.1701) loss_bbox_dn_2: 0.1574 (0.1599) loss_bbox_dn_3: 0.1577 (0.1567) loss_bbox_dn_4: 0.1574 (0.1560) loss_bbox_dn_5: 0.1574 (0.1560) loss_bbox_dn_pre: 0.2171 (0.2373) loss_bbox_enc_0: 0.1988 (0.2134) loss_bbox_pre: 0.1765 (0.1804) loss_dfl: 0.9564 (0.9601) loss_fgl_aux_0: 0.9906 (0.9917) loss_fgl_aux_1: 0.9613 (0.9625) loss_fgl_aux_2: 0.9567 (0.9603) loss_fgl_aux_3: 0.9559 (0.9601) loss_fgl_aux_4: 0.9563 (0.9601) loss_fgl_dn_0: 1.0761 (1.0838) loss_fgl_dn_1: 0.9769 (0.9807) loss_fgl_dn_2: 0.9694 (0.9719) loss_fgl_dn_3: 0.9706 (0.9726) loss_fgl_dn_4: 0.9710 (0.9730) loss_fgl_dn_5: 0.9710 (0.9730) loss_giou: 0.5610 (0.5492) loss_giou_aux_0: 0.5889 (0.5742) loss_giou_aux_1: 0.5633 (0.5549) loss_giou_aux_2: 0.5595 (0.5502) loss_giou_aux_3: 0.5588 (0.5493) loss_giou_aux_4: 0.5609 (0.5492) loss_giou_dn_0: 0.5619 (0.5529) loss_giou_dn_1: 0.4485 (0.4408) loss_giou_dn_2: 0.4277 (0.4238) loss_giou_dn_3: 0.4243 (0.4190) loss_giou_dn_4: 0.4207 (0.4180) loss_giou_dn_5: 0.4207 (0.4180) loss_giou_dn_pre: 0.5606 (0.5523) loss_giou_enc_0: 0.6554 (0.6459) loss_giou_pre: 0.5881 (0.5728) loss_ddf_aux_0: 0.0490 (0.0511) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2434 (0.2481) loss_ddf_dn_1: 0.0328 (0.0334) loss_ddf_dn_2: 0.0074 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6460 (0.6458) loss_vfl_aux_0: 0.7092 (0.7151) loss_vfl_aux_1: 0.6890 (0.6915) loss_vfl_aux_2: 0.6682 (0.6733) loss_vfl_aux_3: 0.6530 (0.6566) loss_vfl_aux_4: 0.6444 (0.6476) loss_vfl_dn_0: 0.4823 (0.4838) loss_vfl_dn_1: 0.4168 (0.4145) loss_vfl_dn_2: 0.4022 (0.3983) loss_vfl_dn_3: 0.3955 (0.3902) loss_vfl_dn_4: 0.3923 (0.3874) loss_vfl_dn_5: 0.3922 (0.3869) loss_vfl_dn_pre: 0.4833 (0.4843) loss_vfl_enc_0: 0.7178 (0.7207) loss_vfl_pre: 0.7130 (0.7174) time: 0.7613 data: 0.0300 max mem: 9121 Epoch: [52] [3100/3696] eta: 0:08:20 lr: 0.000013 loss: 31.0907 (30.9630) loss_bbox: 0.1617 (0.1678) loss_bbox_aux_0: 0.1753 (0.1801) loss_bbox_aux_1: 0.1655 (0.1705) loss_bbox_aux_2: 0.1637 (0.1683) loss_bbox_aux_3: 0.1615 (0.1679) loss_bbox_aux_4: 0.1617 (0.1678) loss_bbox_dn_0: 0.2269 (0.2313) loss_bbox_dn_1: 0.1623 (0.1700) loss_bbox_dn_2: 0.1509 (0.1598) loss_bbox_dn_3: 0.1490 (0.1566) loss_bbox_dn_4: 0.1484 (0.1559) loss_bbox_dn_5: 0.1484 (0.1559) loss_bbox_dn_pre: 0.2312 (0.2372) loss_bbox_enc_0: 0.2068 (0.2133) loss_bbox_pre: 0.1750 (0.1803) loss_dfl: 0.9611 (0.9600) loss_fgl_aux_0: 0.9895 (0.9915) loss_fgl_aux_1: 0.9629 (0.9624) loss_fgl_aux_2: 0.9623 (0.9601) loss_fgl_aux_3: 0.9627 (0.9600) loss_fgl_aux_4: 0.9616 (0.9600) loss_fgl_dn_0: 1.0864 (1.0838) loss_fgl_dn_1: 0.9851 (0.9806) loss_fgl_dn_2: 0.9781 (0.9718) loss_fgl_dn_3: 0.9791 (0.9725) loss_fgl_dn_4: 0.9793 (0.9730) loss_fgl_dn_5: 0.9793 (0.9730) loss_giou: 0.5495 (0.5492) loss_giou_aux_0: 0.5755 (0.5742) loss_giou_aux_1: 0.5526 (0.5548) loss_giou_aux_2: 0.5515 (0.5502) loss_giou_aux_3: 0.5494 (0.5493) loss_giou_aux_4: 0.5495 (0.5492) loss_giou_dn_0: 0.5671 (0.5528) loss_giou_dn_1: 0.4559 (0.4407) loss_giou_dn_2: 0.4344 (0.4237) loss_giou_dn_3: 0.4308 (0.4189) loss_giou_dn_4: 0.4307 (0.4178) loss_giou_dn_5: 0.4307 (0.4178) loss_giou_dn_pre: 0.5686 (0.5521) loss_giou_enc_0: 0.6398 (0.6459) loss_giou_pre: 0.5745 (0.5728) loss_ddf_aux_0: 0.0518 (0.0511) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2417 (0.2481) loss_ddf_dn_1: 0.0320 (0.0333) loss_ddf_dn_2: 0.0067 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6328 (0.6458) loss_vfl_aux_0: 0.7036 (0.7150) loss_vfl_aux_1: 0.6813 (0.6915) loss_vfl_aux_2: 0.6591 (0.6733) loss_vfl_aux_3: 0.6346 (0.6565) loss_vfl_aux_4: 0.6373 (0.6475) loss_vfl_dn_0: 0.4871 (0.4838) loss_vfl_dn_1: 0.4205 (0.4144) loss_vfl_dn_2: 0.4003 (0.3983) loss_vfl_dn_3: 0.3923 (0.3901) loss_vfl_dn_4: 0.3891 (0.3874) loss_vfl_dn_5: 0.3888 (0.3869) loss_vfl_dn_pre: 0.4886 (0.4843) loss_vfl_enc_0: 0.7061 (0.7205) loss_vfl_pre: 0.7067 (0.7173) time: 0.9307 data: 0.0240 max mem: 9121 Epoch: [52] [3200/3696] eta: 0:06:56 lr: 0.000013 loss: 30.6369 (30.9597) loss_bbox: 0.1578 (0.1677) loss_bbox_aux_0: 0.1663 (0.1800) loss_bbox_aux_1: 0.1588 (0.1704) loss_bbox_aux_2: 0.1585 (0.1683) loss_bbox_aux_3: 0.1582 (0.1678) loss_bbox_aux_4: 0.1577 (0.1677) loss_bbox_dn_0: 0.2159 (0.2313) loss_bbox_dn_1: 0.1582 (0.1700) loss_bbox_dn_2: 0.1533 (0.1598) loss_bbox_dn_3: 0.1515 (0.1566) loss_bbox_dn_4: 0.1495 (0.1559) loss_bbox_dn_5: 0.1495 (0.1559) loss_bbox_dn_pre: 0.2192 (0.2372) loss_bbox_enc_0: 0.2025 (0.2133) loss_bbox_pre: 0.1675 (0.1803) loss_dfl: 0.9568 (0.9599) loss_fgl_aux_0: 0.9924 (0.9915) loss_fgl_aux_1: 0.9590 (0.9624) loss_fgl_aux_2: 0.9577 (0.9601) loss_fgl_aux_3: 0.9561 (0.9600) loss_fgl_aux_4: 0.9566 (0.9600) loss_fgl_dn_0: 1.0858 (1.0837) loss_fgl_dn_1: 0.9789 (0.9806) loss_fgl_dn_2: 0.9703 (0.9717) loss_fgl_dn_3: 0.9708 (0.9724) loss_fgl_dn_4: 0.9722 (0.9729) loss_fgl_dn_5: 0.9723 (0.9729) loss_giou: 0.5283 (0.5488) loss_giou_aux_0: 0.5590 (0.5738) loss_giou_aux_1: 0.5346 (0.5545) loss_giou_aux_2: 0.5307 (0.5498) loss_giou_aux_3: 0.5278 (0.5490) loss_giou_aux_4: 0.5285 (0.5488) loss_giou_dn_0: 0.5447 (0.5526) loss_giou_dn_1: 0.4419 (0.4406) loss_giou_dn_2: 0.4163 (0.4235) loss_giou_dn_3: 0.4154 (0.4188) loss_giou_dn_4: 0.4128 (0.4177) loss_giou_dn_5: 0.4128 (0.4177) loss_giou_dn_pre: 0.5407 (0.5520) loss_giou_enc_0: 0.6586 (0.6456) loss_giou_pre: 0.5619 (0.5724) loss_ddf_aux_0: 0.0509 (0.0511) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2568 (0.2482) loss_ddf_dn_1: 0.0332 (0.0333) loss_ddf_dn_2: 0.0077 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6340 (0.6458) loss_vfl_aux_0: 0.7112 (0.7151) loss_vfl_aux_1: 0.6768 (0.6917) loss_vfl_aux_2: 0.6617 (0.6733) loss_vfl_aux_3: 0.6545 (0.6566) loss_vfl_aux_4: 0.6414 (0.6476) loss_vfl_dn_0: 0.4839 (0.4839) loss_vfl_dn_1: 0.4160 (0.4144) loss_vfl_dn_2: 0.4019 (0.3983) loss_vfl_dn_3: 0.3912 (0.3901) loss_vfl_dn_4: 0.3903 (0.3873) loss_vfl_dn_5: 0.3889 (0.3869) loss_vfl_dn_pre: 0.4846 (0.4843) loss_vfl_enc_0: 0.7158 (0.7207) loss_vfl_pre: 0.7113 (0.7174) time: 0.7129 data: 0.0245 max mem: 9121 Epoch: [52] [3300/3696] eta: 0:05:31 lr: 0.000013 loss: 31.1176 (30.9634) loss_bbox: 0.1688 (0.1678) loss_bbox_aux_0: 0.1815 (0.1801) loss_bbox_aux_1: 0.1731 (0.1705) loss_bbox_aux_2: 0.1716 (0.1683) loss_bbox_aux_3: 0.1691 (0.1679) loss_bbox_aux_4: 0.1688 (0.1678) loss_bbox_dn_0: 0.2080 (0.2313) loss_bbox_dn_1: 0.1517 (0.1700) loss_bbox_dn_2: 0.1432 (0.1598) loss_bbox_dn_3: 0.1423 (0.1566) loss_bbox_dn_4: 0.1414 (0.1559) loss_bbox_dn_5: 0.1414 (0.1559) loss_bbox_dn_pre: 0.2101 (0.2371) loss_bbox_enc_0: 0.2110 (0.2134) loss_bbox_pre: 0.1818 (0.1804) loss_dfl: 0.9514 (0.9599) loss_fgl_aux_0: 0.9721 (0.9914) loss_fgl_aux_1: 0.9487 (0.9623) loss_fgl_aux_2: 0.9505 (0.9600) loss_fgl_aux_3: 0.9514 (0.9599) loss_fgl_aux_4: 0.9513 (0.9599) loss_fgl_dn_0: 1.0755 (1.0837) loss_fgl_dn_1: 0.9815 (0.9806) loss_fgl_dn_2: 0.9732 (0.9717) loss_fgl_dn_3: 0.9753 (0.9724) loss_fgl_dn_4: 0.9755 (0.9729) loss_fgl_dn_5: 0.9755 (0.9729) loss_giou: 0.5779 (0.5491) loss_giou_aux_0: 0.6073 (0.5741) loss_giou_aux_1: 0.5913 (0.5548) loss_giou_aux_2: 0.5845 (0.5501) loss_giou_aux_3: 0.5792 (0.5492) loss_giou_aux_4: 0.5782 (0.5491) loss_giou_dn_0: 0.5803 (0.5528) loss_giou_dn_1: 0.4664 (0.4408) loss_giou_dn_2: 0.4476 (0.4237) loss_giou_dn_3: 0.4405 (0.4189) loss_giou_dn_4: 0.4388 (0.4179) loss_giou_dn_5: 0.4388 (0.4179) loss_giou_dn_pre: 0.5806 (0.5521) loss_giou_enc_0: 0.6844 (0.6458) loss_giou_pre: 0.6064 (0.5727) loss_ddf_aux_0: 0.0481 (0.0510) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2362 (0.2480) loss_ddf_dn_1: 0.0296 (0.0333) loss_ddf_dn_2: 0.0062 (0.0074) loss_ddf_dn_3: 0.0005 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6517 (0.6460) loss_vfl_aux_0: 0.7082 (0.7151) loss_vfl_aux_1: 0.7023 (0.6917) loss_vfl_aux_2: 0.6742 (0.6734) loss_vfl_aux_3: 0.6534 (0.6567) loss_vfl_aux_4: 0.6511 (0.6478) loss_vfl_dn_0: 0.4843 (0.4839) loss_vfl_dn_1: 0.4186 (0.4145) loss_vfl_dn_2: 0.4075 (0.3983) loss_vfl_dn_3: 0.3992 (0.3902) loss_vfl_dn_4: 0.3936 (0.3874) loss_vfl_dn_5: 0.3925 (0.3869) loss_vfl_dn_pre: 0.4857 (0.4844) loss_vfl_enc_0: 0.7216 (0.7208) loss_vfl_pre: 0.7117 (0.7173) time: 0.7769 data: 0.0368 max mem: 9121 Epoch: [52] [3400/3696] eta: 0:04:07 lr: 0.000013 loss: 30.6185 (30.9620) loss_bbox: 0.1530 (0.1677) loss_bbox_aux_0: 0.1663 (0.1800) loss_bbox_aux_1: 0.1537 (0.1704) loss_bbox_aux_2: 0.1539 (0.1683) loss_bbox_aux_3: 0.1531 (0.1678) loss_bbox_aux_4: 0.1530 (0.1677) loss_bbox_dn_0: 0.2220 (0.2311) loss_bbox_dn_1: 0.1649 (0.1699) loss_bbox_dn_2: 0.1578 (0.1597) loss_bbox_dn_3: 0.1506 (0.1565) loss_bbox_dn_4: 0.1490 (0.1558) loss_bbox_dn_5: 0.1490 (0.1558) loss_bbox_dn_pre: 0.2271 (0.2370) loss_bbox_enc_0: 0.1996 (0.2133) loss_bbox_pre: 0.1655 (0.1803) loss_dfl: 0.9491 (0.9600) loss_fgl_aux_0: 0.9946 (0.9915) loss_fgl_aux_1: 0.9538 (0.9624) loss_fgl_aux_2: 0.9502 (0.9601) loss_fgl_aux_3: 0.9490 (0.9600) loss_fgl_aux_4: 0.9491 (0.9600) loss_fgl_dn_0: 1.0790 (1.0837) loss_fgl_dn_1: 0.9821 (0.9806) loss_fgl_dn_2: 0.9737 (0.9718) loss_fgl_dn_3: 0.9748 (0.9725) loss_fgl_dn_4: 0.9760 (0.9730) loss_fgl_dn_5: 0.9761 (0.9730) loss_giou: 0.5118 (0.5490) loss_giou_aux_0: 0.5399 (0.5741) loss_giou_aux_1: 0.5189 (0.5547) loss_giou_aux_2: 0.5128 (0.5501) loss_giou_aux_3: 0.5123 (0.5492) loss_giou_aux_4: 0.5119 (0.5490) loss_giou_dn_0: 0.5475 (0.5528) loss_giou_dn_1: 0.4410 (0.4407) loss_giou_dn_2: 0.4253 (0.4237) loss_giou_dn_3: 0.4177 (0.4189) loss_giou_dn_4: 0.4156 (0.4178) loss_giou_dn_5: 0.4155 (0.4178) loss_giou_dn_pre: 0.5486 (0.5521) loss_giou_enc_0: 0.6223 (0.6457) loss_giou_pre: 0.5387 (0.5727) loss_ddf_aux_0: 0.0513 (0.0510) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2447 (0.2479) loss_ddf_dn_1: 0.0335 (0.0332) loss_ddf_dn_2: 0.0072 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6623 (0.6460) loss_vfl_aux_0: 0.7306 (0.7150) loss_vfl_aux_1: 0.6998 (0.6917) loss_vfl_aux_2: 0.6856 (0.6733) loss_vfl_aux_3: 0.6592 (0.6567) loss_vfl_aux_4: 0.6600 (0.6478) loss_vfl_dn_0: 0.4831 (0.4839) loss_vfl_dn_1: 0.4135 (0.4145) loss_vfl_dn_2: 0.3975 (0.3984) loss_vfl_dn_3: 0.3867 (0.3902) loss_vfl_dn_4: 0.3820 (0.3874) loss_vfl_dn_5: 0.3818 (0.3869) loss_vfl_dn_pre: 0.4836 (0.4844) loss_vfl_enc_0: 0.7275 (0.7208) loss_vfl_pre: 0.7350 (0.7172) time: 0.7740 data: 0.0251 max mem: 9121 Epoch: [52] [3500/3696] eta: 0:02:43 lr: 0.000013 loss: 30.9834 (30.9642) loss_bbox: 0.1604 (0.1677) loss_bbox_aux_0: 0.1749 (0.1800) loss_bbox_aux_1: 0.1650 (0.1704) loss_bbox_aux_2: 0.1616 (0.1683) loss_bbox_aux_3: 0.1610 (0.1678) loss_bbox_aux_4: 0.1602 (0.1677) loss_bbox_dn_0: 0.2337 (0.2311) loss_bbox_dn_1: 0.1731 (0.1699) loss_bbox_dn_2: 0.1634 (0.1597) loss_bbox_dn_3: 0.1634 (0.1565) loss_bbox_dn_4: 0.1629 (0.1558) loss_bbox_dn_5: 0.1628 (0.1558) loss_bbox_dn_pre: 0.2402 (0.2370) loss_bbox_enc_0: 0.2109 (0.2132) loss_bbox_pre: 0.1757 (0.1803) loss_dfl: 0.9658 (0.9599) loss_fgl_aux_0: 1.0108 (0.9915) loss_fgl_aux_1: 0.9707 (0.9623) loss_fgl_aux_2: 0.9655 (0.9601) loss_fgl_aux_3: 0.9657 (0.9599) loss_fgl_aux_4: 0.9657 (0.9599) loss_fgl_dn_0: 1.0857 (1.0838) loss_fgl_dn_1: 0.9797 (0.9807) loss_fgl_dn_2: 0.9708 (0.9718) loss_fgl_dn_3: 0.9711 (0.9725) loss_fgl_dn_4: 0.9714 (0.9730) loss_fgl_dn_5: 0.9713 (0.9730) loss_giou: 0.4876 (0.5492) loss_giou_aux_0: 0.5246 (0.5742) loss_giou_aux_1: 0.4926 (0.5549) loss_giou_aux_2: 0.4895 (0.5502) loss_giou_aux_3: 0.4877 (0.5493) loss_giou_aux_4: 0.4877 (0.5492) loss_giou_dn_0: 0.5296 (0.5528) loss_giou_dn_1: 0.4245 (0.4408) loss_giou_dn_2: 0.4076 (0.4237) loss_giou_dn_3: 0.4040 (0.4189) loss_giou_dn_4: 0.4014 (0.4179) loss_giou_dn_5: 0.4013 (0.4179) loss_giou_dn_pre: 0.5303 (0.5522) loss_giou_enc_0: 0.5932 (0.6459) loss_giou_pre: 0.5239 (0.5728) loss_ddf_aux_0: 0.0515 (0.0510) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2499 (0.2481) loss_ddf_dn_1: 0.0314 (0.0332) loss_ddf_dn_2: 0.0080 (0.0074) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6652 (0.6460) loss_vfl_aux_0: 0.7189 (0.7150) loss_vfl_aux_1: 0.6981 (0.6917) loss_vfl_aux_2: 0.6866 (0.6734) loss_vfl_aux_3: 0.6700 (0.6567) loss_vfl_aux_4: 0.6626 (0.6478) loss_vfl_dn_0: 0.4854 (0.4840) loss_vfl_dn_1: 0.4158 (0.4146) loss_vfl_dn_2: 0.3995 (0.3984) loss_vfl_dn_3: 0.3920 (0.3903) loss_vfl_dn_4: 0.3889 (0.3875) loss_vfl_dn_5: 0.3884 (0.3870) loss_vfl_dn_pre: 0.4860 (0.4844) loss_vfl_enc_0: 0.7295 (0.7208) loss_vfl_pre: 0.7184 (0.7172) time: 0.7483 data: 0.0239 max mem: 9121 Epoch: [52] [3600/3696] eta: 0:01:19 lr: 0.000013 loss: 31.1965 (30.9644) loss_bbox: 0.1691 (0.1677) loss_bbox_aux_0: 0.1779 (0.1800) loss_bbox_aux_1: 0.1705 (0.1704) loss_bbox_aux_2: 0.1693 (0.1683) loss_bbox_aux_3: 0.1689 (0.1678) loss_bbox_aux_4: 0.1690 (0.1677) loss_bbox_dn_0: 0.2223 (0.2310) loss_bbox_dn_1: 0.1674 (0.1698) loss_bbox_dn_2: 0.1573 (0.1597) loss_bbox_dn_3: 0.1549 (0.1564) loss_bbox_dn_4: 0.1540 (0.1557) loss_bbox_dn_5: 0.1537 (0.1557) loss_bbox_dn_pre: 0.2284 (0.2369) loss_bbox_enc_0: 0.2151 (0.2132) loss_bbox_pre: 0.1794 (0.1803) loss_dfl: 0.9591 (0.9598) loss_fgl_aux_0: 0.9864 (0.9914) loss_fgl_aux_1: 0.9607 (0.9623) loss_fgl_aux_2: 0.9581 (0.9600) loss_fgl_aux_3: 0.9587 (0.9599) loss_fgl_aux_4: 0.9588 (0.9599) loss_fgl_dn_0: 1.0833 (1.0838) loss_fgl_dn_1: 0.9814 (0.9807) loss_fgl_dn_2: 0.9725 (0.9718) loss_fgl_dn_3: 0.9702 (0.9725) loss_fgl_dn_4: 0.9704 (0.9730) loss_fgl_dn_5: 0.9704 (0.9730) loss_giou: 0.5616 (0.5494) loss_giou_aux_0: 0.5903 (0.5744) loss_giou_aux_1: 0.5701 (0.5550) loss_giou_aux_2: 0.5648 (0.5504) loss_giou_aux_3: 0.5614 (0.5495) loss_giou_aux_4: 0.5618 (0.5494) loss_giou_dn_0: 0.5622 (0.5528) loss_giou_dn_1: 0.4472 (0.4408) loss_giou_dn_2: 0.4322 (0.4237) loss_giou_dn_3: 0.4287 (0.4189) loss_giou_dn_4: 0.4280 (0.4179) loss_giou_dn_5: 0.4280 (0.4179) loss_giou_dn_pre: 0.5619 (0.5522) loss_giou_enc_0: 0.6616 (0.6460) loss_giou_pre: 0.5850 (0.5729) loss_ddf_aux_0: 0.0510 (0.0511) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2452 (0.2481) loss_ddf_dn_1: 0.0333 (0.0332) loss_ddf_dn_2: 0.0092 (0.0075) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6310 (0.6461) loss_vfl_aux_0: 0.6975 (0.7148) loss_vfl_aux_1: 0.6734 (0.6918) loss_vfl_aux_2: 0.6506 (0.6734) loss_vfl_aux_3: 0.6388 (0.6567) loss_vfl_aux_4: 0.6348 (0.6478) loss_vfl_dn_0: 0.4825 (0.4839) loss_vfl_dn_1: 0.4159 (0.4146) loss_vfl_dn_2: 0.3984 (0.3984) loss_vfl_dn_3: 0.3917 (0.3903) loss_vfl_dn_4: 0.3909 (0.3875) loss_vfl_dn_5: 0.3905 (0.3870) loss_vfl_dn_pre: 0.4832 (0.4844) loss_vfl_enc_0: 0.6978 (0.7207) loss_vfl_pre: 0.6979 (0.7171) time: 0.9200 data: 0.0293 max mem: 9121 Epoch: [52] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 30.6237 (30.9667) loss_bbox: 0.1656 (0.1678) loss_bbox_aux_0: 0.1737 (0.1801) loss_bbox_aux_1: 0.1671 (0.1705) loss_bbox_aux_2: 0.1669 (0.1684) loss_bbox_aux_3: 0.1654 (0.1679) loss_bbox_aux_4: 0.1656 (0.1678) loss_bbox_dn_0: 0.2315 (0.2311) loss_bbox_dn_1: 0.1602 (0.1698) loss_bbox_dn_2: 0.1539 (0.1597) loss_bbox_dn_3: 0.1521 (0.1564) loss_bbox_dn_4: 0.1521 (0.1557) loss_bbox_dn_5: 0.1520 (0.1557) loss_bbox_dn_pre: 0.2396 (0.2370) loss_bbox_enc_0: 0.2074 (0.2133) loss_bbox_pre: 0.1706 (0.1804) loss_dfl: 0.9516 (0.9597) loss_fgl_aux_0: 0.9865 (0.9913) loss_fgl_aux_1: 0.9588 (0.9622) loss_fgl_aux_2: 0.9545 (0.9599) loss_fgl_aux_3: 0.9522 (0.9598) loss_fgl_aux_4: 0.9516 (0.9597) loss_fgl_dn_0: 1.0809 (1.0838) loss_fgl_dn_1: 0.9798 (0.9807) loss_fgl_dn_2: 0.9719 (0.9718) loss_fgl_dn_3: 0.9733 (0.9725) loss_fgl_dn_4: 0.9735 (0.9730) loss_fgl_dn_5: 0.9736 (0.9730) loss_giou: 0.5249 (0.5496) loss_giou_aux_0: 0.5510 (0.5746) loss_giou_aux_1: 0.5278 (0.5553) loss_giou_aux_2: 0.5237 (0.5507) loss_giou_aux_3: 0.5244 (0.5498) loss_giou_aux_4: 0.5247 (0.5496) loss_giou_dn_0: 0.5504 (0.5530) loss_giou_dn_1: 0.4325 (0.4409) loss_giou_dn_2: 0.4165 (0.4238) loss_giou_dn_3: 0.4116 (0.4190) loss_giou_dn_4: 0.4109 (0.4179) loss_giou_dn_5: 0.4110 (0.4179) loss_giou_dn_pre: 0.5502 (0.5523) loss_giou_enc_0: 0.6233 (0.6462) loss_giou_pre: 0.5508 (0.5732) loss_ddf_aux_0: 0.0488 (0.0511) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2343 (0.2481) loss_ddf_dn_1: 0.0322 (0.0333) loss_ddf_dn_2: 0.0077 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6323 (0.6461) loss_vfl_aux_0: 0.7051 (0.7146) loss_vfl_aux_1: 0.6891 (0.6917) loss_vfl_aux_2: 0.6638 (0.6733) loss_vfl_aux_3: 0.6500 (0.6566) loss_vfl_aux_4: 0.6340 (0.6478) loss_vfl_dn_0: 0.4744 (0.4839) loss_vfl_dn_1: 0.4100 (0.4146) loss_vfl_dn_2: 0.3937 (0.3984) loss_vfl_dn_3: 0.3834 (0.3903) loss_vfl_dn_4: 0.3815 (0.3875) loss_vfl_dn_5: 0.3807 (0.3870) loss_vfl_dn_pre: 0.4755 (0.4844) loss_vfl_enc_0: 0.7171 (0.7205) loss_vfl_pre: 0.7114 (0.7169) time: 0.7489 data: 0.0294 max mem: 9121 Epoch: [52] Total time: 0:51:03 (0.8289 s / it) Averaged stats: lr: 0.000013 loss: 30.6237 (30.9667) loss_bbox: 0.1656 (0.1678) loss_bbox_aux_0: 0.1737 (0.1801) loss_bbox_aux_1: 0.1671 (0.1705) loss_bbox_aux_2: 0.1669 (0.1684) loss_bbox_aux_3: 0.1654 (0.1679) loss_bbox_aux_4: 0.1656 (0.1678) loss_bbox_dn_0: 0.2315 (0.2311) loss_bbox_dn_1: 0.1602 (0.1698) loss_bbox_dn_2: 0.1539 (0.1597) loss_bbox_dn_3: 0.1521 (0.1564) loss_bbox_dn_4: 0.1521 (0.1557) loss_bbox_dn_5: 0.1520 (0.1557) loss_bbox_dn_pre: 0.2396 (0.2370) loss_bbox_enc_0: 0.2074 (0.2133) loss_bbox_pre: 0.1706 (0.1804) loss_dfl: 0.9516 (0.9597) loss_fgl_aux_0: 0.9865 (0.9913) loss_fgl_aux_1: 0.9588 (0.9622) loss_fgl_aux_2: 0.9545 (0.9599) loss_fgl_aux_3: 0.9522 (0.9598) loss_fgl_aux_4: 0.9516 (0.9597) loss_fgl_dn_0: 1.0809 (1.0838) loss_fgl_dn_1: 0.9798 (0.9807) loss_fgl_dn_2: 0.9719 (0.9718) loss_fgl_dn_3: 0.9733 (0.9725) loss_fgl_dn_4: 0.9735 (0.9730) loss_fgl_dn_5: 0.9736 (0.9730) loss_giou: 0.5249 (0.5496) loss_giou_aux_0: 0.5510 (0.5746) loss_giou_aux_1: 0.5278 (0.5553) loss_giou_aux_2: 0.5237 (0.5507) loss_giou_aux_3: 0.5244 (0.5498) loss_giou_aux_4: 0.5247 (0.5496) loss_giou_dn_0: 0.5504 (0.5530) loss_giou_dn_1: 0.4325 (0.4409) loss_giou_dn_2: 0.4165 (0.4238) loss_giou_dn_3: 0.4116 (0.4190) loss_giou_dn_4: 0.4109 (0.4179) loss_giou_dn_5: 0.4110 (0.4179) loss_giou_dn_pre: 0.5502 (0.5523) loss_giou_enc_0: 0.6233 (0.6462) loss_giou_pre: 0.5508 (0.5732) loss_ddf_aux_0: 0.0488 (0.0511) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2343 (0.2481) loss_ddf_dn_1: 0.0322 (0.0333) loss_ddf_dn_2: 0.0077 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6323 (0.6461) loss_vfl_aux_0: 0.7051 (0.7146) loss_vfl_aux_1: 0.6891 (0.6917) loss_vfl_aux_2: 0.6638 (0.6733) loss_vfl_aux_3: 0.6500 (0.6566) loss_vfl_aux_4: 0.6340 (0.6478) loss_vfl_dn_0: 0.4744 (0.4839) loss_vfl_dn_1: 0.4100 (0.4146) loss_vfl_dn_2: 0.3937 (0.3984) loss_vfl_dn_3: 0.3834 (0.3903) loss_vfl_dn_4: 0.3815 (0.3875) loss_vfl_dn_5: 0.3807 (0.3870) loss_vfl_dn_pre: 0.4755 (0.4844) loss_vfl_enc_0: 0.7171 (0.7205) loss_vfl_pre: 0.7114 (0.7169) Test: [ 0/79] eta: 0:03:20 time: 2.5360 data: 1.9834 max mem: 9121 Test: [10/79] eta: 0:01:09 time: 1.0004 data: 0.2299 max mem: 9121 Test: [20/79] eta: 0:00:48 time: 0.7276 data: 0.0601 max mem: 9121 Test: [30/79] eta: 0:00:36 time: 0.6124 data: 0.0636 max mem: 9121 Test: [40/79] eta: 0:00:29 time: 0.7062 data: 0.0633 max mem: 9121 Test: [50/79] eta: 0:00:21 time: 0.6898 data: 0.0609 max mem: 9121 Test: [60/79] eta: 0:00:13 time: 0.5955 data: 0.0630 max mem: 9121 Test: [70/79] eta: 0:00:06 time: 0.6073 data: 0.0684 max mem: 9121 Test: [78/79] eta: 0:00:00 time: 0.6817 data: 0.1714 max mem: 9121 Test: Total time: 0:00:55 (0.7079 s / it) Averaged stats: Accumulating evaluation results... DONE (t=23.14s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.538 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.716 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.583 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.354 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.719 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.394 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.663 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.728 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.566 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.772 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 best_stat: {'epoch': 52, 'coco_eval_bbox': 0.5384078232864739} Epoch: [53] [ 0/3696] eta: 5:27:00 lr: 0.000013 loss: 29.0145 (29.0145) loss_bbox: 0.1887 (0.1887) loss_bbox_aux_0: 0.2035 (0.2035) loss_bbox_aux_1: 0.1897 (0.1897) loss_bbox_aux_2: 0.1899 (0.1899) loss_bbox_aux_3: 0.1890 (0.1890) loss_bbox_aux_4: 0.1888 (0.1888) loss_bbox_dn_0: 0.2644 (0.2644) loss_bbox_dn_1: 0.1944 (0.1944) loss_bbox_dn_2: 0.1794 (0.1794) loss_bbox_dn_3: 0.1761 (0.1761) loss_bbox_dn_4: 0.1762 (0.1762) loss_bbox_dn_5: 0.1762 (0.1762) loss_bbox_dn_pre: 0.2716 (0.2716) loss_bbox_enc_0: 0.2319 (0.2319) loss_bbox_pre: 0.2051 (0.2051) loss_dfl: 0.9597 (0.9597) loss_fgl_aux_0: 1.0003 (1.0003) loss_fgl_aux_1: 0.9621 (0.9621) loss_fgl_aux_2: 0.9584 (0.9584) loss_fgl_aux_3: 0.9599 (0.9599) loss_fgl_aux_4: 0.9596 (0.9596) loss_fgl_dn_0: 1.0809 (1.0809) loss_fgl_dn_1: 0.9549 (0.9549) loss_fgl_dn_2: 0.9389 (0.9389) loss_fgl_dn_3: 0.9375 (0.9375) loss_fgl_dn_4: 0.9383 (0.9383) loss_fgl_dn_5: 0.9383 (0.9383) loss_giou: 0.4317 (0.4317) loss_giou_aux_0: 0.4564 (0.4564) loss_giou_aux_1: 0.4377 (0.4377) loss_giou_aux_2: 0.4351 (0.4351) loss_giou_aux_3: 0.4318 (0.4318) loss_giou_aux_4: 0.4318 (0.4318) loss_giou_dn_0: 0.4741 (0.4741) loss_giou_dn_1: 0.3671 (0.3671) loss_giou_dn_2: 0.3514 (0.3514) loss_giou_dn_3: 0.3494 (0.3494) loss_giou_dn_4: 0.3485 (0.3485) loss_giou_dn_5: 0.3485 (0.3485) loss_giou_dn_pre: 0.4732 (0.4732) loss_giou_enc_0: 0.5165 (0.5165) loss_giou_pre: 0.4571 (0.4571) loss_ddf_aux_0: 0.0510 (0.0510) loss_ddf_aux_1: 0.0061 (0.0061) loss_ddf_aux_2: 0.0013 (0.0013) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2398 (0.2398) loss_ddf_dn_1: 0.0321 (0.0321) loss_ddf_dn_2: 0.0089 (0.0089) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.5638 (0.5638) loss_vfl_aux_0: 0.6312 (0.6312) loss_vfl_aux_1: 0.6219 (0.6219) loss_vfl_aux_2: 0.5963 (0.5963) loss_vfl_aux_3: 0.5777 (0.5777) loss_vfl_aux_4: 0.5672 (0.5672) loss_vfl_dn_0: 0.4852 (0.4852) loss_vfl_dn_1: 0.4105 (0.4105) loss_vfl_dn_2: 0.3893 (0.3893) loss_vfl_dn_3: 0.3748 (0.3748) loss_vfl_dn_4: 0.3698 (0.3698) loss_vfl_dn_5: 0.3689 (0.3689) loss_vfl_dn_pre: 0.4843 (0.4843) loss_vfl_enc_0: 0.6788 (0.6788) loss_vfl_pre: 0.6301 (0.6301) time: 5.3087 data: 1.7697 max mem: 9121 Epoch: [53] [ 100/3696] eta: 1:10:27 lr: 0.000013 loss: 30.8992 (30.9163) loss_bbox: 0.1704 (0.1663) loss_bbox_aux_0: 0.1866 (0.1796) loss_bbox_aux_1: 0.1722 (0.1695) loss_bbox_aux_2: 0.1707 (0.1672) loss_bbox_aux_3: 0.1704 (0.1665) loss_bbox_aux_4: 0.1705 (0.1663) loss_bbox_dn_0: 0.2233 (0.2196) loss_bbox_dn_1: 0.1584 (0.1602) loss_bbox_dn_2: 0.1470 (0.1508) loss_bbox_dn_3: 0.1427 (0.1477) loss_bbox_dn_4: 0.1419 (0.1470) loss_bbox_dn_5: 0.1420 (0.1470) loss_bbox_dn_pre: 0.2351 (0.2258) loss_bbox_enc_0: 0.2171 (0.2119) loss_bbox_pre: 0.1872 (0.1800) loss_dfl: 0.9416 (0.9537) loss_fgl_aux_0: 0.9714 (0.9860) loss_fgl_aux_1: 0.9392 (0.9565) loss_fgl_aux_2: 0.9403 (0.9539) loss_fgl_aux_3: 0.9410 (0.9538) loss_fgl_aux_4: 0.9416 (0.9537) loss_fgl_dn_0: 1.0741 (1.0853) loss_fgl_dn_1: 0.9700 (0.9823) loss_fgl_dn_2: 0.9609 (0.9735) loss_fgl_dn_3: 0.9601 (0.9742) loss_fgl_dn_4: 0.9609 (0.9746) loss_fgl_dn_5: 0.9609 (0.9746) loss_giou: 0.5177 (0.5697) loss_giou_aux_0: 0.5433 (0.5947) loss_giou_aux_1: 0.5265 (0.5753) loss_giou_aux_2: 0.5208 (0.5709) loss_giou_aux_3: 0.5193 (0.5698) loss_giou_aux_4: 0.5178 (0.5697) loss_giou_dn_0: 0.5671 (0.5546) loss_giou_dn_1: 0.4480 (0.4429) loss_giou_dn_2: 0.4318 (0.4263) loss_giou_dn_3: 0.4258 (0.4213) loss_giou_dn_4: 0.4226 (0.4202) loss_giou_dn_5: 0.4227 (0.4202) loss_giou_dn_pre: 0.5649 (0.5543) loss_giou_enc_0: 0.6266 (0.6670) loss_giou_pre: 0.5395 (0.5933) loss_ddf_aux_0: 0.0520 (0.0520) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0016 (0.0017) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2384 (0.2441) loss_ddf_dn_1: 0.0322 (0.0335) loss_ddf_dn_2: 0.0084 (0.0085) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6167 (0.6340) loss_vfl_aux_0: 0.6868 (0.6967) loss_vfl_aux_1: 0.6613 (0.6781) loss_vfl_aux_2: 0.6561 (0.6600) loss_vfl_aux_3: 0.6440 (0.6443) loss_vfl_aux_4: 0.6296 (0.6349) loss_vfl_dn_0: 0.4754 (0.4824) loss_vfl_dn_1: 0.4081 (0.4127) loss_vfl_dn_2: 0.3953 (0.3968) loss_vfl_dn_3: 0.3881 (0.3891) loss_vfl_dn_4: 0.3849 (0.3866) loss_vfl_dn_5: 0.3834 (0.3862) loss_vfl_dn_pre: 0.4762 (0.4828) loss_vfl_enc_0: 0.7021 (0.7066) loss_vfl_pre: 0.6810 (0.6988) time: 0.8708 data: 0.0228 max mem: 9121 Epoch: [53] [ 200/3696] eta: 1:05:47 lr: 0.000013 loss: 30.7703 (30.9572) loss_bbox: 0.1807 (0.1695) loss_bbox_aux_0: 0.1987 (0.1831) loss_bbox_aux_1: 0.1821 (0.1727) loss_bbox_aux_2: 0.1803 (0.1703) loss_bbox_aux_3: 0.1806 (0.1697) loss_bbox_aux_4: 0.1806 (0.1696) loss_bbox_dn_0: 0.2523 (0.2280) loss_bbox_dn_1: 0.1837 (0.1676) loss_bbox_dn_2: 0.1793 (0.1577) loss_bbox_dn_3: 0.1742 (0.1544) loss_bbox_dn_4: 0.1726 (0.1538) loss_bbox_dn_5: 0.1724 (0.1537) loss_bbox_dn_pre: 0.2628 (0.2343) loss_bbox_enc_0: 0.2399 (0.2166) loss_bbox_pre: 0.1976 (0.1834) loss_dfl: 0.9524 (0.9529) loss_fgl_aux_0: 0.9860 (0.9847) loss_fgl_aux_1: 0.9555 (0.9555) loss_fgl_aux_2: 0.9518 (0.9529) loss_fgl_aux_3: 0.9515 (0.9529) loss_fgl_aux_4: 0.9515 (0.9528) loss_fgl_dn_0: 1.0814 (1.0845) loss_fgl_dn_1: 0.9728 (0.9805) loss_fgl_dn_2: 0.9671 (0.9716) loss_fgl_dn_3: 0.9668 (0.9723) loss_fgl_dn_4: 0.9672 (0.9728) loss_fgl_dn_5: 0.9671 (0.9728) loss_giou: 0.5128 (0.5628) loss_giou_aux_0: 0.5504 (0.5886) loss_giou_aux_1: 0.5229 (0.5687) loss_giou_aux_2: 0.5161 (0.5642) loss_giou_aux_3: 0.5145 (0.5630) loss_giou_aux_4: 0.5134 (0.5629) loss_giou_dn_0: 0.5361 (0.5550) loss_giou_dn_1: 0.4268 (0.4430) loss_giou_dn_2: 0.4040 (0.4263) loss_giou_dn_3: 0.4014 (0.4215) loss_giou_dn_4: 0.4009 (0.4205) loss_giou_dn_5: 0.4008 (0.4205) loss_giou_dn_pre: 0.5373 (0.5547) loss_giou_enc_0: 0.6239 (0.6605) loss_giou_pre: 0.5495 (0.5870) loss_ddf_aux_0: 0.0501 (0.0530) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0016 (0.0017) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2414 (0.2475) loss_ddf_dn_1: 0.0318 (0.0334) loss_ddf_dn_2: 0.0080 (0.0084) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6393 (0.6346) loss_vfl_aux_0: 0.7264 (0.7023) loss_vfl_aux_1: 0.6821 (0.6799) loss_vfl_aux_2: 0.6687 (0.6617) loss_vfl_aux_3: 0.6488 (0.6445) loss_vfl_aux_4: 0.6334 (0.6360) loss_vfl_dn_0: 0.4760 (0.4829) loss_vfl_dn_1: 0.4116 (0.4138) loss_vfl_dn_2: 0.3951 (0.3980) loss_vfl_dn_3: 0.3874 (0.3900) loss_vfl_dn_4: 0.3861 (0.3873) loss_vfl_dn_5: 0.3839 (0.3868) loss_vfl_dn_pre: 0.4767 (0.4834) loss_vfl_enc_0: 0.7137 (0.7089) loss_vfl_pre: 0.7262 (0.7047) time: 0.7545 data: 0.0241 max mem: 9121 Epoch: [53] [ 300/3696] eta: 1:09:19 lr: 0.000013 loss: 30.4074 (30.9596) loss_bbox: 0.1628 (0.1692) loss_bbox_aux_0: 0.1813 (0.1822) loss_bbox_aux_1: 0.1638 (0.1721) loss_bbox_aux_2: 0.1623 (0.1699) loss_bbox_aux_3: 0.1627 (0.1693) loss_bbox_aux_4: 0.1628 (0.1692) loss_bbox_dn_0: 0.2298 (0.2302) loss_bbox_dn_1: 0.1634 (0.1687) loss_bbox_dn_2: 0.1549 (0.1588) loss_bbox_dn_3: 0.1525 (0.1556) loss_bbox_dn_4: 0.1522 (0.1550) loss_bbox_dn_5: 0.1520 (0.1550) loss_bbox_dn_pre: 0.2368 (0.2364) loss_bbox_enc_0: 0.2103 (0.2156) loss_bbox_pre: 0.1809 (0.1825) loss_dfl: 0.9537 (0.9537) loss_fgl_aux_0: 0.9911 (0.9855) loss_fgl_aux_1: 0.9601 (0.9561) loss_fgl_aux_2: 0.9541 (0.9538) loss_fgl_aux_3: 0.9547 (0.9537) loss_fgl_aux_4: 0.9539 (0.9536) loss_fgl_dn_0: 1.0821 (1.0834) loss_fgl_dn_1: 0.9699 (0.9799) loss_fgl_dn_2: 0.9637 (0.9711) loss_fgl_dn_3: 0.9668 (0.9718) loss_fgl_dn_4: 0.9671 (0.9722) loss_fgl_dn_5: 0.9671 (0.9722) loss_giou: 0.5323 (0.5589) loss_giou_aux_0: 0.5527 (0.5841) loss_giou_aux_1: 0.5363 (0.5646) loss_giou_aux_2: 0.5320 (0.5600) loss_giou_aux_3: 0.5323 (0.5590) loss_giou_aux_4: 0.5321 (0.5589) loss_giou_dn_0: 0.5485 (0.5554) loss_giou_dn_1: 0.4355 (0.4429) loss_giou_dn_2: 0.4198 (0.4260) loss_giou_dn_3: 0.4153 (0.4212) loss_giou_dn_4: 0.4135 (0.4202) loss_giou_dn_5: 0.4135 (0.4202) loss_giou_dn_pre: 0.5452 (0.5549) loss_giou_enc_0: 0.6078 (0.6559) loss_giou_pre: 0.5516 (0.5827) loss_ddf_aux_0: 0.0511 (0.0530) loss_ddf_aux_1: 0.0069 (0.0074) loss_ddf_aux_2: 0.0015 (0.0017) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2471 (0.2489) loss_ddf_dn_1: 0.0330 (0.0333) loss_ddf_dn_2: 0.0077 (0.0081) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6409 (0.6352) loss_vfl_aux_0: 0.7092 (0.7082) loss_vfl_aux_1: 0.6998 (0.6840) loss_vfl_aux_2: 0.6774 (0.6655) loss_vfl_aux_3: 0.6616 (0.6468) loss_vfl_aux_4: 0.6371 (0.6375) loss_vfl_dn_0: 0.4837 (0.4832) loss_vfl_dn_1: 0.4175 (0.4145) loss_vfl_dn_2: 0.3994 (0.3987) loss_vfl_dn_3: 0.3859 (0.3906) loss_vfl_dn_4: 0.3846 (0.3878) loss_vfl_dn_5: 0.3834 (0.3873) loss_vfl_dn_pre: 0.4842 (0.4837) loss_vfl_enc_0: 0.7136 (0.7115) loss_vfl_pre: 0.7088 (0.7103) time: 0.6904 data: 0.0203 max mem: 9121 Epoch: [53] [ 400/3696] eta: 1:01:15 lr: 0.000013 loss: 30.8188 (30.9084) loss_bbox: 0.1798 (0.1683) loss_bbox_aux_0: 0.1930 (0.1810) loss_bbox_aux_1: 0.1837 (0.1712) loss_bbox_aux_2: 0.1802 (0.1690) loss_bbox_aux_3: 0.1802 (0.1684) loss_bbox_aux_4: 0.1798 (0.1683) loss_bbox_dn_0: 0.2372 (0.2301) loss_bbox_dn_1: 0.1744 (0.1683) loss_bbox_dn_2: 0.1619 (0.1583) loss_bbox_dn_3: 0.1585 (0.1551) loss_bbox_dn_4: 0.1573 (0.1544) loss_bbox_dn_5: 0.1573 (0.1544) loss_bbox_dn_pre: 0.2450 (0.2361) loss_bbox_enc_0: 0.2249 (0.2146) loss_bbox_pre: 0.1941 (0.1814) loss_dfl: 0.9668 (0.9546) loss_fgl_aux_0: 1.0027 (0.9863) loss_fgl_aux_1: 0.9696 (0.9570) loss_fgl_aux_2: 0.9667 (0.9547) loss_fgl_aux_3: 0.9671 (0.9546) loss_fgl_aux_4: 0.9668 (0.9546) loss_fgl_dn_0: 1.0820 (1.0838) loss_fgl_dn_1: 0.9742 (0.9797) loss_fgl_dn_2: 0.9669 (0.9708) loss_fgl_dn_3: 0.9678 (0.9716) loss_fgl_dn_4: 0.9680 (0.9720) loss_fgl_dn_5: 0.9680 (0.9720) loss_giou: 0.5163 (0.5549) loss_giou_aux_0: 0.5392 (0.5800) loss_giou_aux_1: 0.5209 (0.5604) loss_giou_aux_2: 0.5185 (0.5559) loss_giou_aux_3: 0.5167 (0.5550) loss_giou_aux_4: 0.5162 (0.5549) loss_giou_dn_0: 0.5353 (0.5535) loss_giou_dn_1: 0.4250 (0.4405) loss_giou_dn_2: 0.4048 (0.4236) loss_giou_dn_3: 0.3979 (0.4188) loss_giou_dn_4: 0.3965 (0.4177) loss_giou_dn_5: 0.3965 (0.4177) loss_giou_dn_pre: 0.5343 (0.5529) loss_giou_enc_0: 0.6235 (0.6517) loss_giou_pre: 0.5381 (0.5786) loss_ddf_aux_0: 0.0523 (0.0532) loss_ddf_aux_1: 0.0075 (0.0074) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2481 (0.2500) loss_ddf_dn_1: 0.0358 (0.0334) loss_ddf_dn_2: 0.0086 (0.0081) loss_ddf_dn_3: 0.0010 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6479 (0.6361) loss_vfl_aux_0: 0.7172 (0.7081) loss_vfl_aux_1: 0.6811 (0.6844) loss_vfl_aux_2: 0.6714 (0.6660) loss_vfl_aux_3: 0.6495 (0.6472) loss_vfl_aux_4: 0.6516 (0.6383) loss_vfl_dn_0: 0.4833 (0.4831) loss_vfl_dn_1: 0.4201 (0.4142) loss_vfl_dn_2: 0.4005 (0.3982) loss_vfl_dn_3: 0.3889 (0.3902) loss_vfl_dn_4: 0.3868 (0.3873) loss_vfl_dn_5: 0.3856 (0.3868) loss_vfl_dn_pre: 0.4841 (0.4836) loss_vfl_enc_0: 0.7083 (0.7132) loss_vfl_pre: 0.7219 (0.7099) time: 0.7400 data: 0.0231 max mem: 9121 Epoch: [53] [ 500/3696] eta: 0:55:31 lr: 0.000013 loss: 30.4566 (30.8614) loss_bbox: 0.1609 (0.1674) loss_bbox_aux_0: 0.1701 (0.1799) loss_bbox_aux_1: 0.1629 (0.1702) loss_bbox_aux_2: 0.1602 (0.1680) loss_bbox_aux_3: 0.1609 (0.1675) loss_bbox_aux_4: 0.1609 (0.1674) loss_bbox_dn_0: 0.2204 (0.2287) loss_bbox_dn_1: 0.1621 (0.1672) loss_bbox_dn_2: 0.1550 (0.1573) loss_bbox_dn_3: 0.1510 (0.1542) loss_bbox_dn_4: 0.1498 (0.1535) loss_bbox_dn_5: 0.1498 (0.1535) loss_bbox_dn_pre: 0.2239 (0.2347) loss_bbox_enc_0: 0.2049 (0.2135) loss_bbox_pre: 0.1704 (0.1802) loss_dfl: 0.9647 (0.9554) loss_fgl_aux_0: 0.9989 (0.9872) loss_fgl_aux_1: 0.9692 (0.9578) loss_fgl_aux_2: 0.9650 (0.9555) loss_fgl_aux_3: 0.9650 (0.9554) loss_fgl_aux_4: 0.9648 (0.9554) loss_fgl_dn_0: 1.0928 (1.0839) loss_fgl_dn_1: 0.9756 (0.9795) loss_fgl_dn_2: 0.9692 (0.9706) loss_fgl_dn_3: 0.9687 (0.9714) loss_fgl_dn_4: 0.9707 (0.9718) loss_fgl_dn_5: 0.9707 (0.9718) loss_giou: 0.5046 (0.5533) loss_giou_aux_0: 0.5294 (0.5784) loss_giou_aux_1: 0.5115 (0.5588) loss_giou_aux_2: 0.5033 (0.5543) loss_giou_aux_3: 0.5043 (0.5535) loss_giou_aux_4: 0.5044 (0.5533) loss_giou_dn_0: 0.5284 (0.5526) loss_giou_dn_1: 0.4191 (0.4396) loss_giou_dn_2: 0.4036 (0.4228) loss_giou_dn_3: 0.3950 (0.4179) loss_giou_dn_4: 0.3941 (0.4169) loss_giou_dn_5: 0.3942 (0.4169) loss_giou_dn_pre: 0.5279 (0.5520) loss_giou_enc_0: 0.6000 (0.6505) loss_giou_pre: 0.5283 (0.5770) loss_ddf_aux_0: 0.0495 (0.0525) loss_ddf_aux_1: 0.0063 (0.0073) loss_ddf_aux_2: 0.0012 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2417 (0.2497) loss_ddf_dn_1: 0.0312 (0.0334) loss_ddf_dn_2: 0.0072 (0.0081) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6387 (0.6350) loss_vfl_aux_0: 0.6981 (0.7055) loss_vfl_aux_1: 0.6876 (0.6832) loss_vfl_aux_2: 0.6661 (0.6654) loss_vfl_aux_3: 0.6490 (0.6459) loss_vfl_aux_4: 0.6351 (0.6370) loss_vfl_dn_0: 0.4824 (0.4827) loss_vfl_dn_1: 0.4081 (0.4137) loss_vfl_dn_2: 0.3931 (0.3978) loss_vfl_dn_3: 0.3839 (0.3897) loss_vfl_dn_4: 0.3824 (0.3869) loss_vfl_dn_5: 0.3807 (0.3863) loss_vfl_dn_pre: 0.4830 (0.4832) loss_vfl_enc_0: 0.6953 (0.7112) loss_vfl_pre: 0.7001 (0.7075) time: 0.7191 data: 0.0239 max mem: 9121 Epoch: [53] [ 600/3696] eta: 0:53:58 lr: 0.000013 loss: 30.9847 (30.8791) loss_bbox: 0.1652 (0.1678) loss_bbox_aux_0: 0.1774 (0.1802) loss_bbox_aux_1: 0.1690 (0.1706) loss_bbox_aux_2: 0.1662 (0.1684) loss_bbox_aux_3: 0.1654 (0.1679) loss_bbox_aux_4: 0.1652 (0.1678) loss_bbox_dn_0: 0.2363 (0.2292) loss_bbox_dn_1: 0.1691 (0.1679) loss_bbox_dn_2: 0.1581 (0.1580) loss_bbox_dn_3: 0.1533 (0.1549) loss_bbox_dn_4: 0.1527 (0.1542) loss_bbox_dn_5: 0.1527 (0.1542) loss_bbox_dn_pre: 0.2416 (0.2352) loss_bbox_enc_0: 0.2105 (0.2138) loss_bbox_pre: 0.1773 (0.1805) loss_dfl: 0.9441 (0.9560) loss_fgl_aux_0: 0.9795 (0.9876) loss_fgl_aux_1: 0.9502 (0.9584) loss_fgl_aux_2: 0.9441 (0.9561) loss_fgl_aux_3: 0.9436 (0.9560) loss_fgl_aux_4: 0.9440 (0.9560) loss_fgl_dn_0: 1.0844 (1.0837) loss_fgl_dn_1: 0.9849 (0.9798) loss_fgl_dn_2: 0.9779 (0.9709) loss_fgl_dn_3: 0.9764 (0.9717) loss_fgl_dn_4: 0.9778 (0.9721) loss_fgl_dn_5: 0.9779 (0.9721) loss_giou: 0.5351 (0.5525) loss_giou_aux_0: 0.5573 (0.5775) loss_giou_aux_1: 0.5393 (0.5580) loss_giou_aux_2: 0.5344 (0.5536) loss_giou_aux_3: 0.5349 (0.5527) loss_giou_aux_4: 0.5350 (0.5525) loss_giou_dn_0: 0.5441 (0.5516) loss_giou_dn_1: 0.4376 (0.4393) loss_giou_dn_2: 0.4237 (0.4225) loss_giou_dn_3: 0.4183 (0.4177) loss_giou_dn_4: 0.4159 (0.4167) loss_giou_dn_5: 0.4159 (0.4167) loss_giou_dn_pre: 0.5429 (0.5510) loss_giou_enc_0: 0.6319 (0.6498) loss_giou_pre: 0.5551 (0.5760) loss_ddf_aux_0: 0.0520 (0.0522) loss_ddf_aux_1: 0.0070 (0.0072) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2495 (0.2482) loss_ddf_dn_1: 0.0342 (0.0331) loss_ddf_dn_2: 0.0084 (0.0080) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6485 (0.6372) loss_vfl_aux_0: 0.7092 (0.7072) loss_vfl_aux_1: 0.6896 (0.6849) loss_vfl_aux_2: 0.6726 (0.6670) loss_vfl_aux_3: 0.6617 (0.6484) loss_vfl_aux_4: 0.6517 (0.6393) loss_vfl_dn_0: 0.4882 (0.4831) loss_vfl_dn_1: 0.4180 (0.4139) loss_vfl_dn_2: 0.4055 (0.3981) loss_vfl_dn_3: 0.3944 (0.3899) loss_vfl_dn_4: 0.3931 (0.3870) loss_vfl_dn_5: 0.3927 (0.3865) loss_vfl_dn_pre: 0.4893 (0.4836) loss_vfl_enc_0: 0.7211 (0.7130) loss_vfl_pre: 0.7107 (0.7093) time: 0.7290 data: 0.0227 max mem: 9121 Epoch: [53] [ 700/3696] eta: 0:51:27 lr: 0.000013 loss: 30.6963 (30.8914) loss_bbox: 0.1603 (0.1679) loss_bbox_aux_0: 0.1733 (0.1804) loss_bbox_aux_1: 0.1634 (0.1708) loss_bbox_aux_2: 0.1604 (0.1685) loss_bbox_aux_3: 0.1604 (0.1680) loss_bbox_aux_4: 0.1603 (0.1679) loss_bbox_dn_0: 0.2098 (0.2291) loss_bbox_dn_1: 0.1546 (0.1679) loss_bbox_dn_2: 0.1435 (0.1580) loss_bbox_dn_3: 0.1393 (0.1549) loss_bbox_dn_4: 0.1397 (0.1542) loss_bbox_dn_5: 0.1396 (0.1542) loss_bbox_dn_pre: 0.2158 (0.2351) loss_bbox_enc_0: 0.2049 (0.2141) loss_bbox_pre: 0.1738 (0.1807) loss_dfl: 0.9520 (0.9560) loss_fgl_aux_0: 0.9841 (0.9878) loss_fgl_aux_1: 0.9529 (0.9584) loss_fgl_aux_2: 0.9517 (0.9561) loss_fgl_aux_3: 0.9525 (0.9560) loss_fgl_aux_4: 0.9520 (0.9560) loss_fgl_dn_0: 1.0811 (1.0840) loss_fgl_dn_1: 0.9819 (0.9802) loss_fgl_dn_2: 0.9731 (0.9713) loss_fgl_dn_3: 0.9739 (0.9721) loss_fgl_dn_4: 0.9738 (0.9725) loss_fgl_dn_5: 0.9737 (0.9725) loss_giou: 0.5267 (0.5538) loss_giou_aux_0: 0.5518 (0.5786) loss_giou_aux_1: 0.5353 (0.5593) loss_giou_aux_2: 0.5312 (0.5549) loss_giou_aux_3: 0.5268 (0.5539) loss_giou_aux_4: 0.5267 (0.5538) loss_giou_dn_0: 0.5380 (0.5519) loss_giou_dn_1: 0.4374 (0.4397) loss_giou_dn_2: 0.4201 (0.4229) loss_giou_dn_3: 0.4137 (0.4181) loss_giou_dn_4: 0.4130 (0.4171) loss_giou_dn_5: 0.4129 (0.4171) loss_giou_dn_pre: 0.5408 (0.5513) loss_giou_enc_0: 0.6405 (0.6510) loss_giou_pre: 0.5491 (0.5772) loss_ddf_aux_0: 0.0561 (0.0522) loss_ddf_aux_1: 0.0076 (0.0072) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2547 (0.2482) loss_ddf_dn_1: 0.0341 (0.0331) loss_ddf_dn_2: 0.0077 (0.0079) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6523 (0.6372) loss_vfl_aux_0: 0.7189 (0.7067) loss_vfl_aux_1: 0.7035 (0.6841) loss_vfl_aux_2: 0.6724 (0.6668) loss_vfl_aux_3: 0.6644 (0.6482) loss_vfl_aux_4: 0.6467 (0.6392) loss_vfl_dn_0: 0.4855 (0.4829) loss_vfl_dn_1: 0.4198 (0.4137) loss_vfl_dn_2: 0.3989 (0.3978) loss_vfl_dn_3: 0.3912 (0.3898) loss_vfl_dn_4: 0.3876 (0.3868) loss_vfl_dn_5: 0.3856 (0.3863) loss_vfl_dn_pre: 0.4847 (0.4834) loss_vfl_enc_0: 0.7024 (0.7127) loss_vfl_pre: 0.7182 (0.7088) time: 0.7352 data: 0.0254 max mem: 9121 Epoch: [53] [ 800/3696] eta: 0:48:06 lr: 0.000013 loss: 30.1455 (30.8661) loss_bbox: 0.1687 (0.1672) loss_bbox_aux_0: 0.1792 (0.1797) loss_bbox_aux_1: 0.1708 (0.1701) loss_bbox_aux_2: 0.1686 (0.1679) loss_bbox_aux_3: 0.1691 (0.1673) loss_bbox_aux_4: 0.1688 (0.1673) loss_bbox_dn_0: 0.2324 (0.2289) loss_bbox_dn_1: 0.1721 (0.1677) loss_bbox_dn_2: 0.1594 (0.1577) loss_bbox_dn_3: 0.1545 (0.1546) loss_bbox_dn_4: 0.1533 (0.1539) loss_bbox_dn_5: 0.1533 (0.1539) loss_bbox_dn_pre: 0.2427 (0.2349) loss_bbox_enc_0: 0.2073 (0.2132) loss_bbox_pre: 0.1800 (0.1800) loss_dfl: 0.9357 (0.9562) loss_fgl_aux_0: 0.9694 (0.9882) loss_fgl_aux_1: 0.9365 (0.9587) loss_fgl_aux_2: 0.9352 (0.9563) loss_fgl_aux_3: 0.9353 (0.9562) loss_fgl_aux_4: 0.9357 (0.9562) loss_fgl_dn_0: 1.0742 (1.0842) loss_fgl_dn_1: 0.9655 (0.9802) loss_fgl_dn_2: 0.9512 (0.9712) loss_fgl_dn_3: 0.9530 (0.9720) loss_fgl_dn_4: 0.9534 (0.9724) loss_fgl_dn_5: 0.9535 (0.9724) loss_giou: 0.5154 (0.5529) loss_giou_aux_0: 0.5375 (0.5779) loss_giou_aux_1: 0.5246 (0.5585) loss_giou_aux_2: 0.5154 (0.5540) loss_giou_aux_3: 0.5167 (0.5531) loss_giou_aux_4: 0.5158 (0.5529) loss_giou_dn_0: 0.5308 (0.5517) loss_giou_dn_1: 0.4180 (0.4392) loss_giou_dn_2: 0.4027 (0.4223) loss_giou_dn_3: 0.3980 (0.4175) loss_giou_dn_4: 0.3968 (0.4165) loss_giou_dn_5: 0.3968 (0.4165) loss_giou_dn_pre: 0.5295 (0.5511) loss_giou_enc_0: 0.6011 (0.6502) loss_giou_pre: 0.5391 (0.5764) loss_ddf_aux_0: 0.0509 (0.0521) loss_ddf_aux_1: 0.0069 (0.0072) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2587 (0.2485) loss_ddf_dn_1: 0.0349 (0.0332) loss_ddf_dn_2: 0.0075 (0.0079) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6258 (0.6361) loss_vfl_aux_0: 0.6992 (0.7060) loss_vfl_aux_1: 0.6852 (0.6836) loss_vfl_aux_2: 0.6638 (0.6657) loss_vfl_aux_3: 0.6379 (0.6473) loss_vfl_aux_4: 0.6259 (0.6381) loss_vfl_dn_0: 0.4762 (0.4826) loss_vfl_dn_1: 0.3964 (0.4134) loss_vfl_dn_2: 0.3832 (0.3973) loss_vfl_dn_3: 0.3741 (0.3893) loss_vfl_dn_4: 0.3714 (0.3864) loss_vfl_dn_5: 0.3712 (0.3859) loss_vfl_dn_pre: 0.4760 (0.4831) loss_vfl_enc_0: 0.6986 (0.7123) loss_vfl_pre: 0.7012 (0.7082) time: 0.7614 data: 0.0348 max mem: 9121 Epoch: [53] [ 900/3696] eta: 0:45:11 lr: 0.000013 loss: 31.4196 (30.8952) loss_bbox: 0.1666 (0.1677) loss_bbox_aux_0: 0.1785 (0.1803) loss_bbox_aux_1: 0.1695 (0.1706) loss_bbox_aux_2: 0.1661 (0.1684) loss_bbox_aux_3: 0.1666 (0.1679) loss_bbox_aux_4: 0.1666 (0.1678) loss_bbox_dn_0: 0.2397 (0.2299) loss_bbox_dn_1: 0.1613 (0.1684) loss_bbox_dn_2: 0.1499 (0.1584) loss_bbox_dn_3: 0.1447 (0.1552) loss_bbox_dn_4: 0.1430 (0.1546) loss_bbox_dn_5: 0.1430 (0.1546) loss_bbox_dn_pre: 0.2425 (0.2358) loss_bbox_enc_0: 0.2078 (0.2137) loss_bbox_pre: 0.1803 (0.1806) loss_dfl: 0.9661 (0.9565) loss_fgl_aux_0: 1.0010 (0.9885) loss_fgl_aux_1: 0.9716 (0.9590) loss_fgl_aux_2: 0.9668 (0.9566) loss_fgl_aux_3: 0.9662 (0.9565) loss_fgl_aux_4: 0.9658 (0.9565) loss_fgl_dn_0: 1.0850 (1.0841) loss_fgl_dn_1: 0.9906 (0.9803) loss_fgl_dn_2: 0.9845 (0.9713) loss_fgl_dn_3: 0.9833 (0.9721) loss_fgl_dn_4: 0.9835 (0.9725) loss_fgl_dn_5: 0.9835 (0.9725) loss_giou: 0.5437 (0.5529) loss_giou_aux_0: 0.5683 (0.5778) loss_giou_aux_1: 0.5460 (0.5584) loss_giou_aux_2: 0.5431 (0.5539) loss_giou_aux_3: 0.5423 (0.5530) loss_giou_aux_4: 0.5436 (0.5529) loss_giou_dn_0: 0.5563 (0.5522) loss_giou_dn_1: 0.4469 (0.4399) loss_giou_dn_2: 0.4312 (0.4230) loss_giou_dn_3: 0.4250 (0.4181) loss_giou_dn_4: 0.4239 (0.4171) loss_giou_dn_5: 0.4239 (0.4171) loss_giou_dn_pre: 0.5576 (0.5516) loss_giou_enc_0: 0.6306 (0.6499) loss_giou_pre: 0.5649 (0.5764) loss_ddf_aux_0: 0.0507 (0.0520) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2482 (0.2489) loss_ddf_dn_1: 0.0327 (0.0333) loss_ddf_dn_2: 0.0076 (0.0079) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6607 (0.6375) loss_vfl_aux_0: 0.7214 (0.7074) loss_vfl_aux_1: 0.6851 (0.6849) loss_vfl_aux_2: 0.6774 (0.6670) loss_vfl_aux_3: 0.6777 (0.6488) loss_vfl_aux_4: 0.6616 (0.6395) loss_vfl_dn_0: 0.4849 (0.4829) loss_vfl_dn_1: 0.4203 (0.4136) loss_vfl_dn_2: 0.4075 (0.3977) loss_vfl_dn_3: 0.3995 (0.3897) loss_vfl_dn_4: 0.3970 (0.3868) loss_vfl_dn_5: 0.3944 (0.3863) loss_vfl_dn_pre: 0.4850 (0.4834) loss_vfl_enc_0: 0.7147 (0.7137) loss_vfl_pre: 0.7194 (0.7096) time: 0.7675 data: 0.0279 max mem: 9121 Epoch: [53] [1000/3696] eta: 0:42:35 lr: 0.000013 loss: 31.4201 (30.8988) loss_bbox: 0.1700 (0.1676) loss_bbox_aux_0: 0.1799 (0.1800) loss_bbox_aux_1: 0.1735 (0.1705) loss_bbox_aux_2: 0.1720 (0.1682) loss_bbox_aux_3: 0.1708 (0.1677) loss_bbox_aux_4: 0.1703 (0.1677) loss_bbox_dn_0: 0.2178 (0.2290) loss_bbox_dn_1: 0.1541 (0.1677) loss_bbox_dn_2: 0.1462 (0.1577) loss_bbox_dn_3: 0.1446 (0.1546) loss_bbox_dn_4: 0.1425 (0.1539) loss_bbox_dn_5: 0.1426 (0.1539) loss_bbox_dn_pre: 0.2234 (0.2349) loss_bbox_enc_0: 0.2006 (0.2133) loss_bbox_pre: 0.1810 (0.1803) loss_dfl: 0.9656 (0.9571) loss_fgl_aux_0: 0.9929 (0.9889) loss_fgl_aux_1: 0.9675 (0.9595) loss_fgl_aux_2: 0.9648 (0.9572) loss_fgl_aux_3: 0.9654 (0.9571) loss_fgl_aux_4: 0.9657 (0.9571) loss_fgl_dn_0: 1.0772 (1.0841) loss_fgl_dn_1: 0.9847 (0.9805) loss_fgl_dn_2: 0.9750 (0.9715) loss_fgl_dn_3: 0.9761 (0.9723) loss_fgl_dn_4: 0.9764 (0.9728) loss_fgl_dn_5: 0.9764 (0.9728) loss_giou: 0.5610 (0.5527) loss_giou_aux_0: 0.5811 (0.5775) loss_giou_aux_1: 0.5644 (0.5583) loss_giou_aux_2: 0.5599 (0.5538) loss_giou_aux_3: 0.5603 (0.5528) loss_giou_aux_4: 0.5609 (0.5527) loss_giou_dn_0: 0.5522 (0.5521) loss_giou_dn_1: 0.4428 (0.4399) loss_giou_dn_2: 0.4302 (0.4231) loss_giou_dn_3: 0.4251 (0.4182) loss_giou_dn_4: 0.4235 (0.4172) loss_giou_dn_5: 0.4235 (0.4172) loss_giou_dn_pre: 0.5502 (0.5515) loss_giou_enc_0: 0.6486 (0.6496) loss_giou_pre: 0.5796 (0.5761) loss_ddf_aux_0: 0.0461 (0.0519) loss_ddf_aux_1: 0.0064 (0.0072) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2454 (0.2492) loss_ddf_dn_1: 0.0351 (0.0334) loss_ddf_dn_2: 0.0074 (0.0079) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6518 (0.6385) loss_vfl_aux_0: 0.7115 (0.7079) loss_vfl_aux_1: 0.7069 (0.6860) loss_vfl_aux_2: 0.6793 (0.6679) loss_vfl_aux_3: 0.6578 (0.6498) loss_vfl_aux_4: 0.6571 (0.6404) loss_vfl_dn_0: 0.4846 (0.4829) loss_vfl_dn_1: 0.4194 (0.4137) loss_vfl_dn_2: 0.4052 (0.3977) loss_vfl_dn_3: 0.3955 (0.3897) loss_vfl_dn_4: 0.3922 (0.3868) loss_vfl_dn_5: 0.3916 (0.3863) loss_vfl_dn_pre: 0.4864 (0.4834) loss_vfl_enc_0: 0.7404 (0.7147) loss_vfl_pre: 0.7118 (0.7101) time: 0.7364 data: 0.0319 max mem: 9121 Epoch: [53] [1100/3696] eta: 0:40:17 lr: 0.000013 loss: 30.4437 (30.9117) loss_bbox: 0.1578 (0.1678) loss_bbox_aux_0: 0.1746 (0.1802) loss_bbox_aux_1: 0.1608 (0.1706) loss_bbox_aux_2: 0.1586 (0.1684) loss_bbox_aux_3: 0.1577 (0.1679) loss_bbox_aux_4: 0.1577 (0.1678) loss_bbox_dn_0: 0.2411 (0.2291) loss_bbox_dn_1: 0.1683 (0.1678) loss_bbox_dn_2: 0.1575 (0.1578) loss_bbox_dn_3: 0.1538 (0.1547) loss_bbox_dn_4: 0.1551 (0.1540) loss_bbox_dn_5: 0.1551 (0.1540) loss_bbox_dn_pre: 0.2467 (0.2351) loss_bbox_enc_0: 0.2132 (0.2133) loss_bbox_pre: 0.1816 (0.1804) loss_dfl: 0.9375 (0.9571) loss_fgl_aux_0: 0.9815 (0.9889) loss_fgl_aux_1: 0.9431 (0.9595) loss_fgl_aux_2: 0.9380 (0.9572) loss_fgl_aux_3: 0.9374 (0.9571) loss_fgl_aux_4: 0.9377 (0.9571) loss_fgl_dn_0: 1.0817 (1.0839) loss_fgl_dn_1: 0.9718 (0.9806) loss_fgl_dn_2: 0.9618 (0.9716) loss_fgl_dn_3: 0.9646 (0.9725) loss_fgl_dn_4: 0.9647 (0.9729) loss_fgl_dn_5: 0.9648 (0.9729) loss_giou: 0.5425 (0.5535) loss_giou_aux_0: 0.5672 (0.5784) loss_giou_aux_1: 0.5499 (0.5591) loss_giou_aux_2: 0.5457 (0.5546) loss_giou_aux_3: 0.5431 (0.5536) loss_giou_aux_4: 0.5426 (0.5535) loss_giou_dn_0: 0.5394 (0.5525) loss_giou_dn_1: 0.4276 (0.4405) loss_giou_dn_2: 0.4096 (0.4237) loss_giou_dn_3: 0.4057 (0.4187) loss_giou_dn_4: 0.4050 (0.4177) loss_giou_dn_5: 0.4050 (0.4177) loss_giou_dn_pre: 0.5355 (0.5519) loss_giou_enc_0: 0.6440 (0.6505) loss_giou_pre: 0.5677 (0.5770) loss_ddf_aux_0: 0.0500 (0.0516) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2408 (0.2484) loss_ddf_dn_1: 0.0328 (0.0333) loss_ddf_dn_2: 0.0071 (0.0078) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6375 (0.6388) loss_vfl_aux_0: 0.7092 (0.7081) loss_vfl_aux_1: 0.6721 (0.6861) loss_vfl_aux_2: 0.6527 (0.6680) loss_vfl_aux_3: 0.6454 (0.6502) loss_vfl_aux_4: 0.6352 (0.6407) loss_vfl_dn_0: 0.4856 (0.4828) loss_vfl_dn_1: 0.4142 (0.4137) loss_vfl_dn_2: 0.3958 (0.3977) loss_vfl_dn_3: 0.3862 (0.3898) loss_vfl_dn_4: 0.3846 (0.3869) loss_vfl_dn_5: 0.3847 (0.3864) loss_vfl_dn_pre: 0.4854 (0.4833) loss_vfl_enc_0: 0.7212 (0.7147) loss_vfl_pre: 0.7084 (0.7104) time: 0.7628 data: 0.0269 max mem: 9121 Epoch: [53] [1200/3696] eta: 0:38:31 lr: 0.000013 loss: 31.1167 (30.9309) loss_bbox: 0.1609 (0.1679) loss_bbox_aux_0: 0.1724 (0.1803) loss_bbox_aux_1: 0.1635 (0.1708) loss_bbox_aux_2: 0.1621 (0.1685) loss_bbox_aux_3: 0.1604 (0.1680) loss_bbox_aux_4: 0.1609 (0.1679) loss_bbox_dn_0: 0.2150 (0.2289) loss_bbox_dn_1: 0.1679 (0.1677) loss_bbox_dn_2: 0.1581 (0.1577) loss_bbox_dn_3: 0.1559 (0.1546) loss_bbox_dn_4: 0.1549 (0.1540) loss_bbox_dn_5: 0.1549 (0.1539) loss_bbox_dn_pre: 0.2188 (0.2349) loss_bbox_enc_0: 0.2072 (0.2131) loss_bbox_pre: 0.1714 (0.1805) loss_dfl: 0.9746 (0.9576) loss_fgl_aux_0: 1.0039 (0.9893) loss_fgl_aux_1: 0.9784 (0.9600) loss_fgl_aux_2: 0.9760 (0.9577) loss_fgl_aux_3: 0.9748 (0.9576) loss_fgl_aux_4: 0.9746 (0.9576) loss_fgl_dn_0: 1.0987 (1.0842) loss_fgl_dn_1: 0.9911 (0.9811) loss_fgl_dn_2: 0.9836 (0.9721) loss_fgl_dn_3: 0.9837 (0.9729) loss_fgl_dn_4: 0.9850 (0.9734) loss_fgl_dn_5: 0.9850 (0.9734) loss_giou: 0.5621 (0.5539) loss_giou_aux_0: 0.5848 (0.5788) loss_giou_aux_1: 0.5669 (0.5596) loss_giou_aux_2: 0.5629 (0.5549) loss_giou_aux_3: 0.5613 (0.5540) loss_giou_aux_4: 0.5620 (0.5539) loss_giou_dn_0: 0.5639 (0.5531) loss_giou_dn_1: 0.4485 (0.4410) loss_giou_dn_2: 0.4296 (0.4242) loss_giou_dn_3: 0.4239 (0.4192) loss_giou_dn_4: 0.4232 (0.4182) loss_giou_dn_5: 0.4232 (0.4182) loss_giou_dn_pre: 0.5601 (0.5525) loss_giou_enc_0: 0.6405 (0.6506) loss_giou_pre: 0.5829 (0.5773) loss_ddf_aux_0: 0.0547 (0.0517) loss_ddf_aux_1: 0.0078 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2451 (0.2482) loss_ddf_dn_1: 0.0325 (0.0332) loss_ddf_dn_2: 0.0081 (0.0078) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6635 (0.6396) loss_vfl_aux_0: 0.7292 (0.7086) loss_vfl_aux_1: 0.6970 (0.6866) loss_vfl_aux_2: 0.6976 (0.6689) loss_vfl_aux_3: 0.6741 (0.6509) loss_vfl_aux_4: 0.6724 (0.6416) loss_vfl_dn_0: 0.4838 (0.4830) loss_vfl_dn_1: 0.4218 (0.4141) loss_vfl_dn_2: 0.4045 (0.3981) loss_vfl_dn_3: 0.3961 (0.3901) loss_vfl_dn_4: 0.3909 (0.3873) loss_vfl_dn_5: 0.3913 (0.3868) loss_vfl_dn_pre: 0.4846 (0.4835) loss_vfl_enc_0: 0.7127 (0.7151) loss_vfl_pre: 0.7318 (0.7110) time: 0.7618 data: 0.0246 max mem: 9121 Epoch: [53] [1300/3696] eta: 0:36:31 lr: 0.000013 loss: 31.1369 (30.9345) loss_bbox: 0.1612 (0.1677) loss_bbox_aux_0: 0.1777 (0.1801) loss_bbox_aux_1: 0.1639 (0.1705) loss_bbox_aux_2: 0.1626 (0.1683) loss_bbox_aux_3: 0.1611 (0.1678) loss_bbox_aux_4: 0.1612 (0.1677) loss_bbox_dn_0: 0.2198 (0.2287) loss_bbox_dn_1: 0.1659 (0.1674) loss_bbox_dn_2: 0.1553 (0.1574) loss_bbox_dn_3: 0.1506 (0.1543) loss_bbox_dn_4: 0.1495 (0.1536) loss_bbox_dn_5: 0.1495 (0.1536) loss_bbox_dn_pre: 0.2331 (0.2347) loss_bbox_enc_0: 0.2011 (0.2130) loss_bbox_pre: 0.1744 (0.1803) loss_dfl: 0.9676 (0.9579) loss_fgl_aux_0: 0.9983 (0.9896) loss_fgl_aux_1: 0.9660 (0.9603) loss_fgl_aux_2: 0.9665 (0.9580) loss_fgl_aux_3: 0.9671 (0.9579) loss_fgl_aux_4: 0.9675 (0.9579) loss_fgl_dn_0: 1.0865 (1.0843) loss_fgl_dn_1: 0.9906 (0.9812) loss_fgl_dn_2: 0.9832 (0.9723) loss_fgl_dn_3: 0.9821 (0.9731) loss_fgl_dn_4: 0.9826 (0.9736) loss_fgl_dn_5: 0.9826 (0.9736) loss_giou: 0.5487 (0.5541) loss_giou_aux_0: 0.5691 (0.5789) loss_giou_aux_1: 0.5495 (0.5598) loss_giou_aux_2: 0.5509 (0.5551) loss_giou_aux_3: 0.5491 (0.5542) loss_giou_aux_4: 0.5487 (0.5541) loss_giou_dn_0: 0.5621 (0.5534) loss_giou_dn_1: 0.4489 (0.4410) loss_giou_dn_2: 0.4266 (0.4241) loss_giou_dn_3: 0.4242 (0.4192) loss_giou_dn_4: 0.4228 (0.4181) loss_giou_dn_5: 0.4226 (0.4181) loss_giou_dn_pre: 0.5638 (0.5528) loss_giou_enc_0: 0.6565 (0.6509) loss_giou_pre: 0.5673 (0.5775) loss_ddf_aux_0: 0.0507 (0.0517) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2510 (0.2488) loss_ddf_dn_1: 0.0356 (0.0334) loss_ddf_dn_2: 0.0086 (0.0078) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6551 (0.6402) loss_vfl_aux_0: 0.7095 (0.7084) loss_vfl_aux_1: 0.6796 (0.6868) loss_vfl_aux_2: 0.6771 (0.6693) loss_vfl_aux_3: 0.6683 (0.6513) loss_vfl_aux_4: 0.6601 (0.6421) loss_vfl_dn_0: 0.4879 (0.4830) loss_vfl_dn_1: 0.4226 (0.4142) loss_vfl_dn_2: 0.4061 (0.3981) loss_vfl_dn_3: 0.3995 (0.3902) loss_vfl_dn_4: 0.3953 (0.3873) loss_vfl_dn_5: 0.3937 (0.3869) loss_vfl_dn_pre: 0.4900 (0.4835) loss_vfl_enc_0: 0.7146 (0.7150) loss_vfl_pre: 0.7118 (0.7107) time: 0.7938 data: 0.0306 max mem: 9121 Epoch: [53] [1400/3696] eta: 0:34:36 lr: 0.000013 loss: 30.8624 (30.9303) loss_bbox: 0.1685 (0.1677) loss_bbox_aux_0: 0.1795 (0.1802) loss_bbox_aux_1: 0.1687 (0.1706) loss_bbox_aux_2: 0.1674 (0.1683) loss_bbox_aux_3: 0.1686 (0.1678) loss_bbox_aux_4: 0.1685 (0.1677) loss_bbox_dn_0: 0.2231 (0.2291) loss_bbox_dn_1: 0.1619 (0.1678) loss_bbox_dn_2: 0.1537 (0.1577) loss_bbox_dn_3: 0.1516 (0.1546) loss_bbox_dn_4: 0.1504 (0.1539) loss_bbox_dn_5: 0.1504 (0.1539) loss_bbox_dn_pre: 0.2319 (0.2350) loss_bbox_enc_0: 0.2068 (0.2131) loss_bbox_pre: 0.1804 (0.1804) loss_dfl: 0.9685 (0.9581) loss_fgl_aux_0: 1.0067 (0.9899) loss_fgl_aux_1: 0.9717 (0.9605) loss_fgl_aux_2: 0.9692 (0.9582) loss_fgl_aux_3: 0.9688 (0.9581) loss_fgl_aux_4: 0.9685 (0.9581) loss_fgl_dn_0: 1.0876 (1.0844) loss_fgl_dn_1: 0.9830 (0.9813) loss_fgl_dn_2: 0.9726 (0.9723) loss_fgl_dn_3: 0.9728 (0.9731) loss_fgl_dn_4: 0.9737 (0.9736) loss_fgl_dn_5: 0.9737 (0.9736) loss_giou: 0.5709 (0.5532) loss_giou_aux_0: 0.5895 (0.5781) loss_giou_aux_1: 0.5711 (0.5589) loss_giou_aux_2: 0.5718 (0.5543) loss_giou_aux_3: 0.5699 (0.5534) loss_giou_aux_4: 0.5708 (0.5533) loss_giou_dn_0: 0.5252 (0.5527) loss_giou_dn_1: 0.4218 (0.4405) loss_giou_dn_2: 0.4060 (0.4236) loss_giou_dn_3: 0.4011 (0.4186) loss_giou_dn_4: 0.3994 (0.4176) loss_giou_dn_5: 0.3994 (0.4176) loss_giou_dn_pre: 0.5252 (0.5521) loss_giou_enc_0: 0.6527 (0.6502) loss_giou_pre: 0.5878 (0.5766) loss_ddf_aux_0: 0.0528 (0.0518) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2446 (0.2491) loss_ddf_dn_1: 0.0326 (0.0335) loss_ddf_dn_2: 0.0083 (0.0078) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6609 (0.6404) loss_vfl_aux_0: 0.7256 (0.7086) loss_vfl_aux_1: 0.7049 (0.6867) loss_vfl_aux_2: 0.6857 (0.6695) loss_vfl_aux_3: 0.6783 (0.6515) loss_vfl_aux_4: 0.6671 (0.6423) loss_vfl_dn_0: 0.4810 (0.4830) loss_vfl_dn_1: 0.4080 (0.4142) loss_vfl_dn_2: 0.3946 (0.3981) loss_vfl_dn_3: 0.3889 (0.3902) loss_vfl_dn_4: 0.3858 (0.3873) loss_vfl_dn_5: 0.3856 (0.3869) loss_vfl_dn_pre: 0.4814 (0.4835) loss_vfl_enc_0: 0.7180 (0.7150) loss_vfl_pre: 0.7287 (0.7110) time: 0.7664 data: 0.0286 max mem: 9121 Epoch: [53] [1500/3696] eta: 0:32:50 lr: 0.000013 loss: 31.0550 (30.9361) loss_bbox: 0.1706 (0.1676) loss_bbox_aux_0: 0.1823 (0.1800) loss_bbox_aux_1: 0.1734 (0.1705) loss_bbox_aux_2: 0.1705 (0.1682) loss_bbox_aux_3: 0.1703 (0.1677) loss_bbox_aux_4: 0.1706 (0.1676) loss_bbox_dn_0: 0.2238 (0.2291) loss_bbox_dn_1: 0.1697 (0.1678) loss_bbox_dn_2: 0.1624 (0.1577) loss_bbox_dn_3: 0.1607 (0.1546) loss_bbox_dn_4: 0.1600 (0.1539) loss_bbox_dn_5: 0.1600 (0.1539) loss_bbox_dn_pre: 0.2325 (0.2350) loss_bbox_enc_0: 0.2229 (0.2130) loss_bbox_pre: 0.1819 (0.1803) loss_dfl: 0.9560 (0.9582) loss_fgl_aux_0: 0.9821 (0.9900) loss_fgl_aux_1: 0.9558 (0.9606) loss_fgl_aux_2: 0.9554 (0.9583) loss_fgl_aux_3: 0.9547 (0.9582) loss_fgl_aux_4: 0.9553 (0.9582) loss_fgl_dn_0: 1.0786 (1.0844) loss_fgl_dn_1: 0.9750 (0.9812) loss_fgl_dn_2: 0.9652 (0.9722) loss_fgl_dn_3: 0.9667 (0.9731) loss_fgl_dn_4: 0.9674 (0.9736) loss_fgl_dn_5: 0.9674 (0.9736) loss_giou: 0.5853 (0.5531) loss_giou_aux_0: 0.6062 (0.5780) loss_giou_aux_1: 0.5838 (0.5588) loss_giou_aux_2: 0.5878 (0.5542) loss_giou_aux_3: 0.5857 (0.5533) loss_giou_aux_4: 0.5852 (0.5531) loss_giou_dn_0: 0.5717 (0.5529) loss_giou_dn_1: 0.4622 (0.4408) loss_giou_dn_2: 0.4396 (0.4238) loss_giou_dn_3: 0.4351 (0.4189) loss_giou_dn_4: 0.4343 (0.4178) loss_giou_dn_5: 0.4342 (0.4178) loss_giou_dn_pre: 0.5725 (0.5523) loss_giou_enc_0: 0.6828 (0.6500) loss_giou_pre: 0.6044 (0.5766) loss_ddf_aux_0: 0.0585 (0.0522) loss_ddf_aux_1: 0.0080 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2495 (0.2493) loss_ddf_dn_1: 0.0337 (0.0336) loss_ddf_dn_2: 0.0070 (0.0078) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6578 (0.6411) loss_vfl_aux_0: 0.7194 (0.7089) loss_vfl_aux_1: 0.7013 (0.6873) loss_vfl_aux_2: 0.6786 (0.6700) loss_vfl_aux_3: 0.6677 (0.6523) loss_vfl_aux_4: 0.6562 (0.6431) loss_vfl_dn_0: 0.4833 (0.4831) loss_vfl_dn_1: 0.4176 (0.4142) loss_vfl_dn_2: 0.4003 (0.3982) loss_vfl_dn_3: 0.3881 (0.3902) loss_vfl_dn_4: 0.3861 (0.3874) loss_vfl_dn_5: 0.3864 (0.3869) loss_vfl_dn_pre: 0.4847 (0.4836) loss_vfl_enc_0: 0.7152 (0.7154) loss_vfl_pre: 0.7202 (0.7113) time: 1.0187 data: 0.0202 max mem: 9121 Epoch: [53] [1600/3696] eta: 0:31:01 lr: 0.000013 loss: 31.0361 (30.9364) loss_bbox: 0.1573 (0.1675) loss_bbox_aux_0: 0.1689 (0.1799) loss_bbox_aux_1: 0.1584 (0.1704) loss_bbox_aux_2: 0.1559 (0.1681) loss_bbox_aux_3: 0.1574 (0.1676) loss_bbox_aux_4: 0.1573 (0.1675) loss_bbox_dn_0: 0.2251 (0.2290) loss_bbox_dn_1: 0.1628 (0.1678) loss_bbox_dn_2: 0.1532 (0.1578) loss_bbox_dn_3: 0.1488 (0.1546) loss_bbox_dn_4: 0.1478 (0.1539) loss_bbox_dn_5: 0.1479 (0.1539) loss_bbox_dn_pre: 0.2306 (0.2349) loss_bbox_enc_0: 0.2056 (0.2130) loss_bbox_pre: 0.1677 (0.1802) loss_dfl: 0.9654 (0.9583) loss_fgl_aux_0: 0.9964 (0.9901) loss_fgl_aux_1: 0.9653 (0.9607) loss_fgl_aux_2: 0.9646 (0.9584) loss_fgl_aux_3: 0.9652 (0.9583) loss_fgl_aux_4: 0.9656 (0.9583) loss_fgl_dn_0: 1.0853 (1.0844) loss_fgl_dn_1: 0.9907 (0.9813) loss_fgl_dn_2: 0.9799 (0.9723) loss_fgl_dn_3: 0.9801 (0.9732) loss_fgl_dn_4: 0.9813 (0.9736) loss_fgl_dn_5: 0.9814 (0.9736) loss_giou: 0.5371 (0.5529) loss_giou_aux_0: 0.5675 (0.5778) loss_giou_aux_1: 0.5471 (0.5586) loss_giou_aux_2: 0.5401 (0.5539) loss_giou_aux_3: 0.5371 (0.5530) loss_giou_aux_4: 0.5372 (0.5529) loss_giou_dn_0: 0.5539 (0.5529) loss_giou_dn_1: 0.4408 (0.4407) loss_giou_dn_2: 0.4278 (0.4237) loss_giou_dn_3: 0.4221 (0.4188) loss_giou_dn_4: 0.4217 (0.4177) loss_giou_dn_5: 0.4219 (0.4177) loss_giou_dn_pre: 0.5533 (0.5522) loss_giou_enc_0: 0.6415 (0.6499) loss_giou_pre: 0.5665 (0.5764) loss_ddf_aux_0: 0.0525 (0.0523) loss_ddf_aux_1: 0.0076 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2490 (0.2494) loss_ddf_dn_1: 0.0326 (0.0336) loss_ddf_dn_2: 0.0074 (0.0078) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6564 (0.6414) loss_vfl_aux_0: 0.7349 (0.7094) loss_vfl_aux_1: 0.6965 (0.6874) loss_vfl_aux_2: 0.6901 (0.6700) loss_vfl_aux_3: 0.6685 (0.6525) loss_vfl_aux_4: 0.6523 (0.6435) loss_vfl_dn_0: 0.4874 (0.4831) loss_vfl_dn_1: 0.4164 (0.4143) loss_vfl_dn_2: 0.4022 (0.3982) loss_vfl_dn_3: 0.3936 (0.3902) loss_vfl_dn_4: 0.3904 (0.3874) loss_vfl_dn_5: 0.3903 (0.3869) loss_vfl_dn_pre: 0.4877 (0.4836) loss_vfl_enc_0: 0.7322 (0.7156) loss_vfl_pre: 0.7389 (0.7118) time: 0.7529 data: 0.0314 max mem: 9121 Epoch: [53] [1700/3696] eta: 0:29:15 lr: 0.000013 loss: 31.4662 (30.9337) loss_bbox: 0.1691 (0.1677) loss_bbox_aux_0: 0.1783 (0.1801) loss_bbox_aux_1: 0.1718 (0.1705) loss_bbox_aux_2: 0.1696 (0.1683) loss_bbox_aux_3: 0.1699 (0.1678) loss_bbox_aux_4: 0.1691 (0.1677) loss_bbox_dn_0: 0.2374 (0.2294) loss_bbox_dn_1: 0.1729 (0.1680) loss_bbox_dn_2: 0.1675 (0.1579) loss_bbox_dn_3: 0.1634 (0.1548) loss_bbox_dn_4: 0.1615 (0.1541) loss_bbox_dn_5: 0.1615 (0.1541) loss_bbox_dn_pre: 0.2400 (0.2353) loss_bbox_enc_0: 0.2129 (0.2132) loss_bbox_pre: 0.1790 (0.1804) loss_dfl: 0.9573 (0.9580) loss_fgl_aux_0: 0.9811 (0.9899) loss_fgl_aux_1: 0.9584 (0.9605) loss_fgl_aux_2: 0.9571 (0.9582) loss_fgl_aux_3: 0.9580 (0.9581) loss_fgl_aux_4: 0.9569 (0.9580) loss_fgl_dn_0: 1.0878 (1.0844) loss_fgl_dn_1: 0.9780 (0.9811) loss_fgl_dn_2: 0.9620 (0.9721) loss_fgl_dn_3: 0.9648 (0.9729) loss_fgl_dn_4: 0.9662 (0.9734) loss_fgl_dn_5: 0.9661 (0.9734) loss_giou: 0.5057 (0.5526) loss_giou_aux_0: 0.5206 (0.5775) loss_giou_aux_1: 0.5106 (0.5583) loss_giou_aux_2: 0.5084 (0.5537) loss_giou_aux_3: 0.5058 (0.5528) loss_giou_aux_4: 0.5057 (0.5527) loss_giou_dn_0: 0.5469 (0.5526) loss_giou_dn_1: 0.4368 (0.4403) loss_giou_dn_2: 0.4190 (0.4234) loss_giou_dn_3: 0.4129 (0.4185) loss_giou_dn_4: 0.4117 (0.4174) loss_giou_dn_5: 0.4116 (0.4174) loss_giou_dn_pre: 0.5470 (0.5519) loss_giou_enc_0: 0.5962 (0.6495) loss_giou_pre: 0.5227 (0.5760) loss_ddf_aux_0: 0.0494 (0.0523) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2588 (0.2497) loss_ddf_dn_1: 0.0369 (0.0337) loss_ddf_dn_2: 0.0087 (0.0078) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6771 (0.6416) loss_vfl_aux_0: 0.7437 (0.7097) loss_vfl_aux_1: 0.7201 (0.6878) loss_vfl_aux_2: 0.7179 (0.6703) loss_vfl_aux_3: 0.6934 (0.6529) loss_vfl_aux_4: 0.6807 (0.6437) loss_vfl_dn_0: 0.4827 (0.4830) loss_vfl_dn_1: 0.4124 (0.4142) loss_vfl_dn_2: 0.4002 (0.3981) loss_vfl_dn_3: 0.3904 (0.3901) loss_vfl_dn_4: 0.3888 (0.3872) loss_vfl_dn_5: 0.3875 (0.3868) loss_vfl_dn_pre: 0.4830 (0.4835) loss_vfl_enc_0: 0.7466 (0.7158) loss_vfl_pre: 0.7406 (0.7120) time: 0.7402 data: 0.0264 max mem: 9121 Epoch: [53] [1800/3696] eta: 0:27:34 lr: 0.000013 loss: 30.6767 (30.9265) loss_bbox: 0.1678 (0.1678) loss_bbox_aux_0: 0.1843 (0.1802) loss_bbox_aux_1: 0.1701 (0.1706) loss_bbox_aux_2: 0.1652 (0.1684) loss_bbox_aux_3: 0.1680 (0.1679) loss_bbox_aux_4: 0.1678 (0.1678) loss_bbox_dn_0: 0.2302 (0.2297) loss_bbox_dn_1: 0.1615 (0.1682) loss_bbox_dn_2: 0.1534 (0.1581) loss_bbox_dn_3: 0.1496 (0.1550) loss_bbox_dn_4: 0.1500 (0.1543) loss_bbox_dn_5: 0.1501 (0.1543) loss_bbox_dn_pre: 0.2307 (0.2356) loss_bbox_enc_0: 0.2116 (0.2135) loss_bbox_pre: 0.1868 (0.1805) loss_dfl: 0.9521 (0.9580) loss_fgl_aux_0: 0.9886 (0.9899) loss_fgl_aux_1: 0.9573 (0.9605) loss_fgl_aux_2: 0.9504 (0.9581) loss_fgl_aux_3: 0.9515 (0.9580) loss_fgl_aux_4: 0.9519 (0.9580) loss_fgl_dn_0: 1.0843 (1.0844) loss_fgl_dn_1: 0.9728 (0.9810) loss_fgl_dn_2: 0.9646 (0.9720) loss_fgl_dn_3: 0.9638 (0.9728) loss_fgl_dn_4: 0.9637 (0.9733) loss_fgl_dn_5: 0.9638 (0.9733) loss_giou: 0.5461 (0.5515) loss_giou_aux_0: 0.5710 (0.5763) loss_giou_aux_1: 0.5506 (0.5572) loss_giou_aux_2: 0.5484 (0.5525) loss_giou_aux_3: 0.5458 (0.5516) loss_giou_aux_4: 0.5463 (0.5515) loss_giou_dn_0: 0.5211 (0.5519) loss_giou_dn_1: 0.4121 (0.4397) loss_giou_dn_2: 0.4005 (0.4228) loss_giou_dn_3: 0.3972 (0.4178) loss_giou_dn_4: 0.3965 (0.4168) loss_giou_dn_5: 0.3965 (0.4168) loss_giou_dn_pre: 0.5220 (0.5513) loss_giou_enc_0: 0.6490 (0.6484) loss_giou_pre: 0.5716 (0.5749) loss_ddf_aux_0: 0.0519 (0.0524) loss_ddf_aux_1: 0.0076 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2377 (0.2502) loss_ddf_dn_1: 0.0338 (0.0338) loss_ddf_dn_2: 0.0085 (0.0078) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6389 (0.6420) loss_vfl_aux_0: 0.7063 (0.7102) loss_vfl_aux_1: 0.6951 (0.6882) loss_vfl_aux_2: 0.6722 (0.6705) loss_vfl_aux_3: 0.6412 (0.6531) loss_vfl_aux_4: 0.6419 (0.6441) loss_vfl_dn_0: 0.4888 (0.4832) loss_vfl_dn_1: 0.4116 (0.4142) loss_vfl_dn_2: 0.3948 (0.3981) loss_vfl_dn_3: 0.3867 (0.3901) loss_vfl_dn_4: 0.3835 (0.3872) loss_vfl_dn_5: 0.3845 (0.3868) loss_vfl_dn_pre: 0.4896 (0.4836) loss_vfl_enc_0: 0.7304 (0.7164) loss_vfl_pre: 0.7103 (0.7125) time: 0.7376 data: 0.0305 max mem: 9121 Epoch: [53] [1900/3696] eta: 0:26:39 lr: 0.000013 loss: 31.2126 (30.9300) loss_bbox: 0.1584 (0.1676) loss_bbox_aux_0: 0.1719 (0.1800) loss_bbox_aux_1: 0.1622 (0.1705) loss_bbox_aux_2: 0.1588 (0.1682) loss_bbox_aux_3: 0.1588 (0.1677) loss_bbox_aux_4: 0.1583 (0.1676) loss_bbox_dn_0: 0.2080 (0.2293) loss_bbox_dn_1: 0.1566 (0.1679) loss_bbox_dn_2: 0.1480 (0.1578) loss_bbox_dn_3: 0.1459 (0.1547) loss_bbox_dn_4: 0.1460 (0.1540) loss_bbox_dn_5: 0.1461 (0.1540) loss_bbox_dn_pre: 0.2118 (0.2351) loss_bbox_enc_0: 0.2098 (0.2133) loss_bbox_pre: 0.1716 (0.1803) loss_dfl: 0.9661 (0.9582) loss_fgl_aux_0: 0.9961 (0.9900) loss_fgl_aux_1: 0.9703 (0.9607) loss_fgl_aux_2: 0.9671 (0.9584) loss_fgl_aux_3: 0.9661 (0.9583) loss_fgl_aux_4: 0.9662 (0.9582) loss_fgl_dn_0: 1.0851 (1.0845) loss_fgl_dn_1: 0.9900 (0.9813) loss_fgl_dn_2: 0.9841 (0.9723) loss_fgl_dn_3: 0.9846 (0.9731) loss_fgl_dn_4: 0.9851 (0.9736) loss_fgl_dn_5: 0.9850 (0.9736) loss_giou: 0.5617 (0.5522) loss_giou_aux_0: 0.5806 (0.5770) loss_giou_aux_1: 0.5639 (0.5579) loss_giou_aux_2: 0.5616 (0.5533) loss_giou_aux_3: 0.5620 (0.5524) loss_giou_aux_4: 0.5617 (0.5523) loss_giou_dn_0: 0.5606 (0.5521) loss_giou_dn_1: 0.4415 (0.4400) loss_giou_dn_2: 0.4244 (0.4230) loss_giou_dn_3: 0.4234 (0.4181) loss_giou_dn_4: 0.4230 (0.4170) loss_giou_dn_5: 0.4231 (0.4170) loss_giou_dn_pre: 0.5577 (0.5515) loss_giou_enc_0: 0.6656 (0.6492) loss_giou_pre: 0.5792 (0.5756) loss_ddf_aux_0: 0.0475 (0.0524) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2470 (0.2502) loss_ddf_dn_1: 0.0341 (0.0338) loss_ddf_dn_2: 0.0079 (0.0078) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6339 (0.6417) loss_vfl_aux_0: 0.7047 (0.7096) loss_vfl_aux_1: 0.6815 (0.6877) loss_vfl_aux_2: 0.6545 (0.6700) loss_vfl_aux_3: 0.6342 (0.6528) loss_vfl_aux_4: 0.6318 (0.6438) loss_vfl_dn_0: 0.4753 (0.4831) loss_vfl_dn_1: 0.4094 (0.4142) loss_vfl_dn_2: 0.3969 (0.3981) loss_vfl_dn_3: 0.3846 (0.3901) loss_vfl_dn_4: 0.3880 (0.3873) loss_vfl_dn_5: 0.3862 (0.3868) loss_vfl_dn_pre: 0.4766 (0.4836) loss_vfl_enc_0: 0.6949 (0.7161) loss_vfl_pre: 0.7035 (0.7119) time: 0.7678 data: 0.0304 max mem: 9121 Epoch: [53] [2000/3696] eta: 0:24:59 lr: 0.000013 loss: 31.0492 (30.9248) loss_bbox: 0.1550 (0.1674) loss_bbox_aux_0: 0.1678 (0.1797) loss_bbox_aux_1: 0.1580 (0.1702) loss_bbox_aux_2: 0.1579 (0.1680) loss_bbox_aux_3: 0.1564 (0.1675) loss_bbox_aux_4: 0.1556 (0.1674) loss_bbox_dn_0: 0.2297 (0.2291) loss_bbox_dn_1: 0.1649 (0.1678) loss_bbox_dn_2: 0.1525 (0.1577) loss_bbox_dn_3: 0.1497 (0.1546) loss_bbox_dn_4: 0.1487 (0.1539) loss_bbox_dn_5: 0.1487 (0.1539) loss_bbox_dn_pre: 0.2409 (0.2349) loss_bbox_enc_0: 0.2001 (0.2131) loss_bbox_pre: 0.1683 (0.1800) loss_dfl: 0.9568 (0.9585) loss_fgl_aux_0: 0.9907 (0.9903) loss_fgl_aux_1: 0.9597 (0.9610) loss_fgl_aux_2: 0.9589 (0.9587) loss_fgl_aux_3: 0.9574 (0.9586) loss_fgl_aux_4: 0.9568 (0.9585) loss_fgl_dn_0: 1.0826 (1.0845) loss_fgl_dn_1: 0.9702 (0.9813) loss_fgl_dn_2: 0.9632 (0.9723) loss_fgl_dn_3: 0.9649 (0.9731) loss_fgl_dn_4: 0.9660 (0.9736) loss_fgl_dn_5: 0.9661 (0.9736) loss_giou: 0.5180 (0.5515) loss_giou_aux_0: 0.5369 (0.5763) loss_giou_aux_1: 0.5229 (0.5572) loss_giou_aux_2: 0.5204 (0.5525) loss_giou_aux_3: 0.5191 (0.5516) loss_giou_aux_4: 0.5181 (0.5515) loss_giou_dn_0: 0.5232 (0.5519) loss_giou_dn_1: 0.4073 (0.4398) loss_giou_dn_2: 0.3912 (0.4229) loss_giou_dn_3: 0.3852 (0.4179) loss_giou_dn_4: 0.3842 (0.4169) loss_giou_dn_5: 0.3842 (0.4169) loss_giou_dn_pre: 0.5253 (0.5512) loss_giou_enc_0: 0.6288 (0.6485) loss_giou_pre: 0.5359 (0.5748) loss_ddf_aux_0: 0.0549 (0.0523) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2403 (0.2502) loss_ddf_dn_1: 0.0300 (0.0338) loss_ddf_dn_2: 0.0070 (0.0078) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6716 (0.6422) loss_vfl_aux_0: 0.7355 (0.7099) loss_vfl_aux_1: 0.7219 (0.6880) loss_vfl_aux_2: 0.6990 (0.6704) loss_vfl_aux_3: 0.6843 (0.6532) loss_vfl_aux_4: 0.6774 (0.6443) loss_vfl_dn_0: 0.4806 (0.4832) loss_vfl_dn_1: 0.4132 (0.4142) loss_vfl_dn_2: 0.3929 (0.3982) loss_vfl_dn_3: 0.3824 (0.3902) loss_vfl_dn_4: 0.3792 (0.3873) loss_vfl_dn_5: 0.3795 (0.3868) loss_vfl_dn_pre: 0.4798 (0.4836) loss_vfl_enc_0: 0.7320 (0.7165) loss_vfl_pre: 0.7364 (0.7121) time: 0.7557 data: 0.0229 max mem: 9121 Epoch: [53] [2100/3696] eta: 0:23:49 lr: 0.000013 loss: 31.1929 (30.9260) loss_bbox: 0.1555 (0.1677) loss_bbox_aux_0: 0.1606 (0.1800) loss_bbox_aux_1: 0.1557 (0.1705) loss_bbox_aux_2: 0.1556 (0.1683) loss_bbox_aux_3: 0.1558 (0.1678) loss_bbox_aux_4: 0.1555 (0.1677) loss_bbox_dn_0: 0.2108 (0.2293) loss_bbox_dn_1: 0.1587 (0.1680) loss_bbox_dn_2: 0.1526 (0.1579) loss_bbox_dn_3: 0.1491 (0.1547) loss_bbox_dn_4: 0.1479 (0.1541) loss_bbox_dn_5: 0.1480 (0.1541) loss_bbox_dn_pre: 0.2180 (0.2352) loss_bbox_enc_0: 0.1910 (0.2133) loss_bbox_pre: 0.1630 (0.1803) loss_dfl: 0.9524 (0.9582) loss_fgl_aux_0: 0.9823 (0.9899) loss_fgl_aux_1: 0.9510 (0.9606) loss_fgl_aux_2: 0.9516 (0.9583) loss_fgl_aux_3: 0.9525 (0.9582) loss_fgl_aux_4: 0.9524 (0.9582) loss_fgl_dn_0: 1.0776 (1.0843) loss_fgl_dn_1: 0.9788 (0.9811) loss_fgl_dn_2: 0.9705 (0.9721) loss_fgl_dn_3: 0.9752 (0.9729) loss_fgl_dn_4: 0.9753 (0.9734) loss_fgl_dn_5: 0.9753 (0.9734) loss_giou: 0.5892 (0.5517) loss_giou_aux_0: 0.6142 (0.5765) loss_giou_aux_1: 0.5928 (0.5574) loss_giou_aux_2: 0.5878 (0.5527) loss_giou_aux_3: 0.5891 (0.5518) loss_giou_aux_4: 0.5892 (0.5517) loss_giou_dn_0: 0.5636 (0.5519) loss_giou_dn_1: 0.4580 (0.4399) loss_giou_dn_2: 0.4436 (0.4230) loss_giou_dn_3: 0.4372 (0.4181) loss_giou_dn_4: 0.4355 (0.4170) loss_giou_dn_5: 0.4355 (0.4170) loss_giou_dn_pre: 0.5605 (0.5513) loss_giou_enc_0: 0.6756 (0.6486) loss_giou_pre: 0.6150 (0.5750) loss_ddf_aux_0: 0.0534 (0.0524) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2433 (0.2504) loss_ddf_dn_1: 0.0313 (0.0338) loss_ddf_dn_2: 0.0067 (0.0078) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6253 (0.6422) loss_vfl_aux_0: 0.6857 (0.7098) loss_vfl_aux_1: 0.6721 (0.6878) loss_vfl_aux_2: 0.6481 (0.6703) loss_vfl_aux_3: 0.6384 (0.6531) loss_vfl_aux_4: 0.6333 (0.6443) loss_vfl_dn_0: 0.4791 (0.4831) loss_vfl_dn_1: 0.4102 (0.4141) loss_vfl_dn_2: 0.3963 (0.3981) loss_vfl_dn_3: 0.3894 (0.3901) loss_vfl_dn_4: 0.3861 (0.3872) loss_vfl_dn_5: 0.3850 (0.3867) loss_vfl_dn_pre: 0.4795 (0.4835) loss_vfl_enc_0: 0.7000 (0.7163) loss_vfl_pre: 0.6846 (0.7120) time: 0.7430 data: 0.0301 max mem: 9121 Epoch: [53] [2200/3696] eta: 0:22:11 lr: 0.000013 loss: 30.9601 (30.9313) loss_bbox: 0.1687 (0.1678) loss_bbox_aux_0: 0.1825 (0.1802) loss_bbox_aux_1: 0.1711 (0.1707) loss_bbox_aux_2: 0.1692 (0.1684) loss_bbox_aux_3: 0.1688 (0.1679) loss_bbox_aux_4: 0.1688 (0.1679) loss_bbox_dn_0: 0.2506 (0.2296) loss_bbox_dn_1: 0.1831 (0.1682) loss_bbox_dn_2: 0.1695 (0.1581) loss_bbox_dn_3: 0.1636 (0.1549) loss_bbox_dn_4: 0.1627 (0.1543) loss_bbox_dn_5: 0.1627 (0.1542) loss_bbox_dn_pre: 0.2558 (0.2355) loss_bbox_enc_0: 0.2159 (0.2135) loss_bbox_pre: 0.1839 (0.1805) loss_dfl: 0.9501 (0.9581) loss_fgl_aux_0: 0.9896 (0.9899) loss_fgl_aux_1: 0.9544 (0.9605) loss_fgl_aux_2: 0.9512 (0.9582) loss_fgl_aux_3: 0.9498 (0.9581) loss_fgl_aux_4: 0.9502 (0.9581) loss_fgl_dn_0: 1.0845 (1.0843) loss_fgl_dn_1: 0.9787 (0.9811) loss_fgl_dn_2: 0.9671 (0.9721) loss_fgl_dn_3: 0.9693 (0.9729) loss_fgl_dn_4: 0.9697 (0.9733) loss_fgl_dn_5: 0.9698 (0.9733) loss_giou: 0.5142 (0.5518) loss_giou_aux_0: 0.5366 (0.5765) loss_giou_aux_1: 0.5191 (0.5574) loss_giou_aux_2: 0.5138 (0.5528) loss_giou_aux_3: 0.5136 (0.5519) loss_giou_aux_4: 0.5143 (0.5518) loss_giou_dn_0: 0.5431 (0.5519) loss_giou_dn_1: 0.4319 (0.4399) loss_giou_dn_2: 0.4122 (0.4230) loss_giou_dn_3: 0.4079 (0.4181) loss_giou_dn_4: 0.4059 (0.4170) loss_giou_dn_5: 0.4060 (0.4170) loss_giou_dn_pre: 0.5426 (0.5513) loss_giou_enc_0: 0.6148 (0.6487) loss_giou_pre: 0.5338 (0.5751) loss_ddf_aux_0: 0.0585 (0.0524) loss_ddf_aux_1: 0.0080 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2558 (0.2506) loss_ddf_dn_1: 0.0349 (0.0339) loss_ddf_dn_2: 0.0077 (0.0078) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6553 (0.6425) loss_vfl_aux_0: 0.7212 (0.7100) loss_vfl_aux_1: 0.6977 (0.6881) loss_vfl_aux_2: 0.6927 (0.6705) loss_vfl_aux_3: 0.6618 (0.6534) loss_vfl_aux_4: 0.6515 (0.6446) loss_vfl_dn_0: 0.4845 (0.4831) loss_vfl_dn_1: 0.4136 (0.4142) loss_vfl_dn_2: 0.4000 (0.3981) loss_vfl_dn_3: 0.3893 (0.3901) loss_vfl_dn_4: 0.3885 (0.3872) loss_vfl_dn_5: 0.3873 (0.3868) loss_vfl_dn_pre: 0.4844 (0.4836) loss_vfl_enc_0: 0.7136 (0.7166) loss_vfl_pre: 0.7227 (0.7122) time: 0.7557 data: 0.0309 max mem: 9121 Epoch: [53] [2300/3696] eta: 0:20:35 lr: 0.000013 loss: 30.0834 (30.9328) loss_bbox: 0.1616 (0.1680) loss_bbox_aux_0: 0.1716 (0.1803) loss_bbox_aux_1: 0.1685 (0.1708) loss_bbox_aux_2: 0.1652 (0.1686) loss_bbox_aux_3: 0.1625 (0.1681) loss_bbox_aux_4: 0.1616 (0.1680) loss_bbox_dn_0: 0.2363 (0.2299) loss_bbox_dn_1: 0.1737 (0.1685) loss_bbox_dn_2: 0.1631 (0.1584) loss_bbox_dn_3: 0.1588 (0.1552) loss_bbox_dn_4: 0.1596 (0.1545) loss_bbox_dn_5: 0.1596 (0.1545) loss_bbox_dn_pre: 0.2380 (0.2357) loss_bbox_enc_0: 0.2094 (0.2137) loss_bbox_pre: 0.1711 (0.1806) loss_dfl: 0.9542 (0.9577) loss_fgl_aux_0: 0.9950 (0.9895) loss_fgl_aux_1: 0.9575 (0.9601) loss_fgl_aux_2: 0.9544 (0.9578) loss_fgl_aux_3: 0.9541 (0.9577) loss_fgl_aux_4: 0.9544 (0.9577) loss_fgl_dn_0: 1.0858 (1.0841) loss_fgl_dn_1: 0.9802 (0.9809) loss_fgl_dn_2: 0.9706 (0.9718) loss_fgl_dn_3: 0.9704 (0.9727) loss_fgl_dn_4: 0.9708 (0.9731) loss_fgl_dn_5: 0.9708 (0.9731) loss_giou: 0.5379 (0.5521) loss_giou_aux_0: 0.5489 (0.5768) loss_giou_aux_1: 0.5443 (0.5577) loss_giou_aux_2: 0.5398 (0.5531) loss_giou_aux_3: 0.5386 (0.5522) loss_giou_aux_4: 0.5381 (0.5521) loss_giou_dn_0: 0.5353 (0.5520) loss_giou_dn_1: 0.4210 (0.4400) loss_giou_dn_2: 0.4052 (0.4231) loss_giou_dn_3: 0.3979 (0.4182) loss_giou_dn_4: 0.3972 (0.4172) loss_giou_dn_5: 0.3972 (0.4172) loss_giou_dn_pre: 0.5370 (0.5513) loss_giou_enc_0: 0.6275 (0.6489) loss_giou_pre: 0.5472 (0.5754) loss_ddf_aux_0: 0.0489 (0.0524) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2435 (0.2509) loss_ddf_dn_1: 0.0320 (0.0339) loss_ddf_dn_2: 0.0071 (0.0078) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6287 (0.6423) loss_vfl_aux_0: 0.7092 (0.7099) loss_vfl_aux_1: 0.6682 (0.6878) loss_vfl_aux_2: 0.6552 (0.6704) loss_vfl_aux_3: 0.6393 (0.6531) loss_vfl_aux_4: 0.6310 (0.6444) loss_vfl_dn_0: 0.4812 (0.4831) loss_vfl_dn_1: 0.4152 (0.4142) loss_vfl_dn_2: 0.3997 (0.3981) loss_vfl_dn_3: 0.3910 (0.3901) loss_vfl_dn_4: 0.3830 (0.3872) loss_vfl_dn_5: 0.3820 (0.3868) loss_vfl_dn_pre: 0.4826 (0.4836) loss_vfl_enc_0: 0.7237 (0.7165) loss_vfl_pre: 0.7139 (0.7121) time: 0.7715 data: 0.0277 max mem: 9121 Epoch: [53] [2400/3696] eta: 0:18:59 lr: 0.000013 loss: 31.0937 (30.9376) loss_bbox: 0.1558 (0.1680) loss_bbox_aux_0: 0.1730 (0.1803) loss_bbox_aux_1: 0.1603 (0.1708) loss_bbox_aux_2: 0.1570 (0.1685) loss_bbox_aux_3: 0.1559 (0.1681) loss_bbox_aux_4: 0.1558 (0.1680) loss_bbox_dn_0: 0.2249 (0.2302) loss_bbox_dn_1: 0.1665 (0.1688) loss_bbox_dn_2: 0.1538 (0.1587) loss_bbox_dn_3: 0.1537 (0.1555) loss_bbox_dn_4: 0.1508 (0.1548) loss_bbox_dn_5: 0.1508 (0.1548) loss_bbox_dn_pre: 0.2303 (0.2360) loss_bbox_enc_0: 0.2104 (0.2137) loss_bbox_pre: 0.1722 (0.1806) loss_dfl: 0.9526 (0.9576) loss_fgl_aux_0: 0.9814 (0.9894) loss_fgl_aux_1: 0.9550 (0.9601) loss_fgl_aux_2: 0.9534 (0.9578) loss_fgl_aux_3: 0.9523 (0.9577) loss_fgl_aux_4: 0.9527 (0.9576) loss_fgl_dn_0: 1.0787 (1.0840) loss_fgl_dn_1: 0.9774 (0.9808) loss_fgl_dn_2: 0.9674 (0.9718) loss_fgl_dn_3: 0.9663 (0.9726) loss_fgl_dn_4: 0.9670 (0.9731) loss_fgl_dn_5: 0.9670 (0.9731) loss_giou: 0.5625 (0.5523) loss_giou_aux_0: 0.5804 (0.5771) loss_giou_aux_1: 0.5676 (0.5580) loss_giou_aux_2: 0.5651 (0.5534) loss_giou_aux_3: 0.5632 (0.5525) loss_giou_aux_4: 0.5624 (0.5523) loss_giou_dn_0: 0.5615 (0.5524) loss_giou_dn_1: 0.4520 (0.4404) loss_giou_dn_2: 0.4360 (0.4235) loss_giou_dn_3: 0.4314 (0.4186) loss_giou_dn_4: 0.4297 (0.4175) loss_giou_dn_5: 0.4296 (0.4175) loss_giou_dn_pre: 0.5596 (0.5517) loss_giou_enc_0: 0.6572 (0.6489) loss_giou_pre: 0.5796 (0.5756) loss_ddf_aux_0: 0.0539 (0.0524) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2442 (0.2509) loss_ddf_dn_1: 0.0326 (0.0339) loss_ddf_dn_2: 0.0074 (0.0078) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6419 (0.6423) loss_vfl_aux_0: 0.6970 (0.7098) loss_vfl_aux_1: 0.6819 (0.6878) loss_vfl_aux_2: 0.6621 (0.6702) loss_vfl_aux_3: 0.6594 (0.6532) loss_vfl_aux_4: 0.6426 (0.6444) loss_vfl_dn_0: 0.4824 (0.4831) loss_vfl_dn_1: 0.4158 (0.4141) loss_vfl_dn_2: 0.3967 (0.3981) loss_vfl_dn_3: 0.3893 (0.3901) loss_vfl_dn_4: 0.3868 (0.3872) loss_vfl_dn_5: 0.3875 (0.3868) loss_vfl_dn_pre: 0.4827 (0.4835) loss_vfl_enc_0: 0.7083 (0.7163) loss_vfl_pre: 0.7025 (0.7121) time: 0.7483 data: 0.0276 max mem: 9121 Epoch: [53] [2500/3696] eta: 0:17:28 lr: 0.000013 loss: 30.9540 (30.9448) loss_bbox: 0.1627 (0.1680) loss_bbox_aux_0: 0.1747 (0.1802) loss_bbox_aux_1: 0.1659 (0.1707) loss_bbox_aux_2: 0.1639 (0.1685) loss_bbox_aux_3: 0.1632 (0.1681) loss_bbox_aux_4: 0.1629 (0.1680) loss_bbox_dn_0: 0.2293 (0.2302) loss_bbox_dn_1: 0.1719 (0.1689) loss_bbox_dn_2: 0.1608 (0.1588) loss_bbox_dn_3: 0.1568 (0.1556) loss_bbox_dn_4: 0.1568 (0.1549) loss_bbox_dn_5: 0.1568 (0.1549) loss_bbox_dn_pre: 0.2318 (0.2361) loss_bbox_enc_0: 0.2041 (0.2136) loss_bbox_pre: 0.1747 (0.1805) loss_dfl: 0.9679 (0.9578) loss_fgl_aux_0: 1.0043 (0.9895) loss_fgl_aux_1: 0.9696 (0.9602) loss_fgl_aux_2: 0.9678 (0.9579) loss_fgl_aux_3: 0.9678 (0.9578) loss_fgl_aux_4: 0.9679 (0.9578) loss_fgl_dn_0: 1.1042 (1.0841) loss_fgl_dn_1: 0.9857 (0.9809) loss_fgl_dn_2: 0.9772 (0.9719) loss_fgl_dn_3: 0.9773 (0.9728) loss_fgl_dn_4: 0.9782 (0.9732) loss_fgl_dn_5: 0.9782 (0.9732) loss_giou: 0.5014 (0.5523) loss_giou_aux_0: 0.5200 (0.5771) loss_giou_aux_1: 0.5049 (0.5580) loss_giou_aux_2: 0.5022 (0.5533) loss_giou_aux_3: 0.5024 (0.5525) loss_giou_aux_4: 0.5018 (0.5523) loss_giou_dn_0: 0.5490 (0.5524) loss_giou_dn_1: 0.4274 (0.4404) loss_giou_dn_2: 0.4085 (0.4235) loss_giou_dn_3: 0.4091 (0.4186) loss_giou_dn_4: 0.4080 (0.4175) loss_giou_dn_5: 0.4079 (0.4175) loss_giou_dn_pre: 0.5478 (0.5517) loss_giou_enc_0: 0.6023 (0.6490) loss_giou_pre: 0.5207 (0.5756) loss_ddf_aux_0: 0.0510 (0.0524) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2558 (0.2510) loss_ddf_dn_1: 0.0337 (0.0339) loss_ddf_dn_2: 0.0069 (0.0078) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6539 (0.6429) loss_vfl_aux_0: 0.7147 (0.7103) loss_vfl_aux_1: 0.6996 (0.6883) loss_vfl_aux_2: 0.6782 (0.6707) loss_vfl_aux_3: 0.6676 (0.6539) loss_vfl_aux_4: 0.6486 (0.6450) loss_vfl_dn_0: 0.4867 (0.4831) loss_vfl_dn_1: 0.4180 (0.4142) loss_vfl_dn_2: 0.4029 (0.3982) loss_vfl_dn_3: 0.3956 (0.3902) loss_vfl_dn_4: 0.3933 (0.3874) loss_vfl_dn_5: 0.3940 (0.3869) loss_vfl_dn_pre: 0.4861 (0.4836) loss_vfl_enc_0: 0.7084 (0.7165) loss_vfl_pre: 0.7243 (0.7126) time: 0.8875 data: 0.0244 max mem: 9121 Epoch: [53] [2600/3696] eta: 0:15:57 lr: 0.000013 loss: 31.1043 (30.9504) loss_bbox: 0.1539 (0.1678) loss_bbox_aux_0: 0.1639 (0.1801) loss_bbox_aux_1: 0.1563 (0.1706) loss_bbox_aux_2: 0.1537 (0.1684) loss_bbox_aux_3: 0.1536 (0.1679) loss_bbox_aux_4: 0.1539 (0.1678) loss_bbox_dn_0: 0.2149 (0.2302) loss_bbox_dn_1: 0.1555 (0.1688) loss_bbox_dn_2: 0.1494 (0.1587) loss_bbox_dn_3: 0.1455 (0.1555) loss_bbox_dn_4: 0.1442 (0.1548) loss_bbox_dn_5: 0.1442 (0.1548) loss_bbox_dn_pre: 0.2170 (0.2360) loss_bbox_enc_0: 0.1942 (0.2135) loss_bbox_pre: 0.1638 (0.1804) loss_dfl: 0.9539 (0.9580) loss_fgl_aux_0: 0.9915 (0.9897) loss_fgl_aux_1: 0.9568 (0.9604) loss_fgl_aux_2: 0.9556 (0.9581) loss_fgl_aux_3: 0.9546 (0.9580) loss_fgl_aux_4: 0.9540 (0.9580) loss_fgl_dn_0: 1.0849 (1.0842) loss_fgl_dn_1: 0.9882 (0.9810) loss_fgl_dn_2: 0.9784 (0.9720) loss_fgl_dn_3: 0.9784 (0.9729) loss_fgl_dn_4: 0.9788 (0.9733) loss_fgl_dn_5: 0.9788 (0.9733) loss_giou: 0.5608 (0.5524) loss_giou_aux_0: 0.5860 (0.5771) loss_giou_aux_1: 0.5708 (0.5580) loss_giou_aux_2: 0.5623 (0.5534) loss_giou_aux_3: 0.5616 (0.5525) loss_giou_aux_4: 0.5605 (0.5524) loss_giou_dn_0: 0.5710 (0.5525) loss_giou_dn_1: 0.4704 (0.4406) loss_giou_dn_2: 0.4513 (0.4237) loss_giou_dn_3: 0.4450 (0.4188) loss_giou_dn_4: 0.4442 (0.4177) loss_giou_dn_5: 0.4442 (0.4177) loss_giou_dn_pre: 0.5696 (0.5519) loss_giou_enc_0: 0.6850 (0.6491) loss_giou_pre: 0.5847 (0.5756) loss_ddf_aux_0: 0.0477 (0.0524) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0004 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2469 (0.2511) loss_ddf_dn_1: 0.0328 (0.0339) loss_ddf_dn_2: 0.0070 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6226 (0.6433) loss_vfl_aux_0: 0.7123 (0.7109) loss_vfl_aux_1: 0.6688 (0.6888) loss_vfl_aux_2: 0.6519 (0.6712) loss_vfl_aux_3: 0.6360 (0.6542) loss_vfl_aux_4: 0.6196 (0.6454) loss_vfl_dn_0: 0.4847 (0.4832) loss_vfl_dn_1: 0.4205 (0.4143) loss_vfl_dn_2: 0.4071 (0.3982) loss_vfl_dn_3: 0.3961 (0.3903) loss_vfl_dn_4: 0.3929 (0.3874) loss_vfl_dn_5: 0.3932 (0.3869) loss_vfl_dn_pre: 0.4847 (0.4836) loss_vfl_enc_0: 0.6982 (0.7167) loss_vfl_pre: 0.7128 (0.7132) time: 0.7872 data: 0.0335 max mem: 9121 Epoch: [53] [2700/3696] eta: 0:14:25 lr: 0.000013 loss: 30.6416 (30.9478) loss_bbox: 0.1716 (0.1679) loss_bbox_aux_0: 0.1806 (0.1802) loss_bbox_aux_1: 0.1744 (0.1707) loss_bbox_aux_2: 0.1723 (0.1685) loss_bbox_aux_3: 0.1712 (0.1680) loss_bbox_aux_4: 0.1715 (0.1679) loss_bbox_dn_0: 0.2482 (0.2304) loss_bbox_dn_1: 0.1728 (0.1690) loss_bbox_dn_2: 0.1633 (0.1589) loss_bbox_dn_3: 0.1564 (0.1557) loss_bbox_dn_4: 0.1556 (0.1550) loss_bbox_dn_5: 0.1556 (0.1550) loss_bbox_dn_pre: 0.2512 (0.2363) loss_bbox_enc_0: 0.2083 (0.2136) loss_bbox_pre: 0.1831 (0.1804) loss_dfl: 0.9659 (0.9582) loss_fgl_aux_0: 0.9936 (0.9900) loss_fgl_aux_1: 0.9688 (0.9606) loss_fgl_aux_2: 0.9641 (0.9583) loss_fgl_aux_3: 0.9660 (0.9582) loss_fgl_aux_4: 0.9660 (0.9582) loss_fgl_dn_0: 1.0850 (1.0842) loss_fgl_dn_1: 0.9768 (0.9810) loss_fgl_dn_2: 0.9649 (0.9720) loss_fgl_dn_3: 0.9687 (0.9728) loss_fgl_dn_4: 0.9693 (0.9733) loss_fgl_dn_5: 0.9693 (0.9733) loss_giou: 0.5174 (0.5515) loss_giou_aux_0: 0.5379 (0.5762) loss_giou_aux_1: 0.5293 (0.5571) loss_giou_aux_2: 0.5219 (0.5525) loss_giou_aux_3: 0.5183 (0.5516) loss_giou_aux_4: 0.5175 (0.5515) loss_giou_dn_0: 0.5387 (0.5520) loss_giou_dn_1: 0.4343 (0.4401) loss_giou_dn_2: 0.4212 (0.4231) loss_giou_dn_3: 0.4181 (0.4182) loss_giou_dn_4: 0.4177 (0.4172) loss_giou_dn_5: 0.4176 (0.4172) loss_giou_dn_pre: 0.5403 (0.5514) loss_giou_enc_0: 0.6117 (0.6483) loss_giou_pre: 0.5356 (0.5748) loss_ddf_aux_0: 0.0500 (0.0523) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2554 (0.2513) loss_ddf_dn_1: 0.0336 (0.0339) loss_ddf_dn_2: 0.0069 (0.0077) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6605 (0.6439) loss_vfl_aux_0: 0.7026 (0.7114) loss_vfl_aux_1: 0.7001 (0.6894) loss_vfl_aux_2: 0.6818 (0.6718) loss_vfl_aux_3: 0.6653 (0.6548) loss_vfl_aux_4: 0.6586 (0.6460) loss_vfl_dn_0: 0.4919 (0.4833) loss_vfl_dn_1: 0.4136 (0.4143) loss_vfl_dn_2: 0.3951 (0.3982) loss_vfl_dn_3: 0.3911 (0.3903) loss_vfl_dn_4: 0.3871 (0.3874) loss_vfl_dn_5: 0.3889 (0.3870) loss_vfl_dn_pre: 0.4919 (0.4838) loss_vfl_enc_0: 0.7324 (0.7172) loss_vfl_pre: 0.7075 (0.7137) time: 0.6965 data: 0.0198 max mem: 9121 Epoch: [53] [2800/3696] eta: 0:12:55 lr: 0.000013 loss: 31.0109 (30.9465) loss_bbox: 0.1617 (0.1678) loss_bbox_aux_0: 0.1777 (0.1800) loss_bbox_aux_1: 0.1671 (0.1705) loss_bbox_aux_2: 0.1651 (0.1684) loss_bbox_aux_3: 0.1616 (0.1679) loss_bbox_aux_4: 0.1617 (0.1678) loss_bbox_dn_0: 0.2192 (0.2305) loss_bbox_dn_1: 0.1500 (0.1690) loss_bbox_dn_2: 0.1383 (0.1589) loss_bbox_dn_3: 0.1335 (0.1557) loss_bbox_dn_4: 0.1331 (0.1550) loss_bbox_dn_5: 0.1331 (0.1550) loss_bbox_dn_pre: 0.2228 (0.2363) loss_bbox_enc_0: 0.2062 (0.2134) loss_bbox_pre: 0.1774 (0.1803) loss_dfl: 0.9568 (0.9583) loss_fgl_aux_0: 0.9913 (0.9901) loss_fgl_aux_1: 0.9586 (0.9607) loss_fgl_aux_2: 0.9570 (0.9584) loss_fgl_aux_3: 0.9574 (0.9583) loss_fgl_aux_4: 0.9569 (0.9583) loss_fgl_dn_0: 1.0904 (1.0842) loss_fgl_dn_1: 0.9921 (0.9809) loss_fgl_dn_2: 0.9833 (0.9719) loss_fgl_dn_3: 0.9838 (0.9727) loss_fgl_dn_4: 0.9843 (0.9732) loss_fgl_dn_5: 0.9844 (0.9732) loss_giou: 0.5761 (0.5511) loss_giou_aux_0: 0.5987 (0.5758) loss_giou_aux_1: 0.5751 (0.5567) loss_giou_aux_2: 0.5743 (0.5521) loss_giou_aux_3: 0.5752 (0.5512) loss_giou_aux_4: 0.5761 (0.5511) loss_giou_dn_0: 0.5736 (0.5520) loss_giou_dn_1: 0.4521 (0.4400) loss_giou_dn_2: 0.4381 (0.4231) loss_giou_dn_3: 0.4304 (0.4182) loss_giou_dn_4: 0.4310 (0.4171) loss_giou_dn_5: 0.4311 (0.4171) loss_giou_dn_pre: 0.5745 (0.5513) loss_giou_enc_0: 0.6661 (0.6479) loss_giou_pre: 0.5961 (0.5743) loss_ddf_aux_0: 0.0506 (0.0523) loss_ddf_aux_1: 0.0067 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2399 (0.2514) loss_ddf_dn_1: 0.0329 (0.0339) loss_ddf_dn_2: 0.0070 (0.0077) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6393 (0.6442) loss_vfl_aux_0: 0.7106 (0.7119) loss_vfl_aux_1: 0.6912 (0.6898) loss_vfl_aux_2: 0.6663 (0.6720) loss_vfl_aux_3: 0.6458 (0.6552) loss_vfl_aux_4: 0.6404 (0.6463) loss_vfl_dn_0: 0.4808 (0.4833) loss_vfl_dn_1: 0.4203 (0.4143) loss_vfl_dn_2: 0.4032 (0.3982) loss_vfl_dn_3: 0.3953 (0.3902) loss_vfl_dn_4: 0.3910 (0.3874) loss_vfl_dn_5: 0.3897 (0.3869) loss_vfl_dn_pre: 0.4808 (0.4838) loss_vfl_enc_0: 0.7108 (0.7175) loss_vfl_pre: 0.7170 (0.7142) time: 0.7746 data: 0.0253 max mem: 9121 Epoch: [53] [2900/3696] eta: 0:11:36 lr: 0.000013 loss: 31.5560 (30.9539) loss_bbox: 0.1641 (0.1679) loss_bbox_aux_0: 0.1833 (0.1802) loss_bbox_aux_1: 0.1673 (0.1707) loss_bbox_aux_2: 0.1659 (0.1685) loss_bbox_aux_3: 0.1643 (0.1680) loss_bbox_aux_4: 0.1641 (0.1679) loss_bbox_dn_0: 0.2415 (0.2306) loss_bbox_dn_1: 0.1756 (0.1692) loss_bbox_dn_2: 0.1656 (0.1591) loss_bbox_dn_3: 0.1600 (0.1559) loss_bbox_dn_4: 0.1588 (0.1552) loss_bbox_dn_5: 0.1588 (0.1552) loss_bbox_dn_pre: 0.2460 (0.2365) loss_bbox_enc_0: 0.2105 (0.2135) loss_bbox_pre: 0.1837 (0.1805) loss_dfl: 0.9480 (0.9581) loss_fgl_aux_0: 0.9939 (0.9899) loss_fgl_aux_1: 0.9538 (0.9605) loss_fgl_aux_2: 0.9500 (0.9582) loss_fgl_aux_3: 0.9488 (0.9581) loss_fgl_aux_4: 0.9480 (0.9581) loss_fgl_dn_0: 1.0833 (1.0842) loss_fgl_dn_1: 0.9824 (0.9809) loss_fgl_dn_2: 0.9717 (0.9719) loss_fgl_dn_3: 0.9727 (0.9727) loss_fgl_dn_4: 0.9738 (0.9732) loss_fgl_dn_5: 0.9738 (0.9732) loss_giou: 0.5268 (0.5516) loss_giou_aux_0: 0.5459 (0.5763) loss_giou_aux_1: 0.5289 (0.5572) loss_giou_aux_2: 0.5268 (0.5526) loss_giou_aux_3: 0.5262 (0.5517) loss_giou_aux_4: 0.5270 (0.5516) loss_giou_dn_0: 0.5394 (0.5523) loss_giou_dn_1: 0.4268 (0.4402) loss_giou_dn_2: 0.4125 (0.4233) loss_giou_dn_3: 0.4091 (0.4184) loss_giou_dn_4: 0.4091 (0.4174) loss_giou_dn_5: 0.4092 (0.4174) loss_giou_dn_pre: 0.5384 (0.5516) loss_giou_enc_0: 0.6229 (0.6483) loss_giou_pre: 0.5455 (0.5749) loss_ddf_aux_0: 0.0537 (0.0524) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2583 (0.2515) loss_ddf_dn_1: 0.0320 (0.0339) loss_ddf_dn_2: 0.0067 (0.0077) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6542 (0.6443) loss_vfl_aux_0: 0.7292 (0.7120) loss_vfl_aux_1: 0.7065 (0.6899) loss_vfl_aux_2: 0.6834 (0.6721) loss_vfl_aux_3: 0.6632 (0.6553) loss_vfl_aux_4: 0.6595 (0.6464) loss_vfl_dn_0: 0.4807 (0.4833) loss_vfl_dn_1: 0.4159 (0.4143) loss_vfl_dn_2: 0.4022 (0.3982) loss_vfl_dn_3: 0.3926 (0.3903) loss_vfl_dn_4: 0.3898 (0.3874) loss_vfl_dn_5: 0.3899 (0.3870) loss_vfl_dn_pre: 0.4818 (0.4838) loss_vfl_enc_0: 0.7203 (0.7174) loss_vfl_pre: 0.7340 (0.7143) time: 0.7334 data: 0.0302 max mem: 9121 Epoch: [53] [3000/3696] eta: 0:10:18 lr: 0.000013 loss: 30.8176 (30.9544) loss_bbox: 0.1512 (0.1678) loss_bbox_aux_0: 0.1675 (0.1801) loss_bbox_aux_1: 0.1539 (0.1706) loss_bbox_aux_2: 0.1515 (0.1684) loss_bbox_aux_3: 0.1508 (0.1679) loss_bbox_aux_4: 0.1510 (0.1678) loss_bbox_dn_0: 0.2166 (0.2306) loss_bbox_dn_1: 0.1529 (0.1692) loss_bbox_dn_2: 0.1426 (0.1590) loss_bbox_dn_3: 0.1401 (0.1558) loss_bbox_dn_4: 0.1399 (0.1552) loss_bbox_dn_5: 0.1398 (0.1552) loss_bbox_dn_pre: 0.2234 (0.2365) loss_bbox_enc_0: 0.2004 (0.2134) loss_bbox_pre: 0.1673 (0.1804) loss_dfl: 0.9593 (0.9581) loss_fgl_aux_0: 0.9940 (0.9899) loss_fgl_aux_1: 0.9587 (0.9605) loss_fgl_aux_2: 0.9591 (0.9582) loss_fgl_aux_3: 0.9596 (0.9581) loss_fgl_aux_4: 0.9594 (0.9581) loss_fgl_dn_0: 1.0862 (1.0843) loss_fgl_dn_1: 0.9847 (0.9810) loss_fgl_dn_2: 0.9764 (0.9720) loss_fgl_dn_3: 0.9769 (0.9728) loss_fgl_dn_4: 0.9777 (0.9733) loss_fgl_dn_5: 0.9776 (0.9733) loss_giou: 0.5206 (0.5516) loss_giou_aux_0: 0.5522 (0.5765) loss_giou_aux_1: 0.5271 (0.5573) loss_giou_aux_2: 0.5201 (0.5527) loss_giou_aux_3: 0.5206 (0.5518) loss_giou_aux_4: 0.5205 (0.5516) loss_giou_dn_0: 0.5391 (0.5523) loss_giou_dn_1: 0.4308 (0.4402) loss_giou_dn_2: 0.4146 (0.4233) loss_giou_dn_3: 0.4070 (0.4184) loss_giou_dn_4: 0.4055 (0.4173) loss_giou_dn_5: 0.4055 (0.4173) loss_giou_dn_pre: 0.5374 (0.5516) loss_giou_enc_0: 0.6293 (0.6485) loss_giou_pre: 0.5521 (0.5750) loss_ddf_aux_0: 0.0562 (0.0524) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2627 (0.2517) loss_ddf_dn_1: 0.0358 (0.0339) loss_ddf_dn_2: 0.0078 (0.0077) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6303 (0.6442) loss_vfl_aux_0: 0.7153 (0.7121) loss_vfl_aux_1: 0.6827 (0.6899) loss_vfl_aux_2: 0.6688 (0.6721) loss_vfl_aux_3: 0.6396 (0.6552) loss_vfl_aux_4: 0.6282 (0.6463) loss_vfl_dn_0: 0.4805 (0.4833) loss_vfl_dn_1: 0.4144 (0.4144) loss_vfl_dn_2: 0.3969 (0.3983) loss_vfl_dn_3: 0.3915 (0.3903) loss_vfl_dn_4: 0.3898 (0.3875) loss_vfl_dn_5: 0.3890 (0.3870) loss_vfl_dn_pre: 0.4811 (0.4838) loss_vfl_enc_0: 0.6951 (0.7174) loss_vfl_pre: 0.7092 (0.7144) time: 0.7446 data: 0.0232 max mem: 9121 Epoch: [53] [3100/3696] eta: 0:08:46 lr: 0.000013 loss: 31.5208 (30.9551) loss_bbox: 0.1669 (0.1678) loss_bbox_aux_0: 0.1745 (0.1800) loss_bbox_aux_1: 0.1687 (0.1705) loss_bbox_aux_2: 0.1676 (0.1683) loss_bbox_aux_3: 0.1671 (0.1679) loss_bbox_aux_4: 0.1669 (0.1678) loss_bbox_dn_0: 0.2313 (0.2307) loss_bbox_dn_1: 0.1723 (0.1692) loss_bbox_dn_2: 0.1594 (0.1590) loss_bbox_dn_3: 0.1559 (0.1558) loss_bbox_dn_4: 0.1549 (0.1552) loss_bbox_dn_5: 0.1549 (0.1551) loss_bbox_dn_pre: 0.2343 (0.2365) loss_bbox_enc_0: 0.2131 (0.2133) loss_bbox_pre: 0.1740 (0.1803) loss_dfl: 0.9708 (0.9582) loss_fgl_aux_0: 1.0050 (0.9901) loss_fgl_aux_1: 0.9736 (0.9606) loss_fgl_aux_2: 0.9723 (0.9583) loss_fgl_aux_3: 0.9707 (0.9582) loss_fgl_aux_4: 0.9709 (0.9582) loss_fgl_dn_0: 1.0920 (1.0844) loss_fgl_dn_1: 0.9861 (0.9810) loss_fgl_dn_2: 0.9780 (0.9720) loss_fgl_dn_3: 0.9800 (0.9728) loss_fgl_dn_4: 0.9807 (0.9733) loss_fgl_dn_5: 0.9807 (0.9733) loss_giou: 0.5764 (0.5515) loss_giou_aux_0: 0.6094 (0.5764) loss_giou_aux_1: 0.5864 (0.5572) loss_giou_aux_2: 0.5791 (0.5526) loss_giou_aux_3: 0.5766 (0.5517) loss_giou_aux_4: 0.5764 (0.5515) loss_giou_dn_0: 0.5619 (0.5523) loss_giou_dn_1: 0.4533 (0.4402) loss_giou_dn_2: 0.4388 (0.4233) loss_giou_dn_3: 0.4332 (0.4183) loss_giou_dn_4: 0.4328 (0.4173) loss_giou_dn_5: 0.4329 (0.4173) loss_giou_dn_pre: 0.5616 (0.5516) loss_giou_enc_0: 0.6787 (0.6485) loss_giou_pre: 0.6076 (0.5749) loss_ddf_aux_0: 0.0555 (0.0525) loss_ddf_aux_1: 0.0083 (0.0073) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2750 (0.2520) loss_ddf_dn_1: 0.0379 (0.0339) loss_ddf_dn_2: 0.0080 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6405 (0.6443) loss_vfl_aux_0: 0.7200 (0.7122) loss_vfl_aux_1: 0.7164 (0.6901) loss_vfl_aux_2: 0.6692 (0.6721) loss_vfl_aux_3: 0.6517 (0.6553) loss_vfl_aux_4: 0.6409 (0.6463) loss_vfl_dn_0: 0.4855 (0.4834) loss_vfl_dn_1: 0.4237 (0.4144) loss_vfl_dn_2: 0.4029 (0.3983) loss_vfl_dn_3: 0.3956 (0.3903) loss_vfl_dn_4: 0.3919 (0.3875) loss_vfl_dn_5: 0.3917 (0.3870) loss_vfl_dn_pre: 0.4859 (0.4838) loss_vfl_enc_0: 0.7073 (0.7173) loss_vfl_pre: 0.7164 (0.7145) time: 0.7106 data: 0.0267 max mem: 9121 Epoch: [53] [3200/3696] eta: 0:07:15 lr: 0.000013 loss: 30.9500 (30.9517) loss_bbox: 0.1624 (0.1677) loss_bbox_aux_0: 0.1825 (0.1800) loss_bbox_aux_1: 0.1669 (0.1705) loss_bbox_aux_2: 0.1648 (0.1683) loss_bbox_aux_3: 0.1627 (0.1678) loss_bbox_aux_4: 0.1625 (0.1678) loss_bbox_dn_0: 0.2388 (0.2307) loss_bbox_dn_1: 0.1674 (0.1692) loss_bbox_dn_2: 0.1577 (0.1590) loss_bbox_dn_3: 0.1554 (0.1558) loss_bbox_dn_4: 0.1549 (0.1551) loss_bbox_dn_5: 0.1549 (0.1551) loss_bbox_dn_pre: 0.2416 (0.2365) loss_bbox_enc_0: 0.2216 (0.2134) loss_bbox_pre: 0.1804 (0.1803) loss_dfl: 0.9638 (0.9583) loss_fgl_aux_0: 0.9899 (0.9902) loss_fgl_aux_1: 0.9660 (0.9608) loss_fgl_aux_2: 0.9641 (0.9584) loss_fgl_aux_3: 0.9639 (0.9583) loss_fgl_aux_4: 0.9639 (0.9583) loss_fgl_dn_0: 1.0870 (1.0844) loss_fgl_dn_1: 0.9738 (0.9810) loss_fgl_dn_2: 0.9650 (0.9719) loss_fgl_dn_3: 0.9658 (0.9727) loss_fgl_dn_4: 0.9663 (0.9732) loss_fgl_dn_5: 0.9664 (0.9732) loss_giou: 0.4917 (0.5510) loss_giou_aux_0: 0.5163 (0.5758) loss_giou_aux_1: 0.5012 (0.5567) loss_giou_aux_2: 0.4959 (0.5521) loss_giou_aux_3: 0.4926 (0.5512) loss_giou_aux_4: 0.4919 (0.5510) loss_giou_dn_0: 0.5264 (0.5521) loss_giou_dn_1: 0.4138 (0.4400) loss_giou_dn_2: 0.3994 (0.4231) loss_giou_dn_3: 0.3920 (0.4181) loss_giou_dn_4: 0.3899 (0.4171) loss_giou_dn_5: 0.3900 (0.4171) loss_giou_dn_pre: 0.5255 (0.5514) loss_giou_enc_0: 0.6021 (0.6480) loss_giou_pre: 0.5165 (0.5744) loss_ddf_aux_0: 0.0518 (0.0526) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2602 (0.2520) loss_ddf_dn_1: 0.0347 (0.0340) loss_ddf_dn_2: 0.0077 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6440 (0.6444) loss_vfl_aux_0: 0.7164 (0.7124) loss_vfl_aux_1: 0.7022 (0.6903) loss_vfl_aux_2: 0.6647 (0.6722) loss_vfl_aux_3: 0.6532 (0.6554) loss_vfl_aux_4: 0.6432 (0.6465) loss_vfl_dn_0: 0.4914 (0.4835) loss_vfl_dn_1: 0.4144 (0.4144) loss_vfl_dn_2: 0.3947 (0.3983) loss_vfl_dn_3: 0.3899 (0.3903) loss_vfl_dn_4: 0.3886 (0.3875) loss_vfl_dn_5: 0.3873 (0.3870) loss_vfl_dn_pre: 0.4927 (0.4839) loss_vfl_enc_0: 0.7301 (0.7175) loss_vfl_pre: 0.7211 (0.7147) time: 0.7538 data: 0.0312 max mem: 9121 Epoch: [53] [3300/3696] eta: 0:05:46 lr: 0.000013 loss: 30.5701 (30.9512) loss_bbox: 0.1678 (0.1677) loss_bbox_aux_0: 0.1807 (0.1800) loss_bbox_aux_1: 0.1710 (0.1705) loss_bbox_aux_2: 0.1674 (0.1683) loss_bbox_aux_3: 0.1676 (0.1678) loss_bbox_aux_4: 0.1679 (0.1677) loss_bbox_dn_0: 0.2316 (0.2307) loss_bbox_dn_1: 0.1735 (0.1692) loss_bbox_dn_2: 0.1596 (0.1590) loss_bbox_dn_3: 0.1594 (0.1558) loss_bbox_dn_4: 0.1592 (0.1551) loss_bbox_dn_5: 0.1592 (0.1551) loss_bbox_dn_pre: 0.2357 (0.2365) loss_bbox_enc_0: 0.2212 (0.2135) loss_bbox_pre: 0.1786 (0.1803) loss_dfl: 0.9784 (0.9584) loss_fgl_aux_0: 1.0167 (0.9903) loss_fgl_aux_1: 0.9818 (0.9608) loss_fgl_aux_2: 0.9793 (0.9585) loss_fgl_aux_3: 0.9791 (0.9584) loss_fgl_aux_4: 0.9785 (0.9584) loss_fgl_dn_0: 1.0959 (1.0844) loss_fgl_dn_1: 0.9829 (0.9810) loss_fgl_dn_2: 0.9695 (0.9719) loss_fgl_dn_3: 0.9691 (0.9727) loss_fgl_dn_4: 0.9699 (0.9732) loss_fgl_dn_5: 0.9700 (0.9732) loss_giou: 0.4878 (0.5507) loss_giou_aux_0: 0.5126 (0.5756) loss_giou_aux_1: 0.4959 (0.5564) loss_giou_aux_2: 0.4882 (0.5518) loss_giou_aux_3: 0.4879 (0.5509) loss_giou_aux_4: 0.4879 (0.5508) loss_giou_dn_0: 0.5168 (0.5520) loss_giou_dn_1: 0.4044 (0.4399) loss_giou_dn_2: 0.3914 (0.4229) loss_giou_dn_3: 0.3861 (0.4180) loss_giou_dn_4: 0.3852 (0.4169) loss_giou_dn_5: 0.3852 (0.4169) loss_giou_dn_pre: 0.5168 (0.5513) loss_giou_enc_0: 0.5863 (0.6477) loss_giou_pre: 0.5113 (0.5741) loss_ddf_aux_0: 0.0548 (0.0526) loss_ddf_aux_1: 0.0080 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2717 (0.2523) loss_ddf_dn_1: 0.0414 (0.0341) loss_ddf_dn_2: 0.0091 (0.0077) loss_ddf_dn_3: 0.0010 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6672 (0.6447) loss_vfl_aux_0: 0.7404 (0.7126) loss_vfl_aux_1: 0.7022 (0.6904) loss_vfl_aux_2: 0.6896 (0.6724) loss_vfl_aux_3: 0.6753 (0.6556) loss_vfl_aux_4: 0.6680 (0.6467) loss_vfl_dn_0: 0.4886 (0.4835) loss_vfl_dn_1: 0.4086 (0.4144) loss_vfl_dn_2: 0.3921 (0.3983) loss_vfl_dn_3: 0.3819 (0.3903) loss_vfl_dn_4: 0.3780 (0.3875) loss_vfl_dn_5: 0.3764 (0.3870) loss_vfl_dn_pre: 0.4892 (0.4840) loss_vfl_enc_0: 0.7372 (0.7179) loss_vfl_pre: 0.7441 (0.7149) time: 0.7474 data: 0.0329 max mem: 9121 Epoch: [53] [3400/3696] eta: 0:04:25 lr: 0.000013 loss: 30.2451 (30.9434) loss_bbox: 0.1430 (0.1676) loss_bbox_aux_0: 0.1538 (0.1799) loss_bbox_aux_1: 0.1456 (0.1704) loss_bbox_aux_2: 0.1441 (0.1682) loss_bbox_aux_3: 0.1435 (0.1677) loss_bbox_aux_4: 0.1430 (0.1676) loss_bbox_dn_0: 0.2131 (0.2307) loss_bbox_dn_1: 0.1502 (0.1692) loss_bbox_dn_2: 0.1391 (0.1590) loss_bbox_dn_3: 0.1394 (0.1558) loss_bbox_dn_4: 0.1385 (0.1551) loss_bbox_dn_5: 0.1384 (0.1551) loss_bbox_dn_pre: 0.2185 (0.2366) loss_bbox_enc_0: 0.1896 (0.2134) loss_bbox_pre: 0.1537 (0.1802) loss_dfl: 0.9662 (0.9584) loss_fgl_aux_0: 0.9989 (0.9904) loss_fgl_aux_1: 0.9707 (0.9608) loss_fgl_aux_2: 0.9669 (0.9585) loss_fgl_aux_3: 0.9663 (0.9584) loss_fgl_aux_4: 0.9663 (0.9584) loss_fgl_dn_0: 1.0826 (1.0844) loss_fgl_dn_1: 0.9709 (0.9809) loss_fgl_dn_2: 0.9636 (0.9718) loss_fgl_dn_3: 0.9634 (0.9726) loss_fgl_dn_4: 0.9636 (0.9731) loss_fgl_dn_5: 0.9636 (0.9731) loss_giou: 0.5079 (0.5502) loss_giou_aux_0: 0.5319 (0.5750) loss_giou_aux_1: 0.5107 (0.5558) loss_giou_aux_2: 0.5071 (0.5512) loss_giou_aux_3: 0.5092 (0.5503) loss_giou_aux_4: 0.5082 (0.5502) loss_giou_dn_0: 0.5263 (0.5517) loss_giou_dn_1: 0.4095 (0.4396) loss_giou_dn_2: 0.3923 (0.4226) loss_giou_dn_3: 0.3890 (0.4177) loss_giou_dn_4: 0.3879 (0.4166) loss_giou_dn_5: 0.3879 (0.4166) loss_giou_dn_pre: 0.5268 (0.5510) loss_giou_enc_0: 0.5998 (0.6471) loss_giou_pre: 0.5294 (0.5735) loss_ddf_aux_0: 0.0496 (0.0526) loss_ddf_aux_1: 0.0067 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2428 (0.2524) loss_ddf_dn_1: 0.0314 (0.0341) loss_ddf_dn_2: 0.0063 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6470 (0.6447) loss_vfl_aux_0: 0.7149 (0.7126) loss_vfl_aux_1: 0.7014 (0.6905) loss_vfl_aux_2: 0.6710 (0.6724) loss_vfl_aux_3: 0.6584 (0.6556) loss_vfl_aux_4: 0.6484 (0.6467) loss_vfl_dn_0: 0.4786 (0.4835) loss_vfl_dn_1: 0.4069 (0.4143) loss_vfl_dn_2: 0.3921 (0.3982) loss_vfl_dn_3: 0.3845 (0.3902) loss_vfl_dn_4: 0.3811 (0.3874) loss_vfl_dn_5: 0.3817 (0.3869) loss_vfl_dn_pre: 0.4799 (0.4840) loss_vfl_enc_0: 0.7191 (0.7180) loss_vfl_pre: 0.7195 (0.7149) time: 1.5874 data: 0.0235 max mem: 9121 Epoch: [53] [3500/3696] eta: 0:02:55 lr: 0.000013 loss: 30.9150 (30.9406) loss_bbox: 0.1449 (0.1675) loss_bbox_aux_0: 0.1579 (0.1798) loss_bbox_aux_1: 0.1489 (0.1702) loss_bbox_aux_2: 0.1461 (0.1681) loss_bbox_aux_3: 0.1453 (0.1676) loss_bbox_aux_4: 0.1449 (0.1675) loss_bbox_dn_0: 0.2112 (0.2307) loss_bbox_dn_1: 0.1440 (0.1691) loss_bbox_dn_2: 0.1344 (0.1589) loss_bbox_dn_3: 0.1301 (0.1557) loss_bbox_dn_4: 0.1289 (0.1550) loss_bbox_dn_5: 0.1288 (0.1550) loss_bbox_dn_pre: 0.2199 (0.2365) loss_bbox_enc_0: 0.1914 (0.2132) loss_bbox_pre: 0.1583 (0.1801) loss_dfl: 0.9617 (0.9583) loss_fgl_aux_0: 0.9803 (0.9903) loss_fgl_aux_1: 0.9625 (0.9608) loss_fgl_aux_2: 0.9612 (0.9584) loss_fgl_aux_3: 0.9617 (0.9583) loss_fgl_aux_4: 0.9618 (0.9583) loss_fgl_dn_0: 1.0786 (1.0843) loss_fgl_dn_1: 0.9807 (0.9809) loss_fgl_dn_2: 0.9691 (0.9718) loss_fgl_dn_3: 0.9706 (0.9726) loss_fgl_dn_4: 0.9708 (0.9731) loss_fgl_dn_5: 0.9708 (0.9731) loss_giou: 0.5510 (0.5503) loss_giou_aux_0: 0.5785 (0.5752) loss_giou_aux_1: 0.5527 (0.5560) loss_giou_aux_2: 0.5521 (0.5514) loss_giou_aux_3: 0.5517 (0.5505) loss_giou_aux_4: 0.5511 (0.5503) loss_giou_dn_0: 0.5448 (0.5518) loss_giou_dn_1: 0.4348 (0.4397) loss_giou_dn_2: 0.4175 (0.4227) loss_giou_dn_3: 0.4182 (0.4178) loss_giou_dn_4: 0.4181 (0.4167) loss_giou_dn_5: 0.4181 (0.4167) loss_giou_dn_pre: 0.5441 (0.5511) loss_giou_enc_0: 0.6434 (0.6472) loss_giou_pre: 0.5786 (0.5737) loss_ddf_aux_0: 0.0497 (0.0525) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2558 (0.2523) loss_ddf_dn_1: 0.0346 (0.0341) loss_ddf_dn_2: 0.0064 (0.0077) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6269 (0.6445) loss_vfl_aux_0: 0.6680 (0.7123) loss_vfl_aux_1: 0.6552 (0.6902) loss_vfl_aux_2: 0.6511 (0.6722) loss_vfl_aux_3: 0.6355 (0.6554) loss_vfl_aux_4: 0.6267 (0.6465) loss_vfl_dn_0: 0.4799 (0.4834) loss_vfl_dn_1: 0.4063 (0.4143) loss_vfl_dn_2: 0.3909 (0.3982) loss_vfl_dn_3: 0.3835 (0.3901) loss_vfl_dn_4: 0.3798 (0.3873) loss_vfl_dn_5: 0.3802 (0.3869) loss_vfl_dn_pre: 0.4811 (0.4839) loss_vfl_enc_0: 0.6929 (0.7179) loss_vfl_pre: 0.6714 (0.7146) time: 0.7411 data: 0.0287 max mem: 9121 Epoch: [53] [3600/3696] eta: 0:01:25 lr: 0.000013 loss: 31.0673 (30.9458) loss_bbox: 0.1614 (0.1676) loss_bbox_aux_0: 0.1722 (0.1799) loss_bbox_aux_1: 0.1648 (0.1703) loss_bbox_aux_2: 0.1620 (0.1681) loss_bbox_aux_3: 0.1613 (0.1676) loss_bbox_aux_4: 0.1614 (0.1676) loss_bbox_dn_0: 0.2415 (0.2308) loss_bbox_dn_1: 0.1750 (0.1693) loss_bbox_dn_2: 0.1649 (0.1590) loss_bbox_dn_3: 0.1598 (0.1558) loss_bbox_dn_4: 0.1605 (0.1552) loss_bbox_dn_5: 0.1605 (0.1551) loss_bbox_dn_pre: 0.2495 (0.2367) loss_bbox_enc_0: 0.2051 (0.2132) loss_bbox_pre: 0.1707 (0.1801) loss_dfl: 0.9820 (0.9586) loss_fgl_aux_0: 1.0098 (0.9905) loss_fgl_aux_1: 0.9865 (0.9610) loss_fgl_aux_2: 0.9838 (0.9587) loss_fgl_aux_3: 0.9825 (0.9586) loss_fgl_aux_4: 0.9820 (0.9586) loss_fgl_dn_0: 1.0802 (1.0843) loss_fgl_dn_1: 0.9809 (0.9809) loss_fgl_dn_2: 0.9726 (0.9719) loss_fgl_dn_3: 0.9732 (0.9727) loss_fgl_dn_4: 0.9736 (0.9731) loss_fgl_dn_5: 0.9735 (0.9731) loss_giou: 0.5179 (0.5502) loss_giou_aux_0: 0.5383 (0.5750) loss_giou_aux_1: 0.5202 (0.5558) loss_giou_aux_2: 0.5194 (0.5512) loss_giou_aux_3: 0.5179 (0.5503) loss_giou_aux_4: 0.5180 (0.5502) loss_giou_dn_0: 0.5489 (0.5519) loss_giou_dn_1: 0.4383 (0.4398) loss_giou_dn_2: 0.4195 (0.4228) loss_giou_dn_3: 0.4151 (0.4179) loss_giou_dn_4: 0.4141 (0.4169) loss_giou_dn_5: 0.4142 (0.4169) loss_giou_dn_pre: 0.5498 (0.5512) loss_giou_enc_0: 0.6146 (0.6471) loss_giou_pre: 0.5379 (0.5736) loss_ddf_aux_0: 0.0517 (0.0525) loss_ddf_aux_1: 0.0081 (0.0073) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2412 (0.2523) loss_ddf_dn_1: 0.0339 (0.0341) loss_ddf_dn_2: 0.0080 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6465 (0.6447) loss_vfl_aux_0: 0.7254 (0.7126) loss_vfl_aux_1: 0.6999 (0.6904) loss_vfl_aux_2: 0.6743 (0.6724) loss_vfl_aux_3: 0.6685 (0.6556) loss_vfl_aux_4: 0.6539 (0.6468) loss_vfl_dn_0: 0.4868 (0.4835) loss_vfl_dn_1: 0.4135 (0.4144) loss_vfl_dn_2: 0.3983 (0.3983) loss_vfl_dn_3: 0.3893 (0.3903) loss_vfl_dn_4: 0.3889 (0.3875) loss_vfl_dn_5: 0.3875 (0.3870) loss_vfl_dn_pre: 0.4873 (0.4840) loss_vfl_enc_0: 0.7356 (0.7181) loss_vfl_pre: 0.7316 (0.7148) time: 0.8047 data: 0.0325 max mem: 9121 Epoch: [53] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 31.0897 (30.9455) loss_bbox: 0.1493 (0.1676) loss_bbox_aux_0: 0.1650 (0.1798) loss_bbox_aux_1: 0.1536 (0.1703) loss_bbox_aux_2: 0.1505 (0.1681) loss_bbox_aux_3: 0.1494 (0.1676) loss_bbox_aux_4: 0.1493 (0.1676) loss_bbox_dn_0: 0.2086 (0.2308) loss_bbox_dn_1: 0.1481 (0.1693) loss_bbox_dn_2: 0.1446 (0.1591) loss_bbox_dn_3: 0.1425 (0.1559) loss_bbox_dn_4: 0.1438 (0.1552) loss_bbox_dn_5: 0.1438 (0.1552) loss_bbox_dn_pre: 0.2140 (0.2367) loss_bbox_enc_0: 0.1915 (0.2131) loss_bbox_pre: 0.1635 (0.1801) loss_dfl: 0.9589 (0.9584) loss_fgl_aux_0: 0.9948 (0.9903) loss_fgl_aux_1: 0.9646 (0.9608) loss_fgl_aux_2: 0.9601 (0.9585) loss_fgl_aux_3: 0.9591 (0.9584) loss_fgl_aux_4: 0.9589 (0.9584) loss_fgl_dn_0: 1.0798 (1.0842) loss_fgl_dn_1: 0.9922 (0.9809) loss_fgl_dn_2: 0.9818 (0.9718) loss_fgl_dn_3: 0.9828 (0.9726) loss_fgl_dn_4: 0.9832 (0.9731) loss_fgl_dn_5: 0.9832 (0.9731) loss_giou: 0.5528 (0.5504) loss_giou_aux_0: 0.5721 (0.5752) loss_giou_aux_1: 0.5568 (0.5560) loss_giou_aux_2: 0.5514 (0.5514) loss_giou_aux_3: 0.5508 (0.5505) loss_giou_aux_4: 0.5523 (0.5504) loss_giou_dn_0: 0.5568 (0.5520) loss_giou_dn_1: 0.4375 (0.4398) loss_giou_dn_2: 0.4203 (0.4229) loss_giou_dn_3: 0.4155 (0.4180) loss_giou_dn_4: 0.4146 (0.4169) loss_giou_dn_5: 0.4145 (0.4169) loss_giou_dn_pre: 0.5543 (0.5513) loss_giou_enc_0: 0.6453 (0.6472) loss_giou_pre: 0.5724 (0.5737) loss_ddf_aux_0: 0.0464 (0.0525) loss_ddf_aux_1: 0.0064 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2431 (0.2523) loss_ddf_dn_1: 0.0320 (0.0341) loss_ddf_dn_2: 0.0068 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6414 (0.6447) loss_vfl_aux_0: 0.6865 (0.7124) loss_vfl_aux_1: 0.6631 (0.6904) loss_vfl_aux_2: 0.6592 (0.6723) loss_vfl_aux_3: 0.6432 (0.6556) loss_vfl_aux_4: 0.6451 (0.6468) loss_vfl_dn_0: 0.4816 (0.4835) loss_vfl_dn_1: 0.4192 (0.4145) loss_vfl_dn_2: 0.4028 (0.3983) loss_vfl_dn_3: 0.3948 (0.3903) loss_vfl_dn_4: 0.3927 (0.3875) loss_vfl_dn_5: 0.3924 (0.3870) loss_vfl_dn_pre: 0.4813 (0.4840) loss_vfl_enc_0: 0.7000 (0.7180) loss_vfl_pre: 0.6851 (0.7146) time: 0.9914 data: 0.0261 max mem: 9121 Epoch: [53] Total time: 0:54:56 (0.8919 s / it) Averaged stats: lr: 0.000013 loss: 31.0897 (30.9455) loss_bbox: 0.1493 (0.1676) loss_bbox_aux_0: 0.1650 (0.1798) loss_bbox_aux_1: 0.1536 (0.1703) loss_bbox_aux_2: 0.1505 (0.1681) loss_bbox_aux_3: 0.1494 (0.1676) loss_bbox_aux_4: 0.1493 (0.1676) loss_bbox_dn_0: 0.2086 (0.2308) loss_bbox_dn_1: 0.1481 (0.1693) loss_bbox_dn_2: 0.1446 (0.1591) loss_bbox_dn_3: 0.1425 (0.1559) loss_bbox_dn_4: 0.1438 (0.1552) loss_bbox_dn_5: 0.1438 (0.1552) loss_bbox_dn_pre: 0.2140 (0.2367) loss_bbox_enc_0: 0.1915 (0.2131) loss_bbox_pre: 0.1635 (0.1801) loss_dfl: 0.9589 (0.9584) loss_fgl_aux_0: 0.9948 (0.9903) loss_fgl_aux_1: 0.9646 (0.9608) loss_fgl_aux_2: 0.9601 (0.9585) loss_fgl_aux_3: 0.9591 (0.9584) loss_fgl_aux_4: 0.9589 (0.9584) loss_fgl_dn_0: 1.0798 (1.0842) loss_fgl_dn_1: 0.9922 (0.9809) loss_fgl_dn_2: 0.9818 (0.9718) loss_fgl_dn_3: 0.9828 (0.9726) loss_fgl_dn_4: 0.9832 (0.9731) loss_fgl_dn_5: 0.9832 (0.9731) loss_giou: 0.5528 (0.5504) loss_giou_aux_0: 0.5721 (0.5752) loss_giou_aux_1: 0.5568 (0.5560) loss_giou_aux_2: 0.5514 (0.5514) loss_giou_aux_3: 0.5508 (0.5505) loss_giou_aux_4: 0.5523 (0.5504) loss_giou_dn_0: 0.5568 (0.5520) loss_giou_dn_1: 0.4375 (0.4398) loss_giou_dn_2: 0.4203 (0.4229) loss_giou_dn_3: 0.4155 (0.4180) loss_giou_dn_4: 0.4146 (0.4169) loss_giou_dn_5: 0.4145 (0.4169) loss_giou_dn_pre: 0.5543 (0.5513) loss_giou_enc_0: 0.6453 (0.6472) loss_giou_pre: 0.5724 (0.5737) loss_ddf_aux_0: 0.0464 (0.0525) loss_ddf_aux_1: 0.0064 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2431 (0.2523) loss_ddf_dn_1: 0.0320 (0.0341) loss_ddf_dn_2: 0.0068 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6414 (0.6447) loss_vfl_aux_0: 0.6865 (0.7124) loss_vfl_aux_1: 0.6631 (0.6904) loss_vfl_aux_2: 0.6592 (0.6723) loss_vfl_aux_3: 0.6432 (0.6556) loss_vfl_aux_4: 0.6451 (0.6468) loss_vfl_dn_0: 0.4816 (0.4835) loss_vfl_dn_1: 0.4192 (0.4145) loss_vfl_dn_2: 0.4028 (0.3983) loss_vfl_dn_3: 0.3948 (0.3903) loss_vfl_dn_4: 0.3927 (0.3875) loss_vfl_dn_5: 0.3924 (0.3870) loss_vfl_dn_pre: 0.4813 (0.4840) loss_vfl_enc_0: 0.7000 (0.7180) loss_vfl_pre: 0.6851 (0.7146) Test: [ 0/79] eta: 0:03:05 time: 2.3483 data: 1.7693 max mem: 9121 Test: [10/79] eta: 0:00:52 time: 0.7582 data: 0.2194 max mem: 9121 Test: [20/79] eta: 0:00:40 time: 0.6032 data: 0.0663 max mem: 9121 Test: [30/79] eta: 0:00:37 time: 0.7562 data: 0.0694 max mem: 9121 Test: [40/79] eta: 0:00:28 time: 0.7668 data: 0.0715 max mem: 9121 Test: [50/79] eta: 0:00:20 time: 0.6213 data: 0.0678 max mem: 9121 Test: [60/79] eta: 0:00:13 time: 0.7300 data: 0.0673 max mem: 9121 Test: [70/79] eta: 0:00:06 time: 0.7257 data: 0.0720 max mem: 9121 Test: [78/79] eta: 0:00:00 time: 0.6912 data: 0.0680 max mem: 9121 Test: Total time: 0:00:55 (0.6969 s / it) Averaged stats: Accumulating evaluation results... DONE (t=24.01s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.539 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.716 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.353 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.394 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.664 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.729 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.565 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.774 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.894 best_stat: {'epoch': 53, 'coco_eval_bbox': 0.5387921147855552} Epoch: [54] [ 0/3696] eta: 2:23:27 lr: 0.000013 loss: 30.6655 (30.6655) loss_bbox: 0.1371 (0.1371) loss_bbox_aux_0: 0.1507 (0.1507) loss_bbox_aux_1: 0.1422 (0.1422) loss_bbox_aux_2: 0.1389 (0.1389) loss_bbox_aux_3: 0.1375 (0.1375) loss_bbox_aux_4: 0.1371 (0.1371) loss_bbox_dn_0: 0.1817 (0.1817) loss_bbox_dn_1: 0.1292 (0.1292) loss_bbox_dn_2: 0.1237 (0.1237) loss_bbox_dn_3: 0.1223 (0.1223) loss_bbox_dn_4: 0.1216 (0.1216) loss_bbox_dn_5: 0.1216 (0.1216) loss_bbox_dn_pre: 0.1816 (0.1816) loss_bbox_enc_0: 0.1741 (0.1741) loss_bbox_pre: 0.1513 (0.1513) loss_dfl: 1.0411 (1.0411) loss_fgl_aux_0: 1.0665 (1.0665) loss_fgl_aux_1: 1.0442 (1.0442) loss_fgl_aux_2: 1.0403 (1.0403) loss_fgl_aux_3: 1.0409 (1.0409) loss_fgl_aux_4: 1.0411 (1.0411) loss_fgl_dn_0: 1.1084 (1.1084) loss_fgl_dn_1: 1.0164 (1.0164) loss_fgl_dn_2: 1.0106 (1.0106) loss_fgl_dn_3: 1.0120 (1.0120) loss_fgl_dn_4: 1.0129 (1.0129) loss_fgl_dn_5: 1.0130 (1.0130) loss_giou: 0.4952 (0.4952) loss_giou_aux_0: 0.5256 (0.5256) loss_giou_aux_1: 0.5062 (0.5062) loss_giou_aux_2: 0.4988 (0.4988) loss_giou_aux_3: 0.4963 (0.4963) loss_giou_aux_4: 0.4952 (0.4952) loss_giou_dn_0: 0.5413 (0.5413) loss_giou_dn_1: 0.4243 (0.4243) loss_giou_dn_2: 0.4081 (0.4081) loss_giou_dn_3: 0.4016 (0.4016) loss_giou_dn_4: 0.3997 (0.3997) loss_giou_dn_5: 0.3997 (0.3997) loss_giou_dn_pre: 0.5371 (0.5371) loss_giou_enc_0: 0.5946 (0.5946) loss_giou_pre: 0.5235 (0.5235) loss_ddf_aux_0: 0.0524 (0.0524) loss_ddf_aux_1: 0.0079 (0.0079) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0004 (0.0004) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2587 (0.2587) loss_ddf_dn_1: 0.0325 (0.0325) loss_ddf_dn_2: 0.0065 (0.0065) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6484 (0.6484) loss_vfl_aux_0: 0.7193 (0.7193) loss_vfl_aux_1: 0.7007 (0.7007) loss_vfl_aux_2: 0.6761 (0.6761) loss_vfl_aux_3: 0.6498 (0.6498) loss_vfl_aux_4: 0.6615 (0.6615) loss_vfl_dn_0: 0.4783 (0.4783) loss_vfl_dn_1: 0.4152 (0.4152) loss_vfl_dn_2: 0.4004 (0.4004) loss_vfl_dn_3: 0.3916 (0.3916) loss_vfl_dn_4: 0.3893 (0.3893) loss_vfl_dn_5: 0.3891 (0.3891) loss_vfl_dn_pre: 0.4797 (0.4797) loss_vfl_enc_0: 0.7444 (0.7444) loss_vfl_pre: 0.7160 (0.7160) time: 2.3289 data: 1.6458 max mem: 9121 Epoch: [54] [ 100/3696] eta: 0:47:43 lr: 0.000013 loss: 30.8424 (30.9531) loss_bbox: 0.1767 (0.1679) loss_bbox_aux_0: 0.1894 (0.1801) loss_bbox_aux_1: 0.1763 (0.1709) loss_bbox_aux_2: 0.1745 (0.1686) loss_bbox_aux_3: 0.1765 (0.1680) loss_bbox_aux_4: 0.1768 (0.1679) loss_bbox_dn_0: 0.2459 (0.2305) loss_bbox_dn_1: 0.1799 (0.1695) loss_bbox_dn_2: 0.1647 (0.1596) loss_bbox_dn_3: 0.1653 (0.1563) loss_bbox_dn_4: 0.1641 (0.1556) loss_bbox_dn_5: 0.1641 (0.1556) loss_bbox_dn_pre: 0.2515 (0.2359) loss_bbox_enc_0: 0.2246 (0.2136) loss_bbox_pre: 0.1896 (0.1805) loss_dfl: 0.9484 (0.9653) loss_fgl_aux_0: 0.9865 (0.9981) loss_fgl_aux_1: 0.9552 (0.9684) loss_fgl_aux_2: 0.9483 (0.9655) loss_fgl_aux_3: 0.9481 (0.9654) loss_fgl_aux_4: 0.9482 (0.9653) loss_fgl_dn_0: 1.0796 (1.0889) loss_fgl_dn_1: 0.9739 (0.9813) loss_fgl_dn_2: 0.9635 (0.9721) loss_fgl_dn_3: 0.9639 (0.9728) loss_fgl_dn_4: 0.9644 (0.9733) loss_fgl_dn_5: 0.9644 (0.9733) loss_giou: 0.5412 (0.5377) loss_giou_aux_0: 0.5634 (0.5634) loss_giou_aux_1: 0.5470 (0.5435) loss_giou_aux_2: 0.5413 (0.5386) loss_giou_aux_3: 0.5413 (0.5378) loss_giou_aux_4: 0.5415 (0.5377) loss_giou_dn_0: 0.5574 (0.5463) loss_giou_dn_1: 0.4435 (0.4330) loss_giou_dn_2: 0.4227 (0.4155) loss_giou_dn_3: 0.4174 (0.4105) loss_giou_dn_4: 0.4143 (0.4094) loss_giou_dn_5: 0.4143 (0.4094) loss_giou_dn_pre: 0.5560 (0.5455) loss_giou_enc_0: 0.6332 (0.6366) loss_giou_pre: 0.5627 (0.5621) loss_ddf_aux_0: 0.0582 (0.0547) loss_ddf_aux_1: 0.0082 (0.0079) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2585 (0.2620) loss_ddf_dn_1: 0.0358 (0.0361) loss_ddf_dn_2: 0.0088 (0.0083) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6627 (0.6524) loss_vfl_aux_0: 0.7296 (0.7170) loss_vfl_aux_1: 0.7206 (0.6998) loss_vfl_aux_2: 0.6954 (0.6832) loss_vfl_aux_3: 0.6512 (0.6634) loss_vfl_aux_4: 0.6643 (0.6544) loss_vfl_dn_0: 0.4933 (0.4879) loss_vfl_dn_1: 0.4203 (0.4168) loss_vfl_dn_2: 0.4052 (0.4004) loss_vfl_dn_3: 0.3979 (0.3925) loss_vfl_dn_4: 0.3962 (0.3899) loss_vfl_dn_5: 0.3959 (0.3898) loss_vfl_dn_pre: 0.4943 (0.4883) loss_vfl_enc_0: 0.7433 (0.7299) loss_vfl_pre: 0.7336 (0.7183) time: 0.7680 data: 0.0248 max mem: 9121 Epoch: [54] [ 200/3696] eta: 0:45:23 lr: 0.000013 loss: 30.5993 (30.8459) loss_bbox: 0.1539 (0.1666) loss_bbox_aux_0: 0.1729 (0.1789) loss_bbox_aux_1: 0.1613 (0.1694) loss_bbox_aux_2: 0.1573 (0.1672) loss_bbox_aux_3: 0.1541 (0.1667) loss_bbox_aux_4: 0.1541 (0.1666) loss_bbox_dn_0: 0.2161 (0.2308) loss_bbox_dn_1: 0.1550 (0.1689) loss_bbox_dn_2: 0.1436 (0.1588) loss_bbox_dn_3: 0.1373 (0.1556) loss_bbox_dn_4: 0.1373 (0.1548) loss_bbox_dn_5: 0.1372 (0.1548) loss_bbox_dn_pre: 0.2224 (0.2363) loss_bbox_enc_0: 0.2038 (0.2118) loss_bbox_pre: 0.1740 (0.1791) loss_dfl: 0.9626 (0.9628) loss_fgl_aux_0: 1.0016 (0.9951) loss_fgl_aux_1: 0.9654 (0.9656) loss_fgl_aux_2: 0.9636 (0.9629) loss_fgl_aux_3: 0.9625 (0.9629) loss_fgl_aux_4: 0.9622 (0.9628) loss_fgl_dn_0: 1.0845 (1.0875) loss_fgl_dn_1: 0.9802 (0.9808) loss_fgl_dn_2: 0.9703 (0.9714) loss_fgl_dn_3: 0.9705 (0.9720) loss_fgl_dn_4: 0.9709 (0.9725) loss_fgl_dn_5: 0.9709 (0.9725) loss_giou: 0.5483 (0.5373) loss_giou_aux_0: 0.5740 (0.5630) loss_giou_aux_1: 0.5541 (0.5429) loss_giou_aux_2: 0.5492 (0.5384) loss_giou_aux_3: 0.5482 (0.5374) loss_giou_aux_4: 0.5481 (0.5373) loss_giou_dn_0: 0.5591 (0.5458) loss_giou_dn_1: 0.4405 (0.4320) loss_giou_dn_2: 0.4242 (0.4149) loss_giou_dn_3: 0.4216 (0.4100) loss_giou_dn_4: 0.4214 (0.4089) loss_giou_dn_5: 0.4214 (0.4089) loss_giou_dn_pre: 0.5573 (0.5452) loss_giou_enc_0: 0.6406 (0.6356) loss_giou_pre: 0.5737 (0.5616) loss_ddf_aux_0: 0.0496 (0.0532) loss_ddf_aux_1: 0.0069 (0.0075) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2390 (0.2558) loss_ddf_dn_1: 0.0333 (0.0350) loss_ddf_dn_2: 0.0078 (0.0081) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6225 (0.6467) loss_vfl_aux_0: 0.6957 (0.7140) loss_vfl_aux_1: 0.6815 (0.6954) loss_vfl_aux_2: 0.6571 (0.6771) loss_vfl_aux_3: 0.6442 (0.6590) loss_vfl_aux_4: 0.6269 (0.6490) loss_vfl_dn_0: 0.4805 (0.4853) loss_vfl_dn_1: 0.4106 (0.4142) loss_vfl_dn_2: 0.3943 (0.3980) loss_vfl_dn_3: 0.3850 (0.3898) loss_vfl_dn_4: 0.3813 (0.3872) loss_vfl_dn_5: 0.3792 (0.3869) loss_vfl_dn_pre: 0.4814 (0.4857) loss_vfl_enc_0: 0.7228 (0.7251) loss_vfl_pre: 0.6904 (0.7158) time: 0.7538 data: 0.0296 max mem: 9121 Epoch: [54] [ 300/3696] eta: 0:44:20 lr: 0.000013 loss: 30.9059 (30.8172) loss_bbox: 0.1654 (0.1666) loss_bbox_aux_0: 0.1741 (0.1785) loss_bbox_aux_1: 0.1674 (0.1693) loss_bbox_aux_2: 0.1649 (0.1672) loss_bbox_aux_3: 0.1656 (0.1667) loss_bbox_aux_4: 0.1653 (0.1666) loss_bbox_dn_0: 0.2131 (0.2302) loss_bbox_dn_1: 0.1591 (0.1687) loss_bbox_dn_2: 0.1504 (0.1588) loss_bbox_dn_3: 0.1481 (0.1557) loss_bbox_dn_4: 0.1484 (0.1550) loss_bbox_dn_5: 0.1484 (0.1550) loss_bbox_dn_pre: 0.2190 (0.2357) loss_bbox_enc_0: 0.2046 (0.2111) loss_bbox_pre: 0.1745 (0.1788) loss_dfl: 0.9719 (0.9617) loss_fgl_aux_0: 1.0021 (0.9929) loss_fgl_aux_1: 0.9726 (0.9644) loss_fgl_aux_2: 0.9722 (0.9619) loss_fgl_aux_3: 0.9720 (0.9618) loss_fgl_aux_4: 0.9717 (0.9617) loss_fgl_dn_0: 1.0880 (1.0868) loss_fgl_dn_1: 0.9853 (0.9812) loss_fgl_dn_2: 0.9770 (0.9720) loss_fgl_dn_3: 0.9775 (0.9726) loss_fgl_dn_4: 0.9774 (0.9731) loss_fgl_dn_5: 0.9774 (0.9731) loss_giou: 0.5207 (0.5391) loss_giou_aux_0: 0.5401 (0.5642) loss_giou_aux_1: 0.5216 (0.5445) loss_giou_aux_2: 0.5194 (0.5402) loss_giou_aux_3: 0.5197 (0.5392) loss_giou_aux_4: 0.5207 (0.5391) loss_giou_dn_0: 0.5347 (0.5445) loss_giou_dn_1: 0.4199 (0.4320) loss_giou_dn_2: 0.4052 (0.4150) loss_giou_dn_3: 0.4029 (0.4103) loss_giou_dn_4: 0.4015 (0.4092) loss_giou_dn_5: 0.4014 (0.4092) loss_giou_dn_pre: 0.5360 (0.5438) loss_giou_enc_0: 0.6096 (0.6371) loss_giou_pre: 0.5375 (0.5628) loss_ddf_aux_0: 0.0460 (0.0522) loss_ddf_aux_1: 0.0065 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2360 (0.2549) loss_ddf_dn_1: 0.0312 (0.0349) loss_ddf_dn_2: 0.0065 (0.0080) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6467 (0.6439) loss_vfl_aux_0: 0.7140 (0.7114) loss_vfl_aux_1: 0.7013 (0.6914) loss_vfl_aux_2: 0.6883 (0.6741) loss_vfl_aux_3: 0.6585 (0.6558) loss_vfl_aux_4: 0.6483 (0.6461) loss_vfl_dn_0: 0.4888 (0.4846) loss_vfl_dn_1: 0.4130 (0.4139) loss_vfl_dn_2: 0.3965 (0.3976) loss_vfl_dn_3: 0.3889 (0.3894) loss_vfl_dn_4: 0.3855 (0.3867) loss_vfl_dn_5: 0.3852 (0.3863) loss_vfl_dn_pre: 0.4896 (0.4850) loss_vfl_enc_0: 0.7148 (0.7202) loss_vfl_pre: 0.7159 (0.7135) time: 0.7479 data: 0.0318 max mem: 9121 Epoch: [54] [ 400/3696] eta: 0:42:58 lr: 0.000013 loss: 30.7364 (30.7989) loss_bbox: 0.1613 (0.1643) loss_bbox_aux_0: 0.1681 (0.1759) loss_bbox_aux_1: 0.1615 (0.1669) loss_bbox_aux_2: 0.1589 (0.1648) loss_bbox_aux_3: 0.1615 (0.1644) loss_bbox_aux_4: 0.1613 (0.1643) loss_bbox_dn_0: 0.2215 (0.2275) loss_bbox_dn_1: 0.1659 (0.1669) loss_bbox_dn_2: 0.1555 (0.1569) loss_bbox_dn_3: 0.1537 (0.1538) loss_bbox_dn_4: 0.1520 (0.1531) loss_bbox_dn_5: 0.1520 (0.1531) loss_bbox_dn_pre: 0.2313 (0.2331) loss_bbox_enc_0: 0.2030 (0.2079) loss_bbox_pre: 0.1694 (0.1762) loss_dfl: 0.9413 (0.9613) loss_fgl_aux_0: 0.9746 (0.9925) loss_fgl_aux_1: 0.9452 (0.9639) loss_fgl_aux_2: 0.9418 (0.9614) loss_fgl_aux_3: 0.9414 (0.9613) loss_fgl_aux_4: 0.9412 (0.9613) loss_fgl_dn_0: 1.0805 (1.0861) loss_fgl_dn_1: 0.9801 (0.9812) loss_fgl_dn_2: 0.9746 (0.9721) loss_fgl_dn_3: 0.9754 (0.9727) loss_fgl_dn_4: 0.9757 (0.9732) loss_fgl_dn_5: 0.9757 (0.9732) loss_giou: 0.5499 (0.5423) loss_giou_aux_0: 0.5630 (0.5670) loss_giou_aux_1: 0.5533 (0.5476) loss_giou_aux_2: 0.5460 (0.5433) loss_giou_aux_3: 0.5499 (0.5424) loss_giou_aux_4: 0.5499 (0.5423) loss_giou_dn_0: 0.5450 (0.5467) loss_giou_dn_1: 0.4284 (0.4344) loss_giou_dn_2: 0.4183 (0.4175) loss_giou_dn_3: 0.4168 (0.4128) loss_giou_dn_4: 0.4165 (0.4117) loss_giou_dn_5: 0.4164 (0.4117) loss_giou_dn_pre: 0.5455 (0.5460) loss_giou_enc_0: 0.6230 (0.6395) loss_giou_pre: 0.5625 (0.5656) loss_ddf_aux_0: 0.0475 (0.0518) loss_ddf_aux_1: 0.0067 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2409 (0.2542) loss_ddf_dn_1: 0.0320 (0.0346) loss_ddf_dn_2: 0.0072 (0.0078) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6268 (0.6418) loss_vfl_aux_0: 0.7127 (0.7097) loss_vfl_aux_1: 0.6782 (0.6899) loss_vfl_aux_2: 0.6593 (0.6706) loss_vfl_aux_3: 0.6326 (0.6533) loss_vfl_aux_4: 0.6277 (0.6440) loss_vfl_dn_0: 0.4792 (0.4838) loss_vfl_dn_1: 0.4107 (0.4137) loss_vfl_dn_2: 0.3944 (0.3974) loss_vfl_dn_3: 0.3838 (0.3892) loss_vfl_dn_4: 0.3800 (0.3865) loss_vfl_dn_5: 0.3792 (0.3861) loss_vfl_dn_pre: 0.4807 (0.4842) loss_vfl_enc_0: 0.6898 (0.7178) loss_vfl_pre: 0.7130 (0.7120) time: 0.7005 data: 0.0268 max mem: 9121 Epoch: [54] [ 500/3696] eta: 0:41:32 lr: 0.000013 loss: 30.4262 (30.8128) loss_bbox: 0.1562 (0.1642) loss_bbox_aux_0: 0.1713 (0.1760) loss_bbox_aux_1: 0.1632 (0.1668) loss_bbox_aux_2: 0.1585 (0.1647) loss_bbox_aux_3: 0.1564 (0.1643) loss_bbox_aux_4: 0.1562 (0.1642) loss_bbox_dn_0: 0.2337 (0.2282) loss_bbox_dn_1: 0.1661 (0.1674) loss_bbox_dn_2: 0.1562 (0.1574) loss_bbox_dn_3: 0.1506 (0.1543) loss_bbox_dn_4: 0.1497 (0.1536) loss_bbox_dn_5: 0.1497 (0.1536) loss_bbox_dn_pre: 0.2429 (0.2339) loss_bbox_enc_0: 0.2054 (0.2081) loss_bbox_pre: 0.1711 (0.1762) loss_dfl: 0.9590 (0.9608) loss_fgl_aux_0: 0.9938 (0.9919) loss_fgl_aux_1: 0.9636 (0.9634) loss_fgl_aux_2: 0.9602 (0.9609) loss_fgl_aux_3: 0.9591 (0.9609) loss_fgl_aux_4: 0.9587 (0.9608) loss_fgl_dn_0: 1.0884 (1.0854) loss_fgl_dn_1: 0.9705 (0.9806) loss_fgl_dn_2: 0.9585 (0.9714) loss_fgl_dn_3: 0.9598 (0.9721) loss_fgl_dn_4: 0.9609 (0.9725) loss_fgl_dn_5: 0.9609 (0.9725) loss_giou: 0.4892 (0.5424) loss_giou_aux_0: 0.5218 (0.5675) loss_giou_aux_1: 0.4961 (0.5479) loss_giou_aux_2: 0.4916 (0.5435) loss_giou_aux_3: 0.4885 (0.5425) loss_giou_aux_4: 0.4891 (0.5424) loss_giou_dn_0: 0.5424 (0.5475) loss_giou_dn_1: 0.4276 (0.4349) loss_giou_dn_2: 0.4099 (0.4180) loss_giou_dn_3: 0.4032 (0.4132) loss_giou_dn_4: 0.4015 (0.4122) loss_giou_dn_5: 0.4015 (0.4122) loss_giou_dn_pre: 0.5412 (0.5468) loss_giou_enc_0: 0.5849 (0.6396) loss_giou_pre: 0.5181 (0.5661) loss_ddf_aux_0: 0.0505 (0.0519) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2715 (0.2562) loss_ddf_dn_1: 0.0404 (0.0350) loss_ddf_dn_2: 0.0079 (0.0078) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6245 (0.6436) loss_vfl_aux_0: 0.6978 (0.7107) loss_vfl_aux_1: 0.6785 (0.6907) loss_vfl_aux_2: 0.6532 (0.6719) loss_vfl_aux_3: 0.6406 (0.6550) loss_vfl_aux_4: 0.6279 (0.6459) loss_vfl_dn_0: 0.4839 (0.4838) loss_vfl_dn_1: 0.4112 (0.4134) loss_vfl_dn_2: 0.3883 (0.3972) loss_vfl_dn_3: 0.3833 (0.3890) loss_vfl_dn_4: 0.3788 (0.3864) loss_vfl_dn_5: 0.3777 (0.3860) loss_vfl_dn_pre: 0.4840 (0.4842) loss_vfl_enc_0: 0.7058 (0.7178) loss_vfl_pre: 0.6996 (0.7131) time: 0.7796 data: 0.0332 max mem: 9121 Epoch: [54] [ 600/3696] eta: 0:40:06 lr: 0.000013 loss: 31.0653 (30.8476) loss_bbox: 0.1586 (0.1641) loss_bbox_aux_0: 0.1727 (0.1760) loss_bbox_aux_1: 0.1634 (0.1668) loss_bbox_aux_2: 0.1593 (0.1647) loss_bbox_aux_3: 0.1591 (0.1642) loss_bbox_aux_4: 0.1588 (0.1641) loss_bbox_dn_0: 0.2192 (0.2288) loss_bbox_dn_1: 0.1639 (0.1678) loss_bbox_dn_2: 0.1550 (0.1578) loss_bbox_dn_3: 0.1514 (0.1547) loss_bbox_dn_4: 0.1497 (0.1540) loss_bbox_dn_5: 0.1497 (0.1540) loss_bbox_dn_pre: 0.2231 (0.2344) loss_bbox_enc_0: 0.2081 (0.2081) loss_bbox_pre: 0.1730 (0.1762) loss_dfl: 0.9713 (0.9609) loss_fgl_aux_0: 1.0009 (0.9920) loss_fgl_aux_1: 0.9750 (0.9634) loss_fgl_aux_2: 0.9722 (0.9610) loss_fgl_aux_3: 0.9713 (0.9610) loss_fgl_aux_4: 0.9712 (0.9609) loss_fgl_dn_0: 1.0924 (1.0854) loss_fgl_dn_1: 0.9922 (0.9804) loss_fgl_dn_2: 0.9839 (0.9714) loss_fgl_dn_3: 0.9828 (0.9721) loss_fgl_dn_4: 0.9830 (0.9726) loss_fgl_dn_5: 0.9829 (0.9726) loss_giou: 0.5361 (0.5437) loss_giou_aux_0: 0.5640 (0.5689) loss_giou_aux_1: 0.5430 (0.5492) loss_giou_aux_2: 0.5367 (0.5447) loss_giou_aux_3: 0.5365 (0.5438) loss_giou_aux_4: 0.5364 (0.5437) loss_giou_dn_0: 0.5547 (0.5488) loss_giou_dn_1: 0.4364 (0.4360) loss_giou_dn_2: 0.4246 (0.4191) loss_giou_dn_3: 0.4216 (0.4141) loss_giou_dn_4: 0.4207 (0.4131) loss_giou_dn_5: 0.4207 (0.4131) loss_giou_dn_pre: 0.5517 (0.5480) loss_giou_enc_0: 0.6326 (0.6405) loss_giou_pre: 0.5638 (0.5675) loss_ddf_aux_0: 0.0552 (0.0517) loss_ddf_aux_1: 0.0078 (0.0073) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2658 (0.2569) loss_ddf_dn_1: 0.0368 (0.0353) loss_ddf_dn_2: 0.0075 (0.0079) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6522 (0.6451) loss_vfl_aux_0: 0.7151 (0.7127) loss_vfl_aux_1: 0.6998 (0.6921) loss_vfl_aux_2: 0.6768 (0.6735) loss_vfl_aux_3: 0.6667 (0.6566) loss_vfl_aux_4: 0.6547 (0.6474) loss_vfl_dn_0: 0.4841 (0.4836) loss_vfl_dn_1: 0.4191 (0.4137) loss_vfl_dn_2: 0.4017 (0.3975) loss_vfl_dn_3: 0.3973 (0.3894) loss_vfl_dn_4: 0.3940 (0.3867) loss_vfl_dn_5: 0.3926 (0.3863) loss_vfl_dn_pre: 0.4857 (0.4841) loss_vfl_enc_0: 0.7253 (0.7186) loss_vfl_pre: 0.7135 (0.7151) time: 0.7653 data: 0.0267 max mem: 9121 Epoch: [54] [ 700/3696] eta: 0:38:56 lr: 0.000013 loss: 30.8939 (30.8815) loss_bbox: 0.1556 (0.1647) loss_bbox_aux_0: 0.1733 (0.1767) loss_bbox_aux_1: 0.1574 (0.1673) loss_bbox_aux_2: 0.1552 (0.1652) loss_bbox_aux_3: 0.1557 (0.1648) loss_bbox_aux_4: 0.1556 (0.1647) loss_bbox_dn_0: 0.2159 (0.2288) loss_bbox_dn_1: 0.1582 (0.1679) loss_bbox_dn_2: 0.1493 (0.1579) loss_bbox_dn_3: 0.1469 (0.1547) loss_bbox_dn_4: 0.1457 (0.1541) loss_bbox_dn_5: 0.1457 (0.1541) loss_bbox_dn_pre: 0.2200 (0.2343) loss_bbox_enc_0: 0.2116 (0.2088) loss_bbox_pre: 0.1739 (0.1769) loss_dfl: 0.9423 (0.9606) loss_fgl_aux_0: 0.9772 (0.9916) loss_fgl_aux_1: 0.9462 (0.9630) loss_fgl_aux_2: 0.9426 (0.9607) loss_fgl_aux_3: 0.9430 (0.9606) loss_fgl_aux_4: 0.9425 (0.9606) loss_fgl_dn_0: 1.0756 (1.0852) loss_fgl_dn_1: 0.9715 (0.9806) loss_fgl_dn_2: 0.9652 (0.9716) loss_fgl_dn_3: 0.9663 (0.9723) loss_fgl_dn_4: 0.9656 (0.9728) loss_fgl_dn_5: 0.9656 (0.9728) loss_giou: 0.5299 (0.5462) loss_giou_aux_0: 0.5712 (0.5714) loss_giou_aux_1: 0.5374 (0.5517) loss_giou_aux_2: 0.5318 (0.5472) loss_giou_aux_3: 0.5312 (0.5463) loss_giou_aux_4: 0.5305 (0.5462) loss_giou_dn_0: 0.5535 (0.5499) loss_giou_dn_1: 0.4364 (0.4372) loss_giou_dn_2: 0.4244 (0.4203) loss_giou_dn_3: 0.4194 (0.4153) loss_giou_dn_4: 0.4183 (0.4143) loss_giou_dn_5: 0.4183 (0.4143) loss_giou_dn_pre: 0.5514 (0.5491) loss_giou_enc_0: 0.6381 (0.6427) loss_giou_pre: 0.5669 (0.5699) loss_ddf_aux_0: 0.0476 (0.0516) loss_ddf_aux_1: 0.0069 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2547 (0.2563) loss_ddf_dn_1: 0.0357 (0.0352) loss_ddf_dn_2: 0.0077 (0.0079) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6310 (0.6451) loss_vfl_aux_0: 0.6851 (0.7131) loss_vfl_aux_1: 0.6699 (0.6928) loss_vfl_aux_2: 0.6570 (0.6735) loss_vfl_aux_3: 0.6397 (0.6566) loss_vfl_aux_4: 0.6360 (0.6477) loss_vfl_dn_0: 0.4792 (0.4837) loss_vfl_dn_1: 0.4125 (0.4137) loss_vfl_dn_2: 0.3962 (0.3977) loss_vfl_dn_3: 0.3884 (0.3895) loss_vfl_dn_4: 0.3843 (0.3868) loss_vfl_dn_5: 0.3814 (0.3864) loss_vfl_dn_pre: 0.4821 (0.4842) loss_vfl_enc_0: 0.7054 (0.7186) loss_vfl_pre: 0.6990 (0.7157) time: 0.7541 data: 0.0311 max mem: 9121 Epoch: [54] [ 800/3696] eta: 0:37:34 lr: 0.000013 loss: 31.3742 (30.8899) loss_bbox: 0.1615 (0.1651) loss_bbox_aux_0: 0.1727 (0.1771) loss_bbox_aux_1: 0.1641 (0.1678) loss_bbox_aux_2: 0.1609 (0.1657) loss_bbox_aux_3: 0.1617 (0.1652) loss_bbox_aux_4: 0.1615 (0.1651) loss_bbox_dn_0: 0.2160 (0.2285) loss_bbox_dn_1: 0.1600 (0.1677) loss_bbox_dn_2: 0.1516 (0.1578) loss_bbox_dn_3: 0.1493 (0.1547) loss_bbox_dn_4: 0.1486 (0.1540) loss_bbox_dn_5: 0.1487 (0.1540) loss_bbox_dn_pre: 0.2197 (0.2340) loss_bbox_enc_0: 0.1971 (0.2090) loss_bbox_pre: 0.1724 (0.1773) loss_dfl: 0.9692 (0.9604) loss_fgl_aux_0: 0.9973 (0.9912) loss_fgl_aux_1: 0.9704 (0.9628) loss_fgl_aux_2: 0.9706 (0.9605) loss_fgl_aux_3: 0.9700 (0.9604) loss_fgl_aux_4: 0.9693 (0.9604) loss_fgl_dn_0: 1.0793 (1.0849) loss_fgl_dn_1: 0.9924 (0.9807) loss_fgl_dn_2: 0.9847 (0.9717) loss_fgl_dn_3: 0.9871 (0.9725) loss_fgl_dn_4: 0.9878 (0.9729) loss_fgl_dn_5: 0.9878 (0.9730) loss_giou: 0.5892 (0.5475) loss_giou_aux_0: 0.6046 (0.5727) loss_giou_aux_1: 0.5906 (0.5531) loss_giou_aux_2: 0.5900 (0.5485) loss_giou_aux_3: 0.5889 (0.5476) loss_giou_aux_4: 0.5891 (0.5475) loss_giou_dn_0: 0.5705 (0.5503) loss_giou_dn_1: 0.4592 (0.4377) loss_giou_dn_2: 0.4432 (0.4209) loss_giou_dn_3: 0.4390 (0.4160) loss_giou_dn_4: 0.4379 (0.4149) loss_giou_dn_5: 0.4379 (0.4149) loss_giou_dn_pre: 0.5684 (0.5495) loss_giou_enc_0: 0.6657 (0.6438) loss_giou_pre: 0.6044 (0.5712) loss_ddf_aux_0: 0.0503 (0.0516) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2403 (0.2562) loss_ddf_dn_1: 0.0304 (0.0353) loss_ddf_dn_2: 0.0060 (0.0079) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6339 (0.6444) loss_vfl_aux_0: 0.6857 (0.7122) loss_vfl_aux_1: 0.6741 (0.6920) loss_vfl_aux_2: 0.6640 (0.6730) loss_vfl_aux_3: 0.6434 (0.6556) loss_vfl_aux_4: 0.6293 (0.6468) loss_vfl_dn_0: 0.4850 (0.4836) loss_vfl_dn_1: 0.4159 (0.4137) loss_vfl_dn_2: 0.3951 (0.3977) loss_vfl_dn_3: 0.3872 (0.3895) loss_vfl_dn_4: 0.3853 (0.3869) loss_vfl_dn_5: 0.3878 (0.3864) loss_vfl_dn_pre: 0.4857 (0.4842) loss_vfl_enc_0: 0.7046 (0.7174) loss_vfl_pre: 0.6870 (0.7148) time: 0.7863 data: 0.0307 max mem: 9121 Epoch: [54] [ 900/3696] eta: 0:36:10 lr: 0.000013 loss: 29.9916 (30.8764) loss_bbox: 0.1596 (0.1652) loss_bbox_aux_0: 0.1709 (0.1771) loss_bbox_aux_1: 0.1644 (0.1678) loss_bbox_aux_2: 0.1605 (0.1657) loss_bbox_aux_3: 0.1596 (0.1653) loss_bbox_aux_4: 0.1597 (0.1652) loss_bbox_dn_0: 0.2468 (0.2290) loss_bbox_dn_1: 0.1811 (0.1680) loss_bbox_dn_2: 0.1709 (0.1579) loss_bbox_dn_3: 0.1636 (0.1547) loss_bbox_dn_4: 0.1617 (0.1540) loss_bbox_dn_5: 0.1614 (0.1540) loss_bbox_dn_pre: 0.2538 (0.2346) loss_bbox_enc_0: 0.2147 (0.2094) loss_bbox_pre: 0.1712 (0.1773) loss_dfl: 0.9558 (0.9608) loss_fgl_aux_0: 1.0006 (0.9919) loss_fgl_aux_1: 0.9584 (0.9633) loss_fgl_aux_2: 0.9564 (0.9609) loss_fgl_aux_3: 0.9554 (0.9608) loss_fgl_aux_4: 0.9558 (0.9608) loss_fgl_dn_0: 1.0918 (1.0849) loss_fgl_dn_1: 0.9700 (0.9805) loss_fgl_dn_2: 0.9608 (0.9715) loss_fgl_dn_3: 0.9618 (0.9722) loss_fgl_dn_4: 0.9625 (0.9727) loss_fgl_dn_5: 0.9625 (0.9727) loss_giou: 0.4667 (0.5459) loss_giou_aux_0: 0.4927 (0.5709) loss_giou_aux_1: 0.4716 (0.5513) loss_giou_aux_2: 0.4666 (0.5469) loss_giou_aux_3: 0.4680 (0.5460) loss_giou_aux_4: 0.4669 (0.5459) loss_giou_dn_0: 0.5127 (0.5494) loss_giou_dn_1: 0.3957 (0.4369) loss_giou_dn_2: 0.3780 (0.4200) loss_giou_dn_3: 0.3726 (0.4152) loss_giou_dn_4: 0.3721 (0.4141) loss_giou_dn_5: 0.3722 (0.4141) loss_giou_dn_pre: 0.5126 (0.5486) loss_giou_enc_0: 0.5692 (0.6424) loss_giou_pre: 0.4923 (0.5695) loss_ddf_aux_0: 0.0511 (0.0518) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2532 (0.2558) loss_ddf_dn_1: 0.0357 (0.0352) loss_ddf_dn_2: 0.0082 (0.0079) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6292 (0.6450) loss_vfl_aux_0: 0.7209 (0.7126) loss_vfl_aux_1: 0.6755 (0.6927) loss_vfl_aux_2: 0.6476 (0.6732) loss_vfl_aux_3: 0.6323 (0.6561) loss_vfl_aux_4: 0.6245 (0.6474) loss_vfl_dn_0: 0.4810 (0.4836) loss_vfl_dn_1: 0.4063 (0.4134) loss_vfl_dn_2: 0.3861 (0.3973) loss_vfl_dn_3: 0.3796 (0.3892) loss_vfl_dn_4: 0.3762 (0.3865) loss_vfl_dn_5: 0.3742 (0.3860) loss_vfl_dn_pre: 0.4806 (0.4842) loss_vfl_enc_0: 0.7151 (0.7179) loss_vfl_pre: 0.7255 (0.7152) time: 0.7398 data: 0.0251 max mem: 9121 Epoch: [54] [1000/3696] eta: 0:34:51 lr: 0.000013 loss: 30.7603 (30.8773) loss_bbox: 0.1561 (0.1656) loss_bbox_aux_0: 0.1670 (0.1775) loss_bbox_aux_1: 0.1570 (0.1682) loss_bbox_aux_2: 0.1567 (0.1661) loss_bbox_aux_3: 0.1560 (0.1657) loss_bbox_aux_4: 0.1561 (0.1656) loss_bbox_dn_0: 0.2108 (0.2285) loss_bbox_dn_1: 0.1502 (0.1675) loss_bbox_dn_2: 0.1416 (0.1575) loss_bbox_dn_3: 0.1374 (0.1543) loss_bbox_dn_4: 0.1371 (0.1536) loss_bbox_dn_5: 0.1370 (0.1536) loss_bbox_dn_pre: 0.2194 (0.2341) loss_bbox_enc_0: 0.1955 (0.2097) loss_bbox_pre: 0.1663 (0.1776) loss_dfl: 0.9692 (0.9603) loss_fgl_aux_0: 0.9895 (0.9914) loss_fgl_aux_1: 0.9726 (0.9628) loss_fgl_aux_2: 0.9696 (0.9604) loss_fgl_aux_3: 0.9692 (0.9603) loss_fgl_aux_4: 0.9694 (0.9603) loss_fgl_dn_0: 1.0841 (1.0850) loss_fgl_dn_1: 0.9842 (0.9808) loss_fgl_dn_2: 0.9784 (0.9717) loss_fgl_dn_3: 0.9783 (0.9725) loss_fgl_dn_4: 0.9784 (0.9730) loss_fgl_dn_5: 0.9784 (0.9730) loss_giou: 0.5499 (0.5476) loss_giou_aux_0: 0.5762 (0.5727) loss_giou_aux_1: 0.5613 (0.5531) loss_giou_aux_2: 0.5522 (0.5486) loss_giou_aux_3: 0.5498 (0.5477) loss_giou_aux_4: 0.5497 (0.5476) loss_giou_dn_0: 0.5396 (0.5496) loss_giou_dn_1: 0.4308 (0.4371) loss_giou_dn_2: 0.4125 (0.4203) loss_giou_dn_3: 0.4070 (0.4154) loss_giou_dn_4: 0.4058 (0.4143) loss_giou_dn_5: 0.4058 (0.4143) loss_giou_dn_pre: 0.5398 (0.5488) loss_giou_enc_0: 0.6508 (0.6441) loss_giou_pre: 0.5764 (0.5712) loss_ddf_aux_0: 0.0476 (0.0518) loss_ddf_aux_1: 0.0069 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2456 (0.2554) loss_ddf_dn_1: 0.0330 (0.0352) loss_ddf_dn_2: 0.0076 (0.0079) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6092 (0.6435) loss_vfl_aux_0: 0.6837 (0.7112) loss_vfl_aux_1: 0.6626 (0.6909) loss_vfl_aux_2: 0.6490 (0.6719) loss_vfl_aux_3: 0.6231 (0.6548) loss_vfl_aux_4: 0.6157 (0.6460) loss_vfl_dn_0: 0.4789 (0.4834) loss_vfl_dn_1: 0.4124 (0.4134) loss_vfl_dn_2: 0.3958 (0.3971) loss_vfl_dn_3: 0.3890 (0.3891) loss_vfl_dn_4: 0.3862 (0.3864) loss_vfl_dn_5: 0.3848 (0.3859) loss_vfl_dn_pre: 0.4789 (0.4839) loss_vfl_enc_0: 0.7077 (0.7170) loss_vfl_pre: 0.6826 (0.7138) time: 0.8069 data: 0.0339 max mem: 9121 Epoch: [54] [1100/3696] eta: 0:34:52 lr: 0.000013 loss: 30.7557 (30.8788) loss_bbox: 0.1478 (0.1658) loss_bbox_aux_0: 0.1503 (0.1777) loss_bbox_aux_1: 0.1480 (0.1684) loss_bbox_aux_2: 0.1466 (0.1663) loss_bbox_aux_3: 0.1477 (0.1659) loss_bbox_aux_4: 0.1478 (0.1658) loss_bbox_dn_0: 0.2108 (0.2288) loss_bbox_dn_1: 0.1579 (0.1677) loss_bbox_dn_2: 0.1485 (0.1576) loss_bbox_dn_3: 0.1435 (0.1545) loss_bbox_dn_4: 0.1425 (0.1537) loss_bbox_dn_5: 0.1425 (0.1537) loss_bbox_dn_pre: 0.2169 (0.2345) loss_bbox_enc_0: 0.1829 (0.2100) loss_bbox_pre: 0.1507 (0.1779) loss_dfl: 0.9604 (0.9595) loss_fgl_aux_0: 0.9938 (0.9905) loss_fgl_aux_1: 0.9636 (0.9620) loss_fgl_aux_2: 0.9602 (0.9596) loss_fgl_aux_3: 0.9601 (0.9595) loss_fgl_aux_4: 0.9603 (0.9595) loss_fgl_dn_0: 1.0831 (1.0847) loss_fgl_dn_1: 0.9858 (0.9806) loss_fgl_dn_2: 0.9803 (0.9715) loss_fgl_dn_3: 0.9819 (0.9723) loss_fgl_dn_4: 0.9821 (0.9728) loss_fgl_dn_5: 0.9821 (0.9728) loss_giou: 0.5287 (0.5485) loss_giou_aux_0: 0.5554 (0.5737) loss_giou_aux_1: 0.5348 (0.5540) loss_giou_aux_2: 0.5286 (0.5495) loss_giou_aux_3: 0.5285 (0.5486) loss_giou_aux_4: 0.5289 (0.5485) loss_giou_dn_0: 0.5403 (0.5498) loss_giou_dn_1: 0.4304 (0.4373) loss_giou_dn_2: 0.4135 (0.4204) loss_giou_dn_3: 0.4096 (0.4155) loss_giou_dn_4: 0.4079 (0.4144) loss_giou_dn_5: 0.4080 (0.4144) loss_giou_dn_pre: 0.5396 (0.5490) loss_giou_enc_0: 0.6334 (0.6450) loss_giou_pre: 0.5549 (0.5722) loss_ddf_aux_0: 0.0523 (0.0519) loss_ddf_aux_1: 0.0075 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2449 (0.2551) loss_ddf_dn_1: 0.0322 (0.0352) loss_ddf_dn_2: 0.0070 (0.0079) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6343 (0.6431) loss_vfl_aux_0: 0.7169 (0.7110) loss_vfl_aux_1: 0.6765 (0.6904) loss_vfl_aux_2: 0.6679 (0.6715) loss_vfl_aux_3: 0.6415 (0.6543) loss_vfl_aux_4: 0.6345 (0.6456) loss_vfl_dn_0: 0.4758 (0.4833) loss_vfl_dn_1: 0.4153 (0.4134) loss_vfl_dn_2: 0.4024 (0.3972) loss_vfl_dn_3: 0.3918 (0.3891) loss_vfl_dn_4: 0.3891 (0.3865) loss_vfl_dn_5: 0.3890 (0.3860) loss_vfl_dn_pre: 0.4768 (0.4838) loss_vfl_enc_0: 0.7169 (0.7160) loss_vfl_pre: 0.7194 (0.7134) time: 0.7924 data: 0.0315 max mem: 9121 Epoch: [54] [1200/3696] eta: 0:33:23 lr: 0.000013 loss: 30.7410 (30.8675) loss_bbox: 0.1570 (0.1656) loss_bbox_aux_0: 0.1670 (0.1776) loss_bbox_aux_1: 0.1588 (0.1683) loss_bbox_aux_2: 0.1565 (0.1661) loss_bbox_aux_3: 0.1569 (0.1657) loss_bbox_aux_4: 0.1568 (0.1656) loss_bbox_dn_0: 0.2132 (0.2286) loss_bbox_dn_1: 0.1526 (0.1676) loss_bbox_dn_2: 0.1436 (0.1575) loss_bbox_dn_3: 0.1415 (0.1543) loss_bbox_dn_4: 0.1410 (0.1536) loss_bbox_dn_5: 0.1409 (0.1536) loss_bbox_dn_pre: 0.2192 (0.2343) loss_bbox_enc_0: 0.1978 (0.2098) loss_bbox_pre: 0.1653 (0.1777) loss_dfl: 0.9559 (0.9593) loss_fgl_aux_0: 0.9892 (0.9904) loss_fgl_aux_1: 0.9603 (0.9618) loss_fgl_aux_2: 0.9560 (0.9595) loss_fgl_aux_3: 0.9562 (0.9594) loss_fgl_aux_4: 0.9560 (0.9593) loss_fgl_dn_0: 1.0881 (1.0845) loss_fgl_dn_1: 0.9804 (0.9803) loss_fgl_dn_2: 0.9740 (0.9712) loss_fgl_dn_3: 0.9763 (0.9720) loss_fgl_dn_4: 0.9767 (0.9725) loss_fgl_dn_5: 0.9768 (0.9725) loss_giou: 0.5391 (0.5480) loss_giou_aux_0: 0.5560 (0.5731) loss_giou_aux_1: 0.5462 (0.5535) loss_giou_aux_2: 0.5399 (0.5490) loss_giou_aux_3: 0.5404 (0.5481) loss_giou_aux_4: 0.5396 (0.5480) loss_giou_dn_0: 0.5619 (0.5494) loss_giou_dn_1: 0.4382 (0.4369) loss_giou_dn_2: 0.4250 (0.4200) loss_giou_dn_3: 0.4219 (0.4152) loss_giou_dn_4: 0.4215 (0.4141) loss_giou_dn_5: 0.4215 (0.4141) loss_giou_dn_pre: 0.5644 (0.5486) loss_giou_enc_0: 0.6296 (0.6443) loss_giou_pre: 0.5553 (0.5716) loss_ddf_aux_0: 0.0525 (0.0519) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2578 (0.2547) loss_ddf_dn_1: 0.0339 (0.0351) loss_ddf_dn_2: 0.0070 (0.0078) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6409 (0.6434) loss_vfl_aux_0: 0.7045 (0.7110) loss_vfl_aux_1: 0.6772 (0.6905) loss_vfl_aux_2: 0.6637 (0.6718) loss_vfl_aux_3: 0.6486 (0.6546) loss_vfl_aux_4: 0.6428 (0.6458) loss_vfl_dn_0: 0.4828 (0.4833) loss_vfl_dn_1: 0.4115 (0.4133) loss_vfl_dn_2: 0.3974 (0.3970) loss_vfl_dn_3: 0.3879 (0.3890) loss_vfl_dn_4: 0.3855 (0.3863) loss_vfl_dn_5: 0.3834 (0.3858) loss_vfl_dn_pre: 0.4828 (0.4838) loss_vfl_enc_0: 0.7167 (0.7163) loss_vfl_pre: 0.7026 (0.7134) time: 0.7561 data: 0.0345 max mem: 9121 Epoch: [54] [1300/3696] eta: 0:31:56 lr: 0.000013 loss: 30.6438 (30.8583) loss_bbox: 0.1559 (0.1654) loss_bbox_aux_0: 0.1696 (0.1772) loss_bbox_aux_1: 0.1582 (0.1680) loss_bbox_aux_2: 0.1555 (0.1659) loss_bbox_aux_3: 0.1557 (0.1655) loss_bbox_aux_4: 0.1558 (0.1654) loss_bbox_dn_0: 0.2072 (0.2283) loss_bbox_dn_1: 0.1518 (0.1673) loss_bbox_dn_2: 0.1458 (0.1572) loss_bbox_dn_3: 0.1442 (0.1541) loss_bbox_dn_4: 0.1449 (0.1534) loss_bbox_dn_5: 0.1451 (0.1534) loss_bbox_dn_pre: 0.2126 (0.2340) loss_bbox_enc_0: 0.1996 (0.2094) loss_bbox_pre: 0.1691 (0.1774) loss_dfl: 0.9587 (0.9590) loss_fgl_aux_0: 0.9834 (0.9900) loss_fgl_aux_1: 0.9610 (0.9615) loss_fgl_aux_2: 0.9581 (0.9592) loss_fgl_aux_3: 0.9582 (0.9590) loss_fgl_aux_4: 0.9585 (0.9590) loss_fgl_dn_0: 1.0766 (1.0844) loss_fgl_dn_1: 0.9829 (0.9802) loss_fgl_dn_2: 0.9738 (0.9711) loss_fgl_dn_3: 0.9721 (0.9719) loss_fgl_dn_4: 0.9728 (0.9724) loss_fgl_dn_5: 0.9728 (0.9724) loss_giou: 0.5279 (0.5479) loss_giou_aux_0: 0.5516 (0.5730) loss_giou_aux_1: 0.5340 (0.5535) loss_giou_aux_2: 0.5284 (0.5490) loss_giou_aux_3: 0.5273 (0.5481) loss_giou_aux_4: 0.5278 (0.5480) loss_giou_dn_0: 0.5492 (0.5493) loss_giou_dn_1: 0.4357 (0.4369) loss_giou_dn_2: 0.4190 (0.4200) loss_giou_dn_3: 0.4153 (0.4151) loss_giou_dn_4: 0.4140 (0.4141) loss_giou_dn_5: 0.4141 (0.4141) loss_giou_dn_pre: 0.5497 (0.5486) loss_giou_enc_0: 0.6336 (0.6442) loss_giou_pre: 0.5535 (0.5715) loss_ddf_aux_0: 0.0522 (0.0520) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2498 (0.2543) loss_ddf_dn_1: 0.0289 (0.0350) loss_ddf_dn_2: 0.0061 (0.0078) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6292 (0.6433) loss_vfl_aux_0: 0.7121 (0.7108) loss_vfl_aux_1: 0.6805 (0.6904) loss_vfl_aux_2: 0.6704 (0.6716) loss_vfl_aux_3: 0.6436 (0.6545) loss_vfl_aux_4: 0.6414 (0.6457) loss_vfl_dn_0: 0.4792 (0.4832) loss_vfl_dn_1: 0.4064 (0.4132) loss_vfl_dn_2: 0.3907 (0.3970) loss_vfl_dn_3: 0.3825 (0.3889) loss_vfl_dn_4: 0.3798 (0.3862) loss_vfl_dn_5: 0.3792 (0.3857) loss_vfl_dn_pre: 0.4799 (0.4837) loss_vfl_enc_0: 0.7047 (0.7162) loss_vfl_pre: 0.7120 (0.7130) time: 0.7488 data: 0.0307 max mem: 9121 Epoch: [54] [1400/3696] eta: 0:30:35 lr: 0.000013 loss: 30.1489 (30.8615) loss_bbox: 0.1583 (0.1655) loss_bbox_aux_0: 0.1717 (0.1774) loss_bbox_aux_1: 0.1589 (0.1682) loss_bbox_aux_2: 0.1574 (0.1660) loss_bbox_aux_3: 0.1580 (0.1656) loss_bbox_aux_4: 0.1582 (0.1655) loss_bbox_dn_0: 0.2403 (0.2288) loss_bbox_dn_1: 0.1757 (0.1676) loss_bbox_dn_2: 0.1633 (0.1574) loss_bbox_dn_3: 0.1588 (0.1543) loss_bbox_dn_4: 0.1569 (0.1536) loss_bbox_dn_5: 0.1569 (0.1536) loss_bbox_dn_pre: 0.2449 (0.2345) loss_bbox_enc_0: 0.2087 (0.2096) loss_bbox_pre: 0.1710 (0.1776) loss_dfl: 0.9411 (0.9584) loss_fgl_aux_0: 0.9788 (0.9895) loss_fgl_aux_1: 0.9424 (0.9609) loss_fgl_aux_2: 0.9416 (0.9586) loss_fgl_aux_3: 0.9420 (0.9585) loss_fgl_aux_4: 0.9412 (0.9585) loss_fgl_dn_0: 1.0838 (1.0844) loss_fgl_dn_1: 0.9755 (0.9803) loss_fgl_dn_2: 0.9622 (0.9712) loss_fgl_dn_3: 0.9624 (0.9719) loss_fgl_dn_4: 0.9631 (0.9724) loss_fgl_dn_5: 0.9631 (0.9724) loss_giou: 0.5107 (0.5487) loss_giou_aux_0: 0.5381 (0.5737) loss_giou_aux_1: 0.5194 (0.5542) loss_giou_aux_2: 0.5104 (0.5497) loss_giou_aux_3: 0.5118 (0.5488) loss_giou_aux_4: 0.5106 (0.5487) loss_giou_dn_0: 0.5237 (0.5497) loss_giou_dn_1: 0.4165 (0.4372) loss_giou_dn_2: 0.4000 (0.4202) loss_giou_dn_3: 0.3944 (0.4154) loss_giou_dn_4: 0.3939 (0.4143) loss_giou_dn_5: 0.3940 (0.4143) loss_giou_dn_pre: 0.5226 (0.5490) loss_giou_enc_0: 0.6122 (0.6448) loss_giou_pre: 0.5382 (0.5722) loss_ddf_aux_0: 0.0532 (0.0520) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2635 (0.2542) loss_ddf_dn_1: 0.0358 (0.0350) loss_ddf_dn_2: 0.0076 (0.0078) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6174 (0.6425) loss_vfl_aux_0: 0.6944 (0.7105) loss_vfl_aux_1: 0.6602 (0.6900) loss_vfl_aux_2: 0.6459 (0.6710) loss_vfl_aux_3: 0.6356 (0.6538) loss_vfl_aux_4: 0.6245 (0.6449) loss_vfl_dn_0: 0.4771 (0.4831) loss_vfl_dn_1: 0.4028 (0.4132) loss_vfl_dn_2: 0.3885 (0.3970) loss_vfl_dn_3: 0.3809 (0.3890) loss_vfl_dn_4: 0.3769 (0.3863) loss_vfl_dn_5: 0.3757 (0.3858) loss_vfl_dn_pre: 0.4778 (0.4836) loss_vfl_enc_0: 0.6982 (0.7159) loss_vfl_pre: 0.6956 (0.7128) time: 0.7746 data: 0.0367 max mem: 9121 Epoch: [54] [1500/3696] eta: 0:29:07 lr: 0.000013 loss: 30.5621 (30.8587) loss_bbox: 0.1556 (0.1658) loss_bbox_aux_0: 0.1652 (0.1778) loss_bbox_aux_1: 0.1592 (0.1685) loss_bbox_aux_2: 0.1567 (0.1663) loss_bbox_aux_3: 0.1558 (0.1659) loss_bbox_aux_4: 0.1557 (0.1658) loss_bbox_dn_0: 0.2207 (0.2291) loss_bbox_dn_1: 0.1640 (0.1678) loss_bbox_dn_2: 0.1542 (0.1577) loss_bbox_dn_3: 0.1493 (0.1545) loss_bbox_dn_4: 0.1484 (0.1538) loss_bbox_dn_5: 0.1484 (0.1538) loss_bbox_dn_pre: 0.2246 (0.2349) loss_bbox_enc_0: 0.1981 (0.2102) loss_bbox_pre: 0.1668 (0.1780) loss_dfl: 0.9641 (0.9584) loss_fgl_aux_0: 0.9950 (0.9895) loss_fgl_aux_1: 0.9652 (0.9609) loss_fgl_aux_2: 0.9660 (0.9586) loss_fgl_aux_3: 0.9643 (0.9585) loss_fgl_aux_4: 0.9640 (0.9584) loss_fgl_dn_0: 1.0859 (1.0841) loss_fgl_dn_1: 0.9839 (0.9800) loss_fgl_dn_2: 0.9750 (0.9710) loss_fgl_dn_3: 0.9765 (0.9717) loss_fgl_dn_4: 0.9772 (0.9722) loss_fgl_dn_5: 0.9772 (0.9722) loss_giou: 0.5548 (0.5481) loss_giou_aux_0: 0.5741 (0.5732) loss_giou_aux_1: 0.5617 (0.5537) loss_giou_aux_2: 0.5536 (0.5491) loss_giou_aux_3: 0.5551 (0.5482) loss_giou_aux_4: 0.5547 (0.5481) loss_giou_dn_0: 0.5529 (0.5494) loss_giou_dn_1: 0.4493 (0.4370) loss_giou_dn_2: 0.4348 (0.4200) loss_giou_dn_3: 0.4313 (0.4152) loss_giou_dn_4: 0.4294 (0.4141) loss_giou_dn_5: 0.4294 (0.4141) loss_giou_dn_pre: 0.5530 (0.5488) loss_giou_enc_0: 0.6603 (0.6443) loss_giou_pre: 0.5751 (0.5717) loss_ddf_aux_0: 0.0486 (0.0520) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0004 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2368 (0.2538) loss_ddf_dn_1: 0.0334 (0.0348) loss_ddf_dn_2: 0.0076 (0.0078) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6437 (0.6425) loss_vfl_aux_0: 0.6995 (0.7108) loss_vfl_aux_1: 0.6846 (0.6899) loss_vfl_aux_2: 0.6678 (0.6710) loss_vfl_aux_3: 0.6474 (0.6537) loss_vfl_aux_4: 0.6476 (0.6449) loss_vfl_dn_0: 0.4751 (0.4830) loss_vfl_dn_1: 0.4127 (0.4132) loss_vfl_dn_2: 0.3931 (0.3971) loss_vfl_dn_3: 0.3829 (0.3890) loss_vfl_dn_4: 0.3811 (0.3863) loss_vfl_dn_5: 0.3823 (0.3858) loss_vfl_dn_pre: 0.4758 (0.4835) loss_vfl_enc_0: 0.7165 (0.7160) loss_vfl_pre: 0.7017 (0.7131) time: 0.7188 data: 0.0252 max mem: 9121 Epoch: [54] [1600/3696] eta: 0:27:44 lr: 0.000013 loss: 31.2702 (30.8652) loss_bbox: 0.1607 (0.1661) loss_bbox_aux_0: 0.1779 (0.1781) loss_bbox_aux_1: 0.1643 (0.1688) loss_bbox_aux_2: 0.1616 (0.1666) loss_bbox_aux_3: 0.1609 (0.1662) loss_bbox_aux_4: 0.1607 (0.1661) loss_bbox_dn_0: 0.2143 (0.2294) loss_bbox_dn_1: 0.1542 (0.1681) loss_bbox_dn_2: 0.1407 (0.1578) loss_bbox_dn_3: 0.1360 (0.1547) loss_bbox_dn_4: 0.1350 (0.1540) loss_bbox_dn_5: 0.1351 (0.1540) loss_bbox_dn_pre: 0.2174 (0.2352) loss_bbox_enc_0: 0.2113 (0.2105) loss_bbox_pre: 0.1787 (0.1783) loss_dfl: 0.9605 (0.9580) loss_fgl_aux_0: 0.9886 (0.9891) loss_fgl_aux_1: 0.9644 (0.9605) loss_fgl_aux_2: 0.9612 (0.9582) loss_fgl_aux_3: 0.9605 (0.9581) loss_fgl_aux_4: 0.9605 (0.9580) loss_fgl_dn_0: 1.0838 (1.0841) loss_fgl_dn_1: 0.9864 (0.9801) loss_fgl_dn_2: 0.9789 (0.9710) loss_fgl_dn_3: 0.9788 (0.9717) loss_fgl_dn_4: 0.9798 (0.9722) loss_fgl_dn_5: 0.9798 (0.9722) loss_giou: 0.5904 (0.5484) loss_giou_aux_0: 0.6148 (0.5735) loss_giou_aux_1: 0.5957 (0.5540) loss_giou_aux_2: 0.5900 (0.5495) loss_giou_aux_3: 0.5903 (0.5485) loss_giou_aux_4: 0.5903 (0.5484) loss_giou_dn_0: 0.5639 (0.5495) loss_giou_dn_1: 0.4540 (0.4371) loss_giou_dn_2: 0.4341 (0.4201) loss_giou_dn_3: 0.4275 (0.4153) loss_giou_dn_4: 0.4258 (0.4142) loss_giou_dn_5: 0.4259 (0.4142) loss_giou_dn_pre: 0.5631 (0.5488) loss_giou_enc_0: 0.7033 (0.6446) loss_giou_pre: 0.6149 (0.5721) loss_ddf_aux_0: 0.0544 (0.0521) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2492 (0.2536) loss_ddf_dn_1: 0.0354 (0.0348) loss_ddf_dn_2: 0.0075 (0.0078) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6393 (0.6428) loss_vfl_aux_0: 0.7058 (0.7108) loss_vfl_aux_1: 0.7002 (0.6904) loss_vfl_aux_2: 0.6671 (0.6714) loss_vfl_aux_3: 0.6509 (0.6539) loss_vfl_aux_4: 0.6362 (0.6451) loss_vfl_dn_0: 0.4850 (0.4832) loss_vfl_dn_1: 0.4200 (0.4132) loss_vfl_dn_2: 0.3974 (0.3971) loss_vfl_dn_3: 0.3846 (0.3890) loss_vfl_dn_4: 0.3847 (0.3863) loss_vfl_dn_5: 0.3831 (0.3858) loss_vfl_dn_pre: 0.4841 (0.4837) loss_vfl_enc_0: 0.7052 (0.7159) loss_vfl_pre: 0.7075 (0.7130) time: 0.7741 data: 0.0326 max mem: 9121 Epoch: [54] [1700/3696] eta: 0:26:24 lr: 0.000013 loss: 31.1019 (30.8714) loss_bbox: 0.1680 (0.1663) loss_bbox_aux_0: 0.1723 (0.1783) loss_bbox_aux_1: 0.1706 (0.1690) loss_bbox_aux_2: 0.1678 (0.1668) loss_bbox_aux_3: 0.1679 (0.1664) loss_bbox_aux_4: 0.1678 (0.1663) loss_bbox_dn_0: 0.2249 (0.2297) loss_bbox_dn_1: 0.1669 (0.1683) loss_bbox_dn_2: 0.1555 (0.1580) loss_bbox_dn_3: 0.1523 (0.1549) loss_bbox_dn_4: 0.1519 (0.1542) loss_bbox_dn_5: 0.1518 (0.1542) loss_bbox_dn_pre: 0.2308 (0.2355) loss_bbox_enc_0: 0.2009 (0.2108) loss_bbox_pre: 0.1730 (0.1785) loss_dfl: 0.9585 (0.9579) loss_fgl_aux_0: 0.9926 (0.9891) loss_fgl_aux_1: 0.9619 (0.9603) loss_fgl_aux_2: 0.9586 (0.9581) loss_fgl_aux_3: 0.9586 (0.9580) loss_fgl_aux_4: 0.9585 (0.9579) loss_fgl_dn_0: 1.0774 (1.0840) loss_fgl_dn_1: 0.9794 (0.9799) loss_fgl_dn_2: 0.9695 (0.9708) loss_fgl_dn_3: 0.9708 (0.9716) loss_fgl_dn_4: 0.9713 (0.9720) loss_fgl_dn_5: 0.9713 (0.9720) loss_giou: 0.5177 (0.5485) loss_giou_aux_0: 0.5461 (0.5736) loss_giou_aux_1: 0.5254 (0.5541) loss_giou_aux_2: 0.5195 (0.5495) loss_giou_aux_3: 0.5187 (0.5486) loss_giou_aux_4: 0.5178 (0.5485) loss_giou_dn_0: 0.5549 (0.5498) loss_giou_dn_1: 0.4388 (0.4373) loss_giou_dn_2: 0.4217 (0.4203) loss_giou_dn_3: 0.4153 (0.4154) loss_giou_dn_4: 0.4138 (0.4143) loss_giou_dn_5: 0.4138 (0.4143) loss_giou_dn_pre: 0.5565 (0.5491) loss_giou_enc_0: 0.6265 (0.6447) loss_giou_pre: 0.5434 (0.5722) loss_ddf_aux_0: 0.0510 (0.0522) loss_ddf_aux_1: 0.0069 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2619 (0.2538) loss_ddf_dn_1: 0.0363 (0.0348) loss_ddf_dn_2: 0.0076 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6531 (0.6431) loss_vfl_aux_0: 0.7186 (0.7111) loss_vfl_aux_1: 0.6980 (0.6908) loss_vfl_aux_2: 0.6884 (0.6718) loss_vfl_aux_3: 0.6628 (0.6542) loss_vfl_aux_4: 0.6593 (0.6453) loss_vfl_dn_0: 0.4849 (0.4831) loss_vfl_dn_1: 0.4206 (0.4132) loss_vfl_dn_2: 0.4051 (0.3971) loss_vfl_dn_3: 0.3965 (0.3890) loss_vfl_dn_4: 0.3941 (0.3863) loss_vfl_dn_5: 0.3942 (0.3858) loss_vfl_dn_pre: 0.4863 (0.4836) loss_vfl_enc_0: 0.7133 (0.7160) loss_vfl_pre: 0.7184 (0.7133) time: 0.7569 data: 0.0292 max mem: 9121 Epoch: [54] [1800/3696] eta: 0:25:01 lr: 0.000013 loss: 30.4916 (30.8666) loss_bbox: 0.1531 (0.1661) loss_bbox_aux_0: 0.1673 (0.1782) loss_bbox_aux_1: 0.1557 (0.1688) loss_bbox_aux_2: 0.1540 (0.1666) loss_bbox_aux_3: 0.1533 (0.1662) loss_bbox_aux_4: 0.1532 (0.1661) loss_bbox_dn_0: 0.2091 (0.2295) loss_bbox_dn_1: 0.1521 (0.1682) loss_bbox_dn_2: 0.1438 (0.1579) loss_bbox_dn_3: 0.1395 (0.1547) loss_bbox_dn_4: 0.1385 (0.1540) loss_bbox_dn_5: 0.1386 (0.1540) loss_bbox_dn_pre: 0.2141 (0.2353) loss_bbox_enc_0: 0.2010 (0.2106) loss_bbox_pre: 0.1667 (0.1783) loss_dfl: 0.9328 (0.9576) loss_fgl_aux_0: 0.9660 (0.9888) loss_fgl_aux_1: 0.9350 (0.9600) loss_fgl_aux_2: 0.9326 (0.9577) loss_fgl_aux_3: 0.9328 (0.9577) loss_fgl_aux_4: 0.9328 (0.9576) loss_fgl_dn_0: 1.0733 (1.0838) loss_fgl_dn_1: 0.9724 (0.9798) loss_fgl_dn_2: 0.9631 (0.9707) loss_fgl_dn_3: 0.9617 (0.9715) loss_fgl_dn_4: 0.9628 (0.9719) loss_fgl_dn_5: 0.9628 (0.9720) loss_giou: 0.5406 (0.5491) loss_giou_aux_0: 0.5603 (0.5743) loss_giou_aux_1: 0.5462 (0.5547) loss_giou_aux_2: 0.5406 (0.5501) loss_giou_aux_3: 0.5412 (0.5492) loss_giou_aux_4: 0.5406 (0.5491) loss_giou_dn_0: 0.5449 (0.5501) loss_giou_dn_1: 0.4392 (0.4376) loss_giou_dn_2: 0.4247 (0.4206) loss_giou_dn_3: 0.4161 (0.4157) loss_giou_dn_4: 0.4154 (0.4146) loss_giou_dn_5: 0.4154 (0.4146) loss_giou_dn_pre: 0.5414 (0.5494) loss_giou_enc_0: 0.6666 (0.6454) loss_giou_pre: 0.5626 (0.5728) loss_ddf_aux_0: 0.0543 (0.0523) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2374 (0.2536) loss_ddf_dn_1: 0.0310 (0.0348) loss_ddf_dn_2: 0.0069 (0.0077) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6160 (0.6426) loss_vfl_aux_0: 0.6838 (0.7100) loss_vfl_aux_1: 0.6708 (0.6901) loss_vfl_aux_2: 0.6522 (0.6712) loss_vfl_aux_3: 0.6290 (0.6537) loss_vfl_aux_4: 0.6174 (0.6448) loss_vfl_dn_0: 0.4717 (0.4829) loss_vfl_dn_1: 0.4046 (0.4131) loss_vfl_dn_2: 0.3920 (0.3970) loss_vfl_dn_3: 0.3845 (0.3889) loss_vfl_dn_4: 0.3806 (0.3862) loss_vfl_dn_5: 0.3801 (0.3857) loss_vfl_dn_pre: 0.4714 (0.4834) loss_vfl_enc_0: 0.6887 (0.7150) loss_vfl_pre: 0.6869 (0.7122) time: 0.7484 data: 0.0360 max mem: 9121 Epoch: [54] [1900/3696] eta: 0:23:39 lr: 0.000013 loss: 30.9026 (30.8717) loss_bbox: 0.1722 (0.1661) loss_bbox_aux_0: 0.1833 (0.1781) loss_bbox_aux_1: 0.1764 (0.1688) loss_bbox_aux_2: 0.1729 (0.1666) loss_bbox_aux_3: 0.1722 (0.1662) loss_bbox_aux_4: 0.1722 (0.1661) loss_bbox_dn_0: 0.2202 (0.2293) loss_bbox_dn_1: 0.1532 (0.1679) loss_bbox_dn_2: 0.1448 (0.1577) loss_bbox_dn_3: 0.1419 (0.1545) loss_bbox_dn_4: 0.1392 (0.1538) loss_bbox_dn_5: 0.1391 (0.1538) loss_bbox_dn_pre: 0.2248 (0.2351) loss_bbox_enc_0: 0.2139 (0.2106) loss_bbox_pre: 0.1839 (0.1783) loss_dfl: 0.9492 (0.9575) loss_fgl_aux_0: 0.9732 (0.9886) loss_fgl_aux_1: 0.9462 (0.9599) loss_fgl_aux_2: 0.9493 (0.9576) loss_fgl_aux_3: 0.9484 (0.9575) loss_fgl_aux_4: 0.9486 (0.9575) loss_fgl_dn_0: 1.0822 (1.0837) loss_fgl_dn_1: 0.9797 (0.9798) loss_fgl_dn_2: 0.9705 (0.9708) loss_fgl_dn_3: 0.9719 (0.9715) loss_fgl_dn_4: 0.9734 (0.9720) loss_fgl_dn_5: 0.9734 (0.9720) loss_giou: 0.5451 (0.5500) loss_giou_aux_0: 0.5748 (0.5751) loss_giou_aux_1: 0.5554 (0.5556) loss_giou_aux_2: 0.5488 (0.5510) loss_giou_aux_3: 0.5453 (0.5501) loss_giou_aux_4: 0.5451 (0.5500) loss_giou_dn_0: 0.5529 (0.5506) loss_giou_dn_1: 0.4424 (0.4380) loss_giou_dn_2: 0.4231 (0.4209) loss_giou_dn_3: 0.4187 (0.4161) loss_giou_dn_4: 0.4166 (0.4150) loss_giou_dn_5: 0.4167 (0.4150) loss_giou_dn_pre: 0.5537 (0.5499) loss_giou_enc_0: 0.6509 (0.6462) loss_giou_pre: 0.5739 (0.5736) loss_ddf_aux_0: 0.0522 (0.0523) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2506 (0.2534) loss_ddf_dn_1: 0.0342 (0.0347) loss_ddf_dn_2: 0.0076 (0.0077) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6317 (0.6426) loss_vfl_aux_0: 0.7015 (0.7095) loss_vfl_aux_1: 0.6734 (0.6899) loss_vfl_aux_2: 0.6547 (0.6711) loss_vfl_aux_3: 0.6387 (0.6537) loss_vfl_aux_4: 0.6366 (0.6448) loss_vfl_dn_0: 0.4813 (0.4828) loss_vfl_dn_1: 0.4098 (0.4131) loss_vfl_dn_2: 0.3959 (0.3970) loss_vfl_dn_3: 0.3867 (0.3889) loss_vfl_dn_4: 0.3841 (0.3863) loss_vfl_dn_5: 0.3857 (0.3858) loss_vfl_dn_pre: 0.4811 (0.4833) loss_vfl_enc_0: 0.7075 (0.7147) loss_vfl_pre: 0.7012 (0.7118) time: 0.7482 data: 0.0247 max mem: 9121 Epoch: [54] [2000/3696] eta: 0:22:17 lr: 0.000013 loss: 31.0787 (30.8719) loss_bbox: 0.1656 (0.1663) loss_bbox_aux_0: 0.1759 (0.1783) loss_bbox_aux_1: 0.1690 (0.1689) loss_bbox_aux_2: 0.1672 (0.1668) loss_bbox_aux_3: 0.1655 (0.1663) loss_bbox_aux_4: 0.1656 (0.1663) loss_bbox_dn_0: 0.2270 (0.2295) loss_bbox_dn_1: 0.1640 (0.1681) loss_bbox_dn_2: 0.1575 (0.1579) loss_bbox_dn_3: 0.1549 (0.1547) loss_bbox_dn_4: 0.1544 (0.1540) loss_bbox_dn_5: 0.1544 (0.1540) loss_bbox_dn_pre: 0.2355 (0.2353) loss_bbox_enc_0: 0.2119 (0.2109) loss_bbox_pre: 0.1784 (0.1785) loss_dfl: 0.9589 (0.9576) loss_fgl_aux_0: 0.9886 (0.9887) loss_fgl_aux_1: 0.9613 (0.9600) loss_fgl_aux_2: 0.9600 (0.9577) loss_fgl_aux_3: 0.9593 (0.9576) loss_fgl_aux_4: 0.9591 (0.9576) loss_fgl_dn_0: 1.0827 (1.0837) loss_fgl_dn_1: 0.9762 (0.9797) loss_fgl_dn_2: 0.9686 (0.9707) loss_fgl_dn_3: 0.9699 (0.9714) loss_fgl_dn_4: 0.9702 (0.9719) loss_fgl_dn_5: 0.9702 (0.9719) loss_giou: 0.5787 (0.5496) loss_giou_aux_0: 0.5996 (0.5747) loss_giou_aux_1: 0.5822 (0.5552) loss_giou_aux_2: 0.5784 (0.5506) loss_giou_aux_3: 0.5785 (0.5497) loss_giou_aux_4: 0.5786 (0.5496) loss_giou_dn_0: 0.5707 (0.5504) loss_giou_dn_1: 0.4532 (0.4378) loss_giou_dn_2: 0.4344 (0.4208) loss_giou_dn_3: 0.4283 (0.4159) loss_giou_dn_4: 0.4260 (0.4149) loss_giou_dn_5: 0.4260 (0.4149) loss_giou_dn_pre: 0.5693 (0.5497) loss_giou_enc_0: 0.6736 (0.6460) loss_giou_pre: 0.6001 (0.5733) loss_ddf_aux_0: 0.0513 (0.0523) loss_ddf_aux_1: 0.0075 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2534 (0.2534) loss_ddf_dn_1: 0.0317 (0.0347) loss_ddf_dn_2: 0.0069 (0.0077) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6478 (0.6430) loss_vfl_aux_0: 0.7205 (0.7096) loss_vfl_aux_1: 0.6873 (0.6901) loss_vfl_aux_2: 0.6734 (0.6714) loss_vfl_aux_3: 0.6600 (0.6540) loss_vfl_aux_4: 0.6545 (0.6451) loss_vfl_dn_0: 0.4887 (0.4827) loss_vfl_dn_1: 0.4216 (0.4130) loss_vfl_dn_2: 0.4036 (0.3970) loss_vfl_dn_3: 0.3930 (0.3889) loss_vfl_dn_4: 0.3937 (0.3862) loss_vfl_dn_5: 0.3929 (0.3857) loss_vfl_dn_pre: 0.4881 (0.4832) loss_vfl_enc_0: 0.7206 (0.7148) loss_vfl_pre: 0.7208 (0.7119) time: 0.7027 data: 0.0244 max mem: 9121 Epoch: [54] [2100/3696] eta: 0:21:00 lr: 0.000013 loss: 30.4295 (30.8718) loss_bbox: 0.1611 (0.1663) loss_bbox_aux_0: 0.1719 (0.1784) loss_bbox_aux_1: 0.1632 (0.1690) loss_bbox_aux_2: 0.1619 (0.1668) loss_bbox_aux_3: 0.1623 (0.1664) loss_bbox_aux_4: 0.1614 (0.1663) loss_bbox_dn_0: 0.2385 (0.2297) loss_bbox_dn_1: 0.1688 (0.1682) loss_bbox_dn_2: 0.1586 (0.1579) loss_bbox_dn_3: 0.1555 (0.1547) loss_bbox_dn_4: 0.1541 (0.1540) loss_bbox_dn_5: 0.1541 (0.1540) loss_bbox_dn_pre: 0.2415 (0.2355) loss_bbox_enc_0: 0.2029 (0.2110) loss_bbox_pre: 0.1741 (0.1786) loss_dfl: 0.9725 (0.9579) loss_fgl_aux_0: 1.0032 (0.9890) loss_fgl_aux_1: 0.9707 (0.9602) loss_fgl_aux_2: 0.9729 (0.9580) loss_fgl_aux_3: 0.9723 (0.9579) loss_fgl_aux_4: 0.9726 (0.9579) loss_fgl_dn_0: 1.0859 (1.0838) loss_fgl_dn_1: 0.9811 (0.9798) loss_fgl_dn_2: 0.9732 (0.9707) loss_fgl_dn_3: 0.9728 (0.9715) loss_fgl_dn_4: 0.9726 (0.9719) loss_fgl_dn_5: 0.9726 (0.9719) loss_giou: 0.5183 (0.5491) loss_giou_aux_0: 0.5417 (0.5743) loss_giou_aux_1: 0.5278 (0.5548) loss_giou_aux_2: 0.5191 (0.5501) loss_giou_aux_3: 0.5185 (0.5493) loss_giou_aux_4: 0.5181 (0.5491) loss_giou_dn_0: 0.5290 (0.5503) loss_giou_dn_1: 0.4131 (0.4377) loss_giou_dn_2: 0.3970 (0.4207) loss_giou_dn_3: 0.3919 (0.4158) loss_giou_dn_4: 0.3880 (0.4147) loss_giou_dn_5: 0.3879 (0.4147) loss_giou_dn_pre: 0.5277 (0.5496) loss_giou_enc_0: 0.6127 (0.6454) loss_giou_pre: 0.5420 (0.5728) loss_ddf_aux_0: 0.0492 (0.0523) loss_ddf_aux_1: 0.0066 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2426 (0.2535) loss_ddf_dn_1: 0.0320 (0.0347) loss_ddf_dn_2: 0.0069 (0.0077) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6254 (0.6431) loss_vfl_aux_0: 0.6970 (0.7099) loss_vfl_aux_1: 0.6730 (0.6901) loss_vfl_aux_2: 0.6679 (0.6715) loss_vfl_aux_3: 0.6506 (0.6541) loss_vfl_aux_4: 0.6373 (0.6453) loss_vfl_dn_0: 0.4805 (0.4828) loss_vfl_dn_1: 0.4134 (0.4129) loss_vfl_dn_2: 0.3938 (0.3969) loss_vfl_dn_3: 0.3850 (0.3889) loss_vfl_dn_4: 0.3791 (0.3862) loss_vfl_dn_5: 0.3791 (0.3857) loss_vfl_dn_pre: 0.4810 (0.4832) loss_vfl_enc_0: 0.6996 (0.7150) loss_vfl_pre: 0.7089 (0.7122) time: 0.7674 data: 0.0300 max mem: 9121 Epoch: [54] [2200/3696] eta: 0:19:40 lr: 0.000013 loss: 30.5745 (30.8678) loss_bbox: 0.1526 (0.1662) loss_bbox_aux_0: 0.1628 (0.1783) loss_bbox_aux_1: 0.1544 (0.1689) loss_bbox_aux_2: 0.1529 (0.1667) loss_bbox_aux_3: 0.1523 (0.1663) loss_bbox_aux_4: 0.1526 (0.1662) loss_bbox_dn_0: 0.2181 (0.2295) loss_bbox_dn_1: 0.1574 (0.1681) loss_bbox_dn_2: 0.1435 (0.1579) loss_bbox_dn_3: 0.1408 (0.1546) loss_bbox_dn_4: 0.1397 (0.1540) loss_bbox_dn_5: 0.1397 (0.1540) loss_bbox_dn_pre: 0.2227 (0.2354) loss_bbox_enc_0: 0.1884 (0.2109) loss_bbox_pre: 0.1632 (0.1785) loss_dfl: 0.9636 (0.9578) loss_fgl_aux_0: 0.9973 (0.9889) loss_fgl_aux_1: 0.9658 (0.9602) loss_fgl_aux_2: 0.9641 (0.9579) loss_fgl_aux_3: 0.9634 (0.9578) loss_fgl_aux_4: 0.9634 (0.9578) loss_fgl_dn_0: 1.0790 (1.0836) loss_fgl_dn_1: 0.9687 (0.9797) loss_fgl_dn_2: 0.9583 (0.9707) loss_fgl_dn_3: 0.9589 (0.9714) loss_fgl_dn_4: 0.9592 (0.9718) loss_fgl_dn_5: 0.9591 (0.9719) loss_giou: 0.5296 (0.5490) loss_giou_aux_0: 0.5533 (0.5741) loss_giou_aux_1: 0.5308 (0.5546) loss_giou_aux_2: 0.5307 (0.5500) loss_giou_aux_3: 0.5281 (0.5491) loss_giou_aux_4: 0.5297 (0.5490) loss_giou_dn_0: 0.5298 (0.5502) loss_giou_dn_1: 0.4234 (0.4377) loss_giou_dn_2: 0.4055 (0.4207) loss_giou_dn_3: 0.3993 (0.4158) loss_giou_dn_4: 0.3975 (0.4148) loss_giou_dn_5: 0.3976 (0.4148) loss_giou_dn_pre: 0.5281 (0.5495) loss_giou_enc_0: 0.6168 (0.6451) loss_giou_pre: 0.5488 (0.5727) loss_ddf_aux_0: 0.0498 (0.0522) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2448 (0.2531) loss_ddf_dn_1: 0.0340 (0.0347) loss_ddf_dn_2: 0.0078 (0.0077) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6463 (0.6430) loss_vfl_aux_0: 0.6974 (0.7100) loss_vfl_aux_1: 0.6932 (0.6900) loss_vfl_aux_2: 0.6549 (0.6714) loss_vfl_aux_3: 0.6436 (0.6541) loss_vfl_aux_4: 0.6371 (0.6453) loss_vfl_dn_0: 0.4850 (0.4828) loss_vfl_dn_1: 0.4089 (0.4129) loss_vfl_dn_2: 0.3881 (0.3968) loss_vfl_dn_3: 0.3811 (0.3888) loss_vfl_dn_4: 0.3786 (0.3861) loss_vfl_dn_5: 0.3774 (0.3857) loss_vfl_dn_pre: 0.4846 (0.4833) loss_vfl_enc_0: 0.7180 (0.7152) loss_vfl_pre: 0.6995 (0.7123) time: 0.7614 data: 0.0318 max mem: 9121 Epoch: [54] [2300/3696] eta: 0:18:20 lr: 0.000013 loss: 30.7869 (30.8717) loss_bbox: 0.1652 (0.1664) loss_bbox_aux_0: 0.1745 (0.1785) loss_bbox_aux_1: 0.1672 (0.1691) loss_bbox_aux_2: 0.1675 (0.1669) loss_bbox_aux_3: 0.1652 (0.1665) loss_bbox_aux_4: 0.1653 (0.1664) loss_bbox_dn_0: 0.2202 (0.2296) loss_bbox_dn_1: 0.1540 (0.1681) loss_bbox_dn_2: 0.1411 (0.1579) loss_bbox_dn_3: 0.1340 (0.1547) loss_bbox_dn_4: 0.1339 (0.1540) loss_bbox_dn_5: 0.1338 (0.1540) loss_bbox_dn_pre: 0.2234 (0.2354) loss_bbox_enc_0: 0.2000 (0.2111) loss_bbox_pre: 0.1752 (0.1787) loss_dfl: 0.9495 (0.9575) loss_fgl_aux_0: 0.9781 (0.9887) loss_fgl_aux_1: 0.9482 (0.9599) loss_fgl_aux_2: 0.9481 (0.9576) loss_fgl_aux_3: 0.9492 (0.9575) loss_fgl_aux_4: 0.9495 (0.9575) loss_fgl_dn_0: 1.0832 (1.0835) loss_fgl_dn_1: 0.9781 (0.9797) loss_fgl_dn_2: 0.9691 (0.9706) loss_fgl_dn_3: 0.9716 (0.9713) loss_fgl_dn_4: 0.9721 (0.9718) loss_fgl_dn_5: 0.9721 (0.9718) loss_giou: 0.5485 (0.5492) loss_giou_aux_0: 0.5692 (0.5743) loss_giou_aux_1: 0.5527 (0.5549) loss_giou_aux_2: 0.5477 (0.5502) loss_giou_aux_3: 0.5490 (0.5494) loss_giou_aux_4: 0.5483 (0.5492) loss_giou_dn_0: 0.5440 (0.5502) loss_giou_dn_1: 0.4277 (0.4377) loss_giou_dn_2: 0.4092 (0.4207) loss_giou_dn_3: 0.4025 (0.4159) loss_giou_dn_4: 0.4011 (0.4148) loss_giou_dn_5: 0.4011 (0.4148) loss_giou_dn_pre: 0.5441 (0.5495) loss_giou_enc_0: 0.6232 (0.6453) loss_giou_pre: 0.5680 (0.5729) loss_ddf_aux_0: 0.0510 (0.0522) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2450 (0.2526) loss_ddf_dn_1: 0.0337 (0.0346) loss_ddf_dn_2: 0.0067 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6418 (0.6434) loss_vfl_aux_0: 0.7382 (0.7105) loss_vfl_aux_1: 0.7020 (0.6903) loss_vfl_aux_2: 0.6736 (0.6717) loss_vfl_aux_3: 0.6583 (0.6545) loss_vfl_aux_4: 0.6417 (0.6457) loss_vfl_dn_0: 0.4830 (0.4827) loss_vfl_dn_1: 0.4159 (0.4129) loss_vfl_dn_2: 0.3980 (0.3968) loss_vfl_dn_3: 0.3902 (0.3888) loss_vfl_dn_4: 0.3875 (0.3861) loss_vfl_dn_5: 0.3872 (0.3856) loss_vfl_dn_pre: 0.4843 (0.4832) loss_vfl_enc_0: 0.7086 (0.7155) loss_vfl_pre: 0.7393 (0.7128) time: 0.8239 data: 0.0270 max mem: 9121 Epoch: [54] [2400/3696] eta: 0:17:00 lr: 0.000013 loss: 30.8866 (30.8755) loss_bbox: 0.1684 (0.1666) loss_bbox_aux_0: 0.1766 (0.1787) loss_bbox_aux_1: 0.1698 (0.1693) loss_bbox_aux_2: 0.1686 (0.1671) loss_bbox_aux_3: 0.1684 (0.1667) loss_bbox_aux_4: 0.1684 (0.1666) loss_bbox_dn_0: 0.2165 (0.2296) loss_bbox_dn_1: 0.1600 (0.1682) loss_bbox_dn_2: 0.1505 (0.1580) loss_bbox_dn_3: 0.1441 (0.1548) loss_bbox_dn_4: 0.1430 (0.1541) loss_bbox_dn_5: 0.1431 (0.1541) loss_bbox_dn_pre: 0.2255 (0.2354) loss_bbox_enc_0: 0.2067 (0.2114) loss_bbox_pre: 0.1763 (0.1789) loss_dfl: 0.9611 (0.9577) loss_fgl_aux_0: 0.9859 (0.9888) loss_fgl_aux_1: 0.9625 (0.9601) loss_fgl_aux_2: 0.9628 (0.9578) loss_fgl_aux_3: 0.9617 (0.9577) loss_fgl_aux_4: 0.9613 (0.9577) loss_fgl_dn_0: 1.0839 (1.0836) loss_fgl_dn_1: 0.9886 (0.9798) loss_fgl_dn_2: 0.9817 (0.9708) loss_fgl_dn_3: 0.9826 (0.9715) loss_fgl_dn_4: 0.9826 (0.9720) loss_fgl_dn_5: 0.9825 (0.9720) loss_giou: 0.5002 (0.5490) loss_giou_aux_0: 0.5263 (0.5740) loss_giou_aux_1: 0.5053 (0.5546) loss_giou_aux_2: 0.5004 (0.5500) loss_giou_aux_3: 0.5000 (0.5491) loss_giou_aux_4: 0.5001 (0.5490) loss_giou_dn_0: 0.5345 (0.5499) loss_giou_dn_1: 0.4198 (0.4376) loss_giou_dn_2: 0.4126 (0.4206) loss_giou_dn_3: 0.4075 (0.4157) loss_giou_dn_4: 0.4059 (0.4147) loss_giou_dn_5: 0.4058 (0.4147) loss_giou_dn_pre: 0.5329 (0.5493) loss_giou_enc_0: 0.6082 (0.6451) loss_giou_pre: 0.5231 (0.5726) loss_ddf_aux_0: 0.0495 (0.0520) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2378 (0.2523) loss_ddf_dn_1: 0.0314 (0.0346) loss_ddf_dn_2: 0.0073 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6473 (0.6437) loss_vfl_aux_0: 0.7108 (0.7109) loss_vfl_aux_1: 0.6762 (0.6906) loss_vfl_aux_2: 0.6615 (0.6719) loss_vfl_aux_3: 0.6611 (0.6548) loss_vfl_aux_4: 0.6403 (0.6460) loss_vfl_dn_0: 0.4808 (0.4828) loss_vfl_dn_1: 0.4224 (0.4130) loss_vfl_dn_2: 0.4020 (0.3969) loss_vfl_dn_3: 0.3958 (0.3889) loss_vfl_dn_4: 0.3904 (0.3862) loss_vfl_dn_5: 0.3912 (0.3857) loss_vfl_dn_pre: 0.4820 (0.4833) loss_vfl_enc_0: 0.7113 (0.7160) loss_vfl_pre: 0.7092 (0.7132) time: 0.8065 data: 0.0310 max mem: 9121 Epoch: [54] [2500/3696] eta: 0:16:09 lr: 0.000013 loss: 30.7676 (30.8784) loss_bbox: 0.1763 (0.1667) loss_bbox_aux_0: 0.1826 (0.1788) loss_bbox_aux_1: 0.1751 (0.1694) loss_bbox_aux_2: 0.1749 (0.1672) loss_bbox_aux_3: 0.1761 (0.1667) loss_bbox_aux_4: 0.1763 (0.1667) loss_bbox_dn_0: 0.2374 (0.2298) loss_bbox_dn_1: 0.1714 (0.1683) loss_bbox_dn_2: 0.1606 (0.1581) loss_bbox_dn_3: 0.1583 (0.1549) loss_bbox_dn_4: 0.1574 (0.1542) loss_bbox_dn_5: 0.1573 (0.1542) loss_bbox_dn_pre: 0.2463 (0.2356) loss_bbox_enc_0: 0.2220 (0.2115) loss_bbox_pre: 0.1840 (0.1790) loss_dfl: 0.9660 (0.9578) loss_fgl_aux_0: 0.9877 (0.9889) loss_fgl_aux_1: 0.9665 (0.9602) loss_fgl_aux_2: 0.9656 (0.9579) loss_fgl_aux_3: 0.9660 (0.9578) loss_fgl_aux_4: 0.9660 (0.9578) loss_fgl_dn_0: 1.0830 (1.0836) loss_fgl_dn_1: 0.9756 (0.9798) loss_fgl_dn_2: 0.9645 (0.9708) loss_fgl_dn_3: 0.9622 (0.9715) loss_fgl_dn_4: 0.9629 (0.9720) loss_fgl_dn_5: 0.9629 (0.9720) loss_giou: 0.5163 (0.5490) loss_giou_aux_0: 0.5448 (0.5740) loss_giou_aux_1: 0.5202 (0.5546) loss_giou_aux_2: 0.5141 (0.5500) loss_giou_aux_3: 0.5145 (0.5491) loss_giou_aux_4: 0.5163 (0.5490) loss_giou_dn_0: 0.5482 (0.5499) loss_giou_dn_1: 0.4242 (0.4376) loss_giou_dn_2: 0.4055 (0.4206) loss_giou_dn_3: 0.4029 (0.4157) loss_giou_dn_4: 0.3993 (0.4147) loss_giou_dn_5: 0.3993 (0.4147) loss_giou_dn_pre: 0.5479 (0.5493) loss_giou_enc_0: 0.6148 (0.6452) loss_giou_pre: 0.5419 (0.5726) loss_ddf_aux_0: 0.0473 (0.0519) loss_ddf_aux_1: 0.0067 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2413 (0.2521) loss_ddf_dn_1: 0.0328 (0.0346) loss_ddf_dn_2: 0.0083 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6341 (0.6437) loss_vfl_aux_0: 0.7049 (0.7113) loss_vfl_aux_1: 0.6741 (0.6908) loss_vfl_aux_2: 0.6589 (0.6720) loss_vfl_aux_3: 0.6369 (0.6549) loss_vfl_aux_4: 0.6292 (0.6460) loss_vfl_dn_0: 0.4784 (0.4828) loss_vfl_dn_1: 0.4055 (0.4130) loss_vfl_dn_2: 0.3869 (0.3969) loss_vfl_dn_3: 0.3850 (0.3889) loss_vfl_dn_4: 0.3819 (0.3862) loss_vfl_dn_5: 0.3796 (0.3857) loss_vfl_dn_pre: 0.4797 (0.4833) loss_vfl_enc_0: 0.6956 (0.7161) loss_vfl_pre: 0.7040 (0.7137) time: 1.4515 data: 0.0217 max mem: 9121 Epoch: [54] [2600/3696] eta: 0:14:47 lr: 0.000013 loss: 31.0090 (30.8819) loss_bbox: 0.1555 (0.1666) loss_bbox_aux_0: 0.1706 (0.1787) loss_bbox_aux_1: 0.1583 (0.1693) loss_bbox_aux_2: 0.1554 (0.1671) loss_bbox_aux_3: 0.1550 (0.1667) loss_bbox_aux_4: 0.1555 (0.1666) loss_bbox_dn_0: 0.2151 (0.2298) loss_bbox_dn_1: 0.1572 (0.1684) loss_bbox_dn_2: 0.1488 (0.1582) loss_bbox_dn_3: 0.1491 (0.1549) loss_bbox_dn_4: 0.1496 (0.1542) loss_bbox_dn_5: 0.1496 (0.1542) loss_bbox_dn_pre: 0.2217 (0.2356) loss_bbox_enc_0: 0.1968 (0.2114) loss_bbox_pre: 0.1709 (0.1789) loss_dfl: 0.9604 (0.9580) loss_fgl_aux_0: 0.9983 (0.9890) loss_fgl_aux_1: 0.9613 (0.9604) loss_fgl_aux_2: 0.9597 (0.9581) loss_fgl_aux_3: 0.9599 (0.9580) loss_fgl_aux_4: 0.9604 (0.9580) loss_fgl_dn_0: 1.0919 (1.0836) loss_fgl_dn_1: 0.9835 (0.9799) loss_fgl_dn_2: 0.9752 (0.9709) loss_fgl_dn_3: 0.9762 (0.9716) loss_fgl_dn_4: 0.9769 (0.9721) loss_fgl_dn_5: 0.9769 (0.9721) loss_giou: 0.5425 (0.5488) loss_giou_aux_0: 0.5658 (0.5739) loss_giou_aux_1: 0.5484 (0.5544) loss_giou_aux_2: 0.5446 (0.5498) loss_giou_aux_3: 0.5421 (0.5489) loss_giou_aux_4: 0.5427 (0.5488) loss_giou_dn_0: 0.5551 (0.5501) loss_giou_dn_1: 0.4356 (0.4378) loss_giou_dn_2: 0.4207 (0.4207) loss_giou_dn_3: 0.4159 (0.4159) loss_giou_dn_4: 0.4141 (0.4148) loss_giou_dn_5: 0.4141 (0.4148) loss_giou_dn_pre: 0.5540 (0.5494) loss_giou_enc_0: 0.6559 (0.6450) loss_giou_pre: 0.5666 (0.5725) loss_ddf_aux_0: 0.0501 (0.0517) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2593 (0.2518) loss_ddf_dn_1: 0.0355 (0.0345) loss_ddf_dn_2: 0.0080 (0.0077) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6365 (0.6440) loss_vfl_aux_0: 0.7101 (0.7116) loss_vfl_aux_1: 0.6797 (0.6911) loss_vfl_aux_2: 0.6548 (0.6724) loss_vfl_aux_3: 0.6412 (0.6553) loss_vfl_aux_4: 0.6334 (0.6463) loss_vfl_dn_0: 0.4860 (0.4829) loss_vfl_dn_1: 0.4163 (0.4130) loss_vfl_dn_2: 0.4015 (0.3969) loss_vfl_dn_3: 0.3940 (0.3889) loss_vfl_dn_4: 0.3929 (0.3862) loss_vfl_dn_5: 0.3929 (0.3857) loss_vfl_dn_pre: 0.4870 (0.4834) loss_vfl_enc_0: 0.7133 (0.7165) loss_vfl_pre: 0.7046 (0.7140) time: 0.9346 data: 0.0249 max mem: 9121 Epoch: [54] [2700/3696] eta: 0:13:26 lr: 0.000013 loss: 30.7336 (30.8795) loss_bbox: 0.1470 (0.1665) loss_bbox_aux_0: 0.1587 (0.1786) loss_bbox_aux_1: 0.1497 (0.1692) loss_bbox_aux_2: 0.1470 (0.1670) loss_bbox_aux_3: 0.1473 (0.1666) loss_bbox_aux_4: 0.1470 (0.1665) loss_bbox_dn_0: 0.1993 (0.2296) loss_bbox_dn_1: 0.1363 (0.1682) loss_bbox_dn_2: 0.1312 (0.1580) loss_bbox_dn_3: 0.1279 (0.1547) loss_bbox_dn_4: 0.1261 (0.1540) loss_bbox_dn_5: 0.1261 (0.1540) loss_bbox_dn_pre: 0.2054 (0.2354) loss_bbox_enc_0: 0.1852 (0.2112) loss_bbox_pre: 0.1606 (0.1788) loss_dfl: 0.9607 (0.9581) loss_fgl_aux_0: 0.9895 (0.9891) loss_fgl_aux_1: 0.9606 (0.9605) loss_fgl_aux_2: 0.9606 (0.9582) loss_fgl_aux_3: 0.9602 (0.9581) loss_fgl_aux_4: 0.9607 (0.9581) loss_fgl_dn_0: 1.0839 (1.0837) loss_fgl_dn_1: 0.9896 (0.9800) loss_fgl_dn_2: 0.9785 (0.9710) loss_fgl_dn_3: 0.9795 (0.9717) loss_fgl_dn_4: 0.9802 (0.9722) loss_fgl_dn_5: 0.9802 (0.9722) loss_giou: 0.5482 (0.5491) loss_giou_aux_0: 0.5729 (0.5742) loss_giou_aux_1: 0.5523 (0.5547) loss_giou_aux_2: 0.5482 (0.5501) loss_giou_aux_3: 0.5484 (0.5492) loss_giou_aux_4: 0.5481 (0.5491) loss_giou_dn_0: 0.5558 (0.5500) loss_giou_dn_1: 0.4265 (0.4377) loss_giou_dn_2: 0.4105 (0.4207) loss_giou_dn_3: 0.4066 (0.4158) loss_giou_dn_4: 0.4051 (0.4148) loss_giou_dn_5: 0.4050 (0.4148) loss_giou_dn_pre: 0.5542 (0.5494) loss_giou_enc_0: 0.6520 (0.6454) loss_giou_pre: 0.5733 (0.5728) loss_ddf_aux_0: 0.0476 (0.0517) loss_ddf_aux_1: 0.0067 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2503 (0.2519) loss_ddf_dn_1: 0.0331 (0.0345) loss_ddf_dn_2: 0.0071 (0.0077) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6201 (0.6436) loss_vfl_aux_0: 0.6904 (0.7115) loss_vfl_aux_1: 0.6707 (0.6906) loss_vfl_aux_2: 0.6525 (0.6719) loss_vfl_aux_3: 0.6319 (0.6548) loss_vfl_aux_4: 0.6226 (0.6458) loss_vfl_dn_0: 0.4802 (0.4828) loss_vfl_dn_1: 0.4115 (0.4130) loss_vfl_dn_2: 0.3939 (0.3969) loss_vfl_dn_3: 0.3850 (0.3889) loss_vfl_dn_4: 0.3834 (0.3862) loss_vfl_dn_5: 0.3831 (0.3857) loss_vfl_dn_pre: 0.4803 (0.4833) loss_vfl_enc_0: 0.7033 (0.7160) loss_vfl_pre: 0.6917 (0.7137) time: 0.7677 data: 0.0279 max mem: 9121 Epoch: [54] [2800/3696] eta: 0:12:03 lr: 0.000013 loss: 30.6911 (30.8780) loss_bbox: 0.1519 (0.1665) loss_bbox_aux_0: 0.1637 (0.1786) loss_bbox_aux_1: 0.1549 (0.1692) loss_bbox_aux_2: 0.1527 (0.1670) loss_bbox_aux_3: 0.1520 (0.1666) loss_bbox_aux_4: 0.1519 (0.1665) loss_bbox_dn_0: 0.2230 (0.2296) loss_bbox_dn_1: 0.1620 (0.1681) loss_bbox_dn_2: 0.1511 (0.1579) loss_bbox_dn_3: 0.1480 (0.1547) loss_bbox_dn_4: 0.1472 (0.1540) loss_bbox_dn_5: 0.1472 (0.1540) loss_bbox_dn_pre: 0.2278 (0.2354) loss_bbox_enc_0: 0.1965 (0.2112) loss_bbox_pre: 0.1648 (0.1788) loss_dfl: 0.9674 (0.9583) loss_fgl_aux_0: 1.0019 (0.9894) loss_fgl_aux_1: 0.9725 (0.9607) loss_fgl_aux_2: 0.9687 (0.9584) loss_fgl_aux_3: 0.9682 (0.9583) loss_fgl_aux_4: 0.9674 (0.9583) loss_fgl_dn_0: 1.0897 (1.0839) loss_fgl_dn_1: 0.9851 (0.9801) loss_fgl_dn_2: 0.9751 (0.9711) loss_fgl_dn_3: 0.9763 (0.9718) loss_fgl_dn_4: 0.9768 (0.9723) loss_fgl_dn_5: 0.9768 (0.9723) loss_giou: 0.5493 (0.5489) loss_giou_aux_0: 0.5776 (0.5740) loss_giou_aux_1: 0.5551 (0.5545) loss_giou_aux_2: 0.5477 (0.5499) loss_giou_aux_3: 0.5459 (0.5490) loss_giou_aux_4: 0.5492 (0.5489) loss_giou_dn_0: 0.5443 (0.5500) loss_giou_dn_1: 0.4324 (0.4376) loss_giou_dn_2: 0.4099 (0.4206) loss_giou_dn_3: 0.4047 (0.4157) loss_giou_dn_4: 0.4045 (0.4147) loss_giou_dn_5: 0.4044 (0.4147) loss_giou_dn_pre: 0.5407 (0.5493) loss_giou_enc_0: 0.6417 (0.6452) loss_giou_pre: 0.5753 (0.5726) loss_ddf_aux_0: 0.0520 (0.0517) loss_ddf_aux_1: 0.0066 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2506 (0.2520) loss_ddf_dn_1: 0.0310 (0.0345) loss_ddf_dn_2: 0.0066 (0.0077) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6626 (0.6436) loss_vfl_aux_0: 0.7010 (0.7112) loss_vfl_aux_1: 0.6923 (0.6906) loss_vfl_aux_2: 0.6788 (0.6719) loss_vfl_aux_3: 0.6666 (0.6548) loss_vfl_aux_4: 0.6661 (0.6458) loss_vfl_dn_0: 0.4846 (0.4829) loss_vfl_dn_1: 0.4130 (0.4130) loss_vfl_dn_2: 0.4005 (0.3969) loss_vfl_dn_3: 0.3914 (0.3889) loss_vfl_dn_4: 0.3885 (0.3862) loss_vfl_dn_5: 0.3883 (0.3857) loss_vfl_dn_pre: 0.4854 (0.4834) loss_vfl_enc_0: 0.7266 (0.7158) loss_vfl_pre: 0.7042 (0.7135) time: 0.7341 data: 0.0273 max mem: 9121 Epoch: [54] [2900/3696] eta: 0:10:55 lr: 0.000013 loss: 30.7822 (30.8760) loss_bbox: 0.1559 (0.1665) loss_bbox_aux_0: 0.1677 (0.1786) loss_bbox_aux_1: 0.1586 (0.1691) loss_bbox_aux_2: 0.1579 (0.1670) loss_bbox_aux_3: 0.1557 (0.1665) loss_bbox_aux_4: 0.1559 (0.1665) loss_bbox_dn_0: 0.2108 (0.2296) loss_bbox_dn_1: 0.1547 (0.1682) loss_bbox_dn_2: 0.1472 (0.1581) loss_bbox_dn_3: 0.1441 (0.1548) loss_bbox_dn_4: 0.1435 (0.1541) loss_bbox_dn_5: 0.1435 (0.1541) loss_bbox_dn_pre: 0.2171 (0.2355) loss_bbox_enc_0: 0.2002 (0.2112) loss_bbox_pre: 0.1694 (0.1788) loss_dfl: 0.9581 (0.9584) loss_fgl_aux_0: 0.9867 (0.9895) loss_fgl_aux_1: 0.9612 (0.9608) loss_fgl_aux_2: 0.9586 (0.9585) loss_fgl_aux_3: 0.9582 (0.9584) loss_fgl_aux_4: 0.9581 (0.9584) loss_fgl_dn_0: 1.0820 (1.0838) loss_fgl_dn_1: 0.9821 (0.9800) loss_fgl_dn_2: 0.9757 (0.9711) loss_fgl_dn_3: 0.9761 (0.9717) loss_fgl_dn_4: 0.9765 (0.9722) loss_fgl_dn_5: 0.9765 (0.9722) loss_giou: 0.5497 (0.5484) loss_giou_aux_0: 0.5630 (0.5735) loss_giou_aux_1: 0.5526 (0.5540) loss_giou_aux_2: 0.5509 (0.5494) loss_giou_aux_3: 0.5497 (0.5485) loss_giou_aux_4: 0.5498 (0.5484) loss_giou_dn_0: 0.5487 (0.5498) loss_giou_dn_1: 0.4373 (0.4374) loss_giou_dn_2: 0.4222 (0.4204) loss_giou_dn_3: 0.4179 (0.4156) loss_giou_dn_4: 0.4176 (0.4145) loss_giou_dn_5: 0.4176 (0.4145) loss_giou_dn_pre: 0.5459 (0.5492) loss_giou_enc_0: 0.6597 (0.6448) loss_giou_pre: 0.5609 (0.5721) loss_ddf_aux_0: 0.0517 (0.0517) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2459 (0.2520) loss_ddf_dn_1: 0.0328 (0.0345) loss_ddf_dn_2: 0.0070 (0.0077) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6342 (0.6437) loss_vfl_aux_0: 0.7097 (0.7113) loss_vfl_aux_1: 0.6865 (0.6908) loss_vfl_aux_2: 0.6694 (0.6721) loss_vfl_aux_3: 0.6454 (0.6550) loss_vfl_aux_4: 0.6409 (0.6460) loss_vfl_dn_0: 0.4822 (0.4829) loss_vfl_dn_1: 0.4099 (0.4130) loss_vfl_dn_2: 0.3909 (0.3970) loss_vfl_dn_3: 0.3850 (0.3889) loss_vfl_dn_4: 0.3808 (0.3862) loss_vfl_dn_5: 0.3801 (0.3857) loss_vfl_dn_pre: 0.4822 (0.4834) loss_vfl_enc_0: 0.7010 (0.7161) loss_vfl_pre: 0.7098 (0.7136) time: 0.7882 data: 0.0318 max mem: 9121 Epoch: [54] [3000/3696] eta: 0:09:35 lr: 0.000013 loss: 30.9910 (30.8768) loss_bbox: 0.1731 (0.1665) loss_bbox_aux_0: 0.1785 (0.1786) loss_bbox_aux_1: 0.1746 (0.1692) loss_bbox_aux_2: 0.1744 (0.1670) loss_bbox_aux_3: 0.1736 (0.1666) loss_bbox_aux_4: 0.1732 (0.1665) loss_bbox_dn_0: 0.2216 (0.2297) loss_bbox_dn_1: 0.1686 (0.1683) loss_bbox_dn_2: 0.1563 (0.1581) loss_bbox_dn_3: 0.1533 (0.1549) loss_bbox_dn_4: 0.1527 (0.1542) loss_bbox_dn_5: 0.1526 (0.1542) loss_bbox_dn_pre: 0.2275 (0.2356) loss_bbox_enc_0: 0.2104 (0.2113) loss_bbox_pre: 0.1782 (0.1788) loss_dfl: 0.9591 (0.9584) loss_fgl_aux_0: 0.9948 (0.9896) loss_fgl_aux_1: 0.9626 (0.9608) loss_fgl_aux_2: 0.9598 (0.9586) loss_fgl_aux_3: 0.9588 (0.9584) loss_fgl_aux_4: 0.9591 (0.9584) loss_fgl_dn_0: 1.0907 (1.0838) loss_fgl_dn_1: 0.9868 (0.9800) loss_fgl_dn_2: 0.9802 (0.9711) loss_fgl_dn_3: 0.9811 (0.9718) loss_fgl_dn_4: 0.9819 (0.9723) loss_fgl_dn_5: 0.9817 (0.9723) loss_giou: 0.5066 (0.5483) loss_giou_aux_0: 0.5312 (0.5734) loss_giou_aux_1: 0.5087 (0.5539) loss_giou_aux_2: 0.5091 (0.5493) loss_giou_aux_3: 0.5053 (0.5484) loss_giou_aux_4: 0.5062 (0.5483) loss_giou_dn_0: 0.5314 (0.5498) loss_giou_dn_1: 0.4165 (0.4374) loss_giou_dn_2: 0.4059 (0.4204) loss_giou_dn_3: 0.4017 (0.4156) loss_giou_dn_4: 0.4002 (0.4145) loss_giou_dn_5: 0.4002 (0.4145) loss_giou_dn_pre: 0.5305 (0.5491) loss_giou_enc_0: 0.6160 (0.6448) loss_giou_pre: 0.5312 (0.5720) loss_ddf_aux_0: 0.0507 (0.0517) loss_ddf_aux_1: 0.0067 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2473 (0.2518) loss_ddf_dn_1: 0.0325 (0.0344) loss_ddf_dn_2: 0.0072 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6321 (0.6438) loss_vfl_aux_0: 0.7148 (0.7114) loss_vfl_aux_1: 0.6730 (0.6910) loss_vfl_aux_2: 0.6588 (0.6722) loss_vfl_aux_3: 0.6392 (0.6549) loss_vfl_aux_4: 0.6415 (0.6460) loss_vfl_dn_0: 0.4826 (0.4829) loss_vfl_dn_1: 0.4109 (0.4130) loss_vfl_dn_2: 0.3937 (0.3969) loss_vfl_dn_3: 0.3861 (0.3889) loss_vfl_dn_4: 0.3836 (0.3862) loss_vfl_dn_5: 0.3834 (0.3857) loss_vfl_dn_pre: 0.4825 (0.4834) loss_vfl_enc_0: 0.7057 (0.7161) loss_vfl_pre: 0.7187 (0.7136) time: 0.9538 data: 0.0258 max mem: 9121 Epoch: [54] [3100/3696] eta: 0:08:11 lr: 0.000013 loss: 31.3157 (30.8771) loss_bbox: 0.1881 (0.1667) loss_bbox_aux_0: 0.2002 (0.1788) loss_bbox_aux_1: 0.1892 (0.1694) loss_bbox_aux_2: 0.1878 (0.1672) loss_bbox_aux_3: 0.1878 (0.1668) loss_bbox_aux_4: 0.1881 (0.1667) loss_bbox_dn_0: 0.2452 (0.2299) loss_bbox_dn_1: 0.1788 (0.1685) loss_bbox_dn_2: 0.1717 (0.1583) loss_bbox_dn_3: 0.1682 (0.1551) loss_bbox_dn_4: 0.1664 (0.1544) loss_bbox_dn_5: 0.1662 (0.1544) loss_bbox_dn_pre: 0.2519 (0.2358) loss_bbox_enc_0: 0.2257 (0.2115) loss_bbox_pre: 0.2014 (0.1790) loss_dfl: 0.9606 (0.9582) loss_fgl_aux_0: 0.9897 (0.9894) loss_fgl_aux_1: 0.9591 (0.9607) loss_fgl_aux_2: 0.9599 (0.9584) loss_fgl_aux_3: 0.9608 (0.9583) loss_fgl_aux_4: 0.9606 (0.9582) loss_fgl_dn_0: 1.0814 (1.0838) loss_fgl_dn_1: 0.9836 (0.9799) loss_fgl_dn_2: 0.9732 (0.9710) loss_fgl_dn_3: 0.9749 (0.9717) loss_fgl_dn_4: 0.9754 (0.9721) loss_fgl_dn_5: 0.9754 (0.9722) loss_giou: 0.4893 (0.5482) loss_giou_aux_0: 0.5102 (0.5732) loss_giou_aux_1: 0.4965 (0.5538) loss_giou_aux_2: 0.4905 (0.5492) loss_giou_aux_3: 0.4907 (0.5483) loss_giou_aux_4: 0.4893 (0.5482) loss_giou_dn_0: 0.5444 (0.5496) loss_giou_dn_1: 0.4309 (0.4372) loss_giou_dn_2: 0.4112 (0.4202) loss_giou_dn_3: 0.4079 (0.4154) loss_giou_dn_4: 0.4068 (0.4143) loss_giou_dn_5: 0.4067 (0.4143) loss_giou_dn_pre: 0.5424 (0.5490) loss_giou_enc_0: 0.5732 (0.6445) loss_giou_pre: 0.5077 (0.5718) loss_ddf_aux_0: 0.0497 (0.0517) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2506 (0.2517) loss_ddf_dn_1: 0.0339 (0.0344) loss_ddf_dn_2: 0.0079 (0.0077) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6662 (0.6440) loss_vfl_aux_0: 0.7402 (0.7116) loss_vfl_aux_1: 0.7109 (0.6911) loss_vfl_aux_2: 0.6933 (0.6723) loss_vfl_aux_3: 0.6747 (0.6552) loss_vfl_aux_4: 0.6664 (0.6462) loss_vfl_dn_0: 0.4842 (0.4830) loss_vfl_dn_1: 0.4149 (0.4131) loss_vfl_dn_2: 0.3991 (0.3969) loss_vfl_dn_3: 0.3916 (0.3889) loss_vfl_dn_4: 0.3904 (0.3862) loss_vfl_dn_5: 0.3897 (0.3857) loss_vfl_dn_pre: 0.4850 (0.4835) loss_vfl_enc_0: 0.7478 (0.7164) loss_vfl_pre: 0.7472 (0.7139) time: 0.8280 data: 0.0258 max mem: 9121 Epoch: [54] [3200/3696] eta: 0:06:48 lr: 0.000013 loss: 31.2480 (30.8827) loss_bbox: 0.1697 (0.1667) loss_bbox_aux_0: 0.1814 (0.1787) loss_bbox_aux_1: 0.1738 (0.1694) loss_bbox_aux_2: 0.1692 (0.1672) loss_bbox_aux_3: 0.1696 (0.1668) loss_bbox_aux_4: 0.1697 (0.1667) loss_bbox_dn_0: 0.2340 (0.2299) loss_bbox_dn_1: 0.1748 (0.1684) loss_bbox_dn_2: 0.1647 (0.1583) loss_bbox_dn_3: 0.1599 (0.1550) loss_bbox_dn_4: 0.1608 (0.1544) loss_bbox_dn_5: 0.1607 (0.1544) loss_bbox_dn_pre: 0.2399 (0.2358) loss_bbox_enc_0: 0.2118 (0.2114) loss_bbox_pre: 0.1815 (0.1789) loss_dfl: 0.9651 (0.9585) loss_fgl_aux_0: 0.9963 (0.9897) loss_fgl_aux_1: 0.9685 (0.9609) loss_fgl_aux_2: 0.9650 (0.9587) loss_fgl_aux_3: 0.9652 (0.9585) loss_fgl_aux_4: 0.9650 (0.9585) loss_fgl_dn_0: 1.0844 (1.0838) loss_fgl_dn_1: 0.9751 (0.9800) loss_fgl_dn_2: 0.9672 (0.9711) loss_fgl_dn_3: 0.9681 (0.9718) loss_fgl_dn_4: 0.9684 (0.9723) loss_fgl_dn_5: 0.9685 (0.9723) loss_giou: 0.5207 (0.5482) loss_giou_aux_0: 0.5524 (0.5733) loss_giou_aux_1: 0.5281 (0.5538) loss_giou_aux_2: 0.5221 (0.5492) loss_giou_aux_3: 0.5209 (0.5484) loss_giou_aux_4: 0.5208 (0.5482) loss_giou_dn_0: 0.5676 (0.5500) loss_giou_dn_1: 0.4567 (0.4375) loss_giou_dn_2: 0.4389 (0.4205) loss_giou_dn_3: 0.4331 (0.4157) loss_giou_dn_4: 0.4318 (0.4146) loss_giou_dn_5: 0.4318 (0.4146) loss_giou_dn_pre: 0.5671 (0.5493) loss_giou_enc_0: 0.6363 (0.6446) loss_giou_pre: 0.5500 (0.5719) loss_ddf_aux_0: 0.0478 (0.0516) loss_ddf_aux_1: 0.0063 (0.0072) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2479 (0.2517) loss_ddf_dn_1: 0.0319 (0.0343) loss_ddf_dn_2: 0.0070 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6342 (0.6442) loss_vfl_aux_0: 0.7127 (0.7116) loss_vfl_aux_1: 0.7011 (0.6912) loss_vfl_aux_2: 0.6712 (0.6724) loss_vfl_aux_3: 0.6563 (0.6553) loss_vfl_aux_4: 0.6447 (0.6464) loss_vfl_dn_0: 0.4840 (0.4830) loss_vfl_dn_1: 0.4179 (0.4132) loss_vfl_dn_2: 0.3990 (0.3971) loss_vfl_dn_3: 0.3919 (0.3890) loss_vfl_dn_4: 0.3905 (0.3863) loss_vfl_dn_5: 0.3898 (0.3858) loss_vfl_dn_pre: 0.4847 (0.4835) loss_vfl_enc_0: 0.7241 (0.7166) loss_vfl_pre: 0.7207 (0.7139) time: 0.7589 data: 0.0385 max mem: 9121 Epoch: [54] [3300/3696] eta: 0:05:25 lr: 0.000013 loss: 31.2207 (30.8871) loss_bbox: 0.1662 (0.1667) loss_bbox_aux_0: 0.1808 (0.1787) loss_bbox_aux_1: 0.1737 (0.1694) loss_bbox_aux_2: 0.1692 (0.1672) loss_bbox_aux_3: 0.1660 (0.1668) loss_bbox_aux_4: 0.1662 (0.1667) loss_bbox_dn_0: 0.2434 (0.2299) loss_bbox_dn_1: 0.1792 (0.1684) loss_bbox_dn_2: 0.1705 (0.1583) loss_bbox_dn_3: 0.1674 (0.1551) loss_bbox_dn_4: 0.1665 (0.1544) loss_bbox_dn_5: 0.1666 (0.1544) loss_bbox_dn_pre: 0.2475 (0.2358) loss_bbox_enc_0: 0.2147 (0.2114) loss_bbox_pre: 0.1816 (0.1789) loss_dfl: 0.9630 (0.9585) loss_fgl_aux_0: 1.0021 (0.9897) loss_fgl_aux_1: 0.9701 (0.9609) loss_fgl_aux_2: 0.9639 (0.9587) loss_fgl_aux_3: 0.9634 (0.9586) loss_fgl_aux_4: 0.9630 (0.9585) loss_fgl_dn_0: 1.0808 (1.0839) loss_fgl_dn_1: 0.9785 (0.9801) loss_fgl_dn_2: 0.9707 (0.9711) loss_fgl_dn_3: 0.9707 (0.9719) loss_fgl_dn_4: 0.9710 (0.9723) loss_fgl_dn_5: 0.9710 (0.9723) loss_giou: 0.4975 (0.5485) loss_giou_aux_0: 0.5229 (0.5735) loss_giou_aux_1: 0.5031 (0.5541) loss_giou_aux_2: 0.4992 (0.5495) loss_giou_aux_3: 0.4968 (0.5486) loss_giou_aux_4: 0.4973 (0.5485) loss_giou_dn_0: 0.5370 (0.5502) loss_giou_dn_1: 0.4346 (0.4377) loss_giou_dn_2: 0.4159 (0.4207) loss_giou_dn_3: 0.4092 (0.4159) loss_giou_dn_4: 0.4079 (0.4148) loss_giou_dn_5: 0.4078 (0.4148) loss_giou_dn_pre: 0.5369 (0.5496) loss_giou_enc_0: 0.5917 (0.6449) loss_giou_pre: 0.5216 (0.5721) loss_ddf_aux_0: 0.0511 (0.0515) loss_ddf_aux_1: 0.0070 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2411 (0.2516) loss_ddf_dn_1: 0.0327 (0.0343) loss_ddf_dn_2: 0.0080 (0.0077) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6678 (0.6442) loss_vfl_aux_0: 0.7313 (0.7117) loss_vfl_aux_1: 0.7092 (0.6911) loss_vfl_aux_2: 0.6868 (0.6725) loss_vfl_aux_3: 0.6702 (0.6554) loss_vfl_aux_4: 0.6735 (0.6465) loss_vfl_dn_0: 0.4880 (0.4830) loss_vfl_dn_1: 0.4189 (0.4132) loss_vfl_dn_2: 0.3957 (0.3971) loss_vfl_dn_3: 0.3846 (0.3891) loss_vfl_dn_4: 0.3817 (0.3863) loss_vfl_dn_5: 0.3801 (0.3858) loss_vfl_dn_pre: 0.4888 (0.4835) loss_vfl_enc_0: 0.7314 (0.7167) loss_vfl_pre: 0.7351 (0.7140) time: 0.9202 data: 0.0275 max mem: 9121 Epoch: [54] [3400/3696] eta: 0:04:02 lr: 0.000013 loss: 31.1470 (30.8872) loss_bbox: 0.1566 (0.1666) loss_bbox_aux_0: 0.1665 (0.1786) loss_bbox_aux_1: 0.1552 (0.1693) loss_bbox_aux_2: 0.1560 (0.1671) loss_bbox_aux_3: 0.1565 (0.1667) loss_bbox_aux_4: 0.1566 (0.1666) loss_bbox_dn_0: 0.2212 (0.2297) loss_bbox_dn_1: 0.1649 (0.1683) loss_bbox_dn_2: 0.1552 (0.1581) loss_bbox_dn_3: 0.1515 (0.1549) loss_bbox_dn_4: 0.1501 (0.1542) loss_bbox_dn_5: 0.1504 (0.1542) loss_bbox_dn_pre: 0.2271 (0.2355) loss_bbox_enc_0: 0.1999 (0.2112) loss_bbox_pre: 0.1673 (0.1788) loss_dfl: 0.9478 (0.9584) loss_fgl_aux_0: 0.9781 (0.9896) loss_fgl_aux_1: 0.9505 (0.9608) loss_fgl_aux_2: 0.9481 (0.9586) loss_fgl_aux_3: 0.9477 (0.9585) loss_fgl_aux_4: 0.9477 (0.9584) loss_fgl_dn_0: 1.0818 (1.0839) loss_fgl_dn_1: 0.9820 (0.9801) loss_fgl_dn_2: 0.9710 (0.9712) loss_fgl_dn_3: 0.9720 (0.9719) loss_fgl_dn_4: 0.9724 (0.9724) loss_fgl_dn_5: 0.9725 (0.9724) loss_giou: 0.5410 (0.5489) loss_giou_aux_0: 0.5683 (0.5739) loss_giou_aux_1: 0.5476 (0.5545) loss_giou_aux_2: 0.5430 (0.5499) loss_giou_aux_3: 0.5414 (0.5490) loss_giou_aux_4: 0.5412 (0.5489) loss_giou_dn_0: 0.5583 (0.5504) loss_giou_dn_1: 0.4475 (0.4379) loss_giou_dn_2: 0.4244 (0.4209) loss_giou_dn_3: 0.4194 (0.4161) loss_giou_dn_4: 0.4189 (0.4150) loss_giou_dn_5: 0.4189 (0.4150) loss_giou_dn_pre: 0.5572 (0.5497) loss_giou_enc_0: 0.6567 (0.6453) loss_giou_pre: 0.5694 (0.5725) loss_ddf_aux_0: 0.0501 (0.0515) loss_ddf_aux_1: 0.0066 (0.0072) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2553 (0.2517) loss_ddf_dn_1: 0.0339 (0.0343) loss_ddf_dn_2: 0.0080 (0.0077) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6733 (0.6440) loss_vfl_aux_0: 0.7163 (0.7114) loss_vfl_aux_1: 0.6958 (0.6907) loss_vfl_aux_2: 0.6871 (0.6723) loss_vfl_aux_3: 0.6744 (0.6551) loss_vfl_aux_4: 0.6655 (0.6462) loss_vfl_dn_0: 0.4859 (0.4830) loss_vfl_dn_1: 0.4163 (0.4133) loss_vfl_dn_2: 0.3994 (0.3971) loss_vfl_dn_3: 0.3937 (0.3891) loss_vfl_dn_4: 0.3896 (0.3863) loss_vfl_dn_5: 0.3885 (0.3859) loss_vfl_dn_pre: 0.4865 (0.4835) loss_vfl_enc_0: 0.7169 (0.7165) loss_vfl_pre: 0.7192 (0.7137) time: 0.7539 data: 0.0336 max mem: 9121 Epoch: [54] [3500/3696] eta: 0:02:40 lr: 0.000013 loss: 31.2884 (30.8887) loss_bbox: 0.1683 (0.1667) loss_bbox_aux_0: 0.1842 (0.1786) loss_bbox_aux_1: 0.1719 (0.1693) loss_bbox_aux_2: 0.1689 (0.1672) loss_bbox_aux_3: 0.1685 (0.1668) loss_bbox_aux_4: 0.1683 (0.1667) loss_bbox_dn_0: 0.2239 (0.2297) loss_bbox_dn_1: 0.1648 (0.1683) loss_bbox_dn_2: 0.1565 (0.1581) loss_bbox_dn_3: 0.1516 (0.1549) loss_bbox_dn_4: 0.1501 (0.1542) loss_bbox_dn_5: 0.1501 (0.1542) loss_bbox_dn_pre: 0.2274 (0.2355) loss_bbox_enc_0: 0.2109 (0.2113) loss_bbox_pre: 0.1860 (0.1789) loss_dfl: 0.9374 (0.9585) loss_fgl_aux_0: 0.9679 (0.9896) loss_fgl_aux_1: 0.9379 (0.9608) loss_fgl_aux_2: 0.9376 (0.9586) loss_fgl_aux_3: 0.9378 (0.9585) loss_fgl_aux_4: 0.9375 (0.9585) loss_fgl_dn_0: 1.0809 (1.0839) loss_fgl_dn_1: 0.9843 (0.9802) loss_fgl_dn_2: 0.9756 (0.9713) loss_fgl_dn_3: 0.9756 (0.9720) loss_fgl_dn_4: 0.9759 (0.9725) loss_fgl_dn_5: 0.9759 (0.9725) loss_giou: 0.5620 (0.5491) loss_giou_aux_0: 0.5954 (0.5741) loss_giou_aux_1: 0.5682 (0.5547) loss_giou_aux_2: 0.5657 (0.5501) loss_giou_aux_3: 0.5627 (0.5492) loss_giou_aux_4: 0.5619 (0.5491) loss_giou_dn_0: 0.5684 (0.5505) loss_giou_dn_1: 0.4579 (0.4380) loss_giou_dn_2: 0.4401 (0.4210) loss_giou_dn_3: 0.4384 (0.4162) loss_giou_dn_4: 0.4368 (0.4151) loss_giou_dn_5: 0.4367 (0.4151) loss_giou_dn_pre: 0.5660 (0.5498) loss_giou_enc_0: 0.6702 (0.6454) loss_giou_pre: 0.5918 (0.5727) loss_ddf_aux_0: 0.0486 (0.0515) loss_ddf_aux_1: 0.0067 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2604 (0.2517) loss_ddf_dn_1: 0.0354 (0.0343) loss_ddf_dn_2: 0.0081 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6456 (0.6438) loss_vfl_aux_0: 0.7059 (0.7112) loss_vfl_aux_1: 0.6879 (0.6904) loss_vfl_aux_2: 0.6710 (0.6720) loss_vfl_aux_3: 0.6593 (0.6549) loss_vfl_aux_4: 0.6412 (0.6460) loss_vfl_dn_0: 0.4852 (0.4830) loss_vfl_dn_1: 0.4165 (0.4133) loss_vfl_dn_2: 0.4051 (0.3972) loss_vfl_dn_3: 0.3929 (0.3891) loss_vfl_dn_4: 0.3928 (0.3864) loss_vfl_dn_5: 0.3934 (0.3859) loss_vfl_dn_pre: 0.4866 (0.4835) loss_vfl_enc_0: 0.7131 (0.7164) loss_vfl_pre: 0.7119 (0.7135) time: 0.7481 data: 0.0305 max mem: 9121 Epoch: [54] [3600/3696] eta: 0:01:18 lr: 0.000013 loss: 31.0315 (30.8857) loss_bbox: 0.1643 (0.1666) loss_bbox_aux_0: 0.1779 (0.1786) loss_bbox_aux_1: 0.1662 (0.1693) loss_bbox_aux_2: 0.1639 (0.1672) loss_bbox_aux_3: 0.1639 (0.1667) loss_bbox_aux_4: 0.1643 (0.1666) loss_bbox_dn_0: 0.2133 (0.2295) loss_bbox_dn_1: 0.1577 (0.1682) loss_bbox_dn_2: 0.1468 (0.1580) loss_bbox_dn_3: 0.1432 (0.1548) loss_bbox_dn_4: 0.1417 (0.1541) loss_bbox_dn_5: 0.1416 (0.1541) loss_bbox_dn_pre: 0.2169 (0.2354) loss_bbox_enc_0: 0.2090 (0.2111) loss_bbox_pre: 0.1776 (0.1788) loss_dfl: 0.9401 (0.9582) loss_fgl_aux_0: 0.9714 (0.9894) loss_fgl_aux_1: 0.9460 (0.9606) loss_fgl_aux_2: 0.9412 (0.9584) loss_fgl_aux_3: 0.9408 (0.9583) loss_fgl_aux_4: 0.9404 (0.9583) loss_fgl_dn_0: 1.0727 (1.0838) loss_fgl_dn_1: 0.9739 (0.9801) loss_fgl_dn_2: 0.9663 (0.9712) loss_fgl_dn_3: 0.9679 (0.9719) loss_fgl_dn_4: 0.9695 (0.9724) loss_fgl_dn_5: 0.9696 (0.9724) loss_giou: 0.6017 (0.5493) loss_giou_aux_0: 0.6175 (0.5743) loss_giou_aux_1: 0.6085 (0.5549) loss_giou_aux_2: 0.6049 (0.5503) loss_giou_aux_3: 0.6037 (0.5494) loss_giou_aux_4: 0.6020 (0.5493) loss_giou_dn_0: 0.5656 (0.5505) loss_giou_dn_1: 0.4588 (0.4380) loss_giou_dn_2: 0.4399 (0.4210) loss_giou_dn_3: 0.4356 (0.4162) loss_giou_dn_4: 0.4342 (0.4151) loss_giou_dn_5: 0.4342 (0.4151) loss_giou_dn_pre: 0.5661 (0.5498) loss_giou_enc_0: 0.6834 (0.6455) loss_giou_pre: 0.6157 (0.5729) loss_ddf_aux_0: 0.0529 (0.0515) loss_ddf_aux_1: 0.0069 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2559 (0.2517) loss_ddf_dn_1: 0.0337 (0.0343) loss_ddf_dn_2: 0.0080 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6263 (0.6437) loss_vfl_aux_0: 0.6918 (0.7110) loss_vfl_aux_1: 0.6763 (0.6902) loss_vfl_aux_2: 0.6443 (0.6718) loss_vfl_aux_3: 0.6373 (0.6548) loss_vfl_aux_4: 0.6329 (0.6458) loss_vfl_dn_0: 0.4794 (0.4830) loss_vfl_dn_1: 0.4119 (0.4133) loss_vfl_dn_2: 0.3924 (0.3971) loss_vfl_dn_3: 0.3857 (0.3891) loss_vfl_dn_4: 0.3833 (0.3864) loss_vfl_dn_5: 0.3823 (0.3859) loss_vfl_dn_pre: 0.4803 (0.4835) loss_vfl_enc_0: 0.6949 (0.7163) loss_vfl_pre: 0.6914 (0.7133) time: 0.7502 data: 0.0284 max mem: 9121 Epoch: [54] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 30.7346 (30.8851) loss_bbox: 0.1605 (0.1667) loss_bbox_aux_0: 0.1705 (0.1786) loss_bbox_aux_1: 0.1651 (0.1693) loss_bbox_aux_2: 0.1616 (0.1672) loss_bbox_aux_3: 0.1607 (0.1668) loss_bbox_aux_4: 0.1605 (0.1667) loss_bbox_dn_0: 0.2274 (0.2295) loss_bbox_dn_1: 0.1686 (0.1682) loss_bbox_dn_2: 0.1579 (0.1580) loss_bbox_dn_3: 0.1556 (0.1548) loss_bbox_dn_4: 0.1534 (0.1541) loss_bbox_dn_5: 0.1535 (0.1541) loss_bbox_dn_pre: 0.2330 (0.2354) loss_bbox_enc_0: 0.2000 (0.2112) loss_bbox_pre: 0.1691 (0.1788) loss_dfl: 0.9782 (0.9583) loss_fgl_aux_0: 1.0061 (0.9894) loss_fgl_aux_1: 0.9833 (0.9606) loss_fgl_aux_2: 0.9792 (0.9584) loss_fgl_aux_3: 0.9784 (0.9583) loss_fgl_aux_4: 0.9783 (0.9583) loss_fgl_dn_0: 1.0838 (1.0838) loss_fgl_dn_1: 0.9865 (0.9801) loss_fgl_dn_2: 0.9785 (0.9712) loss_fgl_dn_3: 0.9786 (0.9719) loss_fgl_dn_4: 0.9784 (0.9724) loss_fgl_dn_5: 0.9785 (0.9724) loss_giou: 0.5150 (0.5492) loss_giou_aux_0: 0.5408 (0.5742) loss_giou_aux_1: 0.5173 (0.5547) loss_giou_aux_2: 0.5139 (0.5502) loss_giou_aux_3: 0.5137 (0.5493) loss_giou_aux_4: 0.5148 (0.5492) loss_giou_dn_0: 0.5432 (0.5504) loss_giou_dn_1: 0.4290 (0.4380) loss_giou_dn_2: 0.4131 (0.4210) loss_giou_dn_3: 0.4112 (0.4162) loss_giou_dn_4: 0.4108 (0.4151) loss_giou_dn_5: 0.4107 (0.4151) loss_giou_dn_pre: 0.5432 (0.5498) loss_giou_enc_0: 0.6065 (0.6454) loss_giou_pre: 0.5409 (0.5727) loss_ddf_aux_0: 0.0490 (0.0515) loss_ddf_aux_1: 0.0067 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2367 (0.2515) loss_ddf_dn_1: 0.0313 (0.0342) loss_ddf_dn_2: 0.0074 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6511 (0.6437) loss_vfl_aux_0: 0.7076 (0.7110) loss_vfl_aux_1: 0.6829 (0.6901) loss_vfl_aux_2: 0.6764 (0.6718) loss_vfl_aux_3: 0.6564 (0.6548) loss_vfl_aux_4: 0.6514 (0.6459) loss_vfl_dn_0: 0.4848 (0.4830) loss_vfl_dn_1: 0.4136 (0.4133) loss_vfl_dn_2: 0.3971 (0.3971) loss_vfl_dn_3: 0.3916 (0.3891) loss_vfl_dn_4: 0.3875 (0.3864) loss_vfl_dn_5: 0.3867 (0.3859) loss_vfl_dn_pre: 0.4857 (0.4834) loss_vfl_enc_0: 0.7109 (0.7164) loss_vfl_pre: 0.7097 (0.7133) time: 0.7687 data: 0.0269 max mem: 9121 Epoch: [54] Total time: 0:50:13 (0.8155 s / it) Averaged stats: lr: 0.000013 loss: 30.7346 (30.8851) loss_bbox: 0.1605 (0.1667) loss_bbox_aux_0: 0.1705 (0.1786) loss_bbox_aux_1: 0.1651 (0.1693) loss_bbox_aux_2: 0.1616 (0.1672) loss_bbox_aux_3: 0.1607 (0.1668) loss_bbox_aux_4: 0.1605 (0.1667) loss_bbox_dn_0: 0.2274 (0.2295) loss_bbox_dn_1: 0.1686 (0.1682) loss_bbox_dn_2: 0.1579 (0.1580) loss_bbox_dn_3: 0.1556 (0.1548) loss_bbox_dn_4: 0.1534 (0.1541) loss_bbox_dn_5: 0.1535 (0.1541) loss_bbox_dn_pre: 0.2330 (0.2354) loss_bbox_enc_0: 0.2000 (0.2112) loss_bbox_pre: 0.1691 (0.1788) loss_dfl: 0.9782 (0.9583) loss_fgl_aux_0: 1.0061 (0.9894) loss_fgl_aux_1: 0.9833 (0.9606) loss_fgl_aux_2: 0.9792 (0.9584) loss_fgl_aux_3: 0.9784 (0.9583) loss_fgl_aux_4: 0.9783 (0.9583) loss_fgl_dn_0: 1.0838 (1.0838) loss_fgl_dn_1: 0.9865 (0.9801) loss_fgl_dn_2: 0.9785 (0.9712) loss_fgl_dn_3: 0.9786 (0.9719) loss_fgl_dn_4: 0.9784 (0.9724) loss_fgl_dn_5: 0.9785 (0.9724) loss_giou: 0.5150 (0.5492) loss_giou_aux_0: 0.5408 (0.5742) loss_giou_aux_1: 0.5173 (0.5547) loss_giou_aux_2: 0.5139 (0.5502) loss_giou_aux_3: 0.5137 (0.5493) loss_giou_aux_4: 0.5148 (0.5492) loss_giou_dn_0: 0.5432 (0.5504) loss_giou_dn_1: 0.4290 (0.4380) loss_giou_dn_2: 0.4131 (0.4210) loss_giou_dn_3: 0.4112 (0.4162) loss_giou_dn_4: 0.4108 (0.4151) loss_giou_dn_5: 0.4107 (0.4151) loss_giou_dn_pre: 0.5432 (0.5498) loss_giou_enc_0: 0.6065 (0.6454) loss_giou_pre: 0.5409 (0.5727) loss_ddf_aux_0: 0.0490 (0.0515) loss_ddf_aux_1: 0.0067 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2367 (0.2515) loss_ddf_dn_1: 0.0313 (0.0342) loss_ddf_dn_2: 0.0074 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6511 (0.6437) loss_vfl_aux_0: 0.7076 (0.7110) loss_vfl_aux_1: 0.6829 (0.6901) loss_vfl_aux_2: 0.6764 (0.6718) loss_vfl_aux_3: 0.6564 (0.6548) loss_vfl_aux_4: 0.6514 (0.6459) loss_vfl_dn_0: 0.4848 (0.4830) loss_vfl_dn_1: 0.4136 (0.4133) loss_vfl_dn_2: 0.3971 (0.3971) loss_vfl_dn_3: 0.3916 (0.3891) loss_vfl_dn_4: 0.3875 (0.3864) loss_vfl_dn_5: 0.3867 (0.3859) loss_vfl_dn_pre: 0.4857 (0.4834) loss_vfl_enc_0: 0.7109 (0.7164) loss_vfl_pre: 0.7097 (0.7133) Test: [ 0/79] eta: 0:06:23 time: 4.8559 data: 1.9955 max mem: 9121 Test: [10/79] eta: 0:01:02 time: 0.9034 data: 0.2189 max mem: 9121 Test: [20/79] eta: 0:00:44 time: 0.5474 data: 0.0528 max mem: 9121 Test: [30/79] eta: 0:00:34 time: 0.6016 data: 0.0618 max mem: 9121 Test: [40/79] eta: 0:00:28 time: 0.7106 data: 0.0818 max mem: 9121 Test: [50/79] eta: 0:00:20 time: 0.7025 data: 0.0832 max mem: 9121 Test: [60/79] eta: 0:00:13 time: 0.5916 data: 0.0629 max mem: 9121 Test: [70/79] eta: 0:00:06 time: 0.6806 data: 0.0636 max mem: 9121 Test: [78/79] eta: 0:00:00 time: 0.6429 data: 0.0612 max mem: 9121 Test: Total time: 0:00:54 (0.6855 s / it) Averaged stats: Accumulating evaluation results... DONE (t=23.66s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.539 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.716 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.583 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.354 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.394 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.664 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.728 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.564 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.772 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.894 best_stat: {'epoch': 53, 'coco_eval_bbox': 0.5387921147855552} Epoch: [55] [ 0/3696] eta: 5:32:06 lr: 0.000013 loss: 29.0277 (29.0277) loss_bbox: 0.1361 (0.1361) loss_bbox_aux_0: 0.1449 (0.1449) loss_bbox_aux_1: 0.1375 (0.1375) loss_bbox_aux_2: 0.1373 (0.1373) loss_bbox_aux_3: 0.1366 (0.1366) loss_bbox_aux_4: 0.1361 (0.1361) loss_bbox_dn_0: 0.1907 (0.1907) loss_bbox_dn_1: 0.1280 (0.1280) loss_bbox_dn_2: 0.1150 (0.1150) loss_bbox_dn_3: 0.1130 (0.1130) loss_bbox_dn_4: 0.1126 (0.1126) loss_bbox_dn_5: 0.1126 (0.1126) loss_bbox_dn_pre: 0.1941 (0.1941) loss_bbox_enc_0: 0.1769 (0.1769) loss_bbox_pre: 0.1462 (0.1462) loss_dfl: 0.9263 (0.9263) loss_fgl_aux_0: 0.9653 (0.9653) loss_fgl_aux_1: 0.9295 (0.9295) loss_fgl_aux_2: 0.9280 (0.9280) loss_fgl_aux_3: 0.9269 (0.9269) loss_fgl_aux_4: 0.9263 (0.9263) loss_fgl_dn_0: 1.0900 (1.0900) loss_fgl_dn_1: 0.9612 (0.9612) loss_fgl_dn_2: 0.9513 (0.9513) loss_fgl_dn_3: 0.9533 (0.9533) loss_fgl_dn_4: 0.9543 (0.9543) loss_fgl_dn_5: 0.9544 (0.9544) loss_giou: 0.5514 (0.5514) loss_giou_aux_0: 0.5747 (0.5747) loss_giou_aux_1: 0.5522 (0.5522) loss_giou_aux_2: 0.5476 (0.5476) loss_giou_aux_3: 0.5508 (0.5508) loss_giou_aux_4: 0.5511 (0.5511) loss_giou_dn_0: 0.5464 (0.5464) loss_giou_dn_1: 0.4190 (0.4190) loss_giou_dn_2: 0.4000 (0.4000) loss_giou_dn_3: 0.3953 (0.3953) loss_giou_dn_4: 0.3932 (0.3932) loss_giou_dn_5: 0.3932 (0.3932) loss_giou_dn_pre: 0.5463 (0.5463) loss_giou_enc_0: 0.6229 (0.6229) loss_giou_pre: 0.5759 (0.5759) loss_ddf_aux_0: 0.0577 (0.0577) loss_ddf_aux_1: 0.0079 (0.0079) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2887 (0.2887) loss_ddf_dn_1: 0.0420 (0.0420) loss_ddf_dn_2: 0.0098 (0.0098) loss_ddf_dn_3: 0.0010 (0.0010) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5303 (0.5303) loss_vfl_aux_0: 0.6117 (0.6117) loss_vfl_aux_1: 0.5629 (0.5629) loss_vfl_aux_2: 0.5396 (0.5396) loss_vfl_aux_3: 0.5403 (0.5403) loss_vfl_aux_4: 0.5320 (0.5320) loss_vfl_dn_0: 0.4716 (0.4716) loss_vfl_dn_1: 0.4087 (0.4087) loss_vfl_dn_2: 0.3875 (0.3875) loss_vfl_dn_3: 0.3745 (0.3745) loss_vfl_dn_4: 0.3704 (0.3704) loss_vfl_dn_5: 0.3706 (0.3706) loss_vfl_dn_pre: 0.4713 (0.4713) loss_vfl_enc_0: 0.6278 (0.6278) loss_vfl_pre: 0.6149 (0.6149) time: 5.3913 data: 1.6761 max mem: 9121 Epoch: [55] [ 100/3696] eta: 0:47:40 lr: 0.000013 loss: 30.5658 (30.8959) loss_bbox: 0.1646 (0.1658) loss_bbox_aux_0: 0.1767 (0.1772) loss_bbox_aux_1: 0.1688 (0.1683) loss_bbox_aux_2: 0.1648 (0.1663) loss_bbox_aux_3: 0.1647 (0.1658) loss_bbox_aux_4: 0.1646 (0.1658) loss_bbox_dn_0: 0.2201 (0.2307) loss_bbox_dn_1: 0.1638 (0.1695) loss_bbox_dn_2: 0.1552 (0.1590) loss_bbox_dn_3: 0.1506 (0.1557) loss_bbox_dn_4: 0.1499 (0.1549) loss_bbox_dn_5: 0.1503 (0.1549) loss_bbox_dn_pre: 0.2266 (0.2370) loss_bbox_enc_0: 0.2001 (0.2091) loss_bbox_pre: 0.1763 (0.1774) loss_dfl: 0.9484 (0.9532) loss_fgl_aux_0: 0.9778 (0.9853) loss_fgl_aux_1: 0.9508 (0.9556) loss_fgl_aux_2: 0.9476 (0.9533) loss_fgl_aux_3: 0.9482 (0.9532) loss_fgl_aux_4: 0.9483 (0.9532) loss_fgl_dn_0: 1.0807 (1.0806) loss_fgl_dn_1: 0.9829 (0.9778) loss_fgl_dn_2: 0.9749 (0.9687) loss_fgl_dn_3: 0.9780 (0.9694) loss_fgl_dn_4: 0.9783 (0.9699) loss_fgl_dn_5: 0.9782 (0.9699) loss_giou: 0.4892 (0.5523) loss_giou_aux_0: 0.5210 (0.5774) loss_giou_aux_1: 0.4991 (0.5581) loss_giou_aux_2: 0.4880 (0.5532) loss_giou_aux_3: 0.4889 (0.5524) loss_giou_aux_4: 0.4889 (0.5523) loss_giou_dn_0: 0.5257 (0.5536) loss_giou_dn_1: 0.4113 (0.4421) loss_giou_dn_2: 0.3962 (0.4247) loss_giou_dn_3: 0.3914 (0.4199) loss_giou_dn_4: 0.3904 (0.4188) loss_giou_dn_5: 0.3904 (0.4188) loss_giou_dn_pre: 0.5222 (0.5532) loss_giou_enc_0: 0.5929 (0.6491) loss_giou_pre: 0.5173 (0.5759) loss_ddf_aux_0: 0.0512 (0.0519) loss_ddf_aux_1: 0.0070 (0.0071) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2477 (0.2475) loss_ddf_dn_1: 0.0304 (0.0328) loss_ddf_dn_2: 0.0060 (0.0070) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.6477 (0.6461) loss_vfl_aux_0: 0.7311 (0.7116) loss_vfl_aux_1: 0.7112 (0.6920) loss_vfl_aux_2: 0.6848 (0.6749) loss_vfl_aux_3: 0.6639 (0.6587) loss_vfl_aux_4: 0.6536 (0.6497) loss_vfl_dn_0: 0.4833 (0.4815) loss_vfl_dn_1: 0.4051 (0.4122) loss_vfl_dn_2: 0.3913 (0.3965) loss_vfl_dn_3: 0.3872 (0.3883) loss_vfl_dn_4: 0.3851 (0.3856) loss_vfl_dn_5: 0.3852 (0.3852) loss_vfl_dn_pre: 0.4828 (0.4820) loss_vfl_enc_0: 0.7443 (0.7192) loss_vfl_pre: 0.7333 (0.7141) time: 0.7246 data: 0.0237 max mem: 9121 Epoch: [55] [ 200/3696] eta: 0:45:27 lr: 0.000013 loss: 30.7899 (30.8828) loss_bbox: 0.1536 (0.1649) loss_bbox_aux_0: 0.1620 (0.1764) loss_bbox_aux_1: 0.1559 (0.1675) loss_bbox_aux_2: 0.1520 (0.1655) loss_bbox_aux_3: 0.1534 (0.1649) loss_bbox_aux_4: 0.1536 (0.1649) loss_bbox_dn_0: 0.2095 (0.2258) loss_bbox_dn_1: 0.1495 (0.1662) loss_bbox_dn_2: 0.1395 (0.1559) loss_bbox_dn_3: 0.1358 (0.1525) loss_bbox_dn_4: 0.1362 (0.1518) loss_bbox_dn_5: 0.1362 (0.1518) loss_bbox_dn_pre: 0.2091 (0.2318) loss_bbox_enc_0: 0.1925 (0.2086) loss_bbox_pre: 0.1614 (0.1766) loss_dfl: 0.9514 (0.9535) loss_fgl_aux_0: 0.9749 (0.9845) loss_fgl_aux_1: 0.9518 (0.9558) loss_fgl_aux_2: 0.9515 (0.9536) loss_fgl_aux_3: 0.9515 (0.9535) loss_fgl_aux_4: 0.9513 (0.9535) loss_fgl_dn_0: 1.0855 (1.0815) loss_fgl_dn_1: 0.9804 (0.9800) loss_fgl_dn_2: 0.9676 (0.9713) loss_fgl_dn_3: 0.9684 (0.9719) loss_fgl_dn_4: 0.9687 (0.9724) loss_fgl_dn_5: 0.9687 (0.9725) loss_giou: 0.5410 (0.5579) loss_giou_aux_0: 0.5760 (0.5828) loss_giou_aux_1: 0.5517 (0.5637) loss_giou_aux_2: 0.5427 (0.5589) loss_giou_aux_3: 0.5402 (0.5580) loss_giou_aux_4: 0.5411 (0.5579) loss_giou_dn_0: 0.5547 (0.5544) loss_giou_dn_1: 0.4375 (0.4436) loss_giou_dn_2: 0.4255 (0.4262) loss_giou_dn_3: 0.4237 (0.4214) loss_giou_dn_4: 0.4235 (0.4202) loss_giou_dn_5: 0.4235 (0.4202) loss_giou_dn_pre: 0.5532 (0.5538) loss_giou_enc_0: 0.6489 (0.6548) loss_giou_pre: 0.5741 (0.5814) loss_ddf_aux_0: 0.0495 (0.0510) loss_ddf_aux_1: 0.0068 (0.0071) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2556 (0.2460) loss_ddf_dn_1: 0.0332 (0.0330) loss_ddf_dn_2: 0.0075 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6130 (0.6403) loss_vfl_aux_0: 0.7033 (0.7063) loss_vfl_aux_1: 0.6699 (0.6856) loss_vfl_aux_2: 0.6432 (0.6680) loss_vfl_aux_3: 0.6271 (0.6520) loss_vfl_aux_4: 0.6163 (0.6432) loss_vfl_dn_0: 0.4812 (0.4813) loss_vfl_dn_1: 0.4067 (0.4129) loss_vfl_dn_2: 0.3939 (0.3970) loss_vfl_dn_3: 0.3859 (0.3891) loss_vfl_dn_4: 0.3826 (0.3864) loss_vfl_dn_5: 0.3829 (0.3861) loss_vfl_dn_pre: 0.4813 (0.4819) loss_vfl_enc_0: 0.6800 (0.7129) loss_vfl_pre: 0.7028 (0.7086) time: 0.7879 data: 0.0310 max mem: 9121 Epoch: [55] [ 300/3696] eta: 0:43:46 lr: 0.000013 loss: 30.8317 (30.8606) loss_bbox: 0.1347 (0.1657) loss_bbox_aux_0: 0.1513 (0.1776) loss_bbox_aux_1: 0.1401 (0.1684) loss_bbox_aux_2: 0.1370 (0.1662) loss_bbox_aux_3: 0.1349 (0.1657) loss_bbox_aux_4: 0.1347 (0.1657) loss_bbox_dn_0: 0.2156 (0.2269) loss_bbox_dn_1: 0.1547 (0.1666) loss_bbox_dn_2: 0.1437 (0.1564) loss_bbox_dn_3: 0.1396 (0.1531) loss_bbox_dn_4: 0.1372 (0.1524) loss_bbox_dn_5: 0.1371 (0.1524) loss_bbox_dn_pre: 0.2209 (0.2327) loss_bbox_enc_0: 0.1750 (0.2098) loss_bbox_pre: 0.1507 (0.1779) loss_dfl: 0.9376 (0.9530) loss_fgl_aux_0: 0.9667 (0.9846) loss_fgl_aux_1: 0.9398 (0.9553) loss_fgl_aux_2: 0.9371 (0.9533) loss_fgl_aux_3: 0.9370 (0.9531) loss_fgl_aux_4: 0.9371 (0.9530) loss_fgl_dn_0: 1.0847 (1.0822) loss_fgl_dn_1: 0.9738 (0.9795) loss_fgl_dn_2: 0.9657 (0.9707) loss_fgl_dn_3: 0.9665 (0.9713) loss_fgl_dn_4: 0.9679 (0.9718) loss_fgl_dn_5: 0.9679 (0.9718) loss_giou: 0.5634 (0.5540) loss_giou_aux_0: 0.5895 (0.5791) loss_giou_aux_1: 0.5669 (0.5599) loss_giou_aux_2: 0.5640 (0.5549) loss_giou_aux_3: 0.5638 (0.5541) loss_giou_aux_4: 0.5635 (0.5540) loss_giou_dn_0: 0.5580 (0.5521) loss_giou_dn_1: 0.4535 (0.4405) loss_giou_dn_2: 0.4380 (0.4232) loss_giou_dn_3: 0.4295 (0.4183) loss_giou_dn_4: 0.4296 (0.4172) loss_giou_dn_5: 0.4296 (0.4172) loss_giou_dn_pre: 0.5557 (0.5516) loss_giou_enc_0: 0.6767 (0.6517) loss_giou_pre: 0.5878 (0.5777) loss_ddf_aux_0: 0.0543 (0.0514) loss_ddf_aux_1: 0.0076 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2561 (0.2482) loss_ddf_dn_1: 0.0332 (0.0329) loss_ddf_dn_2: 0.0070 (0.0072) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.6281 (0.6420) loss_vfl_aux_0: 0.6745 (0.7092) loss_vfl_aux_1: 0.6691 (0.6879) loss_vfl_aux_2: 0.6470 (0.6698) loss_vfl_aux_3: 0.6382 (0.6538) loss_vfl_aux_4: 0.6257 (0.6441) loss_vfl_dn_0: 0.4799 (0.4821) loss_vfl_dn_1: 0.4149 (0.4134) loss_vfl_dn_2: 0.3969 (0.3973) loss_vfl_dn_3: 0.3893 (0.3891) loss_vfl_dn_4: 0.3872 (0.3864) loss_vfl_dn_5: 0.3860 (0.3860) loss_vfl_dn_pre: 0.4797 (0.4826) loss_vfl_enc_0: 0.6747 (0.7139) loss_vfl_pre: 0.6754 (0.7111) time: 0.7536 data: 0.0340 max mem: 9121 Epoch: [55] [ 400/3696] eta: 0:42:08 lr: 0.000013 loss: 30.6807 (30.8766) loss_bbox: 0.1718 (0.1668) loss_bbox_aux_0: 0.1809 (0.1786) loss_bbox_aux_1: 0.1738 (0.1694) loss_bbox_aux_2: 0.1735 (0.1674) loss_bbox_aux_3: 0.1719 (0.1669) loss_bbox_aux_4: 0.1717 (0.1668) loss_bbox_dn_0: 0.2353 (0.2286) loss_bbox_dn_1: 0.1649 (0.1680) loss_bbox_dn_2: 0.1568 (0.1578) loss_bbox_dn_3: 0.1540 (0.1544) loss_bbox_dn_4: 0.1532 (0.1537) loss_bbox_dn_5: 0.1532 (0.1537) loss_bbox_dn_pre: 0.2469 (0.2343) loss_bbox_enc_0: 0.2180 (0.2114) loss_bbox_pre: 0.1809 (0.1789) loss_dfl: 0.9698 (0.9541) loss_fgl_aux_0: 1.0070 (0.9855) loss_fgl_aux_1: 0.9746 (0.9563) loss_fgl_aux_2: 0.9706 (0.9543) loss_fgl_aux_3: 0.9698 (0.9542) loss_fgl_aux_4: 0.9697 (0.9541) loss_fgl_dn_0: 1.0963 (1.0830) loss_fgl_dn_1: 0.9850 (0.9800) loss_fgl_dn_2: 0.9739 (0.9712) loss_fgl_dn_3: 0.9725 (0.9718) loss_fgl_dn_4: 0.9730 (0.9723) loss_fgl_dn_5: 0.9731 (0.9723) loss_giou: 0.5209 (0.5513) loss_giou_aux_0: 0.5487 (0.5766) loss_giou_aux_1: 0.5257 (0.5573) loss_giou_aux_2: 0.5207 (0.5524) loss_giou_aux_3: 0.5205 (0.5514) loss_giou_aux_4: 0.5207 (0.5514) loss_giou_dn_0: 0.5332 (0.5509) loss_giou_dn_1: 0.4089 (0.4392) loss_giou_dn_2: 0.3920 (0.4221) loss_giou_dn_3: 0.3884 (0.4173) loss_giou_dn_4: 0.3884 (0.4162) loss_giou_dn_5: 0.3884 (0.4161) loss_giou_dn_pre: 0.5325 (0.5504) loss_giou_enc_0: 0.6241 (0.6495) loss_giou_pre: 0.5459 (0.5752) loss_ddf_aux_0: 0.0511 (0.0518) loss_ddf_aux_1: 0.0069 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2507 (0.2489) loss_ddf_dn_1: 0.0315 (0.0328) loss_ddf_dn_2: 0.0068 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6458 (0.6433) loss_vfl_aux_0: 0.7241 (0.7106) loss_vfl_aux_1: 0.6888 (0.6894) loss_vfl_aux_2: 0.6785 (0.6714) loss_vfl_aux_3: 0.6597 (0.6550) loss_vfl_aux_4: 0.6538 (0.6457) loss_vfl_dn_0: 0.4868 (0.4828) loss_vfl_dn_1: 0.4198 (0.4139) loss_vfl_dn_2: 0.4014 (0.3977) loss_vfl_dn_3: 0.3909 (0.3896) loss_vfl_dn_4: 0.3876 (0.3868) loss_vfl_dn_5: 0.3870 (0.3864) loss_vfl_dn_pre: 0.4879 (0.4832) loss_vfl_enc_0: 0.7248 (0.7148) loss_vfl_pre: 0.7255 (0.7125) time: 0.7633 data: 0.0299 max mem: 9121 Epoch: [55] [ 500/3696] eta: 0:50:54 lr: 0.000013 loss: 30.2624 (30.7977) loss_bbox: 0.1767 (0.1661) loss_bbox_aux_0: 0.1872 (0.1781) loss_bbox_aux_1: 0.1794 (0.1688) loss_bbox_aux_2: 0.1764 (0.1667) loss_bbox_aux_3: 0.1766 (0.1662) loss_bbox_aux_4: 0.1767 (0.1661) loss_bbox_dn_0: 0.2190 (0.2285) loss_bbox_dn_1: 0.1544 (0.1675) loss_bbox_dn_2: 0.1459 (0.1573) loss_bbox_dn_3: 0.1401 (0.1539) loss_bbox_dn_4: 0.1413 (0.1532) loss_bbox_dn_5: 0.1413 (0.1532) loss_bbox_dn_pre: 0.2260 (0.2343) loss_bbox_enc_0: 0.2180 (0.2109) loss_bbox_pre: 0.1866 (0.1784) loss_dfl: 0.9443 (0.9549) loss_fgl_aux_0: 0.9829 (0.9867) loss_fgl_aux_1: 0.9475 (0.9571) loss_fgl_aux_2: 0.9439 (0.9551) loss_fgl_aux_3: 0.9443 (0.9549) loss_fgl_aux_4: 0.9444 (0.9549) loss_fgl_dn_0: 1.0816 (1.0833) loss_fgl_dn_1: 0.9803 (0.9790) loss_fgl_dn_2: 0.9709 (0.9700) loss_fgl_dn_3: 0.9713 (0.9707) loss_fgl_dn_4: 0.9704 (0.9712) loss_fgl_dn_5: 0.9704 (0.9712) loss_giou: 0.5382 (0.5458) loss_giou_aux_0: 0.5601 (0.5713) loss_giou_aux_1: 0.5464 (0.5518) loss_giou_aux_2: 0.5415 (0.5469) loss_giou_aux_3: 0.5383 (0.5459) loss_giou_aux_4: 0.5379 (0.5458) loss_giou_dn_0: 0.5362 (0.5472) loss_giou_dn_1: 0.4229 (0.4355) loss_giou_dn_2: 0.4100 (0.4185) loss_giou_dn_3: 0.4058 (0.4137) loss_giou_dn_4: 0.4048 (0.4126) loss_giou_dn_5: 0.4048 (0.4126) loss_giou_dn_pre: 0.5371 (0.5467) loss_giou_enc_0: 0.6209 (0.6438) loss_giou_pre: 0.5580 (0.5699) loss_ddf_aux_0: 0.0453 (0.0514) loss_ddf_aux_1: 0.0068 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2431 (0.2487) loss_ddf_dn_1: 0.0313 (0.0325) loss_ddf_dn_2: 0.0072 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6356 (0.6436) loss_vfl_aux_0: 0.6974 (0.7117) loss_vfl_aux_1: 0.6788 (0.6901) loss_vfl_aux_2: 0.6642 (0.6715) loss_vfl_aux_3: 0.6470 (0.6553) loss_vfl_aux_4: 0.6343 (0.6457) loss_vfl_dn_0: 0.4867 (0.4826) loss_vfl_dn_1: 0.4139 (0.4129) loss_vfl_dn_2: 0.3989 (0.3965) loss_vfl_dn_3: 0.3905 (0.3882) loss_vfl_dn_4: 0.3883 (0.3853) loss_vfl_dn_5: 0.3867 (0.3849) loss_vfl_dn_pre: 0.4871 (0.4830) loss_vfl_enc_0: 0.7047 (0.7168) loss_vfl_pre: 0.7010 (0.7135) time: 3.9790 data: 0.0236 max mem: 9121 Epoch: [55] [ 600/3696] eta: 0:50:13 lr: 0.000013 loss: 30.3392 (30.7762) loss_bbox: 0.1471 (0.1654) loss_bbox_aux_0: 0.1626 (0.1775) loss_bbox_aux_1: 0.1498 (0.1681) loss_bbox_aux_2: 0.1486 (0.1660) loss_bbox_aux_3: 0.1469 (0.1655) loss_bbox_aux_4: 0.1471 (0.1654) loss_bbox_dn_0: 0.2236 (0.2278) loss_bbox_dn_1: 0.1589 (0.1670) loss_bbox_dn_2: 0.1479 (0.1569) loss_bbox_dn_3: 0.1443 (0.1535) loss_bbox_dn_4: 0.1439 (0.1528) loss_bbox_dn_5: 0.1440 (0.1528) loss_bbox_dn_pre: 0.2272 (0.2337) loss_bbox_enc_0: 0.1988 (0.2104) loss_bbox_pre: 0.1627 (0.1778) loss_dfl: 0.9509 (0.9554) loss_fgl_aux_0: 0.9788 (0.9871) loss_fgl_aux_1: 0.9517 (0.9576) loss_fgl_aux_2: 0.9506 (0.9555) loss_fgl_aux_3: 0.9502 (0.9554) loss_fgl_aux_4: 0.9509 (0.9554) loss_fgl_dn_0: 1.0846 (1.0829) loss_fgl_dn_1: 0.9719 (0.9788) loss_fgl_dn_2: 0.9654 (0.9700) loss_fgl_dn_3: 0.9672 (0.9707) loss_fgl_dn_4: 0.9677 (0.9711) loss_fgl_dn_5: 0.9677 (0.9712) loss_giou: 0.5174 (0.5449) loss_giou_aux_0: 0.5505 (0.5704) loss_giou_aux_1: 0.5218 (0.5507) loss_giou_aux_2: 0.5194 (0.5459) loss_giou_aux_3: 0.5173 (0.5450) loss_giou_aux_4: 0.5173 (0.5449) loss_giou_dn_0: 0.5443 (0.5466) loss_giou_dn_1: 0.4260 (0.4348) loss_giou_dn_2: 0.4130 (0.4178) loss_giou_dn_3: 0.4076 (0.4129) loss_giou_dn_4: 0.4069 (0.4118) loss_giou_dn_5: 0.4069 (0.4118) loss_giou_dn_pre: 0.5435 (0.5461) loss_giou_enc_0: 0.6256 (0.6428) loss_giou_pre: 0.5475 (0.5690) loss_ddf_aux_0: 0.0502 (0.0515) loss_ddf_aux_1: 0.0069 (0.0071) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2433 (0.2486) loss_ddf_dn_1: 0.0339 (0.0325) loss_ddf_dn_2: 0.0086 (0.0074) loss_ddf_dn_3: 0.0010 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6201 (0.6438) loss_vfl_aux_0: 0.6869 (0.7111) loss_vfl_aux_1: 0.6627 (0.6894) loss_vfl_aux_2: 0.6493 (0.6712) loss_vfl_aux_3: 0.6371 (0.6554) loss_vfl_aux_4: 0.6348 (0.6456) loss_vfl_dn_0: 0.4824 (0.4828) loss_vfl_dn_1: 0.4072 (0.4128) loss_vfl_dn_2: 0.3911 (0.3965) loss_vfl_dn_3: 0.3836 (0.3883) loss_vfl_dn_4: 0.3829 (0.3854) loss_vfl_dn_5: 0.3837 (0.3850) loss_vfl_dn_pre: 0.4833 (0.4832) loss_vfl_enc_0: 0.7008 (0.7158) loss_vfl_pre: 0.6940 (0.7130) time: 0.7822 data: 0.0271 max mem: 9121 Epoch: [55] [ 700/3696] eta: 0:46:59 lr: 0.000013 loss: 31.2078 (30.8249) loss_bbox: 0.1622 (0.1657) loss_bbox_aux_0: 0.1688 (0.1778) loss_bbox_aux_1: 0.1620 (0.1684) loss_bbox_aux_2: 0.1619 (0.1664) loss_bbox_aux_3: 0.1618 (0.1658) loss_bbox_aux_4: 0.1622 (0.1657) loss_bbox_dn_0: 0.2268 (0.2279) loss_bbox_dn_1: 0.1574 (0.1672) loss_bbox_dn_2: 0.1486 (0.1571) loss_bbox_dn_3: 0.1451 (0.1538) loss_bbox_dn_4: 0.1438 (0.1531) loss_bbox_dn_5: 0.1439 (0.1531) loss_bbox_dn_pre: 0.2285 (0.2338) loss_bbox_enc_0: 0.1992 (0.2106) loss_bbox_pre: 0.1690 (0.1781) loss_dfl: 0.9616 (0.9564) loss_fgl_aux_0: 0.9902 (0.9879) loss_fgl_aux_1: 0.9631 (0.9586) loss_fgl_aux_2: 0.9610 (0.9565) loss_fgl_aux_3: 0.9613 (0.9564) loss_fgl_aux_4: 0.9615 (0.9564) loss_fgl_dn_0: 1.0854 (1.0829) loss_fgl_dn_1: 0.9799 (0.9794) loss_fgl_dn_2: 0.9710 (0.9705) loss_fgl_dn_3: 0.9723 (0.9712) loss_fgl_dn_4: 0.9730 (0.9717) loss_fgl_dn_5: 0.9730 (0.9717) loss_giou: 0.5096 (0.5460) loss_giou_aux_0: 0.5498 (0.5716) loss_giou_aux_1: 0.5164 (0.5519) loss_giou_aux_2: 0.5101 (0.5471) loss_giou_aux_3: 0.5101 (0.5461) loss_giou_aux_4: 0.5100 (0.5460) loss_giou_dn_0: 0.5575 (0.5479) loss_giou_dn_1: 0.4479 (0.4360) loss_giou_dn_2: 0.4287 (0.4190) loss_giou_dn_3: 0.4239 (0.4141) loss_giou_dn_4: 0.4219 (0.4130) loss_giou_dn_5: 0.4219 (0.4129) loss_giou_dn_pre: 0.5572 (0.5474) loss_giou_enc_0: 0.6301 (0.6438) loss_giou_pre: 0.5519 (0.5701) loss_ddf_aux_0: 0.0552 (0.0516) loss_ddf_aux_1: 0.0074 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2539 (0.2487) loss_ddf_dn_1: 0.0366 (0.0328) loss_ddf_dn_2: 0.0084 (0.0074) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6526 (0.6456) loss_vfl_aux_0: 0.7157 (0.7135) loss_vfl_aux_1: 0.6930 (0.6913) loss_vfl_aux_2: 0.6699 (0.6730) loss_vfl_aux_3: 0.6705 (0.6570) loss_vfl_aux_4: 0.6489 (0.6471) loss_vfl_dn_0: 0.4868 (0.4830) loss_vfl_dn_1: 0.4158 (0.4133) loss_vfl_dn_2: 0.4005 (0.3970) loss_vfl_dn_3: 0.3925 (0.3888) loss_vfl_dn_4: 0.3898 (0.3859) loss_vfl_dn_5: 0.3894 (0.3855) loss_vfl_dn_pre: 0.4874 (0.4833) loss_vfl_enc_0: 0.7043 (0.7177) loss_vfl_pre: 0.7166 (0.7155) time: 0.7146 data: 0.0221 max mem: 9121 Epoch: [55] [ 800/3696] eta: 0:44:18 lr: 0.000013 loss: 30.7779 (30.8245) loss_bbox: 0.1648 (0.1660) loss_bbox_aux_0: 0.1752 (0.1780) loss_bbox_aux_1: 0.1665 (0.1686) loss_bbox_aux_2: 0.1649 (0.1666) loss_bbox_aux_3: 0.1649 (0.1661) loss_bbox_aux_4: 0.1649 (0.1660) loss_bbox_dn_0: 0.2290 (0.2280) loss_bbox_dn_1: 0.1635 (0.1673) loss_bbox_dn_2: 0.1521 (0.1572) loss_bbox_dn_3: 0.1480 (0.1539) loss_bbox_dn_4: 0.1475 (0.1532) loss_bbox_dn_5: 0.1475 (0.1532) loss_bbox_dn_pre: 0.2292 (0.2339) loss_bbox_enc_0: 0.1999 (0.2111) loss_bbox_pre: 0.1755 (0.1784) loss_dfl: 0.9383 (0.9564) loss_fgl_aux_0: 0.9694 (0.9879) loss_fgl_aux_1: 0.9398 (0.9586) loss_fgl_aux_2: 0.9389 (0.9566) loss_fgl_aux_3: 0.9376 (0.9565) loss_fgl_aux_4: 0.9382 (0.9564) loss_fgl_dn_0: 1.0880 (1.0830) loss_fgl_dn_1: 0.9893 (0.9793) loss_fgl_dn_2: 0.9785 (0.9704) loss_fgl_dn_3: 0.9797 (0.9711) loss_fgl_dn_4: 0.9799 (0.9716) loss_fgl_dn_5: 0.9799 (0.9716) loss_giou: 0.5336 (0.5456) loss_giou_aux_0: 0.5652 (0.5711) loss_giou_aux_1: 0.5387 (0.5515) loss_giou_aux_2: 0.5330 (0.5467) loss_giou_aux_3: 0.5326 (0.5457) loss_giou_aux_4: 0.5334 (0.5456) loss_giou_dn_0: 0.5479 (0.5479) loss_giou_dn_1: 0.4360 (0.4360) loss_giou_dn_2: 0.4203 (0.4191) loss_giou_dn_3: 0.4143 (0.4142) loss_giou_dn_4: 0.4130 (0.4131) loss_giou_dn_5: 0.4130 (0.4131) loss_giou_dn_pre: 0.5462 (0.5474) loss_giou_enc_0: 0.6280 (0.6432) loss_giou_pre: 0.5636 (0.5697) loss_ddf_aux_0: 0.0530 (0.0518) loss_ddf_aux_1: 0.0073 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2478 (0.2485) loss_ddf_dn_1: 0.0327 (0.0329) loss_ddf_dn_2: 0.0071 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6512 (0.6455) loss_vfl_aux_0: 0.6992 (0.7131) loss_vfl_aux_1: 0.6820 (0.6905) loss_vfl_aux_2: 0.6740 (0.6730) loss_vfl_aux_3: 0.6620 (0.6569) loss_vfl_aux_4: 0.6504 (0.6471) loss_vfl_dn_0: 0.4869 (0.4831) loss_vfl_dn_1: 0.4153 (0.4133) loss_vfl_dn_2: 0.4008 (0.3970) loss_vfl_dn_3: 0.3890 (0.3889) loss_vfl_dn_4: 0.3853 (0.3861) loss_vfl_dn_5: 0.3848 (0.3857) loss_vfl_dn_pre: 0.4869 (0.4835) loss_vfl_enc_0: 0.7213 (0.7184) loss_vfl_pre: 0.6978 (0.7151) time: 0.7704 data: 0.0293 max mem: 9121 Epoch: [55] [ 900/3696] eta: 0:41:55 lr: 0.000013 loss: 30.4207 (30.8257) loss_bbox: 0.1621 (0.1663) loss_bbox_aux_0: 0.1751 (0.1783) loss_bbox_aux_1: 0.1656 (0.1689) loss_bbox_aux_2: 0.1612 (0.1669) loss_bbox_aux_3: 0.1623 (0.1664) loss_bbox_aux_4: 0.1621 (0.1663) loss_bbox_dn_0: 0.2400 (0.2284) loss_bbox_dn_1: 0.1701 (0.1675) loss_bbox_dn_2: 0.1584 (0.1574) loss_bbox_dn_3: 0.1517 (0.1541) loss_bbox_dn_4: 0.1516 (0.1534) loss_bbox_dn_5: 0.1516 (0.1534) loss_bbox_dn_pre: 0.2439 (0.2344) loss_bbox_enc_0: 0.2214 (0.2113) loss_bbox_pre: 0.1747 (0.1787) loss_dfl: 0.9540 (0.9562) loss_fgl_aux_0: 0.9865 (0.9875) loss_fgl_aux_1: 0.9565 (0.9583) loss_fgl_aux_2: 0.9534 (0.9563) loss_fgl_aux_3: 0.9541 (0.9562) loss_fgl_aux_4: 0.9541 (0.9562) loss_fgl_dn_0: 1.0748 (1.0828) loss_fgl_dn_1: 0.9732 (0.9791) loss_fgl_dn_2: 0.9603 (0.9702) loss_fgl_dn_3: 0.9600 (0.9709) loss_fgl_dn_4: 0.9601 (0.9714) loss_fgl_dn_5: 0.9601 (0.9714) loss_giou: 0.5100 (0.5468) loss_giou_aux_0: 0.5413 (0.5721) loss_giou_aux_1: 0.5133 (0.5526) loss_giou_aux_2: 0.5122 (0.5478) loss_giou_aux_3: 0.5110 (0.5469) loss_giou_aux_4: 0.5101 (0.5468) loss_giou_dn_0: 0.5386 (0.5485) loss_giou_dn_1: 0.4269 (0.4364) loss_giou_dn_2: 0.4135 (0.4195) loss_giou_dn_3: 0.4062 (0.4146) loss_giou_dn_4: 0.4055 (0.4135) loss_giou_dn_5: 0.4056 (0.4135) loss_giou_dn_pre: 0.5403 (0.5479) loss_giou_enc_0: 0.6167 (0.6441) loss_giou_pre: 0.5388 (0.5707) loss_ddf_aux_0: 0.0539 (0.0517) loss_ddf_aux_1: 0.0066 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2453 (0.2484) loss_ddf_dn_1: 0.0331 (0.0329) loss_ddf_dn_2: 0.0071 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6378 (0.6445) loss_vfl_aux_0: 0.7105 (0.7114) loss_vfl_aux_1: 0.6741 (0.6887) loss_vfl_aux_2: 0.6627 (0.6718) loss_vfl_aux_3: 0.6486 (0.6558) loss_vfl_aux_4: 0.6366 (0.6462) loss_vfl_dn_0: 0.4774 (0.4828) loss_vfl_dn_1: 0.4102 (0.4132) loss_vfl_dn_2: 0.3951 (0.3968) loss_vfl_dn_3: 0.3845 (0.3888) loss_vfl_dn_4: 0.3801 (0.3859) loss_vfl_dn_5: 0.3801 (0.3855) loss_vfl_dn_pre: 0.4785 (0.4832) loss_vfl_enc_0: 0.7265 (0.7176) loss_vfl_pre: 0.7183 (0.7133) time: 0.7414 data: 0.0285 max mem: 9121 Epoch: [55] [1000/3696] eta: 0:43:52 lr: 0.000013 loss: 31.0467 (30.8207) loss_bbox: 0.1629 (0.1659) loss_bbox_aux_0: 0.1769 (0.1779) loss_bbox_aux_1: 0.1652 (0.1685) loss_bbox_aux_2: 0.1618 (0.1665) loss_bbox_aux_3: 0.1626 (0.1660) loss_bbox_aux_4: 0.1628 (0.1659) loss_bbox_dn_0: 0.2206 (0.2278) loss_bbox_dn_1: 0.1663 (0.1669) loss_bbox_dn_2: 0.1562 (0.1569) loss_bbox_dn_3: 0.1521 (0.1536) loss_bbox_dn_4: 0.1518 (0.1528) loss_bbox_dn_5: 0.1518 (0.1529) loss_bbox_dn_pre: 0.2313 (0.2337) loss_bbox_enc_0: 0.2099 (0.2108) loss_bbox_pre: 0.1769 (0.1782) loss_dfl: 0.9525 (0.9562) loss_fgl_aux_0: 0.9823 (0.9874) loss_fgl_aux_1: 0.9579 (0.9584) loss_fgl_aux_2: 0.9531 (0.9563) loss_fgl_aux_3: 0.9521 (0.9562) loss_fgl_aux_4: 0.9525 (0.9562) loss_fgl_dn_0: 1.0784 (1.0828) loss_fgl_dn_1: 0.9787 (0.9793) loss_fgl_dn_2: 0.9703 (0.9704) loss_fgl_dn_3: 0.9714 (0.9711) loss_fgl_dn_4: 0.9722 (0.9716) loss_fgl_dn_5: 0.9723 (0.9716) loss_giou: 0.5240 (0.5471) loss_giou_aux_0: 0.5448 (0.5724) loss_giou_aux_1: 0.5245 (0.5530) loss_giou_aux_2: 0.5215 (0.5481) loss_giou_aux_3: 0.5244 (0.5472) loss_giou_aux_4: 0.5241 (0.5471) loss_giou_dn_0: 0.5448 (0.5484) loss_giou_dn_1: 0.4352 (0.4365) loss_giou_dn_2: 0.4127 (0.4195) loss_giou_dn_3: 0.4076 (0.4146) loss_giou_dn_4: 0.4056 (0.4135) loss_giou_dn_5: 0.4056 (0.4135) loss_giou_dn_pre: 0.5449 (0.5478) loss_giou_enc_0: 0.6200 (0.6447) loss_giou_pre: 0.5453 (0.5710) loss_ddf_aux_0: 0.0549 (0.0516) loss_ddf_aux_1: 0.0074 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2615 (0.2485) loss_ddf_dn_1: 0.0362 (0.0330) loss_ddf_dn_2: 0.0086 (0.0075) loss_ddf_dn_3: 0.0011 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6308 (0.6442) loss_vfl_aux_0: 0.7089 (0.7113) loss_vfl_aux_1: 0.6866 (0.6887) loss_vfl_aux_2: 0.6596 (0.6715) loss_vfl_aux_3: 0.6367 (0.6557) loss_vfl_aux_4: 0.6377 (0.6460) loss_vfl_dn_0: 0.4856 (0.4828) loss_vfl_dn_1: 0.4138 (0.4131) loss_vfl_dn_2: 0.4002 (0.3969) loss_vfl_dn_3: 0.3934 (0.3888) loss_vfl_dn_4: 0.3886 (0.3859) loss_vfl_dn_5: 0.3875 (0.3855) loss_vfl_dn_pre: 0.4852 (0.4832) loss_vfl_enc_0: 0.7014 (0.7173) loss_vfl_pre: 0.7111 (0.7132) time: 1.3625 data: 0.0247 max mem: 9121 Epoch: [55] [1100/3696] eta: 0:41:24 lr: 0.000013 loss: 30.8603 (30.8195) loss_bbox: 0.1597 (0.1661) loss_bbox_aux_0: 0.1734 (0.1781) loss_bbox_aux_1: 0.1626 (0.1687) loss_bbox_aux_2: 0.1599 (0.1667) loss_bbox_aux_3: 0.1600 (0.1662) loss_bbox_aux_4: 0.1597 (0.1661) loss_bbox_dn_0: 0.2077 (0.2274) loss_bbox_dn_1: 0.1529 (0.1665) loss_bbox_dn_2: 0.1430 (0.1564) loss_bbox_dn_3: 0.1414 (0.1532) loss_bbox_dn_4: 0.1415 (0.1525) loss_bbox_dn_5: 0.1415 (0.1525) loss_bbox_dn_pre: 0.2125 (0.2334) loss_bbox_enc_0: 0.2029 (0.2110) loss_bbox_pre: 0.1740 (0.1784) loss_dfl: 0.9425 (0.9561) loss_fgl_aux_0: 0.9685 (0.9873) loss_fgl_aux_1: 0.9440 (0.9583) loss_fgl_aux_2: 0.9433 (0.9562) loss_fgl_aux_3: 0.9426 (0.9561) loss_fgl_aux_4: 0.9424 (0.9561) loss_fgl_dn_0: 1.0702 (1.0828) loss_fgl_dn_1: 0.9701 (0.9791) loss_fgl_dn_2: 0.9588 (0.9702) loss_fgl_dn_3: 0.9597 (0.9709) loss_fgl_dn_4: 0.9600 (0.9714) loss_fgl_dn_5: 0.9600 (0.9714) loss_giou: 0.5402 (0.5472) loss_giou_aux_0: 0.5681 (0.5726) loss_giou_aux_1: 0.5459 (0.5531) loss_giou_aux_2: 0.5425 (0.5483) loss_giou_aux_3: 0.5414 (0.5473) loss_giou_aux_4: 0.5400 (0.5472) loss_giou_dn_0: 0.5397 (0.5482) loss_giou_dn_1: 0.4272 (0.4363) loss_giou_dn_2: 0.4112 (0.4193) loss_giou_dn_3: 0.4071 (0.4144) loss_giou_dn_4: 0.4055 (0.4133) loss_giou_dn_5: 0.4056 (0.4133) loss_giou_dn_pre: 0.5434 (0.5477) loss_giou_enc_0: 0.6291 (0.6449) loss_giou_pre: 0.5662 (0.5712) loss_ddf_aux_0: 0.0483 (0.0517) loss_ddf_aux_1: 0.0071 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2514 (0.2494) loss_ddf_dn_1: 0.0359 (0.0333) loss_ddf_dn_2: 0.0080 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6395 (0.6442) loss_vfl_aux_0: 0.7072 (0.7116) loss_vfl_aux_1: 0.6725 (0.6886) loss_vfl_aux_2: 0.6648 (0.6715) loss_vfl_aux_3: 0.6400 (0.6555) loss_vfl_aux_4: 0.6324 (0.6461) loss_vfl_dn_0: 0.4750 (0.4828) loss_vfl_dn_1: 0.4049 (0.4130) loss_vfl_dn_2: 0.3895 (0.3968) loss_vfl_dn_3: 0.3816 (0.3887) loss_vfl_dn_4: 0.3799 (0.3858) loss_vfl_dn_5: 0.3800 (0.3854) loss_vfl_dn_pre: 0.4756 (0.4832) loss_vfl_enc_0: 0.6924 (0.7176) loss_vfl_pre: 0.7100 (0.7135) time: 0.7510 data: 0.0290 max mem: 9121 Epoch: [55] [1200/3696] eta: 0:39:07 lr: 0.000013 loss: 31.0685 (30.8226) loss_bbox: 0.1692 (0.1657) loss_bbox_aux_0: 0.1794 (0.1777) loss_bbox_aux_1: 0.1694 (0.1683) loss_bbox_aux_2: 0.1694 (0.1663) loss_bbox_aux_3: 0.1695 (0.1658) loss_bbox_aux_4: 0.1693 (0.1657) loss_bbox_dn_0: 0.2216 (0.2273) loss_bbox_dn_1: 0.1659 (0.1664) loss_bbox_dn_2: 0.1613 (0.1563) loss_bbox_dn_3: 0.1548 (0.1530) loss_bbox_dn_4: 0.1532 (0.1523) loss_bbox_dn_5: 0.1531 (0.1523) loss_bbox_dn_pre: 0.2349 (0.2332) loss_bbox_enc_0: 0.2041 (0.2107) loss_bbox_pre: 0.1792 (0.1780) loss_dfl: 0.9497 (0.9561) loss_fgl_aux_0: 0.9728 (0.9874) loss_fgl_aux_1: 0.9534 (0.9583) loss_fgl_aux_2: 0.9498 (0.9562) loss_fgl_aux_3: 0.9496 (0.9561) loss_fgl_aux_4: 0.9497 (0.9561) loss_fgl_dn_0: 1.0790 (1.0828) loss_fgl_dn_1: 0.9788 (0.9791) loss_fgl_dn_2: 0.9721 (0.9703) loss_fgl_dn_3: 0.9728 (0.9710) loss_fgl_dn_4: 0.9729 (0.9715) loss_fgl_dn_5: 0.9728 (0.9715) loss_giou: 0.5489 (0.5478) loss_giou_aux_0: 0.5767 (0.5731) loss_giou_aux_1: 0.5565 (0.5537) loss_giou_aux_2: 0.5496 (0.5489) loss_giou_aux_3: 0.5485 (0.5479) loss_giou_aux_4: 0.5489 (0.5478) loss_giou_dn_0: 0.5406 (0.5486) loss_giou_dn_1: 0.4370 (0.4367) loss_giou_dn_2: 0.4229 (0.4197) loss_giou_dn_3: 0.4216 (0.4149) loss_giou_dn_4: 0.4216 (0.4138) loss_giou_dn_5: 0.4216 (0.4138) loss_giou_dn_pre: 0.5434 (0.5481) loss_giou_enc_0: 0.6510 (0.6455) loss_giou_pre: 0.5760 (0.5717) loss_ddf_aux_0: 0.0483 (0.0515) loss_ddf_aux_1: 0.0069 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2416 (0.2491) loss_ddf_dn_1: 0.0302 (0.0333) loss_ddf_dn_2: 0.0064 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6295 (0.6439) loss_vfl_aux_0: 0.6858 (0.7117) loss_vfl_aux_1: 0.6639 (0.6887) loss_vfl_aux_2: 0.6544 (0.6714) loss_vfl_aux_3: 0.6454 (0.6553) loss_vfl_aux_4: 0.6329 (0.6459) loss_vfl_dn_0: 0.4844 (0.4828) loss_vfl_dn_1: 0.4156 (0.4131) loss_vfl_dn_2: 0.3997 (0.3969) loss_vfl_dn_3: 0.3922 (0.3888) loss_vfl_dn_4: 0.3897 (0.3860) loss_vfl_dn_5: 0.3891 (0.3856) loss_vfl_dn_pre: 0.4861 (0.4832) loss_vfl_enc_0: 0.7201 (0.7174) loss_vfl_pre: 0.6912 (0.7136) time: 0.7503 data: 0.0304 max mem: 9121 Epoch: [55] [1300/3696] eta: 0:37:05 lr: 0.000013 loss: 31.3261 (30.8247) loss_bbox: 0.1537 (0.1660) loss_bbox_aux_0: 0.1599 (0.1781) loss_bbox_aux_1: 0.1555 (0.1686) loss_bbox_aux_2: 0.1541 (0.1666) loss_bbox_aux_3: 0.1541 (0.1661) loss_bbox_aux_4: 0.1537 (0.1660) loss_bbox_dn_0: 0.2008 (0.2277) loss_bbox_dn_1: 0.1489 (0.1668) loss_bbox_dn_2: 0.1382 (0.1566) loss_bbox_dn_3: 0.1343 (0.1534) loss_bbox_dn_4: 0.1340 (0.1527) loss_bbox_dn_5: 0.1340 (0.1527) loss_bbox_dn_pre: 0.2077 (0.2336) loss_bbox_enc_0: 0.1856 (0.2110) loss_bbox_pre: 0.1603 (0.1784) loss_dfl: 0.9477 (0.9561) loss_fgl_aux_0: 0.9712 (0.9874) loss_fgl_aux_1: 0.9497 (0.9583) loss_fgl_aux_2: 0.9476 (0.9562) loss_fgl_aux_3: 0.9476 (0.9561) loss_fgl_aux_4: 0.9479 (0.9561) loss_fgl_dn_0: 1.0844 (1.0828) loss_fgl_dn_1: 0.9849 (0.9793) loss_fgl_dn_2: 0.9793 (0.9705) loss_fgl_dn_3: 0.9798 (0.9712) loss_fgl_dn_4: 0.9805 (0.9717) loss_fgl_dn_5: 0.9804 (0.9717) loss_giou: 0.5696 (0.5481) loss_giou_aux_0: 0.5909 (0.5734) loss_giou_aux_1: 0.5712 (0.5540) loss_giou_aux_2: 0.5697 (0.5492) loss_giou_aux_3: 0.5702 (0.5483) loss_giou_aux_4: 0.5696 (0.5482) loss_giou_dn_0: 0.5682 (0.5485) loss_giou_dn_1: 0.4499 (0.4365) loss_giou_dn_2: 0.4315 (0.4195) loss_giou_dn_3: 0.4261 (0.4147) loss_giou_dn_4: 0.4252 (0.4136) loss_giou_dn_5: 0.4251 (0.4136) loss_giou_dn_pre: 0.5683 (0.5480) loss_giou_enc_0: 0.6693 (0.6458) loss_giou_pre: 0.5896 (0.5720) loss_ddf_aux_0: 0.0471 (0.0514) loss_ddf_aux_1: 0.0068 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2430 (0.2485) loss_ddf_dn_1: 0.0334 (0.0332) loss_ddf_dn_2: 0.0081 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6401 (0.6435) loss_vfl_aux_0: 0.6847 (0.7110) loss_vfl_aux_1: 0.6682 (0.6880) loss_vfl_aux_2: 0.6620 (0.6707) loss_vfl_aux_3: 0.6438 (0.6549) loss_vfl_aux_4: 0.6445 (0.6455) loss_vfl_dn_0: 0.4879 (0.4827) loss_vfl_dn_1: 0.4161 (0.4130) loss_vfl_dn_2: 0.3996 (0.3967) loss_vfl_dn_3: 0.3927 (0.3887) loss_vfl_dn_4: 0.3911 (0.3859) loss_vfl_dn_5: 0.3910 (0.3854) loss_vfl_dn_pre: 0.4879 (0.4832) loss_vfl_enc_0: 0.7119 (0.7169) loss_vfl_pre: 0.6865 (0.7129) time: 0.7023 data: 0.0233 max mem: 9121 Epoch: [55] [1400/3696] eta: 0:36:24 lr: 0.000013 loss: 31.2880 (30.8424) loss_bbox: 0.1653 (0.1659) loss_bbox_aux_0: 0.1817 (0.1780) loss_bbox_aux_1: 0.1663 (0.1685) loss_bbox_aux_2: 0.1659 (0.1665) loss_bbox_aux_3: 0.1651 (0.1660) loss_bbox_aux_4: 0.1651 (0.1658) loss_bbox_dn_0: 0.2245 (0.2277) loss_bbox_dn_1: 0.1672 (0.1669) loss_bbox_dn_2: 0.1594 (0.1567) loss_bbox_dn_3: 0.1581 (0.1535) loss_bbox_dn_4: 0.1571 (0.1528) loss_bbox_dn_5: 0.1569 (0.1528) loss_bbox_dn_pre: 0.2275 (0.2336) loss_bbox_enc_0: 0.2143 (0.2109) loss_bbox_pre: 0.1839 (0.1783) loss_dfl: 0.9563 (0.9563) loss_fgl_aux_0: 0.9915 (0.9877) loss_fgl_aux_1: 0.9570 (0.9585) loss_fgl_aux_2: 0.9556 (0.9564) loss_fgl_aux_3: 0.9565 (0.9563) loss_fgl_aux_4: 0.9563 (0.9563) loss_fgl_dn_0: 1.0757 (1.0828) loss_fgl_dn_1: 0.9868 (0.9796) loss_fgl_dn_2: 0.9788 (0.9708) loss_fgl_dn_3: 0.9792 (0.9714) loss_fgl_dn_4: 0.9798 (0.9719) loss_fgl_dn_5: 0.9799 (0.9719) loss_giou: 0.5679 (0.5490) loss_giou_aux_0: 0.5990 (0.5743) loss_giou_aux_1: 0.5710 (0.5549) loss_giou_aux_2: 0.5673 (0.5501) loss_giou_aux_3: 0.5680 (0.5491) loss_giou_aux_4: 0.5681 (0.5490) loss_giou_dn_0: 0.5672 (0.5493) loss_giou_dn_1: 0.4509 (0.4372) loss_giou_dn_2: 0.4374 (0.4202) loss_giou_dn_3: 0.4344 (0.4154) loss_giou_dn_4: 0.4324 (0.4143) loss_giou_dn_5: 0.4324 (0.4143) loss_giou_dn_pre: 0.5655 (0.5487) loss_giou_enc_0: 0.6763 (0.6467) loss_giou_pre: 0.5955 (0.5729) loss_ddf_aux_0: 0.0549 (0.0515) loss_ddf_aux_1: 0.0076 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2453 (0.2483) loss_ddf_dn_1: 0.0350 (0.0333) loss_ddf_dn_2: 0.0067 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6400 (0.6441) loss_vfl_aux_0: 0.6936 (0.7109) loss_vfl_aux_1: 0.6903 (0.6884) loss_vfl_aux_2: 0.6675 (0.6711) loss_vfl_aux_3: 0.6575 (0.6554) loss_vfl_aux_4: 0.6411 (0.6460) loss_vfl_dn_0: 0.4795 (0.4829) loss_vfl_dn_1: 0.4150 (0.4132) loss_vfl_dn_2: 0.4042 (0.3970) loss_vfl_dn_3: 0.3942 (0.3889) loss_vfl_dn_4: 0.3910 (0.3861) loss_vfl_dn_5: 0.3916 (0.3857) loss_vfl_dn_pre: 0.4803 (0.4833) loss_vfl_enc_0: 0.6976 (0.7166) loss_vfl_pre: 0.6997 (0.7128) time: 0.7025 data: 0.0213 max mem: 9121 Epoch: [55] [1500/3696] eta: 0:34:44 lr: 0.000013 loss: 30.8148 (30.8391) loss_bbox: 0.1531 (0.1662) loss_bbox_aux_0: 0.1744 (0.1783) loss_bbox_aux_1: 0.1583 (0.1688) loss_bbox_aux_2: 0.1537 (0.1668) loss_bbox_aux_3: 0.1531 (0.1663) loss_bbox_aux_4: 0.1531 (0.1662) loss_bbox_dn_0: 0.2379 (0.2283) loss_bbox_dn_1: 0.1676 (0.1674) loss_bbox_dn_2: 0.1556 (0.1572) loss_bbox_dn_3: 0.1508 (0.1539) loss_bbox_dn_4: 0.1497 (0.1532) loss_bbox_dn_5: 0.1497 (0.1532) loss_bbox_dn_pre: 0.2422 (0.2342) loss_bbox_enc_0: 0.2053 (0.2113) loss_bbox_pre: 0.1744 (0.1786) loss_dfl: 0.9482 (0.9560) loss_fgl_aux_0: 0.9744 (0.9873) loss_fgl_aux_1: 0.9459 (0.9582) loss_fgl_aux_2: 0.9473 (0.9561) loss_fgl_aux_3: 0.9483 (0.9560) loss_fgl_aux_4: 0.9482 (0.9560) loss_fgl_dn_0: 1.0808 (1.0826) loss_fgl_dn_1: 0.9766 (0.9793) loss_fgl_dn_2: 0.9674 (0.9705) loss_fgl_dn_3: 0.9671 (0.9711) loss_fgl_dn_4: 0.9672 (0.9716) loss_fgl_dn_5: 0.9672 (0.9716) loss_giou: 0.5445 (0.5488) loss_giou_aux_0: 0.5658 (0.5740) loss_giou_aux_1: 0.5511 (0.5546) loss_giou_aux_2: 0.5474 (0.5499) loss_giou_aux_3: 0.5448 (0.5489) loss_giou_aux_4: 0.5446 (0.5488) loss_giou_dn_0: 0.5459 (0.5490) loss_giou_dn_1: 0.4321 (0.4369) loss_giou_dn_2: 0.4133 (0.4199) loss_giou_dn_3: 0.4100 (0.4151) loss_giou_dn_4: 0.4091 (0.4140) loss_giou_dn_5: 0.4091 (0.4140) loss_giou_dn_pre: 0.5442 (0.5485) loss_giou_enc_0: 0.6324 (0.6462) loss_giou_pre: 0.5656 (0.5726) loss_ddf_aux_0: 0.0471 (0.0515) loss_ddf_aux_1: 0.0069 (0.0072) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2395 (0.2478) loss_ddf_dn_1: 0.0316 (0.0332) loss_ddf_dn_2: 0.0067 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6235 (0.6441) loss_vfl_aux_0: 0.6958 (0.7106) loss_vfl_aux_1: 0.6823 (0.6882) loss_vfl_aux_2: 0.6572 (0.6710) loss_vfl_aux_3: 0.6325 (0.6555) loss_vfl_aux_4: 0.6286 (0.6461) loss_vfl_dn_0: 0.4804 (0.4830) loss_vfl_dn_1: 0.4120 (0.4132) loss_vfl_dn_2: 0.3961 (0.3969) loss_vfl_dn_3: 0.3869 (0.3888) loss_vfl_dn_4: 0.3826 (0.3860) loss_vfl_dn_5: 0.3800 (0.3856) loss_vfl_dn_pre: 0.4823 (0.4834) loss_vfl_enc_0: 0.7040 (0.7166) loss_vfl_pre: 0.6988 (0.7125) time: 0.8035 data: 0.0219 max mem: 9121 Epoch: [55] [1600/3696] eta: 0:32:46 lr: 0.000013 loss: 30.4634 (30.8370) loss_bbox: 0.1506 (0.1662) loss_bbox_aux_0: 0.1630 (0.1783) loss_bbox_aux_1: 0.1528 (0.1689) loss_bbox_aux_2: 0.1522 (0.1668) loss_bbox_aux_3: 0.1500 (0.1663) loss_bbox_aux_4: 0.1506 (0.1662) loss_bbox_dn_0: 0.2199 (0.2282) loss_bbox_dn_1: 0.1572 (0.1671) loss_bbox_dn_2: 0.1466 (0.1570) loss_bbox_dn_3: 0.1443 (0.1537) loss_bbox_dn_4: 0.1433 (0.1530) loss_bbox_dn_5: 0.1433 (0.1530) loss_bbox_dn_pre: 0.2246 (0.2340) loss_bbox_enc_0: 0.2018 (0.2115) loss_bbox_pre: 0.1644 (0.1787) loss_dfl: 0.9537 (0.9561) loss_fgl_aux_0: 0.9908 (0.9874) loss_fgl_aux_1: 0.9579 (0.9583) loss_fgl_aux_2: 0.9547 (0.9562) loss_fgl_aux_3: 0.9536 (0.9561) loss_fgl_aux_4: 0.9536 (0.9561) loss_fgl_dn_0: 1.0825 (1.0826) loss_fgl_dn_1: 0.9716 (0.9792) loss_fgl_dn_2: 0.9631 (0.9704) loss_fgl_dn_3: 0.9635 (0.9710) loss_fgl_dn_4: 0.9632 (0.9715) loss_fgl_dn_5: 0.9632 (0.9715) loss_giou: 0.5119 (0.5487) loss_giou_aux_0: 0.5386 (0.5739) loss_giou_aux_1: 0.5212 (0.5545) loss_giou_aux_2: 0.5171 (0.5498) loss_giou_aux_3: 0.5141 (0.5488) loss_giou_aux_4: 0.5122 (0.5487) loss_giou_dn_0: 0.5266 (0.5490) loss_giou_dn_1: 0.4124 (0.4368) loss_giou_dn_2: 0.3988 (0.4198) loss_giou_dn_3: 0.3958 (0.4150) loss_giou_dn_4: 0.3952 (0.4139) loss_giou_dn_5: 0.3951 (0.4139) loss_giou_dn_pre: 0.5287 (0.5484) loss_giou_enc_0: 0.6129 (0.6462) loss_giou_pre: 0.5385 (0.5725) loss_ddf_aux_0: 0.0505 (0.0514) loss_ddf_aux_1: 0.0071 (0.0072) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2526 (0.2474) loss_ddf_dn_1: 0.0364 (0.0332) loss_ddf_dn_2: 0.0070 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6548 (0.6441) loss_vfl_aux_0: 0.7183 (0.7109) loss_vfl_aux_1: 0.6967 (0.6882) loss_vfl_aux_2: 0.6769 (0.6712) loss_vfl_aux_3: 0.6630 (0.6554) loss_vfl_aux_4: 0.6603 (0.6461) loss_vfl_dn_0: 0.4846 (0.4829) loss_vfl_dn_1: 0.4106 (0.4132) loss_vfl_dn_2: 0.3943 (0.3968) loss_vfl_dn_3: 0.3861 (0.3888) loss_vfl_dn_4: 0.3827 (0.3859) loss_vfl_dn_5: 0.3817 (0.3855) loss_vfl_dn_pre: 0.4850 (0.4833) loss_vfl_enc_0: 0.7338 (0.7169) loss_vfl_pre: 0.7197 (0.7128) time: 0.9334 data: 0.0230 max mem: 9121 Epoch: [55] [1700/3696] eta: 0:30:51 lr: 0.000013 loss: 31.1402 (30.8371) loss_bbox: 0.1593 (0.1659) loss_bbox_aux_0: 0.1701 (0.1780) loss_bbox_aux_1: 0.1607 (0.1686) loss_bbox_aux_2: 0.1599 (0.1665) loss_bbox_aux_3: 0.1594 (0.1660) loss_bbox_aux_4: 0.1593 (0.1659) loss_bbox_dn_0: 0.2160 (0.2278) loss_bbox_dn_1: 0.1519 (0.1669) loss_bbox_dn_2: 0.1465 (0.1567) loss_bbox_dn_3: 0.1401 (0.1535) loss_bbox_dn_4: 0.1395 (0.1528) loss_bbox_dn_5: 0.1397 (0.1528) loss_bbox_dn_pre: 0.2233 (0.2336) loss_bbox_enc_0: 0.2076 (0.2111) loss_bbox_pre: 0.1709 (0.1784) loss_dfl: 0.9396 (0.9566) loss_fgl_aux_0: 0.9714 (0.9879) loss_fgl_aux_1: 0.9449 (0.9588) loss_fgl_aux_2: 0.9422 (0.9567) loss_fgl_aux_3: 0.9404 (0.9566) loss_fgl_aux_4: 0.9397 (0.9566) loss_fgl_dn_0: 1.0840 (1.0828) loss_fgl_dn_1: 0.9762 (0.9794) loss_fgl_dn_2: 0.9667 (0.9706) loss_fgl_dn_3: 0.9670 (0.9713) loss_fgl_dn_4: 0.9679 (0.9718) loss_fgl_dn_5: 0.9680 (0.9718) loss_giou: 0.5777 (0.5483) loss_giou_aux_0: 0.5993 (0.5735) loss_giou_aux_1: 0.5839 (0.5541) loss_giou_aux_2: 0.5775 (0.5493) loss_giou_aux_3: 0.5776 (0.5484) loss_giou_aux_4: 0.5776 (0.5483) loss_giou_dn_0: 0.5425 (0.5489) loss_giou_dn_1: 0.4312 (0.4367) loss_giou_dn_2: 0.4099 (0.4198) loss_giou_dn_3: 0.4058 (0.4149) loss_giou_dn_4: 0.4038 (0.4139) loss_giou_dn_5: 0.4040 (0.4139) loss_giou_dn_pre: 0.5424 (0.5483) loss_giou_enc_0: 0.6838 (0.6457) loss_giou_pre: 0.5993 (0.5721) loss_ddf_aux_0: 0.0540 (0.0514) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2532 (0.2475) loss_ddf_dn_1: 0.0366 (0.0333) loss_ddf_dn_2: 0.0077 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6529 (0.6444) loss_vfl_aux_0: 0.7293 (0.7115) loss_vfl_aux_1: 0.7098 (0.6887) loss_vfl_aux_2: 0.6841 (0.6713) loss_vfl_aux_3: 0.6664 (0.6556) loss_vfl_aux_4: 0.6581 (0.6464) loss_vfl_dn_0: 0.4933 (0.4830) loss_vfl_dn_1: 0.4164 (0.4133) loss_vfl_dn_2: 0.3998 (0.3969) loss_vfl_dn_3: 0.3891 (0.3889) loss_vfl_dn_4: 0.3867 (0.3861) loss_vfl_dn_5: 0.3869 (0.3856) loss_vfl_dn_pre: 0.4926 (0.4835) loss_vfl_enc_0: 0.7354 (0.7174) loss_vfl_pre: 0.7244 (0.7134) time: 0.7653 data: 0.0302 max mem: 9121 Epoch: [55] [1800/3696] eta: 0:29:00 lr: 0.000013 loss: 30.6448 (30.8397) loss_bbox: 0.1627 (0.1659) loss_bbox_aux_0: 0.1724 (0.1781) loss_bbox_aux_1: 0.1639 (0.1686) loss_bbox_aux_2: 0.1629 (0.1665) loss_bbox_aux_3: 0.1626 (0.1660) loss_bbox_aux_4: 0.1627 (0.1659) loss_bbox_dn_0: 0.2219 (0.2278) loss_bbox_dn_1: 0.1599 (0.1669) loss_bbox_dn_2: 0.1523 (0.1567) loss_bbox_dn_3: 0.1499 (0.1535) loss_bbox_dn_4: 0.1499 (0.1528) loss_bbox_dn_5: 0.1499 (0.1528) loss_bbox_dn_pre: 0.2272 (0.2337) loss_bbox_enc_0: 0.1961 (0.2111) loss_bbox_pre: 0.1729 (0.1784) loss_dfl: 0.9672 (0.9569) loss_fgl_aux_0: 1.0012 (0.9882) loss_fgl_aux_1: 0.9699 (0.9592) loss_fgl_aux_2: 0.9682 (0.9570) loss_fgl_aux_3: 0.9686 (0.9570) loss_fgl_aux_4: 0.9672 (0.9569) loss_fgl_dn_0: 1.0926 (1.0829) loss_fgl_dn_1: 0.9852 (0.9796) loss_fgl_dn_2: 0.9784 (0.9707) loss_fgl_dn_3: 0.9777 (0.9714) loss_fgl_dn_4: 0.9778 (0.9719) loss_fgl_dn_5: 0.9778 (0.9719) loss_giou: 0.5134 (0.5480) loss_giou_aux_0: 0.5373 (0.5733) loss_giou_aux_1: 0.5227 (0.5538) loss_giou_aux_2: 0.5161 (0.5491) loss_giou_aux_3: 0.5146 (0.5482) loss_giou_aux_4: 0.5135 (0.5480) loss_giou_dn_0: 0.5179 (0.5489) loss_giou_dn_1: 0.4066 (0.4367) loss_giou_dn_2: 0.3840 (0.4197) loss_giou_dn_3: 0.3803 (0.4149) loss_giou_dn_4: 0.3798 (0.4138) loss_giou_dn_5: 0.3798 (0.4138) loss_giou_dn_pre: 0.5170 (0.5483) loss_giou_enc_0: 0.5941 (0.6454) loss_giou_pre: 0.5375 (0.5719) loss_ddf_aux_0: 0.0470 (0.0515) loss_ddf_aux_1: 0.0069 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2430 (0.2475) loss_ddf_dn_1: 0.0331 (0.0333) loss_ddf_dn_2: 0.0071 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6617 (0.6445) loss_vfl_aux_0: 0.7289 (0.7118) loss_vfl_aux_1: 0.7031 (0.6888) loss_vfl_aux_2: 0.6912 (0.6714) loss_vfl_aux_3: 0.6715 (0.6558) loss_vfl_aux_4: 0.6632 (0.6465) loss_vfl_dn_0: 0.4899 (0.4831) loss_vfl_dn_1: 0.4109 (0.4133) loss_vfl_dn_2: 0.3950 (0.3970) loss_vfl_dn_3: 0.3866 (0.3889) loss_vfl_dn_4: 0.3839 (0.3861) loss_vfl_dn_5: 0.3844 (0.3857) loss_vfl_dn_pre: 0.4899 (0.4835) loss_vfl_enc_0: 0.7274 (0.7176) loss_vfl_pre: 0.7344 (0.7137) time: 0.6870 data: 0.0265 max mem: 9121 Epoch: [55] [1900/3696] eta: 0:27:10 lr: 0.000013 loss: 30.7044 (30.8383) loss_bbox: 0.1564 (0.1662) loss_bbox_aux_0: 0.1696 (0.1784) loss_bbox_aux_1: 0.1595 (0.1689) loss_bbox_aux_2: 0.1570 (0.1668) loss_bbox_aux_3: 0.1565 (0.1663) loss_bbox_aux_4: 0.1564 (0.1662) loss_bbox_dn_0: 0.2227 (0.2283) loss_bbox_dn_1: 0.1621 (0.1673) loss_bbox_dn_2: 0.1516 (0.1571) loss_bbox_dn_3: 0.1469 (0.1539) loss_bbox_dn_4: 0.1463 (0.1532) loss_bbox_dn_5: 0.1463 (0.1532) loss_bbox_dn_pre: 0.2252 (0.2342) loss_bbox_enc_0: 0.2048 (0.2114) loss_bbox_pre: 0.1693 (0.1787) loss_dfl: 0.9547 (0.9570) loss_fgl_aux_0: 0.9920 (0.9883) loss_fgl_aux_1: 0.9550 (0.9592) loss_fgl_aux_2: 0.9535 (0.9571) loss_fgl_aux_3: 0.9548 (0.9570) loss_fgl_aux_4: 0.9548 (0.9570) loss_fgl_dn_0: 1.0796 (1.0829) loss_fgl_dn_1: 0.9711 (0.9795) loss_fgl_dn_2: 0.9630 (0.9706) loss_fgl_dn_3: 0.9626 (0.9713) loss_fgl_dn_4: 0.9637 (0.9718) loss_fgl_dn_5: 0.9637 (0.9718) loss_giou: 0.5240 (0.5475) loss_giou_aux_0: 0.5436 (0.5727) loss_giou_aux_1: 0.5279 (0.5533) loss_giou_aux_2: 0.5241 (0.5485) loss_giou_aux_3: 0.5233 (0.5476) loss_giou_aux_4: 0.5239 (0.5475) loss_giou_dn_0: 0.5384 (0.5487) loss_giou_dn_1: 0.4285 (0.4366) loss_giou_dn_2: 0.4151 (0.4196) loss_giou_dn_3: 0.4116 (0.4148) loss_giou_dn_4: 0.4102 (0.4137) loss_giou_dn_5: 0.4102 (0.4137) loss_giou_dn_pre: 0.5379 (0.5481) loss_giou_enc_0: 0.6134 (0.6447) loss_giou_pre: 0.5440 (0.5713) loss_ddf_aux_0: 0.0495 (0.0515) loss_ddf_aux_1: 0.0065 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2491 (0.2474) loss_ddf_dn_1: 0.0364 (0.0333) loss_ddf_dn_2: 0.0085 (0.0075) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6368 (0.6442) loss_vfl_aux_0: 0.7131 (0.7117) loss_vfl_aux_1: 0.6888 (0.6887) loss_vfl_aux_2: 0.6632 (0.6712) loss_vfl_aux_3: 0.6578 (0.6555) loss_vfl_aux_4: 0.6403 (0.6462) loss_vfl_dn_0: 0.4797 (0.4831) loss_vfl_dn_1: 0.4109 (0.4133) loss_vfl_dn_2: 0.3930 (0.3970) loss_vfl_dn_3: 0.3858 (0.3889) loss_vfl_dn_4: 0.3827 (0.3861) loss_vfl_dn_5: 0.3810 (0.3857) loss_vfl_dn_pre: 0.4810 (0.4835) loss_vfl_enc_0: 0.7099 (0.7176) loss_vfl_pre: 0.7170 (0.7137) time: 0.7180 data: 0.0225 max mem: 9121 Epoch: [55] [2000/3696] eta: 0:25:25 lr: 0.000013 loss: 30.3462 (30.8340) loss_bbox: 0.1578 (0.1661) loss_bbox_aux_0: 0.1642 (0.1783) loss_bbox_aux_1: 0.1585 (0.1688) loss_bbox_aux_2: 0.1566 (0.1667) loss_bbox_aux_3: 0.1578 (0.1662) loss_bbox_aux_4: 0.1578 (0.1661) loss_bbox_dn_0: 0.2193 (0.2282) loss_bbox_dn_1: 0.1508 (0.1672) loss_bbox_dn_2: 0.1423 (0.1571) loss_bbox_dn_3: 0.1379 (0.1538) loss_bbox_dn_4: 0.1379 (0.1531) loss_bbox_dn_5: 0.1378 (0.1531) loss_bbox_dn_pre: 0.2277 (0.2341) loss_bbox_enc_0: 0.2020 (0.2114) loss_bbox_pre: 0.1651 (0.1787) loss_dfl: 0.9511 (0.9568) loss_fgl_aux_0: 0.9831 (0.9882) loss_fgl_aux_1: 0.9527 (0.9591) loss_fgl_aux_2: 0.9513 (0.9569) loss_fgl_aux_3: 0.9503 (0.9568) loss_fgl_aux_4: 0.9509 (0.9568) loss_fgl_dn_0: 1.0768 (1.0829) loss_fgl_dn_1: 0.9724 (0.9795) loss_fgl_dn_2: 0.9611 (0.9706) loss_fgl_dn_3: 0.9622 (0.9713) loss_fgl_dn_4: 0.9633 (0.9718) loss_fgl_dn_5: 0.9632 (0.9718) loss_giou: 0.5219 (0.5475) loss_giou_aux_0: 0.5459 (0.5727) loss_giou_aux_1: 0.5288 (0.5533) loss_giou_aux_2: 0.5225 (0.5486) loss_giou_aux_3: 0.5210 (0.5477) loss_giou_aux_4: 0.5219 (0.5476) loss_giou_dn_0: 0.5461 (0.5487) loss_giou_dn_1: 0.4361 (0.4367) loss_giou_dn_2: 0.4161 (0.4197) loss_giou_dn_3: 0.4117 (0.4149) loss_giou_dn_4: 0.4109 (0.4138) loss_giou_dn_5: 0.4109 (0.4138) loss_giou_dn_pre: 0.5452 (0.5482) loss_giou_enc_0: 0.6144 (0.6445) loss_giou_pre: 0.5441 (0.5712) loss_ddf_aux_0: 0.0521 (0.0516) loss_ddf_aux_1: 0.0068 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2449 (0.2474) loss_ddf_dn_1: 0.0323 (0.0333) loss_ddf_dn_2: 0.0071 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6309 (0.6439) loss_vfl_aux_0: 0.6780 (0.7114) loss_vfl_aux_1: 0.6512 (0.6884) loss_vfl_aux_2: 0.6599 (0.6709) loss_vfl_aux_3: 0.6428 (0.6552) loss_vfl_aux_4: 0.6373 (0.6460) loss_vfl_dn_0: 0.4784 (0.4830) loss_vfl_dn_1: 0.4011 (0.4132) loss_vfl_dn_2: 0.3880 (0.3969) loss_vfl_dn_3: 0.3790 (0.3888) loss_vfl_dn_4: 0.3755 (0.3860) loss_vfl_dn_5: 0.3751 (0.3856) loss_vfl_dn_pre: 0.4791 (0.4835) loss_vfl_enc_0: 0.6928 (0.7175) loss_vfl_pre: 0.6796 (0.7135) time: 0.7244 data: 0.0277 max mem: 9121 Epoch: [55] [2100/3696] eta: 0:23:44 lr: 0.000013 loss: 30.8891 (30.8390) loss_bbox: 0.1481 (0.1662) loss_bbox_aux_0: 0.1598 (0.1783) loss_bbox_aux_1: 0.1495 (0.1688) loss_bbox_aux_2: 0.1484 (0.1668) loss_bbox_aux_3: 0.1481 (0.1663) loss_bbox_aux_4: 0.1481 (0.1662) loss_bbox_dn_0: 0.2198 (0.2280) loss_bbox_dn_1: 0.1561 (0.1672) loss_bbox_dn_2: 0.1457 (0.1570) loss_bbox_dn_3: 0.1432 (0.1539) loss_bbox_dn_4: 0.1433 (0.1532) loss_bbox_dn_5: 0.1434 (0.1532) loss_bbox_dn_pre: 0.2231 (0.2339) loss_bbox_enc_0: 0.1991 (0.2113) loss_bbox_pre: 0.1600 (0.1787) loss_dfl: 0.9599 (0.9570) loss_fgl_aux_0: 0.9986 (0.9884) loss_fgl_aux_1: 0.9646 (0.9593) loss_fgl_aux_2: 0.9594 (0.9571) loss_fgl_aux_3: 0.9601 (0.9570) loss_fgl_aux_4: 0.9601 (0.9570) loss_fgl_dn_0: 1.0805 (1.0829) loss_fgl_dn_1: 0.9777 (0.9796) loss_fgl_dn_2: 0.9665 (0.9707) loss_fgl_dn_3: 0.9664 (0.9714) loss_fgl_dn_4: 0.9666 (0.9719) loss_fgl_dn_5: 0.9666 (0.9719) loss_giou: 0.5131 (0.5476) loss_giou_aux_0: 0.5346 (0.5727) loss_giou_aux_1: 0.5161 (0.5533) loss_giou_aux_2: 0.5122 (0.5487) loss_giou_aux_3: 0.5116 (0.5477) loss_giou_aux_4: 0.5132 (0.5476) loss_giou_dn_0: 0.5246 (0.5487) loss_giou_dn_1: 0.4112 (0.4368) loss_giou_dn_2: 0.3966 (0.4198) loss_giou_dn_3: 0.3889 (0.4149) loss_giou_dn_4: 0.3871 (0.4139) loss_giou_dn_5: 0.3870 (0.4139) loss_giou_dn_pre: 0.5229 (0.5481) loss_giou_enc_0: 0.6003 (0.6446) loss_giou_pre: 0.5333 (0.5712) loss_ddf_aux_0: 0.0496 (0.0515) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2296 (0.2471) loss_ddf_dn_1: 0.0313 (0.0333) loss_ddf_dn_2: 0.0073 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6400 (0.6441) loss_vfl_aux_0: 0.7271 (0.7119) loss_vfl_aux_1: 0.7010 (0.6888) loss_vfl_aux_2: 0.6706 (0.6713) loss_vfl_aux_3: 0.6526 (0.6554) loss_vfl_aux_4: 0.6376 (0.6462) loss_vfl_dn_0: 0.4822 (0.4830) loss_vfl_dn_1: 0.4144 (0.4133) loss_vfl_dn_2: 0.3952 (0.3970) loss_vfl_dn_3: 0.3854 (0.3889) loss_vfl_dn_4: 0.3864 (0.3861) loss_vfl_dn_5: 0.3848 (0.3857) loss_vfl_dn_pre: 0.4827 (0.4835) loss_vfl_enc_0: 0.7271 (0.7178) loss_vfl_pre: 0.7300 (0.7140) time: 0.7541 data: 0.0338 max mem: 9121 Epoch: [55] [2200/3696] eta: 0:22:06 lr: 0.000013 loss: 30.7201 (30.8453) loss_bbox: 0.1524 (0.1661) loss_bbox_aux_0: 0.1650 (0.1782) loss_bbox_aux_1: 0.1572 (0.1687) loss_bbox_aux_2: 0.1531 (0.1666) loss_bbox_aux_3: 0.1527 (0.1661) loss_bbox_aux_4: 0.1523 (0.1661) loss_bbox_dn_0: 0.2133 (0.2277) loss_bbox_dn_1: 0.1498 (0.1669) loss_bbox_dn_2: 0.1418 (0.1568) loss_bbox_dn_3: 0.1374 (0.1536) loss_bbox_dn_4: 0.1366 (0.1529) loss_bbox_dn_5: 0.1367 (0.1529) loss_bbox_dn_pre: 0.2172 (0.2335) loss_bbox_enc_0: 0.1985 (0.2110) loss_bbox_pre: 0.1649 (0.1785) loss_dfl: 0.9596 (0.9569) loss_fgl_aux_0: 0.9920 (0.9882) loss_fgl_aux_1: 0.9597 (0.9591) loss_fgl_aux_2: 0.9595 (0.9570) loss_fgl_aux_3: 0.9598 (0.9569) loss_fgl_aux_4: 0.9596 (0.9569) loss_fgl_dn_0: 1.0930 (1.0829) loss_fgl_dn_1: 0.9783 (0.9797) loss_fgl_dn_2: 0.9670 (0.9708) loss_fgl_dn_3: 0.9677 (0.9715) loss_fgl_dn_4: 0.9678 (0.9720) loss_fgl_dn_5: 0.9677 (0.9720) loss_giou: 0.5302 (0.5485) loss_giou_aux_0: 0.5547 (0.5736) loss_giou_aux_1: 0.5358 (0.5542) loss_giou_aux_2: 0.5307 (0.5496) loss_giou_aux_3: 0.5297 (0.5487) loss_giou_aux_4: 0.5302 (0.5486) loss_giou_dn_0: 0.5566 (0.5493) loss_giou_dn_1: 0.4381 (0.4373) loss_giou_dn_2: 0.4196 (0.4203) loss_giou_dn_3: 0.4173 (0.4155) loss_giou_dn_4: 0.4161 (0.4144) loss_giou_dn_5: 0.4161 (0.4144) loss_giou_dn_pre: 0.5580 (0.5487) loss_giou_enc_0: 0.6116 (0.6455) loss_giou_pre: 0.5541 (0.5721) loss_ddf_aux_0: 0.0571 (0.0514) loss_ddf_aux_1: 0.0074 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2660 (0.2472) loss_ddf_dn_1: 0.0358 (0.0333) loss_ddf_dn_2: 0.0079 (0.0075) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6324 (0.6441) loss_vfl_aux_0: 0.7175 (0.7117) loss_vfl_aux_1: 0.6863 (0.6885) loss_vfl_aux_2: 0.6685 (0.6712) loss_vfl_aux_3: 0.6433 (0.6553) loss_vfl_aux_4: 0.6262 (0.6460) loss_vfl_dn_0: 0.4805 (0.4830) loss_vfl_dn_1: 0.4071 (0.4133) loss_vfl_dn_2: 0.3918 (0.3970) loss_vfl_dn_3: 0.3843 (0.3890) loss_vfl_dn_4: 0.3811 (0.3862) loss_vfl_dn_5: 0.3816 (0.3857) loss_vfl_dn_pre: 0.4810 (0.4834) loss_vfl_enc_0: 0.7097 (0.7176) loss_vfl_pre: 0.7188 (0.7138) time: 0.7456 data: 0.0293 max mem: 9121 Epoch: [55] [2300/3696] eta: 0:20:31 lr: 0.000013 loss: 31.0782 (30.8486) loss_bbox: 0.1697 (0.1660) loss_bbox_aux_0: 0.1771 (0.1781) loss_bbox_aux_1: 0.1682 (0.1686) loss_bbox_aux_2: 0.1699 (0.1666) loss_bbox_aux_3: 0.1699 (0.1661) loss_bbox_aux_4: 0.1696 (0.1660) loss_bbox_dn_0: 0.2250 (0.2275) loss_bbox_dn_1: 0.1674 (0.1668) loss_bbox_dn_2: 0.1579 (0.1567) loss_bbox_dn_3: 0.1525 (0.1535) loss_bbox_dn_4: 0.1522 (0.1528) loss_bbox_dn_5: 0.1522 (0.1528) loss_bbox_dn_pre: 0.2290 (0.2333) loss_bbox_enc_0: 0.2086 (0.2109) loss_bbox_pre: 0.1756 (0.1784) loss_dfl: 0.9548 (0.9570) loss_fgl_aux_0: 0.9905 (0.9883) loss_fgl_aux_1: 0.9553 (0.9593) loss_fgl_aux_2: 0.9527 (0.9571) loss_fgl_aux_3: 0.9542 (0.9570) loss_fgl_aux_4: 0.9545 (0.9570) loss_fgl_dn_0: 1.0867 (1.0830) loss_fgl_dn_1: 0.9842 (0.9798) loss_fgl_dn_2: 0.9748 (0.9710) loss_fgl_dn_3: 0.9762 (0.9717) loss_fgl_dn_4: 0.9771 (0.9722) loss_fgl_dn_5: 0.9770 (0.9722) loss_giou: 0.5563 (0.5487) loss_giou_aux_0: 0.5799 (0.5737) loss_giou_aux_1: 0.5630 (0.5544) loss_giou_aux_2: 0.5568 (0.5498) loss_giou_aux_3: 0.5563 (0.5489) loss_giou_aux_4: 0.5562 (0.5487) loss_giou_dn_0: 0.5586 (0.5495) loss_giou_dn_1: 0.4492 (0.4375) loss_giou_dn_2: 0.4388 (0.4205) loss_giou_dn_3: 0.4314 (0.4157) loss_giou_dn_4: 0.4297 (0.4146) loss_giou_dn_5: 0.4297 (0.4146) loss_giou_dn_pre: 0.5586 (0.5490) loss_giou_enc_0: 0.6516 (0.6455) loss_giou_pre: 0.5773 (0.5723) loss_ddf_aux_0: 0.0482 (0.0514) loss_ddf_aux_1: 0.0073 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2378 (0.2472) loss_ddf_dn_1: 0.0310 (0.0333) loss_ddf_dn_2: 0.0074 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6418 (0.6440) loss_vfl_aux_0: 0.7033 (0.7119) loss_vfl_aux_1: 0.6788 (0.6885) loss_vfl_aux_2: 0.6630 (0.6712) loss_vfl_aux_3: 0.6503 (0.6552) loss_vfl_aux_4: 0.6379 (0.6459) loss_vfl_dn_0: 0.4822 (0.4830) loss_vfl_dn_1: 0.4141 (0.4133) loss_vfl_dn_2: 0.3989 (0.3971) loss_vfl_dn_3: 0.3887 (0.3890) loss_vfl_dn_4: 0.3848 (0.3862) loss_vfl_dn_5: 0.3850 (0.3858) loss_vfl_dn_pre: 0.4828 (0.4835) loss_vfl_enc_0: 0.7129 (0.7177) loss_vfl_pre: 0.7053 (0.7140) time: 0.7654 data: 0.0271 max mem: 9121 Epoch: [55] [2400/3696] eta: 0:18:56 lr: 0.000013 loss: 30.5050 (30.8414) loss_bbox: 0.1585 (0.1659) loss_bbox_aux_0: 0.1727 (0.1779) loss_bbox_aux_1: 0.1678 (0.1685) loss_bbox_aux_2: 0.1632 (0.1664) loss_bbox_aux_3: 0.1591 (0.1660) loss_bbox_aux_4: 0.1585 (0.1659) loss_bbox_dn_0: 0.2304 (0.2275) loss_bbox_dn_1: 0.1699 (0.1667) loss_bbox_dn_2: 0.1608 (0.1566) loss_bbox_dn_3: 0.1564 (0.1534) loss_bbox_dn_4: 0.1562 (0.1527) loss_bbox_dn_5: 0.1562 (0.1527) loss_bbox_dn_pre: 0.2334 (0.2333) loss_bbox_enc_0: 0.2046 (0.2107) loss_bbox_pre: 0.1732 (0.1783) loss_dfl: 0.9604 (0.9569) loss_fgl_aux_0: 0.9981 (0.9883) loss_fgl_aux_1: 0.9643 (0.9592) loss_fgl_aux_2: 0.9613 (0.9570) loss_fgl_aux_3: 0.9608 (0.9569) loss_fgl_aux_4: 0.9603 (0.9569) loss_fgl_dn_0: 1.0897 (1.0831) loss_fgl_dn_1: 0.9812 (0.9797) loss_fgl_dn_2: 0.9717 (0.9709) loss_fgl_dn_3: 0.9733 (0.9716) loss_fgl_dn_4: 0.9741 (0.9721) loss_fgl_dn_5: 0.9741 (0.9721) loss_giou: 0.5201 (0.5487) loss_giou_aux_0: 0.5380 (0.5736) loss_giou_aux_1: 0.5249 (0.5544) loss_giou_aux_2: 0.5203 (0.5497) loss_giou_aux_3: 0.5198 (0.5488) loss_giou_aux_4: 0.5202 (0.5487) loss_giou_dn_0: 0.5411 (0.5495) loss_giou_dn_1: 0.4147 (0.4374) loss_giou_dn_2: 0.3931 (0.4204) loss_giou_dn_3: 0.3885 (0.4156) loss_giou_dn_4: 0.3885 (0.4145) loss_giou_dn_5: 0.3885 (0.4145) loss_giou_dn_pre: 0.5397 (0.5489) loss_giou_enc_0: 0.5949 (0.6453) loss_giou_pre: 0.5368 (0.5722) loss_ddf_aux_0: 0.0502 (0.0515) loss_ddf_aux_1: 0.0070 (0.0072) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2407 (0.2472) loss_ddf_dn_1: 0.0343 (0.0334) loss_ddf_dn_2: 0.0081 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6210 (0.6436) loss_vfl_aux_0: 0.7079 (0.7116) loss_vfl_aux_1: 0.6786 (0.6882) loss_vfl_aux_2: 0.6558 (0.6709) loss_vfl_aux_3: 0.6446 (0.6548) loss_vfl_aux_4: 0.6263 (0.6456) loss_vfl_dn_0: 0.4801 (0.4829) loss_vfl_dn_1: 0.4135 (0.4131) loss_vfl_dn_2: 0.3999 (0.3970) loss_vfl_dn_3: 0.3891 (0.3889) loss_vfl_dn_4: 0.3847 (0.3861) loss_vfl_dn_5: 0.3854 (0.3856) loss_vfl_dn_pre: 0.4802 (0.4834) loss_vfl_enc_0: 0.7099 (0.7173) loss_vfl_pre: 0.7119 (0.7138) time: 0.7638 data: 0.0310 max mem: 9121 Epoch: [55] [2500/3696] eta: 0:17:23 lr: 0.000013 loss: 30.9351 (30.8456) loss_bbox: 0.1491 (0.1659) loss_bbox_aux_0: 0.1596 (0.1779) loss_bbox_aux_1: 0.1507 (0.1685) loss_bbox_aux_2: 0.1489 (0.1665) loss_bbox_aux_3: 0.1487 (0.1660) loss_bbox_aux_4: 0.1491 (0.1659) loss_bbox_dn_0: 0.1945 (0.2276) loss_bbox_dn_1: 0.1431 (0.1668) loss_bbox_dn_2: 0.1381 (0.1566) loss_bbox_dn_3: 0.1339 (0.1534) loss_bbox_dn_4: 0.1327 (0.1527) loss_bbox_dn_5: 0.1327 (0.1527) loss_bbox_dn_pre: 0.2017 (0.2334) loss_bbox_enc_0: 0.1844 (0.2107) loss_bbox_pre: 0.1599 (0.1783) loss_dfl: 0.9819 (0.9572) loss_fgl_aux_0: 1.0078 (0.9886) loss_fgl_aux_1: 0.9825 (0.9595) loss_fgl_aux_2: 0.9818 (0.9574) loss_fgl_aux_3: 0.9816 (0.9572) loss_fgl_aux_4: 0.9818 (0.9572) loss_fgl_dn_0: 1.0873 (1.0832) loss_fgl_dn_1: 0.9940 (0.9799) loss_fgl_dn_2: 0.9867 (0.9710) loss_fgl_dn_3: 0.9851 (0.9718) loss_fgl_dn_4: 0.9861 (0.9722) loss_fgl_dn_5: 0.9862 (0.9723) loss_giou: 0.5407 (0.5487) loss_giou_aux_0: 0.5726 (0.5736) loss_giou_aux_1: 0.5474 (0.5544) loss_giou_aux_2: 0.5418 (0.5497) loss_giou_aux_3: 0.5428 (0.5488) loss_giou_aux_4: 0.5405 (0.5487) loss_giou_dn_0: 0.5506 (0.5496) loss_giou_dn_1: 0.4347 (0.4375) loss_giou_dn_2: 0.4159 (0.4205) loss_giou_dn_3: 0.4108 (0.4156) loss_giou_dn_4: 0.4114 (0.4146) loss_giou_dn_5: 0.4118 (0.4146) loss_giou_dn_pre: 0.5507 (0.5490) loss_giou_enc_0: 0.6544 (0.6453) loss_giou_pre: 0.5708 (0.5722) loss_ddf_aux_0: 0.0493 (0.0514) loss_ddf_aux_1: 0.0065 (0.0072) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2420 (0.2473) loss_ddf_dn_1: 0.0310 (0.0334) loss_ddf_dn_2: 0.0069 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6261 (0.6437) loss_vfl_aux_0: 0.7069 (0.7116) loss_vfl_aux_1: 0.6785 (0.6882) loss_vfl_aux_2: 0.6578 (0.6709) loss_vfl_aux_3: 0.6406 (0.6549) loss_vfl_aux_4: 0.6336 (0.6457) loss_vfl_dn_0: 0.4774 (0.4828) loss_vfl_dn_1: 0.4126 (0.4131) loss_vfl_dn_2: 0.3969 (0.3970) loss_vfl_dn_3: 0.3918 (0.3889) loss_vfl_dn_4: 0.3876 (0.3861) loss_vfl_dn_5: 0.3870 (0.3857) loss_vfl_dn_pre: 0.4769 (0.4833) loss_vfl_enc_0: 0.6965 (0.7171) loss_vfl_pre: 0.7126 (0.7138) time: 0.7543 data: 0.0292 max mem: 9121 Epoch: [55] [2600/3696] eta: 0:15:52 lr: 0.000013 loss: 30.9015 (30.8409) loss_bbox: 0.1691 (0.1659) loss_bbox_aux_0: 0.1820 (0.1779) loss_bbox_aux_1: 0.1706 (0.1685) loss_bbox_aux_2: 0.1699 (0.1664) loss_bbox_aux_3: 0.1694 (0.1659) loss_bbox_aux_4: 0.1691 (0.1658) loss_bbox_dn_0: 0.2317 (0.2277) loss_bbox_dn_1: 0.1716 (0.1668) loss_bbox_dn_2: 0.1653 (0.1566) loss_bbox_dn_3: 0.1620 (0.1534) loss_bbox_dn_4: 0.1617 (0.1527) loss_bbox_dn_5: 0.1617 (0.1527) loss_bbox_dn_pre: 0.2365 (0.2335) loss_bbox_enc_0: 0.2145 (0.2106) loss_bbox_pre: 0.1818 (0.1782) loss_dfl: 0.9758 (0.9570) loss_fgl_aux_0: 1.0093 (0.9884) loss_fgl_aux_1: 0.9815 (0.9593) loss_fgl_aux_2: 0.9762 (0.9572) loss_fgl_aux_3: 0.9760 (0.9571) loss_fgl_aux_4: 0.9758 (0.9570) loss_fgl_dn_0: 1.0832 (1.0830) loss_fgl_dn_1: 0.9862 (0.9797) loss_fgl_dn_2: 0.9786 (0.9708) loss_fgl_dn_3: 0.9788 (0.9716) loss_fgl_dn_4: 0.9794 (0.9720) loss_fgl_dn_5: 0.9793 (0.9721) loss_giou: 0.5431 (0.5487) loss_giou_aux_0: 0.5613 (0.5736) loss_giou_aux_1: 0.5485 (0.5544) loss_giou_aux_2: 0.5442 (0.5498) loss_giou_aux_3: 0.5422 (0.5488) loss_giou_aux_4: 0.5429 (0.5487) loss_giou_dn_0: 0.5417 (0.5495) loss_giou_dn_1: 0.4281 (0.4374) loss_giou_dn_2: 0.4135 (0.4204) loss_giou_dn_3: 0.4105 (0.4155) loss_giou_dn_4: 0.4090 (0.4145) loss_giou_dn_5: 0.4089 (0.4145) loss_giou_dn_pre: 0.5390 (0.5489) loss_giou_enc_0: 0.6366 (0.6452) loss_giou_pre: 0.5606 (0.5721) loss_ddf_aux_0: 0.0571 (0.0515) loss_ddf_aux_1: 0.0078 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2565 (0.2477) loss_ddf_dn_1: 0.0377 (0.0335) loss_ddf_dn_2: 0.0077 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6501 (0.6435) loss_vfl_aux_0: 0.7068 (0.7114) loss_vfl_aux_1: 0.6959 (0.6879) loss_vfl_aux_2: 0.6731 (0.6706) loss_vfl_aux_3: 0.6661 (0.6546) loss_vfl_aux_4: 0.6561 (0.6455) loss_vfl_dn_0: 0.4853 (0.4828) loss_vfl_dn_1: 0.4102 (0.4131) loss_vfl_dn_2: 0.3893 (0.3969) loss_vfl_dn_3: 0.3835 (0.3889) loss_vfl_dn_4: 0.3800 (0.3861) loss_vfl_dn_5: 0.3799 (0.3856) loss_vfl_dn_pre: 0.4856 (0.4833) loss_vfl_enc_0: 0.7085 (0.7169) loss_vfl_pre: 0.7094 (0.7136) time: 0.7428 data: 0.0283 max mem: 9121 Epoch: [55] [2700/3696] eta: 0:14:21 lr: 0.000013 loss: 31.2622 (30.8531) loss_bbox: 0.1831 (0.1660) loss_bbox_aux_0: 0.1964 (0.1780) loss_bbox_aux_1: 0.1836 (0.1686) loss_bbox_aux_2: 0.1831 (0.1665) loss_bbox_aux_3: 0.1829 (0.1661) loss_bbox_aux_4: 0.1831 (0.1660) loss_bbox_dn_0: 0.2313 (0.2276) loss_bbox_dn_1: 0.1688 (0.1667) loss_bbox_dn_2: 0.1567 (0.1566) loss_bbox_dn_3: 0.1523 (0.1534) loss_bbox_dn_4: 0.1511 (0.1527) loss_bbox_dn_5: 0.1511 (0.1527) loss_bbox_dn_pre: 0.2360 (0.2334) loss_bbox_enc_0: 0.2243 (0.2106) loss_bbox_pre: 0.1962 (0.1783) loss_dfl: 0.9645 (0.9570) loss_fgl_aux_0: 0.9943 (0.9883) loss_fgl_aux_1: 0.9670 (0.9593) loss_fgl_aux_2: 0.9652 (0.9571) loss_fgl_aux_3: 0.9643 (0.9570) loss_fgl_aux_4: 0.9643 (0.9570) loss_fgl_dn_0: 1.0870 (1.0830) loss_fgl_dn_1: 0.9829 (0.9798) loss_fgl_dn_2: 0.9736 (0.9709) loss_fgl_dn_3: 0.9745 (0.9717) loss_fgl_dn_4: 0.9755 (0.9721) loss_fgl_dn_5: 0.9755 (0.9722) loss_giou: 0.5539 (0.5497) loss_giou_aux_0: 0.5783 (0.5745) loss_giou_aux_1: 0.5576 (0.5553) loss_giou_aux_2: 0.5539 (0.5507) loss_giou_aux_3: 0.5532 (0.5498) loss_giou_aux_4: 0.5537 (0.5497) loss_giou_dn_0: 0.5345 (0.5500) loss_giou_dn_1: 0.4284 (0.4378) loss_giou_dn_2: 0.4114 (0.4208) loss_giou_dn_3: 0.4057 (0.4160) loss_giou_dn_4: 0.4049 (0.4149) loss_giou_dn_5: 0.4048 (0.4149) loss_giou_dn_pre: 0.5346 (0.5494) loss_giou_enc_0: 0.6434 (0.6460) loss_giou_pre: 0.5760 (0.5731) loss_ddf_aux_0: 0.0529 (0.0515) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2405 (0.2476) loss_ddf_dn_1: 0.0341 (0.0335) loss_ddf_dn_2: 0.0072 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6520 (0.6435) loss_vfl_aux_0: 0.7197 (0.7116) loss_vfl_aux_1: 0.6952 (0.6881) loss_vfl_aux_2: 0.6652 (0.6705) loss_vfl_aux_3: 0.6576 (0.6547) loss_vfl_aux_4: 0.6522 (0.6456) loss_vfl_dn_0: 0.4799 (0.4828) loss_vfl_dn_1: 0.4166 (0.4132) loss_vfl_dn_2: 0.4006 (0.3971) loss_vfl_dn_3: 0.3930 (0.3890) loss_vfl_dn_4: 0.3898 (0.3862) loss_vfl_dn_5: 0.3891 (0.3858) loss_vfl_dn_pre: 0.4815 (0.4833) loss_vfl_enc_0: 0.7146 (0.7168) loss_vfl_pre: 0.7230 (0.7137) time: 0.7397 data: 0.0289 max mem: 9121 Epoch: [55] [2800/3696] eta: 0:12:52 lr: 0.000013 loss: 29.8321 (30.8479) loss_bbox: 0.1400 (0.1660) loss_bbox_aux_0: 0.1514 (0.1780) loss_bbox_aux_1: 0.1418 (0.1686) loss_bbox_aux_2: 0.1404 (0.1665) loss_bbox_aux_3: 0.1400 (0.1660) loss_bbox_aux_4: 0.1400 (0.1660) loss_bbox_dn_0: 0.1863 (0.2276) loss_bbox_dn_1: 0.1346 (0.1667) loss_bbox_dn_2: 0.1282 (0.1565) loss_bbox_dn_3: 0.1240 (0.1534) loss_bbox_dn_4: 0.1233 (0.1527) loss_bbox_dn_5: 0.1233 (0.1527) loss_bbox_dn_pre: 0.1894 (0.2334) loss_bbox_enc_0: 0.1833 (0.2106) loss_bbox_pre: 0.1517 (0.1783) loss_dfl: 0.9508 (0.9567) loss_fgl_aux_0: 0.9863 (0.9881) loss_fgl_aux_1: 0.9570 (0.9591) loss_fgl_aux_2: 0.9534 (0.9569) loss_fgl_aux_3: 0.9518 (0.9568) loss_fgl_aux_4: 0.9508 (0.9567) loss_fgl_dn_0: 1.0850 (1.0829) loss_fgl_dn_1: 0.9807 (0.9796) loss_fgl_dn_2: 0.9680 (0.9707) loss_fgl_dn_3: 0.9684 (0.9714) loss_fgl_dn_4: 0.9698 (0.9719) loss_fgl_dn_5: 0.9699 (0.9719) loss_giou: 0.5069 (0.5495) loss_giou_aux_0: 0.5325 (0.5744) loss_giou_aux_1: 0.5103 (0.5551) loss_giou_aux_2: 0.5036 (0.5505) loss_giou_aux_3: 0.5068 (0.5496) loss_giou_aux_4: 0.5068 (0.5495) loss_giou_dn_0: 0.5059 (0.5499) loss_giou_dn_1: 0.3977 (0.4378) loss_giou_dn_2: 0.3846 (0.4207) loss_giou_dn_3: 0.3764 (0.4159) loss_giou_dn_4: 0.3756 (0.4148) loss_giou_dn_5: 0.3756 (0.4148) loss_giou_dn_pre: 0.5058 (0.5493) loss_giou_enc_0: 0.6100 (0.6459) loss_giou_pre: 0.5327 (0.5730) loss_ddf_aux_0: 0.0527 (0.0516) loss_ddf_aux_1: 0.0074 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2471 (0.2475) loss_ddf_dn_1: 0.0335 (0.0335) loss_ddf_dn_2: 0.0072 (0.0075) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6494 (0.6435) loss_vfl_aux_0: 0.7126 (0.7115) loss_vfl_aux_1: 0.6924 (0.6880) loss_vfl_aux_2: 0.6725 (0.6705) loss_vfl_aux_3: 0.6556 (0.6547) loss_vfl_aux_4: 0.6478 (0.6456) loss_vfl_dn_0: 0.4777 (0.4828) loss_vfl_dn_1: 0.4028 (0.4131) loss_vfl_dn_2: 0.3849 (0.3970) loss_vfl_dn_3: 0.3747 (0.3889) loss_vfl_dn_4: 0.3740 (0.3861) loss_vfl_dn_5: 0.3737 (0.3856) loss_vfl_dn_pre: 0.4771 (0.4833) loss_vfl_enc_0: 0.7133 (0.7168) loss_vfl_pre: 0.7186 (0.7137) time: 0.7564 data: 0.0327 max mem: 9121 Epoch: [55] [2900/3696] eta: 0:11:22 lr: 0.000013 loss: 31.5010 (30.8555) loss_bbox: 0.1621 (0.1660) loss_bbox_aux_0: 0.1765 (0.1781) loss_bbox_aux_1: 0.1641 (0.1687) loss_bbox_aux_2: 0.1618 (0.1666) loss_bbox_aux_3: 0.1626 (0.1661) loss_bbox_aux_4: 0.1621 (0.1660) loss_bbox_dn_0: 0.2218 (0.2279) loss_bbox_dn_1: 0.1741 (0.1669) loss_bbox_dn_2: 0.1601 (0.1567) loss_bbox_dn_3: 0.1537 (0.1535) loss_bbox_dn_4: 0.1526 (0.1528) loss_bbox_dn_5: 0.1526 (0.1528) loss_bbox_dn_pre: 0.2259 (0.2337) loss_bbox_enc_0: 0.2124 (0.2108) loss_bbox_pre: 0.1760 (0.1784) loss_dfl: 0.9511 (0.9569) loss_fgl_aux_0: 0.9898 (0.9883) loss_fgl_aux_1: 0.9542 (0.9592) loss_fgl_aux_2: 0.9498 (0.9570) loss_fgl_aux_3: 0.9510 (0.9569) loss_fgl_aux_4: 0.9511 (0.9569) loss_fgl_dn_0: 1.0815 (1.0830) loss_fgl_dn_1: 0.9793 (0.9797) loss_fgl_dn_2: 0.9674 (0.9708) loss_fgl_dn_3: 0.9674 (0.9715) loss_fgl_dn_4: 0.9681 (0.9720) loss_fgl_dn_5: 0.9682 (0.9720) loss_giou: 0.5720 (0.5495) loss_giou_aux_0: 0.5964 (0.5744) loss_giou_aux_1: 0.5743 (0.5551) loss_giou_aux_2: 0.5741 (0.5505) loss_giou_aux_3: 0.5722 (0.5496) loss_giou_aux_4: 0.5722 (0.5495) loss_giou_dn_0: 0.5737 (0.5500) loss_giou_dn_1: 0.4568 (0.4378) loss_giou_dn_2: 0.4416 (0.4207) loss_giou_dn_3: 0.4354 (0.4159) loss_giou_dn_4: 0.4336 (0.4148) loss_giou_dn_5: 0.4336 (0.4148) loss_giou_dn_pre: 0.5723 (0.5494) loss_giou_enc_0: 0.6722 (0.6459) loss_giou_pre: 0.5946 (0.5729) loss_ddf_aux_0: 0.0498 (0.0516) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2529 (0.2474) loss_ddf_dn_1: 0.0343 (0.0335) loss_ddf_dn_2: 0.0081 (0.0075) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6790 (0.6439) loss_vfl_aux_0: 0.7225 (0.7120) loss_vfl_aux_1: 0.7061 (0.6886) loss_vfl_aux_2: 0.6937 (0.6710) loss_vfl_aux_3: 0.6735 (0.6551) loss_vfl_aux_4: 0.6740 (0.6461) loss_vfl_dn_0: 0.4879 (0.4828) loss_vfl_dn_1: 0.4214 (0.4132) loss_vfl_dn_2: 0.4045 (0.3971) loss_vfl_dn_3: 0.3948 (0.3890) loss_vfl_dn_4: 0.3925 (0.3862) loss_vfl_dn_5: 0.3921 (0.3857) loss_vfl_dn_pre: 0.4888 (0.4833) loss_vfl_enc_0: 0.7327 (0.7173) loss_vfl_pre: 0.7263 (0.7142) time: 0.7074 data: 0.0279 max mem: 9121 Epoch: [55] [3000/3696] eta: 0:09:54 lr: 0.000013 loss: 31.5738 (30.8584) loss_bbox: 0.1715 (0.1661) loss_bbox_aux_0: 0.1826 (0.1781) loss_bbox_aux_1: 0.1746 (0.1687) loss_bbox_aux_2: 0.1731 (0.1666) loss_bbox_aux_3: 0.1717 (0.1661) loss_bbox_aux_4: 0.1716 (0.1660) loss_bbox_dn_0: 0.2231 (0.2279) loss_bbox_dn_1: 0.1732 (0.1669) loss_bbox_dn_2: 0.1601 (0.1567) loss_bbox_dn_3: 0.1595 (0.1535) loss_bbox_dn_4: 0.1584 (0.1528) loss_bbox_dn_5: 0.1584 (0.1528) loss_bbox_dn_pre: 0.2342 (0.2337) loss_bbox_enc_0: 0.2126 (0.2108) loss_bbox_pre: 0.1827 (0.1784) loss_dfl: 0.9455 (0.9568) loss_fgl_aux_0: 0.9649 (0.9881) loss_fgl_aux_1: 0.9460 (0.9591) loss_fgl_aux_2: 0.9450 (0.9569) loss_fgl_aux_3: 0.9451 (0.9568) loss_fgl_aux_4: 0.9454 (0.9568) loss_fgl_dn_0: 1.0742 (1.0829) loss_fgl_dn_1: 0.9794 (0.9796) loss_fgl_dn_2: 0.9707 (0.9708) loss_fgl_dn_3: 0.9722 (0.9715) loss_fgl_dn_4: 0.9728 (0.9720) loss_fgl_dn_5: 0.9729 (0.9720) loss_giou: 0.5728 (0.5498) loss_giou_aux_0: 0.6016 (0.5746) loss_giou_aux_1: 0.5836 (0.5553) loss_giou_aux_2: 0.5767 (0.5508) loss_giou_aux_3: 0.5742 (0.5499) loss_giou_aux_4: 0.5729 (0.5498) loss_giou_dn_0: 0.5610 (0.5501) loss_giou_dn_1: 0.4484 (0.4380) loss_giou_dn_2: 0.4344 (0.4209) loss_giou_dn_3: 0.4301 (0.4161) loss_giou_dn_4: 0.4289 (0.4150) loss_giou_dn_5: 0.4289 (0.4150) loss_giou_dn_pre: 0.5602 (0.5495) loss_giou_enc_0: 0.6689 (0.6461) loss_giou_pre: 0.6012 (0.5732) loss_ddf_aux_0: 0.0507 (0.0515) loss_ddf_aux_1: 0.0067 (0.0072) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2375 (0.2473) loss_ddf_dn_1: 0.0328 (0.0335) loss_ddf_dn_2: 0.0076 (0.0075) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6782 (0.6441) loss_vfl_aux_0: 0.7476 (0.7121) loss_vfl_aux_1: 0.7294 (0.6887) loss_vfl_aux_2: 0.7025 (0.6713) loss_vfl_aux_3: 0.6842 (0.6553) loss_vfl_aux_4: 0.6804 (0.6462) loss_vfl_dn_0: 0.4783 (0.4828) loss_vfl_dn_1: 0.4137 (0.4131) loss_vfl_dn_2: 0.3945 (0.3970) loss_vfl_dn_3: 0.3881 (0.3889) loss_vfl_dn_4: 0.3857 (0.3861) loss_vfl_dn_5: 0.3854 (0.3856) loss_vfl_dn_pre: 0.4787 (0.4833) loss_vfl_enc_0: 0.7235 (0.7174) loss_vfl_pre: 0.7529 (0.7143) time: 0.7543 data: 0.0263 max mem: 9121 Epoch: [55] [3100/3696] eta: 0:08:26 lr: 0.000013 loss: 30.6746 (30.8502) loss_bbox: 0.1605 (0.1660) loss_bbox_aux_0: 0.1689 (0.1781) loss_bbox_aux_1: 0.1621 (0.1687) loss_bbox_aux_2: 0.1611 (0.1666) loss_bbox_aux_3: 0.1608 (0.1661) loss_bbox_aux_4: 0.1605 (0.1660) loss_bbox_dn_0: 0.2188 (0.2279) loss_bbox_dn_1: 0.1577 (0.1669) loss_bbox_dn_2: 0.1484 (0.1567) loss_bbox_dn_3: 0.1456 (0.1535) loss_bbox_dn_4: 0.1446 (0.1528) loss_bbox_dn_5: 0.1446 (0.1528) loss_bbox_dn_pre: 0.2215 (0.2337) loss_bbox_enc_0: 0.2010 (0.2108) loss_bbox_pre: 0.1689 (0.1784) loss_dfl: 0.9428 (0.9569) loss_fgl_aux_0: 0.9699 (0.9883) loss_fgl_aux_1: 0.9450 (0.9593) loss_fgl_aux_2: 0.9430 (0.9571) loss_fgl_aux_3: 0.9427 (0.9569) loss_fgl_aux_4: 0.9428 (0.9569) loss_fgl_dn_0: 1.0904 (1.0830) loss_fgl_dn_1: 0.9805 (0.9796) loss_fgl_dn_2: 0.9749 (0.9707) loss_fgl_dn_3: 0.9760 (0.9715) loss_fgl_dn_4: 0.9762 (0.9719) loss_fgl_dn_5: 0.9762 (0.9720) loss_giou: 0.5072 (0.5491) loss_giou_aux_0: 0.5326 (0.5739) loss_giou_aux_1: 0.5117 (0.5546) loss_giou_aux_2: 0.5081 (0.5501) loss_giou_aux_3: 0.5054 (0.5492) loss_giou_aux_4: 0.5070 (0.5491) loss_giou_dn_0: 0.5230 (0.5496) loss_giou_dn_1: 0.4167 (0.4375) loss_giou_dn_2: 0.4026 (0.4205) loss_giou_dn_3: 0.3997 (0.4156) loss_giou_dn_4: 0.3997 (0.4146) loss_giou_dn_5: 0.3997 (0.4146) loss_giou_dn_pre: 0.5215 (0.5490) loss_giou_enc_0: 0.6031 (0.6453) loss_giou_pre: 0.5291 (0.5725) loss_ddf_aux_0: 0.0504 (0.0515) loss_ddf_aux_1: 0.0070 (0.0072) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2575 (0.2475) loss_ddf_dn_1: 0.0336 (0.0336) loss_ddf_dn_2: 0.0073 (0.0075) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6290 (0.6440) loss_vfl_aux_0: 0.6973 (0.7121) loss_vfl_aux_1: 0.6741 (0.6888) loss_vfl_aux_2: 0.6553 (0.6713) loss_vfl_aux_3: 0.6383 (0.6552) loss_vfl_aux_4: 0.6359 (0.6461) loss_vfl_dn_0: 0.4832 (0.4828) loss_vfl_dn_1: 0.4103 (0.4131) loss_vfl_dn_2: 0.3920 (0.3969) loss_vfl_dn_3: 0.3868 (0.3889) loss_vfl_dn_4: 0.3856 (0.3860) loss_vfl_dn_5: 0.3850 (0.3856) loss_vfl_dn_pre: 0.4835 (0.4833) loss_vfl_enc_0: 0.7107 (0.7176) loss_vfl_pre: 0.7006 (0.7143) time: 0.7516 data: 0.0332 max mem: 9121 Epoch: [55] [3200/3696] eta: 0:07:00 lr: 0.000013 loss: 31.0279 (30.8563) loss_bbox: 0.1653 (0.1660) loss_bbox_aux_0: 0.1739 (0.1781) loss_bbox_aux_1: 0.1648 (0.1687) loss_bbox_aux_2: 0.1646 (0.1666) loss_bbox_aux_3: 0.1658 (0.1661) loss_bbox_aux_4: 0.1653 (0.1660) loss_bbox_dn_0: 0.2271 (0.2279) loss_bbox_dn_1: 0.1620 (0.1668) loss_bbox_dn_2: 0.1481 (0.1567) loss_bbox_dn_3: 0.1457 (0.1535) loss_bbox_dn_4: 0.1451 (0.1528) loss_bbox_dn_5: 0.1451 (0.1528) loss_bbox_dn_pre: 0.2384 (0.2337) loss_bbox_enc_0: 0.2084 (0.2108) loss_bbox_pre: 0.1777 (0.1784) loss_dfl: 0.9449 (0.9568) loss_fgl_aux_0: 0.9776 (0.9882) loss_fgl_aux_1: 0.9468 (0.9592) loss_fgl_aux_2: 0.9446 (0.9570) loss_fgl_aux_3: 0.9439 (0.9569) loss_fgl_aux_4: 0.9449 (0.9568) loss_fgl_dn_0: 1.0913 (1.0830) loss_fgl_dn_1: 0.9878 (0.9797) loss_fgl_dn_2: 0.9743 (0.9708) loss_fgl_dn_3: 0.9742 (0.9715) loss_fgl_dn_4: 0.9743 (0.9720) loss_fgl_dn_5: 0.9744 (0.9720) loss_giou: 0.5404 (0.5496) loss_giou_aux_0: 0.5669 (0.5745) loss_giou_aux_1: 0.5463 (0.5552) loss_giou_aux_2: 0.5411 (0.5506) loss_giou_aux_3: 0.5392 (0.5497) loss_giou_aux_4: 0.5405 (0.5496) loss_giou_dn_0: 0.5538 (0.5500) loss_giou_dn_1: 0.4448 (0.4379) loss_giou_dn_2: 0.4248 (0.4209) loss_giou_dn_3: 0.4214 (0.4160) loss_giou_dn_4: 0.4210 (0.4149) loss_giou_dn_5: 0.4210 (0.4149) loss_giou_dn_pre: 0.5528 (0.5494) loss_giou_enc_0: 0.6449 (0.6459) loss_giou_pre: 0.5687 (0.5730) loss_ddf_aux_0: 0.0510 (0.0515) loss_ddf_aux_1: 0.0068 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2466 (0.2474) loss_ddf_dn_1: 0.0318 (0.0335) loss_ddf_dn_2: 0.0063 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6307 (0.6440) loss_vfl_aux_0: 0.6862 (0.7120) loss_vfl_aux_1: 0.6670 (0.6887) loss_vfl_aux_2: 0.6516 (0.6712) loss_vfl_aux_3: 0.6340 (0.6552) loss_vfl_aux_4: 0.6365 (0.6461) loss_vfl_dn_0: 0.4819 (0.4828) loss_vfl_dn_1: 0.4197 (0.4131) loss_vfl_dn_2: 0.4017 (0.3970) loss_vfl_dn_3: 0.3940 (0.3889) loss_vfl_dn_4: 0.3912 (0.3861) loss_vfl_dn_5: 0.3904 (0.3857) loss_vfl_dn_pre: 0.4833 (0.4833) loss_vfl_enc_0: 0.6956 (0.7175) loss_vfl_pre: 0.6913 (0.7142) time: 0.7522 data: 0.0315 max mem: 9121 Epoch: [55] [3300/3696] eta: 0:05:34 lr: 0.000013 loss: 31.1264 (30.8608) loss_bbox: 0.1615 (0.1662) loss_bbox_aux_0: 0.1753 (0.1782) loss_bbox_aux_1: 0.1665 (0.1688) loss_bbox_aux_2: 0.1623 (0.1667) loss_bbox_aux_3: 0.1622 (0.1662) loss_bbox_aux_4: 0.1616 (0.1661) loss_bbox_dn_0: 0.2226 (0.2280) loss_bbox_dn_1: 0.1642 (0.1669) loss_bbox_dn_2: 0.1573 (0.1567) loss_bbox_dn_3: 0.1557 (0.1536) loss_bbox_dn_4: 0.1553 (0.1529) loss_bbox_dn_5: 0.1553 (0.1529) loss_bbox_dn_pre: 0.2321 (0.2338) loss_bbox_enc_0: 0.2123 (0.2109) loss_bbox_pre: 0.1756 (0.1785) loss_dfl: 0.9543 (0.9570) loss_fgl_aux_0: 0.9816 (0.9884) loss_fgl_aux_1: 0.9558 (0.9594) loss_fgl_aux_2: 0.9538 (0.9572) loss_fgl_aux_3: 0.9541 (0.9571) loss_fgl_aux_4: 0.9544 (0.9570) loss_fgl_dn_0: 1.0822 (1.0830) loss_fgl_dn_1: 0.9707 (0.9797) loss_fgl_dn_2: 0.9632 (0.9709) loss_fgl_dn_3: 0.9636 (0.9716) loss_fgl_dn_4: 0.9644 (0.9721) loss_fgl_dn_5: 0.9645 (0.9721) loss_giou: 0.5500 (0.5496) loss_giou_aux_0: 0.5820 (0.5744) loss_giou_aux_1: 0.5534 (0.5552) loss_giou_aux_2: 0.5508 (0.5506) loss_giou_aux_3: 0.5506 (0.5497) loss_giou_aux_4: 0.5502 (0.5496) loss_giou_dn_0: 0.5704 (0.5502) loss_giou_dn_1: 0.4465 (0.4380) loss_giou_dn_2: 0.4237 (0.4210) loss_giou_dn_3: 0.4176 (0.4161) loss_giou_dn_4: 0.4155 (0.4150) loss_giou_dn_5: 0.4155 (0.4150) loss_giou_dn_pre: 0.5710 (0.5496) loss_giou_enc_0: 0.6380 (0.6458) loss_giou_pre: 0.5812 (0.5730) loss_ddf_aux_0: 0.0482 (0.0514) loss_ddf_aux_1: 0.0071 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2482 (0.2472) loss_ddf_dn_1: 0.0365 (0.0335) loss_ddf_dn_2: 0.0075 (0.0075) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6502 (0.6442) loss_vfl_aux_0: 0.7264 (0.7120) loss_vfl_aux_1: 0.7122 (0.6887) loss_vfl_aux_2: 0.6777 (0.6711) loss_vfl_aux_3: 0.6758 (0.6553) loss_vfl_aux_4: 0.6526 (0.6463) loss_vfl_dn_0: 0.4851 (0.4828) loss_vfl_dn_1: 0.4173 (0.4132) loss_vfl_dn_2: 0.4001 (0.3970) loss_vfl_dn_3: 0.3922 (0.3890) loss_vfl_dn_4: 0.3898 (0.3861) loss_vfl_dn_5: 0.3884 (0.3857) loss_vfl_dn_pre: 0.4866 (0.4833) loss_vfl_enc_0: 0.7477 (0.7175) loss_vfl_pre: 0.7286 (0.7143) time: 0.7612 data: 0.0286 max mem: 9121 Epoch: [55] [3400/3696] eta: 0:04:09 lr: 0.000013 loss: 31.5117 (30.8604) loss_bbox: 0.1638 (0.1661) loss_bbox_aux_0: 0.1780 (0.1781) loss_bbox_aux_1: 0.1692 (0.1688) loss_bbox_aux_2: 0.1647 (0.1667) loss_bbox_aux_3: 0.1637 (0.1662) loss_bbox_aux_4: 0.1639 (0.1661) loss_bbox_dn_0: 0.2368 (0.2280) loss_bbox_dn_1: 0.1729 (0.1669) loss_bbox_dn_2: 0.1659 (0.1567) loss_bbox_dn_3: 0.1586 (0.1535) loss_bbox_dn_4: 0.1569 (0.1528) loss_bbox_dn_5: 0.1570 (0.1528) loss_bbox_dn_pre: 0.2442 (0.2338) loss_bbox_enc_0: 0.2080 (0.2108) loss_bbox_pre: 0.1785 (0.1785) loss_dfl: 0.9503 (0.9570) loss_fgl_aux_0: 0.9768 (0.9883) loss_fgl_aux_1: 0.9510 (0.9593) loss_fgl_aux_2: 0.9498 (0.9571) loss_fgl_aux_3: 0.9502 (0.9570) loss_fgl_aux_4: 0.9503 (0.9570) loss_fgl_dn_0: 1.0679 (1.0830) loss_fgl_dn_1: 0.9798 (0.9798) loss_fgl_dn_2: 0.9712 (0.9710) loss_fgl_dn_3: 0.9704 (0.9717) loss_fgl_dn_4: 0.9711 (0.9722) loss_fgl_dn_5: 0.9711 (0.9722) loss_giou: 0.6126 (0.5498) loss_giou_aux_0: 0.6373 (0.5747) loss_giou_aux_1: 0.6170 (0.5554) loss_giou_aux_2: 0.6151 (0.5509) loss_giou_aux_3: 0.6120 (0.5499) loss_giou_aux_4: 0.6123 (0.5498) loss_giou_dn_0: 0.5889 (0.5503) loss_giou_dn_1: 0.4613 (0.4380) loss_giou_dn_2: 0.4431 (0.4210) loss_giou_dn_3: 0.4406 (0.4162) loss_giou_dn_4: 0.4401 (0.4151) loss_giou_dn_5: 0.4401 (0.4151) loss_giou_dn_pre: 0.5885 (0.5497) loss_giou_enc_0: 0.6998 (0.6460) loss_giou_pre: 0.6364 (0.5732) loss_ddf_aux_0: 0.0512 (0.0514) loss_ddf_aux_1: 0.0074 (0.0071) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2527 (0.2472) loss_ddf_dn_1: 0.0331 (0.0335) loss_ddf_dn_2: 0.0069 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6309 (0.6438) loss_vfl_aux_0: 0.7047 (0.7117) loss_vfl_aux_1: 0.6674 (0.6885) loss_vfl_aux_2: 0.6541 (0.6708) loss_vfl_aux_3: 0.6456 (0.6549) loss_vfl_aux_4: 0.6364 (0.6459) loss_vfl_dn_0: 0.4813 (0.4828) loss_vfl_dn_1: 0.4214 (0.4132) loss_vfl_dn_2: 0.4037 (0.3971) loss_vfl_dn_3: 0.3989 (0.3890) loss_vfl_dn_4: 0.3932 (0.3862) loss_vfl_dn_5: 0.3937 (0.3857) loss_vfl_dn_pre: 0.4815 (0.4833) loss_vfl_enc_0: 0.6866 (0.7174) loss_vfl_pre: 0.7044 (0.7140) time: 0.7536 data: 0.0288 max mem: 9121 Epoch: [55] [3500/3696] eta: 0:02:44 lr: 0.000013 loss: 30.8996 (30.8636) loss_bbox: 0.1719 (0.1663) loss_bbox_aux_0: 0.1903 (0.1783) loss_bbox_aux_1: 0.1754 (0.1689) loss_bbox_aux_2: 0.1716 (0.1668) loss_bbox_aux_3: 0.1719 (0.1664) loss_bbox_aux_4: 0.1719 (0.1663) loss_bbox_dn_0: 0.2309 (0.2282) loss_bbox_dn_1: 0.1651 (0.1671) loss_bbox_dn_2: 0.1510 (0.1569) loss_bbox_dn_3: 0.1497 (0.1537) loss_bbox_dn_4: 0.1505 (0.1530) loss_bbox_dn_5: 0.1505 (0.1530) loss_bbox_dn_pre: 0.2324 (0.2341) loss_bbox_enc_0: 0.2245 (0.2109) loss_bbox_pre: 0.1897 (0.1786) loss_dfl: 0.9531 (0.9570) loss_fgl_aux_0: 0.9834 (0.9883) loss_fgl_aux_1: 0.9579 (0.9594) loss_fgl_aux_2: 0.9547 (0.9572) loss_fgl_aux_3: 0.9527 (0.9571) loss_fgl_aux_4: 0.9531 (0.9570) loss_fgl_dn_0: 1.0814 (1.0830) loss_fgl_dn_1: 0.9835 (0.9797) loss_fgl_dn_2: 0.9734 (0.9709) loss_fgl_dn_3: 0.9739 (0.9716) loss_fgl_dn_4: 0.9749 (0.9721) loss_fgl_dn_5: 0.9749 (0.9721) loss_giou: 0.5576 (0.5499) loss_giou_aux_0: 0.5909 (0.5748) loss_giou_aux_1: 0.5646 (0.5555) loss_giou_aux_2: 0.5582 (0.5509) loss_giou_aux_3: 0.5575 (0.5500) loss_giou_aux_4: 0.5577 (0.5499) loss_giou_dn_0: 0.5413 (0.5504) loss_giou_dn_1: 0.4266 (0.4381) loss_giou_dn_2: 0.4109 (0.4211) loss_giou_dn_3: 0.4087 (0.4162) loss_giou_dn_4: 0.4075 (0.4151) loss_giou_dn_5: 0.4075 (0.4151) loss_giou_dn_pre: 0.5406 (0.5497) loss_giou_enc_0: 0.6689 (0.6461) loss_giou_pre: 0.5910 (0.5733) loss_ddf_aux_0: 0.0509 (0.0513) loss_ddf_aux_1: 0.0075 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2505 (0.2473) loss_ddf_dn_1: 0.0347 (0.0335) loss_ddf_dn_2: 0.0066 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6342 (0.6438) loss_vfl_aux_0: 0.7045 (0.7116) loss_vfl_aux_1: 0.6796 (0.6885) loss_vfl_aux_2: 0.6652 (0.6708) loss_vfl_aux_3: 0.6585 (0.6549) loss_vfl_aux_4: 0.6387 (0.6459) loss_vfl_dn_0: 0.4767 (0.4828) loss_vfl_dn_1: 0.4111 (0.4132) loss_vfl_dn_2: 0.3973 (0.3971) loss_vfl_dn_3: 0.3918 (0.3890) loss_vfl_dn_4: 0.3903 (0.3862) loss_vfl_dn_5: 0.3888 (0.3858) loss_vfl_dn_pre: 0.4758 (0.4833) loss_vfl_enc_0: 0.7047 (0.7173) loss_vfl_pre: 0.6944 (0.7138) time: 0.7488 data: 0.0308 max mem: 9121 Epoch: [55] [3600/3696] eta: 0:01:20 lr: 0.000013 loss: 30.7260 (30.8625) loss_bbox: 0.1714 (0.1663) loss_bbox_aux_0: 0.1899 (0.1784) loss_bbox_aux_1: 0.1751 (0.1690) loss_bbox_aux_2: 0.1719 (0.1669) loss_bbox_aux_3: 0.1713 (0.1664) loss_bbox_aux_4: 0.1713 (0.1663) loss_bbox_dn_0: 0.2281 (0.2283) loss_bbox_dn_1: 0.1745 (0.1672) loss_bbox_dn_2: 0.1646 (0.1570) loss_bbox_dn_3: 0.1592 (0.1538) loss_bbox_dn_4: 0.1574 (0.1531) loss_bbox_dn_5: 0.1574 (0.1531) loss_bbox_dn_pre: 0.2292 (0.2341) loss_bbox_enc_0: 0.2284 (0.2110) loss_bbox_pre: 0.1858 (0.1787) loss_dfl: 0.9660 (0.9570) loss_fgl_aux_0: 0.9972 (0.9883) loss_fgl_aux_1: 0.9679 (0.9593) loss_fgl_aux_2: 0.9660 (0.9571) loss_fgl_aux_3: 0.9660 (0.9570) loss_fgl_aux_4: 0.9661 (0.9570) loss_fgl_dn_0: 1.0812 (1.0831) loss_fgl_dn_1: 0.9825 (0.9797) loss_fgl_dn_2: 0.9726 (0.9709) loss_fgl_dn_3: 0.9726 (0.9716) loss_fgl_dn_4: 0.9733 (0.9721) loss_fgl_dn_5: 0.9733 (0.9721) loss_giou: 0.5205 (0.5497) loss_giou_aux_0: 0.5544 (0.5746) loss_giou_aux_1: 0.5292 (0.5553) loss_giou_aux_2: 0.5234 (0.5507) loss_giou_aux_3: 0.5200 (0.5498) loss_giou_aux_4: 0.5207 (0.5497) loss_giou_dn_0: 0.5294 (0.5502) loss_giou_dn_1: 0.4177 (0.4379) loss_giou_dn_2: 0.3995 (0.4209) loss_giou_dn_3: 0.3944 (0.4160) loss_giou_dn_4: 0.3934 (0.4149) loss_giou_dn_5: 0.3934 (0.4149) loss_giou_dn_pre: 0.5261 (0.5496) loss_giou_enc_0: 0.6340 (0.6460) loss_giou_pre: 0.5505 (0.5732) loss_ddf_aux_0: 0.0531 (0.0514) loss_ddf_aux_1: 0.0066 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2689 (0.2478) loss_ddf_dn_1: 0.0355 (0.0336) loss_ddf_dn_2: 0.0072 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6567 (0.6437) loss_vfl_aux_0: 0.7117 (0.7116) loss_vfl_aux_1: 0.6914 (0.6885) loss_vfl_aux_2: 0.6705 (0.6709) loss_vfl_aux_3: 0.6604 (0.6550) loss_vfl_aux_4: 0.6566 (0.6459) loss_vfl_dn_0: 0.4839 (0.4828) loss_vfl_dn_1: 0.4120 (0.4132) loss_vfl_dn_2: 0.3991 (0.3971) loss_vfl_dn_3: 0.3850 (0.3890) loss_vfl_dn_4: 0.3817 (0.3862) loss_vfl_dn_5: 0.3825 (0.3858) loss_vfl_dn_pre: 0.4830 (0.4833) loss_vfl_enc_0: 0.7287 (0.7173) loss_vfl_pre: 0.7086 (0.7138) time: 0.7451 data: 0.0236 max mem: 9121 Epoch: [55] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 30.3676 (30.8608) loss_bbox: 0.1576 (0.1663) loss_bbox_aux_0: 0.1710 (0.1784) loss_bbox_aux_1: 0.1633 (0.1690) loss_bbox_aux_2: 0.1589 (0.1669) loss_bbox_aux_3: 0.1576 (0.1664) loss_bbox_aux_4: 0.1577 (0.1663) loss_bbox_dn_0: 0.2280 (0.2283) loss_bbox_dn_1: 0.1645 (0.1672) loss_bbox_dn_2: 0.1528 (0.1570) loss_bbox_dn_3: 0.1491 (0.1538) loss_bbox_dn_4: 0.1481 (0.1531) loss_bbox_dn_5: 0.1480 (0.1531) loss_bbox_dn_pre: 0.2332 (0.2342) loss_bbox_enc_0: 0.2094 (0.2109) loss_bbox_pre: 0.1710 (0.1787) loss_dfl: 0.9530 (0.9568) loss_fgl_aux_0: 0.9902 (0.9881) loss_fgl_aux_1: 0.9584 (0.9591) loss_fgl_aux_2: 0.9526 (0.9569) loss_fgl_aux_3: 0.9525 (0.9568) loss_fgl_aux_4: 0.9529 (0.9568) loss_fgl_dn_0: 1.0838 (1.0830) loss_fgl_dn_1: 0.9787 (0.9797) loss_fgl_dn_2: 0.9641 (0.9708) loss_fgl_dn_3: 0.9654 (0.9716) loss_fgl_dn_4: 0.9656 (0.9720) loss_fgl_dn_5: 0.9656 (0.9721) loss_giou: 0.5348 (0.5500) loss_giou_aux_0: 0.5557 (0.5749) loss_giou_aux_1: 0.5389 (0.5556) loss_giou_aux_2: 0.5342 (0.5510) loss_giou_aux_3: 0.5320 (0.5501) loss_giou_aux_4: 0.5337 (0.5500) loss_giou_dn_0: 0.5049 (0.5502) loss_giou_dn_1: 0.3968 (0.4379) loss_giou_dn_2: 0.3788 (0.4209) loss_giou_dn_3: 0.3736 (0.4161) loss_giou_dn_4: 0.3721 (0.4150) loss_giou_dn_5: 0.3720 (0.4150) loss_giou_dn_pre: 0.5040 (0.5496) loss_giou_enc_0: 0.6235 (0.6462) loss_giou_pre: 0.5530 (0.5734) loss_ddf_aux_0: 0.0506 (0.0514) loss_ddf_aux_1: 0.0067 (0.0071) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2490 (0.2478) loss_ddf_dn_1: 0.0326 (0.0336) loss_ddf_dn_2: 0.0065 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6263 (0.6435) loss_vfl_aux_0: 0.7245 (0.7114) loss_vfl_aux_1: 0.6790 (0.6882) loss_vfl_aux_2: 0.6604 (0.6707) loss_vfl_aux_3: 0.6466 (0.6547) loss_vfl_aux_4: 0.6276 (0.6456) loss_vfl_dn_0: 0.4844 (0.4828) loss_vfl_dn_1: 0.4045 (0.4132) loss_vfl_dn_2: 0.3894 (0.3971) loss_vfl_dn_3: 0.3806 (0.3890) loss_vfl_dn_4: 0.3781 (0.3862) loss_vfl_dn_5: 0.3769 (0.3857) loss_vfl_dn_pre: 0.4847 (0.4833) loss_vfl_enc_0: 0.7123 (0.7170) loss_vfl_pre: 0.7242 (0.7135) time: 0.7566 data: 0.0291 max mem: 9121 Epoch: [55] Total time: 0:51:30 (0.8362 s / it) Averaged stats: lr: 0.000013 loss: 30.3676 (30.8608) loss_bbox: 0.1576 (0.1663) loss_bbox_aux_0: 0.1710 (0.1784) loss_bbox_aux_1: 0.1633 (0.1690) loss_bbox_aux_2: 0.1589 (0.1669) loss_bbox_aux_3: 0.1576 (0.1664) loss_bbox_aux_4: 0.1577 (0.1663) loss_bbox_dn_0: 0.2280 (0.2283) loss_bbox_dn_1: 0.1645 (0.1672) loss_bbox_dn_2: 0.1528 (0.1570) loss_bbox_dn_3: 0.1491 (0.1538) loss_bbox_dn_4: 0.1481 (0.1531) loss_bbox_dn_5: 0.1480 (0.1531) loss_bbox_dn_pre: 0.2332 (0.2342) loss_bbox_enc_0: 0.2094 (0.2109) loss_bbox_pre: 0.1710 (0.1787) loss_dfl: 0.9530 (0.9568) loss_fgl_aux_0: 0.9902 (0.9881) loss_fgl_aux_1: 0.9584 (0.9591) loss_fgl_aux_2: 0.9526 (0.9569) loss_fgl_aux_3: 0.9525 (0.9568) loss_fgl_aux_4: 0.9529 (0.9568) loss_fgl_dn_0: 1.0838 (1.0830) loss_fgl_dn_1: 0.9787 (0.9797) loss_fgl_dn_2: 0.9641 (0.9708) loss_fgl_dn_3: 0.9654 (0.9716) loss_fgl_dn_4: 0.9656 (0.9720) loss_fgl_dn_5: 0.9656 (0.9721) loss_giou: 0.5348 (0.5500) loss_giou_aux_0: 0.5557 (0.5749) loss_giou_aux_1: 0.5389 (0.5556) loss_giou_aux_2: 0.5342 (0.5510) loss_giou_aux_3: 0.5320 (0.5501) loss_giou_aux_4: 0.5337 (0.5500) loss_giou_dn_0: 0.5049 (0.5502) loss_giou_dn_1: 0.3968 (0.4379) loss_giou_dn_2: 0.3788 (0.4209) loss_giou_dn_3: 0.3736 (0.4161) loss_giou_dn_4: 0.3721 (0.4150) loss_giou_dn_5: 0.3720 (0.4150) loss_giou_dn_pre: 0.5040 (0.5496) loss_giou_enc_0: 0.6235 (0.6462) loss_giou_pre: 0.5530 (0.5734) loss_ddf_aux_0: 0.0506 (0.0514) loss_ddf_aux_1: 0.0067 (0.0071) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2490 (0.2478) loss_ddf_dn_1: 0.0326 (0.0336) loss_ddf_dn_2: 0.0065 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6263 (0.6435) loss_vfl_aux_0: 0.7245 (0.7114) loss_vfl_aux_1: 0.6790 (0.6882) loss_vfl_aux_2: 0.6604 (0.6707) loss_vfl_aux_3: 0.6466 (0.6547) loss_vfl_aux_4: 0.6276 (0.6456) loss_vfl_dn_0: 0.4844 (0.4828) loss_vfl_dn_1: 0.4045 (0.4132) loss_vfl_dn_2: 0.3894 (0.3971) loss_vfl_dn_3: 0.3806 (0.3890) loss_vfl_dn_4: 0.3781 (0.3862) loss_vfl_dn_5: 0.3769 (0.3857) loss_vfl_dn_pre: 0.4847 (0.4833) loss_vfl_enc_0: 0.7123 (0.7170) loss_vfl_pre: 0.7242 (0.7135) Test: [ 0/79] eta: 0:03:12 time: 2.4331 data: 1.8968 max mem: 9121 Test: [10/79] eta: 0:00:52 time: 0.7538 data: 0.2200 max mem: 9121 Test: [20/79] eta: 0:00:47 time: 0.7269 data: 0.0589 max mem: 9121 Test: [30/79] eta: 0:00:36 time: 0.7416 data: 0.0640 max mem: 9121 Test: [40/79] eta: 0:00:27 time: 0.6157 data: 0.0647 max mem: 9121 Test: [50/79] eta: 0:00:21 time: 0.7085 data: 0.0668 max mem: 9121 Test: [60/79] eta: 0:00:13 time: 0.6983 data: 0.0655 max mem: 9121 Test: [70/79] eta: 0:00:06 time: 0.6022 data: 0.0676 max mem: 9121 Test: [78/79] eta: 0:00:00 time: 0.5718 data: 0.0657 max mem: 9121 Test: Total time: 0:00:53 (0.6812 s / it) Averaged stats: Accumulating evaluation results... DONE (t=23.24s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.538 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.716 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.581 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.353 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.580 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.719 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.394 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.664 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.729 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.560 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.773 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.894 best_stat: {'epoch': 53, 'coco_eval_bbox': 0.5387921147855552} Epoch: [56] [ 0/3696] eta: 5:29:53 lr: 0.000013 loss: 26.9510 (26.9510) loss_bbox: 0.1570 (0.1570) loss_bbox_aux_0: 0.1741 (0.1741) loss_bbox_aux_1: 0.1596 (0.1596) loss_bbox_aux_2: 0.1571 (0.1571) loss_bbox_aux_3: 0.1569 (0.1569) loss_bbox_aux_4: 0.1570 (0.1570) loss_bbox_dn_0: 0.3199 (0.3199) loss_bbox_dn_1: 0.2175 (0.2175) loss_bbox_dn_2: 0.2012 (0.2012) loss_bbox_dn_3: 0.1902 (0.1902) loss_bbox_dn_4: 0.1886 (0.1886) loss_bbox_dn_5: 0.1886 (0.1886) loss_bbox_dn_pre: 0.3426 (0.3426) loss_bbox_enc_0: 0.2386 (0.2386) loss_bbox_pre: 0.1769 (0.1769) loss_dfl: 0.9015 (0.9015) loss_fgl_aux_0: 0.9521 (0.9521) loss_fgl_aux_1: 0.9056 (0.9056) loss_fgl_aux_2: 0.9025 (0.9025) loss_fgl_aux_3: 0.9016 (0.9016) loss_fgl_aux_4: 0.9013 (0.9013) loss_fgl_dn_0: 1.0433 (1.0433) loss_fgl_dn_1: 0.8893 (0.8893) loss_fgl_dn_2: 0.8774 (0.8774) loss_fgl_dn_3: 0.8766 (0.8766) loss_fgl_dn_4: 0.8769 (0.8769) loss_fgl_dn_5: 0.8770 (0.8770) loss_giou: 0.3015 (0.3015) loss_giou_aux_0: 0.3286 (0.3286) loss_giou_aux_1: 0.3051 (0.3051) loss_giou_aux_2: 0.3012 (0.3012) loss_giou_aux_3: 0.3011 (0.3011) loss_giou_aux_4: 0.3017 (0.3017) loss_giou_dn_0: 0.4059 (0.4059) loss_giou_dn_1: 0.3038 (0.3038) loss_giou_dn_2: 0.2843 (0.2843) loss_giou_dn_3: 0.2776 (0.2776) loss_giou_dn_4: 0.2756 (0.2756) loss_giou_dn_5: 0.2756 (0.2756) loss_giou_dn_pre: 0.4104 (0.4104) loss_giou_enc_0: 0.4216 (0.4216) loss_giou_pre: 0.3310 (0.3310) loss_ddf_aux_0: 0.0680 (0.0680) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0008 (0.0008) loss_ddf_aux_3: 0.0001 (0.0001) loss_ddf_aux_4: 0.0000 (0.0000) loss_ddf_dn_0: 0.2595 (0.2595) loss_ddf_dn_1: 0.0337 (0.0337) loss_ddf_dn_2: 0.0066 (0.0066) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.5546 (0.5546) loss_vfl_aux_0: 0.6890 (0.6890) loss_vfl_aux_1: 0.6720 (0.6720) loss_vfl_aux_2: 0.6171 (0.6171) loss_vfl_aux_3: 0.5927 (0.5927) loss_vfl_aux_4: 0.5541 (0.5541) loss_vfl_dn_0: 0.4864 (0.4864) loss_vfl_dn_1: 0.3759 (0.3759) loss_vfl_dn_2: 0.3602 (0.3602) loss_vfl_dn_3: 0.3474 (0.3474) loss_vfl_dn_4: 0.3433 (0.3433) loss_vfl_dn_5: 0.3420 (0.3420) loss_vfl_dn_pre: 0.4869 (0.4869) loss_vfl_enc_0: 0.7134 (0.7134) loss_vfl_pre: 0.6835 (0.6835) time: 5.3554 data: 1.5909 max mem: 9121 Epoch: [56] [ 100/3696] eta: 0:47:35 lr: 0.000013 loss: 30.3386 (30.6184) loss_bbox: 0.1606 (0.1657) loss_bbox_aux_0: 0.1707 (0.1772) loss_bbox_aux_1: 0.1625 (0.1680) loss_bbox_aux_2: 0.1605 (0.1661) loss_bbox_aux_3: 0.1605 (0.1658) loss_bbox_aux_4: 0.1606 (0.1657) loss_bbox_dn_0: 0.2189 (0.2328) loss_bbox_dn_1: 0.1528 (0.1706) loss_bbox_dn_2: 0.1489 (0.1606) loss_bbox_dn_3: 0.1468 (0.1571) loss_bbox_dn_4: 0.1458 (0.1562) loss_bbox_dn_5: 0.1458 (0.1562) loss_bbox_dn_pre: 0.2216 (0.2388) loss_bbox_enc_0: 0.1963 (0.2079) loss_bbox_pre: 0.1707 (0.1772) loss_dfl: 0.9674 (0.9563) loss_fgl_aux_0: 0.9979 (0.9887) loss_fgl_aux_1: 0.9712 (0.9586) loss_fgl_aux_2: 0.9682 (0.9566) loss_fgl_aux_3: 0.9672 (0.9564) loss_fgl_aux_4: 0.9672 (0.9563) loss_fgl_dn_0: 1.0730 (1.0815) loss_fgl_dn_1: 0.9784 (0.9769) loss_fgl_dn_2: 0.9694 (0.9676) loss_fgl_dn_3: 0.9693 (0.9683) loss_fgl_dn_4: 0.9700 (0.9689) loss_fgl_dn_5: 0.9700 (0.9689) loss_giou: 0.5261 (0.5374) loss_giou_aux_0: 0.5305 (0.5618) loss_giou_aux_1: 0.5243 (0.5430) loss_giou_aux_2: 0.5240 (0.5383) loss_giou_aux_3: 0.5263 (0.5375) loss_giou_aux_4: 0.5262 (0.5374) loss_giou_dn_0: 0.5317 (0.5441) loss_giou_dn_1: 0.4207 (0.4318) loss_giou_dn_2: 0.4016 (0.4154) loss_giou_dn_3: 0.3971 (0.4101) loss_giou_dn_4: 0.3954 (0.4088) loss_giou_dn_5: 0.3952 (0.4088) loss_giou_dn_pre: 0.5292 (0.5434) loss_giou_enc_0: 0.5972 (0.6306) loss_giou_pre: 0.5297 (0.5604) loss_ddf_aux_0: 0.0480 (0.0509) loss_ddf_aux_1: 0.0070 (0.0067) loss_ddf_aux_2: 0.0013 (0.0013) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2395 (0.2410) loss_ddf_dn_1: 0.0304 (0.0313) loss_ddf_dn_2: 0.0067 (0.0070) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6375 (0.6341) loss_vfl_aux_0: 0.6982 (0.7019) loss_vfl_aux_1: 0.6779 (0.6792) loss_vfl_aux_2: 0.6732 (0.6636) loss_vfl_aux_3: 0.6481 (0.6458) loss_vfl_aux_4: 0.6384 (0.6367) loss_vfl_dn_0: 0.4745 (0.4810) loss_vfl_dn_1: 0.4120 (0.4112) loss_vfl_dn_2: 0.3914 (0.3941) loss_vfl_dn_3: 0.3791 (0.3856) loss_vfl_dn_4: 0.3754 (0.3831) loss_vfl_dn_5: 0.3763 (0.3828) loss_vfl_dn_pre: 0.4752 (0.4816) loss_vfl_enc_0: 0.7152 (0.7144) loss_vfl_pre: 0.7003 (0.7044) time: 0.7460 data: 0.0298 max mem: 9121 Epoch: [56] [ 200/3696] eta: 0:45:06 lr: 0.000013 loss: 30.8784 (30.7233) loss_bbox: 0.1671 (0.1660) loss_bbox_aux_0: 0.1806 (0.1779) loss_bbox_aux_1: 0.1724 (0.1686) loss_bbox_aux_2: 0.1665 (0.1665) loss_bbox_aux_3: 0.1677 (0.1661) loss_bbox_aux_4: 0.1672 (0.1660) loss_bbox_dn_0: 0.2235 (0.2294) loss_bbox_dn_1: 0.1658 (0.1681) loss_bbox_dn_2: 0.1567 (0.1581) loss_bbox_dn_3: 0.1533 (0.1548) loss_bbox_dn_4: 0.1525 (0.1541) loss_bbox_dn_5: 0.1525 (0.1541) loss_bbox_dn_pre: 0.2275 (0.2351) loss_bbox_enc_0: 0.2002 (0.2084) loss_bbox_pre: 0.1805 (0.1781) loss_dfl: 0.9616 (0.9551) loss_fgl_aux_0: 0.9891 (0.9869) loss_fgl_aux_1: 0.9610 (0.9575) loss_fgl_aux_2: 0.9613 (0.9554) loss_fgl_aux_3: 0.9610 (0.9552) loss_fgl_aux_4: 0.9616 (0.9552) loss_fgl_dn_0: 1.0838 (1.0819) loss_fgl_dn_1: 0.9889 (0.9784) loss_fgl_dn_2: 0.9803 (0.9692) loss_fgl_dn_3: 0.9803 (0.9699) loss_fgl_dn_4: 0.9805 (0.9705) loss_fgl_dn_5: 0.9807 (0.9705) loss_giou: 0.5688 (0.5459) loss_giou_aux_0: 0.5841 (0.5706) loss_giou_aux_1: 0.5718 (0.5515) loss_giou_aux_2: 0.5697 (0.5468) loss_giou_aux_3: 0.5685 (0.5460) loss_giou_aux_4: 0.5689 (0.5459) loss_giou_dn_0: 0.5594 (0.5484) loss_giou_dn_1: 0.4468 (0.4365) loss_giou_dn_2: 0.4292 (0.4197) loss_giou_dn_3: 0.4243 (0.4146) loss_giou_dn_4: 0.4224 (0.4134) loss_giou_dn_5: 0.4225 (0.4134) loss_giou_dn_pre: 0.5598 (0.5476) loss_giou_enc_0: 0.6447 (0.6393) loss_giou_pre: 0.5838 (0.5692) loss_ddf_aux_0: 0.0463 (0.0502) loss_ddf_aux_1: 0.0067 (0.0070) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2359 (0.2462) loss_ddf_dn_1: 0.0326 (0.0336) loss_ddf_dn_2: 0.0071 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6237 (0.6350) loss_vfl_aux_0: 0.6893 (0.7025) loss_vfl_aux_1: 0.6616 (0.6782) loss_vfl_aux_2: 0.6532 (0.6636) loss_vfl_aux_3: 0.6487 (0.6479) loss_vfl_aux_4: 0.6252 (0.6375) loss_vfl_dn_0: 0.4795 (0.4809) loss_vfl_dn_1: 0.4122 (0.4119) loss_vfl_dn_2: 0.3992 (0.3955) loss_vfl_dn_3: 0.3875 (0.3868) loss_vfl_dn_4: 0.3857 (0.3842) loss_vfl_dn_5: 0.3852 (0.3838) loss_vfl_dn_pre: 0.4806 (0.4815) loss_vfl_enc_0: 0.7151 (0.7162) loss_vfl_pre: 0.6988 (0.7052) time: 0.7161 data: 0.0218 max mem: 9121 Epoch: [56] [ 300/3696] eta: 0:43:16 lr: 0.000013 loss: 30.5159 (30.7400) loss_bbox: 0.1483 (0.1672) loss_bbox_aux_0: 0.1666 (0.1793) loss_bbox_aux_1: 0.1493 (0.1698) loss_bbox_aux_2: 0.1481 (0.1677) loss_bbox_aux_3: 0.1480 (0.1673) loss_bbox_aux_4: 0.1482 (0.1672) loss_bbox_dn_0: 0.2174 (0.2310) loss_bbox_dn_1: 0.1552 (0.1695) loss_bbox_dn_2: 0.1426 (0.1593) loss_bbox_dn_3: 0.1413 (0.1562) loss_bbox_dn_4: 0.1423 (0.1555) loss_bbox_dn_5: 0.1423 (0.1554) loss_bbox_dn_pre: 0.2266 (0.2368) loss_bbox_enc_0: 0.2069 (0.2108) loss_bbox_pre: 0.1674 (0.1795) loss_dfl: 0.9661 (0.9548) loss_fgl_aux_0: 0.9943 (0.9868) loss_fgl_aux_1: 0.9686 (0.9572) loss_fgl_aux_2: 0.9652 (0.9551) loss_fgl_aux_3: 0.9662 (0.9549) loss_fgl_aux_4: 0.9660 (0.9549) loss_fgl_dn_0: 1.0875 (1.0822) loss_fgl_dn_1: 0.9744 (0.9777) loss_fgl_dn_2: 0.9604 (0.9686) loss_fgl_dn_3: 0.9619 (0.9692) loss_fgl_dn_4: 0.9631 (0.9698) loss_fgl_dn_5: 0.9631 (0.9698) loss_giou: 0.5316 (0.5448) loss_giou_aux_0: 0.5541 (0.5694) loss_giou_aux_1: 0.5312 (0.5503) loss_giou_aux_2: 0.5303 (0.5457) loss_giou_aux_3: 0.5315 (0.5449) loss_giou_aux_4: 0.5311 (0.5448) loss_giou_dn_0: 0.5347 (0.5469) loss_giou_dn_1: 0.4233 (0.4349) loss_giou_dn_2: 0.4067 (0.4178) loss_giou_dn_3: 0.4011 (0.4130) loss_giou_dn_4: 0.4001 (0.4118) loss_giou_dn_5: 0.4001 (0.4118) loss_giou_dn_pre: 0.5328 (0.5463) loss_giou_enc_0: 0.6258 (0.6390) loss_giou_pre: 0.5537 (0.5682) loss_ddf_aux_0: 0.0524 (0.0504) loss_ddf_aux_1: 0.0072 (0.0070) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2554 (0.2488) loss_ddf_dn_1: 0.0351 (0.0338) loss_ddf_dn_2: 0.0075 (0.0074) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6304 (0.6369) loss_vfl_aux_0: 0.7021 (0.7048) loss_vfl_aux_1: 0.6810 (0.6804) loss_vfl_aux_2: 0.6522 (0.6646) loss_vfl_aux_3: 0.6491 (0.6496) loss_vfl_aux_4: 0.6293 (0.6395) loss_vfl_dn_0: 0.4749 (0.4815) loss_vfl_dn_1: 0.4056 (0.4118) loss_vfl_dn_2: 0.3909 (0.3956) loss_vfl_dn_3: 0.3833 (0.3869) loss_vfl_dn_4: 0.3790 (0.3843) loss_vfl_dn_5: 0.3794 (0.3839) loss_vfl_dn_pre: 0.4751 (0.4822) loss_vfl_enc_0: 0.6976 (0.7174) loss_vfl_pre: 0.7039 (0.7075) time: 0.7615 data: 0.0295 max mem: 9121 Epoch: [56] [ 400/3696] eta: 0:42:14 lr: 0.000013 loss: 30.3398 (30.6888) loss_bbox: 0.1571 (0.1668) loss_bbox_aux_0: 0.1811 (0.1790) loss_bbox_aux_1: 0.1603 (0.1693) loss_bbox_aux_2: 0.1577 (0.1673) loss_bbox_aux_3: 0.1575 (0.1669) loss_bbox_aux_4: 0.1571 (0.1668) loss_bbox_dn_0: 0.2348 (0.2317) loss_bbox_dn_1: 0.1633 (0.1699) loss_bbox_dn_2: 0.1533 (0.1596) loss_bbox_dn_3: 0.1503 (0.1563) loss_bbox_dn_4: 0.1505 (0.1556) loss_bbox_dn_5: 0.1504 (0.1556) loss_bbox_dn_pre: 0.2434 (0.2377) loss_bbox_enc_0: 0.2035 (0.2109) loss_bbox_pre: 0.1831 (0.1792) loss_dfl: 0.9435 (0.9544) loss_fgl_aux_0: 0.9777 (0.9866) loss_fgl_aux_1: 0.9468 (0.9568) loss_fgl_aux_2: 0.9436 (0.9546) loss_fgl_aux_3: 0.9436 (0.9544) loss_fgl_aux_4: 0.9437 (0.9544) loss_fgl_dn_0: 1.0854 (1.0827) loss_fgl_dn_1: 0.9701 (0.9770) loss_fgl_dn_2: 0.9576 (0.9677) loss_fgl_dn_3: 0.9559 (0.9683) loss_fgl_dn_4: 0.9556 (0.9689) loss_fgl_dn_5: 0.9556 (0.9689) loss_giou: 0.4956 (0.5411) loss_giou_aux_0: 0.5172 (0.5656) loss_giou_aux_1: 0.5007 (0.5465) loss_giou_aux_2: 0.4975 (0.5420) loss_giou_aux_3: 0.4963 (0.5411) loss_giou_aux_4: 0.4960 (0.5411) loss_giou_dn_0: 0.5284 (0.5438) loss_giou_dn_1: 0.4094 (0.4317) loss_giou_dn_2: 0.3932 (0.4148) loss_giou_dn_3: 0.3912 (0.4099) loss_giou_dn_4: 0.3900 (0.4087) loss_giou_dn_5: 0.3900 (0.4087) loss_giou_dn_pre: 0.5287 (0.5431) loss_giou_enc_0: 0.5874 (0.6352) loss_giou_pre: 0.5163 (0.5643) loss_ddf_aux_0: 0.0494 (0.0506) loss_ddf_aux_1: 0.0067 (0.0069) loss_ddf_aux_2: 0.0013 (0.0013) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2509 (0.2488) loss_ddf_dn_1: 0.0338 (0.0336) loss_ddf_dn_2: 0.0074 (0.0073) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6553 (0.6386) loss_vfl_aux_0: 0.6980 (0.7064) loss_vfl_aux_1: 0.6995 (0.6819) loss_vfl_aux_2: 0.6899 (0.6656) loss_vfl_aux_3: 0.6708 (0.6511) loss_vfl_aux_4: 0.6677 (0.6414) loss_vfl_dn_0: 0.4849 (0.4816) loss_vfl_dn_1: 0.4117 (0.4109) loss_vfl_dn_2: 0.3929 (0.3948) loss_vfl_dn_3: 0.3875 (0.3862) loss_vfl_dn_4: 0.3826 (0.3835) loss_vfl_dn_5: 0.3802 (0.3831) loss_vfl_dn_pre: 0.4866 (0.4822) loss_vfl_enc_0: 0.7307 (0.7180) loss_vfl_pre: 0.6920 (0.7091) time: 0.7305 data: 0.0266 max mem: 9121 Epoch: [56] [ 500/3696] eta: 0:40:51 lr: 0.000013 loss: 30.9106 (30.7461) loss_bbox: 0.1689 (0.1671) loss_bbox_aux_0: 0.1744 (0.1792) loss_bbox_aux_1: 0.1699 (0.1697) loss_bbox_aux_2: 0.1702 (0.1676) loss_bbox_aux_3: 0.1691 (0.1672) loss_bbox_aux_4: 0.1689 (0.1671) loss_bbox_dn_0: 0.2047 (0.2316) loss_bbox_dn_1: 0.1407 (0.1699) loss_bbox_dn_2: 0.1309 (0.1596) loss_bbox_dn_3: 0.1259 (0.1563) loss_bbox_dn_4: 0.1255 (0.1556) loss_bbox_dn_5: 0.1255 (0.1556) loss_bbox_dn_pre: 0.2138 (0.2377) loss_bbox_enc_0: 0.1972 (0.2112) loss_bbox_pre: 0.1754 (0.1794) loss_dfl: 0.9387 (0.9547) loss_fgl_aux_0: 0.9715 (0.9868) loss_fgl_aux_1: 0.9414 (0.9570) loss_fgl_aux_2: 0.9383 (0.9549) loss_fgl_aux_3: 0.9383 (0.9548) loss_fgl_aux_4: 0.9384 (0.9547) loss_fgl_dn_0: 1.0807 (1.0825) loss_fgl_dn_1: 0.9817 (0.9773) loss_fgl_dn_2: 0.9749 (0.9682) loss_fgl_dn_3: 0.9751 (0.9688) loss_fgl_dn_4: 0.9756 (0.9694) loss_fgl_dn_5: 0.9754 (0.9694) loss_giou: 0.5900 (0.5436) loss_giou_aux_0: 0.6084 (0.5681) loss_giou_aux_1: 0.5944 (0.5489) loss_giou_aux_2: 0.5909 (0.5445) loss_giou_aux_3: 0.5898 (0.5437) loss_giou_aux_4: 0.5900 (0.5436) loss_giou_dn_0: 0.5486 (0.5454) loss_giou_dn_1: 0.4383 (0.4334) loss_giou_dn_2: 0.4288 (0.4164) loss_giou_dn_3: 0.4251 (0.4116) loss_giou_dn_4: 0.4229 (0.4104) loss_giou_dn_5: 0.4230 (0.4104) loss_giou_dn_pre: 0.5486 (0.5448) loss_giou_enc_0: 0.6749 (0.6379) loss_giou_pre: 0.6069 (0.5667) loss_ddf_aux_0: 0.0457 (0.0505) loss_ddf_aux_1: 0.0065 (0.0069) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2507 (0.2488) loss_ddf_dn_1: 0.0325 (0.0337) loss_ddf_dn_2: 0.0075 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6111 (0.6398) loss_vfl_aux_0: 0.6789 (0.7090) loss_vfl_aux_1: 0.6543 (0.6850) loss_vfl_aux_2: 0.6437 (0.6683) loss_vfl_aux_3: 0.6163 (0.6523) loss_vfl_aux_4: 0.6083 (0.6426) loss_vfl_dn_0: 0.4763 (0.4819) loss_vfl_dn_1: 0.4037 (0.4114) loss_vfl_dn_2: 0.3943 (0.3954) loss_vfl_dn_3: 0.3858 (0.3869) loss_vfl_dn_4: 0.3833 (0.3842) loss_vfl_dn_5: 0.3827 (0.3837) loss_vfl_dn_pre: 0.4764 (0.4825) loss_vfl_enc_0: 0.6862 (0.7191) loss_vfl_pre: 0.6816 (0.7117) time: 0.7627 data: 0.0328 max mem: 9121 Epoch: [56] [ 600/3696] eta: 0:39:29 lr: 0.000013 loss: 30.8219 (30.7522) loss_bbox: 0.1539 (0.1669) loss_bbox_aux_0: 0.1754 (0.1789) loss_bbox_aux_1: 0.1583 (0.1694) loss_bbox_aux_2: 0.1547 (0.1674) loss_bbox_aux_3: 0.1539 (0.1670) loss_bbox_aux_4: 0.1539 (0.1669) loss_bbox_dn_0: 0.2279 (0.2309) loss_bbox_dn_1: 0.1740 (0.1695) loss_bbox_dn_2: 0.1599 (0.1594) loss_bbox_dn_3: 0.1591 (0.1561) loss_bbox_dn_4: 0.1573 (0.1554) loss_bbox_dn_5: 0.1572 (0.1554) loss_bbox_dn_pre: 0.2335 (0.2370) loss_bbox_enc_0: 0.2125 (0.2108) loss_bbox_pre: 0.1742 (0.1791) loss_dfl: 0.9527 (0.9554) loss_fgl_aux_0: 0.9949 (0.9872) loss_fgl_aux_1: 0.9562 (0.9577) loss_fgl_aux_2: 0.9514 (0.9556) loss_fgl_aux_3: 0.9525 (0.9554) loss_fgl_aux_4: 0.9527 (0.9554) loss_fgl_dn_0: 1.0756 (1.0824) loss_fgl_dn_1: 0.9764 (0.9776) loss_fgl_dn_2: 0.9708 (0.9685) loss_fgl_dn_3: 0.9699 (0.9692) loss_fgl_dn_4: 0.9699 (0.9697) loss_fgl_dn_5: 0.9698 (0.9697) loss_giou: 0.5457 (0.5436) loss_giou_aux_0: 0.5710 (0.5681) loss_giou_aux_1: 0.5526 (0.5489) loss_giou_aux_2: 0.5473 (0.5445) loss_giou_aux_3: 0.5459 (0.5437) loss_giou_aux_4: 0.5457 (0.5436) loss_giou_dn_0: 0.5500 (0.5456) loss_giou_dn_1: 0.4406 (0.4338) loss_giou_dn_2: 0.4203 (0.4168) loss_giou_dn_3: 0.4151 (0.4120) loss_giou_dn_4: 0.4135 (0.4109) loss_giou_dn_5: 0.4135 (0.4109) loss_giou_dn_pre: 0.5490 (0.5450) loss_giou_enc_0: 0.6483 (0.6376) loss_giou_pre: 0.5705 (0.5668) loss_ddf_aux_0: 0.0525 (0.0505) loss_ddf_aux_1: 0.0070 (0.0069) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2491 (0.2483) loss_ddf_dn_1: 0.0319 (0.0334) loss_ddf_dn_2: 0.0059 (0.0073) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6457 (0.6402) loss_vfl_aux_0: 0.7224 (0.7091) loss_vfl_aux_1: 0.6966 (0.6852) loss_vfl_aux_2: 0.6848 (0.6683) loss_vfl_aux_3: 0.6590 (0.6528) loss_vfl_aux_4: 0.6517 (0.6428) loss_vfl_dn_0: 0.4829 (0.4822) loss_vfl_dn_1: 0.4122 (0.4116) loss_vfl_dn_2: 0.3989 (0.3957) loss_vfl_dn_3: 0.3890 (0.3873) loss_vfl_dn_4: 0.3871 (0.3846) loss_vfl_dn_5: 0.3860 (0.3841) loss_vfl_dn_pre: 0.4850 (0.4828) loss_vfl_enc_0: 0.7108 (0.7191) loss_vfl_pre: 0.7292 (0.7120) time: 0.7544 data: 0.0300 max mem: 9121 Epoch: [56] [ 700/3696] eta: 0:38:23 lr: 0.000013 loss: 31.0892 (30.7830) loss_bbox: 0.1547 (0.1666) loss_bbox_aux_0: 0.1656 (0.1787) loss_bbox_aux_1: 0.1570 (0.1692) loss_bbox_aux_2: 0.1556 (0.1671) loss_bbox_aux_3: 0.1547 (0.1667) loss_bbox_aux_4: 0.1547 (0.1666) loss_bbox_dn_0: 0.2160 (0.2305) loss_bbox_dn_1: 0.1588 (0.1693) loss_bbox_dn_2: 0.1497 (0.1591) loss_bbox_dn_3: 0.1456 (0.1559) loss_bbox_dn_4: 0.1446 (0.1552) loss_bbox_dn_5: 0.1447 (0.1552) loss_bbox_dn_pre: 0.2227 (0.2366) loss_bbox_enc_0: 0.1976 (0.2107) loss_bbox_pre: 0.1650 (0.1789) loss_dfl: 0.9361 (0.9546) loss_fgl_aux_0: 0.9906 (0.9863) loss_fgl_aux_1: 0.9406 (0.9569) loss_fgl_aux_2: 0.9369 (0.9547) loss_fgl_aux_3: 0.9363 (0.9546) loss_fgl_aux_4: 0.9361 (0.9546) loss_fgl_dn_0: 1.0833 (1.0827) loss_fgl_dn_1: 0.9772 (0.9780) loss_fgl_dn_2: 0.9666 (0.9690) loss_fgl_dn_3: 0.9675 (0.9696) loss_fgl_dn_4: 0.9677 (0.9702) loss_fgl_dn_5: 0.9677 (0.9702) loss_giou: 0.5688 (0.5472) loss_giou_aux_0: 0.5865 (0.5718) loss_giou_aux_1: 0.5730 (0.5525) loss_giou_aux_2: 0.5763 (0.5481) loss_giou_aux_3: 0.5722 (0.5473) loss_giou_aux_4: 0.5687 (0.5472) loss_giou_dn_0: 0.5547 (0.5479) loss_giou_dn_1: 0.4359 (0.4360) loss_giou_dn_2: 0.4203 (0.4189) loss_giou_dn_3: 0.4156 (0.4142) loss_giou_dn_4: 0.4145 (0.4130) loss_giou_dn_5: 0.4145 (0.4130) loss_giou_dn_pre: 0.5551 (0.5474) loss_giou_enc_0: 0.6463 (0.6413) loss_giou_pre: 0.5846 (0.5705) loss_ddf_aux_0: 0.0513 (0.0506) loss_ddf_aux_1: 0.0068 (0.0068) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2555 (0.2485) loss_ddf_dn_1: 0.0352 (0.0334) loss_ddf_dn_2: 0.0063 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6135 (0.6397) loss_vfl_aux_0: 0.6859 (0.7074) loss_vfl_aux_1: 0.6631 (0.6840) loss_vfl_aux_2: 0.6420 (0.6675) loss_vfl_aux_3: 0.6240 (0.6522) loss_vfl_aux_4: 0.6237 (0.6423) loss_vfl_dn_0: 0.4792 (0.4820) loss_vfl_dn_1: 0.4150 (0.4118) loss_vfl_dn_2: 0.4004 (0.3960) loss_vfl_dn_3: 0.3875 (0.3877) loss_vfl_dn_4: 0.3858 (0.3849) loss_vfl_dn_5: 0.3857 (0.3844) loss_vfl_dn_pre: 0.4769 (0.4825) loss_vfl_enc_0: 0.6821 (0.7169) loss_vfl_pre: 0.6873 (0.7104) time: 0.7213 data: 0.0200 max mem: 9121 Epoch: [56] [ 800/3696] eta: 0:37:00 lr: 0.000013 loss: 30.6240 (30.7938) loss_bbox: 0.1550 (0.1662) loss_bbox_aux_0: 0.1697 (0.1782) loss_bbox_aux_1: 0.1588 (0.1688) loss_bbox_aux_2: 0.1563 (0.1667) loss_bbox_aux_3: 0.1553 (0.1663) loss_bbox_aux_4: 0.1549 (0.1662) loss_bbox_dn_0: 0.2052 (0.2297) loss_bbox_dn_1: 0.1517 (0.1687) loss_bbox_dn_2: 0.1427 (0.1586) loss_bbox_dn_3: 0.1378 (0.1552) loss_bbox_dn_4: 0.1373 (0.1545) loss_bbox_dn_5: 0.1373 (0.1545) loss_bbox_dn_pre: 0.2133 (0.2358) loss_bbox_enc_0: 0.2008 (0.2103) loss_bbox_pre: 0.1694 (0.1784) loss_dfl: 0.9763 (0.9550) loss_fgl_aux_0: 1.0016 (0.9867) loss_fgl_aux_1: 0.9757 (0.9574) loss_fgl_aux_2: 0.9760 (0.9551) loss_fgl_aux_3: 0.9756 (0.9550) loss_fgl_aux_4: 0.9760 (0.9550) loss_fgl_dn_0: 1.0917 (1.0832) loss_fgl_dn_1: 0.9929 (0.9785) loss_fgl_dn_2: 0.9853 (0.9695) loss_fgl_dn_3: 0.9866 (0.9702) loss_fgl_dn_4: 0.9875 (0.9707) loss_fgl_dn_5: 0.9874 (0.9707) loss_giou: 0.5282 (0.5475) loss_giou_aux_0: 0.5468 (0.5721) loss_giou_aux_1: 0.5278 (0.5528) loss_giou_aux_2: 0.5293 (0.5485) loss_giou_aux_3: 0.5267 (0.5476) loss_giou_aux_4: 0.5280 (0.5475) loss_giou_dn_0: 0.5475 (0.5488) loss_giou_dn_1: 0.4328 (0.4368) loss_giou_dn_2: 0.4139 (0.4197) loss_giou_dn_3: 0.4099 (0.4149) loss_giou_dn_4: 0.4078 (0.4137) loss_giou_dn_5: 0.4077 (0.4137) loss_giou_dn_pre: 0.5477 (0.5483) loss_giou_enc_0: 0.6384 (0.6421) loss_giou_pre: 0.5417 (0.5707) loss_ddf_aux_0: 0.0478 (0.0506) loss_ddf_aux_1: 0.0063 (0.0068) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2419 (0.2488) loss_ddf_dn_1: 0.0317 (0.0335) loss_ddf_dn_2: 0.0071 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6179 (0.6399) loss_vfl_aux_0: 0.6929 (0.7078) loss_vfl_aux_1: 0.6746 (0.6846) loss_vfl_aux_2: 0.6480 (0.6672) loss_vfl_aux_3: 0.6443 (0.6523) loss_vfl_aux_4: 0.6295 (0.6422) loss_vfl_dn_0: 0.4812 (0.4823) loss_vfl_dn_1: 0.4117 (0.4124) loss_vfl_dn_2: 0.3972 (0.3965) loss_vfl_dn_3: 0.3888 (0.3882) loss_vfl_dn_4: 0.3883 (0.3855) loss_vfl_dn_5: 0.3858 (0.3850) loss_vfl_dn_pre: 0.4815 (0.4828) loss_vfl_enc_0: 0.7240 (0.7168) loss_vfl_pre: 0.6985 (0.7106) time: 0.7528 data: 0.0356 max mem: 9121 Epoch: [56] [ 900/3696] eta: 0:35:39 lr: 0.000013 loss: 31.0200 (30.7954) loss_bbox: 0.1546 (0.1662) loss_bbox_aux_0: 0.1706 (0.1781) loss_bbox_aux_1: 0.1597 (0.1688) loss_bbox_aux_2: 0.1536 (0.1667) loss_bbox_aux_3: 0.1535 (0.1663) loss_bbox_aux_4: 0.1546 (0.1662) loss_bbox_dn_0: 0.2177 (0.2297) loss_bbox_dn_1: 0.1559 (0.1686) loss_bbox_dn_2: 0.1518 (0.1584) loss_bbox_dn_3: 0.1501 (0.1551) loss_bbox_dn_4: 0.1496 (0.1544) loss_bbox_dn_5: 0.1496 (0.1544) loss_bbox_dn_pre: 0.2208 (0.2358) loss_bbox_enc_0: 0.2021 (0.2103) loss_bbox_pre: 0.1706 (0.1783) loss_dfl: 0.9617 (0.9550) loss_fgl_aux_0: 1.0044 (0.9867) loss_fgl_aux_1: 0.9642 (0.9574) loss_fgl_aux_2: 0.9622 (0.9552) loss_fgl_aux_3: 0.9619 (0.9551) loss_fgl_aux_4: 0.9617 (0.9551) loss_fgl_dn_0: 1.0907 (1.0834) loss_fgl_dn_1: 0.9833 (0.9788) loss_fgl_dn_2: 0.9756 (0.9698) loss_fgl_dn_3: 0.9776 (0.9705) loss_fgl_dn_4: 0.9778 (0.9710) loss_fgl_dn_5: 0.9779 (0.9710) loss_giou: 0.5002 (0.5475) loss_giou_aux_0: 0.5241 (0.5720) loss_giou_aux_1: 0.5088 (0.5528) loss_giou_aux_2: 0.5030 (0.5484) loss_giou_aux_3: 0.5016 (0.5475) loss_giou_aux_4: 0.5005 (0.5474) loss_giou_dn_0: 0.5287 (0.5490) loss_giou_dn_1: 0.4243 (0.4370) loss_giou_dn_2: 0.4052 (0.4199) loss_giou_dn_3: 0.3998 (0.4150) loss_giou_dn_4: 0.3994 (0.4138) loss_giou_dn_5: 0.3995 (0.4138) loss_giou_dn_pre: 0.5296 (0.5484) loss_giou_enc_0: 0.6007 (0.6423) loss_giou_pre: 0.5247 (0.5706) loss_ddf_aux_0: 0.0532 (0.0506) loss_ddf_aux_1: 0.0073 (0.0068) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2561 (0.2493) loss_ddf_dn_1: 0.0332 (0.0336) loss_ddf_dn_2: 0.0075 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6414 (0.6397) loss_vfl_aux_0: 0.7101 (0.7080) loss_vfl_aux_1: 0.6957 (0.6847) loss_vfl_aux_2: 0.6755 (0.6674) loss_vfl_aux_3: 0.6680 (0.6523) loss_vfl_aux_4: 0.6415 (0.6421) loss_vfl_dn_0: 0.4862 (0.4823) loss_vfl_dn_1: 0.4131 (0.4123) loss_vfl_dn_2: 0.3978 (0.3964) loss_vfl_dn_3: 0.3865 (0.3882) loss_vfl_dn_4: 0.3829 (0.3854) loss_vfl_dn_5: 0.3843 (0.3849) loss_vfl_dn_pre: 0.4861 (0.4828) loss_vfl_enc_0: 0.7205 (0.7164) loss_vfl_pre: 0.7175 (0.7107) time: 0.7407 data: 0.0246 max mem: 9121 Epoch: [56] [1000/3696] eta: 0:34:20 lr: 0.000013 loss: 30.7867 (30.8170) loss_bbox: 0.1586 (0.1659) loss_bbox_aux_0: 0.1720 (0.1778) loss_bbox_aux_1: 0.1609 (0.1685) loss_bbox_aux_2: 0.1589 (0.1664) loss_bbox_aux_3: 0.1587 (0.1660) loss_bbox_aux_4: 0.1586 (0.1659) loss_bbox_dn_0: 0.2423 (0.2290) loss_bbox_dn_1: 0.1712 (0.1680) loss_bbox_dn_2: 0.1567 (0.1578) loss_bbox_dn_3: 0.1561 (0.1545) loss_bbox_dn_4: 0.1553 (0.1538) loss_bbox_dn_5: 0.1553 (0.1538) loss_bbox_dn_pre: 0.2454 (0.2350) loss_bbox_enc_0: 0.2061 (0.2100) loss_bbox_pre: 0.1734 (0.1780) loss_dfl: 0.9564 (0.9556) loss_fgl_aux_0: 0.9948 (0.9871) loss_fgl_aux_1: 0.9558 (0.9579) loss_fgl_aux_2: 0.9556 (0.9557) loss_fgl_aux_3: 0.9564 (0.9556) loss_fgl_aux_4: 0.9563 (0.9556) loss_fgl_dn_0: 1.0853 (1.0836) loss_fgl_dn_1: 0.9736 (0.9793) loss_fgl_dn_2: 0.9647 (0.9703) loss_fgl_dn_3: 0.9665 (0.9710) loss_fgl_dn_4: 0.9670 (0.9715) loss_fgl_dn_5: 0.9670 (0.9715) loss_giou: 0.5307 (0.5487) loss_giou_aux_0: 0.5490 (0.5733) loss_giou_aux_1: 0.5254 (0.5540) loss_giou_aux_2: 0.5294 (0.5497) loss_giou_aux_3: 0.5295 (0.5488) loss_giou_aux_4: 0.5306 (0.5487) loss_giou_dn_0: 0.5516 (0.5502) loss_giou_dn_1: 0.4416 (0.4382) loss_giou_dn_2: 0.4210 (0.4210) loss_giou_dn_3: 0.4162 (0.4161) loss_giou_dn_4: 0.4155 (0.4150) loss_giou_dn_5: 0.4156 (0.4150) loss_giou_dn_pre: 0.5507 (0.5496) loss_giou_enc_0: 0.6267 (0.6438) loss_giou_pre: 0.5472 (0.5719) loss_ddf_aux_0: 0.0494 (0.0507) loss_ddf_aux_1: 0.0067 (0.0068) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2371 (0.2492) loss_ddf_dn_1: 0.0315 (0.0334) loss_ddf_dn_2: 0.0071 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6587 (0.6400) loss_vfl_aux_0: 0.7384 (0.7088) loss_vfl_aux_1: 0.7109 (0.6849) loss_vfl_aux_2: 0.6896 (0.6677) loss_vfl_aux_3: 0.6679 (0.6525) loss_vfl_aux_4: 0.6635 (0.6423) loss_vfl_dn_0: 0.4823 (0.4823) loss_vfl_dn_1: 0.4130 (0.4126) loss_vfl_dn_2: 0.3976 (0.3967) loss_vfl_dn_3: 0.3885 (0.3885) loss_vfl_dn_4: 0.3870 (0.3858) loss_vfl_dn_5: 0.3867 (0.3853) loss_vfl_dn_pre: 0.4835 (0.4827) loss_vfl_enc_0: 0.7375 (0.7163) loss_vfl_pre: 0.7373 (0.7115) time: 0.7658 data: 0.0276 max mem: 9121 Epoch: [56] [1100/3696] eta: 0:33:07 lr: 0.000013 loss: 30.3509 (30.8252) loss_bbox: 0.1617 (0.1659) loss_bbox_aux_0: 0.1730 (0.1779) loss_bbox_aux_1: 0.1623 (0.1685) loss_bbox_aux_2: 0.1603 (0.1664) loss_bbox_aux_3: 0.1614 (0.1660) loss_bbox_aux_4: 0.1617 (0.1659) loss_bbox_dn_0: 0.2170 (0.2292) loss_bbox_dn_1: 0.1644 (0.1681) loss_bbox_dn_2: 0.1539 (0.1579) loss_bbox_dn_3: 0.1524 (0.1546) loss_bbox_dn_4: 0.1517 (0.1539) loss_bbox_dn_5: 0.1517 (0.1539) loss_bbox_dn_pre: 0.2296 (0.2352) loss_bbox_enc_0: 0.2008 (0.2099) loss_bbox_pre: 0.1731 (0.1780) loss_dfl: 0.9527 (0.9554) loss_fgl_aux_0: 0.9966 (0.9870) loss_fgl_aux_1: 0.9578 (0.9577) loss_fgl_aux_2: 0.9539 (0.9555) loss_fgl_aux_3: 0.9530 (0.9554) loss_fgl_aux_4: 0.9527 (0.9554) loss_fgl_dn_0: 1.0878 (1.0835) loss_fgl_dn_1: 0.9769 (0.9792) loss_fgl_dn_2: 0.9670 (0.9702) loss_fgl_dn_3: 0.9673 (0.9709) loss_fgl_dn_4: 0.9680 (0.9714) loss_fgl_dn_5: 0.9680 (0.9714) loss_giou: 0.5195 (0.5488) loss_giou_aux_0: 0.5474 (0.5733) loss_giou_aux_1: 0.5264 (0.5541) loss_giou_aux_2: 0.5200 (0.5498) loss_giou_aux_3: 0.5205 (0.5489) loss_giou_aux_4: 0.5194 (0.5488) loss_giou_dn_0: 0.5439 (0.5505) loss_giou_dn_1: 0.4284 (0.4383) loss_giou_dn_2: 0.4147 (0.4212) loss_giou_dn_3: 0.4079 (0.4163) loss_giou_dn_4: 0.4075 (0.4151) loss_giou_dn_5: 0.4074 (0.4151) loss_giou_dn_pre: 0.5435 (0.5499) loss_giou_enc_0: 0.6256 (0.6439) loss_giou_pre: 0.5419 (0.5719) loss_ddf_aux_0: 0.0477 (0.0507) loss_ddf_aux_1: 0.0067 (0.0068) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2408 (0.2492) loss_ddf_dn_1: 0.0297 (0.0333) loss_ddf_dn_2: 0.0064 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6398 (0.6404) loss_vfl_aux_0: 0.7066 (0.7098) loss_vfl_aux_1: 0.6908 (0.6862) loss_vfl_aux_2: 0.6592 (0.6683) loss_vfl_aux_3: 0.6483 (0.6529) loss_vfl_aux_4: 0.6428 (0.6428) loss_vfl_dn_0: 0.4816 (0.4824) loss_vfl_dn_1: 0.4121 (0.4129) loss_vfl_dn_2: 0.3957 (0.3968) loss_vfl_dn_3: 0.3829 (0.3887) loss_vfl_dn_4: 0.3806 (0.3859) loss_vfl_dn_5: 0.3804 (0.3854) loss_vfl_dn_pre: 0.4828 (0.4829) loss_vfl_enc_0: 0.7368 (0.7174) loss_vfl_pre: 0.7119 (0.7125) time: 0.7853 data: 0.0304 max mem: 9121 Epoch: [56] [1200/3696] eta: 0:31:50 lr: 0.000013 loss: 30.8776 (30.8334) loss_bbox: 0.1791 (0.1661) loss_bbox_aux_0: 0.1886 (0.1780) loss_bbox_aux_1: 0.1794 (0.1686) loss_bbox_aux_2: 0.1791 (0.1666) loss_bbox_aux_3: 0.1790 (0.1662) loss_bbox_aux_4: 0.1791 (0.1661) loss_bbox_dn_0: 0.2217 (0.2294) loss_bbox_dn_1: 0.1656 (0.1683) loss_bbox_dn_2: 0.1505 (0.1581) loss_bbox_dn_3: 0.1445 (0.1547) loss_bbox_dn_4: 0.1427 (0.1540) loss_bbox_dn_5: 0.1426 (0.1540) loss_bbox_dn_pre: 0.2267 (0.2354) loss_bbox_enc_0: 0.2142 (0.2100) loss_bbox_pre: 0.1882 (0.1782) loss_dfl: 0.9650 (0.9557) loss_fgl_aux_0: 0.9903 (0.9871) loss_fgl_aux_1: 0.9674 (0.9580) loss_fgl_aux_2: 0.9641 (0.9558) loss_fgl_aux_3: 0.9648 (0.9557) loss_fgl_aux_4: 0.9651 (0.9557) loss_fgl_dn_0: 1.0785 (1.0833) loss_fgl_dn_1: 0.9788 (0.9793) loss_fgl_dn_2: 0.9716 (0.9703) loss_fgl_dn_3: 0.9715 (0.9710) loss_fgl_dn_4: 0.9715 (0.9715) loss_fgl_dn_5: 0.9715 (0.9715) loss_giou: 0.5518 (0.5488) loss_giou_aux_0: 0.5743 (0.5733) loss_giou_aux_1: 0.5557 (0.5542) loss_giou_aux_2: 0.5533 (0.5498) loss_giou_aux_3: 0.5530 (0.5489) loss_giou_aux_4: 0.5517 (0.5488) loss_giou_dn_0: 0.5467 (0.5506) loss_giou_dn_1: 0.4344 (0.4385) loss_giou_dn_2: 0.4171 (0.4213) loss_giou_dn_3: 0.4070 (0.4164) loss_giou_dn_4: 0.4075 (0.4153) loss_giou_dn_5: 0.4075 (0.4153) loss_giou_dn_pre: 0.5462 (0.5500) loss_giou_enc_0: 0.6234 (0.6436) loss_giou_pre: 0.5725 (0.5719) loss_ddf_aux_0: 0.0497 (0.0507) loss_ddf_aux_1: 0.0071 (0.0068) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2554 (0.2492) loss_ddf_dn_1: 0.0384 (0.0335) loss_ddf_dn_2: 0.0093 (0.0074) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6411 (0.6408) loss_vfl_aux_0: 0.7021 (0.7100) loss_vfl_aux_1: 0.6689 (0.6863) loss_vfl_aux_2: 0.6599 (0.6684) loss_vfl_aux_3: 0.6540 (0.6533) loss_vfl_aux_4: 0.6420 (0.6432) loss_vfl_dn_0: 0.4807 (0.4824) loss_vfl_dn_1: 0.4106 (0.4128) loss_vfl_dn_2: 0.3966 (0.3969) loss_vfl_dn_3: 0.3878 (0.3887) loss_vfl_dn_4: 0.3864 (0.3860) loss_vfl_dn_5: 0.3842 (0.3855) loss_vfl_dn_pre: 0.4802 (0.4829) loss_vfl_enc_0: 0.7080 (0.7177) loss_vfl_pre: 0.7010 (0.7125) time: 0.7716 data: 0.0275 max mem: 9121 Epoch: [56] [1300/3696] eta: 0:30:33 lr: 0.000013 loss: 31.0016 (30.8386) loss_bbox: 0.1652 (0.1660) loss_bbox_aux_0: 0.1747 (0.1779) loss_bbox_aux_1: 0.1660 (0.1685) loss_bbox_aux_2: 0.1646 (0.1665) loss_bbox_aux_3: 0.1649 (0.1661) loss_bbox_aux_4: 0.1652 (0.1660) loss_bbox_dn_0: 0.2186 (0.2292) loss_bbox_dn_1: 0.1530 (0.1680) loss_bbox_dn_2: 0.1428 (0.1579) loss_bbox_dn_3: 0.1411 (0.1545) loss_bbox_dn_4: 0.1409 (0.1538) loss_bbox_dn_5: 0.1409 (0.1538) loss_bbox_dn_pre: 0.2269 (0.2352) loss_bbox_enc_0: 0.1982 (0.2098) loss_bbox_pre: 0.1756 (0.1781) loss_dfl: 0.9618 (0.9560) loss_fgl_aux_0: 0.9804 (0.9874) loss_fgl_aux_1: 0.9614 (0.9584) loss_fgl_aux_2: 0.9617 (0.9562) loss_fgl_aux_3: 0.9612 (0.9561) loss_fgl_aux_4: 0.9618 (0.9560) loss_fgl_dn_0: 1.0876 (1.0835) loss_fgl_dn_1: 0.9803 (0.9795) loss_fgl_dn_2: 0.9759 (0.9705) loss_fgl_dn_3: 0.9753 (0.9712) loss_fgl_dn_4: 0.9752 (0.9717) loss_fgl_dn_5: 0.9751 (0.9717) loss_giou: 0.5785 (0.5490) loss_giou_aux_0: 0.6006 (0.5735) loss_giou_aux_1: 0.5865 (0.5544) loss_giou_aux_2: 0.5791 (0.5500) loss_giou_aux_3: 0.5790 (0.5491) loss_giou_aux_4: 0.5788 (0.5490) loss_giou_dn_0: 0.5673 (0.5509) loss_giou_dn_1: 0.4602 (0.4385) loss_giou_dn_2: 0.4433 (0.4213) loss_giou_dn_3: 0.4386 (0.4165) loss_giou_dn_4: 0.4381 (0.4153) loss_giou_dn_5: 0.4381 (0.4153) loss_giou_dn_pre: 0.5653 (0.5503) loss_giou_enc_0: 0.6722 (0.6436) loss_giou_pre: 0.5993 (0.5721) loss_ddf_aux_0: 0.0479 (0.0507) loss_ddf_aux_1: 0.0070 (0.0069) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2519 (0.2496) loss_ddf_dn_1: 0.0331 (0.0335) loss_ddf_dn_2: 0.0067 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6255 (0.6410) loss_vfl_aux_0: 0.6742 (0.7102) loss_vfl_aux_1: 0.6542 (0.6865) loss_vfl_aux_2: 0.6445 (0.6687) loss_vfl_aux_3: 0.6366 (0.6534) loss_vfl_aux_4: 0.6281 (0.6433) loss_vfl_dn_0: 0.4819 (0.4825) loss_vfl_dn_1: 0.4099 (0.4129) loss_vfl_dn_2: 0.3921 (0.3970) loss_vfl_dn_3: 0.3880 (0.3888) loss_vfl_dn_4: 0.3841 (0.3861) loss_vfl_dn_5: 0.3840 (0.3856) loss_vfl_dn_pre: 0.4816 (0.4829) loss_vfl_enc_0: 0.7023 (0.7181) loss_vfl_pre: 0.6755 (0.7127) time: 0.7105 data: 0.0282 max mem: 9121 Epoch: [56] [1400/3696] eta: 0:29:12 lr: 0.000013 loss: 30.6993 (30.8352) loss_bbox: 0.1687 (0.1664) loss_bbox_aux_0: 0.1833 (0.1783) loss_bbox_aux_1: 0.1699 (0.1689) loss_bbox_aux_2: 0.1683 (0.1669) loss_bbox_aux_3: 0.1688 (0.1665) loss_bbox_aux_4: 0.1687 (0.1664) loss_bbox_dn_0: 0.2346 (0.2296) loss_bbox_dn_1: 0.1778 (0.1683) loss_bbox_dn_2: 0.1669 (0.1580) loss_bbox_dn_3: 0.1644 (0.1547) loss_bbox_dn_4: 0.1626 (0.1540) loss_bbox_dn_5: 0.1626 (0.1540) loss_bbox_dn_pre: 0.2370 (0.2355) loss_bbox_enc_0: 0.2108 (0.2102) loss_bbox_pre: 0.1838 (0.1786) loss_dfl: 0.9503 (0.9566) loss_fgl_aux_0: 0.9899 (0.9880) loss_fgl_aux_1: 0.9519 (0.9589) loss_fgl_aux_2: 0.9508 (0.9567) loss_fgl_aux_3: 0.9510 (0.9566) loss_fgl_aux_4: 0.9503 (0.9566) loss_fgl_dn_0: 1.0836 (1.0836) loss_fgl_dn_1: 0.9797 (0.9796) loss_fgl_dn_2: 0.9703 (0.9706) loss_fgl_dn_3: 0.9702 (0.9712) loss_fgl_dn_4: 0.9705 (0.9717) loss_fgl_dn_5: 0.9705 (0.9717) loss_giou: 0.5080 (0.5479) loss_giou_aux_0: 0.5326 (0.5723) loss_giou_aux_1: 0.5115 (0.5533) loss_giou_aux_2: 0.5107 (0.5489) loss_giou_aux_3: 0.5079 (0.5480) loss_giou_aux_4: 0.5083 (0.5479) loss_giou_dn_0: 0.5234 (0.5503) loss_giou_dn_1: 0.4134 (0.4378) loss_giou_dn_2: 0.3963 (0.4207) loss_giou_dn_3: 0.3913 (0.4158) loss_giou_dn_4: 0.3899 (0.4147) loss_giou_dn_5: 0.3901 (0.4147) loss_giou_dn_pre: 0.5223 (0.5496) loss_giou_enc_0: 0.6097 (0.6424) loss_giou_pre: 0.5313 (0.5710) loss_ddf_aux_0: 0.0523 (0.0506) loss_ddf_aux_1: 0.0066 (0.0069) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2552 (0.2496) loss_ddf_dn_1: 0.0333 (0.0336) loss_ddf_dn_2: 0.0077 (0.0074) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6533 (0.6413) loss_vfl_aux_0: 0.7127 (0.7104) loss_vfl_aux_1: 0.6929 (0.6867) loss_vfl_aux_2: 0.6732 (0.6691) loss_vfl_aux_3: 0.6538 (0.6537) loss_vfl_aux_4: 0.6457 (0.6435) loss_vfl_dn_0: 0.4840 (0.4825) loss_vfl_dn_1: 0.4044 (0.4127) loss_vfl_dn_2: 0.3839 (0.3968) loss_vfl_dn_3: 0.3746 (0.3886) loss_vfl_dn_4: 0.3727 (0.3859) loss_vfl_dn_5: 0.3715 (0.3854) loss_vfl_dn_pre: 0.4843 (0.4829) loss_vfl_enc_0: 0.7454 (0.7187) loss_vfl_pre: 0.7158 (0.7129) time: 0.7642 data: 0.0279 max mem: 9121 Epoch: [56] [1500/3696] eta: 0:27:58 lr: 0.000013 loss: 30.7603 (30.8330) loss_bbox: 0.1686 (0.1664) loss_bbox_aux_0: 0.1796 (0.1783) loss_bbox_aux_1: 0.1690 (0.1689) loss_bbox_aux_2: 0.1687 (0.1669) loss_bbox_aux_3: 0.1685 (0.1665) loss_bbox_aux_4: 0.1686 (0.1664) loss_bbox_dn_0: 0.2414 (0.2296) loss_bbox_dn_1: 0.1770 (0.1683) loss_bbox_dn_2: 0.1634 (0.1581) loss_bbox_dn_3: 0.1574 (0.1547) loss_bbox_dn_4: 0.1566 (0.1540) loss_bbox_dn_5: 0.1566 (0.1540) loss_bbox_dn_pre: 0.2478 (0.2356) loss_bbox_enc_0: 0.2171 (0.2101) loss_bbox_pre: 0.1792 (0.1785) loss_dfl: 0.9526 (0.9567) loss_fgl_aux_0: 0.9918 (0.9881) loss_fgl_aux_1: 0.9561 (0.9591) loss_fgl_aux_2: 0.9531 (0.9569) loss_fgl_aux_3: 0.9529 (0.9568) loss_fgl_aux_4: 0.9530 (0.9567) loss_fgl_dn_0: 1.0819 (1.0836) loss_fgl_dn_1: 0.9847 (0.9796) loss_fgl_dn_2: 0.9711 (0.9705) loss_fgl_dn_3: 0.9724 (0.9712) loss_fgl_dn_4: 0.9729 (0.9717) loss_fgl_dn_5: 0.9729 (0.9717) loss_giou: 0.5294 (0.5477) loss_giou_aux_0: 0.5524 (0.5721) loss_giou_aux_1: 0.5322 (0.5531) loss_giou_aux_2: 0.5298 (0.5487) loss_giou_aux_3: 0.5287 (0.5478) loss_giou_aux_4: 0.5295 (0.5477) loss_giou_dn_0: 0.5472 (0.5502) loss_giou_dn_1: 0.4319 (0.4378) loss_giou_dn_2: 0.4147 (0.4206) loss_giou_dn_3: 0.4085 (0.4158) loss_giou_dn_4: 0.4074 (0.4146) loss_giou_dn_5: 0.4074 (0.4146) loss_giou_dn_pre: 0.5460 (0.5496) loss_giou_enc_0: 0.6130 (0.6423) loss_giou_pre: 0.5524 (0.5707) loss_ddf_aux_0: 0.0491 (0.0505) loss_ddf_aux_1: 0.0077 (0.0069) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2476 (0.2494) loss_ddf_dn_1: 0.0347 (0.0337) loss_ddf_dn_2: 0.0072 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6435 (0.6411) loss_vfl_aux_0: 0.6963 (0.7102) loss_vfl_aux_1: 0.6776 (0.6865) loss_vfl_aux_2: 0.6603 (0.6690) loss_vfl_aux_3: 0.6516 (0.6535) loss_vfl_aux_4: 0.6497 (0.6434) loss_vfl_dn_0: 0.4849 (0.4825) loss_vfl_dn_1: 0.4142 (0.4128) loss_vfl_dn_2: 0.4002 (0.3968) loss_vfl_dn_3: 0.3900 (0.3886) loss_vfl_dn_4: 0.3885 (0.3859) loss_vfl_dn_5: 0.3882 (0.3854) loss_vfl_dn_pre: 0.4850 (0.4830) loss_vfl_enc_0: 0.7177 (0.7184) loss_vfl_pre: 0.6976 (0.7127) time: 0.7334 data: 0.0268 max mem: 9121 Epoch: [56] [1600/3696] eta: 0:26:38 lr: 0.000013 loss: 31.4120 (30.8377) loss_bbox: 0.1650 (0.1663) loss_bbox_aux_0: 0.1870 (0.1781) loss_bbox_aux_1: 0.1692 (0.1688) loss_bbox_aux_2: 0.1643 (0.1668) loss_bbox_aux_3: 0.1641 (0.1663) loss_bbox_aux_4: 0.1650 (0.1663) loss_bbox_dn_0: 0.2261 (0.2292) loss_bbox_dn_1: 0.1727 (0.1680) loss_bbox_dn_2: 0.1553 (0.1578) loss_bbox_dn_3: 0.1532 (0.1544) loss_bbox_dn_4: 0.1501 (0.1537) loss_bbox_dn_5: 0.1501 (0.1537) loss_bbox_dn_pre: 0.2320 (0.2352) loss_bbox_enc_0: 0.2119 (0.2099) loss_bbox_pre: 0.1862 (0.1784) loss_dfl: 0.9524 (0.9564) loss_fgl_aux_0: 0.9868 (0.9876) loss_fgl_aux_1: 0.9527 (0.9587) loss_fgl_aux_2: 0.9525 (0.9565) loss_fgl_aux_3: 0.9518 (0.9564) loss_fgl_aux_4: 0.9525 (0.9564) loss_fgl_dn_0: 1.0847 (1.0835) loss_fgl_dn_1: 0.9797 (0.9796) loss_fgl_dn_2: 0.9682 (0.9706) loss_fgl_dn_3: 0.9691 (0.9713) loss_fgl_dn_4: 0.9697 (0.9718) loss_fgl_dn_5: 0.9696 (0.9718) loss_giou: 0.5713 (0.5486) loss_giou_aux_0: 0.6004 (0.5730) loss_giou_aux_1: 0.5804 (0.5541) loss_giou_aux_2: 0.5742 (0.5497) loss_giou_aux_3: 0.5707 (0.5488) loss_giou_aux_4: 0.5713 (0.5486) loss_giou_dn_0: 0.5688 (0.5506) loss_giou_dn_1: 0.4509 (0.4381) loss_giou_dn_2: 0.4315 (0.4210) loss_giou_dn_3: 0.4290 (0.4162) loss_giou_dn_4: 0.4266 (0.4150) loss_giou_dn_5: 0.4264 (0.4150) loss_giou_dn_pre: 0.5668 (0.5500) loss_giou_enc_0: 0.6667 (0.6431) loss_giou_pre: 0.6027 (0.5717) loss_ddf_aux_0: 0.0502 (0.0503) loss_ddf_aux_1: 0.0075 (0.0069) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2494 (0.2494) loss_ddf_dn_1: 0.0352 (0.0338) loss_ddf_dn_2: 0.0088 (0.0075) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6439 (0.6413) loss_vfl_aux_0: 0.7009 (0.7103) loss_vfl_aux_1: 0.6890 (0.6864) loss_vfl_aux_2: 0.6627 (0.6689) loss_vfl_aux_3: 0.6482 (0.6534) loss_vfl_aux_4: 0.6461 (0.6435) loss_vfl_dn_0: 0.4838 (0.4825) loss_vfl_dn_1: 0.4143 (0.4129) loss_vfl_dn_2: 0.3969 (0.3968) loss_vfl_dn_3: 0.3889 (0.3887) loss_vfl_dn_4: 0.3874 (0.3860) loss_vfl_dn_5: 0.3861 (0.3855) loss_vfl_dn_pre: 0.4852 (0.4829) loss_vfl_enc_0: 0.7178 (0.7185) loss_vfl_pre: 0.7012 (0.7128) time: 0.7442 data: 0.0336 max mem: 9121 Epoch: [56] [1700/3696] eta: 0:25:24 lr: 0.000013 loss: 30.8783 (30.8319) loss_bbox: 0.1585 (0.1660) loss_bbox_aux_0: 0.1662 (0.1778) loss_bbox_aux_1: 0.1598 (0.1685) loss_bbox_aux_2: 0.1579 (0.1665) loss_bbox_aux_3: 0.1584 (0.1660) loss_bbox_aux_4: 0.1585 (0.1660) loss_bbox_dn_0: 0.2323 (0.2291) loss_bbox_dn_1: 0.1698 (0.1679) loss_bbox_dn_2: 0.1602 (0.1577) loss_bbox_dn_3: 0.1516 (0.1544) loss_bbox_dn_4: 0.1492 (0.1536) loss_bbox_dn_5: 0.1492 (0.1536) loss_bbox_dn_pre: 0.2400 (0.2350) loss_bbox_enc_0: 0.2015 (0.2095) loss_bbox_pre: 0.1659 (0.1780) loss_dfl: 0.9692 (0.9568) loss_fgl_aux_0: 1.0007 (0.9880) loss_fgl_aux_1: 0.9732 (0.9591) loss_fgl_aux_2: 0.9712 (0.9569) loss_fgl_aux_3: 0.9698 (0.9568) loss_fgl_aux_4: 0.9693 (0.9568) loss_fgl_dn_0: 1.0818 (1.0835) loss_fgl_dn_1: 0.9783 (0.9796) loss_fgl_dn_2: 0.9688 (0.9705) loss_fgl_dn_3: 0.9710 (0.9712) loss_fgl_dn_4: 0.9714 (0.9717) loss_fgl_dn_5: 0.9714 (0.9717) loss_giou: 0.5490 (0.5479) loss_giou_aux_0: 0.5696 (0.5724) loss_giou_aux_1: 0.5508 (0.5533) loss_giou_aux_2: 0.5504 (0.5489) loss_giou_aux_3: 0.5486 (0.5480) loss_giou_aux_4: 0.5488 (0.5479) loss_giou_dn_0: 0.5545 (0.5503) loss_giou_dn_1: 0.4549 (0.4380) loss_giou_dn_2: 0.4382 (0.4209) loss_giou_dn_3: 0.4319 (0.4160) loss_giou_dn_4: 0.4312 (0.4149) loss_giou_dn_5: 0.4313 (0.4149) loss_giou_dn_pre: 0.5539 (0.5497) loss_giou_enc_0: 0.6382 (0.6424) loss_giou_pre: 0.5709 (0.5710) loss_ddf_aux_0: 0.0532 (0.0503) loss_ddf_aux_1: 0.0076 (0.0069) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2495 (0.2493) loss_ddf_dn_1: 0.0364 (0.0339) loss_ddf_dn_2: 0.0091 (0.0076) loss_ddf_dn_3: 0.0010 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6506 (0.6416) loss_vfl_aux_0: 0.7239 (0.7107) loss_vfl_aux_1: 0.6912 (0.6868) loss_vfl_aux_2: 0.6691 (0.6690) loss_vfl_aux_3: 0.6558 (0.6537) loss_vfl_aux_4: 0.6511 (0.6439) loss_vfl_dn_0: 0.4783 (0.4825) loss_vfl_dn_1: 0.4116 (0.4128) loss_vfl_dn_2: 0.4018 (0.3967) loss_vfl_dn_3: 0.3925 (0.3886) loss_vfl_dn_4: 0.3894 (0.3859) loss_vfl_dn_5: 0.3863 (0.3854) loss_vfl_dn_pre: 0.4792 (0.4830) loss_vfl_enc_0: 0.7296 (0.7187) loss_vfl_pre: 0.7252 (0.7132) time: 0.9082 data: 0.0228 max mem: 9121 Epoch: [56] [1800/3696] eta: 0:24:08 lr: 0.000013 loss: 31.0298 (30.8396) loss_bbox: 0.1593 (0.1659) loss_bbox_aux_0: 0.1700 (0.1777) loss_bbox_aux_1: 0.1635 (0.1685) loss_bbox_aux_2: 0.1610 (0.1664) loss_bbox_aux_3: 0.1600 (0.1660) loss_bbox_aux_4: 0.1596 (0.1659) loss_bbox_dn_0: 0.1995 (0.2286) loss_bbox_dn_1: 0.1510 (0.1675) loss_bbox_dn_2: 0.1359 (0.1574) loss_bbox_dn_3: 0.1316 (0.1541) loss_bbox_dn_4: 0.1313 (0.1534) loss_bbox_dn_5: 0.1313 (0.1533) loss_bbox_dn_pre: 0.2032 (0.2345) loss_bbox_enc_0: 0.1945 (0.2095) loss_bbox_pre: 0.1707 (0.1779) loss_dfl: 0.9621 (0.9567) loss_fgl_aux_0: 0.9884 (0.9880) loss_fgl_aux_1: 0.9586 (0.9591) loss_fgl_aux_2: 0.9609 (0.9569) loss_fgl_aux_3: 0.9613 (0.9568) loss_fgl_aux_4: 0.9622 (0.9567) loss_fgl_dn_0: 1.0783 (1.0835) loss_fgl_dn_1: 0.9789 (0.9797) loss_fgl_dn_2: 0.9744 (0.9707) loss_fgl_dn_3: 0.9756 (0.9714) loss_fgl_dn_4: 0.9761 (0.9719) loss_fgl_dn_5: 0.9761 (0.9719) loss_giou: 0.5385 (0.5488) loss_giou_aux_0: 0.5534 (0.5732) loss_giou_aux_1: 0.5387 (0.5542) loss_giou_aux_2: 0.5393 (0.5498) loss_giou_aux_3: 0.5395 (0.5489) loss_giou_aux_4: 0.5386 (0.5488) loss_giou_dn_0: 0.5624 (0.5507) loss_giou_dn_1: 0.4387 (0.4383) loss_giou_dn_2: 0.4175 (0.4212) loss_giou_dn_3: 0.4097 (0.4163) loss_giou_dn_4: 0.4075 (0.4152) loss_giou_dn_5: 0.4076 (0.4152) loss_giou_dn_pre: 0.5615 (0.5500) loss_giou_enc_0: 0.6261 (0.6432) loss_giou_pre: 0.5513 (0.5718) loss_ddf_aux_0: 0.0474 (0.0504) loss_ddf_aux_1: 0.0062 (0.0069) loss_ddf_aux_2: 0.0012 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2374 (0.2491) loss_ddf_dn_1: 0.0303 (0.0339) loss_ddf_dn_2: 0.0064 (0.0076) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6246 (0.6415) loss_vfl_aux_0: 0.6904 (0.7110) loss_vfl_aux_1: 0.6705 (0.6871) loss_vfl_aux_2: 0.6497 (0.6691) loss_vfl_aux_3: 0.6277 (0.6536) loss_vfl_aux_4: 0.6172 (0.6438) loss_vfl_dn_0: 0.4789 (0.4825) loss_vfl_dn_1: 0.4092 (0.4129) loss_vfl_dn_2: 0.4020 (0.3969) loss_vfl_dn_3: 0.3909 (0.3888) loss_vfl_dn_4: 0.3906 (0.3860) loss_vfl_dn_5: 0.3901 (0.3856) loss_vfl_dn_pre: 0.4788 (0.4830) loss_vfl_enc_0: 0.7057 (0.7184) loss_vfl_pre: 0.6905 (0.7134) time: 0.7789 data: 0.0303 max mem: 9121 Epoch: [56] [1900/3696] eta: 0:22:51 lr: 0.000013 loss: 30.9615 (30.8357) loss_bbox: 0.1589 (0.1659) loss_bbox_aux_0: 0.1701 (0.1777) loss_bbox_aux_1: 0.1610 (0.1685) loss_bbox_aux_2: 0.1587 (0.1664) loss_bbox_aux_3: 0.1589 (0.1660) loss_bbox_aux_4: 0.1589 (0.1659) loss_bbox_dn_0: 0.1992 (0.2286) loss_bbox_dn_1: 0.1450 (0.1676) loss_bbox_dn_2: 0.1382 (0.1574) loss_bbox_dn_3: 0.1362 (0.1541) loss_bbox_dn_4: 0.1353 (0.1534) loss_bbox_dn_5: 0.1353 (0.1534) loss_bbox_dn_pre: 0.2099 (0.2346) loss_bbox_enc_0: 0.1985 (0.2095) loss_bbox_pre: 0.1701 (0.1779) loss_dfl: 0.9449 (0.9565) loss_fgl_aux_0: 0.9781 (0.9878) loss_fgl_aux_1: 0.9454 (0.9589) loss_fgl_aux_2: 0.9457 (0.9567) loss_fgl_aux_3: 0.9450 (0.9566) loss_fgl_aux_4: 0.9449 (0.9565) loss_fgl_dn_0: 1.0835 (1.0835) loss_fgl_dn_1: 0.9847 (0.9797) loss_fgl_dn_2: 0.9747 (0.9706) loss_fgl_dn_3: 0.9746 (0.9713) loss_fgl_dn_4: 0.9750 (0.9718) loss_fgl_dn_5: 0.9750 (0.9718) loss_giou: 0.6007 (0.5489) loss_giou_aux_0: 0.6243 (0.5733) loss_giou_aux_1: 0.6053 (0.5542) loss_giou_aux_2: 0.6003 (0.5499) loss_giou_aux_3: 0.5994 (0.5490) loss_giou_aux_4: 0.6007 (0.5489) loss_giou_dn_0: 0.5530 (0.5503) loss_giou_dn_1: 0.4492 (0.4380) loss_giou_dn_2: 0.4349 (0.4209) loss_giou_dn_3: 0.4271 (0.4161) loss_giou_dn_4: 0.4255 (0.4149) loss_giou_dn_5: 0.4254 (0.4149) loss_giou_dn_pre: 0.5529 (0.5496) loss_giou_enc_0: 0.6843 (0.6433) loss_giou_pre: 0.6225 (0.5719) loss_ddf_aux_0: 0.0512 (0.0503) loss_ddf_aux_1: 0.0074 (0.0069) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2555 (0.2490) loss_ddf_dn_1: 0.0372 (0.0339) loss_ddf_dn_2: 0.0083 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6125 (0.6414) loss_vfl_aux_0: 0.6688 (0.7108) loss_vfl_aux_1: 0.6356 (0.6871) loss_vfl_aux_2: 0.6289 (0.6692) loss_vfl_aux_3: 0.6296 (0.6534) loss_vfl_aux_4: 0.6174 (0.6437) loss_vfl_dn_0: 0.4808 (0.4826) loss_vfl_dn_1: 0.4109 (0.4128) loss_vfl_dn_2: 0.3982 (0.3968) loss_vfl_dn_3: 0.3909 (0.3888) loss_vfl_dn_4: 0.3882 (0.3860) loss_vfl_dn_5: 0.3866 (0.3855) loss_vfl_dn_pre: 0.4810 (0.4830) loss_vfl_enc_0: 0.6797 (0.7183) loss_vfl_pre: 0.6674 (0.7131) time: 0.7598 data: 0.0309 max mem: 9121 Epoch: [56] [2000/3696] eta: 0:21:35 lr: 0.000013 loss: 31.0072 (30.8460) loss_bbox: 0.1589 (0.1662) loss_bbox_aux_0: 0.1753 (0.1780) loss_bbox_aux_1: 0.1628 (0.1687) loss_bbox_aux_2: 0.1600 (0.1667) loss_bbox_aux_3: 0.1589 (0.1662) loss_bbox_aux_4: 0.1589 (0.1662) loss_bbox_dn_0: 0.2094 (0.2291) loss_bbox_dn_1: 0.1632 (0.1679) loss_bbox_dn_2: 0.1496 (0.1577) loss_bbox_dn_3: 0.1504 (0.1544) loss_bbox_dn_4: 0.1492 (0.1537) loss_bbox_dn_5: 0.1492 (0.1537) loss_bbox_dn_pre: 0.2162 (0.2350) loss_bbox_enc_0: 0.2123 (0.2099) loss_bbox_pre: 0.1757 (0.1782) loss_dfl: 0.9614 (0.9566) loss_fgl_aux_0: 0.9909 (0.9879) loss_fgl_aux_1: 0.9646 (0.9590) loss_fgl_aux_2: 0.9605 (0.9568) loss_fgl_aux_3: 0.9613 (0.9566) loss_fgl_aux_4: 0.9613 (0.9566) loss_fgl_dn_0: 1.0853 (1.0836) loss_fgl_dn_1: 0.9904 (0.9798) loss_fgl_dn_2: 0.9830 (0.9707) loss_fgl_dn_3: 0.9847 (0.9715) loss_fgl_dn_4: 0.9852 (0.9719) loss_fgl_dn_5: 0.9852 (0.9720) loss_giou: 0.5330 (0.5488) loss_giou_aux_0: 0.5554 (0.5732) loss_giou_aux_1: 0.5351 (0.5541) loss_giou_aux_2: 0.5309 (0.5498) loss_giou_aux_3: 0.5314 (0.5489) loss_giou_aux_4: 0.5329 (0.5487) loss_giou_dn_0: 0.5460 (0.5503) loss_giou_dn_1: 0.4273 (0.4379) loss_giou_dn_2: 0.4072 (0.4208) loss_giou_dn_3: 0.4035 (0.4160) loss_giou_dn_4: 0.4023 (0.4148) loss_giou_dn_5: 0.4023 (0.4148) loss_giou_dn_pre: 0.5438 (0.5496) loss_giou_enc_0: 0.6279 (0.6433) loss_giou_pre: 0.5496 (0.5718) loss_ddf_aux_0: 0.0524 (0.0504) loss_ddf_aux_1: 0.0074 (0.0069) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2660 (0.2493) loss_ddf_dn_1: 0.0381 (0.0340) loss_ddf_dn_2: 0.0079 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6445 (0.6421) loss_vfl_aux_0: 0.7074 (0.7112) loss_vfl_aux_1: 0.6876 (0.6877) loss_vfl_aux_2: 0.6692 (0.6699) loss_vfl_aux_3: 0.6509 (0.6541) loss_vfl_aux_4: 0.6480 (0.6444) loss_vfl_dn_0: 0.4852 (0.4827) loss_vfl_dn_1: 0.4176 (0.4129) loss_vfl_dn_2: 0.4014 (0.3969) loss_vfl_dn_3: 0.3948 (0.3888) loss_vfl_dn_4: 0.3903 (0.3860) loss_vfl_dn_5: 0.3899 (0.3856) loss_vfl_dn_pre: 0.4854 (0.4831) loss_vfl_enc_0: 0.7167 (0.7190) loss_vfl_pre: 0.7085 (0.7135) time: 0.7508 data: 0.0343 max mem: 9121 Epoch: [56] [2100/3696] eta: 0:20:20 lr: 0.000013 loss: 30.5599 (30.8371) loss_bbox: 0.1494 (0.1660) loss_bbox_aux_0: 0.1671 (0.1779) loss_bbox_aux_1: 0.1558 (0.1686) loss_bbox_aux_2: 0.1495 (0.1665) loss_bbox_aux_3: 0.1497 (0.1661) loss_bbox_aux_4: 0.1494 (0.1660) loss_bbox_dn_0: 0.2333 (0.2292) loss_bbox_dn_1: 0.1645 (0.1679) loss_bbox_dn_2: 0.1515 (0.1577) loss_bbox_dn_3: 0.1480 (0.1544) loss_bbox_dn_4: 0.1470 (0.1537) loss_bbox_dn_5: 0.1470 (0.1537) loss_bbox_dn_pre: 0.2392 (0.2351) loss_bbox_enc_0: 0.2071 (0.2099) loss_bbox_pre: 0.1655 (0.1781) loss_dfl: 0.9631 (0.9566) loss_fgl_aux_0: 0.9872 (0.9879) loss_fgl_aux_1: 0.9641 (0.9590) loss_fgl_aux_2: 0.9628 (0.9567) loss_fgl_aux_3: 0.9625 (0.9566) loss_fgl_aux_4: 0.9629 (0.9566) loss_fgl_dn_0: 1.0826 (1.0835) loss_fgl_dn_1: 0.9733 (0.9796) loss_fgl_dn_2: 0.9640 (0.9706) loss_fgl_dn_3: 0.9646 (0.9713) loss_fgl_dn_4: 0.9652 (0.9718) loss_fgl_dn_5: 0.9652 (0.9718) loss_giou: 0.4641 (0.5478) loss_giou_aux_0: 0.5018 (0.5723) loss_giou_aux_1: 0.4698 (0.5532) loss_giou_aux_2: 0.4656 (0.5488) loss_giou_aux_3: 0.4645 (0.5479) loss_giou_aux_4: 0.4641 (0.5478) loss_giou_dn_0: 0.5249 (0.5500) loss_giou_dn_1: 0.4139 (0.4375) loss_giou_dn_2: 0.3962 (0.4204) loss_giou_dn_3: 0.3914 (0.4156) loss_giou_dn_4: 0.3905 (0.4144) loss_giou_dn_5: 0.3905 (0.4144) loss_giou_dn_pre: 0.5261 (0.5494) loss_giou_enc_0: 0.5662 (0.6424) loss_giou_pre: 0.4988 (0.5709) loss_ddf_aux_0: 0.0511 (0.0506) loss_ddf_aux_1: 0.0072 (0.0070) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2605 (0.2496) loss_ddf_dn_1: 0.0351 (0.0340) loss_ddf_dn_2: 0.0083 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6599 (0.6424) loss_vfl_aux_0: 0.7222 (0.7114) loss_vfl_aux_1: 0.7024 (0.6879) loss_vfl_aux_2: 0.6888 (0.6702) loss_vfl_aux_3: 0.6610 (0.6543) loss_vfl_aux_4: 0.6554 (0.6448) loss_vfl_dn_0: 0.4825 (0.4827) loss_vfl_dn_1: 0.4040 (0.4129) loss_vfl_dn_2: 0.3903 (0.3969) loss_vfl_dn_3: 0.3793 (0.3888) loss_vfl_dn_4: 0.3777 (0.3860) loss_vfl_dn_5: 0.3781 (0.3855) loss_vfl_dn_pre: 0.4834 (0.4832) loss_vfl_enc_0: 0.7388 (0.7193) loss_vfl_pre: 0.7250 (0.7137) time: 0.7611 data: 0.0298 max mem: 9121 Epoch: [56] [2200/3696] eta: 0:19:03 lr: 0.000013 loss: 30.5730 (30.8246) loss_bbox: 0.1550 (0.1659) loss_bbox_aux_0: 0.1669 (0.1778) loss_bbox_aux_1: 0.1553 (0.1685) loss_bbox_aux_2: 0.1549 (0.1664) loss_bbox_aux_3: 0.1551 (0.1659) loss_bbox_aux_4: 0.1550 (0.1659) loss_bbox_dn_0: 0.2213 (0.2290) loss_bbox_dn_1: 0.1543 (0.1675) loss_bbox_dn_2: 0.1444 (0.1574) loss_bbox_dn_3: 0.1400 (0.1541) loss_bbox_dn_4: 0.1395 (0.1534) loss_bbox_dn_5: 0.1395 (0.1533) loss_bbox_dn_pre: 0.2269 (0.2349) loss_bbox_enc_0: 0.2001 (0.2098) loss_bbox_pre: 0.1668 (0.1780) loss_dfl: 0.9517 (0.9564) loss_fgl_aux_0: 0.9820 (0.9878) loss_fgl_aux_1: 0.9542 (0.9589) loss_fgl_aux_2: 0.9514 (0.9566) loss_fgl_aux_3: 0.9516 (0.9565) loss_fgl_aux_4: 0.9517 (0.9564) loss_fgl_dn_0: 1.0840 (1.0836) loss_fgl_dn_1: 0.9799 (0.9794) loss_fgl_dn_2: 0.9742 (0.9704) loss_fgl_dn_3: 0.9748 (0.9711) loss_fgl_dn_4: 0.9745 (0.9716) loss_fgl_dn_5: 0.9745 (0.9716) loss_giou: 0.5136 (0.5475) loss_giou_aux_0: 0.5402 (0.5721) loss_giou_aux_1: 0.5267 (0.5530) loss_giou_aux_2: 0.5150 (0.5486) loss_giou_aux_3: 0.5139 (0.5477) loss_giou_aux_4: 0.5137 (0.5475) loss_giou_dn_0: 0.5338 (0.5497) loss_giou_dn_1: 0.4292 (0.4371) loss_giou_dn_2: 0.4100 (0.4200) loss_giou_dn_3: 0.4060 (0.4152) loss_giou_dn_4: 0.4056 (0.4140) loss_giou_dn_5: 0.4056 (0.4140) loss_giou_dn_pre: 0.5358 (0.5491) loss_giou_enc_0: 0.6104 (0.6422) loss_giou_pre: 0.5395 (0.5708) loss_ddf_aux_0: 0.0552 (0.0506) loss_ddf_aux_1: 0.0071 (0.0070) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2571 (0.2501) loss_ddf_dn_1: 0.0332 (0.0341) loss_ddf_dn_2: 0.0069 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6248 (0.6421) loss_vfl_aux_0: 0.6950 (0.7109) loss_vfl_aux_1: 0.6663 (0.6874) loss_vfl_aux_2: 0.6453 (0.6699) loss_vfl_aux_3: 0.6512 (0.6539) loss_vfl_aux_4: 0.6184 (0.6444) loss_vfl_dn_0: 0.4875 (0.4827) loss_vfl_dn_1: 0.4141 (0.4128) loss_vfl_dn_2: 0.3970 (0.3967) loss_vfl_dn_3: 0.3901 (0.3887) loss_vfl_dn_4: 0.3879 (0.3859) loss_vfl_dn_5: 0.3870 (0.3854) loss_vfl_dn_pre: 0.4875 (0.4831) loss_vfl_enc_0: 0.7086 (0.7187) loss_vfl_pre: 0.6968 (0.7133) time: 0.7518 data: 0.0313 max mem: 9121 Epoch: [56] [2300/3696] eta: 0:17:46 lr: 0.000013 loss: 30.8619 (30.8258) loss_bbox: 0.1706 (0.1661) loss_bbox_aux_0: 0.1817 (0.1781) loss_bbox_aux_1: 0.1742 (0.1687) loss_bbox_aux_2: 0.1720 (0.1666) loss_bbox_aux_3: 0.1711 (0.1661) loss_bbox_aux_4: 0.1709 (0.1661) loss_bbox_dn_0: 0.2384 (0.2293) loss_bbox_dn_1: 0.1880 (0.1679) loss_bbox_dn_2: 0.1724 (0.1577) loss_bbox_dn_3: 0.1686 (0.1543) loss_bbox_dn_4: 0.1687 (0.1536) loss_bbox_dn_5: 0.1688 (0.1536) loss_bbox_dn_pre: 0.2435 (0.2353) loss_bbox_enc_0: 0.2143 (0.2101) loss_bbox_pre: 0.1817 (0.1783) loss_dfl: 0.9656 (0.9565) loss_fgl_aux_0: 0.9994 (0.9878) loss_fgl_aux_1: 0.9660 (0.9589) loss_fgl_aux_2: 0.9642 (0.9567) loss_fgl_aux_3: 0.9651 (0.9565) loss_fgl_aux_4: 0.9657 (0.9565) loss_fgl_dn_0: 1.0785 (1.0835) loss_fgl_dn_1: 0.9746 (0.9794) loss_fgl_dn_2: 0.9651 (0.9704) loss_fgl_dn_3: 0.9670 (0.9711) loss_fgl_dn_4: 0.9681 (0.9716) loss_fgl_dn_5: 0.9681 (0.9716) loss_giou: 0.5343 (0.5473) loss_giou_aux_0: 0.5511 (0.5719) loss_giou_aux_1: 0.5372 (0.5528) loss_giou_aux_2: 0.5346 (0.5483) loss_giou_aux_3: 0.5342 (0.5475) loss_giou_aux_4: 0.5342 (0.5473) loss_giou_dn_0: 0.5449 (0.5496) loss_giou_dn_1: 0.4305 (0.4370) loss_giou_dn_2: 0.4140 (0.4199) loss_giou_dn_3: 0.4100 (0.4151) loss_giou_dn_4: 0.4099 (0.4139) loss_giou_dn_5: 0.4099 (0.4139) loss_giou_dn_pre: 0.5475 (0.5490) loss_giou_enc_0: 0.6199 (0.6420) loss_giou_pre: 0.5498 (0.5705) loss_ddf_aux_0: 0.0535 (0.0507) loss_ddf_aux_1: 0.0083 (0.0070) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2517 (0.2500) loss_ddf_dn_1: 0.0342 (0.0342) loss_ddf_dn_2: 0.0073 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6432 (0.6422) loss_vfl_aux_0: 0.7128 (0.7109) loss_vfl_aux_1: 0.6937 (0.6873) loss_vfl_aux_2: 0.6698 (0.6699) loss_vfl_aux_3: 0.6418 (0.6540) loss_vfl_aux_4: 0.6410 (0.6445) loss_vfl_dn_0: 0.4793 (0.4827) loss_vfl_dn_1: 0.4112 (0.4128) loss_vfl_dn_2: 0.3989 (0.3967) loss_vfl_dn_3: 0.3914 (0.3887) loss_vfl_dn_4: 0.3871 (0.3859) loss_vfl_dn_5: 0.3860 (0.3854) loss_vfl_dn_pre: 0.4799 (0.4831) loss_vfl_enc_0: 0.7195 (0.7186) loss_vfl_pre: 0.7147 (0.7132) time: 0.7519 data: 0.0325 max mem: 9121 Epoch: [56] [2400/3696] eta: 0:16:28 lr: 0.000013 loss: 31.2232 (30.8336) loss_bbox: 0.1634 (0.1662) loss_bbox_aux_0: 0.1703 (0.1782) loss_bbox_aux_1: 0.1638 (0.1688) loss_bbox_aux_2: 0.1635 (0.1667) loss_bbox_aux_3: 0.1638 (0.1663) loss_bbox_aux_4: 0.1634 (0.1662) loss_bbox_dn_0: 0.2260 (0.2294) loss_bbox_dn_1: 0.1752 (0.1679) loss_bbox_dn_2: 0.1632 (0.1578) loss_bbox_dn_3: 0.1563 (0.1544) loss_bbox_dn_4: 0.1561 (0.1537) loss_bbox_dn_5: 0.1561 (0.1537) loss_bbox_dn_pre: 0.2293 (0.2353) loss_bbox_enc_0: 0.2047 (0.2102) loss_bbox_pre: 0.1721 (0.1784) loss_dfl: 0.9604 (0.9567) loss_fgl_aux_0: 0.9882 (0.9880) loss_fgl_aux_1: 0.9607 (0.9592) loss_fgl_aux_2: 0.9597 (0.9569) loss_fgl_aux_3: 0.9601 (0.9567) loss_fgl_aux_4: 0.9603 (0.9567) loss_fgl_dn_0: 1.0760 (1.0834) loss_fgl_dn_1: 0.9783 (0.9795) loss_fgl_dn_2: 0.9692 (0.9705) loss_fgl_dn_3: 0.9723 (0.9712) loss_fgl_dn_4: 0.9730 (0.9717) loss_fgl_dn_5: 0.9730 (0.9718) loss_giou: 0.5650 (0.5475) loss_giou_aux_0: 0.5840 (0.5721) loss_giou_aux_1: 0.5674 (0.5530) loss_giou_aux_2: 0.5631 (0.5486) loss_giou_aux_3: 0.5653 (0.5477) loss_giou_aux_4: 0.5652 (0.5475) loss_giou_dn_0: 0.5514 (0.5498) loss_giou_dn_1: 0.4425 (0.4373) loss_giou_dn_2: 0.4268 (0.4202) loss_giou_dn_3: 0.4219 (0.4153) loss_giou_dn_4: 0.4214 (0.4141) loss_giou_dn_5: 0.4215 (0.4141) loss_giou_dn_pre: 0.5516 (0.5492) loss_giou_enc_0: 0.6645 (0.6423) loss_giou_pre: 0.5839 (0.5707) loss_ddf_aux_0: 0.0500 (0.0506) loss_ddf_aux_1: 0.0074 (0.0070) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2352 (0.2498) loss_ddf_dn_1: 0.0330 (0.0342) loss_ddf_dn_2: 0.0091 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6456 (0.6423) loss_vfl_aux_0: 0.7074 (0.7108) loss_vfl_aux_1: 0.6835 (0.6874) loss_vfl_aux_2: 0.6707 (0.6700) loss_vfl_aux_3: 0.6561 (0.6541) loss_vfl_aux_4: 0.6423 (0.6446) loss_vfl_dn_0: 0.4748 (0.4826) loss_vfl_dn_1: 0.4116 (0.4129) loss_vfl_dn_2: 0.3942 (0.3968) loss_vfl_dn_3: 0.3856 (0.3887) loss_vfl_dn_4: 0.3829 (0.3860) loss_vfl_dn_5: 0.3829 (0.3855) loss_vfl_dn_pre: 0.4769 (0.4831) loss_vfl_enc_0: 0.7067 (0.7184) loss_vfl_pre: 0.7039 (0.7132) time: 0.7405 data: 0.0298 max mem: 9121 Epoch: [56] [2500/3696] eta: 0:15:12 lr: 0.000013 loss: 30.5460 (30.8357) loss_bbox: 0.1743 (0.1664) loss_bbox_aux_0: 0.1908 (0.1784) loss_bbox_aux_1: 0.1765 (0.1690) loss_bbox_aux_2: 0.1755 (0.1669) loss_bbox_aux_3: 0.1743 (0.1664) loss_bbox_aux_4: 0.1744 (0.1664) loss_bbox_dn_0: 0.2502 (0.2295) loss_bbox_dn_1: 0.1862 (0.1681) loss_bbox_dn_2: 0.1749 (0.1579) loss_bbox_dn_3: 0.1687 (0.1545) loss_bbox_dn_4: 0.1683 (0.1538) loss_bbox_dn_5: 0.1684 (0.1538) loss_bbox_dn_pre: 0.2572 (0.2355) loss_bbox_enc_0: 0.2273 (0.2105) loss_bbox_pre: 0.1916 (0.1786) loss_dfl: 0.9588 (0.9566) loss_fgl_aux_0: 0.9968 (0.9879) loss_fgl_aux_1: 0.9651 (0.9590) loss_fgl_aux_2: 0.9601 (0.9567) loss_fgl_aux_3: 0.9588 (0.9566) loss_fgl_aux_4: 0.9588 (0.9566) loss_fgl_dn_0: 1.0852 (1.0833) loss_fgl_dn_1: 0.9768 (0.9795) loss_fgl_dn_2: 0.9700 (0.9705) loss_fgl_dn_3: 0.9706 (0.9712) loss_fgl_dn_4: 0.9709 (0.9717) loss_fgl_dn_5: 0.9709 (0.9717) loss_giou: 0.5126 (0.5478) loss_giou_aux_0: 0.5421 (0.5723) loss_giou_aux_1: 0.5187 (0.5532) loss_giou_aux_2: 0.5151 (0.5488) loss_giou_aux_3: 0.5134 (0.5479) loss_giou_aux_4: 0.5133 (0.5478) loss_giou_dn_0: 0.5451 (0.5499) loss_giou_dn_1: 0.4311 (0.4373) loss_giou_dn_2: 0.4133 (0.4202) loss_giou_dn_3: 0.4083 (0.4154) loss_giou_dn_4: 0.4063 (0.4142) loss_giou_dn_5: 0.4063 (0.4142) loss_giou_dn_pre: 0.5428 (0.5493) loss_giou_enc_0: 0.6166 (0.6425) loss_giou_pre: 0.5399 (0.5709) loss_ddf_aux_0: 0.0508 (0.0507) loss_ddf_aux_1: 0.0071 (0.0070) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2580 (0.2498) loss_ddf_dn_1: 0.0363 (0.0342) loss_ddf_dn_2: 0.0084 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6074 (0.6421) loss_vfl_aux_0: 0.6882 (0.7108) loss_vfl_aux_1: 0.6648 (0.6873) loss_vfl_aux_2: 0.6385 (0.6699) loss_vfl_aux_3: 0.6198 (0.6540) loss_vfl_aux_4: 0.6120 (0.6444) loss_vfl_dn_0: 0.4847 (0.4826) loss_vfl_dn_1: 0.4081 (0.4129) loss_vfl_dn_2: 0.3891 (0.3967) loss_vfl_dn_3: 0.3821 (0.3887) loss_vfl_dn_4: 0.3805 (0.3859) loss_vfl_dn_5: 0.3804 (0.3854) loss_vfl_dn_pre: 0.4850 (0.4830) loss_vfl_enc_0: 0.7081 (0.7182) loss_vfl_pre: 0.6924 (0.7131) time: 0.7571 data: 0.0343 max mem: 9121 Epoch: [56] [2600/3696] eta: 0:13:57 lr: 0.000013 loss: 30.8376 (30.8395) loss_bbox: 0.1549 (0.1664) loss_bbox_aux_0: 0.1650 (0.1784) loss_bbox_aux_1: 0.1596 (0.1690) loss_bbox_aux_2: 0.1566 (0.1669) loss_bbox_aux_3: 0.1549 (0.1665) loss_bbox_aux_4: 0.1550 (0.1664) loss_bbox_dn_0: 0.2125 (0.2297) loss_bbox_dn_1: 0.1549 (0.1681) loss_bbox_dn_2: 0.1464 (0.1579) loss_bbox_dn_3: 0.1416 (0.1546) loss_bbox_dn_4: 0.1405 (0.1539) loss_bbox_dn_5: 0.1404 (0.1539) loss_bbox_dn_pre: 0.2161 (0.2356) loss_bbox_enc_0: 0.1980 (0.2106) loss_bbox_pre: 0.1669 (0.1786) loss_dfl: 0.9575 (0.9567) loss_fgl_aux_0: 0.9915 (0.9880) loss_fgl_aux_1: 0.9587 (0.9591) loss_fgl_aux_2: 0.9587 (0.9569) loss_fgl_aux_3: 0.9579 (0.9567) loss_fgl_aux_4: 0.9575 (0.9567) loss_fgl_dn_0: 1.0790 (1.0833) loss_fgl_dn_1: 0.9847 (0.9796) loss_fgl_dn_2: 0.9778 (0.9706) loss_fgl_dn_3: 0.9775 (0.9713) loss_fgl_dn_4: 0.9778 (0.9718) loss_fgl_dn_5: 0.9778 (0.9718) loss_giou: 0.5582 (0.5481) loss_giou_aux_0: 0.5773 (0.5727) loss_giou_aux_1: 0.5635 (0.5536) loss_giou_aux_2: 0.5600 (0.5491) loss_giou_aux_3: 0.5589 (0.5482) loss_giou_aux_4: 0.5582 (0.5481) loss_giou_dn_0: 0.5709 (0.5502) loss_giou_dn_1: 0.4530 (0.4376) loss_giou_dn_2: 0.4347 (0.4205) loss_giou_dn_3: 0.4292 (0.4156) loss_giou_dn_4: 0.4279 (0.4145) loss_giou_dn_5: 0.4280 (0.4145) loss_giou_dn_pre: 0.5704 (0.5496) loss_giou_enc_0: 0.6462 (0.6429) loss_giou_pre: 0.5748 (0.5712) loss_ddf_aux_0: 0.0493 (0.0506) loss_ddf_aux_1: 0.0068 (0.0070) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2434 (0.2496) loss_ddf_dn_1: 0.0329 (0.0342) loss_ddf_dn_2: 0.0063 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6299 (0.6420) loss_vfl_aux_0: 0.6918 (0.7102) loss_vfl_aux_1: 0.6689 (0.6870) loss_vfl_aux_2: 0.6549 (0.6697) loss_vfl_aux_3: 0.6400 (0.6538) loss_vfl_aux_4: 0.6307 (0.6443) loss_vfl_dn_0: 0.4820 (0.4825) loss_vfl_dn_1: 0.4171 (0.4129) loss_vfl_dn_2: 0.4006 (0.3968) loss_vfl_dn_3: 0.3889 (0.3887) loss_vfl_dn_4: 0.3859 (0.3859) loss_vfl_dn_5: 0.3849 (0.3854) loss_vfl_dn_pre: 0.4839 (0.4830) loss_vfl_enc_0: 0.7051 (0.7177) loss_vfl_pre: 0.6944 (0.7126) time: 0.7553 data: 0.0251 max mem: 9121 Epoch: [56] [2700/3696] eta: 0:12:38 lr: 0.000013 loss: 30.7656 (30.8369) loss_bbox: 0.1564 (0.1663) loss_bbox_aux_0: 0.1666 (0.1783) loss_bbox_aux_1: 0.1627 (0.1689) loss_bbox_aux_2: 0.1574 (0.1669) loss_bbox_aux_3: 0.1565 (0.1664) loss_bbox_aux_4: 0.1564 (0.1664) loss_bbox_dn_0: 0.2104 (0.2295) loss_bbox_dn_1: 0.1589 (0.1680) loss_bbox_dn_2: 0.1503 (0.1578) loss_bbox_dn_3: 0.1459 (0.1545) loss_bbox_dn_4: 0.1457 (0.1538) loss_bbox_dn_5: 0.1457 (0.1538) loss_bbox_dn_pre: 0.2105 (0.2354) loss_bbox_enc_0: 0.1977 (0.2105) loss_bbox_pre: 0.1669 (0.1785) loss_dfl: 0.9628 (0.9568) loss_fgl_aux_0: 0.9963 (0.9880) loss_fgl_aux_1: 0.9681 (0.9592) loss_fgl_aux_2: 0.9632 (0.9569) loss_fgl_aux_3: 0.9629 (0.9568) loss_fgl_aux_4: 0.9627 (0.9568) loss_fgl_dn_0: 1.0866 (1.0833) loss_fgl_dn_1: 0.9812 (0.9797) loss_fgl_dn_2: 0.9736 (0.9707) loss_fgl_dn_3: 0.9739 (0.9714) loss_fgl_dn_4: 0.9745 (0.9719) loss_fgl_dn_5: 0.9745 (0.9719) loss_giou: 0.5116 (0.5481) loss_giou_aux_0: 0.5360 (0.5727) loss_giou_aux_1: 0.5205 (0.5536) loss_giou_aux_2: 0.5128 (0.5492) loss_giou_aux_3: 0.5109 (0.5483) loss_giou_aux_4: 0.5115 (0.5481) loss_giou_dn_0: 0.5383 (0.5501) loss_giou_dn_1: 0.4200 (0.4376) loss_giou_dn_2: 0.4023 (0.4204) loss_giou_dn_3: 0.3928 (0.4156) loss_giou_dn_4: 0.3916 (0.4144) loss_giou_dn_5: 0.3916 (0.4144) loss_giou_dn_pre: 0.5389 (0.5495) loss_giou_enc_0: 0.6004 (0.6429) loss_giou_pre: 0.5359 (0.5713) loss_ddf_aux_0: 0.0459 (0.0506) loss_ddf_aux_1: 0.0069 (0.0071) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2317 (0.2493) loss_ddf_dn_1: 0.0310 (0.0341) loss_ddf_dn_2: 0.0072 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6349 (0.6420) loss_vfl_aux_0: 0.7081 (0.7099) loss_vfl_aux_1: 0.6653 (0.6867) loss_vfl_aux_2: 0.6597 (0.6697) loss_vfl_aux_3: 0.6401 (0.6537) loss_vfl_aux_4: 0.6367 (0.6443) loss_vfl_dn_0: 0.4869 (0.4825) loss_vfl_dn_1: 0.4155 (0.4128) loss_vfl_dn_2: 0.3934 (0.3967) loss_vfl_dn_3: 0.3839 (0.3886) loss_vfl_dn_4: 0.3792 (0.3858) loss_vfl_dn_5: 0.3791 (0.3854) loss_vfl_dn_pre: 0.4875 (0.4830) loss_vfl_enc_0: 0.7176 (0.7174) loss_vfl_pre: 0.7094 (0.7123) time: 0.7433 data: 0.0276 max mem: 9121 Epoch: [56] [2800/3696] eta: 0:11:21 lr: 0.000013 loss: 30.5678 (30.8238) loss_bbox: 0.1599 (0.1661) loss_bbox_aux_0: 0.1687 (0.1780) loss_bbox_aux_1: 0.1583 (0.1686) loss_bbox_aux_2: 0.1591 (0.1666) loss_bbox_aux_3: 0.1594 (0.1661) loss_bbox_aux_4: 0.1599 (0.1661) loss_bbox_dn_0: 0.2207 (0.2293) loss_bbox_dn_1: 0.1556 (0.1678) loss_bbox_dn_2: 0.1438 (0.1577) loss_bbox_dn_3: 0.1425 (0.1544) loss_bbox_dn_4: 0.1426 (0.1536) loss_bbox_dn_5: 0.1426 (0.1536) loss_bbox_dn_pre: 0.2267 (0.2353) loss_bbox_enc_0: 0.2031 (0.2102) loss_bbox_pre: 0.1694 (0.1782) loss_dfl: 0.9665 (0.9569) loss_fgl_aux_0: 0.9892 (0.9881) loss_fgl_aux_1: 0.9670 (0.9593) loss_fgl_aux_2: 0.9667 (0.9570) loss_fgl_aux_3: 0.9662 (0.9569) loss_fgl_aux_4: 0.9664 (0.9569) loss_fgl_dn_0: 1.0788 (1.0832) loss_fgl_dn_1: 0.9781 (0.9795) loss_fgl_dn_2: 0.9702 (0.9705) loss_fgl_dn_3: 0.9712 (0.9712) loss_fgl_dn_4: 0.9716 (0.9717) loss_fgl_dn_5: 0.9716 (0.9717) loss_giou: 0.5420 (0.5475) loss_giou_aux_0: 0.5563 (0.5721) loss_giou_aux_1: 0.5474 (0.5530) loss_giou_aux_2: 0.5421 (0.5485) loss_giou_aux_3: 0.5418 (0.5476) loss_giou_aux_4: 0.5417 (0.5475) loss_giou_dn_0: 0.5512 (0.5498) loss_giou_dn_1: 0.4364 (0.4373) loss_giou_dn_2: 0.4258 (0.4201) loss_giou_dn_3: 0.4185 (0.4153) loss_giou_dn_4: 0.4162 (0.4141) loss_giou_dn_5: 0.4162 (0.4141) loss_giou_dn_pre: 0.5506 (0.5492) loss_giou_enc_0: 0.6347 (0.6423) loss_giou_pre: 0.5566 (0.5706) loss_ddf_aux_0: 0.0486 (0.0506) loss_ddf_aux_1: 0.0069 (0.0071) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2404 (0.2492) loss_ddf_dn_1: 0.0319 (0.0341) loss_ddf_dn_2: 0.0065 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6457 (0.6418) loss_vfl_aux_0: 0.6903 (0.7097) loss_vfl_aux_1: 0.6752 (0.6865) loss_vfl_aux_2: 0.6494 (0.6695) loss_vfl_aux_3: 0.6458 (0.6536) loss_vfl_aux_4: 0.6351 (0.6441) loss_vfl_dn_0: 0.4803 (0.4825) loss_vfl_dn_1: 0.4122 (0.4128) loss_vfl_dn_2: 0.3944 (0.3966) loss_vfl_dn_3: 0.3899 (0.3886) loss_vfl_dn_4: 0.3872 (0.3858) loss_vfl_dn_5: 0.3878 (0.3853) loss_vfl_dn_pre: 0.4807 (0.4830) loss_vfl_enc_0: 0.6967 (0.7172) loss_vfl_pre: 0.6925 (0.7121) time: 0.7674 data: 0.0309 max mem: 9121 Epoch: [56] [2900/3696] eta: 0:10:05 lr: 0.000013 loss: 30.8160 (30.8189) loss_bbox: 0.1683 (0.1661) loss_bbox_aux_0: 0.1797 (0.1780) loss_bbox_aux_1: 0.1716 (0.1687) loss_bbox_aux_2: 0.1683 (0.1666) loss_bbox_aux_3: 0.1685 (0.1662) loss_bbox_aux_4: 0.1684 (0.1661) loss_bbox_dn_0: 0.2251 (0.2293) loss_bbox_dn_1: 0.1618 (0.1678) loss_bbox_dn_2: 0.1535 (0.1576) loss_bbox_dn_3: 0.1523 (0.1543) loss_bbox_dn_4: 0.1523 (0.1536) loss_bbox_dn_5: 0.1524 (0.1536) loss_bbox_dn_pre: 0.2315 (0.2352) loss_bbox_enc_0: 0.2098 (0.2102) loss_bbox_pre: 0.1783 (0.1783) loss_dfl: 0.9693 (0.9570) loss_fgl_aux_0: 0.9973 (0.9882) loss_fgl_aux_1: 0.9708 (0.9594) loss_fgl_aux_2: 0.9695 (0.9572) loss_fgl_aux_3: 0.9697 (0.9570) loss_fgl_aux_4: 0.9694 (0.9570) loss_fgl_dn_0: 1.0788 (1.0832) loss_fgl_dn_1: 0.9779 (0.9795) loss_fgl_dn_2: 0.9697 (0.9705) loss_fgl_dn_3: 0.9698 (0.9712) loss_fgl_dn_4: 0.9707 (0.9717) loss_fgl_dn_5: 0.9707 (0.9717) loss_giou: 0.5429 (0.5473) loss_giou_aux_0: 0.5675 (0.5718) loss_giou_aux_1: 0.5518 (0.5527) loss_giou_aux_2: 0.5475 (0.5483) loss_giou_aux_3: 0.5437 (0.5474) loss_giou_aux_4: 0.5429 (0.5473) loss_giou_dn_0: 0.5329 (0.5496) loss_giou_dn_1: 0.4198 (0.4371) loss_giou_dn_2: 0.4052 (0.4200) loss_giou_dn_3: 0.4048 (0.4152) loss_giou_dn_4: 0.4041 (0.4140) loss_giou_dn_5: 0.4040 (0.4140) loss_giou_dn_pre: 0.5336 (0.5490) loss_giou_enc_0: 0.6202 (0.6421) loss_giou_pre: 0.5663 (0.5704) loss_ddf_aux_0: 0.0478 (0.0505) loss_ddf_aux_1: 0.0066 (0.0071) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2369 (0.2491) loss_ddf_dn_1: 0.0322 (0.0341) loss_ddf_dn_2: 0.0078 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6367 (0.6416) loss_vfl_aux_0: 0.6962 (0.7094) loss_vfl_aux_1: 0.6741 (0.6861) loss_vfl_aux_2: 0.6688 (0.6692) loss_vfl_aux_3: 0.6495 (0.6533) loss_vfl_aux_4: 0.6404 (0.6439) loss_vfl_dn_0: 0.4775 (0.4824) loss_vfl_dn_1: 0.4118 (0.4127) loss_vfl_dn_2: 0.3945 (0.3965) loss_vfl_dn_3: 0.3893 (0.3885) loss_vfl_dn_4: 0.3865 (0.3857) loss_vfl_dn_5: 0.3860 (0.3852) loss_vfl_dn_pre: 0.4781 (0.4829) loss_vfl_enc_0: 0.7115 (0.7169) loss_vfl_pre: 0.6925 (0.7117) time: 0.7559 data: 0.0334 max mem: 9121 Epoch: [56] [3000/3696] eta: 0:08:49 lr: 0.000013 loss: 30.5204 (30.8182) loss_bbox: 0.1570 (0.1660) loss_bbox_aux_0: 0.1685 (0.1779) loss_bbox_aux_1: 0.1559 (0.1685) loss_bbox_aux_2: 0.1576 (0.1665) loss_bbox_aux_3: 0.1570 (0.1660) loss_bbox_aux_4: 0.1568 (0.1660) loss_bbox_dn_0: 0.2231 (0.2292) loss_bbox_dn_1: 0.1646 (0.1677) loss_bbox_dn_2: 0.1530 (0.1576) loss_bbox_dn_3: 0.1480 (0.1543) loss_bbox_dn_4: 0.1480 (0.1536) loss_bbox_dn_5: 0.1480 (0.1536) loss_bbox_dn_pre: 0.2276 (0.2351) loss_bbox_enc_0: 0.1968 (0.2100) loss_bbox_pre: 0.1686 (0.1781) loss_dfl: 0.9540 (0.9570) loss_fgl_aux_0: 0.9816 (0.9881) loss_fgl_aux_1: 0.9598 (0.9594) loss_fgl_aux_2: 0.9541 (0.9572) loss_fgl_aux_3: 0.9534 (0.9570) loss_fgl_aux_4: 0.9541 (0.9570) loss_fgl_dn_0: 1.0801 (1.0831) loss_fgl_dn_1: 0.9791 (0.9796) loss_fgl_dn_2: 0.9721 (0.9706) loss_fgl_dn_3: 0.9726 (0.9713) loss_fgl_dn_4: 0.9728 (0.9718) loss_fgl_dn_5: 0.9728 (0.9718) loss_giou: 0.5499 (0.5475) loss_giou_aux_0: 0.5719 (0.5719) loss_giou_aux_1: 0.5546 (0.5529) loss_giou_aux_2: 0.5462 (0.5485) loss_giou_aux_3: 0.5488 (0.5476) loss_giou_aux_4: 0.5499 (0.5474) loss_giou_dn_0: 0.5694 (0.5498) loss_giou_dn_1: 0.4463 (0.4373) loss_giou_dn_2: 0.4271 (0.4202) loss_giou_dn_3: 0.4196 (0.4153) loss_giou_dn_4: 0.4186 (0.4142) loss_giou_dn_5: 0.4184 (0.4142) loss_giou_dn_pre: 0.5663 (0.5492) loss_giou_enc_0: 0.6352 (0.6423) loss_giou_pre: 0.5710 (0.5705) loss_ddf_aux_0: 0.0492 (0.0505) loss_ddf_aux_1: 0.0074 (0.0071) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2483 (0.2490) loss_ddf_dn_1: 0.0338 (0.0341) loss_ddf_dn_2: 0.0074 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6418 (0.6415) loss_vfl_aux_0: 0.7001 (0.7092) loss_vfl_aux_1: 0.6808 (0.6860) loss_vfl_aux_2: 0.6716 (0.6692) loss_vfl_aux_3: 0.6640 (0.6532) loss_vfl_aux_4: 0.6489 (0.6438) loss_vfl_dn_0: 0.4800 (0.4823) loss_vfl_dn_1: 0.4094 (0.4127) loss_vfl_dn_2: 0.3925 (0.3965) loss_vfl_dn_3: 0.3855 (0.3885) loss_vfl_dn_4: 0.3843 (0.3857) loss_vfl_dn_5: 0.3853 (0.3852) loss_vfl_dn_pre: 0.4796 (0.4828) loss_vfl_enc_0: 0.7139 (0.7165) loss_vfl_pre: 0.7018 (0.7115) time: 0.7539 data: 0.0313 max mem: 9121 Epoch: [56] [3100/3696] eta: 0:07:33 lr: 0.000013 loss: 30.3496 (30.8127) loss_bbox: 0.1496 (0.1659) loss_bbox_aux_0: 0.1634 (0.1778) loss_bbox_aux_1: 0.1509 (0.1685) loss_bbox_aux_2: 0.1501 (0.1664) loss_bbox_aux_3: 0.1497 (0.1659) loss_bbox_aux_4: 0.1495 (0.1659) loss_bbox_dn_0: 0.2202 (0.2291) loss_bbox_dn_1: 0.1573 (0.1677) loss_bbox_dn_2: 0.1494 (0.1576) loss_bbox_dn_3: 0.1458 (0.1543) loss_bbox_dn_4: 0.1454 (0.1536) loss_bbox_dn_5: 0.1454 (0.1536) loss_bbox_dn_pre: 0.2245 (0.2350) loss_bbox_enc_0: 0.2010 (0.2099) loss_bbox_pre: 0.1639 (0.1780) loss_dfl: 0.9461 (0.9570) loss_fgl_aux_0: 0.9876 (0.9881) loss_fgl_aux_1: 0.9500 (0.9594) loss_fgl_aux_2: 0.9470 (0.9572) loss_fgl_aux_3: 0.9465 (0.9570) loss_fgl_aux_4: 0.9462 (0.9570) loss_fgl_dn_0: 1.0759 (1.0831) loss_fgl_dn_1: 0.9760 (0.9795) loss_fgl_dn_2: 0.9680 (0.9706) loss_fgl_dn_3: 0.9689 (0.9713) loss_fgl_dn_4: 0.9691 (0.9718) loss_fgl_dn_5: 0.9692 (0.9718) loss_giou: 0.5201 (0.5470) loss_giou_aux_0: 0.5576 (0.5715) loss_giou_aux_1: 0.5306 (0.5525) loss_giou_aux_2: 0.5225 (0.5481) loss_giou_aux_3: 0.5204 (0.5472) loss_giou_aux_4: 0.5201 (0.5470) loss_giou_dn_0: 0.5410 (0.5494) loss_giou_dn_1: 0.4280 (0.4370) loss_giou_dn_2: 0.4087 (0.4199) loss_giou_dn_3: 0.4044 (0.4150) loss_giou_dn_4: 0.4031 (0.4139) loss_giou_dn_5: 0.4031 (0.4139) loss_giou_dn_pre: 0.5440 (0.5488) loss_giou_enc_0: 0.6247 (0.6419) loss_giou_pre: 0.5564 (0.5701) loss_ddf_aux_0: 0.0491 (0.0504) loss_ddf_aux_1: 0.0071 (0.0071) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2396 (0.2489) loss_ddf_dn_1: 0.0323 (0.0341) loss_ddf_dn_2: 0.0075 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6317 (0.6417) loss_vfl_aux_0: 0.7155 (0.7094) loss_vfl_aux_1: 0.6826 (0.6861) loss_vfl_aux_2: 0.6520 (0.6693) loss_vfl_aux_3: 0.6323 (0.6533) loss_vfl_aux_4: 0.6344 (0.6440) loss_vfl_dn_0: 0.4811 (0.4824) loss_vfl_dn_1: 0.4109 (0.4126) loss_vfl_dn_2: 0.3951 (0.3965) loss_vfl_dn_3: 0.3876 (0.3885) loss_vfl_dn_4: 0.3839 (0.3857) loss_vfl_dn_5: 0.3829 (0.3852) loss_vfl_dn_pre: 0.4825 (0.4828) loss_vfl_enc_0: 0.7153 (0.7167) loss_vfl_pre: 0.7191 (0.7117) time: 0.7652 data: 0.0371 max mem: 9121 Epoch: [56] [3200/3696] eta: 0:06:17 lr: 0.000013 loss: 31.4516 (30.8124) loss_bbox: 0.1665 (0.1658) loss_bbox_aux_0: 0.1745 (0.1778) loss_bbox_aux_1: 0.1685 (0.1684) loss_bbox_aux_2: 0.1674 (0.1664) loss_bbox_aux_3: 0.1667 (0.1659) loss_bbox_aux_4: 0.1665 (0.1659) loss_bbox_dn_0: 0.2239 (0.2289) loss_bbox_dn_1: 0.1691 (0.1675) loss_bbox_dn_2: 0.1612 (0.1574) loss_bbox_dn_3: 0.1598 (0.1541) loss_bbox_dn_4: 0.1586 (0.1534) loss_bbox_dn_5: 0.1586 (0.1534) loss_bbox_dn_pre: 0.2256 (0.2348) loss_bbox_enc_0: 0.2080 (0.2099) loss_bbox_pre: 0.1758 (0.1780) loss_dfl: 0.9636 (0.9572) loss_fgl_aux_0: 0.9972 (0.9883) loss_fgl_aux_1: 0.9629 (0.9596) loss_fgl_aux_2: 0.9642 (0.9574) loss_fgl_aux_3: 0.9632 (0.9572) loss_fgl_aux_4: 0.9636 (0.9572) loss_fgl_dn_0: 1.0837 (1.0832) loss_fgl_dn_1: 0.9826 (0.9797) loss_fgl_dn_2: 0.9676 (0.9707) loss_fgl_dn_3: 0.9686 (0.9714) loss_fgl_dn_4: 0.9696 (0.9719) loss_fgl_dn_5: 0.9697 (0.9719) loss_giou: 0.5416 (0.5470) loss_giou_aux_0: 0.5670 (0.5715) loss_giou_aux_1: 0.5531 (0.5525) loss_giou_aux_2: 0.5463 (0.5480) loss_giou_aux_3: 0.5420 (0.5472) loss_giou_aux_4: 0.5417 (0.5470) loss_giou_dn_0: 0.5485 (0.5493) loss_giou_dn_1: 0.4348 (0.4368) loss_giou_dn_2: 0.4185 (0.4198) loss_giou_dn_3: 0.4131 (0.4149) loss_giou_dn_4: 0.4129 (0.4138) loss_giou_dn_5: 0.4129 (0.4138) loss_giou_dn_pre: 0.5468 (0.5486) loss_giou_enc_0: 0.6365 (0.6419) loss_giou_pre: 0.5651 (0.5701) loss_ddf_aux_0: 0.0488 (0.0504) loss_ddf_aux_1: 0.0071 (0.0071) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2530 (0.2491) loss_ddf_dn_1: 0.0354 (0.0341) loss_ddf_dn_2: 0.0083 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6622 (0.6417) loss_vfl_aux_0: 0.7137 (0.7092) loss_vfl_aux_1: 0.7007 (0.6860) loss_vfl_aux_2: 0.6897 (0.6693) loss_vfl_aux_3: 0.6643 (0.6533) loss_vfl_aux_4: 0.6580 (0.6440) loss_vfl_dn_0: 0.4861 (0.4825) loss_vfl_dn_1: 0.4183 (0.4127) loss_vfl_dn_2: 0.3989 (0.3966) loss_vfl_dn_3: 0.3944 (0.3885) loss_vfl_dn_4: 0.3913 (0.3857) loss_vfl_dn_5: 0.3901 (0.3853) loss_vfl_dn_pre: 0.4865 (0.4829) loss_vfl_enc_0: 0.7372 (0.7168) loss_vfl_pre: 0.7240 (0.7115) time: 0.7623 data: 0.0312 max mem: 9121 Epoch: [56] [3300/3696] eta: 0:05:01 lr: 0.000013 loss: 30.4133 (30.8142) loss_bbox: 0.1568 (0.1659) loss_bbox_aux_0: 0.1703 (0.1778) loss_bbox_aux_1: 0.1596 (0.1685) loss_bbox_aux_2: 0.1581 (0.1664) loss_bbox_aux_3: 0.1571 (0.1660) loss_bbox_aux_4: 0.1568 (0.1659) loss_bbox_dn_0: 0.2157 (0.2290) loss_bbox_dn_1: 0.1588 (0.1676) loss_bbox_dn_2: 0.1497 (0.1575) loss_bbox_dn_3: 0.1482 (0.1542) loss_bbox_dn_4: 0.1477 (0.1535) loss_bbox_dn_5: 0.1480 (0.1535) loss_bbox_dn_pre: 0.2248 (0.2348) loss_bbox_enc_0: 0.2072 (0.2100) loss_bbox_pre: 0.1705 (0.1781) loss_dfl: 0.9508 (0.9572) loss_fgl_aux_0: 0.9788 (0.9882) loss_fgl_aux_1: 0.9531 (0.9596) loss_fgl_aux_2: 0.9518 (0.9574) loss_fgl_aux_3: 0.9514 (0.9572) loss_fgl_aux_4: 0.9512 (0.9572) loss_fgl_dn_0: 1.0887 (1.0832) loss_fgl_dn_1: 0.9889 (0.9798) loss_fgl_dn_2: 0.9754 (0.9708) loss_fgl_dn_3: 0.9756 (0.9715) loss_fgl_dn_4: 0.9760 (0.9720) loss_fgl_dn_5: 0.9760 (0.9720) loss_giou: 0.5192 (0.5470) loss_giou_aux_0: 0.5451 (0.5715) loss_giou_aux_1: 0.5240 (0.5525) loss_giou_aux_2: 0.5211 (0.5480) loss_giou_aux_3: 0.5197 (0.5471) loss_giou_aux_4: 0.5192 (0.5470) loss_giou_dn_0: 0.5227 (0.5492) loss_giou_dn_1: 0.4148 (0.4368) loss_giou_dn_2: 0.4016 (0.4197) loss_giou_dn_3: 0.3976 (0.4148) loss_giou_dn_4: 0.3971 (0.4137) loss_giou_dn_5: 0.3971 (0.4137) loss_giou_dn_pre: 0.5201 (0.5486) loss_giou_enc_0: 0.6208 (0.6420) loss_giou_pre: 0.5428 (0.5701) loss_ddf_aux_0: 0.0500 (0.0505) loss_ddf_aux_1: 0.0070 (0.0071) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2581 (0.2492) loss_ddf_dn_1: 0.0330 (0.0341) loss_ddf_dn_2: 0.0073 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6219 (0.6419) loss_vfl_aux_0: 0.7016 (0.7092) loss_vfl_aux_1: 0.6782 (0.6861) loss_vfl_aux_2: 0.6613 (0.6693) loss_vfl_aux_3: 0.6327 (0.6534) loss_vfl_aux_4: 0.6173 (0.6442) loss_vfl_dn_0: 0.4795 (0.4824) loss_vfl_dn_1: 0.4052 (0.4127) loss_vfl_dn_2: 0.3887 (0.3965) loss_vfl_dn_3: 0.3831 (0.3886) loss_vfl_dn_4: 0.3798 (0.3857) loss_vfl_dn_5: 0.3792 (0.3853) loss_vfl_dn_pre: 0.4799 (0.4829) loss_vfl_enc_0: 0.7214 (0.7169) loss_vfl_pre: 0.7036 (0.7116) time: 0.7598 data: 0.0309 max mem: 9121 Epoch: [56] [3400/3696] eta: 0:03:45 lr: 0.000013 loss: 30.7457 (30.8164) loss_bbox: 0.1580 (0.1660) loss_bbox_aux_0: 0.1690 (0.1779) loss_bbox_aux_1: 0.1630 (0.1686) loss_bbox_aux_2: 0.1598 (0.1665) loss_bbox_aux_3: 0.1587 (0.1660) loss_bbox_aux_4: 0.1580 (0.1660) loss_bbox_dn_0: 0.2410 (0.2291) loss_bbox_dn_1: 0.1670 (0.1677) loss_bbox_dn_2: 0.1538 (0.1576) loss_bbox_dn_3: 0.1533 (0.1543) loss_bbox_dn_4: 0.1548 (0.1536) loss_bbox_dn_5: 0.1548 (0.1536) loss_bbox_dn_pre: 0.2444 (0.2349) loss_bbox_enc_0: 0.2036 (0.2101) loss_bbox_pre: 0.1679 (0.1781) loss_dfl: 0.9630 (0.9573) loss_fgl_aux_0: 0.9966 (0.9883) loss_fgl_aux_1: 0.9682 (0.9597) loss_fgl_aux_2: 0.9640 (0.9574) loss_fgl_aux_3: 0.9635 (0.9573) loss_fgl_aux_4: 0.9632 (0.9573) loss_fgl_dn_0: 1.0843 (1.0832) loss_fgl_dn_1: 0.9799 (0.9798) loss_fgl_dn_2: 0.9733 (0.9708) loss_fgl_dn_3: 0.9717 (0.9715) loss_fgl_dn_4: 0.9728 (0.9720) loss_fgl_dn_5: 0.9727 (0.9720) loss_giou: 0.5225 (0.5470) loss_giou_aux_0: 0.5433 (0.5715) loss_giou_aux_1: 0.5306 (0.5525) loss_giou_aux_2: 0.5227 (0.5480) loss_giou_aux_3: 0.5228 (0.5472) loss_giou_aux_4: 0.5225 (0.5470) loss_giou_dn_0: 0.5194 (0.5491) loss_giou_dn_1: 0.4127 (0.4367) loss_giou_dn_2: 0.3962 (0.4196) loss_giou_dn_3: 0.3883 (0.4147) loss_giou_dn_4: 0.3869 (0.4136) loss_giou_dn_5: 0.3869 (0.4136) loss_giou_dn_pre: 0.5178 (0.5484) loss_giou_enc_0: 0.6120 (0.6420) loss_giou_pre: 0.5409 (0.5701) loss_ddf_aux_0: 0.0502 (0.0505) loss_ddf_aux_1: 0.0071 (0.0071) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2533 (0.2492) loss_ddf_dn_1: 0.0314 (0.0341) loss_ddf_dn_2: 0.0066 (0.0076) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6554 (0.6420) loss_vfl_aux_0: 0.7379 (0.7094) loss_vfl_aux_1: 0.7026 (0.6862) loss_vfl_aux_2: 0.6906 (0.6694) loss_vfl_aux_3: 0.6682 (0.6534) loss_vfl_aux_4: 0.6591 (0.6443) loss_vfl_dn_0: 0.4774 (0.4825) loss_vfl_dn_1: 0.4064 (0.4127) loss_vfl_dn_2: 0.3898 (0.3966) loss_vfl_dn_3: 0.3859 (0.3886) loss_vfl_dn_4: 0.3836 (0.3857) loss_vfl_dn_5: 0.3831 (0.3853) loss_vfl_dn_pre: 0.4784 (0.4829) loss_vfl_enc_0: 0.7354 (0.7170) loss_vfl_pre: 0.7373 (0.7118) time: 0.7914 data: 0.0282 max mem: 9121 Epoch: [56] [3500/3696] eta: 0:02:29 lr: 0.000013 loss: 30.5827 (30.8092) loss_bbox: 0.1583 (0.1661) loss_bbox_aux_0: 0.1739 (0.1780) loss_bbox_aux_1: 0.1602 (0.1687) loss_bbox_aux_2: 0.1571 (0.1666) loss_bbox_aux_3: 0.1585 (0.1661) loss_bbox_aux_4: 0.1583 (0.1661) loss_bbox_dn_0: 0.2218 (0.2290) loss_bbox_dn_1: 0.1689 (0.1677) loss_bbox_dn_2: 0.1618 (0.1576) loss_bbox_dn_3: 0.1592 (0.1543) loss_bbox_dn_4: 0.1590 (0.1536) loss_bbox_dn_5: 0.1589 (0.1536) loss_bbox_dn_pre: 0.2258 (0.2349) loss_bbox_enc_0: 0.2099 (0.2102) loss_bbox_pre: 0.1729 (0.1782) loss_dfl: 0.9599 (0.9572) loss_fgl_aux_0: 0.9911 (0.9882) loss_fgl_aux_1: 0.9580 (0.9596) loss_fgl_aux_2: 0.9608 (0.9573) loss_fgl_aux_3: 0.9603 (0.9572) loss_fgl_aux_4: 0.9599 (0.9572) loss_fgl_dn_0: 1.0823 (1.0831) loss_fgl_dn_1: 0.9768 (0.9796) loss_fgl_dn_2: 0.9690 (0.9706) loss_fgl_dn_3: 0.9682 (0.9713) loss_fgl_dn_4: 0.9688 (0.9718) loss_fgl_dn_5: 0.9688 (0.9718) loss_giou: 0.5424 (0.5466) loss_giou_aux_0: 0.5509 (0.5710) loss_giou_aux_1: 0.5452 (0.5520) loss_giou_aux_2: 0.5452 (0.5476) loss_giou_aux_3: 0.5434 (0.5467) loss_giou_aux_4: 0.5425 (0.5466) loss_giou_dn_0: 0.5340 (0.5487) loss_giou_dn_1: 0.4175 (0.4363) loss_giou_dn_2: 0.4051 (0.4193) loss_giou_dn_3: 0.4001 (0.4144) loss_giou_dn_4: 0.4018 (0.4133) loss_giou_dn_5: 0.4018 (0.4133) loss_giou_dn_pre: 0.5318 (0.5480) loss_giou_enc_0: 0.6244 (0.6416) loss_giou_pre: 0.5511 (0.5696) loss_ddf_aux_0: 0.0516 (0.0504) loss_ddf_aux_1: 0.0073 (0.0071) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2604 (0.2492) loss_ddf_dn_1: 0.0338 (0.0341) loss_ddf_dn_2: 0.0068 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6351 (0.6420) loss_vfl_aux_0: 0.7013 (0.7095) loss_vfl_aux_1: 0.6746 (0.6861) loss_vfl_aux_2: 0.6512 (0.6694) loss_vfl_aux_3: 0.6466 (0.6534) loss_vfl_aux_4: 0.6423 (0.6442) loss_vfl_dn_0: 0.4882 (0.4824) loss_vfl_dn_1: 0.4110 (0.4126) loss_vfl_dn_2: 0.4007 (0.3965) loss_vfl_dn_3: 0.3903 (0.3884) loss_vfl_dn_4: 0.3865 (0.3856) loss_vfl_dn_5: 0.3865 (0.3852) loss_vfl_dn_pre: 0.4886 (0.4829) loss_vfl_enc_0: 0.7249 (0.7171) loss_vfl_pre: 0.6987 (0.7119) time: 0.7614 data: 0.0308 max mem: 9121 Epoch: [56] [3600/3696] eta: 0:01:13 lr: 0.000013 loss: 31.7132 (30.8094) loss_bbox: 0.1565 (0.1660) loss_bbox_aux_0: 0.1699 (0.1779) loss_bbox_aux_1: 0.1578 (0.1686) loss_bbox_aux_2: 0.1562 (0.1665) loss_bbox_aux_3: 0.1563 (0.1660) loss_bbox_aux_4: 0.1565 (0.1660) loss_bbox_dn_0: 0.2146 (0.2289) loss_bbox_dn_1: 0.1644 (0.1676) loss_bbox_dn_2: 0.1500 (0.1575) loss_bbox_dn_3: 0.1440 (0.1542) loss_bbox_dn_4: 0.1442 (0.1535) loss_bbox_dn_5: 0.1442 (0.1535) loss_bbox_dn_pre: 0.2191 (0.2348) loss_bbox_enc_0: 0.1988 (0.2102) loss_bbox_pre: 0.1713 (0.1782) loss_dfl: 0.9629 (0.9572) loss_fgl_aux_0: 0.9972 (0.9882) loss_fgl_aux_1: 0.9696 (0.9596) loss_fgl_aux_2: 0.9642 (0.9574) loss_fgl_aux_3: 0.9625 (0.9572) loss_fgl_aux_4: 0.9627 (0.9572) loss_fgl_dn_0: 1.0838 (1.0831) loss_fgl_dn_1: 0.9866 (0.9796) loss_fgl_dn_2: 0.9768 (0.9706) loss_fgl_dn_3: 0.9782 (0.9713) loss_fgl_dn_4: 0.9781 (0.9718) loss_fgl_dn_5: 0.9781 (0.9718) loss_giou: 0.5993 (0.5465) loss_giou_aux_0: 0.6200 (0.5710) loss_giou_aux_1: 0.6043 (0.5520) loss_giou_aux_2: 0.5999 (0.5476) loss_giou_aux_3: 0.5994 (0.5467) loss_giou_aux_4: 0.5993 (0.5465) loss_giou_dn_0: 0.5670 (0.5487) loss_giou_dn_1: 0.4621 (0.4363) loss_giou_dn_2: 0.4435 (0.4193) loss_giou_dn_3: 0.4423 (0.4145) loss_giou_dn_4: 0.4428 (0.4133) loss_giou_dn_5: 0.4430 (0.4133) loss_giou_dn_pre: 0.5651 (0.5481) loss_giou_enc_0: 0.6814 (0.6416) loss_giou_pre: 0.6208 (0.5696) loss_ddf_aux_0: 0.0526 (0.0505) loss_ddf_aux_1: 0.0078 (0.0071) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2644 (0.2493) loss_ddf_dn_1: 0.0331 (0.0341) loss_ddf_dn_2: 0.0070 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6744 (0.6423) loss_vfl_aux_0: 0.7367 (0.7097) loss_vfl_aux_1: 0.7164 (0.6864) loss_vfl_aux_2: 0.7009 (0.6696) loss_vfl_aux_3: 0.6836 (0.6536) loss_vfl_aux_4: 0.6814 (0.6445) loss_vfl_dn_0: 0.4858 (0.4824) loss_vfl_dn_1: 0.4189 (0.4125) loss_vfl_dn_2: 0.4028 (0.3964) loss_vfl_dn_3: 0.3931 (0.3884) loss_vfl_dn_4: 0.3903 (0.3856) loss_vfl_dn_5: 0.3907 (0.3852) loss_vfl_dn_pre: 0.4868 (0.4829) loss_vfl_enc_0: 0.7242 (0.7173) loss_vfl_pre: 0.7400 (0.7120) time: 0.7620 data: 0.0280 max mem: 9121 Epoch: [56] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 30.6190 (30.8125) loss_bbox: 0.1699 (0.1660) loss_bbox_aux_0: 0.1874 (0.1780) loss_bbox_aux_1: 0.1756 (0.1686) loss_bbox_aux_2: 0.1711 (0.1665) loss_bbox_aux_3: 0.1701 (0.1661) loss_bbox_aux_4: 0.1700 (0.1660) loss_bbox_dn_0: 0.2268 (0.2290) loss_bbox_dn_1: 0.1689 (0.1677) loss_bbox_dn_2: 0.1586 (0.1575) loss_bbox_dn_3: 0.1530 (0.1543) loss_bbox_dn_4: 0.1522 (0.1535) loss_bbox_dn_5: 0.1522 (0.1535) loss_bbox_dn_pre: 0.2279 (0.2348) loss_bbox_enc_0: 0.2085 (0.2102) loss_bbox_pre: 0.1883 (0.1782) loss_dfl: 0.9668 (0.9573) loss_fgl_aux_0: 0.9942 (0.9883) loss_fgl_aux_1: 0.9693 (0.9597) loss_fgl_aux_2: 0.9686 (0.9574) loss_fgl_aux_3: 0.9675 (0.9573) loss_fgl_aux_4: 0.9669 (0.9573) loss_fgl_dn_0: 1.0743 (1.0830) loss_fgl_dn_1: 0.9737 (0.9796) loss_fgl_dn_2: 0.9677 (0.9706) loss_fgl_dn_3: 0.9680 (0.9713) loss_fgl_dn_4: 0.9685 (0.9718) loss_fgl_dn_5: 0.9685 (0.9718) loss_giou: 0.5561 (0.5466) loss_giou_aux_0: 0.5752 (0.5711) loss_giou_aux_1: 0.5605 (0.5521) loss_giou_aux_2: 0.5564 (0.5476) loss_giou_aux_3: 0.5558 (0.5468) loss_giou_aux_4: 0.5559 (0.5466) loss_giou_dn_0: 0.5406 (0.5488) loss_giou_dn_1: 0.4317 (0.4364) loss_giou_dn_2: 0.4151 (0.4194) loss_giou_dn_3: 0.4084 (0.4145) loss_giou_dn_4: 0.4064 (0.4134) loss_giou_dn_5: 0.4063 (0.4134) loss_giou_dn_pre: 0.5401 (0.5482) loss_giou_enc_0: 0.6416 (0.6417) loss_giou_pre: 0.5726 (0.5697) loss_ddf_aux_0: 0.0527 (0.0505) loss_ddf_aux_1: 0.0079 (0.0071) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2550 (0.2493) loss_ddf_dn_1: 0.0352 (0.0341) loss_ddf_dn_2: 0.0074 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6252 (0.6423) loss_vfl_aux_0: 0.6975 (0.7097) loss_vfl_aux_1: 0.6716 (0.6865) loss_vfl_aux_2: 0.6465 (0.6696) loss_vfl_aux_3: 0.6332 (0.6536) loss_vfl_aux_4: 0.6306 (0.6446) loss_vfl_dn_0: 0.4849 (0.4824) loss_vfl_dn_1: 0.4113 (0.4126) loss_vfl_dn_2: 0.3967 (0.3965) loss_vfl_dn_3: 0.3878 (0.3885) loss_vfl_dn_4: 0.3833 (0.3857) loss_vfl_dn_5: 0.3827 (0.3852) loss_vfl_dn_pre: 0.4853 (0.4829) loss_vfl_enc_0: 0.7131 (0.7173) loss_vfl_pre: 0.7021 (0.7120) time: 0.7504 data: 0.0332 max mem: 9121 Epoch: [56] Total time: 0:46:53 (0.7611 s / it) Averaged stats: lr: 0.000013 loss: 30.6190 (30.8125) loss_bbox: 0.1699 (0.1660) loss_bbox_aux_0: 0.1874 (0.1780) loss_bbox_aux_1: 0.1756 (0.1686) loss_bbox_aux_2: 0.1711 (0.1665) loss_bbox_aux_3: 0.1701 (0.1661) loss_bbox_aux_4: 0.1700 (0.1660) loss_bbox_dn_0: 0.2268 (0.2290) loss_bbox_dn_1: 0.1689 (0.1677) loss_bbox_dn_2: 0.1586 (0.1575) loss_bbox_dn_3: 0.1530 (0.1543) loss_bbox_dn_4: 0.1522 (0.1535) loss_bbox_dn_5: 0.1522 (0.1535) loss_bbox_dn_pre: 0.2279 (0.2348) loss_bbox_enc_0: 0.2085 (0.2102) loss_bbox_pre: 0.1883 (0.1782) loss_dfl: 0.9668 (0.9573) loss_fgl_aux_0: 0.9942 (0.9883) loss_fgl_aux_1: 0.9693 (0.9597) loss_fgl_aux_2: 0.9686 (0.9574) loss_fgl_aux_3: 0.9675 (0.9573) loss_fgl_aux_4: 0.9669 (0.9573) loss_fgl_dn_0: 1.0743 (1.0830) loss_fgl_dn_1: 0.9737 (0.9796) loss_fgl_dn_2: 0.9677 (0.9706) loss_fgl_dn_3: 0.9680 (0.9713) loss_fgl_dn_4: 0.9685 (0.9718) loss_fgl_dn_5: 0.9685 (0.9718) loss_giou: 0.5561 (0.5466) loss_giou_aux_0: 0.5752 (0.5711) loss_giou_aux_1: 0.5605 (0.5521) loss_giou_aux_2: 0.5564 (0.5476) loss_giou_aux_3: 0.5558 (0.5468) loss_giou_aux_4: 0.5559 (0.5466) loss_giou_dn_0: 0.5406 (0.5488) loss_giou_dn_1: 0.4317 (0.4364) loss_giou_dn_2: 0.4151 (0.4194) loss_giou_dn_3: 0.4084 (0.4145) loss_giou_dn_4: 0.4064 (0.4134) loss_giou_dn_5: 0.4063 (0.4134) loss_giou_dn_pre: 0.5401 (0.5482) loss_giou_enc_0: 0.6416 (0.6417) loss_giou_pre: 0.5726 (0.5697) loss_ddf_aux_0: 0.0527 (0.0505) loss_ddf_aux_1: 0.0079 (0.0071) loss_ddf_aux_2: 0.0016 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2550 (0.2493) loss_ddf_dn_1: 0.0352 (0.0341) loss_ddf_dn_2: 0.0074 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6252 (0.6423) loss_vfl_aux_0: 0.6975 (0.7097) loss_vfl_aux_1: 0.6716 (0.6865) loss_vfl_aux_2: 0.6465 (0.6696) loss_vfl_aux_3: 0.6332 (0.6536) loss_vfl_aux_4: 0.6306 (0.6446) loss_vfl_dn_0: 0.4849 (0.4824) loss_vfl_dn_1: 0.4113 (0.4126) loss_vfl_dn_2: 0.3967 (0.3965) loss_vfl_dn_3: 0.3878 (0.3885) loss_vfl_dn_4: 0.3833 (0.3857) loss_vfl_dn_5: 0.3827 (0.3852) loss_vfl_dn_pre: 0.4853 (0.4829) loss_vfl_enc_0: 0.7131 (0.7173) loss_vfl_pre: 0.7021 (0.7120) Test: [ 0/79] eta: 0:03:00 time: 2.2860 data: 1.7499 max mem: 9121 Test: [10/79] eta: 0:00:50 time: 0.7357 data: 0.2056 max mem: 9121 Test: [20/79] eta: 0:00:39 time: 0.5914 data: 0.0578 max mem: 9121 Test: [30/79] eta: 0:00:32 time: 0.6186 data: 0.0670 max mem: 9121 Test: [40/79] eta: 0:00:26 time: 0.7071 data: 0.0637 max mem: 9121 Test: [50/79] eta: 0:00:19 time: 0.6856 data: 0.0578 max mem: 9121 Test: [60/79] eta: 0:00:12 time: 0.5968 data: 0.0587 max mem: 9121 Test: [70/79] eta: 0:00:06 time: 0.7053 data: 0.0599 max mem: 9121 Test: [78/79] eta: 0:00:00 time: 0.6744 data: 0.0606 max mem: 9121 Test: Total time: 0:00:52 (0.6687 s / it) Averaged stats: Accumulating evaluation results... DONE (t=24.38s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.539 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.717 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.583 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.362 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.580 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.719 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.394 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.664 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.729 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.562 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.774 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.895 best_stat: {'epoch': 53, 'coco_eval_bbox': 0.5387921147855552} Epoch: [57] [ 0/3696] eta: 2:36:42 lr: 0.000013 loss: 29.7135 (29.7135) loss_bbox: 0.1294 (0.1294) loss_bbox_aux_0: 0.1425 (0.1425) loss_bbox_aux_1: 0.1333 (0.1333) loss_bbox_aux_2: 0.1299 (0.1299) loss_bbox_aux_3: 0.1295 (0.1295) loss_bbox_aux_4: 0.1294 (0.1294) loss_bbox_dn_0: 0.1787 (0.1787) loss_bbox_dn_1: 0.1309 (0.1309) loss_bbox_dn_2: 0.1238 (0.1238) loss_bbox_dn_3: 0.1205 (0.1205) loss_bbox_dn_4: 0.1194 (0.1194) loss_bbox_dn_5: 0.1194 (0.1194) loss_bbox_dn_pre: 0.1794 (0.1794) loss_bbox_enc_0: 0.1640 (0.1640) loss_bbox_pre: 0.1419 (0.1419) loss_dfl: 0.9549 (0.9549) loss_fgl_aux_0: 0.9845 (0.9845) loss_fgl_aux_1: 0.9606 (0.9606) loss_fgl_aux_2: 0.9557 (0.9557) loss_fgl_aux_3: 0.9547 (0.9547) loss_fgl_aux_4: 0.9550 (0.9550) loss_fgl_dn_0: 1.0649 (1.0649) loss_fgl_dn_1: 0.9656 (0.9656) loss_fgl_dn_2: 0.9591 (0.9591) loss_fgl_dn_3: 0.9589 (0.9589) loss_fgl_dn_4: 0.9596 (0.9596) loss_fgl_dn_5: 0.9596 (0.9596) loss_giou: 0.5601 (0.5601) loss_giou_aux_0: 0.5773 (0.5773) loss_giou_aux_1: 0.5663 (0.5663) loss_giou_aux_2: 0.5621 (0.5621) loss_giou_aux_3: 0.5603 (0.5603) loss_giou_aux_4: 0.5599 (0.5599) loss_giou_dn_0: 0.5135 (0.5135) loss_giou_dn_1: 0.4147 (0.4147) loss_giou_dn_2: 0.4029 (0.4029) loss_giou_dn_3: 0.3979 (0.3979) loss_giou_dn_4: 0.3966 (0.3966) loss_giou_dn_5: 0.3967 (0.3967) loss_giou_dn_pre: 0.5128 (0.5128) loss_giou_enc_0: 0.6340 (0.6340) loss_giou_pre: 0.5767 (0.5767) loss_ddf_aux_0: 0.0398 (0.0398) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2112 (0.2112) loss_ddf_dn_1: 0.0272 (0.0272) loss_ddf_dn_2: 0.0068 (0.0068) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.6414 (0.6414) loss_vfl_aux_0: 0.6674 (0.6674) loss_vfl_aux_1: 0.6474 (0.6474) loss_vfl_aux_2: 0.6407 (0.6407) loss_vfl_aux_3: 0.6512 (0.6512) loss_vfl_aux_4: 0.6425 (0.6425) loss_vfl_dn_0: 0.4700 (0.4700) loss_vfl_dn_1: 0.3972 (0.3972) loss_vfl_dn_2: 0.3836 (0.3836) loss_vfl_dn_3: 0.3778 (0.3778) loss_vfl_dn_4: 0.3726 (0.3726) loss_vfl_dn_5: 0.3720 (0.3720) loss_vfl_dn_pre: 0.4705 (0.4705) loss_vfl_enc_0: 0.6812 (0.6812) loss_vfl_pre: 0.6661 (0.6661) time: 2.5440 data: 1.8916 max mem: 9121 Epoch: [57] [ 100/3696] eta: 0:46:14 lr: 0.000013 loss: 31.0311 (30.8278) loss_bbox: 0.1590 (0.1606) loss_bbox_aux_0: 0.1751 (0.1739) loss_bbox_aux_1: 0.1637 (0.1639) loss_bbox_aux_2: 0.1608 (0.1613) loss_bbox_aux_3: 0.1589 (0.1606) loss_bbox_aux_4: 0.1588 (0.1606) loss_bbox_dn_0: 0.2266 (0.2241) loss_bbox_dn_1: 0.1628 (0.1629) loss_bbox_dn_2: 0.1487 (0.1521) loss_bbox_dn_3: 0.1448 (0.1486) loss_bbox_dn_4: 0.1462 (0.1479) loss_bbox_dn_5: 0.1462 (0.1479) loss_bbox_dn_pre: 0.2352 (0.2298) loss_bbox_enc_0: 0.2071 (0.2079) loss_bbox_pre: 0.1730 (0.1742) loss_dfl: 0.9565 (0.9534) loss_fgl_aux_0: 0.9873 (0.9859) loss_fgl_aux_1: 0.9577 (0.9558) loss_fgl_aux_2: 0.9575 (0.9535) loss_fgl_aux_3: 0.9568 (0.9534) loss_fgl_aux_4: 0.9566 (0.9534) loss_fgl_dn_0: 1.0856 (1.0829) loss_fgl_dn_1: 0.9852 (0.9793) loss_fgl_dn_2: 0.9745 (0.9704) loss_fgl_dn_3: 0.9741 (0.9708) loss_fgl_dn_4: 0.9749 (0.9713) loss_fgl_dn_5: 0.9749 (0.9713) loss_giou: 0.5350 (0.5566) loss_giou_aux_0: 0.5614 (0.5817) loss_giou_aux_1: 0.5427 (0.5626) loss_giou_aux_2: 0.5357 (0.5579) loss_giou_aux_3: 0.5345 (0.5566) loss_giou_aux_4: 0.5350 (0.5566) loss_giou_dn_0: 0.5532 (0.5543) loss_giou_dn_1: 0.4355 (0.4424) loss_giou_dn_2: 0.4180 (0.4254) loss_giou_dn_3: 0.4128 (0.4208) loss_giou_dn_4: 0.4120 (0.4196) loss_giou_dn_5: 0.4120 (0.4196) loss_giou_dn_pre: 0.5522 (0.5538) loss_giou_enc_0: 0.6401 (0.6540) loss_giou_pre: 0.5616 (0.5805) loss_ddf_aux_0: 0.0548 (0.0539) loss_ddf_aux_1: 0.0082 (0.0082) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2527 (0.2575) loss_ddf_dn_1: 0.0345 (0.0355) loss_ddf_dn_2: 0.0073 (0.0080) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6496 (0.6404) loss_vfl_aux_0: 0.7191 (0.7089) loss_vfl_aux_1: 0.6945 (0.6838) loss_vfl_aux_2: 0.6757 (0.6653) loss_vfl_aux_3: 0.6568 (0.6506) loss_vfl_aux_4: 0.6571 (0.6424) loss_vfl_dn_0: 0.4835 (0.4810) loss_vfl_dn_1: 0.4121 (0.4123) loss_vfl_dn_2: 0.3969 (0.3961) loss_vfl_dn_3: 0.3897 (0.3885) loss_vfl_dn_4: 0.3866 (0.3857) loss_vfl_dn_5: 0.3877 (0.3853) loss_vfl_dn_pre: 0.4836 (0.4815) loss_vfl_enc_0: 0.7236 (0.7096) loss_vfl_pre: 0.7212 (0.7104) time: 0.7733 data: 0.0271 max mem: 9121 Epoch: [57] [ 200/3696] eta: 0:45:29 lr: 0.000013 loss: 30.5649 (30.7325) loss_bbox: 0.1602 (0.1617) loss_bbox_aux_0: 0.1709 (0.1745) loss_bbox_aux_1: 0.1644 (0.1647) loss_bbox_aux_2: 0.1602 (0.1623) loss_bbox_aux_3: 0.1602 (0.1618) loss_bbox_aux_4: 0.1601 (0.1617) loss_bbox_dn_0: 0.2188 (0.2280) loss_bbox_dn_1: 0.1668 (0.1667) loss_bbox_dn_2: 0.1561 (0.1563) loss_bbox_dn_3: 0.1523 (0.1529) loss_bbox_dn_4: 0.1521 (0.1521) loss_bbox_dn_5: 0.1516 (0.1521) loss_bbox_dn_pre: 0.2224 (0.2341) loss_bbox_enc_0: 0.2029 (0.2082) loss_bbox_pre: 0.1699 (0.1747) loss_dfl: 0.9549 (0.9556) loss_fgl_aux_0: 0.9814 (0.9879) loss_fgl_aux_1: 0.9543 (0.9579) loss_fgl_aux_2: 0.9553 (0.9556) loss_fgl_aux_3: 0.9560 (0.9555) loss_fgl_aux_4: 0.9550 (0.9555) loss_fgl_dn_0: 1.0740 (1.0817) loss_fgl_dn_1: 0.9801 (0.9775) loss_fgl_dn_2: 0.9703 (0.9682) loss_fgl_dn_3: 0.9710 (0.9688) loss_fgl_dn_4: 0.9718 (0.9693) loss_fgl_dn_5: 0.9718 (0.9694) loss_giou: 0.5261 (0.5471) loss_giou_aux_0: 0.5435 (0.5725) loss_giou_aux_1: 0.5291 (0.5529) loss_giou_aux_2: 0.5267 (0.5482) loss_giou_aux_3: 0.5252 (0.5472) loss_giou_aux_4: 0.5263 (0.5471) loss_giou_dn_0: 0.5370 (0.5498) loss_giou_dn_1: 0.4153 (0.4375) loss_giou_dn_2: 0.3924 (0.4208) loss_giou_dn_3: 0.3859 (0.4160) loss_giou_dn_4: 0.3841 (0.4148) loss_giou_dn_5: 0.3841 (0.4148) loss_giou_dn_pre: 0.5343 (0.5492) loss_giou_enc_0: 0.6254 (0.6444) loss_giou_pre: 0.5388 (0.5711) loss_ddf_aux_0: 0.0530 (0.0547) loss_ddf_aux_1: 0.0079 (0.0082) loss_ddf_aux_2: 0.0016 (0.0017) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2441 (0.2544) loss_ddf_dn_1: 0.0322 (0.0346) loss_ddf_dn_2: 0.0069 (0.0078) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6279 (0.6387) loss_vfl_aux_0: 0.6943 (0.7049) loss_vfl_aux_1: 0.6629 (0.6816) loss_vfl_aux_2: 0.6487 (0.6629) loss_vfl_aux_3: 0.6391 (0.6495) loss_vfl_aux_4: 0.6261 (0.6415) loss_vfl_dn_0: 0.4784 (0.4815) loss_vfl_dn_1: 0.4103 (0.4114) loss_vfl_dn_2: 0.3972 (0.3950) loss_vfl_dn_3: 0.3892 (0.3871) loss_vfl_dn_4: 0.3869 (0.3843) loss_vfl_dn_5: 0.3864 (0.3839) loss_vfl_dn_pre: 0.4793 (0.4820) loss_vfl_enc_0: 0.7081 (0.7108) loss_vfl_pre: 0.7014 (0.7069) time: 0.7733 data: 0.0313 max mem: 9121 Epoch: [57] [ 300/3696] eta: 0:43:43 lr: 0.000013 loss: 30.6740 (30.8175) loss_bbox: 0.1492 (0.1626) loss_bbox_aux_0: 0.1586 (0.1748) loss_bbox_aux_1: 0.1512 (0.1654) loss_bbox_aux_2: 0.1496 (0.1632) loss_bbox_aux_3: 0.1494 (0.1627) loss_bbox_aux_4: 0.1492 (0.1626) loss_bbox_dn_0: 0.1933 (0.2259) loss_bbox_dn_1: 0.1401 (0.1655) loss_bbox_dn_2: 0.1303 (0.1552) loss_bbox_dn_3: 0.1290 (0.1519) loss_bbox_dn_4: 0.1286 (0.1512) loss_bbox_dn_5: 0.1286 (0.1512) loss_bbox_dn_pre: 0.1968 (0.2320) loss_bbox_enc_0: 0.1924 (0.2076) loss_bbox_pre: 0.1594 (0.1750) loss_dfl: 0.9650 (0.9585) loss_fgl_aux_0: 0.9942 (0.9903) loss_fgl_aux_1: 0.9649 (0.9608) loss_fgl_aux_2: 0.9645 (0.9585) loss_fgl_aux_3: 0.9638 (0.9585) loss_fgl_aux_4: 0.9650 (0.9585) loss_fgl_dn_0: 1.0872 (1.0835) loss_fgl_dn_1: 0.9864 (0.9799) loss_fgl_dn_2: 0.9763 (0.9707) loss_fgl_dn_3: 0.9772 (0.9714) loss_fgl_dn_4: 0.9777 (0.9719) loss_fgl_dn_5: 0.9777 (0.9719) loss_giou: 0.5725 (0.5497) loss_giou_aux_0: 0.6015 (0.5748) loss_giou_aux_1: 0.5802 (0.5553) loss_giou_aux_2: 0.5739 (0.5508) loss_giou_aux_3: 0.5724 (0.5498) loss_giou_aux_4: 0.5726 (0.5497) loss_giou_dn_0: 0.5598 (0.5517) loss_giou_dn_1: 0.4479 (0.4394) loss_giou_dn_2: 0.4290 (0.4225) loss_giou_dn_3: 0.4269 (0.4178) loss_giou_dn_4: 0.4268 (0.4166) loss_giou_dn_5: 0.4269 (0.4166) loss_giou_dn_pre: 0.5569 (0.5511) loss_giou_enc_0: 0.6806 (0.6462) loss_giou_pre: 0.6005 (0.5735) loss_ddf_aux_0: 0.0510 (0.0543) loss_ddf_aux_1: 0.0075 (0.0080) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2519 (0.2526) loss_ddf_dn_1: 0.0323 (0.0338) loss_ddf_dn_2: 0.0069 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6129 (0.6426) loss_vfl_aux_0: 0.6685 (0.7062) loss_vfl_aux_1: 0.6553 (0.6843) loss_vfl_aux_2: 0.6335 (0.6662) loss_vfl_aux_3: 0.6219 (0.6532) loss_vfl_aux_4: 0.6123 (0.6454) loss_vfl_dn_0: 0.4787 (0.4824) loss_vfl_dn_1: 0.4104 (0.4127) loss_vfl_dn_2: 0.3949 (0.3962) loss_vfl_dn_3: 0.3868 (0.3883) loss_vfl_dn_4: 0.3847 (0.3856) loss_vfl_dn_5: 0.3836 (0.3851) loss_vfl_dn_pre: 0.4781 (0.4828) loss_vfl_enc_0: 0.6810 (0.7125) loss_vfl_pre: 0.6777 (0.7084) time: 0.7633 data: 0.0291 max mem: 9121 Epoch: [57] [ 400/3696] eta: 0:42:14 lr: 0.000013 loss: 30.7266 (30.7889) loss_bbox: 0.1621 (0.1637) loss_bbox_aux_0: 0.1779 (0.1763) loss_bbox_aux_1: 0.1644 (0.1667) loss_bbox_aux_2: 0.1614 (0.1644) loss_bbox_aux_3: 0.1621 (0.1638) loss_bbox_aux_4: 0.1621 (0.1637) loss_bbox_dn_0: 0.2430 (0.2280) loss_bbox_dn_1: 0.1751 (0.1669) loss_bbox_dn_2: 0.1656 (0.1565) loss_bbox_dn_3: 0.1610 (0.1532) loss_bbox_dn_4: 0.1604 (0.1525) loss_bbox_dn_5: 0.1604 (0.1525) loss_bbox_dn_pre: 0.2459 (0.2339) loss_bbox_enc_0: 0.2173 (0.2094) loss_bbox_pre: 0.1791 (0.1765) loss_dfl: 0.9461 (0.9591) loss_fgl_aux_0: 0.9792 (0.9910) loss_fgl_aux_1: 0.9514 (0.9615) loss_fgl_aux_2: 0.9458 (0.9592) loss_fgl_aux_3: 0.9457 (0.9591) loss_fgl_aux_4: 0.9461 (0.9591) loss_fgl_dn_0: 1.0809 (1.0837) loss_fgl_dn_1: 0.9692 (0.9791) loss_fgl_dn_2: 0.9621 (0.9697) loss_fgl_dn_3: 0.9641 (0.9704) loss_fgl_dn_4: 0.9651 (0.9709) loss_fgl_dn_5: 0.9651 (0.9709) loss_giou: 0.5136 (0.5449) loss_giou_aux_0: 0.5452 (0.5702) loss_giou_aux_1: 0.5169 (0.5505) loss_giou_aux_2: 0.5119 (0.5459) loss_giou_aux_3: 0.5131 (0.5451) loss_giou_aux_4: 0.5137 (0.5449) loss_giou_dn_0: 0.5587 (0.5491) loss_giou_dn_1: 0.4363 (0.4365) loss_giou_dn_2: 0.4204 (0.4195) loss_giou_dn_3: 0.4092 (0.4146) loss_giou_dn_4: 0.4076 (0.4135) loss_giou_dn_5: 0.4079 (0.4135) loss_giou_dn_pre: 0.5569 (0.5485) loss_giou_enc_0: 0.6256 (0.6415) loss_giou_pre: 0.5453 (0.5688) loss_ddf_aux_0: 0.0507 (0.0539) loss_ddf_aux_1: 0.0074 (0.0080) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2607 (0.2533) loss_ddf_dn_1: 0.0348 (0.0340) loss_ddf_dn_2: 0.0080 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6343 (0.6436) loss_vfl_aux_0: 0.7009 (0.7071) loss_vfl_aux_1: 0.6786 (0.6860) loss_vfl_aux_2: 0.6517 (0.6672) loss_vfl_aux_3: 0.6476 (0.6543) loss_vfl_aux_4: 0.6317 (0.6461) loss_vfl_dn_0: 0.4895 (0.4826) loss_vfl_dn_1: 0.4158 (0.4126) loss_vfl_dn_2: 0.3912 (0.3963) loss_vfl_dn_3: 0.3867 (0.3882) loss_vfl_dn_4: 0.3835 (0.3853) loss_vfl_dn_5: 0.3831 (0.3848) loss_vfl_dn_pre: 0.4904 (0.4831) loss_vfl_enc_0: 0.7301 (0.7135) loss_vfl_pre: 0.7031 (0.7095) time: 0.7419 data: 0.0278 max mem: 9121 Epoch: [57] [ 500/3696] eta: 0:41:19 lr: 0.000013 loss: 30.7317 (30.8030) loss_bbox: 0.1536 (0.1640) loss_bbox_aux_0: 0.1682 (0.1764) loss_bbox_aux_1: 0.1568 (0.1669) loss_bbox_aux_2: 0.1564 (0.1646) loss_bbox_aux_3: 0.1536 (0.1641) loss_bbox_aux_4: 0.1536 (0.1640) loss_bbox_dn_0: 0.2316 (0.2275) loss_bbox_dn_1: 0.1579 (0.1666) loss_bbox_dn_2: 0.1478 (0.1562) loss_bbox_dn_3: 0.1428 (0.1529) loss_bbox_dn_4: 0.1441 (0.1522) loss_bbox_dn_5: 0.1441 (0.1522) loss_bbox_dn_pre: 0.2364 (0.2334) loss_bbox_enc_0: 0.2030 (0.2094) loss_bbox_pre: 0.1683 (0.1767) loss_dfl: 0.9680 (0.9590) loss_fgl_aux_0: 0.9964 (0.9906) loss_fgl_aux_1: 0.9687 (0.9614) loss_fgl_aux_2: 0.9678 (0.9591) loss_fgl_aux_3: 0.9680 (0.9590) loss_fgl_aux_4: 0.9682 (0.9590) loss_fgl_dn_0: 1.0849 (1.0833) loss_fgl_dn_1: 0.9808 (0.9789) loss_fgl_dn_2: 0.9711 (0.9696) loss_fgl_dn_3: 0.9712 (0.9703) loss_fgl_dn_4: 0.9725 (0.9708) loss_fgl_dn_5: 0.9726 (0.9708) loss_giou: 0.5257 (0.5465) loss_giou_aux_0: 0.5485 (0.5717) loss_giou_aux_1: 0.5342 (0.5522) loss_giou_aux_2: 0.5290 (0.5476) loss_giou_aux_3: 0.5270 (0.5466) loss_giou_aux_4: 0.5256 (0.5465) loss_giou_dn_0: 0.5446 (0.5499) loss_giou_dn_1: 0.4294 (0.4373) loss_giou_dn_2: 0.4142 (0.4203) loss_giou_dn_3: 0.4089 (0.4154) loss_giou_dn_4: 0.4079 (0.4143) loss_giou_dn_5: 0.4079 (0.4143) loss_giou_dn_pre: 0.5454 (0.5493) loss_giou_enc_0: 0.6206 (0.6429) loss_giou_pre: 0.5460 (0.5703) loss_ddf_aux_0: 0.0526 (0.0535) loss_ddf_aux_1: 0.0077 (0.0079) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2471 (0.2519) loss_ddf_dn_1: 0.0336 (0.0336) loss_ddf_dn_2: 0.0082 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6451 (0.6436) loss_vfl_aux_0: 0.7032 (0.7076) loss_vfl_aux_1: 0.6824 (0.6862) loss_vfl_aux_2: 0.6720 (0.6674) loss_vfl_aux_3: 0.6581 (0.6544) loss_vfl_aux_4: 0.6504 (0.6461) loss_vfl_dn_0: 0.4799 (0.4828) loss_vfl_dn_1: 0.4134 (0.4127) loss_vfl_dn_2: 0.3959 (0.3965) loss_vfl_dn_3: 0.3873 (0.3883) loss_vfl_dn_4: 0.3842 (0.3854) loss_vfl_dn_5: 0.3830 (0.3849) loss_vfl_dn_pre: 0.4797 (0.4832) loss_vfl_enc_0: 0.7014 (0.7128) loss_vfl_pre: 0.7063 (0.7098) time: 0.7526 data: 0.0281 max mem: 9121 Epoch: [57] [ 600/3696] eta: 0:39:53 lr: 0.000013 loss: 30.7861 (30.8199) loss_bbox: 0.1756 (0.1645) loss_bbox_aux_0: 0.1884 (0.1769) loss_bbox_aux_1: 0.1788 (0.1674) loss_bbox_aux_2: 0.1768 (0.1651) loss_bbox_aux_3: 0.1755 (0.1646) loss_bbox_aux_4: 0.1755 (0.1645) loss_bbox_dn_0: 0.2456 (0.2275) loss_bbox_dn_1: 0.1759 (0.1666) loss_bbox_dn_2: 0.1685 (0.1564) loss_bbox_dn_3: 0.1650 (0.1532) loss_bbox_dn_4: 0.1641 (0.1525) loss_bbox_dn_5: 0.1641 (0.1525) loss_bbox_dn_pre: 0.2515 (0.2334) loss_bbox_enc_0: 0.2184 (0.2099) loss_bbox_pre: 0.1890 (0.1772) loss_dfl: 0.9582 (0.9594) loss_fgl_aux_0: 0.9867 (0.9907) loss_fgl_aux_1: 0.9612 (0.9618) loss_fgl_aux_2: 0.9593 (0.9595) loss_fgl_aux_3: 0.9589 (0.9595) loss_fgl_aux_4: 0.9585 (0.9594) loss_fgl_dn_0: 1.0874 (1.0838) loss_fgl_dn_1: 0.9781 (0.9795) loss_fgl_dn_2: 0.9694 (0.9702) loss_fgl_dn_3: 0.9702 (0.9708) loss_fgl_dn_4: 0.9706 (0.9713) loss_fgl_dn_5: 0.9706 (0.9713) loss_giou: 0.5296 (0.5467) loss_giou_aux_0: 0.5576 (0.5719) loss_giou_aux_1: 0.5386 (0.5524) loss_giou_aux_2: 0.5315 (0.5478) loss_giou_aux_3: 0.5294 (0.5469) loss_giou_aux_4: 0.5296 (0.5467) loss_giou_dn_0: 0.5184 (0.5498) loss_giou_dn_1: 0.4128 (0.4371) loss_giou_dn_2: 0.3990 (0.4201) loss_giou_dn_3: 0.3964 (0.4152) loss_giou_dn_4: 0.3952 (0.4141) loss_giou_dn_5: 0.3950 (0.4141) loss_giou_dn_pre: 0.5209 (0.5492) loss_giou_enc_0: 0.6252 (0.6434) loss_giou_pre: 0.5554 (0.5706) loss_ddf_aux_0: 0.0471 (0.0530) loss_ddf_aux_1: 0.0067 (0.0078) loss_ddf_aux_2: 0.0013 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2333 (0.2506) loss_ddf_dn_1: 0.0298 (0.0334) loss_ddf_dn_2: 0.0064 (0.0076) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6604 (0.6444) loss_vfl_aux_0: 0.7136 (0.7086) loss_vfl_aux_1: 0.7029 (0.6870) loss_vfl_aux_2: 0.6724 (0.6685) loss_vfl_aux_3: 0.6537 (0.6552) loss_vfl_aux_4: 0.6578 (0.6469) loss_vfl_dn_0: 0.4826 (0.4826) loss_vfl_dn_1: 0.4131 (0.4128) loss_vfl_dn_2: 0.3960 (0.3965) loss_vfl_dn_3: 0.3869 (0.3884) loss_vfl_dn_4: 0.3851 (0.3855) loss_vfl_dn_5: 0.3824 (0.3851) loss_vfl_dn_pre: 0.4832 (0.4830) loss_vfl_enc_0: 0.7239 (0.7138) loss_vfl_pre: 0.7144 (0.7108) time: 0.7758 data: 0.0298 max mem: 9121 Epoch: [57] [ 700/3696] eta: 0:38:28 lr: 0.000013 loss: 30.2613 (30.8174) loss_bbox: 0.1561 (0.1646) loss_bbox_aux_0: 0.1676 (0.1770) loss_bbox_aux_1: 0.1581 (0.1675) loss_bbox_aux_2: 0.1553 (0.1653) loss_bbox_aux_3: 0.1558 (0.1647) loss_bbox_aux_4: 0.1561 (0.1646) loss_bbox_dn_0: 0.1899 (0.2274) loss_bbox_dn_1: 0.1447 (0.1666) loss_bbox_dn_2: 0.1347 (0.1563) loss_bbox_dn_3: 0.1309 (0.1531) loss_bbox_dn_4: 0.1310 (0.1524) loss_bbox_dn_5: 0.1310 (0.1524) loss_bbox_dn_pre: 0.1945 (0.2333) loss_bbox_enc_0: 0.1949 (0.2099) loss_bbox_pre: 0.1669 (0.1773) loss_dfl: 0.9437 (0.9585) loss_fgl_aux_0: 0.9682 (0.9898) loss_fgl_aux_1: 0.9464 (0.9608) loss_fgl_aux_2: 0.9444 (0.9586) loss_fgl_aux_3: 0.9438 (0.9585) loss_fgl_aux_4: 0.9437 (0.9585) loss_fgl_dn_0: 1.0782 (1.0835) loss_fgl_dn_1: 0.9746 (0.9794) loss_fgl_dn_2: 0.9692 (0.9701) loss_fgl_dn_3: 0.9704 (0.9708) loss_fgl_dn_4: 0.9713 (0.9713) loss_fgl_dn_5: 0.9713 (0.9713) loss_giou: 0.6025 (0.5483) loss_giou_aux_0: 0.6277 (0.5735) loss_giou_aux_1: 0.6100 (0.5539) loss_giou_aux_2: 0.6032 (0.5493) loss_giou_aux_3: 0.6026 (0.5484) loss_giou_aux_4: 0.6026 (0.5483) loss_giou_dn_0: 0.5625 (0.5502) loss_giou_dn_1: 0.4448 (0.4374) loss_giou_dn_2: 0.4241 (0.4203) loss_giou_dn_3: 0.4178 (0.4154) loss_giou_dn_4: 0.4168 (0.4143) loss_giou_dn_5: 0.4169 (0.4143) loss_giou_dn_pre: 0.5620 (0.5496) loss_giou_enc_0: 0.6992 (0.6448) loss_giou_pre: 0.6264 (0.5721) loss_ddf_aux_0: 0.0479 (0.0526) loss_ddf_aux_1: 0.0069 (0.0077) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0000 (0.0001) loss_ddf_dn_0: 0.2469 (0.2501) loss_ddf_dn_1: 0.0324 (0.0334) loss_ddf_dn_2: 0.0073 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6133 (0.6427) loss_vfl_aux_0: 0.6726 (0.7078) loss_vfl_aux_1: 0.6464 (0.6864) loss_vfl_aux_2: 0.6338 (0.6676) loss_vfl_aux_3: 0.6236 (0.6537) loss_vfl_aux_4: 0.6141 (0.6451) loss_vfl_dn_0: 0.4752 (0.4825) loss_vfl_dn_1: 0.4070 (0.4127) loss_vfl_dn_2: 0.3923 (0.3964) loss_vfl_dn_3: 0.3877 (0.3884) loss_vfl_dn_4: 0.3865 (0.3855) loss_vfl_dn_5: 0.3868 (0.3850) loss_vfl_dn_pre: 0.4759 (0.4830) loss_vfl_enc_0: 0.6716 (0.7127) loss_vfl_pre: 0.6652 (0.7102) time: 0.7576 data: 0.0301 max mem: 9121 Epoch: [57] [ 800/3696] eta: 0:37:05 lr: 0.000013 loss: 30.4878 (30.8067) loss_bbox: 0.1585 (0.1648) loss_bbox_aux_0: 0.1702 (0.1772) loss_bbox_aux_1: 0.1601 (0.1677) loss_bbox_aux_2: 0.1601 (0.1654) loss_bbox_aux_3: 0.1586 (0.1649) loss_bbox_aux_4: 0.1585 (0.1648) loss_bbox_dn_0: 0.2375 (0.2272) loss_bbox_dn_1: 0.1680 (0.1664) loss_bbox_dn_2: 0.1571 (0.1560) loss_bbox_dn_3: 0.1519 (0.1528) loss_bbox_dn_4: 0.1506 (0.1521) loss_bbox_dn_5: 0.1506 (0.1521) loss_bbox_dn_pre: 0.2406 (0.2330) loss_bbox_enc_0: 0.2004 (0.2100) loss_bbox_pre: 0.1685 (0.1774) loss_dfl: 0.9321 (0.9570) loss_fgl_aux_0: 0.9632 (0.9882) loss_fgl_aux_1: 0.9343 (0.9594) loss_fgl_aux_2: 0.9322 (0.9572) loss_fgl_aux_3: 0.9323 (0.9570) loss_fgl_aux_4: 0.9320 (0.9570) loss_fgl_dn_0: 1.0743 (1.0830) loss_fgl_dn_1: 0.9701 (0.9789) loss_fgl_dn_2: 0.9671 (0.9697) loss_fgl_dn_3: 0.9684 (0.9704) loss_fgl_dn_4: 0.9689 (0.9709) loss_fgl_dn_5: 0.9689 (0.9709) loss_giou: 0.5309 (0.5496) loss_giou_aux_0: 0.5638 (0.5748) loss_giou_aux_1: 0.5376 (0.5552) loss_giou_aux_2: 0.5323 (0.5506) loss_giou_aux_3: 0.5320 (0.5497) loss_giou_aux_4: 0.5310 (0.5496) loss_giou_dn_0: 0.5443 (0.5501) loss_giou_dn_1: 0.4212 (0.4375) loss_giou_dn_2: 0.4060 (0.4204) loss_giou_dn_3: 0.3993 (0.4155) loss_giou_dn_4: 0.3969 (0.4143) loss_giou_dn_5: 0.3970 (0.4143) loss_giou_dn_pre: 0.5424 (0.5495) loss_giou_enc_0: 0.6235 (0.6460) loss_giou_pre: 0.5598 (0.5733) loss_ddf_aux_0: 0.0530 (0.0525) loss_ddf_aux_1: 0.0071 (0.0077) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2480 (0.2495) loss_ddf_dn_1: 0.0347 (0.0335) loss_ddf_dn_2: 0.0086 (0.0077) loss_ddf_dn_3: 0.0010 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6340 (0.6410) loss_vfl_aux_0: 0.6968 (0.7072) loss_vfl_aux_1: 0.6732 (0.6857) loss_vfl_aux_2: 0.6593 (0.6667) loss_vfl_aux_3: 0.6311 (0.6520) loss_vfl_aux_4: 0.6281 (0.6435) loss_vfl_dn_0: 0.4854 (0.4827) loss_vfl_dn_1: 0.4144 (0.4127) loss_vfl_dn_2: 0.3925 (0.3965) loss_vfl_dn_3: 0.3848 (0.3884) loss_vfl_dn_4: 0.3815 (0.3856) loss_vfl_dn_5: 0.3808 (0.3850) loss_vfl_dn_pre: 0.4858 (0.4831) loss_vfl_enc_0: 0.6971 (0.7118) loss_vfl_pre: 0.7021 (0.7096) time: 0.7492 data: 0.0293 max mem: 9121 Epoch: [57] [ 900/3696] eta: 0:35:44 lr: 0.000013 loss: 31.1155 (30.8005) loss_bbox: 0.1701 (0.1652) loss_bbox_aux_0: 0.1843 (0.1775) loss_bbox_aux_1: 0.1757 (0.1680) loss_bbox_aux_2: 0.1716 (0.1658) loss_bbox_aux_3: 0.1702 (0.1653) loss_bbox_aux_4: 0.1701 (0.1652) loss_bbox_dn_0: 0.2279 (0.2273) loss_bbox_dn_1: 0.1667 (0.1663) loss_bbox_dn_2: 0.1572 (0.1560) loss_bbox_dn_3: 0.1540 (0.1528) loss_bbox_dn_4: 0.1533 (0.1521) loss_bbox_dn_5: 0.1532 (0.1521) loss_bbox_dn_pre: 0.2342 (0.2333) loss_bbox_enc_0: 0.2158 (0.2102) loss_bbox_pre: 0.1852 (0.1778) loss_dfl: 0.9671 (0.9575) loss_fgl_aux_0: 0.9900 (0.9888) loss_fgl_aux_1: 0.9683 (0.9599) loss_fgl_aux_2: 0.9675 (0.9577) loss_fgl_aux_3: 0.9681 (0.9576) loss_fgl_aux_4: 0.9672 (0.9575) loss_fgl_dn_0: 1.0838 (1.0833) loss_fgl_dn_1: 0.9917 (0.9791) loss_fgl_dn_2: 0.9811 (0.9699) loss_fgl_dn_3: 0.9807 (0.9706) loss_fgl_dn_4: 0.9820 (0.9711) loss_fgl_dn_5: 0.9820 (0.9711) loss_giou: 0.5393 (0.5490) loss_giou_aux_0: 0.5638 (0.5741) loss_giou_aux_1: 0.5434 (0.5546) loss_giou_aux_2: 0.5420 (0.5500) loss_giou_aux_3: 0.5403 (0.5491) loss_giou_aux_4: 0.5392 (0.5490) loss_giou_dn_0: 0.5424 (0.5494) loss_giou_dn_1: 0.4269 (0.4367) loss_giou_dn_2: 0.4098 (0.4197) loss_giou_dn_3: 0.4048 (0.4148) loss_giou_dn_4: 0.4043 (0.4136) loss_giou_dn_5: 0.4043 (0.4136) loss_giou_dn_pre: 0.5428 (0.5488) loss_giou_enc_0: 0.6267 (0.6453) loss_giou_pre: 0.5625 (0.5727) loss_ddf_aux_0: 0.0522 (0.0523) loss_ddf_aux_1: 0.0071 (0.0076) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2586 (0.2498) loss_ddf_dn_1: 0.0337 (0.0335) loss_ddf_dn_2: 0.0079 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6375 (0.6403) loss_vfl_aux_0: 0.7251 (0.7069) loss_vfl_aux_1: 0.6921 (0.6852) loss_vfl_aux_2: 0.6752 (0.6661) loss_vfl_aux_3: 0.6476 (0.6510) loss_vfl_aux_4: 0.6447 (0.6427) loss_vfl_dn_0: 0.4841 (0.4827) loss_vfl_dn_1: 0.4155 (0.4127) loss_vfl_dn_2: 0.3995 (0.3966) loss_vfl_dn_3: 0.3953 (0.3885) loss_vfl_dn_4: 0.3931 (0.3856) loss_vfl_dn_5: 0.3929 (0.3851) loss_vfl_dn_pre: 0.4852 (0.4832) loss_vfl_enc_0: 0.7187 (0.7120) loss_vfl_pre: 0.7239 (0.7092) time: 0.7394 data: 0.0245 max mem: 9121 Epoch: [57] [1000/3696] eta: 0:34:26 lr: 0.000013 loss: 31.0749 (30.8158) loss_bbox: 0.1530 (0.1649) loss_bbox_aux_0: 0.1667 (0.1774) loss_bbox_aux_1: 0.1578 (0.1678) loss_bbox_aux_2: 0.1544 (0.1656) loss_bbox_aux_3: 0.1531 (0.1650) loss_bbox_aux_4: 0.1531 (0.1650) loss_bbox_dn_0: 0.2110 (0.2270) loss_bbox_dn_1: 0.1481 (0.1661) loss_bbox_dn_2: 0.1383 (0.1558) loss_bbox_dn_3: 0.1344 (0.1526) loss_bbox_dn_4: 0.1337 (0.1518) loss_bbox_dn_5: 0.1338 (0.1518) loss_bbox_dn_pre: 0.2212 (0.2330) loss_bbox_enc_0: 0.2047 (0.2099) loss_bbox_pre: 0.1690 (0.1777) loss_dfl: 0.9550 (0.9573) loss_fgl_aux_0: 0.9793 (0.9885) loss_fgl_aux_1: 0.9550 (0.9596) loss_fgl_aux_2: 0.9539 (0.9574) loss_fgl_aux_3: 0.9547 (0.9574) loss_fgl_aux_4: 0.9550 (0.9573) loss_fgl_dn_0: 1.0768 (1.0831) loss_fgl_dn_1: 0.9786 (0.9794) loss_fgl_dn_2: 0.9697 (0.9703) loss_fgl_dn_3: 0.9702 (0.9710) loss_fgl_dn_4: 0.9707 (0.9715) loss_fgl_dn_5: 0.9707 (0.9715) loss_giou: 0.5591 (0.5506) loss_giou_aux_0: 0.5937 (0.5758) loss_giou_aux_1: 0.5704 (0.5562) loss_giou_aux_2: 0.5640 (0.5517) loss_giou_aux_3: 0.5593 (0.5507) loss_giou_aux_4: 0.5590 (0.5506) loss_giou_dn_0: 0.5448 (0.5502) loss_giou_dn_1: 0.4416 (0.4377) loss_giou_dn_2: 0.4234 (0.4206) loss_giou_dn_3: 0.4209 (0.4156) loss_giou_dn_4: 0.4202 (0.4145) loss_giou_dn_5: 0.4202 (0.4145) loss_giou_dn_pre: 0.5441 (0.5496) loss_giou_enc_0: 0.6844 (0.6467) loss_giou_pre: 0.5911 (0.5744) loss_ddf_aux_0: 0.0494 (0.0520) loss_ddf_aux_1: 0.0075 (0.0076) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2350 (0.2488) loss_ddf_dn_1: 0.0323 (0.0335) loss_ddf_dn_2: 0.0071 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6412 (0.6401) loss_vfl_aux_0: 0.7025 (0.7067) loss_vfl_aux_1: 0.6995 (0.6853) loss_vfl_aux_2: 0.6952 (0.6666) loss_vfl_aux_3: 0.6570 (0.6509) loss_vfl_aux_4: 0.6479 (0.6425) loss_vfl_dn_0: 0.4832 (0.4827) loss_vfl_dn_1: 0.4194 (0.4128) loss_vfl_dn_2: 0.3976 (0.3967) loss_vfl_dn_3: 0.3889 (0.3886) loss_vfl_dn_4: 0.3859 (0.3858) loss_vfl_dn_5: 0.3860 (0.3853) loss_vfl_dn_pre: 0.4838 (0.4832) loss_vfl_enc_0: 0.7066 (0.7120) loss_vfl_pre: 0.7034 (0.7090) time: 0.7607 data: 0.0363 max mem: 9121 Epoch: [57] [1100/3696] eta: 0:33:03 lr: 0.000013 loss: 30.2144 (30.8037) loss_bbox: 0.1554 (0.1650) loss_bbox_aux_0: 0.1673 (0.1774) loss_bbox_aux_1: 0.1584 (0.1679) loss_bbox_aux_2: 0.1555 (0.1657) loss_bbox_aux_3: 0.1553 (0.1651) loss_bbox_aux_4: 0.1554 (0.1650) loss_bbox_dn_0: 0.2197 (0.2277) loss_bbox_dn_1: 0.1682 (0.1666) loss_bbox_dn_2: 0.1574 (0.1562) loss_bbox_dn_3: 0.1529 (0.1530) loss_bbox_dn_4: 0.1523 (0.1522) loss_bbox_dn_5: 0.1524 (0.1522) loss_bbox_dn_pre: 0.2201 (0.2337) loss_bbox_enc_0: 0.1998 (0.2101) loss_bbox_pre: 0.1708 (0.1777) loss_dfl: 0.9688 (0.9571) loss_fgl_aux_0: 1.0070 (0.9884) loss_fgl_aux_1: 0.9727 (0.9595) loss_fgl_aux_2: 0.9697 (0.9572) loss_fgl_aux_3: 0.9687 (0.9571) loss_fgl_aux_4: 0.9687 (0.9571) loss_fgl_dn_0: 1.0843 (1.0830) loss_fgl_dn_1: 0.9681 (0.9791) loss_fgl_dn_2: 0.9553 (0.9699) loss_fgl_dn_3: 0.9569 (0.9706) loss_fgl_dn_4: 0.9575 (0.9711) loss_fgl_dn_5: 0.9575 (0.9711) loss_giou: 0.5074 (0.5494) loss_giou_aux_0: 0.5329 (0.5745) loss_giou_aux_1: 0.5103 (0.5549) loss_giou_aux_2: 0.5107 (0.5504) loss_giou_aux_3: 0.5084 (0.5495) loss_giou_aux_4: 0.5074 (0.5494) loss_giou_dn_0: 0.5253 (0.5495) loss_giou_dn_1: 0.4178 (0.4368) loss_giou_dn_2: 0.3960 (0.4197) loss_giou_dn_3: 0.3894 (0.4148) loss_giou_dn_4: 0.3888 (0.4136) loss_giou_dn_5: 0.3887 (0.4136) loss_giou_dn_pre: 0.5243 (0.5489) loss_giou_enc_0: 0.6026 (0.6454) loss_giou_pre: 0.5298 (0.5731) loss_ddf_aux_0: 0.0450 (0.0519) loss_ddf_aux_1: 0.0065 (0.0075) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2543 (0.2494) loss_ddf_dn_1: 0.0344 (0.0336) loss_ddf_dn_2: 0.0076 (0.0077) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6212 (0.6404) loss_vfl_aux_0: 0.6848 (0.7069) loss_vfl_aux_1: 0.6775 (0.6854) loss_vfl_aux_2: 0.6401 (0.6669) loss_vfl_aux_3: 0.6326 (0.6511) loss_vfl_aux_4: 0.6294 (0.6429) loss_vfl_dn_0: 0.4741 (0.4827) loss_vfl_dn_1: 0.4040 (0.4127) loss_vfl_dn_2: 0.3896 (0.3966) loss_vfl_dn_3: 0.3802 (0.3885) loss_vfl_dn_4: 0.3773 (0.3856) loss_vfl_dn_5: 0.3754 (0.3851) loss_vfl_dn_pre: 0.4769 (0.4832) loss_vfl_enc_0: 0.6921 (0.7129) loss_vfl_pre: 0.6877 (0.7091) time: 0.7043 data: 0.0224 max mem: 9121 Epoch: [57] [1200/3696] eta: 0:31:44 lr: 0.000013 loss: 31.0356 (30.8030) loss_bbox: 0.1609 (0.1652) loss_bbox_aux_0: 0.1699 (0.1776) loss_bbox_aux_1: 0.1611 (0.1680) loss_bbox_aux_2: 0.1595 (0.1658) loss_bbox_aux_3: 0.1608 (0.1653) loss_bbox_aux_4: 0.1609 (0.1652) loss_bbox_dn_0: 0.2230 (0.2278) loss_bbox_dn_1: 0.1562 (0.1668) loss_bbox_dn_2: 0.1478 (0.1564) loss_bbox_dn_3: 0.1474 (0.1532) loss_bbox_dn_4: 0.1463 (0.1524) loss_bbox_dn_5: 0.1463 (0.1524) loss_bbox_dn_pre: 0.2304 (0.2338) loss_bbox_enc_0: 0.2059 (0.2101) loss_bbox_pre: 0.1700 (0.1778) loss_dfl: 0.9543 (0.9573) loss_fgl_aux_0: 0.9813 (0.9887) loss_fgl_aux_1: 0.9547 (0.9597) loss_fgl_aux_2: 0.9543 (0.9575) loss_fgl_aux_3: 0.9540 (0.9574) loss_fgl_aux_4: 0.9541 (0.9573) loss_fgl_dn_0: 1.0801 (1.0830) loss_fgl_dn_1: 0.9823 (0.9792) loss_fgl_dn_2: 0.9757 (0.9701) loss_fgl_dn_3: 0.9784 (0.9708) loss_fgl_dn_4: 0.9789 (0.9713) loss_fgl_dn_5: 0.9789 (0.9713) loss_giou: 0.5649 (0.5487) loss_giou_aux_0: 0.5821 (0.5739) loss_giou_aux_1: 0.5689 (0.5543) loss_giou_aux_2: 0.5663 (0.5497) loss_giou_aux_3: 0.5645 (0.5488) loss_giou_aux_4: 0.5648 (0.5487) loss_giou_dn_0: 0.5515 (0.5490) loss_giou_dn_1: 0.4468 (0.4364) loss_giou_dn_2: 0.4304 (0.4193) loss_giou_dn_3: 0.4241 (0.4143) loss_giou_dn_4: 0.4236 (0.4132) loss_giou_dn_5: 0.4236 (0.4132) loss_giou_dn_pre: 0.5524 (0.5484) loss_giou_enc_0: 0.6535 (0.6448) loss_giou_pre: 0.5784 (0.5725) loss_ddf_aux_0: 0.0475 (0.0517) loss_ddf_aux_1: 0.0070 (0.0075) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2431 (0.2492) loss_ddf_dn_1: 0.0330 (0.0336) loss_ddf_dn_2: 0.0069 (0.0077) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6306 (0.6410) loss_vfl_aux_0: 0.7071 (0.7076) loss_vfl_aux_1: 0.6832 (0.6861) loss_vfl_aux_2: 0.6626 (0.6677) loss_vfl_aux_3: 0.6494 (0.6518) loss_vfl_aux_4: 0.6321 (0.6435) loss_vfl_dn_0: 0.4782 (0.4826) loss_vfl_dn_1: 0.4155 (0.4126) loss_vfl_dn_2: 0.3996 (0.3964) loss_vfl_dn_3: 0.3932 (0.3884) loss_vfl_dn_4: 0.3882 (0.3855) loss_vfl_dn_5: 0.3892 (0.3850) loss_vfl_dn_pre: 0.4781 (0.4831) loss_vfl_enc_0: 0.6913 (0.7131) loss_vfl_pre: 0.7127 (0.7098) time: 0.7551 data: 0.0274 max mem: 9121 Epoch: [57] [1300/3696] eta: 0:30:26 lr: 0.000013 loss: 30.5535 (30.7898) loss_bbox: 0.1640 (0.1657) loss_bbox_aux_0: 0.1781 (0.1781) loss_bbox_aux_1: 0.1671 (0.1686) loss_bbox_aux_2: 0.1636 (0.1663) loss_bbox_aux_3: 0.1640 (0.1658) loss_bbox_aux_4: 0.1640 (0.1657) loss_bbox_dn_0: 0.2151 (0.2283) loss_bbox_dn_1: 0.1577 (0.1672) loss_bbox_dn_2: 0.1470 (0.1567) loss_bbox_dn_3: 0.1432 (0.1535) loss_bbox_dn_4: 0.1429 (0.1528) loss_bbox_dn_5: 0.1429 (0.1528) loss_bbox_dn_pre: 0.2227 (0.2343) loss_bbox_enc_0: 0.2038 (0.2106) loss_bbox_pre: 0.1768 (0.1784) loss_dfl: 0.9476 (0.9572) loss_fgl_aux_0: 0.9775 (0.9885) loss_fgl_aux_1: 0.9513 (0.9595) loss_fgl_aux_2: 0.9482 (0.9573) loss_fgl_aux_3: 0.9479 (0.9572) loss_fgl_aux_4: 0.9477 (0.9572) loss_fgl_dn_0: 1.0810 (1.0829) loss_fgl_dn_1: 0.9689 (0.9789) loss_fgl_dn_2: 0.9614 (0.9698) loss_fgl_dn_3: 0.9602 (0.9705) loss_fgl_dn_4: 0.9606 (0.9710) loss_fgl_dn_5: 0.9606 (0.9710) loss_giou: 0.5141 (0.5478) loss_giou_aux_0: 0.5398 (0.5730) loss_giou_aux_1: 0.5207 (0.5534) loss_giou_aux_2: 0.5155 (0.5489) loss_giou_aux_3: 0.5139 (0.5480) loss_giou_aux_4: 0.5140 (0.5478) loss_giou_dn_0: 0.5146 (0.5481) loss_giou_dn_1: 0.4165 (0.4358) loss_giou_dn_2: 0.3975 (0.4186) loss_giou_dn_3: 0.3930 (0.4137) loss_giou_dn_4: 0.3921 (0.4125) loss_giou_dn_5: 0.3921 (0.4125) loss_giou_dn_pre: 0.5146 (0.5475) loss_giou_enc_0: 0.5953 (0.6438) loss_giou_pre: 0.5387 (0.5715) loss_ddf_aux_0: 0.0460 (0.0515) loss_ddf_aux_1: 0.0064 (0.0075) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2410 (0.2486) loss_ddf_dn_1: 0.0305 (0.0336) loss_ddf_dn_2: 0.0066 (0.0077) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6238 (0.6407) loss_vfl_aux_0: 0.6772 (0.7071) loss_vfl_aux_1: 0.6530 (0.6853) loss_vfl_aux_2: 0.6485 (0.6672) loss_vfl_aux_3: 0.6293 (0.6514) loss_vfl_aux_4: 0.6228 (0.6431) loss_vfl_dn_0: 0.4766 (0.4826) loss_vfl_dn_1: 0.4052 (0.4124) loss_vfl_dn_2: 0.3879 (0.3962) loss_vfl_dn_3: 0.3777 (0.3881) loss_vfl_dn_4: 0.3764 (0.3853) loss_vfl_dn_5: 0.3749 (0.3847) loss_vfl_dn_pre: 0.4769 (0.4830) loss_vfl_enc_0: 0.7113 (0.7130) loss_vfl_pre: 0.6816 (0.7093) time: 0.7371 data: 0.0256 max mem: 9121 Epoch: [57] [1400/3696] eta: 0:29:13 lr: 0.000013 loss: 30.6752 (30.7929) loss_bbox: 0.1658 (0.1663) loss_bbox_aux_0: 0.1787 (0.1787) loss_bbox_aux_1: 0.1692 (0.1692) loss_bbox_aux_2: 0.1681 (0.1669) loss_bbox_aux_3: 0.1655 (0.1664) loss_bbox_aux_4: 0.1658 (0.1663) loss_bbox_dn_0: 0.2287 (0.2286) loss_bbox_dn_1: 0.1764 (0.1675) loss_bbox_dn_2: 0.1635 (0.1571) loss_bbox_dn_3: 0.1618 (0.1539) loss_bbox_dn_4: 0.1602 (0.1532) loss_bbox_dn_5: 0.1602 (0.1531) loss_bbox_dn_pre: 0.2376 (0.2346) loss_bbox_enc_0: 0.2063 (0.2111) loss_bbox_pre: 0.1791 (0.1790) loss_dfl: 0.9658 (0.9572) loss_fgl_aux_0: 0.9903 (0.9886) loss_fgl_aux_1: 0.9664 (0.9596) loss_fgl_aux_2: 0.9639 (0.9574) loss_fgl_aux_3: 0.9655 (0.9573) loss_fgl_aux_4: 0.9658 (0.9572) loss_fgl_dn_0: 1.0841 (1.0829) loss_fgl_dn_1: 0.9801 (0.9789) loss_fgl_dn_2: 0.9697 (0.9698) loss_fgl_dn_3: 0.9718 (0.9705) loss_fgl_dn_4: 0.9722 (0.9710) loss_fgl_dn_5: 0.9722 (0.9710) loss_giou: 0.5188 (0.5477) loss_giou_aux_0: 0.5435 (0.5727) loss_giou_aux_1: 0.5204 (0.5532) loss_giou_aux_2: 0.5224 (0.5487) loss_giou_aux_3: 0.5190 (0.5478) loss_giou_aux_4: 0.5188 (0.5477) loss_giou_dn_0: 0.5370 (0.5478) loss_giou_dn_1: 0.4156 (0.4355) loss_giou_dn_2: 0.3993 (0.4184) loss_giou_dn_3: 0.3943 (0.4134) loss_giou_dn_4: 0.3925 (0.4123) loss_giou_dn_5: 0.3925 (0.4123) loss_giou_dn_pre: 0.5332 (0.5472) loss_giou_enc_0: 0.6208 (0.6434) loss_giou_pre: 0.5407 (0.5713) loss_ddf_aux_0: 0.0473 (0.0514) loss_ddf_aux_1: 0.0069 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2516 (0.2483) loss_ddf_dn_1: 0.0337 (0.0335) loss_ddf_dn_2: 0.0081 (0.0077) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6269 (0.6408) loss_vfl_aux_0: 0.7150 (0.7071) loss_vfl_aux_1: 0.6708 (0.6850) loss_vfl_aux_2: 0.6598 (0.6671) loss_vfl_aux_3: 0.6422 (0.6513) loss_vfl_aux_4: 0.6307 (0.6431) loss_vfl_dn_0: 0.4877 (0.4827) loss_vfl_dn_1: 0.4142 (0.4125) loss_vfl_dn_2: 0.3991 (0.3963) loss_vfl_dn_3: 0.3896 (0.3882) loss_vfl_dn_4: 0.3886 (0.3853) loss_vfl_dn_5: 0.3878 (0.3848) loss_vfl_dn_pre: 0.4874 (0.4831) loss_vfl_enc_0: 0.7091 (0.7127) loss_vfl_pre: 0.7119 (0.7092) time: 0.8028 data: 0.0301 max mem: 9121 Epoch: [57] [1500/3696] eta: 0:28:12 lr: 0.000013 loss: 30.4360 (30.7834) loss_bbox: 0.1609 (0.1659) loss_bbox_aux_0: 0.1717 (0.1783) loss_bbox_aux_1: 0.1650 (0.1687) loss_bbox_aux_2: 0.1613 (0.1665) loss_bbox_aux_3: 0.1606 (0.1660) loss_bbox_aux_4: 0.1609 (0.1659) loss_bbox_dn_0: 0.2334 (0.2282) loss_bbox_dn_1: 0.1661 (0.1671) loss_bbox_dn_2: 0.1548 (0.1568) loss_bbox_dn_3: 0.1481 (0.1536) loss_bbox_dn_4: 0.1470 (0.1529) loss_bbox_dn_5: 0.1470 (0.1529) loss_bbox_dn_pre: 0.2384 (0.2342) loss_bbox_enc_0: 0.2040 (0.2107) loss_bbox_pre: 0.1706 (0.1785) loss_dfl: 0.9379 (0.9566) loss_fgl_aux_0: 0.9743 (0.9881) loss_fgl_aux_1: 0.9385 (0.9590) loss_fgl_aux_2: 0.9387 (0.9568) loss_fgl_aux_3: 0.9384 (0.9566) loss_fgl_aux_4: 0.9380 (0.9566) loss_fgl_dn_0: 1.0728 (1.0827) loss_fgl_dn_1: 0.9671 (0.9785) loss_fgl_dn_2: 0.9600 (0.9694) loss_fgl_dn_3: 0.9611 (0.9701) loss_fgl_dn_4: 0.9615 (0.9706) loss_fgl_dn_5: 0.9616 (0.9706) loss_giou: 0.5070 (0.5480) loss_giou_aux_0: 0.5370 (0.5730) loss_giou_aux_1: 0.5166 (0.5535) loss_giou_aux_2: 0.5066 (0.5490) loss_giou_aux_3: 0.5065 (0.5481) loss_giou_aux_4: 0.5070 (0.5480) loss_giou_dn_0: 0.5539 (0.5478) loss_giou_dn_1: 0.4346 (0.4355) loss_giou_dn_2: 0.4219 (0.4184) loss_giou_dn_3: 0.4144 (0.4134) loss_giou_dn_4: 0.4124 (0.4123) loss_giou_dn_5: 0.4125 (0.4123) loss_giou_dn_pre: 0.5546 (0.5472) loss_giou_enc_0: 0.6379 (0.6437) loss_giou_pre: 0.5344 (0.5716) loss_ddf_aux_0: 0.0495 (0.0514) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2537 (0.2484) loss_ddf_dn_1: 0.0341 (0.0335) loss_ddf_dn_2: 0.0071 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6227 (0.6408) loss_vfl_aux_0: 0.6935 (0.7071) loss_vfl_aux_1: 0.6711 (0.6851) loss_vfl_aux_2: 0.6595 (0.6671) loss_vfl_aux_3: 0.6298 (0.6513) loss_vfl_aux_4: 0.6194 (0.6431) loss_vfl_dn_0: 0.4850 (0.4827) loss_vfl_dn_1: 0.4169 (0.4124) loss_vfl_dn_2: 0.4008 (0.3962) loss_vfl_dn_3: 0.3877 (0.3881) loss_vfl_dn_4: 0.3836 (0.3852) loss_vfl_dn_5: 0.3836 (0.3847) loss_vfl_dn_pre: 0.4851 (0.4831) loss_vfl_enc_0: 0.6974 (0.7126) loss_vfl_pre: 0.6928 (0.7092) time: 0.9281 data: 0.0236 max mem: 9121 Epoch: [57] [1600/3696] eta: 0:26:53 lr: 0.000013 loss: 31.0164 (30.7785) loss_bbox: 0.1586 (0.1657) loss_bbox_aux_0: 0.1706 (0.1781) loss_bbox_aux_1: 0.1625 (0.1685) loss_bbox_aux_2: 0.1612 (0.1663) loss_bbox_aux_3: 0.1595 (0.1658) loss_bbox_aux_4: 0.1586 (0.1657) loss_bbox_dn_0: 0.2125 (0.2280) loss_bbox_dn_1: 0.1515 (0.1670) loss_bbox_dn_2: 0.1428 (0.1567) loss_bbox_dn_3: 0.1390 (0.1535) loss_bbox_dn_4: 0.1386 (0.1528) loss_bbox_dn_5: 0.1386 (0.1528) loss_bbox_dn_pre: 0.2160 (0.2340) loss_bbox_enc_0: 0.1987 (0.2104) loss_bbox_pre: 0.1706 (0.1783) loss_dfl: 0.9503 (0.9568) loss_fgl_aux_0: 0.9729 (0.9883) loss_fgl_aux_1: 0.9504 (0.9591) loss_fgl_aux_2: 0.9495 (0.9569) loss_fgl_aux_3: 0.9501 (0.9568) loss_fgl_aux_4: 0.9503 (0.9568) loss_fgl_dn_0: 1.0826 (1.0826) loss_fgl_dn_1: 0.9846 (0.9785) loss_fgl_dn_2: 0.9763 (0.9694) loss_fgl_dn_3: 0.9755 (0.9701) loss_fgl_dn_4: 0.9759 (0.9706) loss_fgl_dn_5: 0.9759 (0.9706) loss_giou: 0.5255 (0.5475) loss_giou_aux_0: 0.5514 (0.5725) loss_giou_aux_1: 0.5329 (0.5530) loss_giou_aux_2: 0.5276 (0.5485) loss_giou_aux_3: 0.5255 (0.5476) loss_giou_aux_4: 0.5258 (0.5475) loss_giou_dn_0: 0.5500 (0.5477) loss_giou_dn_1: 0.4353 (0.4354) loss_giou_dn_2: 0.4195 (0.4182) loss_giou_dn_3: 0.4143 (0.4133) loss_giou_dn_4: 0.4145 (0.4122) loss_giou_dn_5: 0.4145 (0.4122) loss_giou_dn_pre: 0.5484 (0.5471) loss_giou_enc_0: 0.6358 (0.6432) loss_giou_pre: 0.5495 (0.5710) loss_ddf_aux_0: 0.0514 (0.0514) loss_ddf_aux_1: 0.0069 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2458 (0.2486) loss_ddf_dn_1: 0.0308 (0.0335) loss_ddf_dn_2: 0.0070 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6377 (0.6409) loss_vfl_aux_0: 0.7047 (0.7076) loss_vfl_aux_1: 0.6722 (0.6852) loss_vfl_aux_2: 0.6499 (0.6674) loss_vfl_aux_3: 0.6307 (0.6516) loss_vfl_aux_4: 0.6332 (0.6432) loss_vfl_dn_0: 0.4801 (0.4826) loss_vfl_dn_1: 0.4149 (0.4123) loss_vfl_dn_2: 0.4006 (0.3961) loss_vfl_dn_3: 0.3926 (0.3880) loss_vfl_dn_4: 0.3904 (0.3852) loss_vfl_dn_5: 0.3882 (0.3846) loss_vfl_dn_pre: 0.4806 (0.4831) loss_vfl_enc_0: 0.7042 (0.7129) loss_vfl_pre: 0.7094 (0.7098) time: 0.7695 data: 0.0294 max mem: 9121 Epoch: [57] [1700/3696] eta: 0:25:34 lr: 0.000013 loss: 31.2762 (30.7894) loss_bbox: 0.1579 (0.1656) loss_bbox_aux_0: 0.1717 (0.1779) loss_bbox_aux_1: 0.1596 (0.1684) loss_bbox_aux_2: 0.1582 (0.1662) loss_bbox_aux_3: 0.1579 (0.1657) loss_bbox_aux_4: 0.1579 (0.1656) loss_bbox_dn_0: 0.2440 (0.2280) loss_bbox_dn_1: 0.1708 (0.1670) loss_bbox_dn_2: 0.1569 (0.1566) loss_bbox_dn_3: 0.1500 (0.1534) loss_bbox_dn_4: 0.1499 (0.1527) loss_bbox_dn_5: 0.1499 (0.1527) loss_bbox_dn_pre: 0.2502 (0.2340) loss_bbox_enc_0: 0.2022 (0.2104) loss_bbox_pre: 0.1742 (0.1782) loss_dfl: 0.9658 (0.9570) loss_fgl_aux_0: 0.9994 (0.9886) loss_fgl_aux_1: 0.9655 (0.9594) loss_fgl_aux_2: 0.9660 (0.9572) loss_fgl_aux_3: 0.9657 (0.9570) loss_fgl_aux_4: 0.9655 (0.9570) loss_fgl_dn_0: 1.0876 (1.0828) loss_fgl_dn_1: 0.9807 (0.9786) loss_fgl_dn_2: 0.9701 (0.9695) loss_fgl_dn_3: 0.9722 (0.9702) loss_fgl_dn_4: 0.9731 (0.9707) loss_fgl_dn_5: 0.9731 (0.9707) loss_giou: 0.5151 (0.5473) loss_giou_aux_0: 0.5405 (0.5724) loss_giou_aux_1: 0.5230 (0.5529) loss_giou_aux_2: 0.5161 (0.5484) loss_giou_aux_3: 0.5152 (0.5475) loss_giou_aux_4: 0.5151 (0.5473) loss_giou_dn_0: 0.5205 (0.5480) loss_giou_dn_1: 0.4137 (0.4356) loss_giou_dn_2: 0.3966 (0.4185) loss_giou_dn_3: 0.3910 (0.4136) loss_giou_dn_4: 0.3898 (0.4124) loss_giou_dn_5: 0.3897 (0.4124) loss_giou_dn_pre: 0.5234 (0.5474) loss_giou_enc_0: 0.6045 (0.6434) loss_giou_pre: 0.5393 (0.5710) loss_ddf_aux_0: 0.0520 (0.0516) loss_ddf_aux_1: 0.0079 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2531 (0.2490) loss_ddf_dn_1: 0.0361 (0.0336) loss_ddf_dn_2: 0.0080 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6618 (0.6416) loss_vfl_aux_0: 0.7268 (0.7086) loss_vfl_aux_1: 0.7059 (0.6862) loss_vfl_aux_2: 0.6917 (0.6682) loss_vfl_aux_3: 0.6708 (0.6523) loss_vfl_aux_4: 0.6635 (0.6438) loss_vfl_dn_0: 0.4849 (0.4827) loss_vfl_dn_1: 0.4172 (0.4125) loss_vfl_dn_2: 0.3977 (0.3962) loss_vfl_dn_3: 0.3902 (0.3882) loss_vfl_dn_4: 0.3860 (0.3853) loss_vfl_dn_5: 0.3850 (0.3848) loss_vfl_dn_pre: 0.4851 (0.4832) loss_vfl_enc_0: 0.7401 (0.7138) loss_vfl_pre: 0.7275 (0.7107) time: 0.7486 data: 0.0282 max mem: 9121 Epoch: [57] [1800/3696] eta: 0:24:17 lr: 0.000013 loss: 31.0301 (30.7896) loss_bbox: 0.1650 (0.1656) loss_bbox_aux_0: 0.1768 (0.1779) loss_bbox_aux_1: 0.1647 (0.1684) loss_bbox_aux_2: 0.1656 (0.1662) loss_bbox_aux_3: 0.1650 (0.1657) loss_bbox_aux_4: 0.1650 (0.1656) loss_bbox_dn_0: 0.2224 (0.2278) loss_bbox_dn_1: 0.1645 (0.1668) loss_bbox_dn_2: 0.1552 (0.1565) loss_bbox_dn_3: 0.1524 (0.1533) loss_bbox_dn_4: 0.1515 (0.1526) loss_bbox_dn_5: 0.1515 (0.1526) loss_bbox_dn_pre: 0.2293 (0.2338) loss_bbox_enc_0: 0.2066 (0.2103) loss_bbox_pre: 0.1759 (0.1781) loss_dfl: 0.9682 (0.9572) loss_fgl_aux_0: 0.9963 (0.9887) loss_fgl_aux_1: 0.9684 (0.9595) loss_fgl_aux_2: 0.9663 (0.9573) loss_fgl_aux_3: 0.9679 (0.9572) loss_fgl_aux_4: 0.9682 (0.9571) loss_fgl_dn_0: 1.0910 (1.0829) loss_fgl_dn_1: 0.9846 (0.9787) loss_fgl_dn_2: 0.9732 (0.9696) loss_fgl_dn_3: 0.9735 (0.9703) loss_fgl_dn_4: 0.9738 (0.9708) loss_fgl_dn_5: 0.9737 (0.9708) loss_giou: 0.5135 (0.5474) loss_giou_aux_0: 0.5301 (0.5724) loss_giou_aux_1: 0.5170 (0.5530) loss_giou_aux_2: 0.5147 (0.5484) loss_giou_aux_3: 0.5138 (0.5475) loss_giou_aux_4: 0.5134 (0.5474) loss_giou_dn_0: 0.5434 (0.5481) loss_giou_dn_1: 0.4193 (0.4357) loss_giou_dn_2: 0.4061 (0.4186) loss_giou_dn_3: 0.3962 (0.4136) loss_giou_dn_4: 0.3959 (0.4125) loss_giou_dn_5: 0.3960 (0.4125) loss_giou_dn_pre: 0.5424 (0.5475) loss_giou_enc_0: 0.6073 (0.6433) loss_giou_pre: 0.5284 (0.5710) loss_ddf_aux_0: 0.0526 (0.0516) loss_ddf_aux_1: 0.0080 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2516 (0.2491) loss_ddf_dn_1: 0.0333 (0.0336) loss_ddf_dn_2: 0.0070 (0.0076) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6318 (0.6415) loss_vfl_aux_0: 0.6956 (0.7084) loss_vfl_aux_1: 0.6820 (0.6860) loss_vfl_aux_2: 0.6597 (0.6678) loss_vfl_aux_3: 0.6441 (0.6521) loss_vfl_aux_4: 0.6331 (0.6437) loss_vfl_dn_0: 0.4863 (0.4827) loss_vfl_dn_1: 0.4200 (0.4125) loss_vfl_dn_2: 0.4081 (0.3963) loss_vfl_dn_3: 0.3983 (0.3882) loss_vfl_dn_4: 0.3950 (0.3853) loss_vfl_dn_5: 0.3945 (0.3848) loss_vfl_dn_pre: 0.4858 (0.4832) loss_vfl_enc_0: 0.7063 (0.7136) loss_vfl_pre: 0.7004 (0.7106) time: 0.7584 data: 0.0298 max mem: 9121 Epoch: [57] [1900/3696] eta: 0:22:58 lr: 0.000013 loss: 31.5927 (30.7982) loss_bbox: 0.1606 (0.1656) loss_bbox_aux_0: 0.1705 (0.1779) loss_bbox_aux_1: 0.1615 (0.1684) loss_bbox_aux_2: 0.1605 (0.1662) loss_bbox_aux_3: 0.1608 (0.1657) loss_bbox_aux_4: 0.1605 (0.1656) loss_bbox_dn_0: 0.2264 (0.2277) loss_bbox_dn_1: 0.1618 (0.1668) loss_bbox_dn_2: 0.1514 (0.1565) loss_bbox_dn_3: 0.1476 (0.1533) loss_bbox_dn_4: 0.1472 (0.1526) loss_bbox_dn_5: 0.1473 (0.1526) loss_bbox_dn_pre: 0.2298 (0.2337) loss_bbox_enc_0: 0.2082 (0.2103) loss_bbox_pre: 0.1717 (0.1781) loss_dfl: 0.9546 (0.9573) loss_fgl_aux_0: 0.9753 (0.9887) loss_fgl_aux_1: 0.9548 (0.9596) loss_fgl_aux_2: 0.9549 (0.9574) loss_fgl_aux_3: 0.9545 (0.9573) loss_fgl_aux_4: 0.9547 (0.9573) loss_fgl_dn_0: 1.0805 (1.0828) loss_fgl_dn_1: 0.9789 (0.9788) loss_fgl_dn_2: 0.9679 (0.9698) loss_fgl_dn_3: 0.9685 (0.9705) loss_fgl_dn_4: 0.9689 (0.9710) loss_fgl_dn_5: 0.9688 (0.9710) loss_giou: 0.6128 (0.5482) loss_giou_aux_0: 0.6419 (0.5733) loss_giou_aux_1: 0.6243 (0.5538) loss_giou_aux_2: 0.6176 (0.5493) loss_giou_aux_3: 0.6142 (0.5484) loss_giou_aux_4: 0.6127 (0.5482) loss_giou_dn_0: 0.5873 (0.5484) loss_giou_dn_1: 0.4805 (0.4360) loss_giou_dn_2: 0.4646 (0.4189) loss_giou_dn_3: 0.4615 (0.4140) loss_giou_dn_4: 0.4622 (0.4129) loss_giou_dn_5: 0.4622 (0.4129) loss_giou_dn_pre: 0.5870 (0.5478) loss_giou_enc_0: 0.6946 (0.6442) loss_giou_pre: 0.6446 (0.5719) loss_ddf_aux_0: 0.0518 (0.0516) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2433 (0.2488) loss_ddf_dn_1: 0.0353 (0.0335) loss_ddf_dn_2: 0.0075 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6362 (0.6416) loss_vfl_aux_0: 0.7208 (0.7083) loss_vfl_aux_1: 0.6799 (0.6857) loss_vfl_aux_2: 0.6459 (0.6676) loss_vfl_aux_3: 0.6509 (0.6521) loss_vfl_aux_4: 0.6368 (0.6437) loss_vfl_dn_0: 0.4833 (0.4827) loss_vfl_dn_1: 0.4200 (0.4125) loss_vfl_dn_2: 0.4047 (0.3963) loss_vfl_dn_3: 0.3961 (0.3882) loss_vfl_dn_4: 0.3966 (0.3853) loss_vfl_dn_5: 0.3961 (0.3848) loss_vfl_dn_pre: 0.4830 (0.4831) loss_vfl_enc_0: 0.7101 (0.7135) loss_vfl_pre: 0.7228 (0.7105) time: 0.7349 data: 0.0282 max mem: 9121 Epoch: [57] [2000/3696] eta: 0:21:40 lr: 0.000013 loss: 30.4729 (30.7932) loss_bbox: 0.1526 (0.1654) loss_bbox_aux_0: 0.1609 (0.1776) loss_bbox_aux_1: 0.1545 (0.1682) loss_bbox_aux_2: 0.1523 (0.1660) loss_bbox_aux_3: 0.1523 (0.1655) loss_bbox_aux_4: 0.1525 (0.1654) loss_bbox_dn_0: 0.2097 (0.2275) loss_bbox_dn_1: 0.1547 (0.1666) loss_bbox_dn_2: 0.1444 (0.1564) loss_bbox_dn_3: 0.1370 (0.1531) loss_bbox_dn_4: 0.1360 (0.1524) loss_bbox_dn_5: 0.1360 (0.1524) loss_bbox_dn_pre: 0.2161 (0.2335) loss_bbox_enc_0: 0.1944 (0.2099) loss_bbox_pre: 0.1611 (0.1778) loss_dfl: 0.9629 (0.9578) loss_fgl_aux_0: 0.9860 (0.9891) loss_fgl_aux_1: 0.9642 (0.9601) loss_fgl_aux_2: 0.9641 (0.9579) loss_fgl_aux_3: 0.9628 (0.9578) loss_fgl_aux_4: 0.9629 (0.9578) loss_fgl_dn_0: 1.0799 (1.0829) loss_fgl_dn_1: 0.9778 (0.9789) loss_fgl_dn_2: 0.9705 (0.9699) loss_fgl_dn_3: 0.9711 (0.9706) loss_fgl_dn_4: 0.9708 (0.9711) loss_fgl_dn_5: 0.9709 (0.9711) loss_giou: 0.5570 (0.5476) loss_giou_aux_0: 0.5716 (0.5726) loss_giou_aux_1: 0.5577 (0.5532) loss_giou_aux_2: 0.5555 (0.5487) loss_giou_aux_3: 0.5568 (0.5477) loss_giou_aux_4: 0.5569 (0.5476) loss_giou_dn_0: 0.5283 (0.5481) loss_giou_dn_1: 0.4248 (0.4358) loss_giou_dn_2: 0.4092 (0.4187) loss_giou_dn_3: 0.4053 (0.4138) loss_giou_dn_4: 0.4045 (0.4126) loss_giou_dn_5: 0.4045 (0.4126) loss_giou_dn_pre: 0.5264 (0.5476) loss_giou_enc_0: 0.6619 (0.6434) loss_giou_pre: 0.5718 (0.5712) loss_ddf_aux_0: 0.0467 (0.0516) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2311 (0.2488) loss_ddf_dn_1: 0.0309 (0.0336) loss_ddf_dn_2: 0.0068 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6254 (0.6417) loss_vfl_aux_0: 0.7133 (0.7087) loss_vfl_aux_1: 0.6888 (0.6858) loss_vfl_aux_2: 0.6696 (0.6679) loss_vfl_aux_3: 0.6420 (0.6522) loss_vfl_aux_4: 0.6323 (0.6438) loss_vfl_dn_0: 0.4841 (0.4826) loss_vfl_dn_1: 0.4153 (0.4124) loss_vfl_dn_2: 0.3981 (0.3963) loss_vfl_dn_3: 0.3894 (0.3881) loss_vfl_dn_4: 0.3878 (0.3853) loss_vfl_dn_5: 0.3875 (0.3848) loss_vfl_dn_pre: 0.4844 (0.4831) loss_vfl_enc_0: 0.7006 (0.7137) loss_vfl_pre: 0.7086 (0.7108) time: 0.7594 data: 0.0295 max mem: 9121 Epoch: [57] [2100/3696] eta: 0:20:23 lr: 0.000013 loss: 30.9877 (30.7985) loss_bbox: 0.1525 (0.1652) loss_bbox_aux_0: 0.1643 (0.1774) loss_bbox_aux_1: 0.1540 (0.1679) loss_bbox_aux_2: 0.1528 (0.1658) loss_bbox_aux_3: 0.1525 (0.1652) loss_bbox_aux_4: 0.1527 (0.1652) loss_bbox_dn_0: 0.2056 (0.2272) loss_bbox_dn_1: 0.1524 (0.1664) loss_bbox_dn_2: 0.1421 (0.1561) loss_bbox_dn_3: 0.1400 (0.1529) loss_bbox_dn_4: 0.1392 (0.1522) loss_bbox_dn_5: 0.1392 (0.1522) loss_bbox_dn_pre: 0.2089 (0.2332) loss_bbox_enc_0: 0.1924 (0.2097) loss_bbox_pre: 0.1640 (0.1776) loss_dfl: 0.9680 (0.9577) loss_fgl_aux_0: 0.9953 (0.9891) loss_fgl_aux_1: 0.9709 (0.9601) loss_fgl_aux_2: 0.9682 (0.9579) loss_fgl_aux_3: 0.9679 (0.9577) loss_fgl_aux_4: 0.9680 (0.9577) loss_fgl_dn_0: 1.0839 (1.0829) loss_fgl_dn_1: 0.9858 (0.9792) loss_fgl_dn_2: 0.9755 (0.9702) loss_fgl_dn_3: 0.9743 (0.9709) loss_fgl_dn_4: 0.9746 (0.9714) loss_fgl_dn_5: 0.9746 (0.9714) loss_giou: 0.5751 (0.5484) loss_giou_aux_0: 0.5943 (0.5735) loss_giou_aux_1: 0.5765 (0.5541) loss_giou_aux_2: 0.5743 (0.5495) loss_giou_aux_3: 0.5753 (0.5486) loss_giou_aux_4: 0.5751 (0.5484) loss_giou_dn_0: 0.5731 (0.5485) loss_giou_dn_1: 0.4489 (0.4361) loss_giou_dn_2: 0.4312 (0.4190) loss_giou_dn_3: 0.4269 (0.4140) loss_giou_dn_4: 0.4253 (0.4129) loss_giou_dn_5: 0.4253 (0.4129) loss_giou_dn_pre: 0.5707 (0.5479) loss_giou_enc_0: 0.6787 (0.6444) loss_giou_pre: 0.5939 (0.5720) loss_ddf_aux_0: 0.0500 (0.0515) loss_ddf_aux_1: 0.0075 (0.0074) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2385 (0.2488) loss_ddf_dn_1: 0.0340 (0.0336) loss_ddf_dn_2: 0.0071 (0.0076) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6376 (0.6414) loss_vfl_aux_0: 0.7157 (0.7088) loss_vfl_aux_1: 0.6965 (0.6857) loss_vfl_aux_2: 0.6688 (0.6675) loss_vfl_aux_3: 0.6562 (0.6520) loss_vfl_aux_4: 0.6372 (0.6435) loss_vfl_dn_0: 0.4798 (0.4826) loss_vfl_dn_1: 0.4132 (0.4125) loss_vfl_dn_2: 0.3990 (0.3964) loss_vfl_dn_3: 0.3909 (0.3882) loss_vfl_dn_4: 0.3899 (0.3853) loss_vfl_dn_5: 0.3882 (0.3849) loss_vfl_dn_pre: 0.4798 (0.4830) loss_vfl_enc_0: 0.7073 (0.7136) loss_vfl_pre: 0.7207 (0.7110) time: 0.7685 data: 0.0344 max mem: 9121 Epoch: [57] [2200/3696] eta: 0:19:07 lr: 0.000013 loss: 30.6455 (30.7999) loss_bbox: 0.1683 (0.1651) loss_bbox_aux_0: 0.1757 (0.1773) loss_bbox_aux_1: 0.1688 (0.1679) loss_bbox_aux_2: 0.1687 (0.1657) loss_bbox_aux_3: 0.1679 (0.1652) loss_bbox_aux_4: 0.1683 (0.1651) loss_bbox_dn_0: 0.2078 (0.2273) loss_bbox_dn_1: 0.1597 (0.1664) loss_bbox_dn_2: 0.1508 (0.1562) loss_bbox_dn_3: 0.1472 (0.1529) loss_bbox_dn_4: 0.1474 (0.1523) loss_bbox_dn_5: 0.1474 (0.1522) loss_bbox_dn_pre: 0.2125 (0.2332) loss_bbox_enc_0: 0.2013 (0.2096) loss_bbox_pre: 0.1762 (0.1775) loss_dfl: 0.9486 (0.9577) loss_fgl_aux_0: 0.9864 (0.9891) loss_fgl_aux_1: 0.9474 (0.9600) loss_fgl_aux_2: 0.9488 (0.9578) loss_fgl_aux_3: 0.9484 (0.9577) loss_fgl_aux_4: 0.9486 (0.9577) loss_fgl_dn_0: 1.0860 (1.0829) loss_fgl_dn_1: 0.9794 (0.9793) loss_fgl_dn_2: 0.9739 (0.9703) loss_fgl_dn_3: 0.9764 (0.9710) loss_fgl_dn_4: 0.9771 (0.9715) loss_fgl_dn_5: 0.9771 (0.9715) loss_giou: 0.5338 (0.5483) loss_giou_aux_0: 0.5525 (0.5733) loss_giou_aux_1: 0.5350 (0.5539) loss_giou_aux_2: 0.5334 (0.5494) loss_giou_aux_3: 0.5324 (0.5484) loss_giou_aux_4: 0.5337 (0.5483) loss_giou_dn_0: 0.5411 (0.5485) loss_giou_dn_1: 0.4312 (0.4361) loss_giou_dn_2: 0.4148 (0.4190) loss_giou_dn_3: 0.4099 (0.4141) loss_giou_dn_4: 0.4090 (0.4130) loss_giou_dn_5: 0.4091 (0.4130) loss_giou_dn_pre: 0.5414 (0.5479) loss_giou_enc_0: 0.6325 (0.6444) loss_giou_pre: 0.5513 (0.5719) loss_ddf_aux_0: 0.0512 (0.0516) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2388 (0.2487) loss_ddf_dn_1: 0.0311 (0.0336) loss_ddf_dn_2: 0.0070 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6296 (0.6416) loss_vfl_aux_0: 0.6907 (0.7091) loss_vfl_aux_1: 0.6636 (0.6861) loss_vfl_aux_2: 0.6425 (0.6679) loss_vfl_aux_3: 0.6349 (0.6523) loss_vfl_aux_4: 0.6334 (0.6436) loss_vfl_dn_0: 0.4813 (0.4827) loss_vfl_dn_1: 0.4095 (0.4125) loss_vfl_dn_2: 0.3902 (0.3964) loss_vfl_dn_3: 0.3833 (0.3882) loss_vfl_dn_4: 0.3820 (0.3853) loss_vfl_dn_5: 0.3817 (0.3848) loss_vfl_dn_pre: 0.4802 (0.4831) loss_vfl_enc_0: 0.7031 (0.7138) loss_vfl_pre: 0.6927 (0.7113) time: 0.6973 data: 0.0227 max mem: 9121 Epoch: [57] [2300/3696] eta: 0:17:50 lr: 0.000013 loss: 31.0638 (30.7943) loss_bbox: 0.1650 (0.1652) loss_bbox_aux_0: 0.1747 (0.1773) loss_bbox_aux_1: 0.1684 (0.1679) loss_bbox_aux_2: 0.1662 (0.1658) loss_bbox_aux_3: 0.1653 (0.1653) loss_bbox_aux_4: 0.1649 (0.1652) loss_bbox_dn_0: 0.2344 (0.2273) loss_bbox_dn_1: 0.1591 (0.1664) loss_bbox_dn_2: 0.1526 (0.1561) loss_bbox_dn_3: 0.1517 (0.1528) loss_bbox_dn_4: 0.1511 (0.1521) loss_bbox_dn_5: 0.1512 (0.1521) loss_bbox_dn_pre: 0.2424 (0.2333) loss_bbox_enc_0: 0.2029 (0.2097) loss_bbox_pre: 0.1726 (0.1775) loss_dfl: 0.9678 (0.9577) loss_fgl_aux_0: 0.9917 (0.9890) loss_fgl_aux_1: 0.9648 (0.9600) loss_fgl_aux_2: 0.9678 (0.9579) loss_fgl_aux_3: 0.9676 (0.9577) loss_fgl_aux_4: 0.9678 (0.9577) loss_fgl_dn_0: 1.0843 (1.0829) loss_fgl_dn_1: 0.9768 (0.9793) loss_fgl_dn_2: 0.9694 (0.9702) loss_fgl_dn_3: 0.9693 (0.9709) loss_fgl_dn_4: 0.9700 (0.9714) loss_fgl_dn_5: 0.9701 (0.9714) loss_giou: 0.5001 (0.5482) loss_giou_aux_0: 0.5317 (0.5732) loss_giou_aux_1: 0.5096 (0.5539) loss_giou_aux_2: 0.5022 (0.5493) loss_giou_aux_3: 0.5006 (0.5483) loss_giou_aux_4: 0.5001 (0.5482) loss_giou_dn_0: 0.5337 (0.5483) loss_giou_dn_1: 0.4231 (0.4359) loss_giou_dn_2: 0.4076 (0.4188) loss_giou_dn_3: 0.4013 (0.4139) loss_giou_dn_4: 0.3993 (0.4128) loss_giou_dn_5: 0.3994 (0.4128) loss_giou_dn_pre: 0.5327 (0.5477) loss_giou_enc_0: 0.6037 (0.6443) loss_giou_pre: 0.5298 (0.5718) loss_ddf_aux_0: 0.0564 (0.0516) loss_ddf_aux_1: 0.0083 (0.0074) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2592 (0.2489) loss_ddf_dn_1: 0.0359 (0.0337) loss_ddf_dn_2: 0.0082 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6400 (0.6412) loss_vfl_aux_0: 0.7142 (0.7087) loss_vfl_aux_1: 0.6906 (0.6857) loss_vfl_aux_2: 0.6707 (0.6676) loss_vfl_aux_3: 0.6534 (0.6520) loss_vfl_aux_4: 0.6416 (0.6433) loss_vfl_dn_0: 0.4854 (0.4825) loss_vfl_dn_1: 0.4085 (0.4123) loss_vfl_dn_2: 0.3999 (0.3961) loss_vfl_dn_3: 0.3875 (0.3880) loss_vfl_dn_4: 0.3837 (0.3851) loss_vfl_dn_5: 0.3837 (0.3847) loss_vfl_dn_pre: 0.4863 (0.4830) loss_vfl_enc_0: 0.7118 (0.7135) loss_vfl_pre: 0.7188 (0.7109) time: 0.7459 data: 0.0290 max mem: 9121 Epoch: [57] [2400/3696] eta: 0:16:31 lr: 0.000013 loss: 31.0383 (30.7985) loss_bbox: 0.1603 (0.1653) loss_bbox_aux_0: 0.1685 (0.1774) loss_bbox_aux_1: 0.1634 (0.1680) loss_bbox_aux_2: 0.1609 (0.1659) loss_bbox_aux_3: 0.1608 (0.1654) loss_bbox_aux_4: 0.1603 (0.1653) loss_bbox_dn_0: 0.2211 (0.2274) loss_bbox_dn_1: 0.1506 (0.1664) loss_bbox_dn_2: 0.1411 (0.1561) loss_bbox_dn_3: 0.1383 (0.1529) loss_bbox_dn_4: 0.1368 (0.1522) loss_bbox_dn_5: 0.1367 (0.1522) loss_bbox_dn_pre: 0.2243 (0.2333) loss_bbox_enc_0: 0.2059 (0.2099) loss_bbox_pre: 0.1698 (0.1777) loss_dfl: 0.9542 (0.9578) loss_fgl_aux_0: 0.9977 (0.9891) loss_fgl_aux_1: 0.9569 (0.9601) loss_fgl_aux_2: 0.9562 (0.9579) loss_fgl_aux_3: 0.9543 (0.9578) loss_fgl_aux_4: 0.9542 (0.9578) loss_fgl_dn_0: 1.0942 (1.0830) loss_fgl_dn_1: 0.9850 (0.9794) loss_fgl_dn_2: 0.9714 (0.9704) loss_fgl_dn_3: 0.9728 (0.9711) loss_fgl_dn_4: 0.9731 (0.9716) loss_fgl_dn_5: 0.9732 (0.9716) loss_giou: 0.5243 (0.5484) loss_giou_aux_0: 0.5494 (0.5734) loss_giou_aux_1: 0.5244 (0.5540) loss_giou_aux_2: 0.5257 (0.5495) loss_giou_aux_3: 0.5243 (0.5485) loss_giou_aux_4: 0.5244 (0.5484) loss_giou_dn_0: 0.5559 (0.5484) loss_giou_dn_1: 0.4377 (0.4361) loss_giou_dn_2: 0.4232 (0.4190) loss_giou_dn_3: 0.4146 (0.4140) loss_giou_dn_4: 0.4138 (0.4129) loss_giou_dn_5: 0.4138 (0.4129) loss_giou_dn_pre: 0.5559 (0.5478) loss_giou_enc_0: 0.6112 (0.6445) loss_giou_pre: 0.5464 (0.5720) loss_ddf_aux_0: 0.0538 (0.0516) loss_ddf_aux_1: 0.0078 (0.0074) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2518 (0.2490) loss_ddf_dn_1: 0.0347 (0.0338) loss_ddf_dn_2: 0.0078 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6392 (0.6409) loss_vfl_aux_0: 0.7151 (0.7087) loss_vfl_aux_1: 0.6909 (0.6856) loss_vfl_aux_2: 0.6749 (0.6674) loss_vfl_aux_3: 0.6595 (0.6518) loss_vfl_aux_4: 0.6404 (0.6431) loss_vfl_dn_0: 0.4783 (0.4825) loss_vfl_dn_1: 0.4125 (0.4123) loss_vfl_dn_2: 0.3934 (0.3962) loss_vfl_dn_3: 0.3837 (0.3880) loss_vfl_dn_4: 0.3812 (0.3852) loss_vfl_dn_5: 0.3808 (0.3847) loss_vfl_dn_pre: 0.4800 (0.4829) loss_vfl_enc_0: 0.7096 (0.7135) loss_vfl_pre: 0.7210 (0.7109) time: 0.7573 data: 0.0280 max mem: 9121 Epoch: [57] [2500/3696] eta: 0:15:14 lr: 0.000013 loss: 31.1984 (30.8012) loss_bbox: 0.1667 (0.1653) loss_bbox_aux_0: 0.1829 (0.1775) loss_bbox_aux_1: 0.1725 (0.1681) loss_bbox_aux_2: 0.1682 (0.1659) loss_bbox_aux_3: 0.1666 (0.1654) loss_bbox_aux_4: 0.1667 (0.1653) loss_bbox_dn_0: 0.2222 (0.2274) loss_bbox_dn_1: 0.1649 (0.1665) loss_bbox_dn_2: 0.1554 (0.1563) loss_bbox_dn_3: 0.1537 (0.1530) loss_bbox_dn_4: 0.1532 (0.1523) loss_bbox_dn_5: 0.1532 (0.1523) loss_bbox_dn_pre: 0.2290 (0.2334) loss_bbox_enc_0: 0.2093 (0.2099) loss_bbox_pre: 0.1802 (0.1777) loss_dfl: 0.9702 (0.9582) loss_fgl_aux_0: 1.0065 (0.9895) loss_fgl_aux_1: 0.9710 (0.9605) loss_fgl_aux_2: 0.9703 (0.9583) loss_fgl_aux_3: 0.9698 (0.9582) loss_fgl_aux_4: 0.9701 (0.9582) loss_fgl_dn_0: 1.0835 (1.0831) loss_fgl_dn_1: 0.9867 (0.9796) loss_fgl_dn_2: 0.9779 (0.9706) loss_fgl_dn_3: 0.9766 (0.9712) loss_fgl_dn_4: 0.9771 (0.9718) loss_fgl_dn_5: 0.9771 (0.9718) loss_giou: 0.5384 (0.5478) loss_giou_aux_0: 0.5585 (0.5728) loss_giou_aux_1: 0.5416 (0.5534) loss_giou_aux_2: 0.5388 (0.5488) loss_giou_aux_3: 0.5388 (0.5479) loss_giou_aux_4: 0.5384 (0.5478) loss_giou_dn_0: 0.5448 (0.5483) loss_giou_dn_1: 0.4313 (0.4360) loss_giou_dn_2: 0.4107 (0.4189) loss_giou_dn_3: 0.4071 (0.4140) loss_giou_dn_4: 0.4058 (0.4129) loss_giou_dn_5: 0.4058 (0.4129) loss_giou_dn_pre: 0.5427 (0.5477) loss_giou_enc_0: 0.6407 (0.6440) loss_giou_pre: 0.5577 (0.5714) loss_ddf_aux_0: 0.0527 (0.0517) loss_ddf_aux_1: 0.0075 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2449 (0.2488) loss_ddf_dn_1: 0.0331 (0.0338) loss_ddf_dn_2: 0.0070 (0.0076) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6337 (0.6413) loss_vfl_aux_0: 0.6998 (0.7091) loss_vfl_aux_1: 0.6775 (0.6860) loss_vfl_aux_2: 0.6696 (0.6678) loss_vfl_aux_3: 0.6426 (0.6521) loss_vfl_aux_4: 0.6376 (0.6435) loss_vfl_dn_0: 0.4849 (0.4826) loss_vfl_dn_1: 0.4119 (0.4124) loss_vfl_dn_2: 0.3981 (0.3963) loss_vfl_dn_3: 0.3909 (0.3881) loss_vfl_dn_4: 0.3884 (0.3853) loss_vfl_dn_5: 0.3881 (0.3848) loss_vfl_dn_pre: 0.4846 (0.4830) loss_vfl_enc_0: 0.7069 (0.7139) loss_vfl_pre: 0.6990 (0.7113) time: 0.7530 data: 0.0305 max mem: 9121 Epoch: [57] [2600/3696] eta: 0:13:57 lr: 0.000013 loss: 30.6161 (30.8076) loss_bbox: 0.1620 (0.1653) loss_bbox_aux_0: 0.1729 (0.1775) loss_bbox_aux_1: 0.1647 (0.1681) loss_bbox_aux_2: 0.1619 (0.1659) loss_bbox_aux_3: 0.1619 (0.1654) loss_bbox_aux_4: 0.1621 (0.1653) loss_bbox_dn_0: 0.2310 (0.2273) loss_bbox_dn_1: 0.1732 (0.1664) loss_bbox_dn_2: 0.1602 (0.1561) loss_bbox_dn_3: 0.1565 (0.1529) loss_bbox_dn_4: 0.1557 (0.1522) loss_bbox_dn_5: 0.1557 (0.1522) loss_bbox_dn_pre: 0.2445 (0.2332) loss_bbox_enc_0: 0.2058 (0.2099) loss_bbox_pre: 0.1737 (0.1777) loss_dfl: 0.9461 (0.9580) loss_fgl_aux_0: 0.9854 (0.9893) loss_fgl_aux_1: 0.9502 (0.9604) loss_fgl_aux_2: 0.9480 (0.9582) loss_fgl_aux_3: 0.9471 (0.9580) loss_fgl_aux_4: 0.9465 (0.9580) loss_fgl_dn_0: 1.0819 (1.0830) loss_fgl_dn_1: 0.9705 (0.9796) loss_fgl_dn_2: 0.9596 (0.9706) loss_fgl_dn_3: 0.9609 (0.9713) loss_fgl_dn_4: 0.9608 (0.9718) loss_fgl_dn_5: 0.9608 (0.9718) loss_giou: 0.5284 (0.5484) loss_giou_aux_0: 0.5651 (0.5734) loss_giou_aux_1: 0.5401 (0.5540) loss_giou_aux_2: 0.5348 (0.5494) loss_giou_aux_3: 0.5302 (0.5485) loss_giou_aux_4: 0.5285 (0.5484) loss_giou_dn_0: 0.5450 (0.5486) loss_giou_dn_1: 0.4238 (0.4363) loss_giou_dn_2: 0.4071 (0.4192) loss_giou_dn_3: 0.4042 (0.4142) loss_giou_dn_4: 0.4027 (0.4131) loss_giou_dn_5: 0.4027 (0.4131) loss_giou_dn_pre: 0.5434 (0.5480) loss_giou_enc_0: 0.6227 (0.6445) loss_giou_pre: 0.5641 (0.5720) loss_ddf_aux_0: 0.0564 (0.0517) loss_ddf_aux_1: 0.0079 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2564 (0.2485) loss_ddf_dn_1: 0.0359 (0.0338) loss_ddf_dn_2: 0.0090 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6383 (0.6417) loss_vfl_aux_0: 0.7136 (0.7092) loss_vfl_aux_1: 0.6803 (0.6861) loss_vfl_aux_2: 0.6675 (0.6681) loss_vfl_aux_3: 0.6482 (0.6523) loss_vfl_aux_4: 0.6490 (0.6438) loss_vfl_dn_0: 0.4846 (0.4825) loss_vfl_dn_1: 0.4130 (0.4124) loss_vfl_dn_2: 0.3966 (0.3963) loss_vfl_dn_3: 0.3882 (0.3882) loss_vfl_dn_4: 0.3853 (0.3853) loss_vfl_dn_5: 0.3857 (0.3849) loss_vfl_dn_pre: 0.4856 (0.4830) loss_vfl_enc_0: 0.7285 (0.7142) loss_vfl_pre: 0.7135 (0.7114) time: 0.7543 data: 0.0328 max mem: 9121 Epoch: [57] [2700/3696] eta: 0:12:42 lr: 0.000013 loss: 30.7874 (30.8020) loss_bbox: 0.1499 (0.1653) loss_bbox_aux_0: 0.1646 (0.1774) loss_bbox_aux_1: 0.1553 (0.1680) loss_bbox_aux_2: 0.1510 (0.1659) loss_bbox_aux_3: 0.1503 (0.1654) loss_bbox_aux_4: 0.1499 (0.1653) loss_bbox_dn_0: 0.2115 (0.2273) loss_bbox_dn_1: 0.1519 (0.1664) loss_bbox_dn_2: 0.1433 (0.1561) loss_bbox_dn_3: 0.1383 (0.1529) loss_bbox_dn_4: 0.1355 (0.1522) loss_bbox_dn_5: 0.1355 (0.1522) loss_bbox_dn_pre: 0.2230 (0.2333) loss_bbox_enc_0: 0.2026 (0.2098) loss_bbox_pre: 0.1664 (0.1776) loss_dfl: 0.9468 (0.9579) loss_fgl_aux_0: 0.9868 (0.9892) loss_fgl_aux_1: 0.9475 (0.9602) loss_fgl_aux_2: 0.9480 (0.9580) loss_fgl_aux_3: 0.9477 (0.9579) loss_fgl_aux_4: 0.9470 (0.9579) loss_fgl_dn_0: 1.0793 (1.0829) loss_fgl_dn_1: 0.9849 (0.9795) loss_fgl_dn_2: 0.9737 (0.9704) loss_fgl_dn_3: 0.9746 (0.9711) loss_fgl_dn_4: 0.9752 (0.9716) loss_fgl_dn_5: 0.9752 (0.9716) loss_giou: 0.5477 (0.5483) loss_giou_aux_0: 0.5715 (0.5733) loss_giou_aux_1: 0.5537 (0.5539) loss_giou_aux_2: 0.5475 (0.5494) loss_giou_aux_3: 0.5472 (0.5484) loss_giou_aux_4: 0.5475 (0.5483) loss_giou_dn_0: 0.5561 (0.5485) loss_giou_dn_1: 0.4304 (0.4362) loss_giou_dn_2: 0.4145 (0.4191) loss_giou_dn_3: 0.4158 (0.4141) loss_giou_dn_4: 0.4149 (0.4130) loss_giou_dn_5: 0.4150 (0.4130) loss_giou_dn_pre: 0.5532 (0.5479) loss_giou_enc_0: 0.6580 (0.6445) loss_giou_pre: 0.5726 (0.5719) loss_ddf_aux_0: 0.0509 (0.0516) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2386 (0.2485) loss_ddf_dn_1: 0.0319 (0.0338) loss_ddf_dn_2: 0.0078 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6559 (0.6416) loss_vfl_aux_0: 0.7076 (0.7088) loss_vfl_aux_1: 0.6680 (0.6857) loss_vfl_aux_2: 0.6761 (0.6679) loss_vfl_aux_3: 0.6617 (0.6522) loss_vfl_aux_4: 0.6515 (0.6437) loss_vfl_dn_0: 0.4816 (0.4825) loss_vfl_dn_1: 0.4128 (0.4123) loss_vfl_dn_2: 0.3959 (0.3962) loss_vfl_dn_3: 0.3880 (0.3881) loss_vfl_dn_4: 0.3848 (0.3853) loss_vfl_dn_5: 0.3845 (0.3848) loss_vfl_dn_pre: 0.4821 (0.4830) loss_vfl_enc_0: 0.6968 (0.7139) loss_vfl_pre: 0.7194 (0.7111) time: 0.9619 data: 0.0319 max mem: 9121 Epoch: [57] [2800/3696] eta: 0:11:26 lr: 0.000013 loss: 31.0137 (30.8044) loss_bbox: 0.1680 (0.1654) loss_bbox_aux_0: 0.1809 (0.1776) loss_bbox_aux_1: 0.1727 (0.1682) loss_bbox_aux_2: 0.1697 (0.1660) loss_bbox_aux_3: 0.1682 (0.1655) loss_bbox_aux_4: 0.1680 (0.1654) loss_bbox_dn_0: 0.2165 (0.2275) loss_bbox_dn_1: 0.1612 (0.1666) loss_bbox_dn_2: 0.1531 (0.1563) loss_bbox_dn_3: 0.1495 (0.1531) loss_bbox_dn_4: 0.1494 (0.1524) loss_bbox_dn_5: 0.1493 (0.1524) loss_bbox_dn_pre: 0.2223 (0.2335) loss_bbox_enc_0: 0.2215 (0.2100) loss_bbox_pre: 0.1825 (0.1778) loss_dfl: 0.9692 (0.9579) loss_fgl_aux_0: 0.9985 (0.9892) loss_fgl_aux_1: 0.9729 (0.9602) loss_fgl_aux_2: 0.9689 (0.9580) loss_fgl_aux_3: 0.9691 (0.9579) loss_fgl_aux_4: 0.9692 (0.9578) loss_fgl_dn_0: 1.0801 (1.0829) loss_fgl_dn_1: 0.9824 (0.9795) loss_fgl_dn_2: 0.9742 (0.9705) loss_fgl_dn_3: 0.9734 (0.9712) loss_fgl_dn_4: 0.9740 (0.9717) loss_fgl_dn_5: 0.9740 (0.9717) loss_giou: 0.5467 (0.5482) loss_giou_aux_0: 0.5722 (0.5732) loss_giou_aux_1: 0.5513 (0.5538) loss_giou_aux_2: 0.5460 (0.5493) loss_giou_aux_3: 0.5475 (0.5484) loss_giou_aux_4: 0.5468 (0.5483) loss_giou_dn_0: 0.5486 (0.5484) loss_giou_dn_1: 0.4330 (0.4361) loss_giou_dn_2: 0.4192 (0.4190) loss_giou_dn_3: 0.4171 (0.4140) loss_giou_dn_4: 0.4166 (0.4129) loss_giou_dn_5: 0.4165 (0.4129) loss_giou_dn_pre: 0.5475 (0.5478) loss_giou_enc_0: 0.6486 (0.6444) loss_giou_pre: 0.5717 (0.5718) loss_ddf_aux_0: 0.0497 (0.0516) loss_ddf_aux_1: 0.0068 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2545 (0.2487) loss_ddf_dn_1: 0.0337 (0.0338) loss_ddf_dn_2: 0.0065 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6495 (0.6417) loss_vfl_aux_0: 0.7064 (0.7088) loss_vfl_aux_1: 0.6883 (0.6858) loss_vfl_aux_2: 0.6820 (0.6681) loss_vfl_aux_3: 0.6647 (0.6524) loss_vfl_aux_4: 0.6609 (0.6437) loss_vfl_dn_0: 0.4837 (0.4825) loss_vfl_dn_1: 0.4082 (0.4124) loss_vfl_dn_2: 0.3936 (0.3963) loss_vfl_dn_3: 0.3872 (0.3881) loss_vfl_dn_4: 0.3849 (0.3853) loss_vfl_dn_5: 0.3838 (0.3848) loss_vfl_dn_pre: 0.4843 (0.4830) loss_vfl_enc_0: 0.6995 (0.7139) loss_vfl_pre: 0.7053 (0.7110) time: 0.7075 data: 0.0209 max mem: 9121 Epoch: [57] [2900/3696] eta: 0:10:10 lr: 0.000013 loss: 30.3383 (30.8088) loss_bbox: 0.1544 (0.1655) loss_bbox_aux_0: 0.1632 (0.1776) loss_bbox_aux_1: 0.1567 (0.1682) loss_bbox_aux_2: 0.1554 (0.1661) loss_bbox_aux_3: 0.1543 (0.1656) loss_bbox_aux_4: 0.1544 (0.1655) loss_bbox_dn_0: 0.2047 (0.2275) loss_bbox_dn_1: 0.1572 (0.1666) loss_bbox_dn_2: 0.1476 (0.1563) loss_bbox_dn_3: 0.1426 (0.1531) loss_bbox_dn_4: 0.1437 (0.1524) loss_bbox_dn_5: 0.1437 (0.1524) loss_bbox_dn_pre: 0.2103 (0.2335) loss_bbox_enc_0: 0.1933 (0.2100) loss_bbox_pre: 0.1638 (0.1778) loss_dfl: 0.9545 (0.9577) loss_fgl_aux_0: 0.9834 (0.9890) loss_fgl_aux_1: 0.9571 (0.9601) loss_fgl_aux_2: 0.9515 (0.9579) loss_fgl_aux_3: 0.9530 (0.9577) loss_fgl_aux_4: 0.9541 (0.9577) loss_fgl_dn_0: 1.0872 (1.0829) loss_fgl_dn_1: 0.9825 (0.9796) loss_fgl_dn_2: 0.9712 (0.9706) loss_fgl_dn_3: 0.9722 (0.9713) loss_fgl_dn_4: 0.9736 (0.9718) loss_fgl_dn_5: 0.9735 (0.9718) loss_giou: 0.5671 (0.5487) loss_giou_aux_0: 0.5888 (0.5736) loss_giou_aux_1: 0.5687 (0.5543) loss_giou_aux_2: 0.5702 (0.5497) loss_giou_aux_3: 0.5674 (0.5488) loss_giou_aux_4: 0.5672 (0.5487) loss_giou_dn_0: 0.5470 (0.5486) loss_giou_dn_1: 0.4318 (0.4363) loss_giou_dn_2: 0.4128 (0.4192) loss_giou_dn_3: 0.4039 (0.4143) loss_giou_dn_4: 0.4036 (0.4132) loss_giou_dn_5: 0.4036 (0.4132) loss_giou_dn_pre: 0.5480 (0.5480) loss_giou_enc_0: 0.6543 (0.6447) loss_giou_pre: 0.5876 (0.5722) loss_ddf_aux_0: 0.0490 (0.0515) loss_ddf_aux_1: 0.0068 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2461 (0.2486) loss_ddf_dn_1: 0.0338 (0.0338) loss_ddf_dn_2: 0.0084 (0.0076) loss_ddf_dn_3: 0.0010 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6000 (0.6416) loss_vfl_aux_0: 0.6729 (0.7086) loss_vfl_aux_1: 0.6654 (0.6857) loss_vfl_aux_2: 0.6464 (0.6681) loss_vfl_aux_3: 0.6201 (0.6523) loss_vfl_aux_4: 0.6036 (0.6437) loss_vfl_dn_0: 0.4841 (0.4825) loss_vfl_dn_1: 0.4122 (0.4125) loss_vfl_dn_2: 0.4005 (0.3963) loss_vfl_dn_3: 0.3913 (0.3882) loss_vfl_dn_4: 0.3856 (0.3854) loss_vfl_dn_5: 0.3853 (0.3849) loss_vfl_dn_pre: 0.4850 (0.4830) loss_vfl_enc_0: 0.6932 (0.7139) loss_vfl_pre: 0.6763 (0.7108) time: 0.7983 data: 0.0340 max mem: 9121 Epoch: [57] [3000/3696] eta: 0:08:53 lr: 0.000013 loss: 30.6684 (30.8040) loss_bbox: 0.1799 (0.1656) loss_bbox_aux_0: 0.1781 (0.1777) loss_bbox_aux_1: 0.1803 (0.1684) loss_bbox_aux_2: 0.1795 (0.1662) loss_bbox_aux_3: 0.1797 (0.1657) loss_bbox_aux_4: 0.1800 (0.1656) loss_bbox_dn_0: 0.2352 (0.2277) loss_bbox_dn_1: 0.1741 (0.1667) loss_bbox_dn_2: 0.1641 (0.1564) loss_bbox_dn_3: 0.1609 (0.1531) loss_bbox_dn_4: 0.1605 (0.1525) loss_bbox_dn_5: 0.1606 (0.1525) loss_bbox_dn_pre: 0.2397 (0.2336) loss_bbox_enc_0: 0.2105 (0.2101) loss_bbox_pre: 0.1776 (0.1779) loss_dfl: 0.9505 (0.9577) loss_fgl_aux_0: 0.9867 (0.9890) loss_fgl_aux_1: 0.9529 (0.9600) loss_fgl_aux_2: 0.9511 (0.9578) loss_fgl_aux_3: 0.9509 (0.9577) loss_fgl_aux_4: 0.9505 (0.9577) loss_fgl_dn_0: 1.0849 (1.0830) loss_fgl_dn_1: 0.9621 (0.9795) loss_fgl_dn_2: 0.9540 (0.9705) loss_fgl_dn_3: 0.9553 (0.9712) loss_fgl_dn_4: 0.9559 (0.9717) loss_fgl_dn_5: 0.9559 (0.9717) loss_giou: 0.4997 (0.5483) loss_giou_aux_0: 0.5202 (0.5732) loss_giou_aux_1: 0.5057 (0.5539) loss_giou_aux_2: 0.5030 (0.5494) loss_giou_aux_3: 0.5008 (0.5485) loss_giou_aux_4: 0.4998 (0.5483) loss_giou_dn_0: 0.5248 (0.5484) loss_giou_dn_1: 0.4136 (0.4361) loss_giou_dn_2: 0.3967 (0.4190) loss_giou_dn_3: 0.3942 (0.4141) loss_giou_dn_4: 0.3938 (0.4130) loss_giou_dn_5: 0.3939 (0.4130) loss_giou_dn_pre: 0.5233 (0.5478) loss_giou_enc_0: 0.5915 (0.6443) loss_giou_pre: 0.5174 (0.5718) loss_ddf_aux_0: 0.0502 (0.0514) loss_ddf_aux_1: 0.0064 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2548 (0.2488) loss_ddf_dn_1: 0.0327 (0.0337) loss_ddf_dn_2: 0.0074 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6332 (0.6415) loss_vfl_aux_0: 0.7034 (0.7084) loss_vfl_aux_1: 0.6697 (0.6856) loss_vfl_aux_2: 0.6614 (0.6680) loss_vfl_aux_3: 0.6418 (0.6523) loss_vfl_aux_4: 0.6320 (0.6436) loss_vfl_dn_0: 0.4833 (0.4825) loss_vfl_dn_1: 0.4129 (0.4124) loss_vfl_dn_2: 0.3968 (0.3963) loss_vfl_dn_3: 0.3875 (0.3882) loss_vfl_dn_4: 0.3855 (0.3853) loss_vfl_dn_5: 0.3830 (0.3849) loss_vfl_dn_pre: 0.4832 (0.4830) loss_vfl_enc_0: 0.7235 (0.7138) loss_vfl_pre: 0.7037 (0.7106) time: 0.7267 data: 0.0289 max mem: 9121 Epoch: [57] [3100/3696] eta: 0:07:36 lr: 0.000013 loss: 31.2549 (30.8060) loss_bbox: 0.1662 (0.1656) loss_bbox_aux_0: 0.1807 (0.1777) loss_bbox_aux_1: 0.1673 (0.1684) loss_bbox_aux_2: 0.1662 (0.1662) loss_bbox_aux_3: 0.1664 (0.1657) loss_bbox_aux_4: 0.1662 (0.1656) loss_bbox_dn_0: 0.2202 (0.2275) loss_bbox_dn_1: 0.1620 (0.1666) loss_bbox_dn_2: 0.1575 (0.1563) loss_bbox_dn_3: 0.1519 (0.1531) loss_bbox_dn_4: 0.1501 (0.1524) loss_bbox_dn_5: 0.1501 (0.1524) loss_bbox_dn_pre: 0.2297 (0.2335) loss_bbox_enc_0: 0.2155 (0.2100) loss_bbox_pre: 0.1789 (0.1779) loss_dfl: 0.9523 (0.9576) loss_fgl_aux_0: 0.9781 (0.9889) loss_fgl_aux_1: 0.9540 (0.9600) loss_fgl_aux_2: 0.9530 (0.9578) loss_fgl_aux_3: 0.9522 (0.9577) loss_fgl_aux_4: 0.9522 (0.9576) loss_fgl_dn_0: 1.0797 (1.0830) loss_fgl_dn_1: 0.9768 (0.9795) loss_fgl_dn_2: 0.9666 (0.9705) loss_fgl_dn_3: 0.9663 (0.9712) loss_fgl_dn_4: 0.9665 (0.9717) loss_fgl_dn_5: 0.9664 (0.9717) loss_giou: 0.6045 (0.5485) loss_giou_aux_0: 0.6320 (0.5734) loss_giou_aux_1: 0.6104 (0.5541) loss_giou_aux_2: 0.6051 (0.5495) loss_giou_aux_3: 0.6042 (0.5486) loss_giou_aux_4: 0.6044 (0.5485) loss_giou_dn_0: 0.5523 (0.5485) loss_giou_dn_1: 0.4495 (0.4362) loss_giou_dn_2: 0.4255 (0.4191) loss_giou_dn_3: 0.4232 (0.4142) loss_giou_dn_4: 0.4223 (0.4131) loss_giou_dn_5: 0.4223 (0.4131) loss_giou_dn_pre: 0.5561 (0.5479) loss_giou_enc_0: 0.6765 (0.6445) loss_giou_pre: 0.6301 (0.5720) loss_ddf_aux_0: 0.0468 (0.0513) loss_ddf_aux_1: 0.0067 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2455 (0.2487) loss_ddf_dn_1: 0.0318 (0.0337) loss_ddf_dn_2: 0.0073 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6441 (0.6416) loss_vfl_aux_0: 0.6958 (0.7085) loss_vfl_aux_1: 0.6921 (0.6858) loss_vfl_aux_2: 0.6828 (0.6683) loss_vfl_aux_3: 0.6588 (0.6524) loss_vfl_aux_4: 0.6515 (0.6437) loss_vfl_dn_0: 0.4804 (0.4825) loss_vfl_dn_1: 0.4169 (0.4124) loss_vfl_dn_2: 0.4033 (0.3963) loss_vfl_dn_3: 0.3927 (0.3882) loss_vfl_dn_4: 0.3893 (0.3854) loss_vfl_dn_5: 0.3911 (0.3849) loss_vfl_dn_pre: 0.4821 (0.4830) loss_vfl_enc_0: 0.7177 (0.7139) loss_vfl_pre: 0.6989 (0.7106) time: 0.7405 data: 0.0276 max mem: 9121 Epoch: [57] [3200/3696] eta: 0:06:19 lr: 0.000013 loss: 30.6880 (30.7990) loss_bbox: 0.1570 (0.1656) loss_bbox_aux_0: 0.1677 (0.1776) loss_bbox_aux_1: 0.1588 (0.1683) loss_bbox_aux_2: 0.1569 (0.1662) loss_bbox_aux_3: 0.1568 (0.1657) loss_bbox_aux_4: 0.1569 (0.1656) loss_bbox_dn_0: 0.2209 (0.2274) loss_bbox_dn_1: 0.1581 (0.1664) loss_bbox_dn_2: 0.1515 (0.1562) loss_bbox_dn_3: 0.1464 (0.1529) loss_bbox_dn_4: 0.1456 (0.1523) loss_bbox_dn_5: 0.1457 (0.1523) loss_bbox_dn_pre: 0.2260 (0.2334) loss_bbox_enc_0: 0.1921 (0.2100) loss_bbox_pre: 0.1680 (0.1778) loss_dfl: 0.9604 (0.9576) loss_fgl_aux_0: 0.9878 (0.9889) loss_fgl_aux_1: 0.9656 (0.9600) loss_fgl_aux_2: 0.9603 (0.9578) loss_fgl_aux_3: 0.9609 (0.9577) loss_fgl_aux_4: 0.9605 (0.9576) loss_fgl_dn_0: 1.0754 (1.0830) loss_fgl_dn_1: 0.9739 (0.9794) loss_fgl_dn_2: 0.9667 (0.9704) loss_fgl_dn_3: 0.9678 (0.9711) loss_fgl_dn_4: 0.9684 (0.9716) loss_fgl_dn_5: 0.9684 (0.9716) loss_giou: 0.5272 (0.5482) loss_giou_aux_0: 0.5465 (0.5731) loss_giou_aux_1: 0.5324 (0.5538) loss_giou_aux_2: 0.5288 (0.5492) loss_giou_aux_3: 0.5283 (0.5483) loss_giou_aux_4: 0.5272 (0.5482) loss_giou_dn_0: 0.5373 (0.5482) loss_giou_dn_1: 0.4291 (0.4359) loss_giou_dn_2: 0.4121 (0.4189) loss_giou_dn_3: 0.4072 (0.4139) loss_giou_dn_4: 0.4056 (0.4128) loss_giou_dn_5: 0.4056 (0.4128) loss_giou_dn_pre: 0.5377 (0.5476) loss_giou_enc_0: 0.6211 (0.6441) loss_giou_pre: 0.5464 (0.5716) loss_ddf_aux_0: 0.0477 (0.0512) loss_ddf_aux_1: 0.0062 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2509 (0.2488) loss_ddf_dn_1: 0.0328 (0.0337) loss_ddf_dn_2: 0.0067 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6261 (0.6414) loss_vfl_aux_0: 0.6983 (0.7083) loss_vfl_aux_1: 0.6835 (0.6857) loss_vfl_aux_2: 0.6556 (0.6682) loss_vfl_aux_3: 0.6413 (0.6524) loss_vfl_aux_4: 0.6315 (0.6436) loss_vfl_dn_0: 0.4854 (0.4825) loss_vfl_dn_1: 0.4154 (0.4124) loss_vfl_dn_2: 0.3978 (0.3962) loss_vfl_dn_3: 0.3943 (0.3881) loss_vfl_dn_4: 0.3911 (0.3853) loss_vfl_dn_5: 0.3908 (0.3848) loss_vfl_dn_pre: 0.4859 (0.4830) loss_vfl_enc_0: 0.7127 (0.7138) loss_vfl_pre: 0.6940 (0.7105) time: 0.7731 data: 0.0358 max mem: 9121 Epoch: [57] [3300/3696] eta: 0:05:03 lr: 0.000013 loss: 30.9975 (30.7924) loss_bbox: 0.1560 (0.1655) loss_bbox_aux_0: 0.1663 (0.1775) loss_bbox_aux_1: 0.1604 (0.1682) loss_bbox_aux_2: 0.1570 (0.1661) loss_bbox_aux_3: 0.1562 (0.1656) loss_bbox_aux_4: 0.1559 (0.1655) loss_bbox_dn_0: 0.2242 (0.2273) loss_bbox_dn_1: 0.1596 (0.1663) loss_bbox_dn_2: 0.1501 (0.1561) loss_bbox_dn_3: 0.1434 (0.1529) loss_bbox_dn_4: 0.1417 (0.1522) loss_bbox_dn_5: 0.1419 (0.1522) loss_bbox_dn_pre: 0.2292 (0.2333) loss_bbox_enc_0: 0.1983 (0.2099) loss_bbox_pre: 0.1666 (0.1777) loss_dfl: 0.9368 (0.9575) loss_fgl_aux_0: 0.9786 (0.9888) loss_fgl_aux_1: 0.9378 (0.9598) loss_fgl_aux_2: 0.9356 (0.9576) loss_fgl_aux_3: 0.9360 (0.9575) loss_fgl_aux_4: 0.9368 (0.9575) loss_fgl_dn_0: 1.0858 (1.0829) loss_fgl_dn_1: 0.9769 (0.9793) loss_fgl_dn_2: 0.9665 (0.9703) loss_fgl_dn_3: 0.9673 (0.9710) loss_fgl_dn_4: 0.9673 (0.9715) loss_fgl_dn_5: 0.9673 (0.9715) loss_giou: 0.5266 (0.5481) loss_giou_aux_0: 0.5549 (0.5729) loss_giou_aux_1: 0.5317 (0.5536) loss_giou_aux_2: 0.5279 (0.5491) loss_giou_aux_3: 0.5261 (0.5482) loss_giou_aux_4: 0.5267 (0.5481) loss_giou_dn_0: 0.5121 (0.5480) loss_giou_dn_1: 0.4068 (0.4358) loss_giou_dn_2: 0.3911 (0.4187) loss_giou_dn_3: 0.3846 (0.4138) loss_giou_dn_4: 0.3846 (0.4127) loss_giou_dn_5: 0.3849 (0.4127) loss_giou_dn_pre: 0.5090 (0.5474) loss_giou_enc_0: 0.6282 (0.6440) loss_giou_pre: 0.5509 (0.5715) loss_ddf_aux_0: 0.0548 (0.0512) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2619 (0.2489) loss_ddf_dn_1: 0.0334 (0.0336) loss_ddf_dn_2: 0.0076 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6367 (0.6413) loss_vfl_aux_0: 0.7040 (0.7081) loss_vfl_aux_1: 0.6877 (0.6855) loss_vfl_aux_2: 0.6550 (0.6680) loss_vfl_aux_3: 0.6487 (0.6522) loss_vfl_aux_4: 0.6367 (0.6434) loss_vfl_dn_0: 0.4809 (0.4825) loss_vfl_dn_1: 0.4118 (0.4123) loss_vfl_dn_2: 0.3959 (0.3962) loss_vfl_dn_3: 0.3883 (0.3881) loss_vfl_dn_4: 0.3869 (0.3853) loss_vfl_dn_5: 0.3862 (0.3848) loss_vfl_dn_pre: 0.4803 (0.4830) loss_vfl_enc_0: 0.6979 (0.7138) loss_vfl_pre: 0.7004 (0.7102) time: 0.7349 data: 0.0287 max mem: 9121 Epoch: [57] [3400/3696] eta: 0:03:46 lr: 0.000013 loss: 30.6566 (30.7948) loss_bbox: 0.1759 (0.1656) loss_bbox_aux_0: 0.1761 (0.1776) loss_bbox_aux_1: 0.1757 (0.1683) loss_bbox_aux_2: 0.1735 (0.1662) loss_bbox_aux_3: 0.1758 (0.1657) loss_bbox_aux_4: 0.1756 (0.1656) loss_bbox_dn_0: 0.2294 (0.2274) loss_bbox_dn_1: 0.1669 (0.1664) loss_bbox_dn_2: 0.1593 (0.1562) loss_bbox_dn_3: 0.1554 (0.1529) loss_bbox_dn_4: 0.1541 (0.1523) loss_bbox_dn_5: 0.1541 (0.1523) loss_bbox_dn_pre: 0.2358 (0.2334) loss_bbox_enc_0: 0.2124 (0.2099) loss_bbox_pre: 0.1761 (0.1778) loss_dfl: 0.9368 (0.9572) loss_fgl_aux_0: 0.9709 (0.9886) loss_fgl_aux_1: 0.9378 (0.9596) loss_fgl_aux_2: 0.9372 (0.9574) loss_fgl_aux_3: 0.9369 (0.9573) loss_fgl_aux_4: 0.9367 (0.9572) loss_fgl_dn_0: 1.0762 (1.0828) loss_fgl_dn_1: 0.9773 (0.9793) loss_fgl_dn_2: 0.9669 (0.9703) loss_fgl_dn_3: 0.9686 (0.9710) loss_fgl_dn_4: 0.9695 (0.9715) loss_fgl_dn_5: 0.9695 (0.9715) loss_giou: 0.5614 (0.5484) loss_giou_aux_0: 0.5791 (0.5732) loss_giou_aux_1: 0.5717 (0.5539) loss_giou_aux_2: 0.5644 (0.5494) loss_giou_aux_3: 0.5623 (0.5485) loss_giou_aux_4: 0.5606 (0.5484) loss_giou_dn_0: 0.5623 (0.5482) loss_giou_dn_1: 0.4537 (0.4359) loss_giou_dn_2: 0.4334 (0.4189) loss_giou_dn_3: 0.4268 (0.4140) loss_giou_dn_4: 0.4260 (0.4129) loss_giou_dn_5: 0.4260 (0.4129) loss_giou_dn_pre: 0.5610 (0.5476) loss_giou_enc_0: 0.6416 (0.6442) loss_giou_pre: 0.5764 (0.5718) loss_ddf_aux_0: 0.0524 (0.0512) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2561 (0.2490) loss_ddf_dn_1: 0.0333 (0.0336) loss_ddf_dn_2: 0.0068 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6679 (0.6412) loss_vfl_aux_0: 0.7410 (0.7079) loss_vfl_aux_1: 0.7082 (0.6855) loss_vfl_aux_2: 0.6987 (0.6679) loss_vfl_aux_3: 0.6764 (0.6522) loss_vfl_aux_4: 0.6725 (0.6433) loss_vfl_dn_0: 0.4856 (0.4825) loss_vfl_dn_1: 0.4166 (0.4124) loss_vfl_dn_2: 0.3989 (0.3962) loss_vfl_dn_3: 0.3939 (0.3881) loss_vfl_dn_4: 0.3895 (0.3853) loss_vfl_dn_5: 0.3896 (0.3848) loss_vfl_dn_pre: 0.4850 (0.4830) loss_vfl_enc_0: 0.7126 (0.7137) loss_vfl_pre: 0.7418 (0.7101) time: 0.7468 data: 0.0277 max mem: 9121 Epoch: [57] [3500/3696] eta: 0:02:29 lr: 0.000013 loss: 31.0303 (30.7973) loss_bbox: 0.1636 (0.1658) loss_bbox_aux_0: 0.1740 (0.1778) loss_bbox_aux_1: 0.1648 (0.1685) loss_bbox_aux_2: 0.1648 (0.1664) loss_bbox_aux_3: 0.1640 (0.1659) loss_bbox_aux_4: 0.1637 (0.1658) loss_bbox_dn_0: 0.2287 (0.2276) loss_bbox_dn_1: 0.1732 (0.1666) loss_bbox_dn_2: 0.1605 (0.1564) loss_bbox_dn_3: 0.1546 (0.1531) loss_bbox_dn_4: 0.1544 (0.1524) loss_bbox_dn_5: 0.1544 (0.1524) loss_bbox_dn_pre: 0.2393 (0.2335) loss_bbox_enc_0: 0.2052 (0.2101) loss_bbox_pre: 0.1741 (0.1780) loss_dfl: 0.9477 (0.9573) loss_fgl_aux_0: 0.9800 (0.9886) loss_fgl_aux_1: 0.9496 (0.9597) loss_fgl_aux_2: 0.9498 (0.9574) loss_fgl_aux_3: 0.9481 (0.9573) loss_fgl_aux_4: 0.9477 (0.9573) loss_fgl_dn_0: 1.0778 (1.0827) loss_fgl_dn_1: 0.9788 (0.9793) loss_fgl_dn_2: 0.9744 (0.9703) loss_fgl_dn_3: 0.9741 (0.9710) loss_fgl_dn_4: 0.9746 (0.9715) loss_fgl_dn_5: 0.9746 (0.9715) loss_giou: 0.5428 (0.5484) loss_giou_aux_0: 0.5743 (0.5732) loss_giou_aux_1: 0.5526 (0.5539) loss_giou_aux_2: 0.5458 (0.5494) loss_giou_aux_3: 0.5430 (0.5485) loss_giou_aux_4: 0.5427 (0.5484) loss_giou_dn_0: 0.5496 (0.5482) loss_giou_dn_1: 0.4414 (0.4360) loss_giou_dn_2: 0.4187 (0.4190) loss_giou_dn_3: 0.4136 (0.4140) loss_giou_dn_4: 0.4126 (0.4129) loss_giou_dn_5: 0.4126 (0.4129) loss_giou_dn_pre: 0.5456 (0.5476) loss_giou_enc_0: 0.6333 (0.6441) loss_giou_pre: 0.5723 (0.5718) loss_ddf_aux_0: 0.0526 (0.0512) loss_ddf_aux_1: 0.0076 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2461 (0.2487) loss_ddf_dn_1: 0.0335 (0.0336) loss_ddf_dn_2: 0.0077 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6396 (0.6412) loss_vfl_aux_0: 0.7085 (0.7079) loss_vfl_aux_1: 0.6820 (0.6854) loss_vfl_aux_2: 0.6737 (0.6678) loss_vfl_aux_3: 0.6546 (0.6521) loss_vfl_aux_4: 0.6421 (0.6433) loss_vfl_dn_0: 0.4903 (0.4825) loss_vfl_dn_1: 0.4169 (0.4124) loss_vfl_dn_2: 0.4034 (0.3962) loss_vfl_dn_3: 0.3953 (0.3881) loss_vfl_dn_4: 0.3929 (0.3853) loss_vfl_dn_5: 0.3935 (0.3848) loss_vfl_dn_pre: 0.4913 (0.4829) loss_vfl_enc_0: 0.7141 (0.7137) loss_vfl_pre: 0.7076 (0.7101) time: 0.6805 data: 0.0206 max mem: 9121 Epoch: [57] [3600/3696] eta: 0:01:13 lr: 0.000013 loss: 31.0095 (30.7988) loss_bbox: 0.1673 (0.1659) loss_bbox_aux_0: 0.1839 (0.1779) loss_bbox_aux_1: 0.1733 (0.1686) loss_bbox_aux_2: 0.1686 (0.1664) loss_bbox_aux_3: 0.1675 (0.1659) loss_bbox_aux_4: 0.1673 (0.1659) loss_bbox_dn_0: 0.2291 (0.2277) loss_bbox_dn_1: 0.1665 (0.1666) loss_bbox_dn_2: 0.1576 (0.1564) loss_bbox_dn_3: 0.1535 (0.1531) loss_bbox_dn_4: 0.1527 (0.1525) loss_bbox_dn_5: 0.1528 (0.1525) loss_bbox_dn_pre: 0.2305 (0.2336) loss_bbox_enc_0: 0.2131 (0.2102) loss_bbox_pre: 0.1850 (0.1781) loss_dfl: 0.9756 (0.9574) loss_fgl_aux_0: 1.0050 (0.9887) loss_fgl_aux_1: 0.9748 (0.9598) loss_fgl_aux_2: 0.9741 (0.9575) loss_fgl_aux_3: 0.9748 (0.9574) loss_fgl_aux_4: 0.9756 (0.9574) loss_fgl_dn_0: 1.0916 (1.0828) loss_fgl_dn_1: 0.9863 (0.9794) loss_fgl_dn_2: 0.9758 (0.9704) loss_fgl_dn_3: 0.9761 (0.9711) loss_fgl_dn_4: 0.9769 (0.9716) loss_fgl_dn_5: 0.9769 (0.9716) loss_giou: 0.5014 (0.5484) loss_giou_aux_0: 0.5307 (0.5731) loss_giou_aux_1: 0.5045 (0.5539) loss_giou_aux_2: 0.5019 (0.5494) loss_giou_aux_3: 0.5019 (0.5485) loss_giou_aux_4: 0.5012 (0.5484) loss_giou_dn_0: 0.5323 (0.5482) loss_giou_dn_1: 0.4217 (0.4360) loss_giou_dn_2: 0.4061 (0.4190) loss_giou_dn_3: 0.4029 (0.4140) loss_giou_dn_4: 0.4024 (0.4129) loss_giou_dn_5: 0.4025 (0.4129) loss_giou_dn_pre: 0.5321 (0.5476) loss_giou_enc_0: 0.6121 (0.6441) loss_giou_pre: 0.5293 (0.5717) loss_ddf_aux_0: 0.0543 (0.0512) loss_ddf_aux_1: 0.0077 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2488 (0.2488) loss_ddf_dn_1: 0.0336 (0.0336) loss_ddf_dn_2: 0.0074 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6409 (0.6411) loss_vfl_aux_0: 0.7181 (0.7080) loss_vfl_aux_1: 0.6885 (0.6854) loss_vfl_aux_2: 0.6674 (0.6678) loss_vfl_aux_3: 0.6642 (0.6520) loss_vfl_aux_4: 0.6461 (0.6432) loss_vfl_dn_0: 0.4785 (0.4824) loss_vfl_dn_1: 0.4045 (0.4123) loss_vfl_dn_2: 0.3917 (0.3962) loss_vfl_dn_3: 0.3836 (0.3881) loss_vfl_dn_4: 0.3795 (0.3853) loss_vfl_dn_5: 0.3796 (0.3848) loss_vfl_dn_pre: 0.4780 (0.4829) loss_vfl_enc_0: 0.7293 (0.7137) loss_vfl_pre: 0.7185 (0.7102) time: 0.7404 data: 0.0335 max mem: 9121 Epoch: [57] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 31.1616 (30.8054) loss_bbox: 0.1710 (0.1660) loss_bbox_aux_0: 0.1805 (0.1780) loss_bbox_aux_1: 0.1727 (0.1687) loss_bbox_aux_2: 0.1721 (0.1666) loss_bbox_aux_3: 0.1711 (0.1661) loss_bbox_aux_4: 0.1711 (0.1660) loss_bbox_dn_0: 0.2300 (0.2277) loss_bbox_dn_1: 0.1629 (0.1667) loss_bbox_dn_2: 0.1506 (0.1564) loss_bbox_dn_3: 0.1513 (0.1531) loss_bbox_dn_4: 0.1507 (0.1525) loss_bbox_dn_5: 0.1507 (0.1525) loss_bbox_dn_pre: 0.2364 (0.2336) loss_bbox_enc_0: 0.2195 (0.2102) loss_bbox_pre: 0.1824 (0.1782) loss_dfl: 0.9582 (0.9574) loss_fgl_aux_0: 0.9842 (0.9887) loss_fgl_aux_1: 0.9615 (0.9598) loss_fgl_aux_2: 0.9586 (0.9576) loss_fgl_aux_3: 0.9584 (0.9574) loss_fgl_aux_4: 0.9581 (0.9574) loss_fgl_dn_0: 1.0807 (1.0828) loss_fgl_dn_1: 0.9863 (0.9794) loss_fgl_dn_2: 0.9779 (0.9704) loss_fgl_dn_3: 0.9799 (0.9711) loss_fgl_dn_4: 0.9804 (0.9716) loss_fgl_dn_5: 0.9804 (0.9716) loss_giou: 0.5766 (0.5487) loss_giou_aux_0: 0.6047 (0.5735) loss_giou_aux_1: 0.5820 (0.5542) loss_giou_aux_2: 0.5791 (0.5497) loss_giou_aux_3: 0.5772 (0.5488) loss_giou_aux_4: 0.5765 (0.5487) loss_giou_dn_0: 0.5530 (0.5485) loss_giou_dn_1: 0.4534 (0.4363) loss_giou_dn_2: 0.4326 (0.4192) loss_giou_dn_3: 0.4238 (0.4143) loss_giou_dn_4: 0.4227 (0.4132) loss_giou_dn_5: 0.4227 (0.4132) loss_giou_dn_pre: 0.5516 (0.5479) loss_giou_enc_0: 0.6562 (0.6443) loss_giou_pre: 0.6045 (0.5721) loss_ddf_aux_0: 0.0469 (0.0511) loss_ddf_aux_1: 0.0065 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2358 (0.2487) loss_ddf_dn_1: 0.0325 (0.0336) loss_ddf_dn_2: 0.0070 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6448 (0.6411) loss_vfl_aux_0: 0.7161 (0.7081) loss_vfl_aux_1: 0.6873 (0.6854) loss_vfl_aux_2: 0.6707 (0.6678) loss_vfl_aux_3: 0.6525 (0.6521) loss_vfl_aux_4: 0.6456 (0.6432) loss_vfl_dn_0: 0.4878 (0.4824) loss_vfl_dn_1: 0.4208 (0.4124) loss_vfl_dn_2: 0.4058 (0.3962) loss_vfl_dn_3: 0.3976 (0.3882) loss_vfl_dn_4: 0.3959 (0.3854) loss_vfl_dn_5: 0.3955 (0.3849) loss_vfl_dn_pre: 0.4885 (0.4829) loss_vfl_enc_0: 0.7123 (0.7138) loss_vfl_pre: 0.7170 (0.7103) time: 0.7910 data: 0.0274 max mem: 9121 Epoch: [57] Total time: 0:47:05 (0.7644 s / it) Averaged stats: lr: 0.000013 loss: 31.1616 (30.8054) loss_bbox: 0.1710 (0.1660) loss_bbox_aux_0: 0.1805 (0.1780) loss_bbox_aux_1: 0.1727 (0.1687) loss_bbox_aux_2: 0.1721 (0.1666) loss_bbox_aux_3: 0.1711 (0.1661) loss_bbox_aux_4: 0.1711 (0.1660) loss_bbox_dn_0: 0.2300 (0.2277) loss_bbox_dn_1: 0.1629 (0.1667) loss_bbox_dn_2: 0.1506 (0.1564) loss_bbox_dn_3: 0.1513 (0.1531) loss_bbox_dn_4: 0.1507 (0.1525) loss_bbox_dn_5: 0.1507 (0.1525) loss_bbox_dn_pre: 0.2364 (0.2336) loss_bbox_enc_0: 0.2195 (0.2102) loss_bbox_pre: 0.1824 (0.1782) loss_dfl: 0.9582 (0.9574) loss_fgl_aux_0: 0.9842 (0.9887) loss_fgl_aux_1: 0.9615 (0.9598) loss_fgl_aux_2: 0.9586 (0.9576) loss_fgl_aux_3: 0.9584 (0.9574) loss_fgl_aux_4: 0.9581 (0.9574) loss_fgl_dn_0: 1.0807 (1.0828) loss_fgl_dn_1: 0.9863 (0.9794) loss_fgl_dn_2: 0.9779 (0.9704) loss_fgl_dn_3: 0.9799 (0.9711) loss_fgl_dn_4: 0.9804 (0.9716) loss_fgl_dn_5: 0.9804 (0.9716) loss_giou: 0.5766 (0.5487) loss_giou_aux_0: 0.6047 (0.5735) loss_giou_aux_1: 0.5820 (0.5542) loss_giou_aux_2: 0.5791 (0.5497) loss_giou_aux_3: 0.5772 (0.5488) loss_giou_aux_4: 0.5765 (0.5487) loss_giou_dn_0: 0.5530 (0.5485) loss_giou_dn_1: 0.4534 (0.4363) loss_giou_dn_2: 0.4326 (0.4192) loss_giou_dn_3: 0.4238 (0.4143) loss_giou_dn_4: 0.4227 (0.4132) loss_giou_dn_5: 0.4227 (0.4132) loss_giou_dn_pre: 0.5516 (0.5479) loss_giou_enc_0: 0.6562 (0.6443) loss_giou_pre: 0.6045 (0.5721) loss_ddf_aux_0: 0.0469 (0.0511) loss_ddf_aux_1: 0.0065 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2358 (0.2487) loss_ddf_dn_1: 0.0325 (0.0336) loss_ddf_dn_2: 0.0070 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6448 (0.6411) loss_vfl_aux_0: 0.7161 (0.7081) loss_vfl_aux_1: 0.6873 (0.6854) loss_vfl_aux_2: 0.6707 (0.6678) loss_vfl_aux_3: 0.6525 (0.6521) loss_vfl_aux_4: 0.6456 (0.6432) loss_vfl_dn_0: 0.4878 (0.4824) loss_vfl_dn_1: 0.4208 (0.4124) loss_vfl_dn_2: 0.4058 (0.3962) loss_vfl_dn_3: 0.3976 (0.3882) loss_vfl_dn_4: 0.3959 (0.3854) loss_vfl_dn_5: 0.3955 (0.3849) loss_vfl_dn_pre: 0.4885 (0.4829) loss_vfl_enc_0: 0.7123 (0.7138) loss_vfl_pre: 0.7170 (0.7103) Test: [ 0/79] eta: 0:02:58 time: 2.2537 data: 1.7176 max mem: 9121 Test: [10/79] eta: 0:00:49 time: 0.7125 data: 0.2070 max mem: 9121 Test: [20/79] eta: 0:00:46 time: 0.7075 data: 0.1935 max mem: 9121 Test: [30/79] eta: 0:00:35 time: 0.7352 data: 0.1980 max mem: 9121 Test: [40/79] eta: 0:00:27 time: 0.6102 data: 0.0653 max mem: 9121 Test: [50/79] eta: 0:00:20 time: 0.7081 data: 0.0630 max mem: 9121 Test: [60/79] eta: 0:00:13 time: 0.6980 data: 0.0609 max mem: 9121 Test: [70/79] eta: 0:00:06 time: 0.5916 data: 0.0626 max mem: 9121 Test: [78/79] eta: 0:00:00 time: 0.5676 data: 0.0632 max mem: 9121 Test: Total time: 0:00:53 (0.6720 s / it) Averaged stats: Accumulating evaluation results... DONE (t=22.86s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.539 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.716 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.584 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.361 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.580 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.719 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.395 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.664 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.730 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.564 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.774 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.892 best_stat: {'epoch': 57, 'coco_eval_bbox': 0.5389768252152075} Epoch: [58] [ 0/3696] eta: 3:50:07 lr: 0.000013 loss: 30.8138 (30.8138) loss_bbox: 0.2008 (0.2008) loss_bbox_aux_0: 0.2122 (0.2122) loss_bbox_aux_1: 0.2049 (0.2049) loss_bbox_aux_2: 0.2017 (0.2017) loss_bbox_aux_3: 0.2006 (0.2006) loss_bbox_aux_4: 0.2007 (0.2007) loss_bbox_dn_0: 0.2793 (0.2793) loss_bbox_dn_1: 0.1985 (0.1985) loss_bbox_dn_2: 0.1780 (0.1780) loss_bbox_dn_3: 0.1728 (0.1728) loss_bbox_dn_4: 0.1731 (0.1731) loss_bbox_dn_5: 0.1731 (0.1731) loss_bbox_dn_pre: 0.2825 (0.2825) loss_bbox_enc_0: 0.2483 (0.2483) loss_bbox_pre: 0.2094 (0.2094) loss_dfl: 0.9624 (0.9624) loss_fgl_aux_0: 0.9984 (0.9984) loss_fgl_aux_1: 0.9679 (0.9679) loss_fgl_aux_2: 0.9635 (0.9635) loss_fgl_aux_3: 0.9633 (0.9633) loss_fgl_aux_4: 0.9627 (0.9627) loss_fgl_dn_0: 1.1030 (1.1030) loss_fgl_dn_1: 0.9877 (0.9877) loss_fgl_dn_2: 0.9770 (0.9770) loss_fgl_dn_3: 0.9775 (0.9775) loss_fgl_dn_4: 0.9776 (0.9776) loss_fgl_dn_5: 0.9776 (0.9776) loss_giou: 0.5140 (0.5140) loss_giou_aux_0: 0.5306 (0.5306) loss_giou_aux_1: 0.5186 (0.5186) loss_giou_aux_2: 0.5133 (0.5133) loss_giou_aux_3: 0.5131 (0.5131) loss_giou_aux_4: 0.5137 (0.5137) loss_giou_dn_0: 0.5069 (0.5069) loss_giou_dn_1: 0.3975 (0.3975) loss_giou_dn_2: 0.3737 (0.3737) loss_giou_dn_3: 0.3684 (0.3684) loss_giou_dn_4: 0.3675 (0.3675) loss_giou_dn_5: 0.3675 (0.3675) loss_giou_dn_pre: 0.5053 (0.5053) loss_giou_enc_0: 0.5981 (0.5981) loss_giou_pre: 0.5290 (0.5290) loss_ddf_aux_0: 0.0450 (0.0450) loss_ddf_aux_1: 0.0062 (0.0062) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0000 (0.0000) loss_ddf_dn_0: 0.2579 (0.2579) loss_ddf_dn_1: 0.0336 (0.0336) loss_ddf_dn_2: 0.0068 (0.0068) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6375 (0.6375) loss_vfl_aux_0: 0.7148 (0.7148) loss_vfl_aux_1: 0.6799 (0.6799) loss_vfl_aux_2: 0.6589 (0.6589) loss_vfl_aux_3: 0.6500 (0.6500) loss_vfl_aux_4: 0.6467 (0.6467) loss_vfl_dn_0: 0.4882 (0.4882) loss_vfl_dn_1: 0.4132 (0.4132) loss_vfl_dn_2: 0.3956 (0.3956) loss_vfl_dn_3: 0.3849 (0.3849) loss_vfl_dn_4: 0.3831 (0.3831) loss_vfl_dn_5: 0.3811 (0.3811) loss_vfl_dn_pre: 0.4888 (0.4888) loss_vfl_enc_0: 0.7429 (0.7429) loss_vfl_pre: 0.7244 (0.7244) time: 3.7359 data: 1.8250 max mem: 9121 Epoch: [58] [ 100/3696] eta: 0:46:59 lr: 0.000013 loss: 30.7593 (30.7298) loss_bbox: 0.1619 (0.1642) loss_bbox_aux_0: 0.1700 (0.1757) loss_bbox_aux_1: 0.1631 (0.1667) loss_bbox_aux_2: 0.1627 (0.1648) loss_bbox_aux_3: 0.1619 (0.1642) loss_bbox_aux_4: 0.1619 (0.1642) loss_bbox_dn_0: 0.2179 (0.2249) loss_bbox_dn_1: 0.1639 (0.1652) loss_bbox_dn_2: 0.1557 (0.1554) loss_bbox_dn_3: 0.1488 (0.1523) loss_bbox_dn_4: 0.1478 (0.1516) loss_bbox_dn_5: 0.1479 (0.1516) loss_bbox_dn_pre: 0.2247 (0.2304) loss_bbox_enc_0: 0.2051 (0.2080) loss_bbox_pre: 0.1703 (0.1759) loss_dfl: 0.9554 (0.9547) loss_fgl_aux_0: 0.9826 (0.9854) loss_fgl_aux_1: 0.9559 (0.9574) loss_fgl_aux_2: 0.9560 (0.9550) loss_fgl_aux_3: 0.9560 (0.9548) loss_fgl_aux_4: 0.9554 (0.9547) loss_fgl_dn_0: 1.0760 (1.0796) loss_fgl_dn_1: 0.9750 (0.9792) loss_fgl_dn_2: 0.9654 (0.9702) loss_fgl_dn_3: 0.9653 (0.9709) loss_fgl_dn_4: 0.9658 (0.9713) loss_fgl_dn_5: 0.9659 (0.9713) loss_giou: 0.5427 (0.5505) loss_giou_aux_0: 0.5620 (0.5741) loss_giou_aux_1: 0.5455 (0.5552) loss_giou_aux_2: 0.5419 (0.5513) loss_giou_aux_3: 0.5418 (0.5505) loss_giou_aux_4: 0.5426 (0.5505) loss_giou_dn_0: 0.5490 (0.5482) loss_giou_dn_1: 0.4371 (0.4372) loss_giou_dn_2: 0.4215 (0.4206) loss_giou_dn_3: 0.4157 (0.4159) loss_giou_dn_4: 0.4159 (0.4148) loss_giou_dn_5: 0.4159 (0.4148) loss_giou_dn_pre: 0.5488 (0.5475) loss_giou_enc_0: 0.6655 (0.6447) loss_giou_pre: 0.5613 (0.5728) loss_ddf_aux_0: 0.0453 (0.0486) loss_ddf_aux_1: 0.0062 (0.0067) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2263 (0.2419) loss_ddf_dn_1: 0.0282 (0.0322) loss_ddf_dn_2: 0.0068 (0.0072) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6353 (0.6340) loss_vfl_aux_0: 0.6891 (0.7042) loss_vfl_aux_1: 0.6626 (0.6821) loss_vfl_aux_2: 0.6460 (0.6609) loss_vfl_aux_3: 0.6332 (0.6484) loss_vfl_aux_4: 0.6358 (0.6368) loss_vfl_dn_0: 0.4844 (0.4830) loss_vfl_dn_1: 0.4137 (0.4132) loss_vfl_dn_2: 0.3967 (0.3969) loss_vfl_dn_3: 0.3903 (0.3883) loss_vfl_dn_4: 0.3850 (0.3854) loss_vfl_dn_5: 0.3845 (0.3847) loss_vfl_dn_pre: 0.4858 (0.4837) loss_vfl_enc_0: 0.6895 (0.7138) loss_vfl_pre: 0.6987 (0.7073) time: 0.7535 data: 0.0326 max mem: 9121 Epoch: [58] [ 200/3696] eta: 0:46:32 lr: 0.000013 loss: 30.4056 (30.6172) loss_bbox: 0.1531 (0.1629) loss_bbox_aux_0: 0.1681 (0.1745) loss_bbox_aux_1: 0.1552 (0.1654) loss_bbox_aux_2: 0.1531 (0.1635) loss_bbox_aux_3: 0.1533 (0.1630) loss_bbox_aux_4: 0.1531 (0.1629) loss_bbox_dn_0: 0.2162 (0.2259) loss_bbox_dn_1: 0.1534 (0.1655) loss_bbox_dn_2: 0.1415 (0.1553) loss_bbox_dn_3: 0.1395 (0.1521) loss_bbox_dn_4: 0.1388 (0.1514) loss_bbox_dn_5: 0.1388 (0.1514) loss_bbox_dn_pre: 0.2179 (0.2318) loss_bbox_enc_0: 0.1964 (0.2063) loss_bbox_pre: 0.1690 (0.1746) loss_dfl: 0.9637 (0.9574) loss_fgl_aux_0: 0.9958 (0.9892) loss_fgl_aux_1: 0.9686 (0.9601) loss_fgl_aux_2: 0.9649 (0.9578) loss_fgl_aux_3: 0.9648 (0.9575) loss_fgl_aux_4: 0.9637 (0.9575) loss_fgl_dn_0: 1.0888 (1.0811) loss_fgl_dn_1: 0.9831 (0.9783) loss_fgl_dn_2: 0.9752 (0.9692) loss_fgl_dn_3: 0.9763 (0.9699) loss_fgl_dn_4: 0.9763 (0.9704) loss_fgl_dn_5: 0.9763 (0.9704) loss_giou: 0.5568 (0.5403) loss_giou_aux_0: 0.5731 (0.5638) loss_giou_aux_1: 0.5566 (0.5451) loss_giou_aux_2: 0.5537 (0.5411) loss_giou_aux_3: 0.5557 (0.5403) loss_giou_aux_4: 0.5568 (0.5403) loss_giou_dn_0: 0.5488 (0.5437) loss_giou_dn_1: 0.4429 (0.4316) loss_giou_dn_2: 0.4229 (0.4147) loss_giou_dn_3: 0.4170 (0.4099) loss_giou_dn_4: 0.4172 (0.4089) loss_giou_dn_5: 0.4174 (0.4089) loss_giou_dn_pre: 0.5490 (0.5431) loss_giou_enc_0: 0.6429 (0.6342) loss_giou_pre: 0.5720 (0.5624) loss_ddf_aux_0: 0.0485 (0.0501) loss_ddf_aux_1: 0.0068 (0.0067) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2455 (0.2476) loss_ddf_dn_1: 0.0342 (0.0335) loss_ddf_dn_2: 0.0078 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6195 (0.6347) loss_vfl_aux_0: 0.6873 (0.7048) loss_vfl_aux_1: 0.6669 (0.6799) loss_vfl_aux_2: 0.6508 (0.6614) loss_vfl_aux_3: 0.6419 (0.6480) loss_vfl_aux_4: 0.6263 (0.6370) loss_vfl_dn_0: 0.4815 (0.4821) loss_vfl_dn_1: 0.4096 (0.4117) loss_vfl_dn_2: 0.3960 (0.3955) loss_vfl_dn_3: 0.3873 (0.3870) loss_vfl_dn_4: 0.3846 (0.3841) loss_vfl_dn_5: 0.3837 (0.3836) loss_vfl_dn_pre: 0.4817 (0.4827) loss_vfl_enc_0: 0.7002 (0.7154) loss_vfl_pre: 0.6927 (0.7074) time: 0.7745 data: 0.0355 max mem: 9121 Epoch: [58] [ 300/3696] eta: 0:45:39 lr: 0.000013 loss: 30.9920 (30.6249) loss_bbox: 0.1633 (0.1626) loss_bbox_aux_0: 0.1731 (0.1742) loss_bbox_aux_1: 0.1674 (0.1651) loss_bbox_aux_2: 0.1639 (0.1633) loss_bbox_aux_3: 0.1630 (0.1627) loss_bbox_aux_4: 0.1635 (0.1627) loss_bbox_dn_0: 0.2160 (0.2240) loss_bbox_dn_1: 0.1597 (0.1634) loss_bbox_dn_2: 0.1539 (0.1534) loss_bbox_dn_3: 0.1487 (0.1504) loss_bbox_dn_4: 0.1482 (0.1497) loss_bbox_dn_5: 0.1483 (0.1497) loss_bbox_dn_pre: 0.2159 (0.2298) loss_bbox_enc_0: 0.2021 (0.2065) loss_bbox_pre: 0.1737 (0.1744) loss_dfl: 0.9681 (0.9559) loss_fgl_aux_0: 0.9938 (0.9871) loss_fgl_aux_1: 0.9696 (0.9585) loss_fgl_aux_2: 0.9687 (0.9562) loss_fgl_aux_3: 0.9683 (0.9560) loss_fgl_aux_4: 0.9679 (0.9559) loss_fgl_dn_0: 1.0846 (1.0808) loss_fgl_dn_1: 0.9885 (0.9781) loss_fgl_dn_2: 0.9799 (0.9693) loss_fgl_dn_3: 0.9813 (0.9700) loss_fgl_dn_4: 0.9820 (0.9704) loss_fgl_dn_5: 0.9820 (0.9704) loss_giou: 0.5761 (0.5441) loss_giou_aux_0: 0.5954 (0.5676) loss_giou_aux_1: 0.5802 (0.5489) loss_giou_aux_2: 0.5803 (0.5449) loss_giou_aux_3: 0.5765 (0.5441) loss_giou_aux_4: 0.5757 (0.5440) loss_giou_dn_0: 0.5648 (0.5456) loss_giou_dn_1: 0.4511 (0.4335) loss_giou_dn_2: 0.4329 (0.4166) loss_giou_dn_3: 0.4273 (0.4119) loss_giou_dn_4: 0.4275 (0.4108) loss_giou_dn_5: 0.4275 (0.4108) loss_giou_dn_pre: 0.5640 (0.5449) loss_giou_enc_0: 0.6678 (0.6383) loss_giou_pre: 0.5957 (0.5663) loss_ddf_aux_0: 0.0457 (0.0497) loss_ddf_aux_1: 0.0069 (0.0067) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2406 (0.2480) loss_ddf_dn_1: 0.0319 (0.0334) loss_ddf_dn_2: 0.0074 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6443 (0.6338) loss_vfl_aux_0: 0.7177 (0.7038) loss_vfl_aux_1: 0.7015 (0.6780) loss_vfl_aux_2: 0.6766 (0.6606) loss_vfl_aux_3: 0.6552 (0.6466) loss_vfl_aux_4: 0.6487 (0.6360) loss_vfl_dn_0: 0.4802 (0.4816) loss_vfl_dn_1: 0.4173 (0.4114) loss_vfl_dn_2: 0.4069 (0.3957) loss_vfl_dn_3: 0.3961 (0.3870) loss_vfl_dn_4: 0.3905 (0.3841) loss_vfl_dn_5: 0.3887 (0.3836) loss_vfl_dn_pre: 0.4797 (0.4822) loss_vfl_enc_0: 0.7113 (0.7137) loss_vfl_pre: 0.7178 (0.7059) time: 0.7580 data: 0.0331 max mem: 9121 Epoch: [58] [ 400/3696] eta: 0:43:49 lr: 0.000013 loss: 30.3962 (30.6343) loss_bbox: 0.1503 (0.1616) loss_bbox_aux_0: 0.1599 (0.1731) loss_bbox_aux_1: 0.1544 (0.1641) loss_bbox_aux_2: 0.1527 (0.1621) loss_bbox_aux_3: 0.1509 (0.1616) loss_bbox_aux_4: 0.1505 (0.1616) loss_bbox_dn_0: 0.2048 (0.2226) loss_bbox_dn_1: 0.1509 (0.1625) loss_bbox_dn_2: 0.1434 (0.1527) loss_bbox_dn_3: 0.1391 (0.1497) loss_bbox_dn_4: 0.1363 (0.1490) loss_bbox_dn_5: 0.1363 (0.1490) loss_bbox_dn_pre: 0.2099 (0.2284) loss_bbox_enc_0: 0.1918 (0.2053) loss_bbox_pre: 0.1598 (0.1733) loss_dfl: 0.9625 (0.9568) loss_fgl_aux_0: 0.9995 (0.9876) loss_fgl_aux_1: 0.9655 (0.9593) loss_fgl_aux_2: 0.9634 (0.9570) loss_fgl_aux_3: 0.9626 (0.9568) loss_fgl_aux_4: 0.9625 (0.9568) loss_fgl_dn_0: 1.0850 (1.0813) loss_fgl_dn_1: 0.9820 (0.9786) loss_fgl_dn_2: 0.9749 (0.9698) loss_fgl_dn_3: 0.9751 (0.9704) loss_fgl_dn_4: 0.9754 (0.9709) loss_fgl_dn_5: 0.9753 (0.9709) loss_giou: 0.5258 (0.5458) loss_giou_aux_0: 0.5493 (0.5697) loss_giou_aux_1: 0.5282 (0.5510) loss_giou_aux_2: 0.5267 (0.5467) loss_giou_aux_3: 0.5273 (0.5459) loss_giou_aux_4: 0.5260 (0.5458) loss_giou_dn_0: 0.5321 (0.5468) loss_giou_dn_1: 0.4183 (0.4346) loss_giou_dn_2: 0.3995 (0.4177) loss_giou_dn_3: 0.3950 (0.4131) loss_giou_dn_4: 0.3942 (0.4121) loss_giou_dn_5: 0.3942 (0.4121) loss_giou_dn_pre: 0.5317 (0.5461) loss_giou_enc_0: 0.6216 (0.6407) loss_giou_pre: 0.5476 (0.5684) loss_ddf_aux_0: 0.0488 (0.0493) loss_ddf_aux_1: 0.0069 (0.0068) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2428 (0.2472) loss_ddf_dn_1: 0.0314 (0.0332) loss_ddf_dn_2: 0.0070 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6380 (0.6335) loss_vfl_aux_0: 0.7012 (0.7021) loss_vfl_aux_1: 0.6547 (0.6775) loss_vfl_aux_2: 0.6407 (0.6608) loss_vfl_aux_3: 0.6332 (0.6459) loss_vfl_aux_4: 0.6269 (0.6353) loss_vfl_dn_0: 0.4760 (0.4816) loss_vfl_dn_1: 0.4098 (0.4115) loss_vfl_dn_2: 0.3889 (0.3957) loss_vfl_dn_3: 0.3812 (0.3873) loss_vfl_dn_4: 0.3792 (0.3845) loss_vfl_dn_5: 0.3805 (0.3840) loss_vfl_dn_pre: 0.4767 (0.4822) loss_vfl_enc_0: 0.7204 (0.7121) loss_vfl_pre: 0.7017 (0.7042) time: 0.7744 data: 0.0256 max mem: 9121 Epoch: [58] [ 500/3696] eta: 0:42:04 lr: 0.000013 loss: 30.6594 (30.6271) loss_bbox: 0.1617 (0.1618) loss_bbox_aux_0: 0.1729 (0.1734) loss_bbox_aux_1: 0.1643 (0.1643) loss_bbox_aux_2: 0.1612 (0.1624) loss_bbox_aux_3: 0.1616 (0.1619) loss_bbox_aux_4: 0.1616 (0.1618) loss_bbox_dn_0: 0.2229 (0.2227) loss_bbox_dn_1: 0.1620 (0.1626) loss_bbox_dn_2: 0.1518 (0.1528) loss_bbox_dn_3: 0.1473 (0.1497) loss_bbox_dn_4: 0.1472 (0.1490) loss_bbox_dn_5: 0.1475 (0.1490) loss_bbox_dn_pre: 0.2259 (0.2286) loss_bbox_enc_0: 0.2051 (0.2057) loss_bbox_pre: 0.1742 (0.1736) loss_dfl: 0.9629 (0.9572) loss_fgl_aux_0: 0.9957 (0.9879) loss_fgl_aux_1: 0.9673 (0.9597) loss_fgl_aux_2: 0.9650 (0.9575) loss_fgl_aux_3: 0.9634 (0.9573) loss_fgl_aux_4: 0.9630 (0.9572) loss_fgl_dn_0: 1.0848 (1.0820) loss_fgl_dn_1: 0.9904 (0.9789) loss_fgl_dn_2: 0.9791 (0.9700) loss_fgl_dn_3: 0.9781 (0.9707) loss_fgl_dn_4: 0.9793 (0.9712) loss_fgl_dn_5: 0.9794 (0.9712) loss_giou: 0.5314 (0.5445) loss_giou_aux_0: 0.5623 (0.5685) loss_giou_aux_1: 0.5403 (0.5497) loss_giou_aux_2: 0.5342 (0.5454) loss_giou_aux_3: 0.5325 (0.5446) loss_giou_aux_4: 0.5315 (0.5445) loss_giou_dn_0: 0.5357 (0.5451) loss_giou_dn_1: 0.4164 (0.4328) loss_giou_dn_2: 0.3978 (0.4160) loss_giou_dn_3: 0.3924 (0.4114) loss_giou_dn_4: 0.3919 (0.4103) loss_giou_dn_5: 0.3919 (0.4103) loss_giou_dn_pre: 0.5376 (0.5445) loss_giou_enc_0: 0.6345 (0.6396) loss_giou_pre: 0.5602 (0.5671) loss_ddf_aux_0: 0.0467 (0.0493) loss_ddf_aux_1: 0.0065 (0.0068) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2412 (0.2464) loss_ddf_dn_1: 0.0311 (0.0330) loss_ddf_dn_2: 0.0072 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6535 (0.6346) loss_vfl_aux_0: 0.7217 (0.7028) loss_vfl_aux_1: 0.6941 (0.6789) loss_vfl_aux_2: 0.6780 (0.6624) loss_vfl_aux_3: 0.6613 (0.6467) loss_vfl_aux_4: 0.6534 (0.6366) loss_vfl_dn_0: 0.4853 (0.4820) loss_vfl_dn_1: 0.4103 (0.4117) loss_vfl_dn_2: 0.3948 (0.3956) loss_vfl_dn_3: 0.3894 (0.3872) loss_vfl_dn_4: 0.3860 (0.3844) loss_vfl_dn_5: 0.3848 (0.3838) loss_vfl_dn_pre: 0.4869 (0.4825) loss_vfl_enc_0: 0.7180 (0.7126) loss_vfl_pre: 0.7198 (0.7050) time: 0.7520 data: 0.0285 max mem: 9121 Epoch: [58] [ 600/3696] eta: 0:40:15 lr: 0.000013 loss: 30.5696 (30.6673) loss_bbox: 0.1582 (0.1629) loss_bbox_aux_0: 0.1704 (0.1746) loss_bbox_aux_1: 0.1633 (0.1654) loss_bbox_aux_2: 0.1594 (0.1635) loss_bbox_aux_3: 0.1582 (0.1629) loss_bbox_aux_4: 0.1581 (0.1629) loss_bbox_dn_0: 0.2316 (0.2237) loss_bbox_dn_1: 0.1690 (0.1635) loss_bbox_dn_2: 0.1560 (0.1536) loss_bbox_dn_3: 0.1528 (0.1506) loss_bbox_dn_4: 0.1518 (0.1499) loss_bbox_dn_5: 0.1518 (0.1499) loss_bbox_dn_pre: 0.2392 (0.2296) loss_bbox_enc_0: 0.2075 (0.2068) loss_bbox_pre: 0.1690 (0.1748) loss_dfl: 0.9430 (0.9574) loss_fgl_aux_0: 0.9724 (0.9881) loss_fgl_aux_1: 0.9487 (0.9598) loss_fgl_aux_2: 0.9445 (0.9576) loss_fgl_aux_3: 0.9429 (0.9575) loss_fgl_aux_4: 0.9430 (0.9574) loss_fgl_dn_0: 1.0712 (1.0821) loss_fgl_dn_1: 0.9631 (0.9790) loss_fgl_dn_2: 0.9560 (0.9701) loss_fgl_dn_3: 0.9567 (0.9708) loss_fgl_dn_4: 0.9571 (0.9713) loss_fgl_dn_5: 0.9571 (0.9713) loss_giou: 0.5412 (0.5449) loss_giou_aux_0: 0.5729 (0.5693) loss_giou_aux_1: 0.5470 (0.5503) loss_giou_aux_2: 0.5422 (0.5459) loss_giou_aux_3: 0.5413 (0.5451) loss_giou_aux_4: 0.5409 (0.5449) loss_giou_dn_0: 0.5377 (0.5458) loss_giou_dn_1: 0.4283 (0.4335) loss_giou_dn_2: 0.4080 (0.4166) loss_giou_dn_3: 0.4039 (0.4120) loss_giou_dn_4: 0.4043 (0.4109) loss_giou_dn_5: 0.4043 (0.4109) loss_giou_dn_pre: 0.5374 (0.5452) loss_giou_enc_0: 0.6381 (0.6401) loss_giou_pre: 0.5689 (0.5680) loss_ddf_aux_0: 0.0529 (0.0497) loss_ddf_aux_1: 0.0072 (0.0069) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2567 (0.2476) loss_ddf_dn_1: 0.0320 (0.0331) loss_ddf_dn_2: 0.0061 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6219 (0.6367) loss_vfl_aux_0: 0.6967 (0.7032) loss_vfl_aux_1: 0.6618 (0.6800) loss_vfl_aux_2: 0.6594 (0.6646) loss_vfl_aux_3: 0.6442 (0.6486) loss_vfl_aux_4: 0.6279 (0.6384) loss_vfl_dn_0: 0.4788 (0.4821) loss_vfl_dn_1: 0.4073 (0.4121) loss_vfl_dn_2: 0.3885 (0.3958) loss_vfl_dn_3: 0.3824 (0.3875) loss_vfl_dn_4: 0.3806 (0.3846) loss_vfl_dn_5: 0.3800 (0.3841) loss_vfl_dn_pre: 0.4792 (0.4826) loss_vfl_enc_0: 0.7101 (0.7134) loss_vfl_pre: 0.7035 (0.7055) time: 0.7320 data: 0.0262 max mem: 9121 Epoch: [58] [ 700/3696] eta: 0:38:52 lr: 0.000013 loss: 30.7582 (30.6832) loss_bbox: 0.1689 (0.1639) loss_bbox_aux_0: 0.1813 (0.1757) loss_bbox_aux_1: 0.1719 (0.1665) loss_bbox_aux_2: 0.1685 (0.1644) loss_bbox_aux_3: 0.1686 (0.1639) loss_bbox_aux_4: 0.1689 (0.1639) loss_bbox_dn_0: 0.2341 (0.2251) loss_bbox_dn_1: 0.1737 (0.1647) loss_bbox_dn_2: 0.1569 (0.1547) loss_bbox_dn_3: 0.1576 (0.1517) loss_bbox_dn_4: 0.1567 (0.1510) loss_bbox_dn_5: 0.1567 (0.1510) loss_bbox_dn_pre: 0.2398 (0.2310) loss_bbox_enc_0: 0.2110 (0.2080) loss_bbox_pre: 0.1819 (0.1760) loss_dfl: 0.9678 (0.9574) loss_fgl_aux_0: 0.9959 (0.9885) loss_fgl_aux_1: 0.9731 (0.9598) loss_fgl_aux_2: 0.9700 (0.9577) loss_fgl_aux_3: 0.9679 (0.9575) loss_fgl_aux_4: 0.9677 (0.9574) loss_fgl_dn_0: 1.0793 (1.0822) loss_fgl_dn_1: 0.9774 (0.9789) loss_fgl_dn_2: 0.9683 (0.9700) loss_fgl_dn_3: 0.9683 (0.9707) loss_fgl_dn_4: 0.9691 (0.9712) loss_fgl_dn_5: 0.9691 (0.9712) loss_giou: 0.5013 (0.5441) loss_giou_aux_0: 0.5427 (0.5686) loss_giou_aux_1: 0.5109 (0.5495) loss_giou_aux_2: 0.5037 (0.5450) loss_giou_aux_3: 0.5018 (0.5442) loss_giou_aux_4: 0.5011 (0.5441) loss_giou_dn_0: 0.5308 (0.5457) loss_giou_dn_1: 0.4210 (0.4332) loss_giou_dn_2: 0.3993 (0.4162) loss_giou_dn_3: 0.3942 (0.4116) loss_giou_dn_4: 0.3925 (0.4105) loss_giou_dn_5: 0.3926 (0.4105) loss_giou_dn_pre: 0.5302 (0.5450) loss_giou_enc_0: 0.6016 (0.6393) loss_giou_pre: 0.5407 (0.5673) loss_ddf_aux_0: 0.0496 (0.0501) loss_ddf_aux_1: 0.0072 (0.0070) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2444 (0.2478) loss_ddf_dn_1: 0.0334 (0.0331) loss_ddf_dn_2: 0.0068 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6573 (0.6375) loss_vfl_aux_0: 0.7234 (0.7044) loss_vfl_aux_1: 0.7004 (0.6808) loss_vfl_aux_2: 0.6831 (0.6654) loss_vfl_aux_3: 0.6715 (0.6492) loss_vfl_aux_4: 0.6638 (0.6392) loss_vfl_dn_0: 0.4908 (0.4823) loss_vfl_dn_1: 0.4028 (0.4121) loss_vfl_dn_2: 0.3857 (0.3957) loss_vfl_dn_3: 0.3797 (0.3873) loss_vfl_dn_4: 0.3767 (0.3845) loss_vfl_dn_5: 0.3766 (0.3840) loss_vfl_dn_pre: 0.4908 (0.4828) loss_vfl_enc_0: 0.7266 (0.7142) loss_vfl_pre: 0.7257 (0.7068) time: 0.7592 data: 0.0373 max mem: 9121 Epoch: [58] [ 800/3696] eta: 0:37:25 lr: 0.000013 loss: 30.6247 (30.7166) loss_bbox: 0.1667 (0.1645) loss_bbox_aux_0: 0.1817 (0.1765) loss_bbox_aux_1: 0.1722 (0.1671) loss_bbox_aux_2: 0.1663 (0.1651) loss_bbox_aux_3: 0.1673 (0.1646) loss_bbox_aux_4: 0.1667 (0.1645) loss_bbox_dn_0: 0.2242 (0.2260) loss_bbox_dn_1: 0.1673 (0.1656) loss_bbox_dn_2: 0.1595 (0.1554) loss_bbox_dn_3: 0.1568 (0.1523) loss_bbox_dn_4: 0.1557 (0.1517) loss_bbox_dn_5: 0.1558 (0.1517) loss_bbox_dn_pre: 0.2271 (0.2319) loss_bbox_enc_0: 0.2103 (0.2087) loss_bbox_pre: 0.1838 (0.1768) loss_dfl: 0.9664 (0.9576) loss_fgl_aux_0: 0.9994 (0.9886) loss_fgl_aux_1: 0.9725 (0.9600) loss_fgl_aux_2: 0.9667 (0.9578) loss_fgl_aux_3: 0.9662 (0.9577) loss_fgl_aux_4: 0.9664 (0.9576) loss_fgl_dn_0: 1.0829 (1.0821) loss_fgl_dn_1: 0.9860 (0.9792) loss_fgl_dn_2: 0.9779 (0.9704) loss_fgl_dn_3: 0.9785 (0.9710) loss_fgl_dn_4: 0.9782 (0.9715) loss_fgl_dn_5: 0.9782 (0.9715) loss_giou: 0.5379 (0.5448) loss_giou_aux_0: 0.5601 (0.5693) loss_giou_aux_1: 0.5413 (0.5502) loss_giou_aux_2: 0.5381 (0.5457) loss_giou_aux_3: 0.5372 (0.5449) loss_giou_aux_4: 0.5380 (0.5448) loss_giou_dn_0: 0.5547 (0.5464) loss_giou_dn_1: 0.4419 (0.4342) loss_giou_dn_2: 0.4229 (0.4172) loss_giou_dn_3: 0.4167 (0.4125) loss_giou_dn_4: 0.4167 (0.4114) loss_giou_dn_5: 0.4167 (0.4114) loss_giou_dn_pre: 0.5537 (0.5457) loss_giou_enc_0: 0.6257 (0.6398) loss_giou_pre: 0.5596 (0.5679) loss_ddf_aux_0: 0.0515 (0.0500) loss_ddf_aux_1: 0.0071 (0.0070) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2337 (0.2475) loss_ddf_dn_1: 0.0328 (0.0332) loss_ddf_dn_2: 0.0075 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6459 (0.6385) loss_vfl_aux_0: 0.6942 (0.7054) loss_vfl_aux_1: 0.6787 (0.6817) loss_vfl_aux_2: 0.6591 (0.6662) loss_vfl_aux_3: 0.6644 (0.6503) loss_vfl_aux_4: 0.6521 (0.6402) loss_vfl_dn_0: 0.4821 (0.4822) loss_vfl_dn_1: 0.4136 (0.4123) loss_vfl_dn_2: 0.3925 (0.3960) loss_vfl_dn_3: 0.3883 (0.3877) loss_vfl_dn_4: 0.3848 (0.3849) loss_vfl_dn_5: 0.3839 (0.3843) loss_vfl_dn_pre: 0.4830 (0.4828) loss_vfl_enc_0: 0.7083 (0.7147) loss_vfl_pre: 0.7018 (0.7079) time: 0.7553 data: 0.0308 max mem: 9142 Epoch: [58] [ 900/3696] eta: 0:36:03 lr: 0.000013 loss: 31.0073 (30.7333) loss_bbox: 0.1687 (0.1648) loss_bbox_aux_0: 0.1844 (0.1767) loss_bbox_aux_1: 0.1717 (0.1673) loss_bbox_aux_2: 0.1686 (0.1653) loss_bbox_aux_3: 0.1683 (0.1648) loss_bbox_aux_4: 0.1687 (0.1648) loss_bbox_dn_0: 0.2192 (0.2264) loss_bbox_dn_1: 0.1687 (0.1658) loss_bbox_dn_2: 0.1591 (0.1557) loss_bbox_dn_3: 0.1553 (0.1526) loss_bbox_dn_4: 0.1541 (0.1519) loss_bbox_dn_5: 0.1541 (0.1519) loss_bbox_dn_pre: 0.2217 (0.2323) loss_bbox_enc_0: 0.2132 (0.2090) loss_bbox_pre: 0.1856 (0.1770) loss_dfl: 0.9530 (0.9570) loss_fgl_aux_0: 0.9882 (0.9881) loss_fgl_aux_1: 0.9535 (0.9593) loss_fgl_aux_2: 0.9543 (0.9572) loss_fgl_aux_3: 0.9526 (0.9571) loss_fgl_aux_4: 0.9530 (0.9570) loss_fgl_dn_0: 1.0814 (1.0819) loss_fgl_dn_1: 0.9816 (0.9791) loss_fgl_dn_2: 0.9735 (0.9702) loss_fgl_dn_3: 0.9742 (0.9709) loss_fgl_dn_4: 0.9745 (0.9714) loss_fgl_dn_5: 0.9745 (0.9714) loss_giou: 0.5803 (0.5465) loss_giou_aux_0: 0.6061 (0.5710) loss_giou_aux_1: 0.5852 (0.5519) loss_giou_aux_2: 0.5808 (0.5474) loss_giou_aux_3: 0.5798 (0.5466) loss_giou_aux_4: 0.5804 (0.5465) loss_giou_dn_0: 0.5859 (0.5470) loss_giou_dn_1: 0.4605 (0.4348) loss_giou_dn_2: 0.4464 (0.4178) loss_giou_dn_3: 0.4414 (0.4131) loss_giou_dn_4: 0.4405 (0.4120) loss_giou_dn_5: 0.4405 (0.4120) loss_giou_dn_pre: 0.5854 (0.5463) loss_giou_enc_0: 0.6832 (0.6416) loss_giou_pre: 0.6038 (0.5696) loss_ddf_aux_0: 0.0519 (0.0503) loss_ddf_aux_1: 0.0073 (0.0070) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2576 (0.2482) loss_ddf_dn_1: 0.0323 (0.0332) loss_ddf_dn_2: 0.0064 (0.0073) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6267 (0.6383) loss_vfl_aux_0: 0.6948 (0.7052) loss_vfl_aux_1: 0.6656 (0.6816) loss_vfl_aux_2: 0.6526 (0.6656) loss_vfl_aux_3: 0.6266 (0.6500) loss_vfl_aux_4: 0.6285 (0.6400) loss_vfl_dn_0: 0.4810 (0.4822) loss_vfl_dn_1: 0.4150 (0.4123) loss_vfl_dn_2: 0.3932 (0.3959) loss_vfl_dn_3: 0.3869 (0.3877) loss_vfl_dn_4: 0.3870 (0.3849) loss_vfl_dn_5: 0.3852 (0.3843) loss_vfl_dn_pre: 0.4810 (0.4827) loss_vfl_enc_0: 0.7015 (0.7145) loss_vfl_pre: 0.6937 (0.7078) time: 0.7300 data: 0.0252 max mem: 9142 Epoch: [58] [1000/3696] eta: 0:34:37 lr: 0.000013 loss: 30.7490 (30.7256) loss_bbox: 0.1612 (0.1642) loss_bbox_aux_0: 0.1707 (0.1762) loss_bbox_aux_1: 0.1660 (0.1668) loss_bbox_aux_2: 0.1632 (0.1648) loss_bbox_aux_3: 0.1613 (0.1643) loss_bbox_aux_4: 0.1611 (0.1642) loss_bbox_dn_0: 0.2179 (0.2258) loss_bbox_dn_1: 0.1602 (0.1653) loss_bbox_dn_2: 0.1543 (0.1552) loss_bbox_dn_3: 0.1494 (0.1521) loss_bbox_dn_4: 0.1485 (0.1514) loss_bbox_dn_5: 0.1485 (0.1514) loss_bbox_dn_pre: 0.2197 (0.2317) loss_bbox_enc_0: 0.1932 (0.2086) loss_bbox_pre: 0.1705 (0.1765) loss_dfl: 0.9755 (0.9564) loss_fgl_aux_0: 1.0100 (0.9875) loss_fgl_aux_1: 0.9783 (0.9587) loss_fgl_aux_2: 0.9750 (0.9565) loss_fgl_aux_3: 0.9755 (0.9564) loss_fgl_aux_4: 0.9756 (0.9564) loss_fgl_dn_0: 1.0828 (1.0818) loss_fgl_dn_1: 0.9785 (0.9790) loss_fgl_dn_2: 0.9712 (0.9702) loss_fgl_dn_3: 0.9727 (0.9709) loss_fgl_dn_4: 0.9729 (0.9714) loss_fgl_dn_5: 0.9729 (0.9714) loss_giou: 0.5268 (0.5477) loss_giou_aux_0: 0.5532 (0.5723) loss_giou_aux_1: 0.5305 (0.5531) loss_giou_aux_2: 0.5273 (0.5486) loss_giou_aux_3: 0.5267 (0.5478) loss_giou_aux_4: 0.5269 (0.5477) loss_giou_dn_0: 0.5481 (0.5474) loss_giou_dn_1: 0.4337 (0.4353) loss_giou_dn_2: 0.4172 (0.4183) loss_giou_dn_3: 0.4114 (0.4136) loss_giou_dn_4: 0.4107 (0.4126) loss_giou_dn_5: 0.4107 (0.4126) loss_giou_dn_pre: 0.5495 (0.5468) loss_giou_enc_0: 0.6337 (0.6432) loss_giou_pre: 0.5523 (0.5709) loss_ddf_aux_0: 0.0499 (0.0504) loss_ddf_aux_1: 0.0071 (0.0070) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2504 (0.2477) loss_ddf_dn_1: 0.0342 (0.0331) loss_ddf_dn_2: 0.0075 (0.0073) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6398 (0.6376) loss_vfl_aux_0: 0.7029 (0.7044) loss_vfl_aux_1: 0.6766 (0.6809) loss_vfl_aux_2: 0.6520 (0.6645) loss_vfl_aux_3: 0.6431 (0.6491) loss_vfl_aux_4: 0.6328 (0.6392) loss_vfl_dn_0: 0.4873 (0.4821) loss_vfl_dn_1: 0.4144 (0.4121) loss_vfl_dn_2: 0.4010 (0.3957) loss_vfl_dn_3: 0.3950 (0.3875) loss_vfl_dn_4: 0.3904 (0.3847) loss_vfl_dn_5: 0.3899 (0.3841) loss_vfl_dn_pre: 0.4865 (0.4826) loss_vfl_enc_0: 0.7148 (0.7133) loss_vfl_pre: 0.7021 (0.7068) time: 0.6974 data: 0.0221 max mem: 9142 Epoch: [58] [1100/3696] eta: 0:33:23 lr: 0.000013 loss: 30.7475 (30.7356) loss_bbox: 0.1699 (0.1655) loss_bbox_aux_0: 0.1937 (0.1776) loss_bbox_aux_1: 0.1766 (0.1681) loss_bbox_aux_2: 0.1708 (0.1661) loss_bbox_aux_3: 0.1700 (0.1656) loss_bbox_aux_4: 0.1700 (0.1655) loss_bbox_dn_0: 0.2216 (0.2267) loss_bbox_dn_1: 0.1668 (0.1660) loss_bbox_dn_2: 0.1553 (0.1558) loss_bbox_dn_3: 0.1483 (0.1527) loss_bbox_dn_4: 0.1472 (0.1520) loss_bbox_dn_5: 0.1472 (0.1520) loss_bbox_dn_pre: 0.2265 (0.2326) loss_bbox_enc_0: 0.2327 (0.2101) loss_bbox_pre: 0.1960 (0.1779) loss_dfl: 0.9463 (0.9559) loss_fgl_aux_0: 0.9754 (0.9871) loss_fgl_aux_1: 0.9479 (0.9582) loss_fgl_aux_2: 0.9469 (0.9561) loss_fgl_aux_3: 0.9470 (0.9560) loss_fgl_aux_4: 0.9466 (0.9559) loss_fgl_dn_0: 1.0805 (1.0816) loss_fgl_dn_1: 0.9714 (0.9787) loss_fgl_dn_2: 0.9646 (0.9699) loss_fgl_dn_3: 0.9648 (0.9705) loss_fgl_dn_4: 0.9650 (0.9710) loss_fgl_dn_5: 0.9650 (0.9710) loss_giou: 0.5603 (0.5477) loss_giou_aux_0: 0.5881 (0.5724) loss_giou_aux_1: 0.5622 (0.5532) loss_giou_aux_2: 0.5588 (0.5486) loss_giou_aux_3: 0.5600 (0.5478) loss_giou_aux_4: 0.5603 (0.5477) loss_giou_dn_0: 0.5507 (0.5470) loss_giou_dn_1: 0.4410 (0.4350) loss_giou_dn_2: 0.4245 (0.4181) loss_giou_dn_3: 0.4181 (0.4134) loss_giou_dn_4: 0.4168 (0.4123) loss_giou_dn_5: 0.4168 (0.4123) loss_giou_dn_pre: 0.5482 (0.5464) loss_giou_enc_0: 0.6582 (0.6435) loss_giou_pre: 0.5861 (0.5710) loss_ddf_aux_0: 0.0509 (0.0506) loss_ddf_aux_1: 0.0068 (0.0070) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2349 (0.2476) loss_ddf_dn_1: 0.0333 (0.0331) loss_ddf_dn_2: 0.0074 (0.0073) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6133 (0.6377) loss_vfl_aux_0: 0.6728 (0.7042) loss_vfl_aux_1: 0.6497 (0.6812) loss_vfl_aux_2: 0.6375 (0.6646) loss_vfl_aux_3: 0.6274 (0.6494) loss_vfl_aux_4: 0.6185 (0.6394) loss_vfl_dn_0: 0.4748 (0.4822) loss_vfl_dn_1: 0.4087 (0.4122) loss_vfl_dn_2: 0.3892 (0.3958) loss_vfl_dn_3: 0.3872 (0.3876) loss_vfl_dn_4: 0.3840 (0.3847) loss_vfl_dn_5: 0.3828 (0.3842) loss_vfl_dn_pre: 0.4756 (0.4827) loss_vfl_enc_0: 0.6776 (0.7129) loss_vfl_pre: 0.6775 (0.7066) time: 0.7417 data: 0.0260 max mem: 9142 Epoch: [58] [1200/3696] eta: 0:32:02 lr: 0.000013 loss: 30.9937 (30.7337) loss_bbox: 0.1706 (0.1656) loss_bbox_aux_0: 0.1826 (0.1777) loss_bbox_aux_1: 0.1745 (0.1681) loss_bbox_aux_2: 0.1700 (0.1661) loss_bbox_aux_3: 0.1705 (0.1656) loss_bbox_aux_4: 0.1706 (0.1656) loss_bbox_dn_0: 0.2451 (0.2265) loss_bbox_dn_1: 0.1706 (0.1658) loss_bbox_dn_2: 0.1594 (0.1557) loss_bbox_dn_3: 0.1569 (0.1526) loss_bbox_dn_4: 0.1566 (0.1519) loss_bbox_dn_5: 0.1565 (0.1519) loss_bbox_dn_pre: 0.2491 (0.2324) loss_bbox_enc_0: 0.2233 (0.2102) loss_bbox_pre: 0.1804 (0.1780) loss_dfl: 0.9510 (0.9559) loss_fgl_aux_0: 0.9943 (0.9873) loss_fgl_aux_1: 0.9577 (0.9583) loss_fgl_aux_2: 0.9524 (0.9561) loss_fgl_aux_3: 0.9509 (0.9559) loss_fgl_aux_4: 0.9510 (0.9559) loss_fgl_dn_0: 1.0872 (1.0816) loss_fgl_dn_1: 0.9848 (0.9788) loss_fgl_dn_2: 0.9780 (0.9699) loss_fgl_dn_3: 0.9776 (0.9706) loss_fgl_dn_4: 0.9788 (0.9711) loss_fgl_dn_5: 0.9788 (0.9711) loss_giou: 0.5191 (0.5477) loss_giou_aux_0: 0.5350 (0.5723) loss_giou_aux_1: 0.5149 (0.5531) loss_giou_aux_2: 0.5188 (0.5486) loss_giou_aux_3: 0.5189 (0.5478) loss_giou_aux_4: 0.5190 (0.5477) loss_giou_dn_0: 0.5547 (0.5469) loss_giou_dn_1: 0.4391 (0.4349) loss_giou_dn_2: 0.4225 (0.4180) loss_giou_dn_3: 0.4179 (0.4133) loss_giou_dn_4: 0.4160 (0.4122) loss_giou_dn_5: 0.4160 (0.4122) loss_giou_dn_pre: 0.5542 (0.5463) loss_giou_enc_0: 0.6142 (0.6434) loss_giou_pre: 0.5332 (0.5709) loss_ddf_aux_0: 0.0522 (0.0506) loss_ddf_aux_1: 0.0068 (0.0070) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2507 (0.2475) loss_ddf_dn_1: 0.0324 (0.0331) loss_ddf_dn_2: 0.0074 (0.0073) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6210 (0.6374) loss_vfl_aux_0: 0.6943 (0.7043) loss_vfl_aux_1: 0.6687 (0.6813) loss_vfl_aux_2: 0.6436 (0.6642) loss_vfl_aux_3: 0.6292 (0.6490) loss_vfl_aux_4: 0.6244 (0.6391) loss_vfl_dn_0: 0.4842 (0.4822) loss_vfl_dn_1: 0.4170 (0.4122) loss_vfl_dn_2: 0.3996 (0.3958) loss_vfl_dn_3: 0.3898 (0.3875) loss_vfl_dn_4: 0.3885 (0.3847) loss_vfl_dn_5: 0.3880 (0.3842) loss_vfl_dn_pre: 0.4840 (0.4827) loss_vfl_enc_0: 0.6979 (0.7125) loss_vfl_pre: 0.6958 (0.7066) time: 0.7648 data: 0.0320 max mem: 9142 Epoch: [58] [1300/3696] eta: 0:30:43 lr: 0.000013 loss: 30.5541 (30.7291) loss_bbox: 0.1651 (0.1656) loss_bbox_aux_0: 0.1708 (0.1778) loss_bbox_aux_1: 0.1660 (0.1682) loss_bbox_aux_2: 0.1646 (0.1662) loss_bbox_aux_3: 0.1652 (0.1657) loss_bbox_aux_4: 0.1652 (0.1657) loss_bbox_dn_0: 0.2275 (0.2268) loss_bbox_dn_1: 0.1692 (0.1660) loss_bbox_dn_2: 0.1598 (0.1558) loss_bbox_dn_3: 0.1558 (0.1527) loss_bbox_dn_4: 0.1556 (0.1520) loss_bbox_dn_5: 0.1556 (0.1520) loss_bbox_dn_pre: 0.2345 (0.2327) loss_bbox_enc_0: 0.2151 (0.2103) loss_bbox_pre: 0.1703 (0.1781) loss_dfl: 0.9681 (0.9561) loss_fgl_aux_0: 0.9945 (0.9877) loss_fgl_aux_1: 0.9660 (0.9585) loss_fgl_aux_2: 0.9681 (0.9563) loss_fgl_aux_3: 0.9683 (0.9561) loss_fgl_aux_4: 0.9681 (0.9561) loss_fgl_dn_0: 1.0818 (1.0819) loss_fgl_dn_1: 0.9895 (0.9788) loss_fgl_dn_2: 0.9807 (0.9699) loss_fgl_dn_3: 0.9814 (0.9706) loss_fgl_dn_4: 0.9825 (0.9711) loss_fgl_dn_5: 0.9825 (0.9711) loss_giou: 0.5386 (0.5468) loss_giou_aux_0: 0.5739 (0.5715) loss_giou_aux_1: 0.5466 (0.5522) loss_giou_aux_2: 0.5382 (0.5477) loss_giou_aux_3: 0.5384 (0.5469) loss_giou_aux_4: 0.5387 (0.5468) loss_giou_dn_0: 0.5516 (0.5465) loss_giou_dn_1: 0.4363 (0.4343) loss_giou_dn_2: 0.4179 (0.4174) loss_giou_dn_3: 0.4134 (0.4126) loss_giou_dn_4: 0.4129 (0.4116) loss_giou_dn_5: 0.4129 (0.4116) loss_giou_dn_pre: 0.5497 (0.5459) loss_giou_enc_0: 0.6299 (0.6425) loss_giou_pre: 0.5703 (0.5701) loss_ddf_aux_0: 0.0524 (0.0507) loss_ddf_aux_1: 0.0074 (0.0070) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2403 (0.2479) loss_ddf_dn_1: 0.0331 (0.0332) loss_ddf_dn_2: 0.0068 (0.0073) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6453 (0.6380) loss_vfl_aux_0: 0.7028 (0.7044) loss_vfl_aux_1: 0.6755 (0.6814) loss_vfl_aux_2: 0.6678 (0.6648) loss_vfl_aux_3: 0.6522 (0.6494) loss_vfl_aux_4: 0.6489 (0.6396) loss_vfl_dn_0: 0.4803 (0.4823) loss_vfl_dn_1: 0.4102 (0.4122) loss_vfl_dn_2: 0.3984 (0.3958) loss_vfl_dn_3: 0.3896 (0.3875) loss_vfl_dn_4: 0.3865 (0.3847) loss_vfl_dn_5: 0.3856 (0.3841) loss_vfl_dn_pre: 0.4813 (0.4828) loss_vfl_enc_0: 0.7085 (0.7125) loss_vfl_pre: 0.7057 (0.7068) time: 0.7458 data: 0.0305 max mem: 9142 Epoch: [58] [1400/3696] eta: 0:29:23 lr: 0.000013 loss: 31.1044 (30.7250) loss_bbox: 0.1633 (0.1654) loss_bbox_aux_0: 0.1761 (0.1776) loss_bbox_aux_1: 0.1647 (0.1680) loss_bbox_aux_2: 0.1626 (0.1660) loss_bbox_aux_3: 0.1630 (0.1655) loss_bbox_aux_4: 0.1633 (0.1654) loss_bbox_dn_0: 0.2262 (0.2268) loss_bbox_dn_1: 0.1686 (0.1659) loss_bbox_dn_2: 0.1555 (0.1557) loss_bbox_dn_3: 0.1512 (0.1525) loss_bbox_dn_4: 0.1512 (0.1519) loss_bbox_dn_5: 0.1510 (0.1519) loss_bbox_dn_pre: 0.2318 (0.2327) loss_bbox_enc_0: 0.2054 (0.2101) loss_bbox_pre: 0.1767 (0.1778) loss_dfl: 0.9576 (0.9560) loss_fgl_aux_0: 1.0018 (0.9877) loss_fgl_aux_1: 0.9555 (0.9584) loss_fgl_aux_2: 0.9573 (0.9562) loss_fgl_aux_3: 0.9570 (0.9560) loss_fgl_aux_4: 0.9576 (0.9560) loss_fgl_dn_0: 1.0890 (1.0821) loss_fgl_dn_1: 0.9799 (0.9787) loss_fgl_dn_2: 0.9703 (0.9698) loss_fgl_dn_3: 0.9723 (0.9705) loss_fgl_dn_4: 0.9722 (0.9710) loss_fgl_dn_5: 0.9722 (0.9710) loss_giou: 0.5511 (0.5470) loss_giou_aux_0: 0.5742 (0.5718) loss_giou_aux_1: 0.5521 (0.5525) loss_giou_aux_2: 0.5518 (0.5479) loss_giou_aux_3: 0.5512 (0.5471) loss_giou_aux_4: 0.5511 (0.5470) loss_giou_dn_0: 0.5662 (0.5465) loss_giou_dn_1: 0.4366 (0.4341) loss_giou_dn_2: 0.4191 (0.4172) loss_giou_dn_3: 0.4152 (0.4125) loss_giou_dn_4: 0.4144 (0.4114) loss_giou_dn_5: 0.4144 (0.4114) loss_giou_dn_pre: 0.5625 (0.5460) loss_giou_enc_0: 0.6626 (0.6430) loss_giou_pre: 0.5735 (0.5704) loss_ddf_aux_0: 0.0528 (0.0510) loss_ddf_aux_1: 0.0074 (0.0070) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2553 (0.2481) loss_ddf_dn_1: 0.0345 (0.0332) loss_ddf_dn_2: 0.0074 (0.0073) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6292 (0.6377) loss_vfl_aux_0: 0.7070 (0.7042) loss_vfl_aux_1: 0.6860 (0.6813) loss_vfl_aux_2: 0.6604 (0.6644) loss_vfl_aux_3: 0.6397 (0.6491) loss_vfl_aux_4: 0.6317 (0.6393) loss_vfl_dn_0: 0.4764 (0.4822) loss_vfl_dn_1: 0.4086 (0.4121) loss_vfl_dn_2: 0.3906 (0.3956) loss_vfl_dn_3: 0.3841 (0.3873) loss_vfl_dn_4: 0.3822 (0.3845) loss_vfl_dn_5: 0.3804 (0.3840) loss_vfl_dn_pre: 0.4773 (0.4827) loss_vfl_enc_0: 0.6953 (0.7126) loss_vfl_pre: 0.7098 (0.7066) time: 0.7455 data: 0.0296 max mem: 9142 Epoch: [58] [1500/3696] eta: 0:28:08 lr: 0.000013 loss: 30.5031 (30.7285) loss_bbox: 0.1601 (0.1656) loss_bbox_aux_0: 0.1730 (0.1778) loss_bbox_aux_1: 0.1603 (0.1682) loss_bbox_aux_2: 0.1592 (0.1662) loss_bbox_aux_3: 0.1596 (0.1657) loss_bbox_aux_4: 0.1598 (0.1656) loss_bbox_dn_0: 0.2357 (0.2269) loss_bbox_dn_1: 0.1668 (0.1659) loss_bbox_dn_2: 0.1560 (0.1557) loss_bbox_dn_3: 0.1519 (0.1526) loss_bbox_dn_4: 0.1506 (0.1519) loss_bbox_dn_5: 0.1505 (0.1519) loss_bbox_dn_pre: 0.2441 (0.2328) loss_bbox_enc_0: 0.2077 (0.2102) loss_bbox_pre: 0.1692 (0.1780) loss_dfl: 0.9572 (0.9560) loss_fgl_aux_0: 0.9946 (0.9878) loss_fgl_aux_1: 0.9604 (0.9584) loss_fgl_aux_2: 0.9576 (0.9562) loss_fgl_aux_3: 0.9573 (0.9560) loss_fgl_aux_4: 0.9571 (0.9560) loss_fgl_dn_0: 1.0881 (1.0822) loss_fgl_dn_1: 0.9735 (0.9786) loss_fgl_dn_2: 0.9635 (0.9696) loss_fgl_dn_3: 0.9657 (0.9703) loss_fgl_dn_4: 0.9659 (0.9708) loss_fgl_dn_5: 0.9659 (0.9708) loss_giou: 0.5156 (0.5474) loss_giou_aux_0: 0.5424 (0.5722) loss_giou_aux_1: 0.5239 (0.5529) loss_giou_aux_2: 0.5149 (0.5483) loss_giou_aux_3: 0.5147 (0.5475) loss_giou_aux_4: 0.5153 (0.5474) loss_giou_dn_0: 0.5363 (0.5468) loss_giou_dn_1: 0.4299 (0.4344) loss_giou_dn_2: 0.4132 (0.4174) loss_giou_dn_3: 0.4126 (0.4126) loss_giou_dn_4: 0.4122 (0.4116) loss_giou_dn_5: 0.4122 (0.4116) loss_giou_dn_pre: 0.5370 (0.5462) loss_giou_enc_0: 0.6211 (0.6434) loss_giou_pre: 0.5384 (0.5708) loss_ddf_aux_0: 0.0519 (0.0511) loss_ddf_aux_1: 0.0069 (0.0070) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2458 (0.2488) loss_ddf_dn_1: 0.0328 (0.0333) loss_ddf_dn_2: 0.0058 (0.0072) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6151 (0.6375) loss_vfl_aux_0: 0.6886 (0.7037) loss_vfl_aux_1: 0.6608 (0.6807) loss_vfl_aux_2: 0.6561 (0.6642) loss_vfl_aux_3: 0.6269 (0.6487) loss_vfl_aux_4: 0.6155 (0.6391) loss_vfl_dn_0: 0.4814 (0.4821) loss_vfl_dn_1: 0.4071 (0.4120) loss_vfl_dn_2: 0.3890 (0.3955) loss_vfl_dn_3: 0.3827 (0.3873) loss_vfl_dn_4: 0.3800 (0.3844) loss_vfl_dn_5: 0.3800 (0.3839) loss_vfl_dn_pre: 0.4823 (0.4826) loss_vfl_enc_0: 0.7025 (0.7122) loss_vfl_pre: 0.6929 (0.7061) time: 0.7371 data: 0.0261 max mem: 9142 Epoch: [58] [1600/3696] eta: 0:26:53 lr: 0.000013 loss: 30.0110 (30.7330) loss_bbox: 0.1494 (0.1657) loss_bbox_aux_0: 0.1634 (0.1778) loss_bbox_aux_1: 0.1534 (0.1683) loss_bbox_aux_2: 0.1509 (0.1663) loss_bbox_aux_3: 0.1496 (0.1658) loss_bbox_aux_4: 0.1494 (0.1657) loss_bbox_dn_0: 0.2086 (0.2268) loss_bbox_dn_1: 0.1490 (0.1659) loss_bbox_dn_2: 0.1410 (0.1557) loss_bbox_dn_3: 0.1397 (0.1525) loss_bbox_dn_4: 0.1380 (0.1519) loss_bbox_dn_5: 0.1381 (0.1519) loss_bbox_dn_pre: 0.2153 (0.2327) loss_bbox_enc_0: 0.1900 (0.2102) loss_bbox_pre: 0.1634 (0.1780) loss_dfl: 0.9701 (0.9560) loss_fgl_aux_0: 1.0138 (0.9879) loss_fgl_aux_1: 0.9754 (0.9584) loss_fgl_aux_2: 0.9714 (0.9562) loss_fgl_aux_3: 0.9702 (0.9561) loss_fgl_aux_4: 0.9700 (0.9560) loss_fgl_dn_0: 1.0850 (1.0821) loss_fgl_dn_1: 0.9880 (0.9785) loss_fgl_dn_2: 0.9790 (0.9696) loss_fgl_dn_3: 0.9801 (0.9703) loss_fgl_dn_4: 0.9806 (0.9707) loss_fgl_dn_5: 0.9806 (0.9707) loss_giou: 0.4917 (0.5475) loss_giou_aux_0: 0.5170 (0.5724) loss_giou_aux_1: 0.4976 (0.5530) loss_giou_aux_2: 0.4906 (0.5485) loss_giou_aux_3: 0.4902 (0.5476) loss_giou_aux_4: 0.4918 (0.5475) loss_giou_dn_0: 0.5148 (0.5467) loss_giou_dn_1: 0.4000 (0.4343) loss_giou_dn_2: 0.3804 (0.4173) loss_giou_dn_3: 0.3748 (0.4125) loss_giou_dn_4: 0.3725 (0.4115) loss_giou_dn_5: 0.3725 (0.4115) loss_giou_dn_pre: 0.5178 (0.5461) loss_giou_enc_0: 0.6111 (0.6435) loss_giou_pre: 0.5131 (0.5710) loss_ddf_aux_0: 0.0532 (0.0513) loss_ddf_aux_1: 0.0075 (0.0070) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2439 (0.2488) loss_ddf_dn_1: 0.0324 (0.0333) loss_ddf_dn_2: 0.0065 (0.0072) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6464 (0.6381) loss_vfl_aux_0: 0.7255 (0.7039) loss_vfl_aux_1: 0.6883 (0.6813) loss_vfl_aux_2: 0.6779 (0.6649) loss_vfl_aux_3: 0.6729 (0.6494) loss_vfl_aux_4: 0.6550 (0.6397) loss_vfl_dn_0: 0.4808 (0.4823) loss_vfl_dn_1: 0.4080 (0.4121) loss_vfl_dn_2: 0.3925 (0.3956) loss_vfl_dn_3: 0.3829 (0.3874) loss_vfl_dn_4: 0.3817 (0.3846) loss_vfl_dn_5: 0.3809 (0.3840) loss_vfl_dn_pre: 0.4808 (0.4827) loss_vfl_enc_0: 0.7099 (0.7120) loss_vfl_pre: 0.7264 (0.7063) time: 0.8897 data: 0.0235 max mem: 9142 Epoch: [58] [1700/3696] eta: 0:25:32 lr: 0.000013 loss: 30.9679 (30.7422) loss_bbox: 0.1709 (0.1659) loss_bbox_aux_0: 0.1817 (0.1781) loss_bbox_aux_1: 0.1745 (0.1685) loss_bbox_aux_2: 0.1715 (0.1664) loss_bbox_aux_3: 0.1711 (0.1659) loss_bbox_aux_4: 0.1709 (0.1659) loss_bbox_dn_0: 0.2239 (0.2272) loss_bbox_dn_1: 0.1689 (0.1661) loss_bbox_dn_2: 0.1576 (0.1559) loss_bbox_dn_3: 0.1574 (0.1528) loss_bbox_dn_4: 0.1564 (0.1521) loss_bbox_dn_5: 0.1564 (0.1521) loss_bbox_dn_pre: 0.2275 (0.2330) loss_bbox_enc_0: 0.2143 (0.2105) loss_bbox_pre: 0.1822 (0.1783) loss_dfl: 0.9513 (0.9564) loss_fgl_aux_0: 0.9863 (0.9883) loss_fgl_aux_1: 0.9556 (0.9587) loss_fgl_aux_2: 0.9519 (0.9565) loss_fgl_aux_3: 0.9517 (0.9564) loss_fgl_aux_4: 0.9514 (0.9564) loss_fgl_dn_0: 1.0798 (1.0822) loss_fgl_dn_1: 0.9779 (0.9787) loss_fgl_dn_2: 0.9699 (0.9698) loss_fgl_dn_3: 0.9687 (0.9705) loss_fgl_dn_4: 0.9689 (0.9709) loss_fgl_dn_5: 0.9689 (0.9710) loss_giou: 0.5210 (0.5474) loss_giou_aux_0: 0.5500 (0.5723) loss_giou_aux_1: 0.5314 (0.5528) loss_giou_aux_2: 0.5257 (0.5483) loss_giou_aux_3: 0.5225 (0.5475) loss_giou_aux_4: 0.5209 (0.5474) loss_giou_dn_0: 0.5419 (0.5470) loss_giou_dn_1: 0.4284 (0.4345) loss_giou_dn_2: 0.4145 (0.4175) loss_giou_dn_3: 0.4075 (0.4127) loss_giou_dn_4: 0.4054 (0.4116) loss_giou_dn_5: 0.4054 (0.4116) loss_giou_dn_pre: 0.5405 (0.5464) loss_giou_enc_0: 0.6219 (0.6436) loss_giou_pre: 0.5472 (0.5709) loss_ddf_aux_0: 0.0547 (0.0514) loss_ddf_aux_1: 0.0078 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2637 (0.2488) loss_ddf_dn_1: 0.0350 (0.0334) loss_ddf_dn_2: 0.0075 (0.0073) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6321 (0.6383) loss_vfl_aux_0: 0.7097 (0.7039) loss_vfl_aux_1: 0.6883 (0.6817) loss_vfl_aux_2: 0.6686 (0.6652) loss_vfl_aux_3: 0.6476 (0.6496) loss_vfl_aux_4: 0.6337 (0.6398) loss_vfl_dn_0: 0.4818 (0.4823) loss_vfl_dn_1: 0.4100 (0.4121) loss_vfl_dn_2: 0.3922 (0.3957) loss_vfl_dn_3: 0.3847 (0.3875) loss_vfl_dn_4: 0.3810 (0.3847) loss_vfl_dn_5: 0.3806 (0.3842) loss_vfl_dn_pre: 0.4818 (0.4827) loss_vfl_enc_0: 0.7139 (0.7118) loss_vfl_pre: 0.7133 (0.7063) time: 0.6905 data: 0.0263 max mem: 9142 Epoch: [58] [1800/3696] eta: 0:24:13 lr: 0.000013 loss: 30.3954 (30.7410) loss_bbox: 0.1446 (0.1659) loss_bbox_aux_0: 0.1511 (0.1781) loss_bbox_aux_1: 0.1452 (0.1685) loss_bbox_aux_2: 0.1452 (0.1665) loss_bbox_aux_3: 0.1441 (0.1660) loss_bbox_aux_4: 0.1446 (0.1659) loss_bbox_dn_0: 0.1918 (0.2272) loss_bbox_dn_1: 0.1386 (0.1661) loss_bbox_dn_2: 0.1331 (0.1560) loss_bbox_dn_3: 0.1250 (0.1528) loss_bbox_dn_4: 0.1243 (0.1521) loss_bbox_dn_5: 0.1241 (0.1521) loss_bbox_dn_pre: 0.1953 (0.2330) loss_bbox_enc_0: 0.1814 (0.2106) loss_bbox_pre: 0.1505 (0.1783) loss_dfl: 0.9626 (0.9564) loss_fgl_aux_0: 0.9909 (0.9882) loss_fgl_aux_1: 0.9643 (0.9587) loss_fgl_aux_2: 0.9626 (0.9565) loss_fgl_aux_3: 0.9624 (0.9564) loss_fgl_aux_4: 0.9627 (0.9564) loss_fgl_dn_0: 1.0837 (1.0821) loss_fgl_dn_1: 0.9859 (0.9786) loss_fgl_dn_2: 0.9804 (0.9697) loss_fgl_dn_3: 0.9807 (0.9704) loss_fgl_dn_4: 0.9812 (0.9709) loss_fgl_dn_5: 0.9810 (0.9709) loss_giou: 0.5446 (0.5472) loss_giou_aux_0: 0.5690 (0.5721) loss_giou_aux_1: 0.5510 (0.5526) loss_giou_aux_2: 0.5436 (0.5481) loss_giou_aux_3: 0.5447 (0.5473) loss_giou_aux_4: 0.5449 (0.5472) loss_giou_dn_0: 0.5259 (0.5467) loss_giou_dn_1: 0.4155 (0.4343) loss_giou_dn_2: 0.3940 (0.4173) loss_giou_dn_3: 0.3882 (0.4125) loss_giou_dn_4: 0.3880 (0.4114) loss_giou_dn_5: 0.3880 (0.4114) loss_giou_dn_pre: 0.5231 (0.5460) loss_giou_enc_0: 0.6468 (0.6434) loss_giou_pre: 0.5666 (0.5707) loss_ddf_aux_0: 0.0503 (0.0514) loss_ddf_aux_1: 0.0071 (0.0071) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2495 (0.2489) loss_ddf_dn_1: 0.0348 (0.0335) loss_ddf_dn_2: 0.0083 (0.0073) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6217 (0.6384) loss_vfl_aux_0: 0.6865 (0.7042) loss_vfl_aux_1: 0.6566 (0.6819) loss_vfl_aux_2: 0.6482 (0.6655) loss_vfl_aux_3: 0.6284 (0.6498) loss_vfl_aux_4: 0.6222 (0.6400) loss_vfl_dn_0: 0.4834 (0.4823) loss_vfl_dn_1: 0.4118 (0.4122) loss_vfl_dn_2: 0.3969 (0.3957) loss_vfl_dn_3: 0.3874 (0.3875) loss_vfl_dn_4: 0.3827 (0.3847) loss_vfl_dn_5: 0.3833 (0.3842) loss_vfl_dn_pre: 0.4855 (0.4828) loss_vfl_enc_0: 0.6917 (0.7118) loss_vfl_pre: 0.6882 (0.7066) time: 0.7557 data: 0.0303 max mem: 9142 Epoch: [58] [1900/3696] eta: 0:22:55 lr: 0.000013 loss: 30.9448 (30.7440) loss_bbox: 0.1605 (0.1660) loss_bbox_aux_0: 0.1703 (0.1781) loss_bbox_aux_1: 0.1620 (0.1686) loss_bbox_aux_2: 0.1612 (0.1666) loss_bbox_aux_3: 0.1608 (0.1661) loss_bbox_aux_4: 0.1606 (0.1660) loss_bbox_dn_0: 0.2202 (0.2272) loss_bbox_dn_1: 0.1661 (0.1662) loss_bbox_dn_2: 0.1532 (0.1560) loss_bbox_dn_3: 0.1503 (0.1529) loss_bbox_dn_4: 0.1485 (0.1522) loss_bbox_dn_5: 0.1485 (0.1522) loss_bbox_dn_pre: 0.2295 (0.2331) loss_bbox_enc_0: 0.2067 (0.2107) loss_bbox_pre: 0.1713 (0.1784) loss_dfl: 0.9820 (0.9565) loss_fgl_aux_0: 1.0059 (0.9883) loss_fgl_aux_1: 0.9809 (0.9588) loss_fgl_aux_2: 0.9820 (0.9567) loss_fgl_aux_3: 0.9815 (0.9565) loss_fgl_aux_4: 0.9821 (0.9565) loss_fgl_dn_0: 1.0843 (1.0821) loss_fgl_dn_1: 0.9853 (0.9786) loss_fgl_dn_2: 0.9784 (0.9697) loss_fgl_dn_3: 0.9784 (0.9704) loss_fgl_dn_4: 0.9793 (0.9709) loss_fgl_dn_5: 0.9793 (0.9709) loss_giou: 0.5255 (0.5472) loss_giou_aux_0: 0.5477 (0.5720) loss_giou_aux_1: 0.5305 (0.5526) loss_giou_aux_2: 0.5233 (0.5481) loss_giou_aux_3: 0.5261 (0.5473) loss_giou_aux_4: 0.5254 (0.5472) loss_giou_dn_0: 0.5271 (0.5465) loss_giou_dn_1: 0.4158 (0.4343) loss_giou_dn_2: 0.3978 (0.4172) loss_giou_dn_3: 0.3942 (0.4124) loss_giou_dn_4: 0.3941 (0.4114) loss_giou_dn_5: 0.3941 (0.4114) loss_giou_dn_pre: 0.5250 (0.5458) loss_giou_enc_0: 0.6221 (0.6434) loss_giou_pre: 0.5474 (0.5706) loss_ddf_aux_0: 0.0525 (0.0514) loss_ddf_aux_1: 0.0073 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2555 (0.2486) loss_ddf_dn_1: 0.0350 (0.0334) loss_ddf_dn_2: 0.0076 (0.0073) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6489 (0.6387) loss_vfl_aux_0: 0.7067 (0.7048) loss_vfl_aux_1: 0.6794 (0.6822) loss_vfl_aux_2: 0.6703 (0.6656) loss_vfl_aux_3: 0.6580 (0.6501) loss_vfl_aux_4: 0.6500 (0.6403) loss_vfl_dn_0: 0.4824 (0.4823) loss_vfl_dn_1: 0.4139 (0.4121) loss_vfl_dn_2: 0.3981 (0.3958) loss_vfl_dn_3: 0.3885 (0.3875) loss_vfl_dn_4: 0.3880 (0.3847) loss_vfl_dn_5: 0.3879 (0.3842) loss_vfl_dn_pre: 0.4827 (0.4827) loss_vfl_enc_0: 0.7199 (0.7120) loss_vfl_pre: 0.7076 (0.7072) time: 0.7311 data: 0.0279 max mem: 9142 Epoch: [58] [2000/3696] eta: 0:21:41 lr: 0.000013 loss: 30.8540 (30.7516) loss_bbox: 0.1609 (0.1662) loss_bbox_aux_0: 0.1670 (0.1783) loss_bbox_aux_1: 0.1628 (0.1688) loss_bbox_aux_2: 0.1616 (0.1668) loss_bbox_aux_3: 0.1612 (0.1663) loss_bbox_aux_4: 0.1610 (0.1662) loss_bbox_dn_0: 0.2130 (0.2272) loss_bbox_dn_1: 0.1598 (0.1662) loss_bbox_dn_2: 0.1500 (0.1561) loss_bbox_dn_3: 0.1452 (0.1529) loss_bbox_dn_4: 0.1441 (0.1522) loss_bbox_dn_5: 0.1440 (0.1522) loss_bbox_dn_pre: 0.2189 (0.2331) loss_bbox_enc_0: 0.2068 (0.2109) loss_bbox_pre: 0.1680 (0.1786) loss_dfl: 0.9489 (0.9564) loss_fgl_aux_0: 0.9804 (0.9881) loss_fgl_aux_1: 0.9523 (0.9588) loss_fgl_aux_2: 0.9506 (0.9566) loss_fgl_aux_3: 0.9486 (0.9565) loss_fgl_aux_4: 0.9487 (0.9564) loss_fgl_dn_0: 1.0808 (1.0820) loss_fgl_dn_1: 0.9772 (0.9786) loss_fgl_dn_2: 0.9706 (0.9697) loss_fgl_dn_3: 0.9717 (0.9704) loss_fgl_dn_4: 0.9726 (0.9709) loss_fgl_dn_5: 0.9726 (0.9709) loss_giou: 0.5778 (0.5477) loss_giou_aux_0: 0.6024 (0.5725) loss_giou_aux_1: 0.5807 (0.5531) loss_giou_aux_2: 0.5791 (0.5486) loss_giou_aux_3: 0.5786 (0.5478) loss_giou_aux_4: 0.5780 (0.5477) loss_giou_dn_0: 0.5728 (0.5467) loss_giou_dn_1: 0.4513 (0.4345) loss_giou_dn_2: 0.4343 (0.4175) loss_giou_dn_3: 0.4248 (0.4126) loss_giou_dn_4: 0.4213 (0.4116) loss_giou_dn_5: 0.4213 (0.4116) loss_giou_dn_pre: 0.5698 (0.5461) loss_giou_enc_0: 0.6538 (0.6439) loss_giou_pre: 0.6023 (0.5711) loss_ddf_aux_0: 0.0508 (0.0513) loss_ddf_aux_1: 0.0076 (0.0071) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2340 (0.2482) loss_ddf_dn_1: 0.0327 (0.0335) loss_ddf_dn_2: 0.0078 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6408 (0.6388) loss_vfl_aux_0: 0.7031 (0.7049) loss_vfl_aux_1: 0.6938 (0.6824) loss_vfl_aux_2: 0.6652 (0.6656) loss_vfl_aux_3: 0.6415 (0.6502) loss_vfl_aux_4: 0.6462 (0.6405) loss_vfl_dn_0: 0.4796 (0.4822) loss_vfl_dn_1: 0.4125 (0.4120) loss_vfl_dn_2: 0.3974 (0.3957) loss_vfl_dn_3: 0.3905 (0.3875) loss_vfl_dn_4: 0.3859 (0.3847) loss_vfl_dn_5: 0.3847 (0.3842) loss_vfl_dn_pre: 0.4804 (0.4827) loss_vfl_enc_0: 0.7158 (0.7123) loss_vfl_pre: 0.7072 (0.7073) time: 0.6942 data: 0.0244 max mem: 9142 Epoch: [58] [2100/3696] eta: 0:20:20 lr: 0.000013 loss: 30.4460 (30.7543) loss_bbox: 0.1692 (0.1662) loss_bbox_aux_0: 0.1787 (0.1782) loss_bbox_aux_1: 0.1714 (0.1687) loss_bbox_aux_2: 0.1688 (0.1667) loss_bbox_aux_3: 0.1693 (0.1662) loss_bbox_aux_4: 0.1693 (0.1662) loss_bbox_dn_0: 0.2268 (0.2272) loss_bbox_dn_1: 0.1632 (0.1662) loss_bbox_dn_2: 0.1571 (0.1560) loss_bbox_dn_3: 0.1554 (0.1528) loss_bbox_dn_4: 0.1542 (0.1522) loss_bbox_dn_5: 0.1542 (0.1522) loss_bbox_dn_pre: 0.2264 (0.2331) loss_bbox_enc_0: 0.2095 (0.2107) loss_bbox_pre: 0.1788 (0.1784) loss_dfl: 0.9811 (0.9566) loss_fgl_aux_0: 1.0089 (0.9882) loss_fgl_aux_1: 0.9850 (0.9590) loss_fgl_aux_2: 0.9810 (0.9568) loss_fgl_aux_3: 0.9811 (0.9567) loss_fgl_aux_4: 0.9809 (0.9566) loss_fgl_dn_0: 1.0845 (1.0819) loss_fgl_dn_1: 0.9814 (0.9786) loss_fgl_dn_2: 0.9722 (0.9698) loss_fgl_dn_3: 0.9740 (0.9705) loss_fgl_dn_4: 0.9743 (0.9710) loss_fgl_dn_5: 0.9743 (0.9710) loss_giou: 0.5145 (0.5478) loss_giou_aux_0: 0.5404 (0.5726) loss_giou_aux_1: 0.5200 (0.5532) loss_giou_aux_2: 0.5146 (0.5487) loss_giou_aux_3: 0.5146 (0.5479) loss_giou_aux_4: 0.5145 (0.5478) loss_giou_dn_0: 0.5316 (0.5468) loss_giou_dn_1: 0.4156 (0.4347) loss_giou_dn_2: 0.4028 (0.4176) loss_giou_dn_3: 0.3982 (0.4128) loss_giou_dn_4: 0.3971 (0.4117) loss_giou_dn_5: 0.3971 (0.4117) loss_giou_dn_pre: 0.5284 (0.5462) loss_giou_enc_0: 0.6034 (0.6439) loss_giou_pre: 0.5385 (0.5712) loss_ddf_aux_0: 0.0500 (0.0513) loss_ddf_aux_1: 0.0073 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2384 (0.2480) loss_ddf_dn_1: 0.0352 (0.0335) loss_ddf_dn_2: 0.0079 (0.0074) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6312 (0.6390) loss_vfl_aux_0: 0.7015 (0.7049) loss_vfl_aux_1: 0.6763 (0.6826) loss_vfl_aux_2: 0.6626 (0.6658) loss_vfl_aux_3: 0.6359 (0.6503) loss_vfl_aux_4: 0.6283 (0.6407) loss_vfl_dn_0: 0.4808 (0.4822) loss_vfl_dn_1: 0.4152 (0.4120) loss_vfl_dn_2: 0.3950 (0.3957) loss_vfl_dn_3: 0.3899 (0.3875) loss_vfl_dn_4: 0.3855 (0.3847) loss_vfl_dn_5: 0.3860 (0.3842) loss_vfl_dn_pre: 0.4808 (0.4827) loss_vfl_enc_0: 0.7048 (0.7123) loss_vfl_pre: 0.7054 (0.7073) time: 0.7126 data: 0.0222 max mem: 9142 Epoch: [58] [2200/3696] eta: 0:19:03 lr: 0.000013 loss: 30.5512 (30.7598) loss_bbox: 0.1714 (0.1663) loss_bbox_aux_0: 0.1824 (0.1784) loss_bbox_aux_1: 0.1754 (0.1689) loss_bbox_aux_2: 0.1720 (0.1669) loss_bbox_aux_3: 0.1713 (0.1664) loss_bbox_aux_4: 0.1715 (0.1663) loss_bbox_dn_0: 0.2179 (0.2274) loss_bbox_dn_1: 0.1593 (0.1664) loss_bbox_dn_2: 0.1533 (0.1562) loss_bbox_dn_3: 0.1526 (0.1530) loss_bbox_dn_4: 0.1519 (0.1524) loss_bbox_dn_5: 0.1519 (0.1523) loss_bbox_dn_pre: 0.2208 (0.2333) loss_bbox_enc_0: 0.2174 (0.2109) loss_bbox_pre: 0.1846 (0.1786) loss_dfl: 0.9424 (0.9565) loss_fgl_aux_0: 0.9740 (0.9881) loss_fgl_aux_1: 0.9480 (0.9589) loss_fgl_aux_2: 0.9422 (0.9567) loss_fgl_aux_3: 0.9422 (0.9566) loss_fgl_aux_4: 0.9424 (0.9565) loss_fgl_dn_0: 1.0888 (1.0819) loss_fgl_dn_1: 0.9715 (0.9786) loss_fgl_dn_2: 0.9629 (0.9698) loss_fgl_dn_3: 0.9629 (0.9705) loss_fgl_dn_4: 0.9633 (0.9710) loss_fgl_dn_5: 0.9633 (0.9710) loss_giou: 0.5279 (0.5481) loss_giou_aux_0: 0.5530 (0.5730) loss_giou_aux_1: 0.5310 (0.5535) loss_giou_aux_2: 0.5274 (0.5491) loss_giou_aux_3: 0.5276 (0.5482) loss_giou_aux_4: 0.5276 (0.5481) loss_giou_dn_0: 0.5206 (0.5469) loss_giou_dn_1: 0.4125 (0.4348) loss_giou_dn_2: 0.3930 (0.4178) loss_giou_dn_3: 0.3901 (0.4129) loss_giou_dn_4: 0.3885 (0.4119) loss_giou_dn_5: 0.3885 (0.4119) loss_giou_dn_pre: 0.5195 (0.5463) loss_giou_enc_0: 0.6365 (0.6443) loss_giou_pre: 0.5504 (0.5715) loss_ddf_aux_0: 0.0505 (0.0513) loss_ddf_aux_1: 0.0073 (0.0071) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2429 (0.2478) loss_ddf_dn_1: 0.0333 (0.0335) loss_ddf_dn_2: 0.0083 (0.0074) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6189 (0.6390) loss_vfl_aux_0: 0.6935 (0.7051) loss_vfl_aux_1: 0.6772 (0.6827) loss_vfl_aux_2: 0.6498 (0.6659) loss_vfl_aux_3: 0.6360 (0.6503) loss_vfl_aux_4: 0.6222 (0.6407) loss_vfl_dn_0: 0.4787 (0.4821) loss_vfl_dn_1: 0.4065 (0.4120) loss_vfl_dn_2: 0.3875 (0.3957) loss_vfl_dn_3: 0.3812 (0.3875) loss_vfl_dn_4: 0.3751 (0.3847) loss_vfl_dn_5: 0.3753 (0.3842) loss_vfl_dn_pre: 0.4786 (0.4826) loss_vfl_enc_0: 0.6940 (0.7122) loss_vfl_pre: 0.7004 (0.7074) time: 0.7517 data: 0.0266 max mem: 9142 Epoch: [58] [2300/3696] eta: 0:17:46 lr: 0.000013 loss: 31.1502 (30.7677) loss_bbox: 0.1569 (0.1663) loss_bbox_aux_0: 0.1642 (0.1784) loss_bbox_aux_1: 0.1579 (0.1689) loss_bbox_aux_2: 0.1570 (0.1669) loss_bbox_aux_3: 0.1572 (0.1664) loss_bbox_aux_4: 0.1569 (0.1663) loss_bbox_dn_0: 0.2032 (0.2274) loss_bbox_dn_1: 0.1579 (0.1664) loss_bbox_dn_2: 0.1437 (0.1563) loss_bbox_dn_3: 0.1379 (0.1530) loss_bbox_dn_4: 0.1381 (0.1524) loss_bbox_dn_5: 0.1382 (0.1524) loss_bbox_dn_pre: 0.2085 (0.2333) loss_bbox_enc_0: 0.1966 (0.2109) loss_bbox_pre: 0.1641 (0.1786) loss_dfl: 0.9517 (0.9567) loss_fgl_aux_0: 0.9864 (0.9882) loss_fgl_aux_1: 0.9530 (0.9591) loss_fgl_aux_2: 0.9499 (0.9569) loss_fgl_aux_3: 0.9514 (0.9567) loss_fgl_aux_4: 0.9517 (0.9567) loss_fgl_dn_0: 1.0797 (1.0819) loss_fgl_dn_1: 0.9815 (0.9789) loss_fgl_dn_2: 0.9745 (0.9701) loss_fgl_dn_3: 0.9769 (0.9708) loss_fgl_dn_4: 0.9773 (0.9712) loss_fgl_dn_5: 0.9773 (0.9712) loss_giou: 0.6128 (0.5485) loss_giou_aux_0: 0.6423 (0.5734) loss_giou_aux_1: 0.6193 (0.5540) loss_giou_aux_2: 0.6139 (0.5495) loss_giou_aux_3: 0.6117 (0.5486) loss_giou_aux_4: 0.6130 (0.5485) loss_giou_dn_0: 0.5786 (0.5473) loss_giou_dn_1: 0.4611 (0.4351) loss_giou_dn_2: 0.4427 (0.4181) loss_giou_dn_3: 0.4411 (0.4132) loss_giou_dn_4: 0.4405 (0.4122) loss_giou_dn_5: 0.4405 (0.4122) loss_giou_dn_pre: 0.5794 (0.5467) loss_giou_enc_0: 0.7087 (0.6446) loss_giou_pre: 0.6397 (0.5720) loss_ddf_aux_0: 0.0526 (0.0513) loss_ddf_aux_1: 0.0078 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2454 (0.2474) loss_ddf_dn_1: 0.0320 (0.0334) loss_ddf_dn_2: 0.0069 (0.0074) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6216 (0.6389) loss_vfl_aux_0: 0.6937 (0.7053) loss_vfl_aux_1: 0.6594 (0.6829) loss_vfl_aux_2: 0.6500 (0.6661) loss_vfl_aux_3: 0.6348 (0.6502) loss_vfl_aux_4: 0.6251 (0.6405) loss_vfl_dn_0: 0.4791 (0.4820) loss_vfl_dn_1: 0.4143 (0.4120) loss_vfl_dn_2: 0.4022 (0.3958) loss_vfl_dn_3: 0.3939 (0.3876) loss_vfl_dn_4: 0.3904 (0.3847) loss_vfl_dn_5: 0.3907 (0.3843) loss_vfl_dn_pre: 0.4795 (0.4825) loss_vfl_enc_0: 0.6981 (0.7121) loss_vfl_pre: 0.6982 (0.7076) time: 0.7574 data: 0.0299 max mem: 9142 Epoch: [58] [2400/3696] eta: 0:16:31 lr: 0.000013 loss: 30.8724 (30.7642) loss_bbox: 0.1587 (0.1662) loss_bbox_aux_0: 0.1696 (0.1783) loss_bbox_aux_1: 0.1594 (0.1688) loss_bbox_aux_2: 0.1590 (0.1668) loss_bbox_aux_3: 0.1589 (0.1663) loss_bbox_aux_4: 0.1587 (0.1662) loss_bbox_dn_0: 0.2248 (0.2274) loss_bbox_dn_1: 0.1645 (0.1664) loss_bbox_dn_2: 0.1499 (0.1562) loss_bbox_dn_3: 0.1443 (0.1530) loss_bbox_dn_4: 0.1414 (0.1524) loss_bbox_dn_5: 0.1414 (0.1524) loss_bbox_dn_pre: 0.2374 (0.2333) loss_bbox_enc_0: 0.1963 (0.2109) loss_bbox_pre: 0.1690 (0.1786) loss_dfl: 0.9534 (0.9566) loss_fgl_aux_0: 0.9822 (0.9882) loss_fgl_aux_1: 0.9563 (0.9590) loss_fgl_aux_2: 0.9534 (0.9568) loss_fgl_aux_3: 0.9535 (0.9566) loss_fgl_aux_4: 0.9534 (0.9566) loss_fgl_dn_0: 1.0769 (1.0819) loss_fgl_dn_1: 0.9774 (0.9788) loss_fgl_dn_2: 0.9658 (0.9700) loss_fgl_dn_3: 0.9667 (0.9707) loss_fgl_dn_4: 0.9675 (0.9712) loss_fgl_dn_5: 0.9676 (0.9712) loss_giou: 0.5295 (0.5482) loss_giou_aux_0: 0.5504 (0.5731) loss_giou_aux_1: 0.5309 (0.5536) loss_giou_aux_2: 0.5295 (0.5492) loss_giou_aux_3: 0.5299 (0.5483) loss_giou_aux_4: 0.5295 (0.5482) loss_giou_dn_0: 0.5533 (0.5472) loss_giou_dn_1: 0.4385 (0.4350) loss_giou_dn_2: 0.4140 (0.4180) loss_giou_dn_3: 0.4095 (0.4131) loss_giou_dn_4: 0.4086 (0.4121) loss_giou_dn_5: 0.4087 (0.4121) loss_giou_dn_pre: 0.5502 (0.5466) loss_giou_enc_0: 0.6329 (0.6445) loss_giou_pre: 0.5512 (0.5716) loss_ddf_aux_0: 0.0543 (0.0514) loss_ddf_aux_1: 0.0079 (0.0072) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2609 (0.2476) loss_ddf_dn_1: 0.0355 (0.0334) loss_ddf_dn_2: 0.0076 (0.0074) loss_ddf_dn_3: 0.0009 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6315 (0.6389) loss_vfl_aux_0: 0.7070 (0.7055) loss_vfl_aux_1: 0.6851 (0.6829) loss_vfl_aux_2: 0.6592 (0.6662) loss_vfl_aux_3: 0.6364 (0.6501) loss_vfl_aux_4: 0.6303 (0.6405) loss_vfl_dn_0: 0.4836 (0.4820) loss_vfl_dn_1: 0.4106 (0.4120) loss_vfl_dn_2: 0.3995 (0.3957) loss_vfl_dn_3: 0.3916 (0.3875) loss_vfl_dn_4: 0.3883 (0.3847) loss_vfl_dn_5: 0.3876 (0.3843) loss_vfl_dn_pre: 0.4829 (0.4824) loss_vfl_enc_0: 0.7205 (0.7124) loss_vfl_pre: 0.7109 (0.7079) time: 0.9114 data: 0.0293 max mem: 9142 Epoch: [58] [2500/3696] eta: 0:15:14 lr: 0.000013 loss: 30.6231 (30.7647) loss_bbox: 0.1573 (0.1663) loss_bbox_aux_0: 0.1705 (0.1784) loss_bbox_aux_1: 0.1604 (0.1689) loss_bbox_aux_2: 0.1587 (0.1669) loss_bbox_aux_3: 0.1578 (0.1664) loss_bbox_aux_4: 0.1573 (0.1663) loss_bbox_dn_0: 0.2326 (0.2276) loss_bbox_dn_1: 0.1668 (0.1665) loss_bbox_dn_2: 0.1581 (0.1563) loss_bbox_dn_3: 0.1520 (0.1531) loss_bbox_dn_4: 0.1528 (0.1524) loss_bbox_dn_5: 0.1528 (0.1524) loss_bbox_dn_pre: 0.2386 (0.2335) loss_bbox_enc_0: 0.2056 (0.2110) loss_bbox_pre: 0.1682 (0.1786) loss_dfl: 0.9551 (0.9564) loss_fgl_aux_0: 0.9923 (0.9881) loss_fgl_aux_1: 0.9538 (0.9588) loss_fgl_aux_2: 0.9550 (0.9566) loss_fgl_aux_3: 0.9553 (0.9565) loss_fgl_aux_4: 0.9550 (0.9564) loss_fgl_dn_0: 1.0788 (1.0819) loss_fgl_dn_1: 0.9761 (0.9788) loss_fgl_dn_2: 0.9660 (0.9699) loss_fgl_dn_3: 0.9674 (0.9706) loss_fgl_dn_4: 0.9683 (0.9711) loss_fgl_dn_5: 0.9683 (0.9711) loss_giou: 0.5375 (0.5481) loss_giou_aux_0: 0.5584 (0.5730) loss_giou_aux_1: 0.5469 (0.5535) loss_giou_aux_2: 0.5414 (0.5490) loss_giou_aux_3: 0.5376 (0.5482) loss_giou_aux_4: 0.5371 (0.5481) loss_giou_dn_0: 0.5379 (0.5470) loss_giou_dn_1: 0.4309 (0.4349) loss_giou_dn_2: 0.4124 (0.4178) loss_giou_dn_3: 0.4076 (0.4130) loss_giou_dn_4: 0.4068 (0.4119) loss_giou_dn_5: 0.4068 (0.4119) loss_giou_dn_pre: 0.5367 (0.5464) loss_giou_enc_0: 0.6372 (0.6444) loss_giou_pre: 0.5574 (0.5716) loss_ddf_aux_0: 0.0544 (0.0515) loss_ddf_aux_1: 0.0079 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2552 (0.2477) loss_ddf_dn_1: 0.0354 (0.0335) loss_ddf_dn_2: 0.0071 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6458 (0.6390) loss_vfl_aux_0: 0.7235 (0.7058) loss_vfl_aux_1: 0.6957 (0.6831) loss_vfl_aux_2: 0.6770 (0.6663) loss_vfl_aux_3: 0.6525 (0.6502) loss_vfl_aux_4: 0.6476 (0.6407) loss_vfl_dn_0: 0.4765 (0.4821) loss_vfl_dn_1: 0.4076 (0.4120) loss_vfl_dn_2: 0.3896 (0.3957) loss_vfl_dn_3: 0.3826 (0.3875) loss_vfl_dn_4: 0.3798 (0.3847) loss_vfl_dn_5: 0.3805 (0.3843) loss_vfl_dn_pre: 0.4769 (0.4825) loss_vfl_enc_0: 0.7149 (0.7128) loss_vfl_pre: 0.7249 (0.7082) time: 0.7379 data: 0.0285 max mem: 9142 Epoch: [58] [2600/3696] eta: 0:13:58 lr: 0.000013 loss: 30.5809 (30.7583) loss_bbox: 0.1621 (0.1662) loss_bbox_aux_0: 0.1732 (0.1783) loss_bbox_aux_1: 0.1639 (0.1688) loss_bbox_aux_2: 0.1635 (0.1668) loss_bbox_aux_3: 0.1621 (0.1663) loss_bbox_aux_4: 0.1620 (0.1662) loss_bbox_dn_0: 0.2138 (0.2276) loss_bbox_dn_1: 0.1532 (0.1665) loss_bbox_dn_2: 0.1429 (0.1563) loss_bbox_dn_3: 0.1403 (0.1531) loss_bbox_dn_4: 0.1402 (0.1524) loss_bbox_dn_5: 0.1402 (0.1524) loss_bbox_dn_pre: 0.2193 (0.2335) loss_bbox_enc_0: 0.1998 (0.2109) loss_bbox_pre: 0.1722 (0.1785) loss_dfl: 0.9394 (0.9565) loss_fgl_aux_0: 0.9745 (0.9882) loss_fgl_aux_1: 0.9438 (0.9589) loss_fgl_aux_2: 0.9409 (0.9567) loss_fgl_aux_3: 0.9406 (0.9566) loss_fgl_aux_4: 0.9396 (0.9565) loss_fgl_dn_0: 1.0830 (1.0818) loss_fgl_dn_1: 0.9724 (0.9788) loss_fgl_dn_2: 0.9639 (0.9700) loss_fgl_dn_3: 0.9653 (0.9707) loss_fgl_dn_4: 0.9660 (0.9712) loss_fgl_dn_5: 0.9661 (0.9712) loss_giou: 0.5679 (0.5478) loss_giou_aux_0: 0.5872 (0.5726) loss_giou_aux_1: 0.5711 (0.5532) loss_giou_aux_2: 0.5693 (0.5487) loss_giou_aux_3: 0.5682 (0.5479) loss_giou_aux_4: 0.5678 (0.5478) loss_giou_dn_0: 0.5396 (0.5468) loss_giou_dn_1: 0.4273 (0.4347) loss_giou_dn_2: 0.4106 (0.4176) loss_giou_dn_3: 0.4022 (0.4128) loss_giou_dn_4: 0.4015 (0.4117) loss_giou_dn_5: 0.4015 (0.4117) loss_giou_dn_pre: 0.5369 (0.5462) loss_giou_enc_0: 0.6607 (0.6440) loss_giou_pre: 0.5839 (0.5712) loss_ddf_aux_0: 0.0474 (0.0514) loss_ddf_aux_1: 0.0071 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2418 (0.2475) loss_ddf_dn_1: 0.0337 (0.0334) loss_ddf_dn_2: 0.0069 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6202 (0.6388) loss_vfl_aux_0: 0.6970 (0.7058) loss_vfl_aux_1: 0.6671 (0.6829) loss_vfl_aux_2: 0.6436 (0.6660) loss_vfl_aux_3: 0.6285 (0.6499) loss_vfl_aux_4: 0.6241 (0.6405) loss_vfl_dn_0: 0.4731 (0.4820) loss_vfl_dn_1: 0.4100 (0.4119) loss_vfl_dn_2: 0.3901 (0.3956) loss_vfl_dn_3: 0.3834 (0.3875) loss_vfl_dn_4: 0.3800 (0.3847) loss_vfl_dn_5: 0.3796 (0.3842) loss_vfl_dn_pre: 0.4735 (0.4824) loss_vfl_enc_0: 0.6989 (0.7128) loss_vfl_pre: 0.7004 (0.7081) time: 0.7560 data: 0.0299 max mem: 9142 Epoch: [58] [2700/3696] eta: 0:12:41 lr: 0.000013 loss: 30.7836 (30.7566) loss_bbox: 0.1623 (0.1662) loss_bbox_aux_0: 0.1795 (0.1783) loss_bbox_aux_1: 0.1690 (0.1688) loss_bbox_aux_2: 0.1626 (0.1668) loss_bbox_aux_3: 0.1624 (0.1663) loss_bbox_aux_4: 0.1624 (0.1662) loss_bbox_dn_0: 0.2106 (0.2276) loss_bbox_dn_1: 0.1585 (0.1666) loss_bbox_dn_2: 0.1511 (0.1564) loss_bbox_dn_3: 0.1488 (0.1531) loss_bbox_dn_4: 0.1488 (0.1525) loss_bbox_dn_5: 0.1488 (0.1525) loss_bbox_dn_pre: 0.2172 (0.2335) loss_bbox_enc_0: 0.2155 (0.2109) loss_bbox_pre: 0.1801 (0.1785) loss_dfl: 0.9499 (0.9565) loss_fgl_aux_0: 0.9872 (0.9881) loss_fgl_aux_1: 0.9512 (0.9589) loss_fgl_aux_2: 0.9500 (0.9567) loss_fgl_aux_3: 0.9497 (0.9566) loss_fgl_aux_4: 0.9497 (0.9565) loss_fgl_dn_0: 1.0799 (1.0818) loss_fgl_dn_1: 0.9763 (0.9788) loss_fgl_dn_2: 0.9705 (0.9700) loss_fgl_dn_3: 0.9711 (0.9707) loss_fgl_dn_4: 0.9719 (0.9712) loss_fgl_dn_5: 0.9718 (0.9712) loss_giou: 0.5260 (0.5477) loss_giou_aux_0: 0.5522 (0.5725) loss_giou_aux_1: 0.5351 (0.5531) loss_giou_aux_2: 0.5292 (0.5486) loss_giou_aux_3: 0.5263 (0.5478) loss_giou_aux_4: 0.5260 (0.5477) loss_giou_dn_0: 0.5331 (0.5468) loss_giou_dn_1: 0.4308 (0.4348) loss_giou_dn_2: 0.4153 (0.4177) loss_giou_dn_3: 0.4102 (0.4128) loss_giou_dn_4: 0.4086 (0.4118) loss_giou_dn_5: 0.4088 (0.4118) loss_giou_dn_pre: 0.5312 (0.5462) loss_giou_enc_0: 0.6233 (0.6437) loss_giou_pre: 0.5510 (0.5711) loss_ddf_aux_0: 0.0477 (0.0514) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2416 (0.2473) loss_ddf_dn_1: 0.0318 (0.0334) loss_ddf_dn_2: 0.0084 (0.0074) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6447 (0.6387) loss_vfl_aux_0: 0.7026 (0.7056) loss_vfl_aux_1: 0.6810 (0.6829) loss_vfl_aux_2: 0.6743 (0.6660) loss_vfl_aux_3: 0.6602 (0.6499) loss_vfl_aux_4: 0.6496 (0.6404) loss_vfl_dn_0: 0.4820 (0.4820) loss_vfl_dn_1: 0.4097 (0.4119) loss_vfl_dn_2: 0.3953 (0.3956) loss_vfl_dn_3: 0.3910 (0.3874) loss_vfl_dn_4: 0.3880 (0.3846) loss_vfl_dn_5: 0.3882 (0.3842) loss_vfl_dn_pre: 0.4816 (0.4824) loss_vfl_enc_0: 0.7117 (0.7127) loss_vfl_pre: 0.7050 (0.7079) time: 0.7784 data: 0.0326 max mem: 9142 Epoch: [58] [2800/3696] eta: 0:11:24 lr: 0.000013 loss: 30.7803 (30.7543) loss_bbox: 0.1558 (0.1660) loss_bbox_aux_0: 0.1733 (0.1781) loss_bbox_aux_1: 0.1624 (0.1686) loss_bbox_aux_2: 0.1564 (0.1666) loss_bbox_aux_3: 0.1558 (0.1661) loss_bbox_aux_4: 0.1558 (0.1660) loss_bbox_dn_0: 0.2350 (0.2277) loss_bbox_dn_1: 0.1750 (0.1666) loss_bbox_dn_2: 0.1652 (0.1565) loss_bbox_dn_3: 0.1600 (0.1532) loss_bbox_dn_4: 0.1600 (0.1525) loss_bbox_dn_5: 0.1600 (0.1525) loss_bbox_dn_pre: 0.2423 (0.2336) loss_bbox_enc_0: 0.2080 (0.2106) loss_bbox_pre: 0.1742 (0.1783) loss_dfl: 0.9657 (0.9567) loss_fgl_aux_0: 0.9985 (0.9883) loss_fgl_aux_1: 0.9678 (0.9591) loss_fgl_aux_2: 0.9667 (0.9569) loss_fgl_aux_3: 0.9654 (0.9568) loss_fgl_aux_4: 0.9657 (0.9567) loss_fgl_dn_0: 1.0815 (1.0819) loss_fgl_dn_1: 0.9803 (0.9789) loss_fgl_dn_2: 0.9713 (0.9701) loss_fgl_dn_3: 0.9724 (0.9708) loss_fgl_dn_4: 0.9726 (0.9713) loss_fgl_dn_5: 0.9726 (0.9713) loss_giou: 0.4934 (0.5472) loss_giou_aux_0: 0.5202 (0.5720) loss_giou_aux_1: 0.5013 (0.5526) loss_giou_aux_2: 0.4942 (0.5482) loss_giou_aux_3: 0.4935 (0.5473) loss_giou_aux_4: 0.4933 (0.5472) loss_giou_dn_0: 0.5499 (0.5468) loss_giou_dn_1: 0.4271 (0.4347) loss_giou_dn_2: 0.4074 (0.4176) loss_giou_dn_3: 0.4043 (0.4128) loss_giou_dn_4: 0.4032 (0.4117) loss_giou_dn_5: 0.4031 (0.4117) loss_giou_dn_pre: 0.5483 (0.5462) loss_giou_enc_0: 0.5950 (0.6433) loss_giou_pre: 0.5178 (0.5706) loss_ddf_aux_0: 0.0510 (0.0514) loss_ddf_aux_1: 0.0070 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2561 (0.2474) loss_ddf_dn_1: 0.0317 (0.0334) loss_ddf_dn_2: 0.0069 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6705 (0.6388) loss_vfl_aux_0: 0.7238 (0.7058) loss_vfl_aux_1: 0.6963 (0.6830) loss_vfl_aux_2: 0.6955 (0.6661) loss_vfl_aux_3: 0.6691 (0.6499) loss_vfl_aux_4: 0.6713 (0.6405) loss_vfl_dn_0: 0.4787 (0.4819) loss_vfl_dn_1: 0.4125 (0.4118) loss_vfl_dn_2: 0.3969 (0.3955) loss_vfl_dn_3: 0.3897 (0.3874) loss_vfl_dn_4: 0.3885 (0.3845) loss_vfl_dn_5: 0.3868 (0.3841) loss_vfl_dn_pre: 0.4794 (0.4823) loss_vfl_enc_0: 0.7302 (0.7129) loss_vfl_pre: 0.7284 (0.7081) time: 0.7568 data: 0.0301 max mem: 9142 Epoch: [58] [2900/3696] eta: 0:10:07 lr: 0.000013 loss: 30.6210 (30.7518) loss_bbox: 0.1634 (0.1661) loss_bbox_aux_0: 0.1765 (0.1782) loss_bbox_aux_1: 0.1676 (0.1687) loss_bbox_aux_2: 0.1653 (0.1667) loss_bbox_aux_3: 0.1638 (0.1662) loss_bbox_aux_4: 0.1634 (0.1661) loss_bbox_dn_0: 0.2212 (0.2279) loss_bbox_dn_1: 0.1566 (0.1668) loss_bbox_dn_2: 0.1487 (0.1566) loss_bbox_dn_3: 0.1450 (0.1533) loss_bbox_dn_4: 0.1441 (0.1526) loss_bbox_dn_5: 0.1441 (0.1526) loss_bbox_dn_pre: 0.2239 (0.2338) loss_bbox_enc_0: 0.2132 (0.2107) loss_bbox_pre: 0.1761 (0.1784) loss_dfl: 0.9586 (0.9567) loss_fgl_aux_0: 0.9945 (0.9883) loss_fgl_aux_1: 0.9581 (0.9591) loss_fgl_aux_2: 0.9574 (0.9569) loss_fgl_aux_3: 0.9588 (0.9568) loss_fgl_aux_4: 0.9586 (0.9567) loss_fgl_dn_0: 1.0779 (1.0819) loss_fgl_dn_1: 0.9821 (0.9789) loss_fgl_dn_2: 0.9767 (0.9700) loss_fgl_dn_3: 0.9759 (0.9707) loss_fgl_dn_4: 0.9757 (0.9712) loss_fgl_dn_5: 0.9757 (0.9712) loss_giou: 0.5087 (0.5469) loss_giou_aux_0: 0.5354 (0.5717) loss_giou_aux_1: 0.5132 (0.5523) loss_giou_aux_2: 0.5091 (0.5479) loss_giou_aux_3: 0.5096 (0.5470) loss_giou_aux_4: 0.5086 (0.5469) loss_giou_dn_0: 0.5460 (0.5466) loss_giou_dn_1: 0.4274 (0.4346) loss_giou_dn_2: 0.4100 (0.4175) loss_giou_dn_3: 0.4060 (0.4126) loss_giou_dn_4: 0.4053 (0.4115) loss_giou_dn_5: 0.4054 (0.4115) loss_giou_dn_pre: 0.5450 (0.5460) loss_giou_enc_0: 0.6053 (0.6429) loss_giou_pre: 0.5340 (0.5703) loss_ddf_aux_0: 0.0484 (0.0514) loss_ddf_aux_1: 0.0070 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2370 (0.2475) loss_ddf_dn_1: 0.0332 (0.0334) loss_ddf_dn_2: 0.0078 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6128 (0.6388) loss_vfl_aux_0: 0.6789 (0.7057) loss_vfl_aux_1: 0.6577 (0.6831) loss_vfl_aux_2: 0.6433 (0.6662) loss_vfl_aux_3: 0.6169 (0.6499) loss_vfl_aux_4: 0.6141 (0.6406) loss_vfl_dn_0: 0.4808 (0.4818) loss_vfl_dn_1: 0.4112 (0.4118) loss_vfl_dn_2: 0.3988 (0.3955) loss_vfl_dn_3: 0.3889 (0.3873) loss_vfl_dn_4: 0.3837 (0.3845) loss_vfl_dn_5: 0.3840 (0.3840) loss_vfl_dn_pre: 0.4814 (0.4823) loss_vfl_enc_0: 0.7051 (0.7131) loss_vfl_pre: 0.6813 (0.7081) time: 0.7623 data: 0.0297 max mem: 9142 Epoch: [58] [3000/3696] eta: 0:08:52 lr: 0.000013 loss: 30.9227 (30.7533) loss_bbox: 0.1575 (0.1661) loss_bbox_aux_0: 0.1695 (0.1782) loss_bbox_aux_1: 0.1579 (0.1687) loss_bbox_aux_2: 0.1575 (0.1667) loss_bbox_aux_3: 0.1569 (0.1662) loss_bbox_aux_4: 0.1575 (0.1661) loss_bbox_dn_0: 0.2079 (0.2279) loss_bbox_dn_1: 0.1492 (0.1667) loss_bbox_dn_2: 0.1440 (0.1565) loss_bbox_dn_3: 0.1434 (0.1532) loss_bbox_dn_4: 0.1425 (0.1526) loss_bbox_dn_5: 0.1426 (0.1526) loss_bbox_dn_pre: 0.2137 (0.2339) loss_bbox_enc_0: 0.1984 (0.2107) loss_bbox_pre: 0.1705 (0.1784) loss_dfl: 0.9278 (0.9566) loss_fgl_aux_0: 0.9712 (0.9883) loss_fgl_aux_1: 0.9272 (0.9590) loss_fgl_aux_2: 0.9269 (0.9568) loss_fgl_aux_3: 0.9280 (0.9567) loss_fgl_aux_4: 0.9281 (0.9566) loss_fgl_dn_0: 1.0890 (1.0819) loss_fgl_dn_1: 0.9730 (0.9789) loss_fgl_dn_2: 0.9641 (0.9700) loss_fgl_dn_3: 0.9658 (0.9707) loss_fgl_dn_4: 0.9663 (0.9712) loss_fgl_dn_5: 0.9662 (0.9712) loss_giou: 0.5291 (0.5472) loss_giou_aux_0: 0.5668 (0.5720) loss_giou_aux_1: 0.5406 (0.5526) loss_giou_aux_2: 0.5351 (0.5482) loss_giou_aux_3: 0.5297 (0.5473) loss_giou_aux_4: 0.5290 (0.5472) loss_giou_dn_0: 0.5457 (0.5468) loss_giou_dn_1: 0.4317 (0.4346) loss_giou_dn_2: 0.4118 (0.4176) loss_giou_dn_3: 0.4062 (0.4127) loss_giou_dn_4: 0.4046 (0.4116) loss_giou_dn_5: 0.4046 (0.4116) loss_giou_dn_pre: 0.5423 (0.5462) loss_giou_enc_0: 0.6447 (0.6432) loss_giou_pre: 0.5639 (0.5706) loss_ddf_aux_0: 0.0560 (0.0515) loss_ddf_aux_1: 0.0074 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2649 (0.2478) loss_ddf_dn_1: 0.0367 (0.0335) loss_ddf_dn_2: 0.0079 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6279 (0.6386) loss_vfl_aux_0: 0.6827 (0.7056) loss_vfl_aux_1: 0.6646 (0.6829) loss_vfl_aux_2: 0.6553 (0.6661) loss_vfl_aux_3: 0.6293 (0.6497) loss_vfl_aux_4: 0.6282 (0.6404) loss_vfl_dn_0: 0.4750 (0.4818) loss_vfl_dn_1: 0.4124 (0.4118) loss_vfl_dn_2: 0.3927 (0.3954) loss_vfl_dn_3: 0.3855 (0.3873) loss_vfl_dn_4: 0.3837 (0.3845) loss_vfl_dn_5: 0.3815 (0.3840) loss_vfl_dn_pre: 0.4747 (0.4822) loss_vfl_enc_0: 0.6850 (0.7130) loss_vfl_pre: 0.6869 (0.7080) time: 0.7783 data: 0.0281 max mem: 9142 Epoch: [58] [3100/3696] eta: 0:07:35 lr: 0.000013 loss: 30.7849 (30.7501) loss_bbox: 0.1675 (0.1662) loss_bbox_aux_0: 0.1763 (0.1783) loss_bbox_aux_1: 0.1714 (0.1688) loss_bbox_aux_2: 0.1688 (0.1668) loss_bbox_aux_3: 0.1675 (0.1663) loss_bbox_aux_4: 0.1675 (0.1662) loss_bbox_dn_0: 0.2155 (0.2281) loss_bbox_dn_1: 0.1583 (0.1668) loss_bbox_dn_2: 0.1459 (0.1566) loss_bbox_dn_3: 0.1420 (0.1533) loss_bbox_dn_4: 0.1427 (0.1527) loss_bbox_dn_5: 0.1428 (0.1527) loss_bbox_dn_pre: 0.2245 (0.2341) loss_bbox_enc_0: 0.2093 (0.2108) loss_bbox_pre: 0.1773 (0.1785) loss_dfl: 0.9471 (0.9565) loss_fgl_aux_0: 0.9817 (0.9881) loss_fgl_aux_1: 0.9490 (0.9589) loss_fgl_aux_2: 0.9482 (0.9567) loss_fgl_aux_3: 0.9474 (0.9565) loss_fgl_aux_4: 0.9471 (0.9565) loss_fgl_dn_0: 1.0744 (1.0819) loss_fgl_dn_1: 0.9706 (0.9788) loss_fgl_dn_2: 0.9577 (0.9699) loss_fgl_dn_3: 0.9595 (0.9706) loss_fgl_dn_4: 0.9602 (0.9710) loss_fgl_dn_5: 0.9602 (0.9710) loss_giou: 0.5112 (0.5469) loss_giou_aux_0: 0.5301 (0.5717) loss_giou_aux_1: 0.5123 (0.5523) loss_giou_aux_2: 0.5132 (0.5479) loss_giou_aux_3: 0.5118 (0.5470) loss_giou_aux_4: 0.5111 (0.5469) loss_giou_dn_0: 0.5307 (0.5465) loss_giou_dn_1: 0.4215 (0.4344) loss_giou_dn_2: 0.4036 (0.4173) loss_giou_dn_3: 0.3984 (0.4124) loss_giou_dn_4: 0.3959 (0.4114) loss_giou_dn_5: 0.3959 (0.4114) loss_giou_dn_pre: 0.5264 (0.5459) loss_giou_enc_0: 0.6128 (0.6430) loss_giou_pre: 0.5310 (0.5703) loss_ddf_aux_0: 0.0516 (0.0515) loss_ddf_aux_1: 0.0075 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2504 (0.2479) loss_ddf_dn_1: 0.0351 (0.0336) loss_ddf_dn_2: 0.0073 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6514 (0.6387) loss_vfl_aux_0: 0.7128 (0.7057) loss_vfl_aux_1: 0.6885 (0.6830) loss_vfl_aux_2: 0.6700 (0.6662) loss_vfl_aux_3: 0.6511 (0.6498) loss_vfl_aux_4: 0.6548 (0.6405) loss_vfl_dn_0: 0.4846 (0.4818) loss_vfl_dn_1: 0.4080 (0.4117) loss_vfl_dn_2: 0.3943 (0.3954) loss_vfl_dn_3: 0.3860 (0.3872) loss_vfl_dn_4: 0.3826 (0.3844) loss_vfl_dn_5: 0.3840 (0.3839) loss_vfl_dn_pre: 0.4847 (0.4823) loss_vfl_enc_0: 0.7223 (0.7131) loss_vfl_pre: 0.7243 (0.7080) time: 0.7259 data: 0.0263 max mem: 9142 Epoch: [58] [3200/3696] eta: 0:06:19 lr: 0.000013 loss: 30.8365 (30.7514) loss_bbox: 0.1707 (0.1662) loss_bbox_aux_0: 0.1821 (0.1783) loss_bbox_aux_1: 0.1754 (0.1689) loss_bbox_aux_2: 0.1742 (0.1668) loss_bbox_aux_3: 0.1711 (0.1663) loss_bbox_aux_4: 0.1709 (0.1662) loss_bbox_dn_0: 0.2280 (0.2281) loss_bbox_dn_1: 0.1667 (0.1669) loss_bbox_dn_2: 0.1554 (0.1567) loss_bbox_dn_3: 0.1571 (0.1534) loss_bbox_dn_4: 0.1582 (0.1527) loss_bbox_dn_5: 0.1582 (0.1527) loss_bbox_dn_pre: 0.2396 (0.2341) loss_bbox_enc_0: 0.2167 (0.2109) loss_bbox_pre: 0.1824 (0.1786) loss_dfl: 0.9746 (0.9563) loss_fgl_aux_0: 1.0039 (0.9879) loss_fgl_aux_1: 0.9764 (0.9587) loss_fgl_aux_2: 0.9744 (0.9565) loss_fgl_aux_3: 0.9741 (0.9563) loss_fgl_aux_4: 0.9744 (0.9563) loss_fgl_dn_0: 1.0816 (1.0820) loss_fgl_dn_1: 0.9832 (0.9789) loss_fgl_dn_2: 0.9745 (0.9700) loss_fgl_dn_3: 0.9745 (0.9706) loss_fgl_dn_4: 0.9747 (0.9711) loss_fgl_dn_5: 0.9748 (0.9711) loss_giou: 0.5278 (0.5470) loss_giou_aux_0: 0.5474 (0.5719) loss_giou_aux_1: 0.5254 (0.5524) loss_giou_aux_2: 0.5235 (0.5480) loss_giou_aux_3: 0.5269 (0.5471) loss_giou_aux_4: 0.5277 (0.5470) loss_giou_dn_0: 0.5362 (0.5465) loss_giou_dn_1: 0.4279 (0.4344) loss_giou_dn_2: 0.4070 (0.4173) loss_giou_dn_3: 0.3979 (0.4124) loss_giou_dn_4: 0.3959 (0.4114) loss_giou_dn_5: 0.3958 (0.4114) loss_giou_dn_pre: 0.5332 (0.5459) loss_giou_enc_0: 0.6138 (0.6431) loss_giou_pre: 0.5467 (0.5705) loss_ddf_aux_0: 0.0477 (0.0515) loss_ddf_aux_1: 0.0074 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2325 (0.2477) loss_ddf_dn_1: 0.0298 (0.0335) loss_ddf_dn_2: 0.0068 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6460 (0.6388) loss_vfl_aux_0: 0.7355 (0.7058) loss_vfl_aux_1: 0.6896 (0.6830) loss_vfl_aux_2: 0.6766 (0.6662) loss_vfl_aux_3: 0.6553 (0.6497) loss_vfl_aux_4: 0.6471 (0.6406) loss_vfl_dn_0: 0.4839 (0.4818) loss_vfl_dn_1: 0.4135 (0.4117) loss_vfl_dn_2: 0.3972 (0.3954) loss_vfl_dn_3: 0.3885 (0.3873) loss_vfl_dn_4: 0.3828 (0.3845) loss_vfl_dn_5: 0.3824 (0.3840) loss_vfl_dn_pre: 0.4843 (0.4823) loss_vfl_enc_0: 0.7419 (0.7132) loss_vfl_pre: 0.7379 (0.7082) time: 0.8903 data: 0.0215 max mem: 9142 Epoch: [58] [3300/3696] eta: 0:05:03 lr: 0.000013 loss: 30.1161 (30.7477) loss_bbox: 0.1492 (0.1660) loss_bbox_aux_0: 0.1707 (0.1781) loss_bbox_aux_1: 0.1546 (0.1687) loss_bbox_aux_2: 0.1506 (0.1666) loss_bbox_aux_3: 0.1493 (0.1661) loss_bbox_aux_4: 0.1492 (0.1660) loss_bbox_dn_0: 0.2328 (0.2280) loss_bbox_dn_1: 0.1641 (0.1667) loss_bbox_dn_2: 0.1553 (0.1566) loss_bbox_dn_3: 0.1524 (0.1533) loss_bbox_dn_4: 0.1535 (0.1526) loss_bbox_dn_5: 0.1534 (0.1526) loss_bbox_dn_pre: 0.2373 (0.2339) loss_bbox_enc_0: 0.1973 (0.2107) loss_bbox_pre: 0.1728 (0.1784) loss_dfl: 0.9507 (0.9565) loss_fgl_aux_0: 0.9842 (0.9881) loss_fgl_aux_1: 0.9539 (0.9590) loss_fgl_aux_2: 0.9516 (0.9567) loss_fgl_aux_3: 0.9507 (0.9566) loss_fgl_aux_4: 0.9506 (0.9565) loss_fgl_dn_0: 1.0849 (1.0822) loss_fgl_dn_1: 0.9727 (0.9790) loss_fgl_dn_2: 0.9601 (0.9701) loss_fgl_dn_3: 0.9614 (0.9707) loss_fgl_dn_4: 0.9617 (0.9712) loss_fgl_dn_5: 0.9617 (0.9712) loss_giou: 0.5044 (0.5466) loss_giou_aux_0: 0.5325 (0.5715) loss_giou_aux_1: 0.5098 (0.5520) loss_giou_aux_2: 0.5063 (0.5476) loss_giou_aux_3: 0.5048 (0.5467) loss_giou_aux_4: 0.5044 (0.5466) loss_giou_dn_0: 0.5108 (0.5464) loss_giou_dn_1: 0.3991 (0.4341) loss_giou_dn_2: 0.3848 (0.4171) loss_giou_dn_3: 0.3802 (0.4122) loss_giou_dn_4: 0.3796 (0.4112) loss_giou_dn_5: 0.3795 (0.4112) loss_giou_dn_pre: 0.5109 (0.5458) loss_giou_enc_0: 0.5960 (0.6427) loss_giou_pre: 0.5301 (0.5701) loss_ddf_aux_0: 0.0524 (0.0515) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2460 (0.2478) loss_ddf_dn_1: 0.0313 (0.0335) loss_ddf_dn_2: 0.0067 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6184 (0.6389) loss_vfl_aux_0: 0.6960 (0.7059) loss_vfl_aux_1: 0.6866 (0.6831) loss_vfl_aux_2: 0.6605 (0.6663) loss_vfl_aux_3: 0.6340 (0.6499) loss_vfl_aux_4: 0.6196 (0.6407) loss_vfl_dn_0: 0.4819 (0.4819) loss_vfl_dn_1: 0.4086 (0.4118) loss_vfl_dn_2: 0.3876 (0.3954) loss_vfl_dn_3: 0.3768 (0.3873) loss_vfl_dn_4: 0.3777 (0.3845) loss_vfl_dn_5: 0.3760 (0.3840) loss_vfl_dn_pre: 0.4814 (0.4824) loss_vfl_enc_0: 0.7076 (0.7134) loss_vfl_pre: 0.7009 (0.7083) time: 0.7585 data: 0.0280 max mem: 9142 Epoch: [58] [3400/3696] eta: 0:03:46 lr: 0.000013 loss: 30.4629 (30.7496) loss_bbox: 0.1676 (0.1660) loss_bbox_aux_0: 0.1797 (0.1781) loss_bbox_aux_1: 0.1683 (0.1687) loss_bbox_aux_2: 0.1682 (0.1667) loss_bbox_aux_3: 0.1677 (0.1661) loss_bbox_aux_4: 0.1676 (0.1661) loss_bbox_dn_0: 0.2213 (0.2279) loss_bbox_dn_1: 0.1584 (0.1667) loss_bbox_dn_2: 0.1517 (0.1565) loss_bbox_dn_3: 0.1452 (0.1532) loss_bbox_dn_4: 0.1446 (0.1525) loss_bbox_dn_5: 0.1446 (0.1525) loss_bbox_dn_pre: 0.2255 (0.2338) loss_bbox_enc_0: 0.1994 (0.2106) loss_bbox_pre: 0.1787 (0.1784) loss_dfl: 0.9725 (0.9566) loss_fgl_aux_0: 1.0066 (0.9882) loss_fgl_aux_1: 0.9760 (0.9591) loss_fgl_aux_2: 0.9733 (0.9568) loss_fgl_aux_3: 0.9724 (0.9567) loss_fgl_aux_4: 0.9724 (0.9566) loss_fgl_dn_0: 1.0901 (1.0822) loss_fgl_dn_1: 0.9741 (0.9790) loss_fgl_dn_2: 0.9616 (0.9701) loss_fgl_dn_3: 0.9607 (0.9708) loss_fgl_dn_4: 0.9608 (0.9713) loss_fgl_dn_5: 0.9609 (0.9713) loss_giou: 0.5122 (0.5467) loss_giou_aux_0: 0.5414 (0.5715) loss_giou_aux_1: 0.5177 (0.5521) loss_giou_aux_2: 0.5124 (0.5476) loss_giou_aux_3: 0.5119 (0.5468) loss_giou_aux_4: 0.5122 (0.5467) loss_giou_dn_0: 0.5411 (0.5464) loss_giou_dn_1: 0.4234 (0.4341) loss_giou_dn_2: 0.4088 (0.4171) loss_giou_dn_3: 0.4032 (0.4122) loss_giou_dn_4: 0.4022 (0.4111) loss_giou_dn_5: 0.4022 (0.4112) loss_giou_dn_pre: 0.5410 (0.5458) loss_giou_enc_0: 0.6062 (0.6427) loss_giou_pre: 0.5391 (0.5701) loss_ddf_aux_0: 0.0537 (0.0515) loss_ddf_aux_1: 0.0078 (0.0072) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2481 (0.2478) loss_ddf_dn_1: 0.0327 (0.0335) loss_ddf_dn_2: 0.0069 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6492 (0.6390) loss_vfl_aux_0: 0.7185 (0.7060) loss_vfl_aux_1: 0.6949 (0.6832) loss_vfl_aux_2: 0.6932 (0.6664) loss_vfl_aux_3: 0.6741 (0.6500) loss_vfl_aux_4: 0.6594 (0.6408) loss_vfl_dn_0: 0.4792 (0.4819) loss_vfl_dn_1: 0.4042 (0.4117) loss_vfl_dn_2: 0.3898 (0.3954) loss_vfl_dn_3: 0.3834 (0.3873) loss_vfl_dn_4: 0.3808 (0.3845) loss_vfl_dn_5: 0.3808 (0.3840) loss_vfl_dn_pre: 0.4791 (0.4824) loss_vfl_enc_0: 0.7355 (0.7137) loss_vfl_pre: 0.7214 (0.7084) time: 0.7471 data: 0.0300 max mem: 9142 Epoch: [58] [3500/3696] eta: 0:02:29 lr: 0.000013 loss: 30.5510 (30.7521) loss_bbox: 0.1597 (0.1660) loss_bbox_aux_0: 0.1704 (0.1781) loss_bbox_aux_1: 0.1620 (0.1687) loss_bbox_aux_2: 0.1616 (0.1666) loss_bbox_aux_3: 0.1588 (0.1661) loss_bbox_aux_4: 0.1600 (0.1660) loss_bbox_dn_0: 0.2121 (0.2277) loss_bbox_dn_1: 0.1572 (0.1666) loss_bbox_dn_2: 0.1511 (0.1564) loss_bbox_dn_3: 0.1484 (0.1531) loss_bbox_dn_4: 0.1465 (0.1524) loss_bbox_dn_5: 0.1465 (0.1524) loss_bbox_dn_pre: 0.2160 (0.2336) loss_bbox_enc_0: 0.1983 (0.2105) loss_bbox_pre: 0.1715 (0.1783) loss_dfl: 0.9730 (0.9566) loss_fgl_aux_0: 1.0036 (0.9881) loss_fgl_aux_1: 0.9781 (0.9590) loss_fgl_aux_2: 0.9755 (0.9568) loss_fgl_aux_3: 0.9742 (0.9566) loss_fgl_aux_4: 0.9731 (0.9566) loss_fgl_dn_0: 1.0905 (1.0823) loss_fgl_dn_1: 0.9815 (0.9791) loss_fgl_dn_2: 0.9736 (0.9702) loss_fgl_dn_3: 0.9749 (0.9709) loss_fgl_dn_4: 0.9752 (0.9713) loss_fgl_dn_5: 0.9752 (0.9713) loss_giou: 0.5503 (0.5472) loss_giou_aux_0: 0.5718 (0.5721) loss_giou_aux_1: 0.5531 (0.5526) loss_giou_aux_2: 0.5516 (0.5481) loss_giou_aux_3: 0.5498 (0.5473) loss_giou_aux_4: 0.5500 (0.5472) loss_giou_dn_0: 0.5393 (0.5465) loss_giou_dn_1: 0.4302 (0.4342) loss_giou_dn_2: 0.4166 (0.4172) loss_giou_dn_3: 0.4123 (0.4124) loss_giou_dn_4: 0.4106 (0.4113) loss_giou_dn_5: 0.4106 (0.4113) loss_giou_dn_pre: 0.5402 (0.5460) loss_giou_enc_0: 0.6379 (0.6432) loss_giou_pre: 0.5716 (0.5707) loss_ddf_aux_0: 0.0505 (0.0515) loss_ddf_aux_1: 0.0074 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2486 (0.2478) loss_ddf_dn_1: 0.0328 (0.0335) loss_ddf_dn_2: 0.0076 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6317 (0.6388) loss_vfl_aux_0: 0.6777 (0.7057) loss_vfl_aux_1: 0.6700 (0.6830) loss_vfl_aux_2: 0.6556 (0.6662) loss_vfl_aux_3: 0.6489 (0.6499) loss_vfl_aux_4: 0.6407 (0.6406) loss_vfl_dn_0: 0.4802 (0.4819) loss_vfl_dn_1: 0.4098 (0.4118) loss_vfl_dn_2: 0.3951 (0.3955) loss_vfl_dn_3: 0.3880 (0.3873) loss_vfl_dn_4: 0.3842 (0.3845) loss_vfl_dn_5: 0.3841 (0.3841) loss_vfl_dn_pre: 0.4808 (0.4824) loss_vfl_enc_0: 0.6902 (0.7134) loss_vfl_pre: 0.6793 (0.7081) time: 0.7505 data: 0.0290 max mem: 9142 Epoch: [58] [3600/3696] eta: 0:01:13 lr: 0.000013 loss: 31.2241 (30.7569) loss_bbox: 0.1737 (0.1660) loss_bbox_aux_0: 0.1879 (0.1780) loss_bbox_aux_1: 0.1732 (0.1686) loss_bbox_aux_2: 0.1726 (0.1666) loss_bbox_aux_3: 0.1733 (0.1660) loss_bbox_aux_4: 0.1736 (0.1660) loss_bbox_dn_0: 0.2248 (0.2276) loss_bbox_dn_1: 0.1666 (0.1666) loss_bbox_dn_2: 0.1508 (0.1564) loss_bbox_dn_3: 0.1473 (0.1531) loss_bbox_dn_4: 0.1465 (0.1524) loss_bbox_dn_5: 0.1465 (0.1524) loss_bbox_dn_pre: 0.2308 (0.2336) loss_bbox_enc_0: 0.2125 (0.2103) loss_bbox_pre: 0.1863 (0.1783) loss_dfl: 0.9591 (0.9566) loss_fgl_aux_0: 0.9815 (0.9882) loss_fgl_aux_1: 0.9591 (0.9590) loss_fgl_aux_2: 0.9590 (0.9568) loss_fgl_aux_3: 0.9596 (0.9567) loss_fgl_aux_4: 0.9593 (0.9566) loss_fgl_dn_0: 1.0683 (1.0822) loss_fgl_dn_1: 0.9697 (0.9791) loss_fgl_dn_2: 0.9611 (0.9702) loss_fgl_dn_3: 0.9623 (0.9709) loss_fgl_dn_4: 0.9620 (0.9714) loss_fgl_dn_5: 0.9619 (0.9714) loss_giou: 0.5306 (0.5473) loss_giou_aux_0: 0.5567 (0.5722) loss_giou_aux_1: 0.5361 (0.5527) loss_giou_aux_2: 0.5310 (0.5482) loss_giou_aux_3: 0.5295 (0.5474) loss_giou_aux_4: 0.5305 (0.5472) loss_giou_dn_0: 0.5444 (0.5466) loss_giou_dn_1: 0.4327 (0.4344) loss_giou_dn_2: 0.4168 (0.4174) loss_giou_dn_3: 0.4116 (0.4125) loss_giou_dn_4: 0.4109 (0.4114) loss_giou_dn_5: 0.4109 (0.4114) loss_giou_dn_pre: 0.5411 (0.5460) loss_giou_enc_0: 0.6442 (0.6432) loss_giou_pre: 0.5551 (0.5708) loss_ddf_aux_0: 0.0484 (0.0515) loss_ddf_aux_1: 0.0069 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2393 (0.2477) loss_ddf_dn_1: 0.0319 (0.0335) loss_ddf_dn_2: 0.0068 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6699 (0.6393) loss_vfl_aux_0: 0.7245 (0.7061) loss_vfl_aux_1: 0.6974 (0.6834) loss_vfl_aux_2: 0.6796 (0.6667) loss_vfl_aux_3: 0.6697 (0.6503) loss_vfl_aux_4: 0.6669 (0.6411) loss_vfl_dn_0: 0.4866 (0.4820) loss_vfl_dn_1: 0.4184 (0.4119) loss_vfl_dn_2: 0.4041 (0.3955) loss_vfl_dn_3: 0.3962 (0.3874) loss_vfl_dn_4: 0.3907 (0.3846) loss_vfl_dn_5: 0.3892 (0.3842) loss_vfl_dn_pre: 0.4865 (0.4824) loss_vfl_enc_0: 0.7272 (0.7137) loss_vfl_pre: 0.7330 (0.7085) time: 0.7737 data: 0.0283 max mem: 9142 Epoch: [58] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 30.1275 (30.7556) loss_bbox: 0.1583 (0.1660) loss_bbox_aux_0: 0.1729 (0.1781) loss_bbox_aux_1: 0.1638 (0.1686) loss_bbox_aux_2: 0.1600 (0.1666) loss_bbox_aux_3: 0.1591 (0.1661) loss_bbox_aux_4: 0.1584 (0.1660) loss_bbox_dn_0: 0.2308 (0.2278) loss_bbox_dn_1: 0.1659 (0.1667) loss_bbox_dn_2: 0.1587 (0.1565) loss_bbox_dn_3: 0.1564 (0.1532) loss_bbox_dn_4: 0.1549 (0.1526) loss_bbox_dn_5: 0.1548 (0.1526) loss_bbox_dn_pre: 0.2338 (0.2337) loss_bbox_enc_0: 0.2039 (0.2104) loss_bbox_pre: 0.1724 (0.1783) loss_dfl: 0.9558 (0.9566) loss_fgl_aux_0: 0.9892 (0.9881) loss_fgl_aux_1: 0.9592 (0.9590) loss_fgl_aux_2: 0.9571 (0.9568) loss_fgl_aux_3: 0.9560 (0.9566) loss_fgl_aux_4: 0.9562 (0.9566) loss_fgl_dn_0: 1.0826 (1.0822) loss_fgl_dn_1: 0.9756 (0.9790) loss_fgl_dn_2: 0.9660 (0.9701) loss_fgl_dn_3: 0.9660 (0.9708) loss_fgl_dn_4: 0.9663 (0.9712) loss_fgl_dn_5: 0.9663 (0.9713) loss_giou: 0.5036 (0.5471) loss_giou_aux_0: 0.5297 (0.5721) loss_giou_aux_1: 0.5122 (0.5525) loss_giou_aux_2: 0.5055 (0.5481) loss_giou_aux_3: 0.5048 (0.5472) loss_giou_aux_4: 0.5035 (0.5471) loss_giou_dn_0: 0.5342 (0.5466) loss_giou_dn_1: 0.4218 (0.4344) loss_giou_dn_2: 0.4054 (0.4174) loss_giou_dn_3: 0.4007 (0.4125) loss_giou_dn_4: 0.3996 (0.4114) loss_giou_dn_5: 0.3996 (0.4114) loss_giou_dn_pre: 0.5363 (0.5460) loss_giou_enc_0: 0.5961 (0.6430) loss_giou_pre: 0.5259 (0.5706) loss_ddf_aux_0: 0.0524 (0.0515) loss_ddf_aux_1: 0.0075 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2392 (0.2476) loss_ddf_dn_1: 0.0329 (0.0335) loss_ddf_dn_2: 0.0086 (0.0075) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6280 (0.6392) loss_vfl_aux_0: 0.6951 (0.7060) loss_vfl_aux_1: 0.6821 (0.6834) loss_vfl_aux_2: 0.6699 (0.6666) loss_vfl_aux_3: 0.6401 (0.6503) loss_vfl_aux_4: 0.6224 (0.6410) loss_vfl_dn_0: 0.4839 (0.4820) loss_vfl_dn_1: 0.4061 (0.4119) loss_vfl_dn_2: 0.3903 (0.3955) loss_vfl_dn_3: 0.3817 (0.3874) loss_vfl_dn_4: 0.3784 (0.3846) loss_vfl_dn_5: 0.3787 (0.3842) loss_vfl_dn_pre: 0.4841 (0.4825) loss_vfl_enc_0: 0.7231 (0.7137) loss_vfl_pre: 0.6984 (0.7084) time: 0.7603 data: 0.0303 max mem: 9142 Epoch: [58] Total time: 0:47:07 (0.7651 s / it) Averaged stats: lr: 0.000013 loss: 30.1275 (30.7556) loss_bbox: 0.1583 (0.1660) loss_bbox_aux_0: 0.1729 (0.1781) loss_bbox_aux_1: 0.1638 (0.1686) loss_bbox_aux_2: 0.1600 (0.1666) loss_bbox_aux_3: 0.1591 (0.1661) loss_bbox_aux_4: 0.1584 (0.1660) loss_bbox_dn_0: 0.2308 (0.2278) loss_bbox_dn_1: 0.1659 (0.1667) loss_bbox_dn_2: 0.1587 (0.1565) loss_bbox_dn_3: 0.1564 (0.1532) loss_bbox_dn_4: 0.1549 (0.1526) loss_bbox_dn_5: 0.1548 (0.1526) loss_bbox_dn_pre: 0.2338 (0.2337) loss_bbox_enc_0: 0.2039 (0.2104) loss_bbox_pre: 0.1724 (0.1783) loss_dfl: 0.9558 (0.9566) loss_fgl_aux_0: 0.9892 (0.9881) loss_fgl_aux_1: 0.9592 (0.9590) loss_fgl_aux_2: 0.9571 (0.9568) loss_fgl_aux_3: 0.9560 (0.9566) loss_fgl_aux_4: 0.9562 (0.9566) loss_fgl_dn_0: 1.0826 (1.0822) loss_fgl_dn_1: 0.9756 (0.9790) loss_fgl_dn_2: 0.9660 (0.9701) loss_fgl_dn_3: 0.9660 (0.9708) loss_fgl_dn_4: 0.9663 (0.9712) loss_fgl_dn_5: 0.9663 (0.9713) loss_giou: 0.5036 (0.5471) loss_giou_aux_0: 0.5297 (0.5721) loss_giou_aux_1: 0.5122 (0.5525) loss_giou_aux_2: 0.5055 (0.5481) loss_giou_aux_3: 0.5048 (0.5472) loss_giou_aux_4: 0.5035 (0.5471) loss_giou_dn_0: 0.5342 (0.5466) loss_giou_dn_1: 0.4218 (0.4344) loss_giou_dn_2: 0.4054 (0.4174) loss_giou_dn_3: 0.4007 (0.4125) loss_giou_dn_4: 0.3996 (0.4114) loss_giou_dn_5: 0.3996 (0.4114) loss_giou_dn_pre: 0.5363 (0.5460) loss_giou_enc_0: 0.5961 (0.6430) loss_giou_pre: 0.5259 (0.5706) loss_ddf_aux_0: 0.0524 (0.0515) loss_ddf_aux_1: 0.0075 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2392 (0.2476) loss_ddf_dn_1: 0.0329 (0.0335) loss_ddf_dn_2: 0.0086 (0.0075) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6280 (0.6392) loss_vfl_aux_0: 0.6951 (0.7060) loss_vfl_aux_1: 0.6821 (0.6834) loss_vfl_aux_2: 0.6699 (0.6666) loss_vfl_aux_3: 0.6401 (0.6503) loss_vfl_aux_4: 0.6224 (0.6410) loss_vfl_dn_0: 0.4839 (0.4820) loss_vfl_dn_1: 0.4061 (0.4119) loss_vfl_dn_2: 0.3903 (0.3955) loss_vfl_dn_3: 0.3817 (0.3874) loss_vfl_dn_4: 0.3784 (0.3846) loss_vfl_dn_5: 0.3787 (0.3842) loss_vfl_dn_pre: 0.4841 (0.4825) loss_vfl_enc_0: 0.7231 (0.7137) loss_vfl_pre: 0.6984 (0.7084) Test: [ 0/79] eta: 0:03:05 time: 2.3434 data: 1.7842 max mem: 9142 Test: [10/79] eta: 0:00:52 time: 0.7575 data: 0.2208 max mem: 9142 Test: [20/79] eta: 0:00:40 time: 0.6049 data: 0.0665 max mem: 9142 Test: [30/79] eta: 0:00:37 time: 0.7620 data: 0.0759 max mem: 9142 Test: [40/79] eta: 0:00:28 time: 0.7583 data: 0.0717 max mem: 9142 Test: [50/79] eta: 0:00:20 time: 0.6076 data: 0.0641 max mem: 9142 Test: [60/79] eta: 0:00:13 time: 0.6112 data: 0.0660 max mem: 9142 Test: [70/79] eta: 0:00:06 time: 0.7063 data: 0.1669 max mem: 9142 Test: [78/79] eta: 0:00:00 time: 0.6683 data: 0.1646 max mem: 9142 Test: Total time: 0:00:54 (0.6880 s / it) Averaged stats: Accumulating evaluation results... DONE (t=26.02s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.539 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.716 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.583 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.363 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.580 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.719 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.396 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.664 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.730 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.564 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.773 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.894 best_stat: {'epoch': 57, 'coco_eval_bbox': 0.5389768252152075} Epoch: [59] [ 0/3696] eta: 2:43:58 lr: 0.000013 loss: 31.7403 (31.7403) loss_bbox: 0.2097 (0.2097) loss_bbox_aux_0: 0.2195 (0.2195) loss_bbox_aux_1: 0.2117 (0.2117) loss_bbox_aux_2: 0.2085 (0.2085) loss_bbox_aux_3: 0.2094 (0.2094) loss_bbox_aux_4: 0.2097 (0.2097) loss_bbox_dn_0: 0.2216 (0.2216) loss_bbox_dn_1: 0.1616 (0.1616) loss_bbox_dn_2: 0.1507 (0.1507) loss_bbox_dn_3: 0.1458 (0.1458) loss_bbox_dn_4: 0.1435 (0.1435) loss_bbox_dn_5: 0.1435 (0.1435) loss_bbox_dn_pre: 0.2229 (0.2229) loss_bbox_enc_0: 0.2438 (0.2438) loss_bbox_pre: 0.2185 (0.2185) loss_dfl: 0.8846 (0.8846) loss_fgl_aux_0: 0.9114 (0.9114) loss_fgl_aux_1: 0.8894 (0.8894) loss_fgl_aux_2: 0.8863 (0.8863) loss_fgl_aux_3: 0.8850 (0.8850) loss_fgl_aux_4: 0.8846 (0.8846) loss_fgl_dn_0: 1.0586 (1.0586) loss_fgl_dn_1: 0.9721 (0.9721) loss_fgl_dn_2: 0.9631 (0.9631) loss_fgl_dn_3: 0.9644 (0.9644) loss_fgl_dn_4: 0.9647 (0.9647) loss_fgl_dn_5: 0.9648 (0.9648) loss_giou: 0.7223 (0.7223) loss_giou_aux_0: 0.7513 (0.7513) loss_giou_aux_1: 0.7308 (0.7308) loss_giou_aux_2: 0.7213 (0.7213) loss_giou_aux_3: 0.7222 (0.7222) loss_giou_aux_4: 0.7223 (0.7223) loss_giou_dn_0: 0.5781 (0.5781) loss_giou_dn_1: 0.4741 (0.4741) loss_giou_dn_2: 0.4585 (0.4585) loss_giou_dn_3: 0.4540 (0.4540) loss_giou_dn_4: 0.4540 (0.4540) loss_giou_dn_5: 0.4540 (0.4540) loss_giou_dn_pre: 0.5750 (0.5750) loss_giou_enc_0: 0.8132 (0.8132) loss_giou_pre: 0.7527 (0.7527) loss_ddf_aux_0: 0.0496 (0.0496) loss_ddf_aux_1: 0.0065 (0.0065) loss_ddf_aux_2: 0.0011 (0.0011) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2146 (0.2146) loss_ddf_dn_1: 0.0273 (0.0273) loss_ddf_dn_2: 0.0058 (0.0058) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.6049 (0.6049) loss_vfl_aux_0: 0.6533 (0.6533) loss_vfl_aux_1: 0.6508 (0.6508) loss_vfl_aux_2: 0.6186 (0.6186) loss_vfl_aux_3: 0.5978 (0.5978) loss_vfl_aux_4: 0.5944 (0.5944) loss_vfl_dn_0: 0.4724 (0.4724) loss_vfl_dn_1: 0.4052 (0.4052) loss_vfl_dn_2: 0.3898 (0.3898) loss_vfl_dn_3: 0.3830 (0.3830) loss_vfl_dn_4: 0.3794 (0.3794) loss_vfl_dn_5: 0.3786 (0.3786) loss_vfl_dn_pre: 0.4723 (0.4723) loss_vfl_enc_0: 0.6445 (0.6445) loss_vfl_pre: 0.6561 (0.6561) time: 2.6620 data: 1.9545 max mem: 9142 Epoch: [59] [ 100/3696] eta: 0:45:42 lr: 0.000013 loss: 30.9282 (30.7909) loss_bbox: 0.1596 (0.1669) loss_bbox_aux_0: 0.1696 (0.1776) loss_bbox_aux_1: 0.1618 (0.1695) loss_bbox_aux_2: 0.1603 (0.1672) loss_bbox_aux_3: 0.1595 (0.1669) loss_bbox_aux_4: 0.1596 (0.1669) loss_bbox_dn_0: 0.2142 (0.2244) loss_bbox_dn_1: 0.1548 (0.1628) loss_bbox_dn_2: 0.1437 (0.1524) loss_bbox_dn_3: 0.1402 (0.1491) loss_bbox_dn_4: 0.1393 (0.1483) loss_bbox_dn_5: 0.1393 (0.1483) loss_bbox_dn_pre: 0.2177 (0.2303) loss_bbox_enc_0: 0.2021 (0.2095) loss_bbox_pre: 0.1701 (0.1782) loss_dfl: 0.9608 (0.9506) loss_fgl_aux_0: 0.9914 (0.9811) loss_fgl_aux_1: 0.9658 (0.9531) loss_fgl_aux_2: 0.9608 (0.9509) loss_fgl_aux_3: 0.9601 (0.9507) loss_fgl_aux_4: 0.9608 (0.9506) loss_fgl_dn_0: 1.0816 (1.0787) loss_fgl_dn_1: 0.9808 (0.9767) loss_fgl_dn_2: 0.9732 (0.9672) loss_fgl_dn_3: 0.9732 (0.9680) loss_fgl_dn_4: 0.9740 (0.9685) loss_fgl_dn_5: 0.9740 (0.9685) loss_giou: 0.5815 (0.5623) loss_giou_aux_0: 0.6053 (0.5866) loss_giou_aux_1: 0.5832 (0.5673) loss_giou_aux_2: 0.5806 (0.5630) loss_giou_aux_3: 0.5812 (0.5623) loss_giou_aux_4: 0.5815 (0.5623) loss_giou_dn_0: 0.5609 (0.5538) loss_giou_dn_1: 0.4472 (0.4412) loss_giou_dn_2: 0.4304 (0.4245) loss_giou_dn_3: 0.4291 (0.4194) loss_giou_dn_4: 0.4262 (0.4182) loss_giou_dn_5: 0.4262 (0.4182) loss_giou_dn_pre: 0.5588 (0.5533) loss_giou_enc_0: 0.6737 (0.6559) loss_giou_pre: 0.6045 (0.5851) loss_ddf_aux_0: 0.0557 (0.0518) loss_ddf_aux_1: 0.0081 (0.0073) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2587 (0.2508) loss_ddf_dn_1: 0.0347 (0.0340) loss_ddf_dn_2: 0.0081 (0.0078) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6184 (0.6321) loss_vfl_aux_0: 0.6998 (0.6998) loss_vfl_aux_1: 0.6665 (0.6747) loss_vfl_aux_2: 0.6563 (0.6616) loss_vfl_aux_3: 0.6320 (0.6427) loss_vfl_aux_4: 0.6279 (0.6348) loss_vfl_dn_0: 0.4785 (0.4803) loss_vfl_dn_1: 0.4153 (0.4119) loss_vfl_dn_2: 0.3977 (0.3957) loss_vfl_dn_3: 0.3853 (0.3870) loss_vfl_dn_4: 0.3818 (0.3842) loss_vfl_dn_5: 0.3817 (0.3834) loss_vfl_dn_pre: 0.4792 (0.4808) loss_vfl_enc_0: 0.6998 (0.7083) loss_vfl_pre: 0.7027 (0.7027) time: 0.7425 data: 0.0260 max mem: 9142 Epoch: [59] [ 200/3696] eta: 0:44:36 lr: 0.000013 loss: 30.5091 (30.8132) loss_bbox: 0.1455 (0.1651) loss_bbox_aux_0: 0.1606 (0.1762) loss_bbox_aux_1: 0.1470 (0.1678) loss_bbox_aux_2: 0.1456 (0.1655) loss_bbox_aux_3: 0.1451 (0.1652) loss_bbox_aux_4: 0.1455 (0.1651) loss_bbox_dn_0: 0.2160 (0.2240) loss_bbox_dn_1: 0.1485 (0.1633) loss_bbox_dn_2: 0.1339 (0.1531) loss_bbox_dn_3: 0.1323 (0.1500) loss_bbox_dn_4: 0.1318 (0.1492) loss_bbox_dn_5: 0.1317 (0.1492) loss_bbox_dn_pre: 0.2189 (0.2297) loss_bbox_enc_0: 0.1915 (0.2069) loss_bbox_pre: 0.1586 (0.1768) loss_dfl: 0.9542 (0.9541) loss_fgl_aux_0: 0.9765 (0.9845) loss_fgl_aux_1: 0.9560 (0.9566) loss_fgl_aux_2: 0.9541 (0.9544) loss_fgl_aux_3: 0.9543 (0.9541) loss_fgl_aux_4: 0.9542 (0.9541) loss_fgl_dn_0: 1.0808 (1.0805) loss_fgl_dn_1: 0.9765 (0.9795) loss_fgl_dn_2: 0.9684 (0.9706) loss_fgl_dn_3: 0.9686 (0.9714) loss_fgl_dn_4: 0.9695 (0.9718) loss_fgl_dn_5: 0.9696 (0.9719) loss_giou: 0.5844 (0.5618) loss_giou_aux_0: 0.6060 (0.5861) loss_giou_aux_1: 0.5883 (0.5670) loss_giou_aux_2: 0.5828 (0.5625) loss_giou_aux_3: 0.5826 (0.5619) loss_giou_aux_4: 0.5843 (0.5618) loss_giou_dn_0: 0.5472 (0.5537) loss_giou_dn_1: 0.4363 (0.4416) loss_giou_dn_2: 0.4205 (0.4244) loss_giou_dn_3: 0.4176 (0.4195) loss_giou_dn_4: 0.4169 (0.4184) loss_giou_dn_5: 0.4170 (0.4184) loss_giou_dn_pre: 0.5445 (0.5531) loss_giou_enc_0: 0.6760 (0.6552) loss_giou_pre: 0.6025 (0.5847) loss_ddf_aux_0: 0.0489 (0.0508) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2418 (0.2482) loss_ddf_dn_1: 0.0324 (0.0339) loss_ddf_dn_2: 0.0067 (0.0077) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6177 (0.6317) loss_vfl_aux_0: 0.6832 (0.6990) loss_vfl_aux_1: 0.6744 (0.6779) loss_vfl_aux_2: 0.6439 (0.6616) loss_vfl_aux_3: 0.6395 (0.6437) loss_vfl_aux_4: 0.6326 (0.6341) loss_vfl_dn_0: 0.4779 (0.4798) loss_vfl_dn_1: 0.4048 (0.4118) loss_vfl_dn_2: 0.3893 (0.3961) loss_vfl_dn_3: 0.3822 (0.3875) loss_vfl_dn_4: 0.3803 (0.3848) loss_vfl_dn_5: 0.3787 (0.3842) loss_vfl_dn_pre: 0.4781 (0.4804) loss_vfl_enc_0: 0.6857 (0.7076) loss_vfl_pre: 0.6897 (0.7020) time: 0.7652 data: 0.0302 max mem: 9142 Epoch: [59] [ 300/3696] eta: 0:43:30 lr: 0.000013 loss: 30.9857 (30.8364) loss_bbox: 0.1609 (0.1653) loss_bbox_aux_0: 0.1793 (0.1767) loss_bbox_aux_1: 0.1660 (0.1681) loss_bbox_aux_2: 0.1615 (0.1658) loss_bbox_aux_3: 0.1609 (0.1654) loss_bbox_aux_4: 0.1609 (0.1653) loss_bbox_dn_0: 0.2290 (0.2253) loss_bbox_dn_1: 0.1642 (0.1643) loss_bbox_dn_2: 0.1507 (0.1539) loss_bbox_dn_3: 0.1438 (0.1508) loss_bbox_dn_4: 0.1427 (0.1501) loss_bbox_dn_5: 0.1426 (0.1501) loss_bbox_dn_pre: 0.2376 (0.2311) loss_bbox_enc_0: 0.2035 (0.2077) loss_bbox_pre: 0.1793 (0.1772) loss_dfl: 0.9569 (0.9550) loss_fgl_aux_0: 0.9956 (0.9853) loss_fgl_aux_1: 0.9602 (0.9575) loss_fgl_aux_2: 0.9560 (0.9553) loss_fgl_aux_3: 0.9565 (0.9550) loss_fgl_aux_4: 0.9570 (0.9550) loss_fgl_dn_0: 1.0856 (1.0812) loss_fgl_dn_1: 0.9793 (0.9804) loss_fgl_dn_2: 0.9685 (0.9714) loss_fgl_dn_3: 0.9693 (0.9722) loss_fgl_dn_4: 0.9698 (0.9727) loss_fgl_dn_5: 0.9698 (0.9727) loss_giou: 0.5429 (0.5619) loss_giou_aux_0: 0.5785 (0.5866) loss_giou_aux_1: 0.5520 (0.5672) loss_giou_aux_2: 0.5448 (0.5627) loss_giou_aux_3: 0.5431 (0.5620) loss_giou_aux_4: 0.5430 (0.5619) loss_giou_dn_0: 0.5482 (0.5544) loss_giou_dn_1: 0.4353 (0.4419) loss_giou_dn_2: 0.4193 (0.4246) loss_giou_dn_3: 0.4128 (0.4196) loss_giou_dn_4: 0.4124 (0.4185) loss_giou_dn_5: 0.4124 (0.4185) loss_giou_dn_pre: 0.5471 (0.5537) loss_giou_enc_0: 0.6529 (0.6565) loss_giou_pre: 0.5751 (0.5852) loss_ddf_aux_0: 0.0519 (0.0510) loss_ddf_aux_1: 0.0073 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2501 (0.2490) loss_ddf_dn_1: 0.0346 (0.0341) loss_ddf_dn_2: 0.0080 (0.0078) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6265 (0.6312) loss_vfl_aux_0: 0.6960 (0.6994) loss_vfl_aux_1: 0.6691 (0.6778) loss_vfl_aux_2: 0.6504 (0.6601) loss_vfl_aux_3: 0.6384 (0.6430) loss_vfl_aux_4: 0.6322 (0.6336) loss_vfl_dn_0: 0.4839 (0.4800) loss_vfl_dn_1: 0.4148 (0.4116) loss_vfl_dn_2: 0.3949 (0.3956) loss_vfl_dn_3: 0.3855 (0.3873) loss_vfl_dn_4: 0.3819 (0.3844) loss_vfl_dn_5: 0.3826 (0.3838) loss_vfl_dn_pre: 0.4848 (0.4805) loss_vfl_enc_0: 0.7192 (0.7079) loss_vfl_pre: 0.6981 (0.7023) time: 0.7733 data: 0.0283 max mem: 9142 Epoch: [59] [ 400/3696] eta: 0:42:13 lr: 0.000013 loss: 30.3027 (30.7980) loss_bbox: 0.1521 (0.1647) loss_bbox_aux_0: 0.1605 (0.1764) loss_bbox_aux_1: 0.1525 (0.1674) loss_bbox_aux_2: 0.1526 (0.1653) loss_bbox_aux_3: 0.1523 (0.1648) loss_bbox_aux_4: 0.1521 (0.1647) loss_bbox_dn_0: 0.2113 (0.2268) loss_bbox_dn_1: 0.1489 (0.1654) loss_bbox_dn_2: 0.1425 (0.1551) loss_bbox_dn_3: 0.1380 (0.1519) loss_bbox_dn_4: 0.1367 (0.1512) loss_bbox_dn_5: 0.1367 (0.1512) loss_bbox_dn_pre: 0.2177 (0.2327) loss_bbox_enc_0: 0.1872 (0.2078) loss_bbox_pre: 0.1619 (0.1769) loss_dfl: 0.9543 (0.9561) loss_fgl_aux_0: 0.9889 (0.9866) loss_fgl_aux_1: 0.9593 (0.9586) loss_fgl_aux_2: 0.9549 (0.9564) loss_fgl_aux_3: 0.9544 (0.9561) loss_fgl_aux_4: 0.9545 (0.9561) loss_fgl_dn_0: 1.0827 (1.0815) loss_fgl_dn_1: 0.9793 (0.9801) loss_fgl_dn_2: 0.9690 (0.9711) loss_fgl_dn_3: 0.9711 (0.9718) loss_fgl_dn_4: 0.9718 (0.9723) loss_fgl_dn_5: 0.9719 (0.9724) loss_giou: 0.5592 (0.5567) loss_giou_aux_0: 0.5787 (0.5814) loss_giou_aux_1: 0.5622 (0.5620) loss_giou_aux_2: 0.5611 (0.5577) loss_giou_aux_3: 0.5589 (0.5569) loss_giou_aux_4: 0.5590 (0.5567) loss_giou_dn_0: 0.5485 (0.5519) loss_giou_dn_1: 0.4330 (0.4393) loss_giou_dn_2: 0.4170 (0.4222) loss_giou_dn_3: 0.4135 (0.4171) loss_giou_dn_4: 0.4129 (0.4160) loss_giou_dn_5: 0.4129 (0.4160) loss_giou_dn_pre: 0.5496 (0.5512) loss_giou_enc_0: 0.6400 (0.6515) loss_giou_pre: 0.5804 (0.5800) loss_ddf_aux_0: 0.0485 (0.0512) loss_ddf_aux_1: 0.0067 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2285 (0.2478) loss_ddf_dn_1: 0.0301 (0.0339) loss_ddf_dn_2: 0.0073 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6154 (0.6328) loss_vfl_aux_0: 0.6867 (0.7018) loss_vfl_aux_1: 0.6588 (0.6787) loss_vfl_aux_2: 0.6533 (0.6607) loss_vfl_aux_3: 0.6312 (0.6444) loss_vfl_aux_4: 0.6201 (0.6354) loss_vfl_dn_0: 0.4815 (0.4808) loss_vfl_dn_1: 0.4100 (0.4115) loss_vfl_dn_2: 0.3954 (0.3952) loss_vfl_dn_3: 0.3856 (0.3870) loss_vfl_dn_4: 0.3848 (0.3841) loss_vfl_dn_5: 0.3830 (0.3835) loss_vfl_dn_pre: 0.4825 (0.4814) loss_vfl_enc_0: 0.7049 (0.7078) loss_vfl_pre: 0.6891 (0.7045) time: 0.7835 data: 0.0258 max mem: 9142 Epoch: [59] [ 500/3696] eta: 0:40:38 lr: 0.000013 loss: 31.2111 (30.7848) loss_bbox: 0.1583 (0.1648) loss_bbox_aux_0: 0.1739 (0.1765) loss_bbox_aux_1: 0.1614 (0.1675) loss_bbox_aux_2: 0.1578 (0.1653) loss_bbox_aux_3: 0.1582 (0.1648) loss_bbox_aux_4: 0.1583 (0.1648) loss_bbox_dn_0: 0.2226 (0.2266) loss_bbox_dn_1: 0.1652 (0.1653) loss_bbox_dn_2: 0.1522 (0.1550) loss_bbox_dn_3: 0.1499 (0.1518) loss_bbox_dn_4: 0.1501 (0.1511) loss_bbox_dn_5: 0.1499 (0.1511) loss_bbox_dn_pre: 0.2304 (0.2326) loss_bbox_enc_0: 0.2019 (0.2079) loss_bbox_pre: 0.1732 (0.1768) loss_dfl: 0.9468 (0.9556) loss_fgl_aux_0: 0.9756 (0.9861) loss_fgl_aux_1: 0.9479 (0.9581) loss_fgl_aux_2: 0.9464 (0.9558) loss_fgl_aux_3: 0.9464 (0.9556) loss_fgl_aux_4: 0.9468 (0.9556) loss_fgl_dn_0: 1.0831 (1.0815) loss_fgl_dn_1: 0.9829 (0.9799) loss_fgl_dn_2: 0.9713 (0.9710) loss_fgl_dn_3: 0.9714 (0.9718) loss_fgl_dn_4: 0.9722 (0.9723) loss_fgl_dn_5: 0.9721 (0.9723) loss_giou: 0.5706 (0.5566) loss_giou_aux_0: 0.6000 (0.5811) loss_giou_aux_1: 0.5741 (0.5618) loss_giou_aux_2: 0.5700 (0.5575) loss_giou_aux_3: 0.5693 (0.5567) loss_giou_aux_4: 0.5705 (0.5566) loss_giou_dn_0: 0.5445 (0.5502) loss_giou_dn_1: 0.4287 (0.4379) loss_giou_dn_2: 0.4169 (0.4210) loss_giou_dn_3: 0.4137 (0.4160) loss_giou_dn_4: 0.4127 (0.4148) loss_giou_dn_5: 0.4127 (0.4148) loss_giou_dn_pre: 0.5429 (0.5496) loss_giou_enc_0: 0.6742 (0.6513) loss_giou_pre: 0.5993 (0.5797) loss_ddf_aux_0: 0.0480 (0.0512) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2300 (0.2464) loss_ddf_dn_1: 0.0318 (0.0336) loss_ddf_dn_2: 0.0073 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6179 (0.6343) loss_vfl_aux_0: 0.7106 (0.7027) loss_vfl_aux_1: 0.6655 (0.6793) loss_vfl_aux_2: 0.6534 (0.6613) loss_vfl_aux_3: 0.6385 (0.6452) loss_vfl_aux_4: 0.6205 (0.6362) loss_vfl_dn_0: 0.4783 (0.4803) loss_vfl_dn_1: 0.4069 (0.4110) loss_vfl_dn_2: 0.3917 (0.3947) loss_vfl_dn_3: 0.3833 (0.3868) loss_vfl_dn_4: 0.3816 (0.3839) loss_vfl_dn_5: 0.3809 (0.3834) loss_vfl_dn_pre: 0.4786 (0.4809) loss_vfl_enc_0: 0.6998 (0.7079) loss_vfl_pre: 0.7084 (0.7051) time: 0.6846 data: 0.0220 max mem: 9142 Epoch: [59] [ 600/3696] eta: 0:39:17 lr: 0.000013 loss: 30.6812 (30.7909) loss_bbox: 0.1541 (0.1639) loss_bbox_aux_0: 0.1582 (0.1756) loss_bbox_aux_1: 0.1560 (0.1666) loss_bbox_aux_2: 0.1533 (0.1644) loss_bbox_aux_3: 0.1537 (0.1639) loss_bbox_aux_4: 0.1541 (0.1639) loss_bbox_dn_0: 0.2183 (0.2260) loss_bbox_dn_1: 0.1588 (0.1649) loss_bbox_dn_2: 0.1507 (0.1546) loss_bbox_dn_3: 0.1492 (0.1515) loss_bbox_dn_4: 0.1476 (0.1507) loss_bbox_dn_5: 0.1474 (0.1507) loss_bbox_dn_pre: 0.2262 (0.2321) loss_bbox_enc_0: 0.2061 (0.2071) loss_bbox_pre: 0.1588 (0.1760) loss_dfl: 0.9453 (0.9557) loss_fgl_aux_0: 0.9710 (0.9859) loss_fgl_aux_1: 0.9500 (0.9582) loss_fgl_aux_2: 0.9442 (0.9559) loss_fgl_aux_3: 0.9453 (0.9557) loss_fgl_aux_4: 0.9454 (0.9557) loss_fgl_dn_0: 1.0723 (1.0814) loss_fgl_dn_1: 0.9768 (0.9798) loss_fgl_dn_2: 0.9687 (0.9710) loss_fgl_dn_3: 0.9696 (0.9717) loss_fgl_dn_4: 0.9706 (0.9722) loss_fgl_dn_5: 0.9707 (0.9722) loss_giou: 0.5507 (0.5560) loss_giou_aux_0: 0.5680 (0.5806) loss_giou_aux_1: 0.5530 (0.5614) loss_giou_aux_2: 0.5515 (0.5570) loss_giou_aux_3: 0.5509 (0.5562) loss_giou_aux_4: 0.5509 (0.5560) loss_giou_dn_0: 0.5590 (0.5503) loss_giou_dn_1: 0.4436 (0.4382) loss_giou_dn_2: 0.4262 (0.4212) loss_giou_dn_3: 0.4225 (0.4162) loss_giou_dn_4: 0.4206 (0.4151) loss_giou_dn_5: 0.4205 (0.4151) loss_giou_dn_pre: 0.5597 (0.5498) loss_giou_enc_0: 0.6278 (0.6505) loss_giou_pre: 0.5661 (0.5792) loss_ddf_aux_0: 0.0480 (0.0514) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0000 (0.0001) loss_ddf_dn_0: 0.2482 (0.2472) loss_ddf_dn_1: 0.0321 (0.0336) loss_ddf_dn_2: 0.0073 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6395 (0.6359) loss_vfl_aux_0: 0.7106 (0.7052) loss_vfl_aux_1: 0.6775 (0.6813) loss_vfl_aux_2: 0.6619 (0.6624) loss_vfl_aux_3: 0.6509 (0.6466) loss_vfl_aux_4: 0.6395 (0.6378) loss_vfl_dn_0: 0.4828 (0.4807) loss_vfl_dn_1: 0.4156 (0.4112) loss_vfl_dn_2: 0.4009 (0.3951) loss_vfl_dn_3: 0.3925 (0.3872) loss_vfl_dn_4: 0.3904 (0.3843) loss_vfl_dn_5: 0.3884 (0.3838) loss_vfl_dn_pre: 0.4830 (0.4814) loss_vfl_enc_0: 0.7323 (0.7106) loss_vfl_pre: 0.7216 (0.7077) time: 0.7743 data: 0.0282 max mem: 9142 Epoch: [59] [ 700/3696] eta: 0:38:01 lr: 0.000013 loss: 31.2030 (30.7845) loss_bbox: 0.1548 (0.1644) loss_bbox_aux_0: 0.1654 (0.1763) loss_bbox_aux_1: 0.1560 (0.1672) loss_bbox_aux_2: 0.1550 (0.1649) loss_bbox_aux_3: 0.1550 (0.1644) loss_bbox_aux_4: 0.1548 (0.1644) loss_bbox_dn_0: 0.2092 (0.2267) loss_bbox_dn_1: 0.1550 (0.1654) loss_bbox_dn_2: 0.1456 (0.1551) loss_bbox_dn_3: 0.1457 (0.1520) loss_bbox_dn_4: 0.1434 (0.1513) loss_bbox_dn_5: 0.1434 (0.1513) loss_bbox_dn_pre: 0.2140 (0.2328) loss_bbox_enc_0: 0.1966 (0.2079) loss_bbox_pre: 0.1666 (0.1766) loss_dfl: 0.9722 (0.9562) loss_fgl_aux_0: 1.0017 (0.9866) loss_fgl_aux_1: 0.9752 (0.9587) loss_fgl_aux_2: 0.9719 (0.9564) loss_fgl_aux_3: 0.9721 (0.9563) loss_fgl_aux_4: 0.9723 (0.9562) loss_fgl_dn_0: 1.0805 (1.0818) loss_fgl_dn_1: 0.9838 (0.9794) loss_fgl_dn_2: 0.9768 (0.9706) loss_fgl_dn_3: 0.9785 (0.9714) loss_fgl_dn_4: 0.9785 (0.9719) loss_fgl_dn_5: 0.9785 (0.9719) loss_giou: 0.5284 (0.5529) loss_giou_aux_0: 0.5583 (0.5776) loss_giou_aux_1: 0.5388 (0.5583) loss_giou_aux_2: 0.5309 (0.5539) loss_giou_aux_3: 0.5285 (0.5531) loss_giou_aux_4: 0.5287 (0.5529) loss_giou_dn_0: 0.5576 (0.5492) loss_giou_dn_1: 0.4394 (0.4370) loss_giou_dn_2: 0.4221 (0.4200) loss_giou_dn_3: 0.4178 (0.4150) loss_giou_dn_4: 0.4178 (0.4139) loss_giou_dn_5: 0.4178 (0.4139) loss_giou_dn_pre: 0.5550 (0.5486) loss_giou_enc_0: 0.6352 (0.6476) loss_giou_pre: 0.5557 (0.5762) loss_ddf_aux_0: 0.0482 (0.0513) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2415 (0.2480) loss_ddf_dn_1: 0.0312 (0.0335) loss_ddf_dn_2: 0.0067 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6493 (0.6371) loss_vfl_aux_0: 0.7285 (0.7081) loss_vfl_aux_1: 0.6890 (0.6826) loss_vfl_aux_2: 0.6759 (0.6641) loss_vfl_aux_3: 0.6565 (0.6482) loss_vfl_aux_4: 0.6525 (0.6388) loss_vfl_dn_0: 0.4824 (0.4812) loss_vfl_dn_1: 0.4144 (0.4112) loss_vfl_dn_2: 0.3943 (0.3951) loss_vfl_dn_3: 0.3835 (0.3871) loss_vfl_dn_4: 0.3812 (0.3842) loss_vfl_dn_5: 0.3797 (0.3837) loss_vfl_dn_pre: 0.4838 (0.4818) loss_vfl_enc_0: 0.7267 (0.7124) loss_vfl_pre: 0.7363 (0.7104) time: 0.7657 data: 0.0360 max mem: 9142 Epoch: [59] [ 800/3696] eta: 0:36:45 lr: 0.000013 loss: 30.6358 (30.7807) loss_bbox: 0.1563 (0.1644) loss_bbox_aux_0: 0.1674 (0.1763) loss_bbox_aux_1: 0.1570 (0.1672) loss_bbox_aux_2: 0.1559 (0.1650) loss_bbox_aux_3: 0.1564 (0.1645) loss_bbox_aux_4: 0.1563 (0.1644) loss_bbox_dn_0: 0.2141 (0.2269) loss_bbox_dn_1: 0.1564 (0.1656) loss_bbox_dn_2: 0.1431 (0.1553) loss_bbox_dn_3: 0.1396 (0.1522) loss_bbox_dn_4: 0.1388 (0.1514) loss_bbox_dn_5: 0.1388 (0.1514) loss_bbox_dn_pre: 0.2207 (0.2330) loss_bbox_enc_0: 0.2059 (0.2082) loss_bbox_pre: 0.1677 (0.1767) loss_dfl: 0.9513 (0.9563) loss_fgl_aux_0: 0.9856 (0.9867) loss_fgl_aux_1: 0.9531 (0.9587) loss_fgl_aux_2: 0.9531 (0.9564) loss_fgl_aux_3: 0.9519 (0.9563) loss_fgl_aux_4: 0.9513 (0.9563) loss_fgl_dn_0: 1.0848 (1.0816) loss_fgl_dn_1: 0.9843 (0.9792) loss_fgl_dn_2: 0.9762 (0.9704) loss_fgl_dn_3: 0.9786 (0.9712) loss_fgl_dn_4: 0.9786 (0.9717) loss_fgl_dn_5: 0.9786 (0.9717) loss_giou: 0.5068 (0.5521) loss_giou_aux_0: 0.5263 (0.5768) loss_giou_aux_1: 0.5096 (0.5575) loss_giou_aux_2: 0.5060 (0.5531) loss_giou_aux_3: 0.5051 (0.5523) loss_giou_aux_4: 0.5068 (0.5521) loss_giou_dn_0: 0.5408 (0.5491) loss_giou_dn_1: 0.4361 (0.4371) loss_giou_dn_2: 0.4189 (0.4201) loss_giou_dn_3: 0.4108 (0.4150) loss_giou_dn_4: 0.4102 (0.4139) loss_giou_dn_5: 0.4102 (0.4139) loss_giou_dn_pre: 0.5389 (0.5485) loss_giou_enc_0: 0.5943 (0.6468) loss_giou_pre: 0.5265 (0.5754) loss_ddf_aux_0: 0.0527 (0.0514) loss_ddf_aux_1: 0.0077 (0.0073) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2545 (0.2479) loss_ddf_dn_1: 0.0342 (0.0335) loss_ddf_dn_2: 0.0083 (0.0077) loss_ddf_dn_3: 0.0010 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6086 (0.6374) loss_vfl_aux_0: 0.6891 (0.7081) loss_vfl_aux_1: 0.6613 (0.6825) loss_vfl_aux_2: 0.6453 (0.6642) loss_vfl_aux_3: 0.6246 (0.6486) loss_vfl_aux_4: 0.6149 (0.6392) loss_vfl_dn_0: 0.4817 (0.4811) loss_vfl_dn_1: 0.4109 (0.4113) loss_vfl_dn_2: 0.3934 (0.3950) loss_vfl_dn_3: 0.3871 (0.3871) loss_vfl_dn_4: 0.3828 (0.3843) loss_vfl_dn_5: 0.3799 (0.3837) loss_vfl_dn_pre: 0.4819 (0.4817) loss_vfl_enc_0: 0.7000 (0.7130) loss_vfl_pre: 0.6865 (0.7105) time: 0.7443 data: 0.0308 max mem: 9142 Epoch: [59] [ 900/3696] eta: 0:35:42 lr: 0.000013 loss: 30.3338 (30.7648) loss_bbox: 0.1640 (0.1644) loss_bbox_aux_0: 0.1710 (0.1763) loss_bbox_aux_1: 0.1645 (0.1672) loss_bbox_aux_2: 0.1645 (0.1650) loss_bbox_aux_3: 0.1634 (0.1645) loss_bbox_aux_4: 0.1638 (0.1644) loss_bbox_dn_0: 0.2121 (0.2270) loss_bbox_dn_1: 0.1610 (0.1658) loss_bbox_dn_2: 0.1512 (0.1555) loss_bbox_dn_3: 0.1495 (0.1524) loss_bbox_dn_4: 0.1476 (0.1517) loss_bbox_dn_5: 0.1476 (0.1517) loss_bbox_dn_pre: 0.2237 (0.2331) loss_bbox_enc_0: 0.2025 (0.2082) loss_bbox_pre: 0.1715 (0.1766) loss_dfl: 0.9679 (0.9565) loss_fgl_aux_0: 0.9939 (0.9871) loss_fgl_aux_1: 0.9718 (0.9590) loss_fgl_aux_2: 0.9682 (0.9567) loss_fgl_aux_3: 0.9679 (0.9565) loss_fgl_aux_4: 0.9679 (0.9565) loss_fgl_dn_0: 1.0773 (1.0817) loss_fgl_dn_1: 0.9660 (0.9789) loss_fgl_dn_2: 0.9579 (0.9700) loss_fgl_dn_3: 0.9573 (0.9708) loss_fgl_dn_4: 0.9573 (0.9713) loss_fgl_dn_5: 0.9573 (0.9713) loss_giou: 0.5139 (0.5502) loss_giou_aux_0: 0.5357 (0.5749) loss_giou_aux_1: 0.5187 (0.5557) loss_giou_aux_2: 0.5139 (0.5512) loss_giou_aux_3: 0.5150 (0.5504) loss_giou_aux_4: 0.5137 (0.5502) loss_giou_dn_0: 0.5317 (0.5482) loss_giou_dn_1: 0.4316 (0.4363) loss_giou_dn_2: 0.4155 (0.4192) loss_giou_dn_3: 0.4116 (0.4143) loss_giou_dn_4: 0.4118 (0.4131) loss_giou_dn_5: 0.4119 (0.4131) loss_giou_dn_pre: 0.5329 (0.5476) loss_giou_enc_0: 0.6101 (0.6448) loss_giou_pre: 0.5351 (0.5735) loss_ddf_aux_0: 0.0521 (0.0514) loss_ddf_aux_1: 0.0078 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2501 (0.2480) loss_ddf_dn_1: 0.0330 (0.0337) loss_ddf_dn_2: 0.0079 (0.0078) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6368 (0.6377) loss_vfl_aux_0: 0.7009 (0.7083) loss_vfl_aux_1: 0.6829 (0.6829) loss_vfl_aux_2: 0.6588 (0.6650) loss_vfl_aux_3: 0.6489 (0.6487) loss_vfl_aux_4: 0.6339 (0.6393) loss_vfl_dn_0: 0.4810 (0.4813) loss_vfl_dn_1: 0.4063 (0.4113) loss_vfl_dn_2: 0.3896 (0.3951) loss_vfl_dn_3: 0.3832 (0.3872) loss_vfl_dn_4: 0.3813 (0.3843) loss_vfl_dn_5: 0.3798 (0.3838) loss_vfl_dn_pre: 0.4812 (0.4818) loss_vfl_enc_0: 0.7052 (0.7138) loss_vfl_pre: 0.7042 (0.7106) time: 0.7657 data: 0.0365 max mem: 9142 Epoch: [59] [1000/3696] eta: 0:34:41 lr: 0.000013 loss: 30.1978 (30.7574) loss_bbox: 0.1636 (0.1648) loss_bbox_aux_0: 0.1755 (0.1766) loss_bbox_aux_1: 0.1667 (0.1676) loss_bbox_aux_2: 0.1642 (0.1654) loss_bbox_aux_3: 0.1638 (0.1649) loss_bbox_aux_4: 0.1636 (0.1648) loss_bbox_dn_0: 0.2239 (0.2272) loss_bbox_dn_1: 0.1612 (0.1661) loss_bbox_dn_2: 0.1513 (0.1559) loss_bbox_dn_3: 0.1491 (0.1527) loss_bbox_dn_4: 0.1492 (0.1520) loss_bbox_dn_5: 0.1490 (0.1520) loss_bbox_dn_pre: 0.2275 (0.2333) loss_bbox_enc_0: 0.2049 (0.2084) loss_bbox_pre: 0.1746 (0.1769) loss_dfl: 0.9503 (0.9564) loss_fgl_aux_0: 0.9768 (0.9870) loss_fgl_aux_1: 0.9489 (0.9589) loss_fgl_aux_2: 0.9501 (0.9566) loss_fgl_aux_3: 0.9498 (0.9565) loss_fgl_aux_4: 0.9501 (0.9564) loss_fgl_dn_0: 1.0730 (1.0817) loss_fgl_dn_1: 0.9706 (0.9789) loss_fgl_dn_2: 0.9657 (0.9701) loss_fgl_dn_3: 0.9664 (0.9708) loss_fgl_dn_4: 0.9670 (0.9713) loss_fgl_dn_5: 0.9670 (0.9713) loss_giou: 0.5396 (0.5498) loss_giou_aux_0: 0.5604 (0.5743) loss_giou_aux_1: 0.5407 (0.5552) loss_giou_aux_2: 0.5379 (0.5508) loss_giou_aux_3: 0.5385 (0.5500) loss_giou_aux_4: 0.5394 (0.5498) loss_giou_dn_0: 0.5553 (0.5478) loss_giou_dn_1: 0.4310 (0.4361) loss_giou_dn_2: 0.4165 (0.4190) loss_giou_dn_3: 0.4123 (0.4141) loss_giou_dn_4: 0.4108 (0.4130) loss_giou_dn_5: 0.4108 (0.4130) loss_giou_dn_pre: 0.5534 (0.5473) loss_giou_enc_0: 0.6478 (0.6442) loss_giou_pre: 0.5571 (0.5729) loss_ddf_aux_0: 0.0446 (0.0511) loss_ddf_aux_1: 0.0062 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2533 (0.2475) loss_ddf_dn_1: 0.0340 (0.0336) loss_ddf_dn_2: 0.0076 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6230 (0.6371) loss_vfl_aux_0: 0.6921 (0.7073) loss_vfl_aux_1: 0.6538 (0.6823) loss_vfl_aux_2: 0.6281 (0.6644) loss_vfl_aux_3: 0.6272 (0.6480) loss_vfl_aux_4: 0.6261 (0.6387) loss_vfl_dn_0: 0.4768 (0.4813) loss_vfl_dn_1: 0.4044 (0.4112) loss_vfl_dn_2: 0.3913 (0.3951) loss_vfl_dn_3: 0.3812 (0.3871) loss_vfl_dn_4: 0.3812 (0.3843) loss_vfl_dn_5: 0.3793 (0.3837) loss_vfl_dn_pre: 0.4780 (0.4818) loss_vfl_enc_0: 0.6854 (0.7135) loss_vfl_pre: 0.6932 (0.7096) time: 1.0537 data: 0.0288 max mem: 9142 Epoch: [59] [1100/3696] eta: 0:33:21 lr: 0.000013 loss: 30.2451 (30.7488) loss_bbox: 0.1630 (0.1648) loss_bbox_aux_0: 0.1781 (0.1767) loss_bbox_aux_1: 0.1670 (0.1676) loss_bbox_aux_2: 0.1646 (0.1654) loss_bbox_aux_3: 0.1634 (0.1649) loss_bbox_aux_4: 0.1630 (0.1648) loss_bbox_dn_0: 0.2339 (0.2274) loss_bbox_dn_1: 0.1688 (0.1661) loss_bbox_dn_2: 0.1577 (0.1558) loss_bbox_dn_3: 0.1543 (0.1527) loss_bbox_dn_4: 0.1535 (0.1520) loss_bbox_dn_5: 0.1535 (0.1520) loss_bbox_dn_pre: 0.2351 (0.2334) loss_bbox_enc_0: 0.2140 (0.2086) loss_bbox_pre: 0.1782 (0.1771) loss_dfl: 0.9618 (0.9559) loss_fgl_aux_0: 0.9892 (0.9865) loss_fgl_aux_1: 0.9644 (0.9583) loss_fgl_aux_2: 0.9616 (0.9560) loss_fgl_aux_3: 0.9614 (0.9559) loss_fgl_aux_4: 0.9616 (0.9559) loss_fgl_dn_0: 1.0756 (1.0818) loss_fgl_dn_1: 0.9647 (0.9786) loss_fgl_dn_2: 0.9551 (0.9698) loss_fgl_dn_3: 0.9551 (0.9705) loss_fgl_dn_4: 0.9554 (0.9710) loss_fgl_dn_5: 0.9554 (0.9710) loss_giou: 0.5163 (0.5495) loss_giou_aux_0: 0.5442 (0.5741) loss_giou_aux_1: 0.5240 (0.5549) loss_giou_aux_2: 0.5175 (0.5505) loss_giou_aux_3: 0.5178 (0.5497) loss_giou_aux_4: 0.5167 (0.5495) loss_giou_dn_0: 0.5278 (0.5475) loss_giou_dn_1: 0.4125 (0.4356) loss_giou_dn_2: 0.3876 (0.4186) loss_giou_dn_3: 0.3821 (0.4137) loss_giou_dn_4: 0.3813 (0.4126) loss_giou_dn_5: 0.3813 (0.4126) loss_giou_dn_pre: 0.5274 (0.5469) loss_giou_enc_0: 0.6112 (0.6440) loss_giou_pre: 0.5439 (0.5726) loss_ddf_aux_0: 0.0521 (0.0512) loss_ddf_aux_1: 0.0071 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2459 (0.2480) loss_ddf_dn_1: 0.0335 (0.0337) loss_ddf_dn_2: 0.0072 (0.0078) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6406 (0.6376) loss_vfl_aux_0: 0.7079 (0.7072) loss_vfl_aux_1: 0.6774 (0.6822) loss_vfl_aux_2: 0.6653 (0.6645) loss_vfl_aux_3: 0.6494 (0.6484) loss_vfl_aux_4: 0.6325 (0.6392) loss_vfl_dn_0: 0.4784 (0.4813) loss_vfl_dn_1: 0.4067 (0.4111) loss_vfl_dn_2: 0.3885 (0.3949) loss_vfl_dn_3: 0.3798 (0.3868) loss_vfl_dn_4: 0.3772 (0.3841) loss_vfl_dn_5: 0.3752 (0.3835) loss_vfl_dn_pre: 0.4791 (0.4818) loss_vfl_enc_0: 0.7161 (0.7131) loss_vfl_pre: 0.7139 (0.7095) time: 0.7274 data: 0.0299 max mem: 9142 Epoch: [59] [1200/3696] eta: 0:32:14 lr: 0.000013 loss: 30.8719 (30.7495) loss_bbox: 0.1615 (0.1646) loss_bbox_aux_0: 0.1706 (0.1764) loss_bbox_aux_1: 0.1617 (0.1673) loss_bbox_aux_2: 0.1615 (0.1652) loss_bbox_aux_3: 0.1617 (0.1647) loss_bbox_aux_4: 0.1615 (0.1646) loss_bbox_dn_0: 0.2212 (0.2269) loss_bbox_dn_1: 0.1612 (0.1659) loss_bbox_dn_2: 0.1508 (0.1556) loss_bbox_dn_3: 0.1487 (0.1524) loss_bbox_dn_4: 0.1473 (0.1517) loss_bbox_dn_5: 0.1473 (0.1517) loss_bbox_dn_pre: 0.2277 (0.2329) loss_bbox_enc_0: 0.2055 (0.2083) loss_bbox_pre: 0.1710 (0.1767) loss_dfl: 0.9642 (0.9558) loss_fgl_aux_0: 0.9959 (0.9863) loss_fgl_aux_1: 0.9651 (0.9582) loss_fgl_aux_2: 0.9629 (0.9559) loss_fgl_aux_3: 0.9644 (0.9558) loss_fgl_aux_4: 0.9641 (0.9558) loss_fgl_dn_0: 1.0698 (1.0817) loss_fgl_dn_1: 0.9817 (0.9787) loss_fgl_dn_2: 0.9704 (0.9699) loss_fgl_dn_3: 0.9703 (0.9706) loss_fgl_dn_4: 0.9708 (0.9711) loss_fgl_dn_5: 0.9709 (0.9711) loss_giou: 0.5221 (0.5499) loss_giou_aux_0: 0.5409 (0.5744) loss_giou_aux_1: 0.5273 (0.5552) loss_giou_aux_2: 0.5247 (0.5509) loss_giou_aux_3: 0.5220 (0.5501) loss_giou_aux_4: 0.5221 (0.5499) loss_giou_dn_0: 0.5394 (0.5481) loss_giou_dn_1: 0.4239 (0.4362) loss_giou_dn_2: 0.4133 (0.4191) loss_giou_dn_3: 0.4104 (0.4142) loss_giou_dn_4: 0.4089 (0.4131) loss_giou_dn_5: 0.4088 (0.4131) loss_giou_dn_pre: 0.5356 (0.5475) loss_giou_enc_0: 0.6105 (0.6444) loss_giou_pre: 0.5404 (0.5729) loss_ddf_aux_0: 0.0528 (0.0512) loss_ddf_aux_1: 0.0069 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2433 (0.2479) loss_ddf_dn_1: 0.0323 (0.0337) loss_ddf_dn_2: 0.0070 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6355 (0.6376) loss_vfl_aux_0: 0.7051 (0.7068) loss_vfl_aux_1: 0.6711 (0.6820) loss_vfl_aux_2: 0.6611 (0.6643) loss_vfl_aux_3: 0.6506 (0.6481) loss_vfl_aux_4: 0.6405 (0.6392) loss_vfl_dn_0: 0.4796 (0.4814) loss_vfl_dn_1: 0.4119 (0.4113) loss_vfl_dn_2: 0.3947 (0.3951) loss_vfl_dn_3: 0.3813 (0.3869) loss_vfl_dn_4: 0.3793 (0.3842) loss_vfl_dn_5: 0.3794 (0.3837) loss_vfl_dn_pre: 0.4805 (0.4819) loss_vfl_enc_0: 0.7218 (0.7125) loss_vfl_pre: 0.7089 (0.7091) time: 0.9928 data: 0.0299 max mem: 9142 Epoch: [59] [1300/3696] eta: 0:30:51 lr: 0.000013 loss: 30.6554 (30.7396) loss_bbox: 0.1653 (0.1645) loss_bbox_aux_0: 0.1744 (0.1763) loss_bbox_aux_1: 0.1635 (0.1673) loss_bbox_aux_2: 0.1658 (0.1651) loss_bbox_aux_3: 0.1650 (0.1646) loss_bbox_aux_4: 0.1653 (0.1646) loss_bbox_dn_0: 0.2197 (0.2264) loss_bbox_dn_1: 0.1564 (0.1655) loss_bbox_dn_2: 0.1476 (0.1552) loss_bbox_dn_3: 0.1400 (0.1520) loss_bbox_dn_4: 0.1394 (0.1513) loss_bbox_dn_5: 0.1394 (0.1513) loss_bbox_dn_pre: 0.2240 (0.2324) loss_bbox_enc_0: 0.2058 (0.2081) loss_bbox_pre: 0.1759 (0.1767) loss_dfl: 0.9643 (0.9559) loss_fgl_aux_0: 0.9977 (0.9864) loss_fgl_aux_1: 0.9699 (0.9583) loss_fgl_aux_2: 0.9653 (0.9560) loss_fgl_aux_3: 0.9645 (0.9559) loss_fgl_aux_4: 0.9643 (0.9559) loss_fgl_dn_0: 1.0851 (1.0815) loss_fgl_dn_1: 0.9798 (0.9786) loss_fgl_dn_2: 0.9722 (0.9698) loss_fgl_dn_3: 0.9722 (0.9705) loss_fgl_dn_4: 0.9730 (0.9710) loss_fgl_dn_5: 0.9729 (0.9710) loss_giou: 0.5326 (0.5499) loss_giou_aux_0: 0.5569 (0.5744) loss_giou_aux_1: 0.5328 (0.5553) loss_giou_aux_2: 0.5334 (0.5509) loss_giou_aux_3: 0.5313 (0.5501) loss_giou_aux_4: 0.5324 (0.5500) loss_giou_dn_0: 0.5495 (0.5479) loss_giou_dn_1: 0.4218 (0.4360) loss_giou_dn_2: 0.4124 (0.4190) loss_giou_dn_3: 0.4092 (0.4141) loss_giou_dn_4: 0.4093 (0.4129) loss_giou_dn_5: 0.4093 (0.4129) loss_giou_dn_pre: 0.5474 (0.5473) loss_giou_enc_0: 0.6271 (0.6445) loss_giou_pre: 0.5565 (0.5730) loss_ddf_aux_0: 0.0511 (0.0511) loss_ddf_aux_1: 0.0074 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2524 (0.2477) loss_ddf_dn_1: 0.0341 (0.0337) loss_ddf_dn_2: 0.0077 (0.0078) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6284 (0.6371) loss_vfl_aux_0: 0.6986 (0.7065) loss_vfl_aux_1: 0.6733 (0.6815) loss_vfl_aux_2: 0.6580 (0.6639) loss_vfl_aux_3: 0.6415 (0.6477) loss_vfl_aux_4: 0.6251 (0.6387) loss_vfl_dn_0: 0.4852 (0.4812) loss_vfl_dn_1: 0.4097 (0.4111) loss_vfl_dn_2: 0.3927 (0.3948) loss_vfl_dn_3: 0.3848 (0.3867) loss_vfl_dn_4: 0.3825 (0.3839) loss_vfl_dn_5: 0.3818 (0.3834) loss_vfl_dn_pre: 0.4853 (0.4817) loss_vfl_enc_0: 0.7114 (0.7120) loss_vfl_pre: 0.6964 (0.7086) time: 0.7403 data: 0.0286 max mem: 9142 Epoch: [59] [1400/3696] eta: 0:29:32 lr: 0.000013 loss: 30.8980 (30.7335) loss_bbox: 0.1619 (0.1642) loss_bbox_aux_0: 0.1688 (0.1759) loss_bbox_aux_1: 0.1629 (0.1670) loss_bbox_aux_2: 0.1625 (0.1648) loss_bbox_aux_3: 0.1621 (0.1643) loss_bbox_aux_4: 0.1619 (0.1642) loss_bbox_dn_0: 0.2310 (0.2262) loss_bbox_dn_1: 0.1624 (0.1653) loss_bbox_dn_2: 0.1469 (0.1550) loss_bbox_dn_3: 0.1449 (0.1518) loss_bbox_dn_4: 0.1430 (0.1511) loss_bbox_dn_5: 0.1430 (0.1511) loss_bbox_dn_pre: 0.2360 (0.2322) loss_bbox_enc_0: 0.2048 (0.2078) loss_bbox_pre: 0.1703 (0.1763) loss_dfl: 0.9722 (0.9564) loss_fgl_aux_0: 1.0020 (0.9869) loss_fgl_aux_1: 0.9741 (0.9588) loss_fgl_aux_2: 0.9721 (0.9566) loss_fgl_aux_3: 0.9720 (0.9564) loss_fgl_aux_4: 0.9722 (0.9564) loss_fgl_dn_0: 1.0889 (1.0818) loss_fgl_dn_1: 0.9936 (0.9789) loss_fgl_dn_2: 0.9856 (0.9701) loss_fgl_dn_3: 0.9860 (0.9708) loss_fgl_dn_4: 0.9868 (0.9713) loss_fgl_dn_5: 0.9869 (0.9713) loss_giou: 0.5316 (0.5492) loss_giou_aux_0: 0.5558 (0.5736) loss_giou_aux_1: 0.5368 (0.5545) loss_giou_aux_2: 0.5328 (0.5502) loss_giou_aux_3: 0.5327 (0.5493) loss_giou_aux_4: 0.5324 (0.5492) loss_giou_dn_0: 0.5483 (0.5477) loss_giou_dn_1: 0.4327 (0.4357) loss_giou_dn_2: 0.4185 (0.4186) loss_giou_dn_3: 0.4135 (0.4137) loss_giou_dn_4: 0.4129 (0.4126) loss_giou_dn_5: 0.4129 (0.4126) loss_giou_dn_pre: 0.5464 (0.5471) loss_giou_enc_0: 0.6249 (0.6437) loss_giou_pre: 0.5557 (0.5722) loss_ddf_aux_0: 0.0494 (0.0512) loss_ddf_aux_1: 0.0074 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2446 (0.2482) loss_ddf_dn_1: 0.0347 (0.0340) loss_ddf_dn_2: 0.0078 (0.0078) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6325 (0.6373) loss_vfl_aux_0: 0.6989 (0.7063) loss_vfl_aux_1: 0.6827 (0.6815) loss_vfl_aux_2: 0.6630 (0.6640) loss_vfl_aux_3: 0.6505 (0.6478) loss_vfl_aux_4: 0.6368 (0.6389) loss_vfl_dn_0: 0.4846 (0.4812) loss_vfl_dn_1: 0.4116 (0.4111) loss_vfl_dn_2: 0.4003 (0.3948) loss_vfl_dn_3: 0.3900 (0.3867) loss_vfl_dn_4: 0.3856 (0.3840) loss_vfl_dn_5: 0.3849 (0.3834) loss_vfl_dn_pre: 0.4853 (0.4817) loss_vfl_enc_0: 0.7141 (0.7120) loss_vfl_pre: 0.7040 (0.7085) time: 0.7759 data: 0.0346 max mem: 9142 Epoch: [59] [1500/3696] eta: 0:28:18 lr: 0.000013 loss: 30.6764 (30.7265) loss_bbox: 0.1549 (0.1643) loss_bbox_aux_0: 0.1649 (0.1761) loss_bbox_aux_1: 0.1566 (0.1670) loss_bbox_aux_2: 0.1536 (0.1649) loss_bbox_aux_3: 0.1551 (0.1644) loss_bbox_aux_4: 0.1549 (0.1643) loss_bbox_dn_0: 0.1915 (0.2261) loss_bbox_dn_1: 0.1418 (0.1652) loss_bbox_dn_2: 0.1354 (0.1550) loss_bbox_dn_3: 0.1345 (0.1518) loss_bbox_dn_4: 0.1356 (0.1511) loss_bbox_dn_5: 0.1356 (0.1511) loss_bbox_dn_pre: 0.1965 (0.2322) loss_bbox_enc_0: 0.1956 (0.2080) loss_bbox_pre: 0.1660 (0.1764) loss_dfl: 0.9508 (0.9561) loss_fgl_aux_0: 0.9884 (0.9867) loss_fgl_aux_1: 0.9516 (0.9586) loss_fgl_aux_2: 0.9498 (0.9563) loss_fgl_aux_3: 0.9510 (0.9561) loss_fgl_aux_4: 0.9511 (0.9561) loss_fgl_dn_0: 1.0793 (1.0815) loss_fgl_dn_1: 0.9814 (0.9787) loss_fgl_dn_2: 0.9722 (0.9698) loss_fgl_dn_3: 0.9733 (0.9705) loss_fgl_dn_4: 0.9734 (0.9711) loss_fgl_dn_5: 0.9735 (0.9711) loss_giou: 0.5164 (0.5490) loss_giou_aux_0: 0.5479 (0.5734) loss_giou_aux_1: 0.5233 (0.5543) loss_giou_aux_2: 0.5182 (0.5500) loss_giou_aux_3: 0.5167 (0.5491) loss_giou_aux_4: 0.5162 (0.5490) loss_giou_dn_0: 0.5405 (0.5474) loss_giou_dn_1: 0.4250 (0.4354) loss_giou_dn_2: 0.4053 (0.4183) loss_giou_dn_3: 0.4016 (0.4134) loss_giou_dn_4: 0.3988 (0.4123) loss_giou_dn_5: 0.3988 (0.4123) loss_giou_dn_pre: 0.5383 (0.5468) loss_giou_enc_0: 0.6167 (0.6436) loss_giou_pre: 0.5487 (0.5720) loss_ddf_aux_0: 0.0449 (0.0510) loss_ddf_aux_1: 0.0071 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2399 (0.2479) loss_ddf_dn_1: 0.0353 (0.0340) loss_ddf_dn_2: 0.0083 (0.0078) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6125 (0.6373) loss_vfl_aux_0: 0.6819 (0.7063) loss_vfl_aux_1: 0.6584 (0.6815) loss_vfl_aux_2: 0.6287 (0.6640) loss_vfl_aux_3: 0.6258 (0.6479) loss_vfl_aux_4: 0.6109 (0.6388) loss_vfl_dn_0: 0.4774 (0.4812) loss_vfl_dn_1: 0.4041 (0.4110) loss_vfl_dn_2: 0.3901 (0.3947) loss_vfl_dn_3: 0.3820 (0.3867) loss_vfl_dn_4: 0.3790 (0.3839) loss_vfl_dn_5: 0.3799 (0.3834) loss_vfl_dn_pre: 0.4771 (0.4817) loss_vfl_enc_0: 0.7059 (0.7124) loss_vfl_pre: 0.6844 (0.7085) time: 0.7355 data: 0.0300 max mem: 9142 Epoch: [59] [1600/3696] eta: 0:27:01 lr: 0.000013 loss: 30.6644 (30.7155) loss_bbox: 0.1605 (0.1642) loss_bbox_aux_0: 0.1680 (0.1759) loss_bbox_aux_1: 0.1636 (0.1669) loss_bbox_aux_2: 0.1622 (0.1648) loss_bbox_aux_3: 0.1607 (0.1643) loss_bbox_aux_4: 0.1606 (0.1642) loss_bbox_dn_0: 0.2150 (0.2260) loss_bbox_dn_1: 0.1621 (0.1651) loss_bbox_dn_2: 0.1514 (0.1549) loss_bbox_dn_3: 0.1484 (0.1517) loss_bbox_dn_4: 0.1482 (0.1510) loss_bbox_dn_5: 0.1482 (0.1510) loss_bbox_dn_pre: 0.2332 (0.2320) loss_bbox_enc_0: 0.1982 (0.2079) loss_bbox_pre: 0.1698 (0.1763) loss_dfl: 0.9626 (0.9559) loss_fgl_aux_0: 0.9932 (0.9865) loss_fgl_aux_1: 0.9663 (0.9583) loss_fgl_aux_2: 0.9629 (0.9560) loss_fgl_aux_3: 0.9626 (0.9559) loss_fgl_aux_4: 0.9626 (0.9559) loss_fgl_dn_0: 1.0839 (1.0815) loss_fgl_dn_1: 0.9845 (0.9786) loss_fgl_dn_2: 0.9747 (0.9697) loss_fgl_dn_3: 0.9755 (0.9704) loss_fgl_dn_4: 0.9760 (0.9709) loss_fgl_dn_5: 0.9760 (0.9710) loss_giou: 0.5511 (0.5488) loss_giou_aux_0: 0.5689 (0.5732) loss_giou_aux_1: 0.5530 (0.5541) loss_giou_aux_2: 0.5507 (0.5497) loss_giou_aux_3: 0.5516 (0.5489) loss_giou_aux_4: 0.5515 (0.5488) loss_giou_dn_0: 0.5522 (0.5471) loss_giou_dn_1: 0.4391 (0.4352) loss_giou_dn_2: 0.4242 (0.4181) loss_giou_dn_3: 0.4189 (0.4132) loss_giou_dn_4: 0.4181 (0.4121) loss_giou_dn_5: 0.4180 (0.4121) loss_giou_dn_pre: 0.5517 (0.5465) loss_giou_enc_0: 0.6348 (0.6435) loss_giou_pre: 0.5663 (0.5717) loss_ddf_aux_0: 0.0524 (0.0510) loss_ddf_aux_1: 0.0073 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2590 (0.2479) loss_ddf_dn_1: 0.0337 (0.0340) loss_ddf_dn_2: 0.0073 (0.0078) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6399 (0.6370) loss_vfl_aux_0: 0.6958 (0.7056) loss_vfl_aux_1: 0.6619 (0.6808) loss_vfl_aux_2: 0.6689 (0.6637) loss_vfl_aux_3: 0.6522 (0.6476) loss_vfl_aux_4: 0.6387 (0.6386) loss_vfl_dn_0: 0.4796 (0.4811) loss_vfl_dn_1: 0.4160 (0.4109) loss_vfl_dn_2: 0.3973 (0.3946) loss_vfl_dn_3: 0.3902 (0.3866) loss_vfl_dn_4: 0.3886 (0.3838) loss_vfl_dn_5: 0.3871 (0.3833) loss_vfl_dn_pre: 0.4795 (0.4816) loss_vfl_enc_0: 0.7181 (0.7121) loss_vfl_pre: 0.6919 (0.7077) time: 0.7737 data: 0.0313 max mem: 9142 Epoch: [59] [1700/3696] eta: 0:25:42 lr: 0.000013 loss: 30.7208 (30.7213) loss_bbox: 0.1682 (0.1643) loss_bbox_aux_0: 0.1799 (0.1760) loss_bbox_aux_1: 0.1699 (0.1670) loss_bbox_aux_2: 0.1683 (0.1648) loss_bbox_aux_3: 0.1680 (0.1643) loss_bbox_aux_4: 0.1682 (0.1643) loss_bbox_dn_0: 0.2160 (0.2260) loss_bbox_dn_1: 0.1698 (0.1652) loss_bbox_dn_2: 0.1648 (0.1550) loss_bbox_dn_3: 0.1606 (0.1519) loss_bbox_dn_4: 0.1597 (0.1512) loss_bbox_dn_5: 0.1597 (0.1512) loss_bbox_dn_pre: 0.2242 (0.2320) loss_bbox_enc_0: 0.2007 (0.2079) loss_bbox_pre: 0.1816 (0.1763) loss_dfl: 0.9555 (0.9559) loss_fgl_aux_0: 0.9867 (0.9864) loss_fgl_aux_1: 0.9600 (0.9584) loss_fgl_aux_2: 0.9575 (0.9561) loss_fgl_aux_3: 0.9562 (0.9559) loss_fgl_aux_4: 0.9555 (0.9559) loss_fgl_dn_0: 1.0779 (1.0815) loss_fgl_dn_1: 0.9771 (0.9786) loss_fgl_dn_2: 0.9712 (0.9698) loss_fgl_dn_3: 0.9730 (0.9705) loss_fgl_dn_4: 0.9735 (0.9710) loss_fgl_dn_5: 0.9735 (0.9710) loss_giou: 0.5410 (0.5492) loss_giou_aux_0: 0.5565 (0.5736) loss_giou_aux_1: 0.5468 (0.5545) loss_giou_aux_2: 0.5411 (0.5502) loss_giou_aux_3: 0.5417 (0.5493) loss_giou_aux_4: 0.5411 (0.5492) loss_giou_dn_0: 0.5369 (0.5473) loss_giou_dn_1: 0.4245 (0.4354) loss_giou_dn_2: 0.4101 (0.4183) loss_giou_dn_3: 0.4074 (0.4134) loss_giou_dn_4: 0.4062 (0.4123) loss_giou_dn_5: 0.4062 (0.4123) loss_giou_dn_pre: 0.5345 (0.5467) loss_giou_enc_0: 0.6213 (0.6440) loss_giou_pre: 0.5559 (0.5722) loss_ddf_aux_0: 0.0485 (0.0509) loss_ddf_aux_1: 0.0073 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2358 (0.2477) loss_ddf_dn_1: 0.0313 (0.0339) loss_ddf_dn_2: 0.0068 (0.0078) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6348 (0.6372) loss_vfl_aux_0: 0.6797 (0.7054) loss_vfl_aux_1: 0.6666 (0.6806) loss_vfl_aux_2: 0.6588 (0.6639) loss_vfl_aux_3: 0.6366 (0.6476) loss_vfl_aux_4: 0.6340 (0.6387) loss_vfl_dn_0: 0.4788 (0.4811) loss_vfl_dn_1: 0.4087 (0.4109) loss_vfl_dn_2: 0.3966 (0.3946) loss_vfl_dn_3: 0.3891 (0.3866) loss_vfl_dn_4: 0.3869 (0.3839) loss_vfl_dn_5: 0.3857 (0.3833) loss_vfl_dn_pre: 0.4798 (0.4816) loss_vfl_enc_0: 0.6940 (0.7118) loss_vfl_pre: 0.6763 (0.7075) time: 0.7541 data: 0.0274 max mem: 9142 Epoch: [59] [1800/3696] eta: 0:24:24 lr: 0.000013 loss: 30.7248 (30.7190) loss_bbox: 0.1603 (0.1642) loss_bbox_aux_0: 0.1712 (0.1759) loss_bbox_aux_1: 0.1616 (0.1669) loss_bbox_aux_2: 0.1611 (0.1648) loss_bbox_aux_3: 0.1600 (0.1643) loss_bbox_aux_4: 0.1602 (0.1642) loss_bbox_dn_0: 0.2050 (0.2258) loss_bbox_dn_1: 0.1536 (0.1651) loss_bbox_dn_2: 0.1443 (0.1549) loss_bbox_dn_3: 0.1414 (0.1517) loss_bbox_dn_4: 0.1412 (0.1510) loss_bbox_dn_5: 0.1412 (0.1510) loss_bbox_dn_pre: 0.2171 (0.2318) loss_bbox_enc_0: 0.1979 (0.2079) loss_bbox_pre: 0.1716 (0.1763) loss_dfl: 0.9642 (0.9560) loss_fgl_aux_0: 1.0023 (0.9864) loss_fgl_aux_1: 0.9705 (0.9584) loss_fgl_aux_2: 0.9673 (0.9561) loss_fgl_aux_3: 0.9645 (0.9560) loss_fgl_aux_4: 0.9642 (0.9560) loss_fgl_dn_0: 1.0831 (1.0815) loss_fgl_dn_1: 0.9840 (0.9787) loss_fgl_dn_2: 0.9761 (0.9699) loss_fgl_dn_3: 0.9762 (0.9706) loss_fgl_dn_4: 0.9771 (0.9711) loss_fgl_dn_5: 0.9771 (0.9711) loss_giou: 0.5467 (0.5493) loss_giou_aux_0: 0.5673 (0.5737) loss_giou_aux_1: 0.5500 (0.5547) loss_giou_aux_2: 0.5485 (0.5504) loss_giou_aux_3: 0.5461 (0.5495) loss_giou_aux_4: 0.5467 (0.5493) loss_giou_dn_0: 0.5368 (0.5471) loss_giou_dn_1: 0.4381 (0.4352) loss_giou_dn_2: 0.4206 (0.4182) loss_giou_dn_3: 0.4156 (0.4133) loss_giou_dn_4: 0.4140 (0.4122) loss_giou_dn_5: 0.4140 (0.4122) loss_giou_dn_pre: 0.5363 (0.5465) loss_giou_enc_0: 0.6380 (0.6442) loss_giou_pre: 0.5658 (0.5723) loss_ddf_aux_0: 0.0463 (0.0507) loss_ddf_aux_1: 0.0069 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2426 (0.2476) loss_ddf_dn_1: 0.0334 (0.0339) loss_ddf_dn_2: 0.0077 (0.0078) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6299 (0.6370) loss_vfl_aux_0: 0.7156 (0.7051) loss_vfl_aux_1: 0.6724 (0.6805) loss_vfl_aux_2: 0.6573 (0.6640) loss_vfl_aux_3: 0.6438 (0.6474) loss_vfl_aux_4: 0.6293 (0.6386) loss_vfl_dn_0: 0.4814 (0.4810) loss_vfl_dn_1: 0.4162 (0.4108) loss_vfl_dn_2: 0.3967 (0.3946) loss_vfl_dn_3: 0.3870 (0.3866) loss_vfl_dn_4: 0.3839 (0.3838) loss_vfl_dn_5: 0.3841 (0.3833) loss_vfl_dn_pre: 0.4815 (0.4815) loss_vfl_enc_0: 0.7057 (0.7116) loss_vfl_pre: 0.7142 (0.7072) time: 0.7545 data: 0.0327 max mem: 9142 Epoch: [59] [1900/3696] eta: 0:23:06 lr: 0.000013 loss: 30.8471 (30.7268) loss_bbox: 0.1514 (0.1643) loss_bbox_aux_0: 0.1595 (0.1760) loss_bbox_aux_1: 0.1540 (0.1670) loss_bbox_aux_2: 0.1512 (0.1649) loss_bbox_aux_3: 0.1514 (0.1644) loss_bbox_aux_4: 0.1513 (0.1643) loss_bbox_dn_0: 0.2135 (0.2256) loss_bbox_dn_1: 0.1589 (0.1649) loss_bbox_dn_2: 0.1468 (0.1547) loss_bbox_dn_3: 0.1442 (0.1515) loss_bbox_dn_4: 0.1422 (0.1509) loss_bbox_dn_5: 0.1422 (0.1509) loss_bbox_dn_pre: 0.2208 (0.2316) loss_bbox_enc_0: 0.1946 (0.2080) loss_bbox_pre: 0.1597 (0.1764) loss_dfl: 0.9483 (0.9559) loss_fgl_aux_0: 0.9762 (0.9864) loss_fgl_aux_1: 0.9500 (0.9584) loss_fgl_aux_2: 0.9478 (0.9561) loss_fgl_aux_3: 0.9480 (0.9559) loss_fgl_aux_4: 0.9482 (0.9559) loss_fgl_dn_0: 1.0802 (1.0816) loss_fgl_dn_1: 0.9853 (0.9788) loss_fgl_dn_2: 0.9756 (0.9700) loss_fgl_dn_3: 0.9781 (0.9707) loss_fgl_dn_4: 0.9794 (0.9712) loss_fgl_dn_5: 0.9794 (0.9712) loss_giou: 0.5732 (0.5499) loss_giou_aux_0: 0.5947 (0.5743) loss_giou_aux_1: 0.5748 (0.5552) loss_giou_aux_2: 0.5718 (0.5509) loss_giou_aux_3: 0.5735 (0.5500) loss_giou_aux_4: 0.5732 (0.5499) loss_giou_dn_0: 0.5736 (0.5474) loss_giou_dn_1: 0.4584 (0.4354) loss_giou_dn_2: 0.4413 (0.4184) loss_giou_dn_3: 0.4345 (0.4135) loss_giou_dn_4: 0.4336 (0.4124) loss_giou_dn_5: 0.4336 (0.4124) loss_giou_dn_pre: 0.5753 (0.5468) loss_giou_enc_0: 0.6771 (0.6447) loss_giou_pre: 0.5914 (0.5728) loss_ddf_aux_0: 0.0507 (0.0507) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2543 (0.2481) loss_ddf_dn_1: 0.0355 (0.0339) loss_ddf_dn_2: 0.0076 (0.0078) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6257 (0.6371) loss_vfl_aux_0: 0.6904 (0.7050) loss_vfl_aux_1: 0.6641 (0.6806) loss_vfl_aux_2: 0.6451 (0.6642) loss_vfl_aux_3: 0.6382 (0.6476) loss_vfl_aux_4: 0.6296 (0.6388) loss_vfl_dn_0: 0.4789 (0.4811) loss_vfl_dn_1: 0.4136 (0.4110) loss_vfl_dn_2: 0.3996 (0.3948) loss_vfl_dn_3: 0.3926 (0.3868) loss_vfl_dn_4: 0.3892 (0.3840) loss_vfl_dn_5: 0.3889 (0.3835) loss_vfl_dn_pre: 0.4810 (0.4816) loss_vfl_enc_0: 0.6985 (0.7117) loss_vfl_pre: 0.6949 (0.7071) time: 0.7619 data: 0.0264 max mem: 9142 Epoch: [59] [2000/3696] eta: 0:21:49 lr: 0.000013 loss: 30.4116 (30.7294) loss_bbox: 0.1637 (0.1644) loss_bbox_aux_0: 0.1710 (0.1762) loss_bbox_aux_1: 0.1599 (0.1671) loss_bbox_aux_2: 0.1644 (0.1650) loss_bbox_aux_3: 0.1638 (0.1645) loss_bbox_aux_4: 0.1637 (0.1644) loss_bbox_dn_0: 0.2212 (0.2259) loss_bbox_dn_1: 0.1657 (0.1651) loss_bbox_dn_2: 0.1587 (0.1548) loss_bbox_dn_3: 0.1537 (0.1516) loss_bbox_dn_4: 0.1524 (0.1510) loss_bbox_dn_5: 0.1524 (0.1510) loss_bbox_dn_pre: 0.2304 (0.2318) loss_bbox_enc_0: 0.2100 (0.2083) loss_bbox_pre: 0.1734 (0.1765) loss_dfl: 0.9794 (0.9564) loss_fgl_aux_0: 1.0174 (0.9870) loss_fgl_aux_1: 0.9807 (0.9589) loss_fgl_aux_2: 0.9802 (0.9566) loss_fgl_aux_3: 0.9790 (0.9564) loss_fgl_aux_4: 0.9792 (0.9564) loss_fgl_dn_0: 1.0875 (1.0819) loss_fgl_dn_1: 0.9852 (0.9789) loss_fgl_dn_2: 0.9746 (0.9700) loss_fgl_dn_3: 0.9736 (0.9707) loss_fgl_dn_4: 0.9735 (0.9712) loss_fgl_dn_5: 0.9735 (0.9712) loss_giou: 0.5078 (0.5491) loss_giou_aux_0: 0.5268 (0.5736) loss_giou_aux_1: 0.5129 (0.5545) loss_giou_aux_2: 0.5096 (0.5501) loss_giou_aux_3: 0.5077 (0.5493) loss_giou_aux_4: 0.5080 (0.5491) loss_giou_dn_0: 0.5275 (0.5471) loss_giou_dn_1: 0.4066 (0.4350) loss_giou_dn_2: 0.3860 (0.4180) loss_giou_dn_3: 0.3837 (0.4131) loss_giou_dn_4: 0.3826 (0.4120) loss_giou_dn_5: 0.3825 (0.4120) loss_giou_dn_pre: 0.5251 (0.5465) loss_giou_enc_0: 0.5912 (0.6441) loss_giou_pre: 0.5242 (0.5721) loss_ddf_aux_0: 0.0506 (0.0508) loss_ddf_aux_1: 0.0065 (0.0072) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2773 (0.2487) loss_ddf_dn_1: 0.0352 (0.0340) loss_ddf_dn_2: 0.0073 (0.0078) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6307 (0.6375) loss_vfl_aux_0: 0.7071 (0.7056) loss_vfl_aux_1: 0.6597 (0.6811) loss_vfl_aux_2: 0.6630 (0.6646) loss_vfl_aux_3: 0.6446 (0.6481) loss_vfl_aux_4: 0.6273 (0.6392) loss_vfl_dn_0: 0.4875 (0.4813) loss_vfl_dn_1: 0.4117 (0.4111) loss_vfl_dn_2: 0.3906 (0.3948) loss_vfl_dn_3: 0.3825 (0.3868) loss_vfl_dn_4: 0.3796 (0.3840) loss_vfl_dn_5: 0.3791 (0.3835) loss_vfl_dn_pre: 0.4875 (0.4818) loss_vfl_enc_0: 0.7169 (0.7122) loss_vfl_pre: 0.7062 (0.7077) time: 0.7526 data: 0.0354 max mem: 9142 Epoch: [59] [2100/3696] eta: 0:20:31 lr: 0.000013 loss: 30.0501 (30.7267) loss_bbox: 0.1518 (0.1642) loss_bbox_aux_0: 0.1639 (0.1760) loss_bbox_aux_1: 0.1543 (0.1669) loss_bbox_aux_2: 0.1538 (0.1648) loss_bbox_aux_3: 0.1524 (0.1643) loss_bbox_aux_4: 0.1518 (0.1642) loss_bbox_dn_0: 0.2148 (0.2255) loss_bbox_dn_1: 0.1552 (0.1647) loss_bbox_dn_2: 0.1456 (0.1545) loss_bbox_dn_3: 0.1407 (0.1513) loss_bbox_dn_4: 0.1405 (0.1507) loss_bbox_dn_5: 0.1405 (0.1507) loss_bbox_dn_pre: 0.2229 (0.2315) loss_bbox_enc_0: 0.1933 (0.2080) loss_bbox_pre: 0.1641 (0.1763) loss_dfl: 0.9561 (0.9565) loss_fgl_aux_0: 0.9931 (0.9871) loss_fgl_aux_1: 0.9587 (0.9590) loss_fgl_aux_2: 0.9565 (0.9567) loss_fgl_aux_3: 0.9560 (0.9566) loss_fgl_aux_4: 0.9562 (0.9565) loss_fgl_dn_0: 1.0811 (1.0820) loss_fgl_dn_1: 0.9750 (0.9789) loss_fgl_dn_2: 0.9663 (0.9701) loss_fgl_dn_3: 0.9677 (0.9708) loss_fgl_dn_4: 0.9677 (0.9713) loss_fgl_dn_5: 0.9677 (0.9713) loss_giou: 0.4987 (0.5489) loss_giou_aux_0: 0.5215 (0.5734) loss_giou_aux_1: 0.5010 (0.5542) loss_giou_aux_2: 0.4997 (0.5499) loss_giou_aux_3: 0.4987 (0.5490) loss_giou_aux_4: 0.4988 (0.5489) loss_giou_dn_0: 0.5026 (0.5471) loss_giou_dn_1: 0.4033 (0.4349) loss_giou_dn_2: 0.3846 (0.4179) loss_giou_dn_3: 0.3797 (0.4130) loss_giou_dn_4: 0.3790 (0.4119) loss_giou_dn_5: 0.3790 (0.4119) loss_giou_dn_pre: 0.5042 (0.5465) loss_giou_enc_0: 0.5947 (0.6440) loss_giou_pre: 0.5198 (0.5720) loss_ddf_aux_0: 0.0499 (0.0508) loss_ddf_aux_1: 0.0070 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2639 (0.2492) loss_ddf_dn_1: 0.0352 (0.0340) loss_ddf_dn_2: 0.0077 (0.0078) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6442 (0.6375) loss_vfl_aux_0: 0.7151 (0.7059) loss_vfl_aux_1: 0.7054 (0.6814) loss_vfl_aux_2: 0.6617 (0.6646) loss_vfl_aux_3: 0.6432 (0.6481) loss_vfl_aux_4: 0.6434 (0.6393) loss_vfl_dn_0: 0.4802 (0.4814) loss_vfl_dn_1: 0.4111 (0.4112) loss_vfl_dn_2: 0.3946 (0.3950) loss_vfl_dn_3: 0.3853 (0.3869) loss_vfl_dn_4: 0.3825 (0.3841) loss_vfl_dn_5: 0.3833 (0.3836) loss_vfl_dn_pre: 0.4813 (0.4820) loss_vfl_enc_0: 0.7255 (0.7124) loss_vfl_pre: 0.7130 (0.7081) time: 0.7654 data: 0.0302 max mem: 9142 Epoch: [59] [2200/3696] eta: 0:19:14 lr: 0.000013 loss: 30.8198 (30.7260) loss_bbox: 0.1785 (0.1643) loss_bbox_aux_0: 0.1887 (0.1760) loss_bbox_aux_1: 0.1788 (0.1669) loss_bbox_aux_2: 0.1781 (0.1649) loss_bbox_aux_3: 0.1784 (0.1643) loss_bbox_aux_4: 0.1785 (0.1643) loss_bbox_dn_0: 0.2352 (0.2259) loss_bbox_dn_1: 0.1735 (0.1651) loss_bbox_dn_2: 0.1607 (0.1549) loss_bbox_dn_3: 0.1576 (0.1517) loss_bbox_dn_4: 0.1570 (0.1510) loss_bbox_dn_5: 0.1570 (0.1510) loss_bbox_dn_pre: 0.2409 (0.2319) loss_bbox_enc_0: 0.2262 (0.2081) loss_bbox_pre: 0.1871 (0.1763) loss_dfl: 0.9617 (0.9566) loss_fgl_aux_0: 0.9888 (0.9872) loss_fgl_aux_1: 0.9652 (0.9590) loss_fgl_aux_2: 0.9634 (0.9567) loss_fgl_aux_3: 0.9620 (0.9566) loss_fgl_aux_4: 0.9617 (0.9566) loss_fgl_dn_0: 1.0772 (1.0819) loss_fgl_dn_1: 0.9714 (0.9788) loss_fgl_dn_2: 0.9610 (0.9700) loss_fgl_dn_3: 0.9616 (0.9707) loss_fgl_dn_4: 0.9623 (0.9712) loss_fgl_dn_5: 0.9623 (0.9712) loss_giou: 0.5540 (0.5485) loss_giou_aux_0: 0.5777 (0.5729) loss_giou_aux_1: 0.5595 (0.5538) loss_giou_aux_2: 0.5527 (0.5494) loss_giou_aux_3: 0.5548 (0.5486) loss_giou_aux_4: 0.5535 (0.5485) loss_giou_dn_0: 0.5611 (0.5469) loss_giou_dn_1: 0.4490 (0.4348) loss_giou_dn_2: 0.4275 (0.4178) loss_giou_dn_3: 0.4200 (0.4128) loss_giou_dn_4: 0.4189 (0.4117) loss_giou_dn_5: 0.4190 (0.4117) loss_giou_dn_pre: 0.5598 (0.5463) loss_giou_enc_0: 0.6473 (0.6435) loss_giou_pre: 0.5754 (0.5715) loss_ddf_aux_0: 0.0513 (0.0507) loss_ddf_aux_1: 0.0067 (0.0072) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2495 (0.2493) loss_ddf_dn_1: 0.0362 (0.0341) loss_ddf_dn_2: 0.0087 (0.0078) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6091 (0.6375) loss_vfl_aux_0: 0.7015 (0.7062) loss_vfl_aux_1: 0.6595 (0.6814) loss_vfl_aux_2: 0.6493 (0.6647) loss_vfl_aux_3: 0.6327 (0.6481) loss_vfl_aux_4: 0.6213 (0.6393) loss_vfl_dn_0: 0.4838 (0.4814) loss_vfl_dn_1: 0.4119 (0.4112) loss_vfl_dn_2: 0.3979 (0.3950) loss_vfl_dn_3: 0.3865 (0.3869) loss_vfl_dn_4: 0.3844 (0.3841) loss_vfl_dn_5: 0.3837 (0.3836) loss_vfl_dn_pre: 0.4852 (0.4820) loss_vfl_enc_0: 0.6926 (0.7128) loss_vfl_pre: 0.7059 (0.7083) time: 0.7575 data: 0.0355 max mem: 9142 Epoch: [59] [2300/3696] eta: 0:17:57 lr: 0.000013 loss: 30.7732 (30.7275) loss_bbox: 0.1545 (0.1646) loss_bbox_aux_0: 0.1708 (0.1764) loss_bbox_aux_1: 0.1575 (0.1673) loss_bbox_aux_2: 0.1562 (0.1652) loss_bbox_aux_3: 0.1547 (0.1647) loss_bbox_aux_4: 0.1546 (0.1646) loss_bbox_dn_0: 0.2154 (0.2264) loss_bbox_dn_1: 0.1616 (0.1654) loss_bbox_dn_2: 0.1464 (0.1552) loss_bbox_dn_3: 0.1448 (0.1520) loss_bbox_dn_4: 0.1439 (0.1513) loss_bbox_dn_5: 0.1439 (0.1513) loss_bbox_dn_pre: 0.2228 (0.2323) loss_bbox_enc_0: 0.2035 (0.2085) loss_bbox_pre: 0.1702 (0.1767) loss_dfl: 0.9669 (0.9568) loss_fgl_aux_0: 0.9996 (0.9874) loss_fgl_aux_1: 0.9707 (0.9592) loss_fgl_aux_2: 0.9672 (0.9569) loss_fgl_aux_3: 0.9667 (0.9568) loss_fgl_aux_4: 0.9670 (0.9568) loss_fgl_dn_0: 1.0862 (1.0821) loss_fgl_dn_1: 0.9824 (0.9789) loss_fgl_dn_2: 0.9722 (0.9700) loss_fgl_dn_3: 0.9720 (0.9707) loss_fgl_dn_4: 0.9723 (0.9712) loss_fgl_dn_5: 0.9723 (0.9712) loss_giou: 0.5026 (0.5478) loss_giou_aux_0: 0.5289 (0.5723) loss_giou_aux_1: 0.5090 (0.5531) loss_giou_aux_2: 0.5029 (0.5488) loss_giou_aux_3: 0.5037 (0.5479) loss_giou_aux_4: 0.5026 (0.5478) loss_giou_dn_0: 0.5357 (0.5466) loss_giou_dn_1: 0.4218 (0.4345) loss_giou_dn_2: 0.4052 (0.4174) loss_giou_dn_3: 0.3986 (0.4125) loss_giou_dn_4: 0.3959 (0.4114) loss_giou_dn_5: 0.3959 (0.4114) loss_giou_dn_pre: 0.5328 (0.5460) loss_giou_enc_0: 0.6049 (0.6427) loss_giou_pre: 0.5264 (0.5708) loss_ddf_aux_0: 0.0540 (0.0508) loss_ddf_aux_1: 0.0075 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2512 (0.2495) loss_ddf_dn_1: 0.0349 (0.0341) loss_ddf_dn_2: 0.0084 (0.0078) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6438 (0.6377) loss_vfl_aux_0: 0.7077 (0.7064) loss_vfl_aux_1: 0.6808 (0.6817) loss_vfl_aux_2: 0.6709 (0.6650) loss_vfl_aux_3: 0.6572 (0.6484) loss_vfl_aux_4: 0.6471 (0.6395) loss_vfl_dn_0: 0.4824 (0.4815) loss_vfl_dn_1: 0.4125 (0.4112) loss_vfl_dn_2: 0.3979 (0.3950) loss_vfl_dn_3: 0.3893 (0.3869) loss_vfl_dn_4: 0.3860 (0.3841) loss_vfl_dn_5: 0.3857 (0.3836) loss_vfl_dn_pre: 0.4827 (0.4820) loss_vfl_enc_0: 0.7191 (0.7130) loss_vfl_pre: 0.7087 (0.7085) time: 0.7464 data: 0.0278 max mem: 9142 Epoch: [59] [2400/3696] eta: 0:16:39 lr: 0.000013 loss: 30.6538 (30.7244) loss_bbox: 0.1534 (0.1646) loss_bbox_aux_0: 0.1626 (0.1764) loss_bbox_aux_1: 0.1587 (0.1673) loss_bbox_aux_2: 0.1552 (0.1652) loss_bbox_aux_3: 0.1537 (0.1647) loss_bbox_aux_4: 0.1534 (0.1646) loss_bbox_dn_0: 0.1999 (0.2264) loss_bbox_dn_1: 0.1471 (0.1654) loss_bbox_dn_2: 0.1398 (0.1551) loss_bbox_dn_3: 0.1372 (0.1519) loss_bbox_dn_4: 0.1357 (0.1512) loss_bbox_dn_5: 0.1357 (0.1512) loss_bbox_dn_pre: 0.2111 (0.2324) loss_bbox_enc_0: 0.1945 (0.2085) loss_bbox_pre: 0.1631 (0.1767) loss_dfl: 0.9574 (0.9569) loss_fgl_aux_0: 0.9895 (0.9876) loss_fgl_aux_1: 0.9617 (0.9594) loss_fgl_aux_2: 0.9585 (0.9571) loss_fgl_aux_3: 0.9573 (0.9570) loss_fgl_aux_4: 0.9573 (0.9569) loss_fgl_dn_0: 1.0843 (1.0821) loss_fgl_dn_1: 0.9817 (0.9789) loss_fgl_dn_2: 0.9706 (0.9700) loss_fgl_dn_3: 0.9740 (0.9707) loss_fgl_dn_4: 0.9742 (0.9712) loss_fgl_dn_5: 0.9742 (0.9713) loss_giou: 0.5311 (0.5476) loss_giou_aux_0: 0.5606 (0.5721) loss_giou_aux_1: 0.5403 (0.5529) loss_giou_aux_2: 0.5328 (0.5486) loss_giou_aux_3: 0.5319 (0.5477) loss_giou_aux_4: 0.5313 (0.5476) loss_giou_dn_0: 0.5481 (0.5466) loss_giou_dn_1: 0.4371 (0.4343) loss_giou_dn_2: 0.4220 (0.4173) loss_giou_dn_3: 0.4163 (0.4123) loss_giou_dn_4: 0.4170 (0.4112) loss_giou_dn_5: 0.4170 (0.4112) loss_giou_dn_pre: 0.5487 (0.5460) loss_giou_enc_0: 0.6330 (0.6427) loss_giou_pre: 0.5594 (0.5707) loss_ddf_aux_0: 0.0501 (0.0508) loss_ddf_aux_1: 0.0071 (0.0072) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2318 (0.2497) loss_ddf_dn_1: 0.0305 (0.0342) loss_ddf_dn_2: 0.0068 (0.0078) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6301 (0.6377) loss_vfl_aux_0: 0.6831 (0.7060) loss_vfl_aux_1: 0.6657 (0.6816) loss_vfl_aux_2: 0.6506 (0.6650) loss_vfl_aux_3: 0.6310 (0.6484) loss_vfl_aux_4: 0.6294 (0.6395) loss_vfl_dn_0: 0.4727 (0.4814) loss_vfl_dn_1: 0.4046 (0.4111) loss_vfl_dn_2: 0.3895 (0.3948) loss_vfl_dn_3: 0.3804 (0.3868) loss_vfl_dn_4: 0.3799 (0.3840) loss_vfl_dn_5: 0.3779 (0.3835) loss_vfl_dn_pre: 0.4729 (0.4819) loss_vfl_enc_0: 0.6799 (0.7126) loss_vfl_pre: 0.6837 (0.7082) time: 0.7524 data: 0.0253 max mem: 9142 Epoch: [59] [2500/3696] eta: 0:15:20 lr: 0.000013 loss: 31.5836 (30.7375) loss_bbox: 0.1561 (0.1647) loss_bbox_aux_0: 0.1639 (0.1765) loss_bbox_aux_1: 0.1599 (0.1674) loss_bbox_aux_2: 0.1567 (0.1653) loss_bbox_aux_3: 0.1564 (0.1648) loss_bbox_aux_4: 0.1561 (0.1647) loss_bbox_dn_0: 0.2258 (0.2263) loss_bbox_dn_1: 0.1576 (0.1653) loss_bbox_dn_2: 0.1467 (0.1551) loss_bbox_dn_3: 0.1463 (0.1519) loss_bbox_dn_4: 0.1455 (0.1512) loss_bbox_dn_5: 0.1455 (0.1512) loss_bbox_dn_pre: 0.2289 (0.2323) loss_bbox_enc_0: 0.2013 (0.2085) loss_bbox_pre: 0.1637 (0.1768) loss_dfl: 0.9616 (0.9568) loss_fgl_aux_0: 0.9974 (0.9874) loss_fgl_aux_1: 0.9631 (0.9592) loss_fgl_aux_2: 0.9603 (0.9569) loss_fgl_aux_3: 0.9609 (0.9568) loss_fgl_aux_4: 0.9613 (0.9568) loss_fgl_dn_0: 1.0796 (1.0819) loss_fgl_dn_1: 0.9842 (0.9790) loss_fgl_dn_2: 0.9761 (0.9701) loss_fgl_dn_3: 0.9746 (0.9708) loss_fgl_dn_4: 0.9756 (0.9713) loss_fgl_dn_5: 0.9757 (0.9713) loss_giou: 0.6015 (0.5486) loss_giou_aux_0: 0.6249 (0.5732) loss_giou_aux_1: 0.6057 (0.5540) loss_giou_aux_2: 0.6034 (0.5496) loss_giou_aux_3: 0.6017 (0.5487) loss_giou_aux_4: 0.6017 (0.5486) loss_giou_dn_0: 0.5620 (0.5473) loss_giou_dn_1: 0.4536 (0.4351) loss_giou_dn_2: 0.4386 (0.4180) loss_giou_dn_3: 0.4356 (0.4131) loss_giou_dn_4: 0.4334 (0.4120) loss_giou_dn_5: 0.4334 (0.4120) loss_giou_dn_pre: 0.5642 (0.5467) loss_giou_enc_0: 0.6750 (0.6436) loss_giou_pre: 0.6206 (0.5717) loss_ddf_aux_0: 0.0486 (0.0508) loss_ddf_aux_1: 0.0062 (0.0071) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2395 (0.2497) loss_ddf_dn_1: 0.0333 (0.0341) loss_ddf_dn_2: 0.0080 (0.0078) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6220 (0.6376) loss_vfl_aux_0: 0.6984 (0.7057) loss_vfl_aux_1: 0.6676 (0.6816) loss_vfl_aux_2: 0.6498 (0.6649) loss_vfl_aux_3: 0.6296 (0.6483) loss_vfl_aux_4: 0.6231 (0.6393) loss_vfl_dn_0: 0.4802 (0.4815) loss_vfl_dn_1: 0.4167 (0.4113) loss_vfl_dn_2: 0.4036 (0.3950) loss_vfl_dn_3: 0.3953 (0.3870) loss_vfl_dn_4: 0.3935 (0.3842) loss_vfl_dn_5: 0.3925 (0.3837) loss_vfl_dn_pre: 0.4819 (0.4820) loss_vfl_enc_0: 0.6957 (0.7123) loss_vfl_pre: 0.7024 (0.7079) time: 0.7214 data: 0.0249 max mem: 9142 Epoch: [59] [2600/3696] eta: 0:14:03 lr: 0.000013 loss: 30.7598 (30.7363) loss_bbox: 0.1512 (0.1647) loss_bbox_aux_0: 0.1585 (0.1765) loss_bbox_aux_1: 0.1535 (0.1674) loss_bbox_aux_2: 0.1517 (0.1653) loss_bbox_aux_3: 0.1511 (0.1648) loss_bbox_aux_4: 0.1513 (0.1647) loss_bbox_dn_0: 0.2174 (0.2260) loss_bbox_dn_1: 0.1591 (0.1651) loss_bbox_dn_2: 0.1476 (0.1549) loss_bbox_dn_3: 0.1436 (0.1516) loss_bbox_dn_4: 0.1430 (0.1510) loss_bbox_dn_5: 0.1431 (0.1510) loss_bbox_dn_pre: 0.2217 (0.2319) loss_bbox_enc_0: 0.1930 (0.2085) loss_bbox_pre: 0.1586 (0.1768) loss_dfl: 0.9656 (0.9565) loss_fgl_aux_0: 0.9900 (0.9871) loss_fgl_aux_1: 0.9688 (0.9590) loss_fgl_aux_2: 0.9664 (0.9567) loss_fgl_aux_3: 0.9655 (0.9565) loss_fgl_aux_4: 0.9658 (0.9565) loss_fgl_dn_0: 1.0832 (1.0819) loss_fgl_dn_1: 0.9904 (0.9791) loss_fgl_dn_2: 0.9803 (0.9702) loss_fgl_dn_3: 0.9799 (0.9709) loss_fgl_dn_4: 0.9806 (0.9714) loss_fgl_dn_5: 0.9806 (0.9714) loss_giou: 0.5541 (0.5492) loss_giou_aux_0: 0.5789 (0.5737) loss_giou_aux_1: 0.5607 (0.5545) loss_giou_aux_2: 0.5538 (0.5502) loss_giou_aux_3: 0.5538 (0.5493) loss_giou_aux_4: 0.5542 (0.5492) loss_giou_dn_0: 0.5441 (0.5474) loss_giou_dn_1: 0.4234 (0.4351) loss_giou_dn_2: 0.4039 (0.4181) loss_giou_dn_3: 0.3991 (0.4131) loss_giou_dn_4: 0.3977 (0.4120) loss_giou_dn_5: 0.3978 (0.4120) loss_giou_dn_pre: 0.5447 (0.5467) loss_giou_enc_0: 0.6475 (0.6441) loss_giou_pre: 0.5770 (0.5722) loss_ddf_aux_0: 0.0485 (0.0508) loss_ddf_aux_1: 0.0070 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2603 (0.2499) loss_ddf_dn_1: 0.0365 (0.0342) loss_ddf_dn_2: 0.0076 (0.0078) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6290 (0.6372) loss_vfl_aux_0: 0.6908 (0.7052) loss_vfl_aux_1: 0.6718 (0.6814) loss_vfl_aux_2: 0.6677 (0.6648) loss_vfl_aux_3: 0.6367 (0.6480) loss_vfl_aux_4: 0.6313 (0.6390) loss_vfl_dn_0: 0.4760 (0.4814) loss_vfl_dn_1: 0.4150 (0.4113) loss_vfl_dn_2: 0.3990 (0.3950) loss_vfl_dn_3: 0.3878 (0.3870) loss_vfl_dn_4: 0.3851 (0.3842) loss_vfl_dn_5: 0.3848 (0.3837) loss_vfl_dn_pre: 0.4771 (0.4819) loss_vfl_enc_0: 0.7070 (0.7118) loss_vfl_pre: 0.6967 (0.7075) time: 0.7786 data: 0.0293 max mem: 9142 Epoch: [59] [2700/3696] eta: 0:12:48 lr: 0.000013 loss: 30.4439 (30.7422) loss_bbox: 0.1615 (0.1648) loss_bbox_aux_0: 0.1691 (0.1766) loss_bbox_aux_1: 0.1643 (0.1675) loss_bbox_aux_2: 0.1615 (0.1654) loss_bbox_aux_3: 0.1618 (0.1649) loss_bbox_aux_4: 0.1615 (0.1648) loss_bbox_dn_0: 0.2284 (0.2263) loss_bbox_dn_1: 0.1661 (0.1653) loss_bbox_dn_2: 0.1544 (0.1551) loss_bbox_dn_3: 0.1508 (0.1518) loss_bbox_dn_4: 0.1499 (0.1512) loss_bbox_dn_5: 0.1499 (0.1512) loss_bbox_dn_pre: 0.2340 (0.2323) loss_bbox_enc_0: 0.2067 (0.2087) loss_bbox_pre: 0.1698 (0.1769) loss_dfl: 0.9628 (0.9566) loss_fgl_aux_0: 0.9961 (0.9873) loss_fgl_aux_1: 0.9693 (0.9590) loss_fgl_aux_2: 0.9640 (0.9568) loss_fgl_aux_3: 0.9626 (0.9566) loss_fgl_aux_4: 0.9629 (0.9566) loss_fgl_dn_0: 1.0833 (1.0821) loss_fgl_dn_1: 0.9711 (0.9791) loss_fgl_dn_2: 0.9618 (0.9702) loss_fgl_dn_3: 0.9625 (0.9709) loss_fgl_dn_4: 0.9625 (0.9714) loss_fgl_dn_5: 0.9625 (0.9714) loss_giou: 0.5025 (0.5490) loss_giou_aux_0: 0.5260 (0.5735) loss_giou_aux_1: 0.5037 (0.5544) loss_giou_aux_2: 0.5049 (0.5500) loss_giou_aux_3: 0.5021 (0.5491) loss_giou_aux_4: 0.5022 (0.5490) loss_giou_dn_0: 0.5420 (0.5475) loss_giou_dn_1: 0.4233 (0.4352) loss_giou_dn_2: 0.4057 (0.4181) loss_giou_dn_3: 0.4025 (0.4131) loss_giou_dn_4: 0.4027 (0.4120) loss_giou_dn_5: 0.4025 (0.4120) loss_giou_dn_pre: 0.5427 (0.5469) loss_giou_enc_0: 0.5987 (0.6440) loss_giou_pre: 0.5237 (0.5721) loss_ddf_aux_0: 0.0451 (0.0508) loss_ddf_aux_1: 0.0067 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2476 (0.2503) loss_ddf_dn_1: 0.0337 (0.0342) loss_ddf_dn_2: 0.0075 (0.0078) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6561 (0.6375) loss_vfl_aux_0: 0.7108 (0.7056) loss_vfl_aux_1: 0.6919 (0.6818) loss_vfl_aux_2: 0.6697 (0.6651) loss_vfl_aux_3: 0.6633 (0.6482) loss_vfl_aux_4: 0.6507 (0.6392) loss_vfl_dn_0: 0.4752 (0.4815) loss_vfl_dn_1: 0.4020 (0.4114) loss_vfl_dn_2: 0.3829 (0.3951) loss_vfl_dn_3: 0.3770 (0.3871) loss_vfl_dn_4: 0.3746 (0.3842) loss_vfl_dn_5: 0.3749 (0.3837) loss_vfl_dn_pre: 0.4756 (0.4820) loss_vfl_enc_0: 0.7233 (0.7122) loss_vfl_pre: 0.7100 (0.7078) time: 0.9224 data: 0.0272 max mem: 9142 Epoch: [59] [2800/3696] eta: 0:11:31 lr: 0.000013 loss: 30.5838 (30.7392) loss_bbox: 0.1597 (0.1647) loss_bbox_aux_0: 0.1713 (0.1764) loss_bbox_aux_1: 0.1602 (0.1674) loss_bbox_aux_2: 0.1593 (0.1653) loss_bbox_aux_3: 0.1600 (0.1648) loss_bbox_aux_4: 0.1597 (0.1647) loss_bbox_dn_0: 0.2198 (0.2261) loss_bbox_dn_1: 0.1564 (0.1651) loss_bbox_dn_2: 0.1438 (0.1549) loss_bbox_dn_3: 0.1417 (0.1517) loss_bbox_dn_4: 0.1423 (0.1510) loss_bbox_dn_5: 0.1423 (0.1510) loss_bbox_dn_pre: 0.2230 (0.2320) loss_bbox_enc_0: 0.1967 (0.2085) loss_bbox_pre: 0.1703 (0.1767) loss_dfl: 0.9363 (0.9565) loss_fgl_aux_0: 0.9636 (0.9872) loss_fgl_aux_1: 0.9397 (0.9589) loss_fgl_aux_2: 0.9367 (0.9566) loss_fgl_aux_3: 0.9358 (0.9565) loss_fgl_aux_4: 0.9363 (0.9565) loss_fgl_dn_0: 1.0818 (1.0821) loss_fgl_dn_1: 0.9762 (0.9791) loss_fgl_dn_2: 0.9676 (0.9703) loss_fgl_dn_3: 0.9688 (0.9709) loss_fgl_dn_4: 0.9696 (0.9714) loss_fgl_dn_5: 0.9697 (0.9715) loss_giou: 0.5536 (0.5493) loss_giou_aux_0: 0.5823 (0.5737) loss_giou_aux_1: 0.5610 (0.5546) loss_giou_aux_2: 0.5558 (0.5503) loss_giou_aux_3: 0.5536 (0.5494) loss_giou_aux_4: 0.5536 (0.5493) loss_giou_dn_0: 0.5479 (0.5476) loss_giou_dn_1: 0.4404 (0.4352) loss_giou_dn_2: 0.4201 (0.4182) loss_giou_dn_3: 0.4158 (0.4132) loss_giou_dn_4: 0.4147 (0.4121) loss_giou_dn_5: 0.4148 (0.4121) loss_giou_dn_pre: 0.5484 (0.5470) loss_giou_enc_0: 0.6558 (0.6442) loss_giou_pre: 0.5800 (0.5723) loss_ddf_aux_0: 0.0485 (0.0507) loss_ddf_aux_1: 0.0065 (0.0071) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2496 (0.2502) loss_ddf_dn_1: 0.0339 (0.0342) loss_ddf_dn_2: 0.0071 (0.0078) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6092 (0.6373) loss_vfl_aux_0: 0.6960 (0.7053) loss_vfl_aux_1: 0.6740 (0.6816) loss_vfl_aux_2: 0.6484 (0.6648) loss_vfl_aux_3: 0.6179 (0.6480) loss_vfl_aux_4: 0.6140 (0.6391) loss_vfl_dn_0: 0.4819 (0.4814) loss_vfl_dn_1: 0.4127 (0.4114) loss_vfl_dn_2: 0.3940 (0.3951) loss_vfl_dn_3: 0.3843 (0.3870) loss_vfl_dn_4: 0.3792 (0.3842) loss_vfl_dn_5: 0.3786 (0.3837) loss_vfl_dn_pre: 0.4820 (0.4820) loss_vfl_enc_0: 0.6968 (0.7118) loss_vfl_pre: 0.6968 (0.7075) time: 0.7740 data: 0.0315 max mem: 9142 Epoch: [59] [2900/3696] eta: 0:10:14 lr: 0.000013 loss: 30.8922 (30.7378) loss_bbox: 0.1635 (0.1647) loss_bbox_aux_0: 0.1723 (0.1764) loss_bbox_aux_1: 0.1654 (0.1673) loss_bbox_aux_2: 0.1646 (0.1652) loss_bbox_aux_3: 0.1637 (0.1647) loss_bbox_aux_4: 0.1635 (0.1647) loss_bbox_dn_0: 0.2167 (0.2261) loss_bbox_dn_1: 0.1552 (0.1651) loss_bbox_dn_2: 0.1438 (0.1549) loss_bbox_dn_3: 0.1429 (0.1517) loss_bbox_dn_4: 0.1410 (0.1510) loss_bbox_dn_5: 0.1411 (0.1510) loss_bbox_dn_pre: 0.2208 (0.2321) loss_bbox_enc_0: 0.2027 (0.2085) loss_bbox_pre: 0.1715 (0.1767) loss_dfl: 0.9501 (0.9564) loss_fgl_aux_0: 0.9827 (0.9871) loss_fgl_aux_1: 0.9533 (0.9588) loss_fgl_aux_2: 0.9508 (0.9566) loss_fgl_aux_3: 0.9505 (0.9564) loss_fgl_aux_4: 0.9502 (0.9564) loss_fgl_dn_0: 1.0907 (1.0820) loss_fgl_dn_1: 0.9911 (0.9790) loss_fgl_dn_2: 0.9831 (0.9702) loss_fgl_dn_3: 0.9826 (0.9708) loss_fgl_dn_4: 0.9831 (0.9713) loss_fgl_dn_5: 0.9831 (0.9713) loss_giou: 0.5775 (0.5490) loss_giou_aux_0: 0.5964 (0.5735) loss_giou_aux_1: 0.5811 (0.5543) loss_giou_aux_2: 0.5773 (0.5500) loss_giou_aux_3: 0.5774 (0.5491) loss_giou_aux_4: 0.5775 (0.5490) loss_giou_dn_0: 0.5563 (0.5475) loss_giou_dn_1: 0.4444 (0.4351) loss_giou_dn_2: 0.4274 (0.4180) loss_giou_dn_3: 0.4245 (0.4131) loss_giou_dn_4: 0.4237 (0.4120) loss_giou_dn_5: 0.4236 (0.4120) loss_giou_dn_pre: 0.5554 (0.5468) loss_giou_enc_0: 0.6724 (0.6439) loss_giou_pre: 0.5972 (0.5720) loss_ddf_aux_0: 0.0518 (0.0507) loss_ddf_aux_1: 0.0075 (0.0071) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2651 (0.2504) loss_ddf_dn_1: 0.0359 (0.0342) loss_ddf_dn_2: 0.0077 (0.0077) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6041 (0.6375) loss_vfl_aux_0: 0.6917 (0.7056) loss_vfl_aux_1: 0.6561 (0.6821) loss_vfl_aux_2: 0.6428 (0.6651) loss_vfl_aux_3: 0.6178 (0.6483) loss_vfl_aux_4: 0.6135 (0.6394) loss_vfl_dn_0: 0.4858 (0.4815) loss_vfl_dn_1: 0.4190 (0.4114) loss_vfl_dn_2: 0.4040 (0.3951) loss_vfl_dn_3: 0.3947 (0.3871) loss_vfl_dn_4: 0.3876 (0.3842) loss_vfl_dn_5: 0.3882 (0.3838) loss_vfl_dn_pre: 0.4858 (0.4820) loss_vfl_enc_0: 0.7018 (0.7122) loss_vfl_pre: 0.6857 (0.7078) time: 0.7953 data: 0.0263 max mem: 9142 Epoch: [59] [3000/3696] eta: 0:08:57 lr: 0.000013 loss: 31.0556 (30.7391) loss_bbox: 0.1726 (0.1648) loss_bbox_aux_0: 0.1779 (0.1765) loss_bbox_aux_1: 0.1746 (0.1674) loss_bbox_aux_2: 0.1721 (0.1654) loss_bbox_aux_3: 0.1725 (0.1649) loss_bbox_aux_4: 0.1726 (0.1648) loss_bbox_dn_0: 0.2124 (0.2263) loss_bbox_dn_1: 0.1542 (0.1653) loss_bbox_dn_2: 0.1427 (0.1550) loss_bbox_dn_3: 0.1399 (0.1518) loss_bbox_dn_4: 0.1401 (0.1512) loss_bbox_dn_5: 0.1401 (0.1512) loss_bbox_dn_pre: 0.2138 (0.2322) loss_bbox_enc_0: 0.2034 (0.2086) loss_bbox_pre: 0.1777 (0.1768) loss_dfl: 0.9602 (0.9565) loss_fgl_aux_0: 0.9886 (0.9872) loss_fgl_aux_1: 0.9635 (0.9589) loss_fgl_aux_2: 0.9603 (0.9567) loss_fgl_aux_3: 0.9603 (0.9565) loss_fgl_aux_4: 0.9602 (0.9565) loss_fgl_dn_0: 1.0798 (1.0821) loss_fgl_dn_1: 0.9804 (0.9790) loss_fgl_dn_2: 0.9669 (0.9701) loss_fgl_dn_3: 0.9674 (0.9708) loss_fgl_dn_4: 0.9676 (0.9713) loss_fgl_dn_5: 0.9676 (0.9713) loss_giou: 0.5565 (0.5488) loss_giou_aux_0: 0.5734 (0.5732) loss_giou_aux_1: 0.5620 (0.5541) loss_giou_aux_2: 0.5573 (0.5498) loss_giou_aux_3: 0.5573 (0.5489) loss_giou_aux_4: 0.5560 (0.5488) loss_giou_dn_0: 0.5444 (0.5474) loss_giou_dn_1: 0.4385 (0.4350) loss_giou_dn_2: 0.4249 (0.4179) loss_giou_dn_3: 0.4178 (0.4130) loss_giou_dn_4: 0.4180 (0.4119) loss_giou_dn_5: 0.4180 (0.4119) loss_giou_dn_pre: 0.5446 (0.5467) loss_giou_enc_0: 0.6491 (0.6438) loss_giou_pre: 0.5721 (0.5718) loss_ddf_aux_0: 0.0481 (0.0507) loss_ddf_aux_1: 0.0073 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2492 (0.2503) loss_ddf_dn_1: 0.0331 (0.0342) loss_ddf_dn_2: 0.0073 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6513 (0.6376) loss_vfl_aux_0: 0.7086 (0.7058) loss_vfl_aux_1: 0.6946 (0.6824) loss_vfl_aux_2: 0.6714 (0.6655) loss_vfl_aux_3: 0.6516 (0.6485) loss_vfl_aux_4: 0.6470 (0.6395) loss_vfl_dn_0: 0.4789 (0.4815) loss_vfl_dn_1: 0.4084 (0.4114) loss_vfl_dn_2: 0.3937 (0.3951) loss_vfl_dn_3: 0.3890 (0.3871) loss_vfl_dn_4: 0.3857 (0.3842) loss_vfl_dn_5: 0.3847 (0.3837) loss_vfl_dn_pre: 0.4796 (0.4820) loss_vfl_enc_0: 0.7004 (0.7124) loss_vfl_pre: 0.7148 (0.7080) time: 0.7193 data: 0.0234 max mem: 9142 Epoch: [59] [3100/3696] eta: 0:07:40 lr: 0.000013 loss: 30.8394 (30.7349) loss_bbox: 0.1631 (0.1648) loss_bbox_aux_0: 0.1697 (0.1765) loss_bbox_aux_1: 0.1642 (0.1674) loss_bbox_aux_2: 0.1630 (0.1653) loss_bbox_aux_3: 0.1631 (0.1648) loss_bbox_aux_4: 0.1630 (0.1648) loss_bbox_dn_0: 0.2148 (0.2262) loss_bbox_dn_1: 0.1617 (0.1652) loss_bbox_dn_2: 0.1534 (0.1550) loss_bbox_dn_3: 0.1507 (0.1518) loss_bbox_dn_4: 0.1512 (0.1512) loss_bbox_dn_5: 0.1510 (0.1512) loss_bbox_dn_pre: 0.2303 (0.2321) loss_bbox_enc_0: 0.2039 (0.2086) loss_bbox_pre: 0.1732 (0.1768) loss_dfl: 0.9527 (0.9566) loss_fgl_aux_0: 0.9884 (0.9873) loss_fgl_aux_1: 0.9564 (0.9590) loss_fgl_aux_2: 0.9525 (0.9567) loss_fgl_aux_3: 0.9526 (0.9566) loss_fgl_aux_4: 0.9527 (0.9566) loss_fgl_dn_0: 1.0769 (1.0821) loss_fgl_dn_1: 0.9870 (0.9790) loss_fgl_dn_2: 0.9765 (0.9701) loss_fgl_dn_3: 0.9770 (0.9708) loss_fgl_dn_4: 0.9774 (0.9713) loss_fgl_dn_5: 0.9775 (0.9713) loss_giou: 0.5436 (0.5485) loss_giou_aux_0: 0.5658 (0.5730) loss_giou_aux_1: 0.5479 (0.5539) loss_giou_aux_2: 0.5460 (0.5495) loss_giou_aux_3: 0.5455 (0.5486) loss_giou_aux_4: 0.5440 (0.5485) loss_giou_dn_0: 0.5502 (0.5472) loss_giou_dn_1: 0.4355 (0.4349) loss_giou_dn_2: 0.4143 (0.4178) loss_giou_dn_3: 0.4071 (0.4129) loss_giou_dn_4: 0.4060 (0.4118) loss_giou_dn_5: 0.4059 (0.4118) loss_giou_dn_pre: 0.5510 (0.5466) loss_giou_enc_0: 0.6444 (0.6436) loss_giou_pre: 0.5610 (0.5715) loss_ddf_aux_0: 0.0476 (0.0507) loss_ddf_aux_1: 0.0071 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2332 (0.2503) loss_ddf_dn_1: 0.0310 (0.0341) loss_ddf_dn_2: 0.0068 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6198 (0.6374) loss_vfl_aux_0: 0.6901 (0.7055) loss_vfl_aux_1: 0.6597 (0.6821) loss_vfl_aux_2: 0.6486 (0.6653) loss_vfl_aux_3: 0.6311 (0.6483) loss_vfl_aux_4: 0.6266 (0.6393) loss_vfl_dn_0: 0.4828 (0.4816) loss_vfl_dn_1: 0.4162 (0.4115) loss_vfl_dn_2: 0.3987 (0.3952) loss_vfl_dn_3: 0.3887 (0.3871) loss_vfl_dn_4: 0.3877 (0.3843) loss_vfl_dn_5: 0.3848 (0.3838) loss_vfl_dn_pre: 0.4837 (0.4821) loss_vfl_enc_0: 0.6971 (0.7123) loss_vfl_pre: 0.6931 (0.7077) time: 0.7670 data: 0.0255 max mem: 9142 Epoch: [59] [3200/3696] eta: 0:06:22 lr: 0.000013 loss: 31.0307 (30.7350) loss_bbox: 0.1660 (0.1649) loss_bbox_aux_0: 0.1780 (0.1766) loss_bbox_aux_1: 0.1699 (0.1675) loss_bbox_aux_2: 0.1670 (0.1655) loss_bbox_aux_3: 0.1661 (0.1649) loss_bbox_aux_4: 0.1659 (0.1649) loss_bbox_dn_0: 0.2380 (0.2263) loss_bbox_dn_1: 0.1768 (0.1654) loss_bbox_dn_2: 0.1583 (0.1551) loss_bbox_dn_3: 0.1543 (0.1519) loss_bbox_dn_4: 0.1538 (0.1512) loss_bbox_dn_5: 0.1538 (0.1512) loss_bbox_dn_pre: 0.2476 (0.2323) loss_bbox_enc_0: 0.2162 (0.2087) loss_bbox_pre: 0.1780 (0.1769) loss_dfl: 0.9373 (0.9565) loss_fgl_aux_0: 0.9700 (0.9873) loss_fgl_aux_1: 0.9411 (0.9590) loss_fgl_aux_2: 0.9382 (0.9567) loss_fgl_aux_3: 0.9382 (0.9566) loss_fgl_aux_4: 0.9372 (0.9565) loss_fgl_dn_0: 1.0792 (1.0821) loss_fgl_dn_1: 0.9784 (0.9790) loss_fgl_dn_2: 0.9721 (0.9701) loss_fgl_dn_3: 0.9722 (0.9708) loss_fgl_dn_4: 0.9723 (0.9713) loss_fgl_dn_5: 0.9723 (0.9713) loss_giou: 0.5338 (0.5484) loss_giou_aux_0: 0.5606 (0.5729) loss_giou_aux_1: 0.5385 (0.5537) loss_giou_aux_2: 0.5357 (0.5494) loss_giou_aux_3: 0.5324 (0.5485) loss_giou_aux_4: 0.5337 (0.5484) loss_giou_dn_0: 0.5518 (0.5472) loss_giou_dn_1: 0.4347 (0.4348) loss_giou_dn_2: 0.4173 (0.4177) loss_giou_dn_3: 0.4142 (0.4128) loss_giou_dn_4: 0.4133 (0.4117) loss_giou_dn_5: 0.4132 (0.4117) loss_giou_dn_pre: 0.5498 (0.5466) loss_giou_enc_0: 0.6384 (0.6434) loss_giou_pre: 0.5603 (0.5714) loss_ddf_aux_0: 0.0502 (0.0507) loss_ddf_aux_1: 0.0075 (0.0071) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2426 (0.2502) loss_ddf_dn_1: 0.0349 (0.0341) loss_ddf_dn_2: 0.0080 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6375 (0.6374) loss_vfl_aux_0: 0.6866 (0.7055) loss_vfl_aux_1: 0.6662 (0.6822) loss_vfl_aux_2: 0.6656 (0.6654) loss_vfl_aux_3: 0.6451 (0.6484) loss_vfl_aux_4: 0.6383 (0.6394) loss_vfl_dn_0: 0.4775 (0.4815) loss_vfl_dn_1: 0.4078 (0.4114) loss_vfl_dn_2: 0.3930 (0.3951) loss_vfl_dn_3: 0.3859 (0.3871) loss_vfl_dn_4: 0.3809 (0.3842) loss_vfl_dn_5: 0.3805 (0.3838) loss_vfl_dn_pre: 0.4789 (0.4821) loss_vfl_enc_0: 0.7089 (0.7122) loss_vfl_pre: 0.6859 (0.7077) time: 0.7603 data: 0.0257 max mem: 9142 Epoch: [59] [3300/3696] eta: 0:05:05 lr: 0.000013 loss: 30.6700 (30.7342) loss_bbox: 0.1657 (0.1649) loss_bbox_aux_0: 0.1758 (0.1766) loss_bbox_aux_1: 0.1682 (0.1675) loss_bbox_aux_2: 0.1662 (0.1654) loss_bbox_aux_3: 0.1655 (0.1649) loss_bbox_aux_4: 0.1657 (0.1649) loss_bbox_dn_0: 0.2245 (0.2263) loss_bbox_dn_1: 0.1625 (0.1653) loss_bbox_dn_2: 0.1543 (0.1551) loss_bbox_dn_3: 0.1517 (0.1519) loss_bbox_dn_4: 0.1516 (0.1512) loss_bbox_dn_5: 0.1516 (0.1512) loss_bbox_dn_pre: 0.2384 (0.2323) loss_bbox_enc_0: 0.2166 (0.2087) loss_bbox_pre: 0.1757 (0.1769) loss_dfl: 0.9520 (0.9565) loss_fgl_aux_0: 0.9827 (0.9873) loss_fgl_aux_1: 0.9524 (0.9590) loss_fgl_aux_2: 0.9518 (0.9567) loss_fgl_aux_3: 0.9519 (0.9566) loss_fgl_aux_4: 0.9520 (0.9565) loss_fgl_dn_0: 1.0790 (1.0821) loss_fgl_dn_1: 0.9872 (0.9789) loss_fgl_dn_2: 0.9777 (0.9701) loss_fgl_dn_3: 0.9778 (0.9707) loss_fgl_dn_4: 0.9784 (0.9712) loss_fgl_dn_5: 0.9784 (0.9713) loss_giou: 0.5451 (0.5482) loss_giou_aux_0: 0.5795 (0.5728) loss_giou_aux_1: 0.5529 (0.5536) loss_giou_aux_2: 0.5470 (0.5492) loss_giou_aux_3: 0.5457 (0.5483) loss_giou_aux_4: 0.5452 (0.5482) loss_giou_dn_0: 0.5462 (0.5472) loss_giou_dn_1: 0.4426 (0.4348) loss_giou_dn_2: 0.4250 (0.4177) loss_giou_dn_3: 0.4217 (0.4128) loss_giou_dn_4: 0.4205 (0.4117) loss_giou_dn_5: 0.4206 (0.4117) loss_giou_dn_pre: 0.5464 (0.5466) loss_giou_enc_0: 0.6522 (0.6433) loss_giou_pre: 0.5785 (0.5713) loss_ddf_aux_0: 0.0499 (0.0506) loss_ddf_aux_1: 0.0075 (0.0071) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2434 (0.2501) loss_ddf_dn_1: 0.0325 (0.0341) loss_ddf_dn_2: 0.0071 (0.0077) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6347 (0.6375) loss_vfl_aux_0: 0.7072 (0.7057) loss_vfl_aux_1: 0.6870 (0.6824) loss_vfl_aux_2: 0.6760 (0.6655) loss_vfl_aux_3: 0.6530 (0.6484) loss_vfl_aux_4: 0.6350 (0.6394) loss_vfl_dn_0: 0.4796 (0.4815) loss_vfl_dn_1: 0.4108 (0.4114) loss_vfl_dn_2: 0.3961 (0.3951) loss_vfl_dn_3: 0.3882 (0.3871) loss_vfl_dn_4: 0.3867 (0.3842) loss_vfl_dn_5: 0.3855 (0.3837) loss_vfl_dn_pre: 0.4797 (0.4820) loss_vfl_enc_0: 0.7288 (0.7123) loss_vfl_pre: 0.7103 (0.7079) time: 0.7622 data: 0.0266 max mem: 9142 Epoch: [59] [3400/3696] eta: 0:03:48 lr: 0.000013 loss: 31.0386 (30.7361) loss_bbox: 0.1725 (0.1650) loss_bbox_aux_0: 0.1870 (0.1768) loss_bbox_aux_1: 0.1745 (0.1677) loss_bbox_aux_2: 0.1732 (0.1656) loss_bbox_aux_3: 0.1726 (0.1651) loss_bbox_aux_4: 0.1725 (0.1650) loss_bbox_dn_0: 0.2181 (0.2264) loss_bbox_dn_1: 0.1597 (0.1654) loss_bbox_dn_2: 0.1504 (0.1551) loss_bbox_dn_3: 0.1490 (0.1519) loss_bbox_dn_4: 0.1484 (0.1512) loss_bbox_dn_5: 0.1484 (0.1512) loss_bbox_dn_pre: 0.2247 (0.2323) loss_bbox_enc_0: 0.2188 (0.2089) loss_bbox_pre: 0.1866 (0.1771) loss_dfl: 0.9542 (0.9566) loss_fgl_aux_0: 0.9888 (0.9873) loss_fgl_aux_1: 0.9601 (0.9590) loss_fgl_aux_2: 0.9547 (0.9567) loss_fgl_aux_3: 0.9540 (0.9566) loss_fgl_aux_4: 0.9541 (0.9566) loss_fgl_dn_0: 1.0798 (1.0821) loss_fgl_dn_1: 0.9842 (0.9790) loss_fgl_dn_2: 0.9755 (0.9701) loss_fgl_dn_3: 0.9765 (0.9708) loss_fgl_dn_4: 0.9768 (0.9713) loss_fgl_dn_5: 0.9768 (0.9713) loss_giou: 0.5599 (0.5482) loss_giou_aux_0: 0.6030 (0.5728) loss_giou_aux_1: 0.5694 (0.5536) loss_giou_aux_2: 0.5636 (0.5492) loss_giou_aux_3: 0.5610 (0.5483) loss_giou_aux_4: 0.5603 (0.5482) loss_giou_dn_0: 0.5578 (0.5472) loss_giou_dn_1: 0.4366 (0.4348) loss_giou_dn_2: 0.4165 (0.4177) loss_giou_dn_3: 0.4134 (0.4128) loss_giou_dn_4: 0.4124 (0.4117) loss_giou_dn_5: 0.4124 (0.4117) loss_giou_dn_pre: 0.5569 (0.5466) loss_giou_enc_0: 0.6631 (0.6434) loss_giou_pre: 0.6021 (0.5713) loss_ddf_aux_0: 0.0508 (0.0507) loss_ddf_aux_1: 0.0074 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2461 (0.2500) loss_ddf_dn_1: 0.0346 (0.0341) loss_ddf_dn_2: 0.0075 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6361 (0.6375) loss_vfl_aux_0: 0.7075 (0.7056) loss_vfl_aux_1: 0.6810 (0.6824) loss_vfl_aux_2: 0.6683 (0.6655) loss_vfl_aux_3: 0.6479 (0.6484) loss_vfl_aux_4: 0.6318 (0.6394) loss_vfl_dn_0: 0.4852 (0.4815) loss_vfl_dn_1: 0.4158 (0.4115) loss_vfl_dn_2: 0.3989 (0.3951) loss_vfl_dn_3: 0.3909 (0.3871) loss_vfl_dn_4: 0.3901 (0.3843) loss_vfl_dn_5: 0.3908 (0.3838) loss_vfl_dn_pre: 0.4863 (0.4821) loss_vfl_enc_0: 0.7175 (0.7123) loss_vfl_pre: 0.7053 (0.7079) time: 0.7458 data: 0.0282 max mem: 9142 Epoch: [59] [3500/3696] eta: 0:02:31 lr: 0.000013 loss: 30.6490 (30.7354) loss_bbox: 0.1706 (0.1650) loss_bbox_aux_0: 0.1800 (0.1767) loss_bbox_aux_1: 0.1730 (0.1676) loss_bbox_aux_2: 0.1695 (0.1655) loss_bbox_aux_3: 0.1704 (0.1650) loss_bbox_aux_4: 0.1706 (0.1650) loss_bbox_dn_0: 0.2117 (0.2263) loss_bbox_dn_1: 0.1531 (0.1653) loss_bbox_dn_2: 0.1488 (0.1551) loss_bbox_dn_3: 0.1435 (0.1519) loss_bbox_dn_4: 0.1418 (0.1512) loss_bbox_dn_5: 0.1417 (0.1512) loss_bbox_dn_pre: 0.2168 (0.2322) loss_bbox_enc_0: 0.2104 (0.2089) loss_bbox_pre: 0.1806 (0.1770) loss_dfl: 0.9730 (0.9566) loss_fgl_aux_0: 1.0117 (0.9874) loss_fgl_aux_1: 0.9782 (0.9590) loss_fgl_aux_2: 0.9747 (0.9568) loss_fgl_aux_3: 0.9731 (0.9566) loss_fgl_aux_4: 0.9730 (0.9566) loss_fgl_dn_0: 1.0907 (1.0821) loss_fgl_dn_1: 0.9839 (0.9790) loss_fgl_dn_2: 0.9777 (0.9702) loss_fgl_dn_3: 0.9781 (0.9708) loss_fgl_dn_4: 0.9788 (0.9713) loss_fgl_dn_5: 0.9788 (0.9713) loss_giou: 0.5434 (0.5481) loss_giou_aux_0: 0.5655 (0.5727) loss_giou_aux_1: 0.5493 (0.5536) loss_giou_aux_2: 0.5466 (0.5491) loss_giou_aux_3: 0.5438 (0.5482) loss_giou_aux_4: 0.5434 (0.5481) loss_giou_dn_0: 0.5296 (0.5473) loss_giou_dn_1: 0.4183 (0.4348) loss_giou_dn_2: 0.4008 (0.4176) loss_giou_dn_3: 0.3965 (0.4127) loss_giou_dn_4: 0.3954 (0.4117) loss_giou_dn_5: 0.3955 (0.4117) loss_giou_dn_pre: 0.5310 (0.5466) loss_giou_enc_0: 0.6300 (0.6433) loss_giou_pre: 0.5622 (0.5713) loss_ddf_aux_0: 0.0451 (0.0507) loss_ddf_aux_1: 0.0068 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2244 (0.2499) loss_ddf_dn_1: 0.0301 (0.0341) loss_ddf_dn_2: 0.0071 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6453 (0.6375) loss_vfl_aux_0: 0.7001 (0.7056) loss_vfl_aux_1: 0.6866 (0.6825) loss_vfl_aux_2: 0.6703 (0.6656) loss_vfl_aux_3: 0.6490 (0.6484) loss_vfl_aux_4: 0.6503 (0.6394) loss_vfl_dn_0: 0.4766 (0.4815) loss_vfl_dn_1: 0.4088 (0.4115) loss_vfl_dn_2: 0.3953 (0.3952) loss_vfl_dn_3: 0.3872 (0.3872) loss_vfl_dn_4: 0.3835 (0.3843) loss_vfl_dn_5: 0.3837 (0.3838) loss_vfl_dn_pre: 0.4779 (0.4821) loss_vfl_enc_0: 0.7200 (0.7124) loss_vfl_pre: 0.7019 (0.7078) time: 0.7501 data: 0.0302 max mem: 9142 Epoch: [59] [3600/3696] eta: 0:01:13 lr: 0.000013 loss: 30.9008 (30.7327) loss_bbox: 0.1615 (0.1649) loss_bbox_aux_0: 0.1730 (0.1766) loss_bbox_aux_1: 0.1617 (0.1675) loss_bbox_aux_2: 0.1609 (0.1654) loss_bbox_aux_3: 0.1611 (0.1649) loss_bbox_aux_4: 0.1615 (0.1649) loss_bbox_dn_0: 0.2292 (0.2262) loss_bbox_dn_1: 0.1538 (0.1652) loss_bbox_dn_2: 0.1445 (0.1550) loss_bbox_dn_3: 0.1435 (0.1518) loss_bbox_dn_4: 0.1437 (0.1511) loss_bbox_dn_5: 0.1437 (0.1511) loss_bbox_dn_pre: 0.2319 (0.2321) loss_bbox_enc_0: 0.2072 (0.2087) loss_bbox_pre: 0.1740 (0.1769) loss_dfl: 0.9462 (0.9566) loss_fgl_aux_0: 0.9772 (0.9874) loss_fgl_aux_1: 0.9495 (0.9590) loss_fgl_aux_2: 0.9484 (0.9568) loss_fgl_aux_3: 0.9474 (0.9566) loss_fgl_aux_4: 0.9465 (0.9566) loss_fgl_dn_0: 1.0838 (1.0821) loss_fgl_dn_1: 0.9850 (0.9791) loss_fgl_dn_2: 0.9777 (0.9702) loss_fgl_dn_3: 0.9789 (0.9709) loss_fgl_dn_4: 0.9794 (0.9714) loss_fgl_dn_5: 0.9794 (0.9714) loss_giou: 0.5424 (0.5481) loss_giou_aux_0: 0.5644 (0.5726) loss_giou_aux_1: 0.5408 (0.5535) loss_giou_aux_2: 0.5431 (0.5491) loss_giou_aux_3: 0.5422 (0.5482) loss_giou_aux_4: 0.5424 (0.5481) loss_giou_dn_0: 0.5374 (0.5471) loss_giou_dn_1: 0.4225 (0.4346) loss_giou_dn_2: 0.4046 (0.4175) loss_giou_dn_3: 0.3985 (0.4126) loss_giou_dn_4: 0.3991 (0.4115) loss_giou_dn_5: 0.3990 (0.4115) loss_giou_dn_pre: 0.5363 (0.5464) loss_giou_enc_0: 0.6389 (0.6433) loss_giou_pre: 0.5628 (0.5711) loss_ddf_aux_0: 0.0478 (0.0506) loss_ddf_aux_1: 0.0068 (0.0071) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2422 (0.2497) loss_ddf_dn_1: 0.0340 (0.0340) loss_ddf_dn_2: 0.0075 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6288 (0.6376) loss_vfl_aux_0: 0.6857 (0.7057) loss_vfl_aux_1: 0.6759 (0.6825) loss_vfl_aux_2: 0.6475 (0.6656) loss_vfl_aux_3: 0.6361 (0.6484) loss_vfl_aux_4: 0.6232 (0.6394) loss_vfl_dn_0: 0.4811 (0.4816) loss_vfl_dn_1: 0.4104 (0.4115) loss_vfl_dn_2: 0.3972 (0.3952) loss_vfl_dn_3: 0.3893 (0.3871) loss_vfl_dn_4: 0.3885 (0.3843) loss_vfl_dn_5: 0.3879 (0.3838) loss_vfl_dn_pre: 0.4823 (0.4821) loss_vfl_enc_0: 0.7053 (0.7126) loss_vfl_pre: 0.6875 (0.7079) time: 0.7625 data: 0.0281 max mem: 9142 Epoch: [59] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 30.2098 (30.7322) loss_bbox: 0.1586 (0.1648) loss_bbox_aux_0: 0.1706 (0.1766) loss_bbox_aux_1: 0.1612 (0.1675) loss_bbox_aux_2: 0.1596 (0.1654) loss_bbox_aux_3: 0.1588 (0.1649) loss_bbox_aux_4: 0.1586 (0.1648) loss_bbox_dn_0: 0.2146 (0.2262) loss_bbox_dn_1: 0.1568 (0.1652) loss_bbox_dn_2: 0.1448 (0.1550) loss_bbox_dn_3: 0.1408 (0.1518) loss_bbox_dn_4: 0.1402 (0.1511) loss_bbox_dn_5: 0.1401 (0.1511) loss_bbox_dn_pre: 0.2200 (0.2321) loss_bbox_enc_0: 0.2101 (0.2087) loss_bbox_pre: 0.1719 (0.1769) loss_dfl: 0.9678 (0.9565) loss_fgl_aux_0: 1.0025 (0.9873) loss_fgl_aux_1: 0.9683 (0.9589) loss_fgl_aux_2: 0.9671 (0.9567) loss_fgl_aux_3: 0.9679 (0.9566) loss_fgl_aux_4: 0.9678 (0.9565) loss_fgl_dn_0: 1.0778 (1.0820) loss_fgl_dn_1: 0.9744 (0.9790) loss_fgl_dn_2: 0.9685 (0.9702) loss_fgl_dn_3: 0.9692 (0.9708) loss_fgl_dn_4: 0.9696 (0.9713) loss_fgl_dn_5: 0.9695 (0.9713) loss_giou: 0.5410 (0.5480) loss_giou_aux_0: 0.5616 (0.5726) loss_giou_aux_1: 0.5450 (0.5535) loss_giou_aux_2: 0.5436 (0.5490) loss_giou_aux_3: 0.5420 (0.5482) loss_giou_aux_4: 0.5409 (0.5480) loss_giou_dn_0: 0.5440 (0.5471) loss_giou_dn_1: 0.4306 (0.4346) loss_giou_dn_2: 0.4089 (0.4175) loss_giou_dn_3: 0.4077 (0.4126) loss_giou_dn_4: 0.4052 (0.4116) loss_giou_dn_5: 0.4052 (0.4116) loss_giou_dn_pre: 0.5419 (0.5464) loss_giou_enc_0: 0.6381 (0.6433) loss_giou_pre: 0.5593 (0.5711) loss_ddf_aux_0: 0.0462 (0.0506) loss_ddf_aux_1: 0.0068 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2505 (0.2497) loss_ddf_dn_1: 0.0351 (0.0341) loss_ddf_dn_2: 0.0077 (0.0077) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6320 (0.6376) loss_vfl_aux_0: 0.6893 (0.7058) loss_vfl_aux_1: 0.6812 (0.6826) loss_vfl_aux_2: 0.6525 (0.6657) loss_vfl_aux_3: 0.6385 (0.6485) loss_vfl_aux_4: 0.6342 (0.6395) loss_vfl_dn_0: 0.4821 (0.4815) loss_vfl_dn_1: 0.4120 (0.4115) loss_vfl_dn_2: 0.3969 (0.3952) loss_vfl_dn_3: 0.3894 (0.3872) loss_vfl_dn_4: 0.3867 (0.3843) loss_vfl_dn_5: 0.3866 (0.3838) loss_vfl_dn_pre: 0.4827 (0.4821) loss_vfl_enc_0: 0.7044 (0.7128) loss_vfl_pre: 0.6937 (0.7080) time: 0.7184 data: 0.0264 max mem: 9142 Epoch: [59] Total time: 0:47:23 (0.7693 s / it) Averaged stats: lr: 0.000013 loss: 30.2098 (30.7322) loss_bbox: 0.1586 (0.1648) loss_bbox_aux_0: 0.1706 (0.1766) loss_bbox_aux_1: 0.1612 (0.1675) loss_bbox_aux_2: 0.1596 (0.1654) loss_bbox_aux_3: 0.1588 (0.1649) loss_bbox_aux_4: 0.1586 (0.1648) loss_bbox_dn_0: 0.2146 (0.2262) loss_bbox_dn_1: 0.1568 (0.1652) loss_bbox_dn_2: 0.1448 (0.1550) loss_bbox_dn_3: 0.1408 (0.1518) loss_bbox_dn_4: 0.1402 (0.1511) loss_bbox_dn_5: 0.1401 (0.1511) loss_bbox_dn_pre: 0.2200 (0.2321) loss_bbox_enc_0: 0.2101 (0.2087) loss_bbox_pre: 0.1719 (0.1769) loss_dfl: 0.9678 (0.9565) loss_fgl_aux_0: 1.0025 (0.9873) loss_fgl_aux_1: 0.9683 (0.9589) loss_fgl_aux_2: 0.9671 (0.9567) loss_fgl_aux_3: 0.9679 (0.9566) loss_fgl_aux_4: 0.9678 (0.9565) loss_fgl_dn_0: 1.0778 (1.0820) loss_fgl_dn_1: 0.9744 (0.9790) loss_fgl_dn_2: 0.9685 (0.9702) loss_fgl_dn_3: 0.9692 (0.9708) loss_fgl_dn_4: 0.9696 (0.9713) loss_fgl_dn_5: 0.9695 (0.9713) loss_giou: 0.5410 (0.5480) loss_giou_aux_0: 0.5616 (0.5726) loss_giou_aux_1: 0.5450 (0.5535) loss_giou_aux_2: 0.5436 (0.5490) loss_giou_aux_3: 0.5420 (0.5482) loss_giou_aux_4: 0.5409 (0.5480) loss_giou_dn_0: 0.5440 (0.5471) loss_giou_dn_1: 0.4306 (0.4346) loss_giou_dn_2: 0.4089 (0.4175) loss_giou_dn_3: 0.4077 (0.4126) loss_giou_dn_4: 0.4052 (0.4116) loss_giou_dn_5: 0.4052 (0.4116) loss_giou_dn_pre: 0.5419 (0.5464) loss_giou_enc_0: 0.6381 (0.6433) loss_giou_pre: 0.5593 (0.5711) loss_ddf_aux_0: 0.0462 (0.0506) loss_ddf_aux_1: 0.0068 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2505 (0.2497) loss_ddf_dn_1: 0.0351 (0.0341) loss_ddf_dn_2: 0.0077 (0.0077) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6320 (0.6376) loss_vfl_aux_0: 0.6893 (0.7058) loss_vfl_aux_1: 0.6812 (0.6826) loss_vfl_aux_2: 0.6525 (0.6657) loss_vfl_aux_3: 0.6385 (0.6485) loss_vfl_aux_4: 0.6342 (0.6395) loss_vfl_dn_0: 0.4821 (0.4815) loss_vfl_dn_1: 0.4120 (0.4115) loss_vfl_dn_2: 0.3969 (0.3952) loss_vfl_dn_3: 0.3894 (0.3872) loss_vfl_dn_4: 0.3867 (0.3843) loss_vfl_dn_5: 0.3866 (0.3838) loss_vfl_dn_pre: 0.4827 (0.4821) loss_vfl_enc_0: 0.7044 (0.7128) loss_vfl_pre: 0.6937 (0.7080) Test: [ 0/79] eta: 0:03:18 time: 2.5158 data: 1.9558 max mem: 9142 Test: [10/79] eta: 0:01:09 time: 1.0090 data: 0.2361 max mem: 9142 Test: [20/79] eta: 0:00:47 time: 0.7270 data: 0.0646 max mem: 9142 Test: [30/79] eta: 0:00:36 time: 0.6051 data: 0.0626 max mem: 9142 Test: [40/79] eta: 0:00:29 time: 0.6976 data: 0.0590 max mem: 9142 Test: [50/79] eta: 0:00:21 time: 0.6940 data: 0.0596 max mem: 9142 Test: [60/79] eta: 0:00:13 time: 0.6069 data: 0.0639 max mem: 9142 Test: [70/79] eta: 0:00:06 time: 0.5956 data: 0.0634 max mem: 9142 Test: [78/79] eta: 0:00:00 time: 0.6637 data: 0.0606 max mem: 9142 Test: Total time: 0:00:55 (0.7037 s / it) Averaged stats: Accumulating evaluation results... DONE (t=27.49s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.539 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.715 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.584 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.365 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.581 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.719 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.396 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.663 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.729 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.566 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.771 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.893 best_stat: {'epoch': 57, 'coco_eval_bbox': 0.5389768252152075} Epoch: [60] [ 0/3696] eta: 3:12:52 lr: 0.000013 loss: 31.4937 (31.4937) loss_bbox: 0.1805 (0.1805) loss_bbox_aux_0: 0.1925 (0.1925) loss_bbox_aux_1: 0.1837 (0.1837) loss_bbox_aux_2: 0.1809 (0.1809) loss_bbox_aux_3: 0.1801 (0.1801) loss_bbox_aux_4: 0.1804 (0.1804) loss_bbox_dn_0: 0.2681 (0.2681) loss_bbox_dn_1: 0.2035 (0.2035) loss_bbox_dn_2: 0.1991 (0.1991) loss_bbox_dn_3: 0.1968 (0.1968) loss_bbox_dn_4: 0.1971 (0.1971) loss_bbox_dn_5: 0.1971 (0.1971) loss_bbox_dn_pre: 0.2710 (0.2710) loss_bbox_enc_0: 0.2276 (0.2276) loss_bbox_pre: 0.1929 (0.1929) loss_dfl: 0.9547 (0.9547) loss_fgl_aux_0: 0.9785 (0.9785) loss_fgl_aux_1: 0.9572 (0.9572) loss_fgl_aux_2: 0.9546 (0.9546) loss_fgl_aux_3: 0.9556 (0.9556) loss_fgl_aux_4: 0.9547 (0.9547) loss_fgl_dn_0: 1.0821 (1.0821) loss_fgl_dn_1: 0.9884 (0.9884) loss_fgl_dn_2: 0.9801 (0.9801) loss_fgl_dn_3: 0.9816 (0.9816) loss_fgl_dn_4: 0.9820 (0.9820) loss_fgl_dn_5: 0.9820 (0.9820) loss_giou: 0.5224 (0.5224) loss_giou_aux_0: 0.5393 (0.5393) loss_giou_aux_1: 0.5251 (0.5251) loss_giou_aux_2: 0.5213 (0.5213) loss_giou_aux_3: 0.5207 (0.5207) loss_giou_aux_4: 0.5223 (0.5223) loss_giou_dn_0: 0.5408 (0.5408) loss_giou_dn_1: 0.4219 (0.4219) loss_giou_dn_2: 0.4099 (0.4099) loss_giou_dn_3: 0.4041 (0.4041) loss_giou_dn_4: 0.4030 (0.4030) loss_giou_dn_5: 0.4031 (0.4031) loss_giou_dn_pre: 0.5383 (0.5383) loss_giou_enc_0: 0.6169 (0.6169) loss_giou_pre: 0.5367 (0.5367) loss_ddf_aux_0: 0.0475 (0.0475) loss_ddf_aux_1: 0.0068 (0.0068) loss_ddf_aux_2: 0.0017 (0.0017) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2724 (0.2724) loss_ddf_dn_1: 0.0398 (0.0398) loss_ddf_dn_2: 0.0084 (0.0084) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.7009 (0.7009) loss_vfl_aux_0: 0.7727 (0.7727) loss_vfl_aux_1: 0.7273 (0.7273) loss_vfl_aux_2: 0.7201 (0.7201) loss_vfl_aux_3: 0.7147 (0.7147) loss_vfl_aux_4: 0.7095 (0.7095) loss_vfl_dn_0: 0.4969 (0.4969) loss_vfl_dn_1: 0.4250 (0.4250) loss_vfl_dn_2: 0.4099 (0.4099) loss_vfl_dn_3: 0.4043 (0.4043) loss_vfl_dn_4: 0.4015 (0.4015) loss_vfl_dn_5: 0.4014 (0.4014) loss_vfl_dn_pre: 0.4969 (0.4969) loss_vfl_enc_0: 0.7317 (0.7317) loss_vfl_pre: 0.7745 (0.7745) time: 3.1312 data: 1.6731 max mem: 9142 Epoch: [60] [ 100/3696] eta: 0:46:58 lr: 0.000013 loss: 30.7201 (30.7985) loss_bbox: 0.1696 (0.1639) loss_bbox_aux_0: 0.1846 (0.1752) loss_bbox_aux_1: 0.1720 (0.1665) loss_bbox_aux_2: 0.1696 (0.1645) loss_bbox_aux_3: 0.1699 (0.1639) loss_bbox_aux_4: 0.1696 (0.1639) loss_bbox_dn_0: 0.2237 (0.2242) loss_bbox_dn_1: 0.1629 (0.1633) loss_bbox_dn_2: 0.1567 (0.1535) loss_bbox_dn_3: 0.1546 (0.1508) loss_bbox_dn_4: 0.1544 (0.1503) loss_bbox_dn_5: 0.1544 (0.1503) loss_bbox_dn_pre: 0.2320 (0.2301) loss_bbox_enc_0: 0.2200 (0.2062) loss_bbox_pre: 0.1860 (0.1753) loss_dfl: 0.9583 (0.9540) loss_fgl_aux_0: 0.9910 (0.9851) loss_fgl_aux_1: 0.9603 (0.9565) loss_fgl_aux_2: 0.9598 (0.9542) loss_fgl_aux_3: 0.9588 (0.9541) loss_fgl_aux_4: 0.9582 (0.9540) loss_fgl_dn_0: 1.0787 (1.0803) loss_fgl_dn_1: 0.9676 (0.9792) loss_fgl_dn_2: 0.9579 (0.9704) loss_fgl_dn_3: 0.9604 (0.9710) loss_fgl_dn_4: 0.9609 (0.9714) loss_fgl_dn_5: 0.9610 (0.9714) loss_giou: 0.5123 (0.5554) loss_giou_aux_0: 0.5423 (0.5805) loss_giou_aux_1: 0.5218 (0.5612) loss_giou_aux_2: 0.5133 (0.5565) loss_giou_aux_3: 0.5124 (0.5554) loss_giou_aux_4: 0.5121 (0.5554) loss_giou_dn_0: 0.5313 (0.5504) loss_giou_dn_1: 0.4272 (0.4387) loss_giou_dn_2: 0.4111 (0.4218) loss_giou_dn_3: 0.4077 (0.4175) loss_giou_dn_4: 0.4089 (0.4165) loss_giou_dn_5: 0.4089 (0.4166) loss_giou_dn_pre: 0.5298 (0.5496) loss_giou_enc_0: 0.6124 (0.6499) loss_giou_pre: 0.5394 (0.5792) loss_ddf_aux_0: 0.0540 (0.0513) loss_ddf_aux_1: 0.0085 (0.0075) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2560 (0.2528) loss_ddf_dn_1: 0.0352 (0.0346) loss_ddf_dn_2: 0.0073 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6450 (0.6403) loss_vfl_aux_0: 0.6978 (0.7033) loss_vfl_aux_1: 0.6777 (0.6810) loss_vfl_aux_2: 0.6620 (0.6649) loss_vfl_aux_3: 0.6555 (0.6490) loss_vfl_aux_4: 0.6464 (0.6428) loss_vfl_dn_0: 0.4817 (0.4814) loss_vfl_dn_1: 0.4128 (0.4132) loss_vfl_dn_2: 0.3955 (0.3978) loss_vfl_dn_3: 0.3864 (0.3896) loss_vfl_dn_4: 0.3867 (0.3869) loss_vfl_dn_5: 0.3865 (0.3865) loss_vfl_dn_pre: 0.4828 (0.4819) loss_vfl_enc_0: 0.7166 (0.7107) loss_vfl_pre: 0.6987 (0.7048) time: 0.7472 data: 0.0306 max mem: 9142 Epoch: [60] [ 200/3696] eta: 0:45:19 lr: 0.000013 loss: 30.1128 (30.6898) loss_bbox: 0.1463 (0.1650) loss_bbox_aux_0: 0.1577 (0.1762) loss_bbox_aux_1: 0.1472 (0.1674) loss_bbox_aux_2: 0.1463 (0.1655) loss_bbox_aux_3: 0.1463 (0.1650) loss_bbox_aux_4: 0.1462 (0.1650) loss_bbox_dn_0: 0.2024 (0.2261) loss_bbox_dn_1: 0.1476 (0.1648) loss_bbox_dn_2: 0.1386 (0.1547) loss_bbox_dn_3: 0.1370 (0.1519) loss_bbox_dn_4: 0.1362 (0.1513) loss_bbox_dn_5: 0.1363 (0.1513) loss_bbox_dn_pre: 0.2076 (0.2323) loss_bbox_enc_0: 0.1940 (0.2082) loss_bbox_pre: 0.1586 (0.1764) loss_dfl: 0.9414 (0.9518) loss_fgl_aux_0: 0.9711 (0.9824) loss_fgl_aux_1: 0.9408 (0.9543) loss_fgl_aux_2: 0.9400 (0.9519) loss_fgl_aux_3: 0.9407 (0.9518) loss_fgl_aux_4: 0.9412 (0.9518) loss_fgl_dn_0: 1.0719 (1.0797) loss_fgl_dn_1: 0.9781 (0.9779) loss_fgl_dn_2: 0.9680 (0.9691) loss_fgl_dn_3: 0.9683 (0.9697) loss_fgl_dn_4: 0.9685 (0.9702) loss_fgl_dn_5: 0.9686 (0.9702) loss_giou: 0.5212 (0.5508) loss_giou_aux_0: 0.5469 (0.5758) loss_giou_aux_1: 0.5317 (0.5563) loss_giou_aux_2: 0.5234 (0.5518) loss_giou_aux_3: 0.5198 (0.5509) loss_giou_aux_4: 0.5212 (0.5508) loss_giou_dn_0: 0.5347 (0.5460) loss_giou_dn_1: 0.4325 (0.4341) loss_giou_dn_2: 0.4146 (0.4171) loss_giou_dn_3: 0.4075 (0.4125) loss_giou_dn_4: 0.4068 (0.4115) loss_giou_dn_5: 0.4067 (0.4115) loss_giou_dn_pre: 0.5322 (0.5452) loss_giou_enc_0: 0.6224 (0.6461) loss_giou_pre: 0.5461 (0.5744) loss_ddf_aux_0: 0.0513 (0.0516) loss_ddf_aux_1: 0.0069 (0.0075) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2384 (0.2514) loss_ddf_dn_1: 0.0332 (0.0345) loss_ddf_dn_2: 0.0069 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6098 (0.6381) loss_vfl_aux_0: 0.6899 (0.6987) loss_vfl_aux_1: 0.6581 (0.6794) loss_vfl_aux_2: 0.6428 (0.6631) loss_vfl_aux_3: 0.6239 (0.6472) loss_vfl_aux_4: 0.6174 (0.6403) loss_vfl_dn_0: 0.4772 (0.4807) loss_vfl_dn_1: 0.4083 (0.4111) loss_vfl_dn_2: 0.3937 (0.3954) loss_vfl_dn_3: 0.3848 (0.3869) loss_vfl_dn_4: 0.3812 (0.3843) loss_vfl_dn_5: 0.3804 (0.3838) loss_vfl_dn_pre: 0.4788 (0.4813) loss_vfl_enc_0: 0.6899 (0.7078) loss_vfl_pre: 0.6990 (0.7002) time: 0.7544 data: 0.0338 max mem: 9142 Epoch: [60] [ 300/3696] eta: 0:44:23 lr: 0.000013 loss: 31.0499 (30.7092) loss_bbox: 0.1687 (0.1645) loss_bbox_aux_0: 0.1756 (0.1755) loss_bbox_aux_1: 0.1722 (0.1669) loss_bbox_aux_2: 0.1696 (0.1650) loss_bbox_aux_3: 0.1687 (0.1645) loss_bbox_aux_4: 0.1687 (0.1645) loss_bbox_dn_0: 0.2441 (0.2249) loss_bbox_dn_1: 0.1762 (0.1641) loss_bbox_dn_2: 0.1641 (0.1542) loss_bbox_dn_3: 0.1583 (0.1511) loss_bbox_dn_4: 0.1571 (0.1504) loss_bbox_dn_5: 0.1571 (0.1504) loss_bbox_dn_pre: 0.2473 (0.2308) loss_bbox_enc_0: 0.2153 (0.2073) loss_bbox_pre: 0.1768 (0.1757) loss_dfl: 0.9611 (0.9553) loss_fgl_aux_0: 0.9848 (0.9858) loss_fgl_aux_1: 0.9610 (0.9579) loss_fgl_aux_2: 0.9596 (0.9555) loss_fgl_aux_3: 0.9606 (0.9554) loss_fgl_aux_4: 0.9611 (0.9553) loss_fgl_dn_0: 1.0835 (1.0812) loss_fgl_dn_1: 0.9758 (0.9785) loss_fgl_dn_2: 0.9662 (0.9696) loss_fgl_dn_3: 0.9673 (0.9702) loss_fgl_dn_4: 0.9674 (0.9707) loss_fgl_dn_5: 0.9674 (0.9707) loss_giou: 0.5128 (0.5488) loss_giou_aux_0: 0.5386 (0.5732) loss_giou_aux_1: 0.5177 (0.5543) loss_giou_aux_2: 0.5128 (0.5499) loss_giou_aux_3: 0.5128 (0.5489) loss_giou_aux_4: 0.5127 (0.5488) loss_giou_dn_0: 0.5393 (0.5464) loss_giou_dn_1: 0.4224 (0.4349) loss_giou_dn_2: 0.4050 (0.4178) loss_giou_dn_3: 0.4007 (0.4130) loss_giou_dn_4: 0.3997 (0.4119) loss_giou_dn_5: 0.3997 (0.4120) loss_giou_dn_pre: 0.5373 (0.5456) loss_giou_enc_0: 0.6116 (0.6442) loss_giou_pre: 0.5374 (0.5719) loss_ddf_aux_0: 0.0524 (0.0511) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2592 (0.2518) loss_ddf_dn_1: 0.0363 (0.0348) loss_ddf_dn_2: 0.0080 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6311 (0.6387) loss_vfl_aux_0: 0.7328 (0.7020) loss_vfl_aux_1: 0.7081 (0.6824) loss_vfl_aux_2: 0.6869 (0.6657) loss_vfl_aux_3: 0.6529 (0.6490) loss_vfl_aux_4: 0.6403 (0.6412) loss_vfl_dn_0: 0.4779 (0.4812) loss_vfl_dn_1: 0.4076 (0.4108) loss_vfl_dn_2: 0.3933 (0.3952) loss_vfl_dn_3: 0.3880 (0.3871) loss_vfl_dn_4: 0.3853 (0.3843) loss_vfl_dn_5: 0.3848 (0.3839) loss_vfl_dn_pre: 0.4786 (0.4817) loss_vfl_enc_0: 0.7282 (0.7096) loss_vfl_pre: 0.7311 (0.7035) time: 0.7815 data: 0.0373 max mem: 9142 Epoch: [60] [ 400/3696] eta: 0:42:49 lr: 0.000013 loss: 30.6073 (30.6838) loss_bbox: 0.1453 (0.1640) loss_bbox_aux_0: 0.1572 (0.1750) loss_bbox_aux_1: 0.1497 (0.1665) loss_bbox_aux_2: 0.1467 (0.1646) loss_bbox_aux_3: 0.1458 (0.1641) loss_bbox_aux_4: 0.1455 (0.1640) loss_bbox_dn_0: 0.2116 (0.2244) loss_bbox_dn_1: 0.1537 (0.1639) loss_bbox_dn_2: 0.1434 (0.1539) loss_bbox_dn_3: 0.1370 (0.1509) loss_bbox_dn_4: 0.1373 (0.1502) loss_bbox_dn_5: 0.1373 (0.1502) loss_bbox_dn_pre: 0.2200 (0.2304) loss_bbox_enc_0: 0.1865 (0.2062) loss_bbox_pre: 0.1584 (0.1752) loss_dfl: 0.9560 (0.9558) loss_fgl_aux_0: 0.9819 (0.9862) loss_fgl_aux_1: 0.9560 (0.9583) loss_fgl_aux_2: 0.9563 (0.9560) loss_fgl_aux_3: 0.9556 (0.9558) loss_fgl_aux_4: 0.9559 (0.9558) loss_fgl_dn_0: 1.0827 (1.0816) loss_fgl_dn_1: 0.9815 (0.9784) loss_fgl_dn_2: 0.9674 (0.9695) loss_fgl_dn_3: 0.9687 (0.9703) loss_fgl_dn_4: 0.9693 (0.9707) loss_fgl_dn_5: 0.9693 (0.9707) loss_giou: 0.5281 (0.5476) loss_giou_aux_0: 0.5459 (0.5717) loss_giou_aux_1: 0.5337 (0.5530) loss_giou_aux_2: 0.5312 (0.5487) loss_giou_aux_3: 0.5298 (0.5477) loss_giou_aux_4: 0.5283 (0.5476) loss_giou_dn_0: 0.5391 (0.5462) loss_giou_dn_1: 0.4206 (0.4347) loss_giou_dn_2: 0.4019 (0.4178) loss_giou_dn_3: 0.3958 (0.4129) loss_giou_dn_4: 0.3939 (0.4119) loss_giou_dn_5: 0.3940 (0.4119) loss_giou_dn_pre: 0.5359 (0.5456) loss_giou_enc_0: 0.5967 (0.6422) loss_giou_pre: 0.5435 (0.5704) loss_ddf_aux_0: 0.0475 (0.0508) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2531 (0.2524) loss_ddf_dn_1: 0.0304 (0.0345) loss_ddf_dn_2: 0.0068 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6375 (0.6362) loss_vfl_aux_0: 0.7009 (0.7023) loss_vfl_aux_1: 0.6790 (0.6819) loss_vfl_aux_2: 0.6471 (0.6639) loss_vfl_aux_3: 0.6454 (0.6470) loss_vfl_aux_4: 0.6356 (0.6386) loss_vfl_dn_0: 0.4794 (0.4811) loss_vfl_dn_1: 0.4149 (0.4107) loss_vfl_dn_2: 0.3941 (0.3947) loss_vfl_dn_3: 0.3865 (0.3867) loss_vfl_dn_4: 0.3840 (0.3839) loss_vfl_dn_5: 0.3826 (0.3835) loss_vfl_dn_pre: 0.4796 (0.4816) loss_vfl_enc_0: 0.7007 (0.7098) loss_vfl_pre: 0.7012 (0.7040) time: 0.7571 data: 0.0329 max mem: 9142 Epoch: [60] [ 500/3696] eta: 0:41:16 lr: 0.000013 loss: 30.8329 (30.7366) loss_bbox: 0.1714 (0.1642) loss_bbox_aux_0: 0.1814 (0.1754) loss_bbox_aux_1: 0.1737 (0.1667) loss_bbox_aux_2: 0.1711 (0.1647) loss_bbox_aux_3: 0.1722 (0.1643) loss_bbox_aux_4: 0.1716 (0.1642) loss_bbox_dn_0: 0.2212 (0.2253) loss_bbox_dn_1: 0.1595 (0.1648) loss_bbox_dn_2: 0.1496 (0.1548) loss_bbox_dn_3: 0.1468 (0.1517) loss_bbox_dn_4: 0.1465 (0.1511) loss_bbox_dn_5: 0.1465 (0.1511) loss_bbox_dn_pre: 0.2286 (0.2312) loss_bbox_enc_0: 0.2138 (0.2067) loss_bbox_pre: 0.1818 (0.1756) loss_dfl: 0.9552 (0.9563) loss_fgl_aux_0: 0.9842 (0.9868) loss_fgl_aux_1: 0.9563 (0.9587) loss_fgl_aux_2: 0.9535 (0.9564) loss_fgl_aux_3: 0.9539 (0.9563) loss_fgl_aux_4: 0.9548 (0.9563) loss_fgl_dn_0: 1.0823 (1.0818) loss_fgl_dn_1: 0.9692 (0.9793) loss_fgl_dn_2: 0.9614 (0.9704) loss_fgl_dn_3: 0.9636 (0.9712) loss_fgl_dn_4: 0.9633 (0.9716) loss_fgl_dn_5: 0.9634 (0.9716) loss_giou: 0.5337 (0.5493) loss_giou_aux_0: 0.5544 (0.5735) loss_giou_aux_1: 0.5366 (0.5547) loss_giou_aux_2: 0.5320 (0.5504) loss_giou_aux_3: 0.5333 (0.5494) loss_giou_aux_4: 0.5336 (0.5493) loss_giou_dn_0: 0.5429 (0.5480) loss_giou_dn_1: 0.4332 (0.4364) loss_giou_dn_2: 0.4162 (0.4195) loss_giou_dn_3: 0.4126 (0.4147) loss_giou_dn_4: 0.4122 (0.4137) loss_giou_dn_5: 0.4120 (0.4137) loss_giou_dn_pre: 0.5445 (0.5473) loss_giou_enc_0: 0.6360 (0.6436) loss_giou_pre: 0.5527 (0.5721) loss_ddf_aux_0: 0.0518 (0.0510) loss_ddf_aux_1: 0.0077 (0.0074) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2525 (0.2510) loss_ddf_dn_1: 0.0337 (0.0342) loss_ddf_dn_2: 0.0070 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6308 (0.6371) loss_vfl_aux_0: 0.6971 (0.7043) loss_vfl_aux_1: 0.6669 (0.6838) loss_vfl_aux_2: 0.6705 (0.6652) loss_vfl_aux_3: 0.6451 (0.6481) loss_vfl_aux_4: 0.6357 (0.6395) loss_vfl_dn_0: 0.4788 (0.4811) loss_vfl_dn_1: 0.4068 (0.4111) loss_vfl_dn_2: 0.3904 (0.3949) loss_vfl_dn_3: 0.3840 (0.3871) loss_vfl_dn_4: 0.3793 (0.3842) loss_vfl_dn_5: 0.3793 (0.3838) loss_vfl_dn_pre: 0.4815 (0.4816) loss_vfl_enc_0: 0.7098 (0.7112) loss_vfl_pre: 0.7060 (0.7061) time: 0.7796 data: 0.0317 max mem: 9142 Epoch: [60] [ 600/3696] eta: 0:40:07 lr: 0.000013 loss: 30.5940 (30.7134) loss_bbox: 0.1519 (0.1648) loss_bbox_aux_0: 0.1636 (0.1761) loss_bbox_aux_1: 0.1557 (0.1674) loss_bbox_aux_2: 0.1525 (0.1654) loss_bbox_aux_3: 0.1522 (0.1650) loss_bbox_aux_4: 0.1519 (0.1649) loss_bbox_dn_0: 0.2112 (0.2259) loss_bbox_dn_1: 0.1448 (0.1652) loss_bbox_dn_2: 0.1351 (0.1551) loss_bbox_dn_3: 0.1353 (0.1521) loss_bbox_dn_4: 0.1348 (0.1514) loss_bbox_dn_5: 0.1348 (0.1514) loss_bbox_dn_pre: 0.2222 (0.2321) loss_bbox_enc_0: 0.1888 (0.2072) loss_bbox_pre: 0.1646 (0.1763) loss_dfl: 0.9600 (0.9563) loss_fgl_aux_0: 0.9890 (0.9869) loss_fgl_aux_1: 0.9618 (0.9587) loss_fgl_aux_2: 0.9598 (0.9565) loss_fgl_aux_3: 0.9601 (0.9563) loss_fgl_aux_4: 0.9601 (0.9563) loss_fgl_dn_0: 1.0879 (1.0818) loss_fgl_dn_1: 0.9838 (0.9789) loss_fgl_dn_2: 0.9741 (0.9699) loss_fgl_dn_3: 0.9743 (0.9706) loss_fgl_dn_4: 0.9748 (0.9711) loss_fgl_dn_5: 0.9748 (0.9711) loss_giou: 0.5571 (0.5475) loss_giou_aux_0: 0.5805 (0.5718) loss_giou_aux_1: 0.5585 (0.5529) loss_giou_aux_2: 0.5605 (0.5486) loss_giou_aux_3: 0.5568 (0.5476) loss_giou_aux_4: 0.5570 (0.5475) loss_giou_dn_0: 0.5344 (0.5465) loss_giou_dn_1: 0.4260 (0.4351) loss_giou_dn_2: 0.4057 (0.4182) loss_giou_dn_3: 0.4026 (0.4134) loss_giou_dn_4: 0.4013 (0.4124) loss_giou_dn_5: 0.4013 (0.4124) loss_giou_dn_pre: 0.5320 (0.5460) loss_giou_enc_0: 0.6529 (0.6414) loss_giou_pre: 0.5776 (0.5704) loss_ddf_aux_0: 0.0495 (0.0511) loss_ddf_aux_1: 0.0066 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2448 (0.2507) loss_ddf_dn_1: 0.0319 (0.0339) loss_ddf_dn_2: 0.0066 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6293 (0.6365) loss_vfl_aux_0: 0.7119 (0.7042) loss_vfl_aux_1: 0.6670 (0.6822) loss_vfl_aux_2: 0.6500 (0.6641) loss_vfl_aux_3: 0.6377 (0.6472) loss_vfl_aux_4: 0.6283 (0.6388) loss_vfl_dn_0: 0.4786 (0.4812) loss_vfl_dn_1: 0.4057 (0.4111) loss_vfl_dn_2: 0.3909 (0.3948) loss_vfl_dn_3: 0.3822 (0.3869) loss_vfl_dn_4: 0.3797 (0.3841) loss_vfl_dn_5: 0.3794 (0.3837) loss_vfl_dn_pre: 0.4787 (0.4818) loss_vfl_enc_0: 0.7089 (0.7113) loss_vfl_pre: 0.7112 (0.7060) time: 0.7613 data: 0.0326 max mem: 9142 Epoch: [60] [ 700/3696] eta: 0:38:50 lr: 0.000013 loss: 30.5764 (30.6914) loss_bbox: 0.1616 (0.1641) loss_bbox_aux_0: 0.1720 (0.1755) loss_bbox_aux_1: 0.1628 (0.1666) loss_bbox_aux_2: 0.1629 (0.1647) loss_bbox_aux_3: 0.1615 (0.1642) loss_bbox_aux_4: 0.1615 (0.1641) loss_bbox_dn_0: 0.2124 (0.2247) loss_bbox_dn_1: 0.1529 (0.1641) loss_bbox_dn_2: 0.1400 (0.1541) loss_bbox_dn_3: 0.1379 (0.1510) loss_bbox_dn_4: 0.1378 (0.1503) loss_bbox_dn_5: 0.1378 (0.1503) loss_bbox_dn_pre: 0.2223 (0.2308) loss_bbox_enc_0: 0.2070 (0.2069) loss_bbox_pre: 0.1723 (0.1757) loss_dfl: 0.9444 (0.9561) loss_fgl_aux_0: 0.9730 (0.9868) loss_fgl_aux_1: 0.9460 (0.9585) loss_fgl_aux_2: 0.9442 (0.9562) loss_fgl_aux_3: 0.9438 (0.9561) loss_fgl_aux_4: 0.9444 (0.9561) loss_fgl_dn_0: 1.0806 (1.0816) loss_fgl_dn_1: 0.9771 (0.9789) loss_fgl_dn_2: 0.9683 (0.9699) loss_fgl_dn_3: 0.9688 (0.9706) loss_fgl_dn_4: 0.9698 (0.9710) loss_fgl_dn_5: 0.9698 (0.9710) loss_giou: 0.5924 (0.5481) loss_giou_aux_0: 0.6142 (0.5725) loss_giou_aux_1: 0.5993 (0.5535) loss_giou_aux_2: 0.5918 (0.5492) loss_giou_aux_3: 0.5926 (0.5482) loss_giou_aux_4: 0.5926 (0.5481) loss_giou_dn_0: 0.5730 (0.5465) loss_giou_dn_1: 0.4500 (0.4349) loss_giou_dn_2: 0.4378 (0.4179) loss_giou_dn_3: 0.4316 (0.4131) loss_giou_dn_4: 0.4313 (0.4121) loss_giou_dn_5: 0.4312 (0.4121) loss_giou_dn_pre: 0.5717 (0.5459) loss_giou_enc_0: 0.6803 (0.6422) loss_giou_pre: 0.6102 (0.5712) loss_ddf_aux_0: 0.0500 (0.0513) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2425 (0.2500) loss_ddf_dn_1: 0.0316 (0.0338) loss_ddf_dn_2: 0.0069 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6188 (0.6353) loss_vfl_aux_0: 0.6813 (0.7033) loss_vfl_aux_1: 0.6516 (0.6812) loss_vfl_aux_2: 0.6412 (0.6633) loss_vfl_aux_3: 0.6277 (0.6463) loss_vfl_aux_4: 0.6221 (0.6376) loss_vfl_dn_0: 0.4741 (0.4808) loss_vfl_dn_1: 0.4048 (0.4107) loss_vfl_dn_2: 0.3892 (0.3942) loss_vfl_dn_3: 0.3809 (0.3864) loss_vfl_dn_4: 0.3779 (0.3836) loss_vfl_dn_5: 0.3768 (0.3831) loss_vfl_dn_pre: 0.4729 (0.4814) loss_vfl_enc_0: 0.7108 (0.7108) loss_vfl_pre: 0.6862 (0.7052) time: 0.7683 data: 0.0282 max mem: 9142 Epoch: [60] [ 800/3696] eta: 0:37:26 lr: 0.000013 loss: 30.8670 (30.7006) loss_bbox: 0.1795 (0.1648) loss_bbox_aux_0: 0.1933 (0.1763) loss_bbox_aux_1: 0.1871 (0.1673) loss_bbox_aux_2: 0.1808 (0.1653) loss_bbox_aux_3: 0.1789 (0.1648) loss_bbox_aux_4: 0.1794 (0.1648) loss_bbox_dn_0: 0.2411 (0.2256) loss_bbox_dn_1: 0.1680 (0.1648) loss_bbox_dn_2: 0.1565 (0.1546) loss_bbox_dn_3: 0.1541 (0.1515) loss_bbox_dn_4: 0.1547 (0.1508) loss_bbox_dn_5: 0.1547 (0.1508) loss_bbox_dn_pre: 0.2463 (0.2316) loss_bbox_enc_0: 0.2241 (0.2074) loss_bbox_pre: 0.1928 (0.1765) loss_dfl: 0.9511 (0.9572) loss_fgl_aux_0: 0.9860 (0.9886) loss_fgl_aux_1: 0.9524 (0.9596) loss_fgl_aux_2: 0.9510 (0.9573) loss_fgl_aux_3: 0.9510 (0.9572) loss_fgl_aux_4: 0.9511 (0.9572) loss_fgl_dn_0: 1.0767 (1.0819) loss_fgl_dn_1: 0.9763 (0.9792) loss_fgl_dn_2: 0.9677 (0.9702) loss_fgl_dn_3: 0.9670 (0.9709) loss_fgl_dn_4: 0.9677 (0.9713) loss_fgl_dn_5: 0.9677 (0.9713) loss_giou: 0.5473 (0.5464) loss_giou_aux_0: 0.5798 (0.5711) loss_giou_aux_1: 0.5594 (0.5520) loss_giou_aux_2: 0.5531 (0.5475) loss_giou_aux_3: 0.5497 (0.5466) loss_giou_aux_4: 0.5473 (0.5464) loss_giou_dn_0: 0.5551 (0.5459) loss_giou_dn_1: 0.4409 (0.4341) loss_giou_dn_2: 0.4267 (0.4171) loss_giou_dn_3: 0.4187 (0.4122) loss_giou_dn_4: 0.4178 (0.4112) loss_giou_dn_5: 0.4178 (0.4112) loss_giou_dn_pre: 0.5530 (0.5453) loss_giou_enc_0: 0.6388 (0.6406) loss_giou_pre: 0.5793 (0.5697) loss_ddf_aux_0: 0.0555 (0.0516) loss_ddf_aux_1: 0.0078 (0.0074) loss_ddf_aux_2: 0.0018 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2639 (0.2496) loss_ddf_dn_1: 0.0350 (0.0337) loss_ddf_dn_2: 0.0081 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6351 (0.6364) loss_vfl_aux_0: 0.7068 (0.7042) loss_vfl_aux_1: 0.6783 (0.6821) loss_vfl_aux_2: 0.6600 (0.6642) loss_vfl_aux_3: 0.6505 (0.6472) loss_vfl_aux_4: 0.6367 (0.6386) loss_vfl_dn_0: 0.4817 (0.4810) loss_vfl_dn_1: 0.4147 (0.4109) loss_vfl_dn_2: 0.3995 (0.3944) loss_vfl_dn_3: 0.3872 (0.3865) loss_vfl_dn_4: 0.3875 (0.3837) loss_vfl_dn_5: 0.3882 (0.3833) loss_vfl_dn_pre: 0.4830 (0.4816) loss_vfl_enc_0: 0.7245 (0.7122) loss_vfl_pre: 0.7059 (0.7061) time: 0.7419 data: 0.0254 max mem: 9142 Epoch: [60] [ 900/3696] eta: 0:36:07 lr: 0.000013 loss: 30.2708 (30.6923) loss_bbox: 0.1531 (0.1642) loss_bbox_aux_0: 0.1662 (0.1758) loss_bbox_aux_1: 0.1550 (0.1668) loss_bbox_aux_2: 0.1537 (0.1648) loss_bbox_aux_3: 0.1533 (0.1643) loss_bbox_aux_4: 0.1530 (0.1643) loss_bbox_dn_0: 0.2092 (0.2248) loss_bbox_dn_1: 0.1444 (0.1641) loss_bbox_dn_2: 0.1362 (0.1540) loss_bbox_dn_3: 0.1351 (0.1509) loss_bbox_dn_4: 0.1343 (0.1502) loss_bbox_dn_5: 0.1343 (0.1502) loss_bbox_dn_pre: 0.2113 (0.2308) loss_bbox_enc_0: 0.1943 (0.2070) loss_bbox_pre: 0.1681 (0.1760) loss_dfl: 0.9473 (0.9572) loss_fgl_aux_0: 0.9847 (0.9886) loss_fgl_aux_1: 0.9513 (0.9597) loss_fgl_aux_2: 0.9474 (0.9574) loss_fgl_aux_3: 0.9476 (0.9573) loss_fgl_aux_4: 0.9473 (0.9572) loss_fgl_dn_0: 1.0764 (1.0822) loss_fgl_dn_1: 0.9819 (0.9794) loss_fgl_dn_2: 0.9727 (0.9704) loss_fgl_dn_3: 0.9726 (0.9712) loss_fgl_dn_4: 0.9735 (0.9716) loss_fgl_dn_5: 0.9737 (0.9716) loss_giou: 0.5456 (0.5466) loss_giou_aux_0: 0.5660 (0.5714) loss_giou_aux_1: 0.5557 (0.5522) loss_giou_aux_2: 0.5491 (0.5477) loss_giou_aux_3: 0.5460 (0.5468) loss_giou_aux_4: 0.5452 (0.5466) loss_giou_dn_0: 0.5484 (0.5460) loss_giou_dn_1: 0.4262 (0.4339) loss_giou_dn_2: 0.4110 (0.4168) loss_giou_dn_3: 0.4090 (0.4120) loss_giou_dn_4: 0.4084 (0.4110) loss_giou_dn_5: 0.4082 (0.4110) loss_giou_dn_pre: 0.5498 (0.5453) loss_giou_enc_0: 0.6433 (0.6411) loss_giou_pre: 0.5648 (0.5701) loss_ddf_aux_0: 0.0473 (0.0516) loss_ddf_aux_1: 0.0068 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2501 (0.2498) loss_ddf_dn_1: 0.0328 (0.0337) loss_ddf_dn_2: 0.0078 (0.0074) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5983 (0.6360) loss_vfl_aux_0: 0.6774 (0.7038) loss_vfl_aux_1: 0.6528 (0.6814) loss_vfl_aux_2: 0.6332 (0.6637) loss_vfl_aux_3: 0.6123 (0.6468) loss_vfl_aux_4: 0.6028 (0.6382) loss_vfl_dn_0: 0.4764 (0.4808) loss_vfl_dn_1: 0.4039 (0.4108) loss_vfl_dn_2: 0.3911 (0.3947) loss_vfl_dn_3: 0.3813 (0.3866) loss_vfl_dn_4: 0.3795 (0.3838) loss_vfl_dn_5: 0.3791 (0.3834) loss_vfl_dn_pre: 0.4774 (0.4814) loss_vfl_enc_0: 0.6890 (0.7116) loss_vfl_pre: 0.6827 (0.7058) time: 0.7629 data: 0.0280 max mem: 9142 Epoch: [60] [1000/3696] eta: 0:34:41 lr: 0.000013 loss: 31.0449 (30.6856) loss_bbox: 0.1557 (0.1642) loss_bbox_aux_0: 0.1698 (0.1759) loss_bbox_aux_1: 0.1577 (0.1668) loss_bbox_aux_2: 0.1540 (0.1647) loss_bbox_aux_3: 0.1559 (0.1643) loss_bbox_aux_4: 0.1557 (0.1642) loss_bbox_dn_0: 0.2211 (0.2249) loss_bbox_dn_1: 0.1655 (0.1641) loss_bbox_dn_2: 0.1544 (0.1540) loss_bbox_dn_3: 0.1509 (0.1509) loss_bbox_dn_4: 0.1506 (0.1502) loss_bbox_dn_5: 0.1506 (0.1502) loss_bbox_dn_pre: 0.2205 (0.2310) loss_bbox_enc_0: 0.1998 (0.2071) loss_bbox_pre: 0.1719 (0.1761) loss_dfl: 0.9519 (0.9568) loss_fgl_aux_0: 0.9803 (0.9882) loss_fgl_aux_1: 0.9578 (0.9593) loss_fgl_aux_2: 0.9518 (0.9570) loss_fgl_aux_3: 0.9517 (0.9568) loss_fgl_aux_4: 0.9519 (0.9568) loss_fgl_dn_0: 1.0747 (1.0821) loss_fgl_dn_1: 0.9837 (0.9791) loss_fgl_dn_2: 0.9762 (0.9701) loss_fgl_dn_3: 0.9762 (0.9708) loss_fgl_dn_4: 0.9754 (0.9712) loss_fgl_dn_5: 0.9753 (0.9713) loss_giou: 0.5497 (0.5463) loss_giou_aux_0: 0.5717 (0.5711) loss_giou_aux_1: 0.5520 (0.5519) loss_giou_aux_2: 0.5526 (0.5475) loss_giou_aux_3: 0.5498 (0.5465) loss_giou_aux_4: 0.5499 (0.5463) loss_giou_dn_0: 0.5563 (0.5458) loss_giou_dn_1: 0.4509 (0.4337) loss_giou_dn_2: 0.4338 (0.4166) loss_giou_dn_3: 0.4284 (0.4118) loss_giou_dn_4: 0.4264 (0.4107) loss_giou_dn_5: 0.4264 (0.4108) loss_giou_dn_pre: 0.5564 (0.5452) loss_giou_enc_0: 0.6386 (0.6408) loss_giou_pre: 0.5689 (0.5698) loss_ddf_aux_0: 0.0526 (0.0517) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2445 (0.2501) loss_ddf_dn_1: 0.0340 (0.0338) loss_ddf_dn_2: 0.0078 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6264 (0.6359) loss_vfl_aux_0: 0.7006 (0.7041) loss_vfl_aux_1: 0.6668 (0.6815) loss_vfl_aux_2: 0.6464 (0.6634) loss_vfl_aux_3: 0.6312 (0.6466) loss_vfl_aux_4: 0.6279 (0.6381) loss_vfl_dn_0: 0.4786 (0.4809) loss_vfl_dn_1: 0.4123 (0.4109) loss_vfl_dn_2: 0.3956 (0.3946) loss_vfl_dn_3: 0.3870 (0.3866) loss_vfl_dn_4: 0.3842 (0.3838) loss_vfl_dn_5: 0.3839 (0.3833) loss_vfl_dn_pre: 0.4792 (0.4815) loss_vfl_enc_0: 0.7107 (0.7119) loss_vfl_pre: 0.7059 (0.7061) time: 0.7522 data: 0.0284 max mem: 9142 Epoch: [60] [1100/3696] eta: 0:33:21 lr: 0.000013 loss: 30.8645 (30.6750) loss_bbox: 0.1695 (0.1645) loss_bbox_aux_0: 0.1836 (0.1761) loss_bbox_aux_1: 0.1716 (0.1671) loss_bbox_aux_2: 0.1687 (0.1650) loss_bbox_aux_3: 0.1692 (0.1646) loss_bbox_aux_4: 0.1695 (0.1645) loss_bbox_dn_0: 0.2294 (0.2251) loss_bbox_dn_1: 0.1656 (0.1642) loss_bbox_dn_2: 0.1547 (0.1542) loss_bbox_dn_3: 0.1501 (0.1510) loss_bbox_dn_4: 0.1476 (0.1503) loss_bbox_dn_5: 0.1476 (0.1503) loss_bbox_dn_pre: 0.2368 (0.2311) loss_bbox_enc_0: 0.2120 (0.2074) loss_bbox_pre: 0.1850 (0.1764) loss_dfl: 0.9546 (0.9558) loss_fgl_aux_0: 0.9748 (0.9873) loss_fgl_aux_1: 0.9577 (0.9583) loss_fgl_aux_2: 0.9538 (0.9560) loss_fgl_aux_3: 0.9548 (0.9558) loss_fgl_aux_4: 0.9545 (0.9558) loss_fgl_dn_0: 1.0786 (1.0816) loss_fgl_dn_1: 0.9839 (0.9785) loss_fgl_dn_2: 0.9711 (0.9695) loss_fgl_dn_3: 0.9736 (0.9702) loss_fgl_dn_4: 0.9744 (0.9707) loss_fgl_dn_5: 0.9744 (0.9707) loss_giou: 0.5373 (0.5470) loss_giou_aux_0: 0.5715 (0.5718) loss_giou_aux_1: 0.5466 (0.5526) loss_giou_aux_2: 0.5366 (0.5481) loss_giou_aux_3: 0.5375 (0.5472) loss_giou_aux_4: 0.5371 (0.5470) loss_giou_dn_0: 0.5378 (0.5458) loss_giou_dn_1: 0.4288 (0.4337) loss_giou_dn_2: 0.4098 (0.4166) loss_giou_dn_3: 0.4031 (0.4117) loss_giou_dn_4: 0.4024 (0.4107) loss_giou_dn_5: 0.4022 (0.4107) loss_giou_dn_pre: 0.5363 (0.5452) loss_giou_enc_0: 0.6516 (0.6413) loss_giou_pre: 0.5695 (0.5704) loss_ddf_aux_0: 0.0506 (0.0516) loss_ddf_aux_1: 0.0079 (0.0074) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2519 (0.2500) loss_ddf_dn_1: 0.0347 (0.0337) loss_ddf_dn_2: 0.0086 (0.0075) loss_ddf_dn_3: 0.0010 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6303 (0.6350) loss_vfl_aux_0: 0.7006 (0.7032) loss_vfl_aux_1: 0.6652 (0.6804) loss_vfl_aux_2: 0.6679 (0.6625) loss_vfl_aux_3: 0.6469 (0.6454) loss_vfl_aux_4: 0.6349 (0.6371) loss_vfl_dn_0: 0.4769 (0.4808) loss_vfl_dn_1: 0.4103 (0.4107) loss_vfl_dn_2: 0.3932 (0.3944) loss_vfl_dn_3: 0.3894 (0.3863) loss_vfl_dn_4: 0.3873 (0.3835) loss_vfl_dn_5: 0.3872 (0.3831) loss_vfl_dn_pre: 0.4772 (0.4813) loss_vfl_enc_0: 0.7153 (0.7113) loss_vfl_pre: 0.7027 (0.7053) time: 0.7587 data: 0.0298 max mem: 9142 Epoch: [60] [1200/3696] eta: 0:32:06 lr: 0.000013 loss: 30.6850 (30.6657) loss_bbox: 0.1583 (0.1642) loss_bbox_aux_0: 0.1704 (0.1758) loss_bbox_aux_1: 0.1632 (0.1668) loss_bbox_aux_2: 0.1589 (0.1648) loss_bbox_aux_3: 0.1582 (0.1643) loss_bbox_aux_4: 0.1583 (0.1642) loss_bbox_dn_0: 0.2007 (0.2247) loss_bbox_dn_1: 0.1432 (0.1639) loss_bbox_dn_2: 0.1374 (0.1539) loss_bbox_dn_3: 0.1356 (0.1508) loss_bbox_dn_4: 0.1354 (0.1501) loss_bbox_dn_5: 0.1354 (0.1501) loss_bbox_dn_pre: 0.2052 (0.2308) loss_bbox_enc_0: 0.1961 (0.2071) loss_bbox_pre: 0.1703 (0.1760) loss_dfl: 0.9491 (0.9560) loss_fgl_aux_0: 0.9753 (0.9874) loss_fgl_aux_1: 0.9524 (0.9585) loss_fgl_aux_2: 0.9499 (0.9562) loss_fgl_aux_3: 0.9495 (0.9561) loss_fgl_aux_4: 0.9492 (0.9560) loss_fgl_dn_0: 1.0872 (1.0818) loss_fgl_dn_1: 0.9840 (0.9787) loss_fgl_dn_2: 0.9762 (0.9697) loss_fgl_dn_3: 0.9778 (0.9704) loss_fgl_dn_4: 0.9782 (0.9708) loss_fgl_dn_5: 0.9781 (0.9708) loss_giou: 0.5675 (0.5466) loss_giou_aux_0: 0.5832 (0.5713) loss_giou_aux_1: 0.5748 (0.5522) loss_giou_aux_2: 0.5694 (0.5478) loss_giou_aux_3: 0.5675 (0.5468) loss_giou_aux_4: 0.5672 (0.5466) loss_giou_dn_0: 0.5404 (0.5457) loss_giou_dn_1: 0.4295 (0.4336) loss_giou_dn_2: 0.4174 (0.4167) loss_giou_dn_3: 0.4107 (0.4118) loss_giou_dn_4: 0.4090 (0.4108) loss_giou_dn_5: 0.4091 (0.4108) loss_giou_dn_pre: 0.5419 (0.5451) loss_giou_enc_0: 0.6538 (0.6408) loss_giou_pre: 0.5822 (0.5700) loss_ddf_aux_0: 0.0479 (0.0515) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2422 (0.2492) loss_ddf_dn_1: 0.0306 (0.0336) loss_ddf_dn_2: 0.0070 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6151 (0.6346) loss_vfl_aux_0: 0.6826 (0.7026) loss_vfl_aux_1: 0.6530 (0.6802) loss_vfl_aux_2: 0.6372 (0.6622) loss_vfl_aux_3: 0.6266 (0.6450) loss_vfl_aux_4: 0.6204 (0.6368) loss_vfl_dn_0: 0.4830 (0.4808) loss_vfl_dn_1: 0.4114 (0.4107) loss_vfl_dn_2: 0.3955 (0.3944) loss_vfl_dn_3: 0.3880 (0.3863) loss_vfl_dn_4: 0.3869 (0.3835) loss_vfl_dn_5: 0.3866 (0.3831) loss_vfl_dn_pre: 0.4833 (0.4813) loss_vfl_enc_0: 0.7045 (0.7110) loss_vfl_pre: 0.6863 (0.7047) time: 0.7934 data: 0.0340 max mem: 9142 Epoch: [60] [1300/3696] eta: 0:30:43 lr: 0.000013 loss: 30.5692 (30.6628) loss_bbox: 0.1722 (0.1645) loss_bbox_aux_0: 0.1840 (0.1761) loss_bbox_aux_1: 0.1764 (0.1671) loss_bbox_aux_2: 0.1727 (0.1650) loss_bbox_aux_3: 0.1720 (0.1646) loss_bbox_aux_4: 0.1722 (0.1645) loss_bbox_dn_0: 0.2226 (0.2251) loss_bbox_dn_1: 0.1687 (0.1642) loss_bbox_dn_2: 0.1545 (0.1542) loss_bbox_dn_3: 0.1496 (0.1510) loss_bbox_dn_4: 0.1488 (0.1503) loss_bbox_dn_5: 0.1488 (0.1503) loss_bbox_dn_pre: 0.2289 (0.2311) loss_bbox_enc_0: 0.2109 (0.2074) loss_bbox_pre: 0.1858 (0.1763) loss_dfl: 0.9752 (0.9561) loss_fgl_aux_0: 1.0067 (0.9874) loss_fgl_aux_1: 0.9764 (0.9585) loss_fgl_aux_2: 0.9741 (0.9562) loss_fgl_aux_3: 0.9762 (0.9561) loss_fgl_aux_4: 0.9760 (0.9561) loss_fgl_dn_0: 1.0871 (1.0817) loss_fgl_dn_1: 0.9811 (0.9785) loss_fgl_dn_2: 0.9741 (0.9695) loss_fgl_dn_3: 0.9754 (0.9702) loss_fgl_dn_4: 0.9759 (0.9706) loss_fgl_dn_5: 0.9760 (0.9706) loss_giou: 0.5416 (0.5460) loss_giou_aux_0: 0.5638 (0.5706) loss_giou_aux_1: 0.5418 (0.5515) loss_giou_aux_2: 0.5426 (0.5471) loss_giou_aux_3: 0.5428 (0.5461) loss_giou_aux_4: 0.5420 (0.5460) loss_giou_dn_0: 0.5317 (0.5453) loss_giou_dn_1: 0.4062 (0.4332) loss_giou_dn_2: 0.3889 (0.4164) loss_giou_dn_3: 0.3862 (0.4114) loss_giou_dn_4: 0.3845 (0.4104) loss_giou_dn_5: 0.3845 (0.4104) loss_giou_dn_pre: 0.5264 (0.5448) loss_giou_enc_0: 0.6388 (0.6400) loss_giou_pre: 0.5615 (0.5693) loss_ddf_aux_0: 0.0512 (0.0514) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0004 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2487 (0.2493) loss_ddf_dn_1: 0.0322 (0.0335) loss_ddf_dn_2: 0.0071 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6403 (0.6347) loss_vfl_aux_0: 0.7141 (0.7029) loss_vfl_aux_1: 0.6965 (0.6807) loss_vfl_aux_2: 0.6604 (0.6623) loss_vfl_aux_3: 0.6453 (0.6452) loss_vfl_aux_4: 0.6401 (0.6369) loss_vfl_dn_0: 0.4816 (0.4808) loss_vfl_dn_1: 0.4125 (0.4106) loss_vfl_dn_2: 0.3973 (0.3943) loss_vfl_dn_3: 0.3861 (0.3862) loss_vfl_dn_4: 0.3834 (0.3834) loss_vfl_dn_5: 0.3813 (0.3830) loss_vfl_dn_pre: 0.4808 (0.4814) loss_vfl_enc_0: 0.7427 (0.7116) loss_vfl_pre: 0.7145 (0.7050) time: 0.6959 data: 0.0205 max mem: 9142 Epoch: [60] [1400/3696] eta: 0:29:16 lr: 0.000013 loss: 30.4303 (30.6610) loss_bbox: 0.1637 (0.1645) loss_bbox_aux_0: 0.1751 (0.1761) loss_bbox_aux_1: 0.1679 (0.1671) loss_bbox_aux_2: 0.1644 (0.1651) loss_bbox_aux_3: 0.1641 (0.1646) loss_bbox_aux_4: 0.1637 (0.1645) loss_bbox_dn_0: 0.2358 (0.2252) loss_bbox_dn_1: 0.1665 (0.1642) loss_bbox_dn_2: 0.1541 (0.1542) loss_bbox_dn_3: 0.1492 (0.1511) loss_bbox_dn_4: 0.1476 (0.1504) loss_bbox_dn_5: 0.1476 (0.1504) loss_bbox_dn_pre: 0.2414 (0.2312) loss_bbox_enc_0: 0.2081 (0.2074) loss_bbox_pre: 0.1772 (0.1763) loss_dfl: 0.9644 (0.9564) loss_fgl_aux_0: 0.9941 (0.9877) loss_fgl_aux_1: 0.9687 (0.9588) loss_fgl_aux_2: 0.9655 (0.9565) loss_fgl_aux_3: 0.9649 (0.9564) loss_fgl_aux_4: 0.9648 (0.9563) loss_fgl_dn_0: 1.0768 (1.0817) loss_fgl_dn_1: 0.9705 (0.9784) loss_fgl_dn_2: 0.9630 (0.9694) loss_fgl_dn_3: 0.9635 (0.9701) loss_fgl_dn_4: 0.9646 (0.9706) loss_fgl_dn_5: 0.9646 (0.9706) loss_giou: 0.5315 (0.5457) loss_giou_aux_0: 0.5546 (0.5704) loss_giou_aux_1: 0.5422 (0.5513) loss_giou_aux_2: 0.5344 (0.5468) loss_giou_aux_3: 0.5313 (0.5458) loss_giou_aux_4: 0.5316 (0.5457) loss_giou_dn_0: 0.5344 (0.5453) loss_giou_dn_1: 0.4222 (0.4332) loss_giou_dn_2: 0.4090 (0.4163) loss_giou_dn_3: 0.4034 (0.4114) loss_giou_dn_4: 0.4027 (0.4103) loss_giou_dn_5: 0.4027 (0.4103) loss_giou_dn_pre: 0.5324 (0.5447) loss_giou_enc_0: 0.6313 (0.6396) loss_giou_pre: 0.5533 (0.5690) loss_ddf_aux_0: 0.0504 (0.0512) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2387 (0.2493) loss_ddf_dn_1: 0.0341 (0.0334) loss_ddf_dn_2: 0.0082 (0.0075) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6237 (0.6348) loss_vfl_aux_0: 0.7047 (0.7027) loss_vfl_aux_1: 0.6851 (0.6809) loss_vfl_aux_2: 0.6580 (0.6623) loss_vfl_aux_3: 0.6375 (0.6451) loss_vfl_aux_4: 0.6259 (0.6368) loss_vfl_dn_0: 0.4745 (0.4808) loss_vfl_dn_1: 0.4008 (0.4106) loss_vfl_dn_2: 0.3855 (0.3943) loss_vfl_dn_3: 0.3790 (0.3863) loss_vfl_dn_4: 0.3771 (0.3835) loss_vfl_dn_5: 0.3748 (0.3830) loss_vfl_dn_pre: 0.4749 (0.4814) loss_vfl_enc_0: 0.7087 (0.7114) loss_vfl_pre: 0.7106 (0.7048) time: 0.7060 data: 0.0245 max mem: 9142 Epoch: [60] [1500/3696] eta: 0:27:59 lr: 0.000013 loss: 30.7210 (30.6623) loss_bbox: 0.1643 (0.1646) loss_bbox_aux_0: 0.1704 (0.1762) loss_bbox_aux_1: 0.1581 (0.1672) loss_bbox_aux_2: 0.1565 (0.1651) loss_bbox_aux_3: 0.1642 (0.1647) loss_bbox_aux_4: 0.1643 (0.1646) loss_bbox_dn_0: 0.2153 (0.2254) loss_bbox_dn_1: 0.1568 (0.1644) loss_bbox_dn_2: 0.1433 (0.1544) loss_bbox_dn_3: 0.1419 (0.1512) loss_bbox_dn_4: 0.1412 (0.1505) loss_bbox_dn_5: 0.1412 (0.1505) loss_bbox_dn_pre: 0.2240 (0.2314) loss_bbox_enc_0: 0.2094 (0.2077) loss_bbox_pre: 0.1724 (0.1764) loss_dfl: 0.9536 (0.9559) loss_fgl_aux_0: 0.9840 (0.9872) loss_fgl_aux_1: 0.9583 (0.9583) loss_fgl_aux_2: 0.9542 (0.9560) loss_fgl_aux_3: 0.9536 (0.9559) loss_fgl_aux_4: 0.9535 (0.9559) loss_fgl_dn_0: 1.0802 (1.0815) loss_fgl_dn_1: 0.9885 (0.9783) loss_fgl_dn_2: 0.9806 (0.9693) loss_fgl_dn_3: 0.9828 (0.9700) loss_fgl_dn_4: 0.9829 (0.9705) loss_fgl_dn_5: 0.9830 (0.9705) loss_giou: 0.5389 (0.5460) loss_giou_aux_0: 0.5494 (0.5707) loss_giou_aux_1: 0.5374 (0.5516) loss_giou_aux_2: 0.5332 (0.5471) loss_giou_aux_3: 0.5386 (0.5461) loss_giou_aux_4: 0.5389 (0.5460) loss_giou_dn_0: 0.5523 (0.5454) loss_giou_dn_1: 0.4359 (0.4334) loss_giou_dn_2: 0.4213 (0.4165) loss_giou_dn_3: 0.4169 (0.4115) loss_giou_dn_4: 0.4160 (0.4105) loss_giou_dn_5: 0.4159 (0.4105) loss_giou_dn_pre: 0.5500 (0.5448) loss_giou_enc_0: 0.6051 (0.6401) loss_giou_pre: 0.5472 (0.5693) loss_ddf_aux_0: 0.0497 (0.0513) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2424 (0.2492) loss_ddf_dn_1: 0.0330 (0.0335) loss_ddf_dn_2: 0.0071 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6485 (0.6347) loss_vfl_aux_0: 0.7045 (0.7026) loss_vfl_aux_1: 0.6827 (0.6808) loss_vfl_aux_2: 0.6707 (0.6621) loss_vfl_aux_3: 0.6597 (0.6451) loss_vfl_aux_4: 0.6484 (0.6368) loss_vfl_dn_0: 0.4786 (0.4808) loss_vfl_dn_1: 0.4044 (0.4106) loss_vfl_dn_2: 0.3872 (0.3943) loss_vfl_dn_3: 0.3782 (0.3863) loss_vfl_dn_4: 0.3782 (0.3835) loss_vfl_dn_5: 0.3780 (0.3830) loss_vfl_dn_pre: 0.4788 (0.4813) loss_vfl_enc_0: 0.6987 (0.7113) loss_vfl_pre: 0.7054 (0.7047) time: 0.7859 data: 0.0331 max mem: 9142 Epoch: [60] [1600/3696] eta: 0:26:47 lr: 0.000013 loss: 30.8879 (30.6699) loss_bbox: 0.1762 (0.1647) loss_bbox_aux_0: 0.1885 (0.1764) loss_bbox_aux_1: 0.1808 (0.1673) loss_bbox_aux_2: 0.1774 (0.1653) loss_bbox_aux_3: 0.1766 (0.1648) loss_bbox_aux_4: 0.1762 (0.1647) loss_bbox_dn_0: 0.2292 (0.2255) loss_bbox_dn_1: 0.1681 (0.1645) loss_bbox_dn_2: 0.1605 (0.1545) loss_bbox_dn_3: 0.1549 (0.1514) loss_bbox_dn_4: 0.1544 (0.1506) loss_bbox_dn_5: 0.1544 (0.1506) loss_bbox_dn_pre: 0.2324 (0.2315) loss_bbox_enc_0: 0.2164 (0.2080) loss_bbox_pre: 0.1881 (0.1766) loss_dfl: 0.9662 (0.9559) loss_fgl_aux_0: 0.9887 (0.9872) loss_fgl_aux_1: 0.9694 (0.9583) loss_fgl_aux_2: 0.9681 (0.9560) loss_fgl_aux_3: 0.9675 (0.9559) loss_fgl_aux_4: 0.9661 (0.9559) loss_fgl_dn_0: 1.0803 (1.0814) loss_fgl_dn_1: 0.9783 (0.9783) loss_fgl_dn_2: 0.9691 (0.9693) loss_fgl_dn_3: 0.9706 (0.9700) loss_fgl_dn_4: 0.9712 (0.9705) loss_fgl_dn_5: 0.9712 (0.9705) loss_giou: 0.5263 (0.5462) loss_giou_aux_0: 0.5535 (0.5710) loss_giou_aux_1: 0.5330 (0.5518) loss_giou_aux_2: 0.5270 (0.5473) loss_giou_aux_3: 0.5256 (0.5463) loss_giou_aux_4: 0.5263 (0.5462) loss_giou_dn_0: 0.5475 (0.5455) loss_giou_dn_1: 0.4376 (0.4335) loss_giou_dn_2: 0.4222 (0.4167) loss_giou_dn_3: 0.4140 (0.4117) loss_giou_dn_4: 0.4135 (0.4107) loss_giou_dn_5: 0.4135 (0.4107) loss_giou_dn_pre: 0.5479 (0.5449) loss_giou_enc_0: 0.6176 (0.6405) loss_giou_pre: 0.5529 (0.5696) loss_ddf_aux_0: 0.0502 (0.0513) loss_ddf_aux_1: 0.0068 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2372 (0.2492) loss_ddf_dn_1: 0.0310 (0.0335) loss_ddf_dn_2: 0.0068 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6308 (0.6349) loss_vfl_aux_0: 0.6953 (0.7030) loss_vfl_aux_1: 0.6732 (0.6811) loss_vfl_aux_2: 0.6628 (0.6625) loss_vfl_aux_3: 0.6482 (0.6455) loss_vfl_aux_4: 0.6309 (0.6368) loss_vfl_dn_0: 0.4822 (0.4808) loss_vfl_dn_1: 0.4050 (0.4105) loss_vfl_dn_2: 0.3920 (0.3943) loss_vfl_dn_3: 0.3839 (0.3863) loss_vfl_dn_4: 0.3798 (0.3835) loss_vfl_dn_5: 0.3782 (0.3830) loss_vfl_dn_pre: 0.4820 (0.4814) loss_vfl_enc_0: 0.7039 (0.7113) loss_vfl_pre: 0.6877 (0.7051) time: 0.7616 data: 0.0271 max mem: 9142 Epoch: [60] [1700/3696] eta: 0:25:35 lr: 0.000013 loss: 30.1670 (30.6582) loss_bbox: 0.1650 (0.1646) loss_bbox_aux_0: 0.1726 (0.1763) loss_bbox_aux_1: 0.1681 (0.1672) loss_bbox_aux_2: 0.1646 (0.1652) loss_bbox_aux_3: 0.1652 (0.1647) loss_bbox_aux_4: 0.1651 (0.1646) loss_bbox_dn_0: 0.2411 (0.2253) loss_bbox_dn_1: 0.1771 (0.1643) loss_bbox_dn_2: 0.1692 (0.1543) loss_bbox_dn_3: 0.1670 (0.1512) loss_bbox_dn_4: 0.1658 (0.1504) loss_bbox_dn_5: 0.1658 (0.1504) loss_bbox_dn_pre: 0.2458 (0.2313) loss_bbox_enc_0: 0.2047 (0.2078) loss_bbox_pre: 0.1718 (0.1765) loss_dfl: 0.9506 (0.9557) loss_fgl_aux_0: 0.9889 (0.9870) loss_fgl_aux_1: 0.9542 (0.9581) loss_fgl_aux_2: 0.9515 (0.9559) loss_fgl_aux_3: 0.9508 (0.9557) loss_fgl_aux_4: 0.9506 (0.9557) loss_fgl_dn_0: 1.0776 (1.0814) loss_fgl_dn_1: 0.9653 (0.9781) loss_fgl_dn_2: 0.9564 (0.9691) loss_fgl_dn_3: 0.9569 (0.9698) loss_fgl_dn_4: 0.9574 (0.9703) loss_fgl_dn_5: 0.9573 (0.9703) loss_giou: 0.4924 (0.5460) loss_giou_aux_0: 0.5136 (0.5707) loss_giou_aux_1: 0.4914 (0.5516) loss_giou_aux_2: 0.4919 (0.5471) loss_giou_aux_3: 0.4922 (0.5461) loss_giou_aux_4: 0.4923 (0.5460) loss_giou_dn_0: 0.5085 (0.5451) loss_giou_dn_1: 0.4058 (0.4331) loss_giou_dn_2: 0.3829 (0.4162) loss_giou_dn_3: 0.3778 (0.4113) loss_giou_dn_4: 0.3778 (0.4102) loss_giou_dn_5: 0.3778 (0.4102) loss_giou_dn_pre: 0.5081 (0.5445) loss_giou_enc_0: 0.5783 (0.6402) loss_giou_pre: 0.5129 (0.5693) loss_ddf_aux_0: 0.0516 (0.0513) loss_ddf_aux_1: 0.0076 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2617 (0.2495) loss_ddf_dn_1: 0.0352 (0.0335) loss_ddf_dn_2: 0.0080 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6415 (0.6347) loss_vfl_aux_0: 0.7071 (0.7026) loss_vfl_aux_1: 0.6890 (0.6808) loss_vfl_aux_2: 0.6663 (0.6622) loss_vfl_aux_3: 0.6537 (0.6454) loss_vfl_aux_4: 0.6400 (0.6366) loss_vfl_dn_0: 0.4801 (0.4808) loss_vfl_dn_1: 0.4048 (0.4104) loss_vfl_dn_2: 0.3859 (0.3941) loss_vfl_dn_3: 0.3825 (0.3861) loss_vfl_dn_4: 0.3785 (0.3833) loss_vfl_dn_5: 0.3754 (0.3828) loss_vfl_dn_pre: 0.4810 (0.4814) loss_vfl_enc_0: 0.7170 (0.7111) loss_vfl_pre: 0.7059 (0.7047) time: 0.7567 data: 0.0276 max mem: 9142 Epoch: [60] [1800/3696] eta: 0:24:17 lr: 0.000013 loss: 29.9047 (30.6673) loss_bbox: 0.1660 (0.1646) loss_bbox_aux_0: 0.1801 (0.1762) loss_bbox_aux_1: 0.1668 (0.1672) loss_bbox_aux_2: 0.1669 (0.1652) loss_bbox_aux_3: 0.1659 (0.1647) loss_bbox_aux_4: 0.1660 (0.1646) loss_bbox_dn_0: 0.2193 (0.2253) loss_bbox_dn_1: 0.1653 (0.1644) loss_bbox_dn_2: 0.1530 (0.1544) loss_bbox_dn_3: 0.1483 (0.1512) loss_bbox_dn_4: 0.1472 (0.1505) loss_bbox_dn_5: 0.1472 (0.1505) loss_bbox_dn_pre: 0.2245 (0.2313) loss_bbox_enc_0: 0.2107 (0.2077) loss_bbox_pre: 0.1811 (0.1765) loss_dfl: 0.9546 (0.9558) loss_fgl_aux_0: 0.9881 (0.9871) loss_fgl_aux_1: 0.9558 (0.9582) loss_fgl_aux_2: 0.9536 (0.9559) loss_fgl_aux_3: 0.9538 (0.9558) loss_fgl_aux_4: 0.9546 (0.9558) loss_fgl_dn_0: 1.0785 (1.0815) loss_fgl_dn_1: 0.9686 (0.9782) loss_fgl_dn_2: 0.9636 (0.9692) loss_fgl_dn_3: 0.9654 (0.9699) loss_fgl_dn_4: 0.9653 (0.9703) loss_fgl_dn_5: 0.9653 (0.9703) loss_giou: 0.5114 (0.5463) loss_giou_aux_0: 0.5437 (0.5710) loss_giou_aux_1: 0.5202 (0.5519) loss_giou_aux_2: 0.5121 (0.5474) loss_giou_aux_3: 0.5099 (0.5464) loss_giou_aux_4: 0.5106 (0.5463) loss_giou_dn_0: 0.5265 (0.5455) loss_giou_dn_1: 0.4183 (0.4334) loss_giou_dn_2: 0.3971 (0.4166) loss_giou_dn_3: 0.3910 (0.4116) loss_giou_dn_4: 0.3899 (0.4106) loss_giou_dn_5: 0.3900 (0.4106) loss_giou_dn_pre: 0.5259 (0.5449) loss_giou_enc_0: 0.6095 (0.6405) loss_giou_pre: 0.5419 (0.5696) loss_ddf_aux_0: 0.0533 (0.0513) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2580 (0.2494) loss_ddf_dn_1: 0.0355 (0.0335) loss_ddf_dn_2: 0.0073 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6260 (0.6350) loss_vfl_aux_0: 0.7067 (0.7029) loss_vfl_aux_1: 0.6752 (0.6812) loss_vfl_aux_2: 0.6545 (0.6627) loss_vfl_aux_3: 0.6351 (0.6457) loss_vfl_aux_4: 0.6211 (0.6369) loss_vfl_dn_0: 0.4764 (0.4809) loss_vfl_dn_1: 0.4063 (0.4106) loss_vfl_dn_2: 0.3924 (0.3943) loss_vfl_dn_3: 0.3810 (0.3862) loss_vfl_dn_4: 0.3780 (0.3834) loss_vfl_dn_5: 0.3791 (0.3830) loss_vfl_dn_pre: 0.4767 (0.4814) loss_vfl_enc_0: 0.6985 (0.7113) loss_vfl_pre: 0.7050 (0.7050) time: 0.7581 data: 0.0285 max mem: 9142 Epoch: [60] [1900/3696] eta: 0:23:03 lr: 0.000013 loss: 30.8443 (30.6733) loss_bbox: 0.1568 (0.1648) loss_bbox_aux_0: 0.1694 (0.1764) loss_bbox_aux_1: 0.1601 (0.1674) loss_bbox_aux_2: 0.1562 (0.1653) loss_bbox_aux_3: 0.1570 (0.1649) loss_bbox_aux_4: 0.1569 (0.1648) loss_bbox_dn_0: 0.2126 (0.2253) loss_bbox_dn_1: 0.1630 (0.1644) loss_bbox_dn_2: 0.1498 (0.1543) loss_bbox_dn_3: 0.1494 (0.1512) loss_bbox_dn_4: 0.1495 (0.1505) loss_bbox_dn_5: 0.1495 (0.1505) loss_bbox_dn_pre: 0.2203 (0.2314) loss_bbox_enc_0: 0.1948 (0.2079) loss_bbox_pre: 0.1707 (0.1766) loss_dfl: 0.9555 (0.9557) loss_fgl_aux_0: 0.9730 (0.9871) loss_fgl_aux_1: 0.9573 (0.9582) loss_fgl_aux_2: 0.9564 (0.9559) loss_fgl_aux_3: 0.9551 (0.9558) loss_fgl_aux_4: 0.9553 (0.9557) loss_fgl_dn_0: 1.0774 (1.0815) loss_fgl_dn_1: 0.9774 (0.9782) loss_fgl_dn_2: 0.9664 (0.9692) loss_fgl_dn_3: 0.9691 (0.9699) loss_fgl_dn_4: 0.9687 (0.9703) loss_fgl_dn_5: 0.9687 (0.9703) loss_giou: 0.5726 (0.5464) loss_giou_aux_0: 0.6054 (0.5711) loss_giou_aux_1: 0.5798 (0.5519) loss_giou_aux_2: 0.5750 (0.5475) loss_giou_aux_3: 0.5738 (0.5465) loss_giou_aux_4: 0.5726 (0.5464) loss_giou_dn_0: 0.5717 (0.5456) loss_giou_dn_1: 0.4681 (0.4335) loss_giou_dn_2: 0.4487 (0.4166) loss_giou_dn_3: 0.4432 (0.4117) loss_giou_dn_4: 0.4427 (0.4106) loss_giou_dn_5: 0.4428 (0.4106) loss_giou_dn_pre: 0.5665 (0.5450) loss_giou_enc_0: 0.6828 (0.6406) loss_giou_pre: 0.6027 (0.5697) loss_ddf_aux_0: 0.0502 (0.0513) loss_ddf_aux_1: 0.0067 (0.0074) loss_ddf_aux_2: 0.0013 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2488 (0.2494) loss_ddf_dn_1: 0.0336 (0.0335) loss_ddf_dn_2: 0.0071 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6183 (0.6354) loss_vfl_aux_0: 0.6875 (0.7033) loss_vfl_aux_1: 0.6683 (0.6818) loss_vfl_aux_2: 0.6553 (0.6633) loss_vfl_aux_3: 0.6402 (0.6462) loss_vfl_aux_4: 0.6201 (0.6373) loss_vfl_dn_0: 0.4801 (0.4811) loss_vfl_dn_1: 0.4151 (0.4107) loss_vfl_dn_2: 0.3967 (0.3944) loss_vfl_dn_3: 0.3909 (0.3863) loss_vfl_dn_4: 0.3875 (0.3835) loss_vfl_dn_5: 0.3868 (0.3831) loss_vfl_dn_pre: 0.4804 (0.4816) loss_vfl_enc_0: 0.6805 (0.7113) loss_vfl_pre: 0.6851 (0.7053) time: 0.7377 data: 0.0283 max mem: 9142 Epoch: [60] [2000/3696] eta: 0:21:46 lr: 0.000013 loss: 30.5133 (30.6791) loss_bbox: 0.1743 (0.1649) loss_bbox_aux_0: 0.1871 (0.1765) loss_bbox_aux_1: 0.1785 (0.1675) loss_bbox_aux_2: 0.1760 (0.1654) loss_bbox_aux_3: 0.1742 (0.1650) loss_bbox_aux_4: 0.1743 (0.1649) loss_bbox_dn_0: 0.2426 (0.2252) loss_bbox_dn_1: 0.1763 (0.1644) loss_bbox_dn_2: 0.1647 (0.1543) loss_bbox_dn_3: 0.1560 (0.1511) loss_bbox_dn_4: 0.1547 (0.1504) loss_bbox_dn_5: 0.1546 (0.1504) loss_bbox_dn_pre: 0.2433 (0.2313) loss_bbox_enc_0: 0.2144 (0.2079) loss_bbox_pre: 0.1890 (0.1767) loss_dfl: 0.9456 (0.9556) loss_fgl_aux_0: 0.9762 (0.9869) loss_fgl_aux_1: 0.9479 (0.9581) loss_fgl_aux_2: 0.9459 (0.9558) loss_fgl_aux_3: 0.9456 (0.9557) loss_fgl_aux_4: 0.9457 (0.9556) loss_fgl_dn_0: 1.0680 (1.0813) loss_fgl_dn_1: 0.9641 (0.9780) loss_fgl_dn_2: 0.9561 (0.9690) loss_fgl_dn_3: 0.9563 (0.9697) loss_fgl_dn_4: 0.9562 (0.9702) loss_fgl_dn_5: 0.9561 (0.9702) loss_giou: 0.5227 (0.5466) loss_giou_aux_0: 0.5528 (0.5713) loss_giou_aux_1: 0.5273 (0.5521) loss_giou_aux_2: 0.5223 (0.5477) loss_giou_aux_3: 0.5220 (0.5467) loss_giou_aux_4: 0.5228 (0.5466) loss_giou_dn_0: 0.5216 (0.5458) loss_giou_dn_1: 0.4217 (0.4337) loss_giou_dn_2: 0.4021 (0.4167) loss_giou_dn_3: 0.3972 (0.4118) loss_giou_dn_4: 0.3958 (0.4108) loss_giou_dn_5: 0.3958 (0.4108) loss_giou_dn_pre: 0.5219 (0.5452) loss_giou_enc_0: 0.6228 (0.6409) loss_giou_pre: 0.5527 (0.5699) loss_ddf_aux_0: 0.0509 (0.0512) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2492 (0.2496) loss_ddf_dn_1: 0.0337 (0.0336) loss_ddf_dn_2: 0.0072 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6561 (0.6359) loss_vfl_aux_0: 0.7169 (0.7038) loss_vfl_aux_1: 0.6887 (0.6823) loss_vfl_aux_2: 0.6698 (0.6638) loss_vfl_aux_3: 0.6619 (0.6467) loss_vfl_aux_4: 0.6598 (0.6378) loss_vfl_dn_0: 0.4810 (0.4811) loss_vfl_dn_1: 0.4107 (0.4107) loss_vfl_dn_2: 0.3940 (0.3944) loss_vfl_dn_3: 0.3824 (0.3863) loss_vfl_dn_4: 0.3814 (0.3835) loss_vfl_dn_5: 0.3795 (0.3831) loss_vfl_dn_pre: 0.4820 (0.4816) loss_vfl_enc_0: 0.7197 (0.7118) loss_vfl_pre: 0.7225 (0.7059) time: 0.7556 data: 0.0299 max mem: 9142 Epoch: [60] [2100/3696] eta: 0:20:28 lr: 0.000013 loss: 30.5758 (30.6808) loss_bbox: 0.1680 (0.1647) loss_bbox_aux_0: 0.1766 (0.1764) loss_bbox_aux_1: 0.1694 (0.1673) loss_bbox_aux_2: 0.1690 (0.1653) loss_bbox_aux_3: 0.1681 (0.1648) loss_bbox_aux_4: 0.1680 (0.1647) loss_bbox_dn_0: 0.2239 (0.2253) loss_bbox_dn_1: 0.1630 (0.1644) loss_bbox_dn_2: 0.1562 (0.1543) loss_bbox_dn_3: 0.1541 (0.1512) loss_bbox_dn_4: 0.1540 (0.1504) loss_bbox_dn_5: 0.1541 (0.1504) loss_bbox_dn_pre: 0.2300 (0.2314) loss_bbox_enc_0: 0.2034 (0.2078) loss_bbox_pre: 0.1774 (0.1766) loss_dfl: 0.9580 (0.9560) loss_fgl_aux_0: 0.9830 (0.9872) loss_fgl_aux_1: 0.9598 (0.9584) loss_fgl_aux_2: 0.9594 (0.9561) loss_fgl_aux_3: 0.9574 (0.9560) loss_fgl_aux_4: 0.9581 (0.9560) loss_fgl_dn_0: 1.0793 (1.0815) loss_fgl_dn_1: 0.9721 (0.9781) loss_fgl_dn_2: 0.9628 (0.9691) loss_fgl_dn_3: 0.9627 (0.9698) loss_fgl_dn_4: 0.9630 (0.9702) loss_fgl_dn_5: 0.9631 (0.9703) loss_giou: 0.5376 (0.5461) loss_giou_aux_0: 0.5617 (0.5708) loss_giou_aux_1: 0.5449 (0.5516) loss_giou_aux_2: 0.5420 (0.5472) loss_giou_aux_3: 0.5381 (0.5462) loss_giou_aux_4: 0.5378 (0.5461) loss_giou_dn_0: 0.5468 (0.5457) loss_giou_dn_1: 0.4306 (0.4335) loss_giou_dn_2: 0.4262 (0.4166) loss_giou_dn_3: 0.4248 (0.4117) loss_giou_dn_4: 0.4233 (0.4106) loss_giou_dn_5: 0.4232 (0.4106) loss_giou_dn_pre: 0.5474 (0.5451) loss_giou_enc_0: 0.6334 (0.6404) loss_giou_pre: 0.5603 (0.5694) loss_ddf_aux_0: 0.0478 (0.0512) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2461 (0.2498) loss_ddf_dn_1: 0.0335 (0.0336) loss_ddf_dn_2: 0.0068 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6479 (0.6365) loss_vfl_aux_0: 0.7007 (0.7043) loss_vfl_aux_1: 0.6812 (0.6827) loss_vfl_aux_2: 0.6703 (0.6645) loss_vfl_aux_3: 0.6506 (0.6473) loss_vfl_aux_4: 0.6456 (0.6384) loss_vfl_dn_0: 0.4793 (0.4811) loss_vfl_dn_1: 0.4112 (0.4107) loss_vfl_dn_2: 0.3932 (0.3944) loss_vfl_dn_3: 0.3844 (0.3863) loss_vfl_dn_4: 0.3795 (0.3835) loss_vfl_dn_5: 0.3799 (0.3830) loss_vfl_dn_pre: 0.4790 (0.4816) loss_vfl_enc_0: 0.7118 (0.7125) loss_vfl_pre: 0.6989 (0.7064) time: 0.7547 data: 0.0307 max mem: 9142 Epoch: [60] [2200/3696] eta: 0:19:09 lr: 0.000013 loss: 30.6949 (30.6856) loss_bbox: 0.1536 (0.1648) loss_bbox_aux_0: 0.1665 (0.1764) loss_bbox_aux_1: 0.1547 (0.1674) loss_bbox_aux_2: 0.1543 (0.1654) loss_bbox_aux_3: 0.1539 (0.1649) loss_bbox_aux_4: 0.1536 (0.1648) loss_bbox_dn_0: 0.2121 (0.2253) loss_bbox_dn_1: 0.1536 (0.1644) loss_bbox_dn_2: 0.1473 (0.1544) loss_bbox_dn_3: 0.1459 (0.1512) loss_bbox_dn_4: 0.1447 (0.1505) loss_bbox_dn_5: 0.1447 (0.1505) loss_bbox_dn_pre: 0.2144 (0.2313) loss_bbox_enc_0: 0.1888 (0.2078) loss_bbox_pre: 0.1671 (0.1766) loss_dfl: 0.9430 (0.9560) loss_fgl_aux_0: 0.9725 (0.9871) loss_fgl_aux_1: 0.9419 (0.9584) loss_fgl_aux_2: 0.9412 (0.9561) loss_fgl_aux_3: 0.9425 (0.9560) loss_fgl_aux_4: 0.9431 (0.9560) loss_fgl_dn_0: 1.0719 (1.0814) loss_fgl_dn_1: 0.9836 (0.9781) loss_fgl_dn_2: 0.9758 (0.9692) loss_fgl_dn_3: 0.9764 (0.9698) loss_fgl_dn_4: 0.9763 (0.9703) loss_fgl_dn_5: 0.9762 (0.9703) loss_giou: 0.5906 (0.5464) loss_giou_aux_0: 0.6113 (0.5711) loss_giou_aux_1: 0.5918 (0.5519) loss_giou_aux_2: 0.5896 (0.5475) loss_giou_aux_3: 0.5910 (0.5465) loss_giou_aux_4: 0.5908 (0.5464) loss_giou_dn_0: 0.5493 (0.5458) loss_giou_dn_1: 0.4514 (0.4336) loss_giou_dn_2: 0.4361 (0.4167) loss_giou_dn_3: 0.4293 (0.4119) loss_giou_dn_4: 0.4272 (0.4108) loss_giou_dn_5: 0.4272 (0.4108) loss_giou_dn_pre: 0.5493 (0.5452) loss_giou_enc_0: 0.6691 (0.6408) loss_giou_pre: 0.6111 (0.5697) loss_ddf_aux_0: 0.0497 (0.0511) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2416 (0.2499) loss_ddf_dn_1: 0.0326 (0.0336) loss_ddf_dn_2: 0.0067 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6085 (0.6365) loss_vfl_aux_0: 0.6807 (0.7044) loss_vfl_aux_1: 0.6614 (0.6827) loss_vfl_aux_2: 0.6391 (0.6647) loss_vfl_aux_3: 0.6204 (0.6472) loss_vfl_aux_4: 0.6060 (0.6384) loss_vfl_dn_0: 0.4804 (0.4811) loss_vfl_dn_1: 0.4107 (0.4108) loss_vfl_dn_2: 0.3942 (0.3944) loss_vfl_dn_3: 0.3878 (0.3864) loss_vfl_dn_4: 0.3850 (0.3835) loss_vfl_dn_5: 0.3852 (0.3831) loss_vfl_dn_pre: 0.4800 (0.4816) loss_vfl_enc_0: 0.7037 (0.7122) loss_vfl_pre: 0.6893 (0.7065) time: 0.7303 data: 0.0295 max mem: 9142 Epoch: [60] [2300/3696] eta: 0:17:51 lr: 0.000013 loss: 30.9692 (30.6898) loss_bbox: 0.1678 (0.1649) loss_bbox_aux_0: 0.1769 (0.1765) loss_bbox_aux_1: 0.1667 (0.1675) loss_bbox_aux_2: 0.1661 (0.1654) loss_bbox_aux_3: 0.1671 (0.1650) loss_bbox_aux_4: 0.1677 (0.1649) loss_bbox_dn_0: 0.2282 (0.2250) loss_bbox_dn_1: 0.1662 (0.1642) loss_bbox_dn_2: 0.1538 (0.1542) loss_bbox_dn_3: 0.1537 (0.1510) loss_bbox_dn_4: 0.1535 (0.1503) loss_bbox_dn_5: 0.1535 (0.1503) loss_bbox_dn_pre: 0.2295 (0.2310) loss_bbox_enc_0: 0.2178 (0.2079) loss_bbox_pre: 0.1774 (0.1767) loss_dfl: 0.9617 (0.9562) loss_fgl_aux_0: 0.9901 (0.9873) loss_fgl_aux_1: 0.9639 (0.9586) loss_fgl_aux_2: 0.9616 (0.9564) loss_fgl_aux_3: 0.9618 (0.9563) loss_fgl_aux_4: 0.9617 (0.9562) loss_fgl_dn_0: 1.0809 (1.0816) loss_fgl_dn_1: 0.9802 (0.9784) loss_fgl_dn_2: 0.9704 (0.9694) loss_fgl_dn_3: 0.9721 (0.9701) loss_fgl_dn_4: 0.9728 (0.9706) loss_fgl_dn_5: 0.9728 (0.9706) loss_giou: 0.5311 (0.5466) loss_giou_aux_0: 0.5670 (0.5712) loss_giou_aux_1: 0.5401 (0.5522) loss_giou_aux_2: 0.5340 (0.5477) loss_giou_aux_3: 0.5325 (0.5468) loss_giou_aux_4: 0.5311 (0.5466) loss_giou_dn_0: 0.5320 (0.5457) loss_giou_dn_1: 0.4161 (0.4336) loss_giou_dn_2: 0.4003 (0.4167) loss_giou_dn_3: 0.3939 (0.4118) loss_giou_dn_4: 0.3925 (0.4107) loss_giou_dn_5: 0.3926 (0.4107) loss_giou_dn_pre: 0.5296 (0.5451) loss_giou_enc_0: 0.6454 (0.6410) loss_giou_pre: 0.5672 (0.5699) loss_ddf_aux_0: 0.0497 (0.0510) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2507 (0.2498) loss_ddf_dn_1: 0.0343 (0.0336) loss_ddf_dn_2: 0.0081 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6240 (0.6366) loss_vfl_aux_0: 0.7052 (0.7047) loss_vfl_aux_1: 0.6610 (0.6827) loss_vfl_aux_2: 0.6609 (0.6648) loss_vfl_aux_3: 0.6506 (0.6473) loss_vfl_aux_4: 0.6237 (0.6384) loss_vfl_dn_0: 0.4754 (0.4811) loss_vfl_dn_1: 0.4052 (0.4108) loss_vfl_dn_2: 0.3921 (0.3944) loss_vfl_dn_3: 0.3874 (0.3864) loss_vfl_dn_4: 0.3839 (0.3836) loss_vfl_dn_5: 0.3835 (0.3832) loss_vfl_dn_pre: 0.4760 (0.4816) loss_vfl_enc_0: 0.7186 (0.7124) loss_vfl_pre: 0.7038 (0.7068) time: 0.7438 data: 0.0210 max mem: 9142 Epoch: [60] [2400/3696] eta: 0:16:33 lr: 0.000013 loss: 30.7795 (30.6836) loss_bbox: 0.1634 (0.1650) loss_bbox_aux_0: 0.1793 (0.1766) loss_bbox_aux_1: 0.1693 (0.1676) loss_bbox_aux_2: 0.1655 (0.1655) loss_bbox_aux_3: 0.1644 (0.1651) loss_bbox_aux_4: 0.1635 (0.1650) loss_bbox_dn_0: 0.2140 (0.2251) loss_bbox_dn_1: 0.1522 (0.1643) loss_bbox_dn_2: 0.1426 (0.1542) loss_bbox_dn_3: 0.1390 (0.1510) loss_bbox_dn_4: 0.1366 (0.1503) loss_bbox_dn_5: 0.1366 (0.1503) loss_bbox_dn_pre: 0.2191 (0.2311) loss_bbox_enc_0: 0.2081 (0.2081) loss_bbox_pre: 0.1798 (0.1768) loss_dfl: 0.9510 (0.9562) loss_fgl_aux_0: 0.9815 (0.9873) loss_fgl_aux_1: 0.9509 (0.9586) loss_fgl_aux_2: 0.9500 (0.9563) loss_fgl_aux_3: 0.9510 (0.9562) loss_fgl_aux_4: 0.9511 (0.9562) loss_fgl_dn_0: 1.0809 (1.0816) loss_fgl_dn_1: 0.9738 (0.9784) loss_fgl_dn_2: 0.9668 (0.9694) loss_fgl_dn_3: 0.9684 (0.9701) loss_fgl_dn_4: 0.9686 (0.9705) loss_fgl_dn_5: 0.9686 (0.9705) loss_giou: 0.5561 (0.5464) loss_giou_aux_0: 0.5795 (0.5710) loss_giou_aux_1: 0.5575 (0.5519) loss_giou_aux_2: 0.5540 (0.5475) loss_giou_aux_3: 0.5548 (0.5466) loss_giou_aux_4: 0.5559 (0.5464) loss_giou_dn_0: 0.5440 (0.5455) loss_giou_dn_1: 0.4275 (0.4332) loss_giou_dn_2: 0.4134 (0.4164) loss_giou_dn_3: 0.4101 (0.4115) loss_giou_dn_4: 0.4087 (0.4104) loss_giou_dn_5: 0.4086 (0.4104) loss_giou_dn_pre: 0.5414 (0.5449) loss_giou_enc_0: 0.6464 (0.6409) loss_giou_pre: 0.5755 (0.5697) loss_ddf_aux_0: 0.0505 (0.0510) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2497 (0.2500) loss_ddf_dn_1: 0.0343 (0.0336) loss_ddf_dn_2: 0.0072 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6024 (0.6363) loss_vfl_aux_0: 0.6782 (0.7043) loss_vfl_aux_1: 0.6575 (0.6824) loss_vfl_aux_2: 0.6285 (0.6645) loss_vfl_aux_3: 0.6027 (0.6470) loss_vfl_aux_4: 0.6050 (0.6381) loss_vfl_dn_0: 0.4789 (0.4811) loss_vfl_dn_1: 0.4086 (0.4107) loss_vfl_dn_2: 0.3911 (0.3943) loss_vfl_dn_3: 0.3829 (0.3862) loss_vfl_dn_4: 0.3821 (0.3835) loss_vfl_dn_5: 0.3819 (0.3830) loss_vfl_dn_pre: 0.4786 (0.4816) loss_vfl_enc_0: 0.6941 (0.7123) loss_vfl_pre: 0.6779 (0.7064) time: 0.7457 data: 0.0298 max mem: 9142 Epoch: [60] [2500/3696] eta: 0:15:15 lr: 0.000013 loss: 30.8927 (30.6798) loss_bbox: 0.1686 (0.1651) loss_bbox_aux_0: 0.1799 (0.1767) loss_bbox_aux_1: 0.1712 (0.1677) loss_bbox_aux_2: 0.1671 (0.1657) loss_bbox_aux_3: 0.1680 (0.1652) loss_bbox_aux_4: 0.1684 (0.1651) loss_bbox_dn_0: 0.2172 (0.2255) loss_bbox_dn_1: 0.1574 (0.1646) loss_bbox_dn_2: 0.1519 (0.1545) loss_bbox_dn_3: 0.1455 (0.1513) loss_bbox_dn_4: 0.1460 (0.1506) loss_bbox_dn_5: 0.1460 (0.1506) loss_bbox_dn_pre: 0.2242 (0.2314) loss_bbox_enc_0: 0.2114 (0.2083) loss_bbox_pre: 0.1800 (0.1769) loss_dfl: 0.9642 (0.9562) loss_fgl_aux_0: 0.9869 (0.9874) loss_fgl_aux_1: 0.9651 (0.9587) loss_fgl_aux_2: 0.9628 (0.9564) loss_fgl_aux_3: 0.9639 (0.9563) loss_fgl_aux_4: 0.9642 (0.9562) loss_fgl_dn_0: 1.0711 (1.0816) loss_fgl_dn_1: 0.9745 (0.9782) loss_fgl_dn_2: 0.9630 (0.9692) loss_fgl_dn_3: 0.9638 (0.9698) loss_fgl_dn_4: 0.9643 (0.9703) loss_fgl_dn_5: 0.9644 (0.9703) loss_giou: 0.5104 (0.5458) loss_giou_aux_0: 0.5365 (0.5704) loss_giou_aux_1: 0.5174 (0.5513) loss_giou_aux_2: 0.5105 (0.5469) loss_giou_aux_3: 0.5120 (0.5459) loss_giou_aux_4: 0.5106 (0.5458) loss_giou_dn_0: 0.5368 (0.5454) loss_giou_dn_1: 0.4256 (0.4331) loss_giou_dn_2: 0.4088 (0.4162) loss_giou_dn_3: 0.4044 (0.4113) loss_giou_dn_4: 0.4037 (0.4102) loss_giou_dn_5: 0.4037 (0.4102) loss_giou_dn_pre: 0.5373 (0.5447) loss_giou_enc_0: 0.6051 (0.6403) loss_giou_pre: 0.5328 (0.5691) loss_ddf_aux_0: 0.0508 (0.0511) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2522 (0.2503) loss_ddf_dn_1: 0.0339 (0.0337) loss_ddf_dn_2: 0.0069 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6348 (0.6361) loss_vfl_aux_0: 0.6936 (0.7044) loss_vfl_aux_1: 0.6770 (0.6824) loss_vfl_aux_2: 0.6638 (0.6646) loss_vfl_aux_3: 0.6480 (0.6468) loss_vfl_aux_4: 0.6345 (0.6380) loss_vfl_dn_0: 0.4807 (0.4810) loss_vfl_dn_1: 0.4084 (0.4106) loss_vfl_dn_2: 0.3887 (0.3942) loss_vfl_dn_3: 0.3829 (0.3861) loss_vfl_dn_4: 0.3823 (0.3834) loss_vfl_dn_5: 0.3810 (0.3829) loss_vfl_dn_pre: 0.4825 (0.4815) loss_vfl_enc_0: 0.7045 (0.7124) loss_vfl_pre: 0.6979 (0.7065) time: 0.7356 data: 0.0256 max mem: 9142 Epoch: [60] [2600/3696] eta: 0:13:58 lr: 0.000013 loss: 30.9126 (30.6771) loss_bbox: 0.1542 (0.1649) loss_bbox_aux_0: 0.1663 (0.1765) loss_bbox_aux_1: 0.1570 (0.1675) loss_bbox_aux_2: 0.1546 (0.1654) loss_bbox_aux_3: 0.1546 (0.1650) loss_bbox_aux_4: 0.1542 (0.1649) loss_bbox_dn_0: 0.2099 (0.2255) loss_bbox_dn_1: 0.1564 (0.1646) loss_bbox_dn_2: 0.1496 (0.1545) loss_bbox_dn_3: 0.1455 (0.1513) loss_bbox_dn_4: 0.1449 (0.1506) loss_bbox_dn_5: 0.1449 (0.1506) loss_bbox_dn_pre: 0.2107 (0.2315) loss_bbox_enc_0: 0.1910 (0.2081) loss_bbox_pre: 0.1661 (0.1768) loss_dfl: 0.9559 (0.9563) loss_fgl_aux_0: 0.9857 (0.9875) loss_fgl_aux_1: 0.9568 (0.9587) loss_fgl_aux_2: 0.9582 (0.9564) loss_fgl_aux_3: 0.9563 (0.9563) loss_fgl_aux_4: 0.9559 (0.9563) loss_fgl_dn_0: 1.0934 (1.0817) loss_fgl_dn_1: 0.9945 (0.9783) loss_fgl_dn_2: 0.9850 (0.9693) loss_fgl_dn_3: 0.9862 (0.9699) loss_fgl_dn_4: 0.9869 (0.9704) loss_fgl_dn_5: 0.9870 (0.9704) loss_giou: 0.5492 (0.5457) loss_giou_aux_0: 0.5739 (0.5703) loss_giou_aux_1: 0.5538 (0.5512) loss_giou_aux_2: 0.5506 (0.5467) loss_giou_aux_3: 0.5487 (0.5458) loss_giou_aux_4: 0.5490 (0.5457) loss_giou_dn_0: 0.5517 (0.5453) loss_giou_dn_1: 0.4270 (0.4329) loss_giou_dn_2: 0.4136 (0.4160) loss_giou_dn_3: 0.4104 (0.4111) loss_giou_dn_4: 0.4089 (0.4101) loss_giou_dn_5: 0.4089 (0.4101) loss_giou_dn_pre: 0.5513 (0.5447) loss_giou_enc_0: 0.6495 (0.6403) loss_giou_pre: 0.5724 (0.5690) loss_ddf_aux_0: 0.0492 (0.0512) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2510 (0.2505) loss_ddf_dn_1: 0.0341 (0.0337) loss_ddf_dn_2: 0.0076 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6179 (0.6360) loss_vfl_aux_0: 0.6750 (0.7041) loss_vfl_aux_1: 0.6608 (0.6823) loss_vfl_aux_2: 0.6584 (0.6646) loss_vfl_aux_3: 0.6251 (0.6468) loss_vfl_aux_4: 0.6155 (0.6378) loss_vfl_dn_0: 0.4885 (0.4811) loss_vfl_dn_1: 0.4225 (0.4106) loss_vfl_dn_2: 0.4019 (0.3942) loss_vfl_dn_3: 0.3928 (0.3862) loss_vfl_dn_4: 0.3895 (0.3834) loss_vfl_dn_5: 0.3904 (0.3829) loss_vfl_dn_pre: 0.4888 (0.4816) loss_vfl_enc_0: 0.6996 (0.7124) loss_vfl_pre: 0.6746 (0.7062) time: 0.7654 data: 0.0306 max mem: 9142 Epoch: [60] [2700/3696] eta: 0:12:42 lr: 0.000013 loss: 31.2038 (30.6835) loss_bbox: 0.1464 (0.1648) loss_bbox_aux_0: 0.1578 (0.1765) loss_bbox_aux_1: 0.1493 (0.1674) loss_bbox_aux_2: 0.1475 (0.1654) loss_bbox_aux_3: 0.1467 (0.1649) loss_bbox_aux_4: 0.1464 (0.1648) loss_bbox_dn_0: 0.1969 (0.2253) loss_bbox_dn_1: 0.1506 (0.1645) loss_bbox_dn_2: 0.1431 (0.1544) loss_bbox_dn_3: 0.1411 (0.1513) loss_bbox_dn_4: 0.1407 (0.1506) loss_bbox_dn_5: 0.1407 (0.1506) loss_bbox_dn_pre: 0.1990 (0.2313) loss_bbox_enc_0: 0.1866 (0.2080) loss_bbox_pre: 0.1571 (0.1767) loss_dfl: 0.9513 (0.9563) loss_fgl_aux_0: 0.9778 (0.9874) loss_fgl_aux_1: 0.9544 (0.9587) loss_fgl_aux_2: 0.9536 (0.9564) loss_fgl_aux_3: 0.9509 (0.9563) loss_fgl_aux_4: 0.9513 (0.9563) loss_fgl_dn_0: 1.0860 (1.0818) loss_fgl_dn_1: 0.9908 (0.9784) loss_fgl_dn_2: 0.9844 (0.9694) loss_fgl_dn_3: 0.9865 (0.9701) loss_fgl_dn_4: 0.9869 (0.9706) loss_fgl_dn_5: 0.9868 (0.9706) loss_giou: 0.6020 (0.5464) loss_giou_aux_0: 0.6309 (0.5711) loss_giou_aux_1: 0.6089 (0.5519) loss_giou_aux_2: 0.6062 (0.5474) loss_giou_aux_3: 0.6038 (0.5465) loss_giou_aux_4: 0.6019 (0.5464) loss_giou_dn_0: 0.5705 (0.5456) loss_giou_dn_1: 0.4450 (0.4332) loss_giou_dn_2: 0.4263 (0.4164) loss_giou_dn_3: 0.4220 (0.4115) loss_giou_dn_4: 0.4200 (0.4104) loss_giou_dn_5: 0.4196 (0.4104) loss_giou_dn_pre: 0.5673 (0.5450) loss_giou_enc_0: 0.7267 (0.6411) loss_giou_pre: 0.6280 (0.5697) loss_ddf_aux_0: 0.0493 (0.0511) loss_ddf_aux_1: 0.0076 (0.0073) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2373 (0.2503) loss_ddf_dn_1: 0.0310 (0.0336) loss_ddf_dn_2: 0.0071 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6315 (0.6358) loss_vfl_aux_0: 0.6926 (0.7040) loss_vfl_aux_1: 0.6728 (0.6819) loss_vfl_aux_2: 0.6731 (0.6645) loss_vfl_aux_3: 0.6517 (0.6467) loss_vfl_aux_4: 0.6364 (0.6377) loss_vfl_dn_0: 0.4777 (0.4811) loss_vfl_dn_1: 0.4193 (0.4107) loss_vfl_dn_2: 0.4026 (0.3943) loss_vfl_dn_3: 0.3980 (0.3863) loss_vfl_dn_4: 0.3934 (0.3835) loss_vfl_dn_5: 0.3925 (0.3830) loss_vfl_dn_pre: 0.4783 (0.4816) loss_vfl_enc_0: 0.7158 (0.7123) loss_vfl_pre: 0.7002 (0.7061) time: 0.7475 data: 0.0332 max mem: 9142 Epoch: [60] [2800/3696] eta: 0:11:25 lr: 0.000013 loss: 30.7420 (30.6875) loss_bbox: 0.1544 (0.1648) loss_bbox_aux_0: 0.1639 (0.1765) loss_bbox_aux_1: 0.1573 (0.1675) loss_bbox_aux_2: 0.1555 (0.1654) loss_bbox_aux_3: 0.1547 (0.1649) loss_bbox_aux_4: 0.1544 (0.1648) loss_bbox_dn_0: 0.2114 (0.2254) loss_bbox_dn_1: 0.1598 (0.1646) loss_bbox_dn_2: 0.1485 (0.1545) loss_bbox_dn_3: 0.1454 (0.1513) loss_bbox_dn_4: 0.1442 (0.1506) loss_bbox_dn_5: 0.1442 (0.1506) loss_bbox_dn_pre: 0.2174 (0.2315) loss_bbox_enc_0: 0.1947 (0.2080) loss_bbox_pre: 0.1633 (0.1767) loss_dfl: 0.9539 (0.9562) loss_fgl_aux_0: 0.9775 (0.9872) loss_fgl_aux_1: 0.9556 (0.9585) loss_fgl_aux_2: 0.9548 (0.9563) loss_fgl_aux_3: 0.9541 (0.9562) loss_fgl_aux_4: 0.9538 (0.9561) loss_fgl_dn_0: 1.0787 (1.0816) loss_fgl_dn_1: 0.9853 (0.9784) loss_fgl_dn_2: 0.9765 (0.9694) loss_fgl_dn_3: 0.9762 (0.9701) loss_fgl_dn_4: 0.9767 (0.9705) loss_fgl_dn_5: 0.9767 (0.9705) loss_giou: 0.6064 (0.5467) loss_giou_aux_0: 0.6283 (0.5714) loss_giou_aux_1: 0.6110 (0.5523) loss_giou_aux_2: 0.6045 (0.5478) loss_giou_aux_3: 0.6064 (0.5469) loss_giou_aux_4: 0.6063 (0.5467) loss_giou_dn_0: 0.5556 (0.5457) loss_giou_dn_1: 0.4416 (0.4334) loss_giou_dn_2: 0.4280 (0.4165) loss_giou_dn_3: 0.4259 (0.4116) loss_giou_dn_4: 0.4249 (0.4106) loss_giou_dn_5: 0.4249 (0.4106) loss_giou_dn_pre: 0.5553 (0.5451) loss_giou_enc_0: 0.7063 (0.6415) loss_giou_pre: 0.6261 (0.5700) loss_ddf_aux_0: 0.0461 (0.0511) loss_ddf_aux_1: 0.0067 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2273 (0.2502) loss_ddf_dn_1: 0.0309 (0.0336) loss_ddf_dn_2: 0.0068 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6158 (0.6359) loss_vfl_aux_0: 0.6851 (0.7039) loss_vfl_aux_1: 0.6745 (0.6820) loss_vfl_aux_2: 0.6483 (0.6645) loss_vfl_aux_3: 0.6265 (0.6467) loss_vfl_aux_4: 0.6131 (0.6377) loss_vfl_dn_0: 0.4732 (0.4811) loss_vfl_dn_1: 0.4114 (0.4107) loss_vfl_dn_2: 0.3987 (0.3943) loss_vfl_dn_3: 0.3857 (0.3863) loss_vfl_dn_4: 0.3824 (0.3835) loss_vfl_dn_5: 0.3824 (0.3831) loss_vfl_dn_pre: 0.4736 (0.4816) loss_vfl_enc_0: 0.6849 (0.7123) loss_vfl_pre: 0.6912 (0.7060) time: 0.7373 data: 0.0264 max mem: 9142 Epoch: [60] [2900/3696] eta: 0:10:08 lr: 0.000013 loss: 30.6353 (30.6855) loss_bbox: 0.1563 (0.1647) loss_bbox_aux_0: 0.1692 (0.1764) loss_bbox_aux_1: 0.1595 (0.1673) loss_bbox_aux_2: 0.1565 (0.1653) loss_bbox_aux_3: 0.1566 (0.1648) loss_bbox_aux_4: 0.1563 (0.1647) loss_bbox_dn_0: 0.2177 (0.2254) loss_bbox_dn_1: 0.1635 (0.1646) loss_bbox_dn_2: 0.1531 (0.1545) loss_bbox_dn_3: 0.1527 (0.1513) loss_bbox_dn_4: 0.1514 (0.1506) loss_bbox_dn_5: 0.1514 (0.1506) loss_bbox_dn_pre: 0.2254 (0.2314) loss_bbox_enc_0: 0.2050 (0.2079) loss_bbox_pre: 0.1694 (0.1766) loss_dfl: 0.9603 (0.9562) loss_fgl_aux_0: 0.9962 (0.9873) loss_fgl_aux_1: 0.9622 (0.9586) loss_fgl_aux_2: 0.9598 (0.9564) loss_fgl_aux_3: 0.9600 (0.9563) loss_fgl_aux_4: 0.9603 (0.9562) loss_fgl_dn_0: 1.0857 (1.0816) loss_fgl_dn_1: 0.9782 (0.9784) loss_fgl_dn_2: 0.9694 (0.9694) loss_fgl_dn_3: 0.9693 (0.9701) loss_fgl_dn_4: 0.9692 (0.9705) loss_fgl_dn_5: 0.9691 (0.9706) loss_giou: 0.5267 (0.5465) loss_giou_aux_0: 0.5494 (0.5711) loss_giou_aux_1: 0.5295 (0.5520) loss_giou_aux_2: 0.5268 (0.5475) loss_giou_aux_3: 0.5257 (0.5466) loss_giou_aux_4: 0.5266 (0.5465) loss_giou_dn_0: 0.5356 (0.5456) loss_giou_dn_1: 0.4256 (0.4333) loss_giou_dn_2: 0.4145 (0.4164) loss_giou_dn_3: 0.4094 (0.4115) loss_giou_dn_4: 0.4084 (0.4105) loss_giou_dn_5: 0.4088 (0.4105) loss_giou_dn_pre: 0.5383 (0.5450) loss_giou_enc_0: 0.6114 (0.6413) loss_giou_pre: 0.5479 (0.5698) loss_ddf_aux_0: 0.0475 (0.0510) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2479 (0.2501) loss_ddf_dn_1: 0.0351 (0.0336) loss_ddf_dn_2: 0.0076 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6362 (0.6361) loss_vfl_aux_0: 0.7047 (0.7040) loss_vfl_aux_1: 0.6930 (0.6822) loss_vfl_aux_2: 0.6667 (0.6647) loss_vfl_aux_3: 0.6438 (0.6468) loss_vfl_aux_4: 0.6383 (0.6379) loss_vfl_dn_0: 0.4813 (0.4811) loss_vfl_dn_1: 0.4075 (0.4107) loss_vfl_dn_2: 0.3886 (0.3944) loss_vfl_dn_3: 0.3809 (0.3863) loss_vfl_dn_4: 0.3793 (0.3835) loss_vfl_dn_5: 0.3789 (0.3831) loss_vfl_dn_pre: 0.4828 (0.4816) loss_vfl_enc_0: 0.6978 (0.7124) loss_vfl_pre: 0.7141 (0.7061) time: 0.7635 data: 0.0304 max mem: 9142 Epoch: [60] [3000/3696] eta: 0:08:52 lr: 0.000013 loss: 31.2292 (30.6884) loss_bbox: 0.1721 (0.1647) loss_bbox_aux_0: 0.1788 (0.1764) loss_bbox_aux_1: 0.1719 (0.1674) loss_bbox_aux_2: 0.1712 (0.1653) loss_bbox_aux_3: 0.1722 (0.1648) loss_bbox_aux_4: 0.1722 (0.1647) loss_bbox_dn_0: 0.2232 (0.2255) loss_bbox_dn_1: 0.1573 (0.1648) loss_bbox_dn_2: 0.1466 (0.1547) loss_bbox_dn_3: 0.1430 (0.1515) loss_bbox_dn_4: 0.1431 (0.1508) loss_bbox_dn_5: 0.1431 (0.1508) loss_bbox_dn_pre: 0.2377 (0.2315) loss_bbox_enc_0: 0.1980 (0.2080) loss_bbox_pre: 0.1806 (0.1766) loss_dfl: 0.9701 (0.9563) loss_fgl_aux_0: 1.0012 (0.9873) loss_fgl_aux_1: 0.9732 (0.9587) loss_fgl_aux_2: 0.9703 (0.9564) loss_fgl_aux_3: 0.9706 (0.9563) loss_fgl_aux_4: 0.9703 (0.9563) loss_fgl_dn_0: 1.0849 (1.0816) loss_fgl_dn_1: 0.9796 (0.9784) loss_fgl_dn_2: 0.9672 (0.9694) loss_fgl_dn_3: 0.9669 (0.9701) loss_fgl_dn_4: 0.9674 (0.9706) loss_fgl_dn_5: 0.9674 (0.9706) loss_giou: 0.5426 (0.5465) loss_giou_aux_0: 0.5622 (0.5711) loss_giou_aux_1: 0.5466 (0.5520) loss_giou_aux_2: 0.5430 (0.5475) loss_giou_aux_3: 0.5426 (0.5466) loss_giou_aux_4: 0.5427 (0.5465) loss_giou_dn_0: 0.5550 (0.5456) loss_giou_dn_1: 0.4488 (0.4334) loss_giou_dn_2: 0.4319 (0.4165) loss_giou_dn_3: 0.4258 (0.4116) loss_giou_dn_4: 0.4238 (0.4105) loss_giou_dn_5: 0.4238 (0.4105) loss_giou_dn_pre: 0.5526 (0.5450) loss_giou_enc_0: 0.6368 (0.6413) loss_giou_pre: 0.5624 (0.5697) loss_ddf_aux_0: 0.0505 (0.0510) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2393 (0.2500) loss_ddf_dn_1: 0.0340 (0.0336) loss_ddf_dn_2: 0.0077 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6424 (0.6363) loss_vfl_aux_0: 0.7078 (0.7040) loss_vfl_aux_1: 0.6982 (0.6824) loss_vfl_aux_2: 0.6660 (0.6648) loss_vfl_aux_3: 0.6423 (0.6470) loss_vfl_aux_4: 0.6392 (0.6381) loss_vfl_dn_0: 0.4822 (0.4812) loss_vfl_dn_1: 0.4133 (0.4108) loss_vfl_dn_2: 0.3964 (0.3944) loss_vfl_dn_3: 0.3864 (0.3864) loss_vfl_dn_4: 0.3841 (0.3836) loss_vfl_dn_5: 0.3837 (0.3832) loss_vfl_dn_pre: 0.4829 (0.4817) loss_vfl_enc_0: 0.7042 (0.7125) loss_vfl_pre: 0.7075 (0.7061) time: 0.7368 data: 0.0318 max mem: 9142 Epoch: [60] [3100/3696] eta: 0:07:36 lr: 0.000013 loss: 30.8236 (30.6931) loss_bbox: 0.1534 (0.1647) loss_bbox_aux_0: 0.1663 (0.1764) loss_bbox_aux_1: 0.1599 (0.1674) loss_bbox_aux_2: 0.1550 (0.1653) loss_bbox_aux_3: 0.1535 (0.1648) loss_bbox_aux_4: 0.1534 (0.1647) loss_bbox_dn_0: 0.2011 (0.2254) loss_bbox_dn_1: 0.1540 (0.1647) loss_bbox_dn_2: 0.1449 (0.1546) loss_bbox_dn_3: 0.1395 (0.1515) loss_bbox_dn_4: 0.1373 (0.1508) loss_bbox_dn_5: 0.1373 (0.1508) loss_bbox_dn_pre: 0.2035 (0.2314) loss_bbox_enc_0: 0.1962 (0.2079) loss_bbox_pre: 0.1663 (0.1766) loss_dfl: 0.9713 (0.9564) loss_fgl_aux_0: 0.9944 (0.9874) loss_fgl_aux_1: 0.9747 (0.9587) loss_fgl_aux_2: 0.9715 (0.9565) loss_fgl_aux_3: 0.9712 (0.9564) loss_fgl_aux_4: 0.9712 (0.9564) loss_fgl_dn_0: 1.0798 (1.0816) loss_fgl_dn_1: 0.9905 (0.9786) loss_fgl_dn_2: 0.9841 (0.9696) loss_fgl_dn_3: 0.9842 (0.9703) loss_fgl_dn_4: 0.9847 (0.9708) loss_fgl_dn_5: 0.9848 (0.9708) loss_giou: 0.5572 (0.5468) loss_giou_aux_0: 0.5890 (0.5713) loss_giou_aux_1: 0.5653 (0.5522) loss_giou_aux_2: 0.5591 (0.5478) loss_giou_aux_3: 0.5583 (0.5469) loss_giou_aux_4: 0.5572 (0.5468) loss_giou_dn_0: 0.5720 (0.5458) loss_giou_dn_1: 0.4526 (0.4336) loss_giou_dn_2: 0.4338 (0.4167) loss_giou_dn_3: 0.4264 (0.4118) loss_giou_dn_4: 0.4256 (0.4107) loss_giou_dn_5: 0.4256 (0.4107) loss_giou_dn_pre: 0.5702 (0.5452) loss_giou_enc_0: 0.6734 (0.6415) loss_giou_pre: 0.5847 (0.5700) loss_ddf_aux_0: 0.0471 (0.0509) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2442 (0.2499) loss_ddf_dn_1: 0.0342 (0.0336) loss_ddf_dn_2: 0.0077 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6387 (0.6363) loss_vfl_aux_0: 0.7051 (0.7040) loss_vfl_aux_1: 0.6843 (0.6824) loss_vfl_aux_2: 0.6743 (0.6649) loss_vfl_aux_3: 0.6605 (0.6471) loss_vfl_aux_4: 0.6431 (0.6382) loss_vfl_dn_0: 0.4819 (0.4812) loss_vfl_dn_1: 0.4186 (0.4109) loss_vfl_dn_2: 0.4048 (0.3945) loss_vfl_dn_3: 0.3918 (0.3865) loss_vfl_dn_4: 0.3901 (0.3837) loss_vfl_dn_5: 0.3887 (0.3833) loss_vfl_dn_pre: 0.4819 (0.4817) loss_vfl_enc_0: 0.6884 (0.7123) loss_vfl_pre: 0.7032 (0.7060) time: 0.7686 data: 0.0335 max mem: 9142 Epoch: [60] [3200/3696] eta: 0:06:19 lr: 0.000013 loss: 30.7936 (30.6941) loss_bbox: 0.1496 (0.1647) loss_bbox_aux_0: 0.1675 (0.1764) loss_bbox_aux_1: 0.1545 (0.1673) loss_bbox_aux_2: 0.1515 (0.1653) loss_bbox_aux_3: 0.1502 (0.1648) loss_bbox_aux_4: 0.1495 (0.1647) loss_bbox_dn_0: 0.2175 (0.2253) loss_bbox_dn_1: 0.1499 (0.1646) loss_bbox_dn_2: 0.1411 (0.1545) loss_bbox_dn_3: 0.1355 (0.1514) loss_bbox_dn_4: 0.1343 (0.1507) loss_bbox_dn_5: 0.1343 (0.1507) loss_bbox_dn_pre: 0.2202 (0.2313) loss_bbox_enc_0: 0.2018 (0.2079) loss_bbox_pre: 0.1650 (0.1766) loss_dfl: 0.9552 (0.9563) loss_fgl_aux_0: 0.9847 (0.9874) loss_fgl_aux_1: 0.9563 (0.9587) loss_fgl_aux_2: 0.9564 (0.9565) loss_fgl_aux_3: 0.9556 (0.9563) loss_fgl_aux_4: 0.9551 (0.9563) loss_fgl_dn_0: 1.0928 (1.0817) loss_fgl_dn_1: 0.9891 (0.9786) loss_fgl_dn_2: 0.9794 (0.9697) loss_fgl_dn_3: 0.9801 (0.9703) loss_fgl_dn_4: 0.9810 (0.9708) loss_fgl_dn_5: 0.9810 (0.9708) loss_giou: 0.5575 (0.5469) loss_giou_aux_0: 0.5842 (0.5715) loss_giou_aux_1: 0.5660 (0.5524) loss_giou_aux_2: 0.5624 (0.5479) loss_giou_aux_3: 0.5602 (0.5470) loss_giou_aux_4: 0.5578 (0.5469) loss_giou_dn_0: 0.5478 (0.5458) loss_giou_dn_1: 0.4333 (0.4336) loss_giou_dn_2: 0.4156 (0.4167) loss_giou_dn_3: 0.4103 (0.4118) loss_giou_dn_4: 0.4095 (0.4107) loss_giou_dn_5: 0.4095 (0.4107) loss_giou_dn_pre: 0.5482 (0.5452) loss_giou_enc_0: 0.6475 (0.6417) loss_giou_pre: 0.5826 (0.5701) loss_ddf_aux_0: 0.0567 (0.0510) loss_ddf_aux_1: 0.0078 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2488 (0.2499) loss_ddf_dn_1: 0.0337 (0.0336) loss_ddf_dn_2: 0.0065 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6181 (0.6364) loss_vfl_aux_0: 0.6788 (0.7040) loss_vfl_aux_1: 0.6611 (0.6825) loss_vfl_aux_2: 0.6430 (0.6650) loss_vfl_aux_3: 0.6192 (0.6472) loss_vfl_aux_4: 0.6218 (0.6383) loss_vfl_dn_0: 0.4749 (0.4812) loss_vfl_dn_1: 0.4084 (0.4108) loss_vfl_dn_2: 0.3931 (0.3945) loss_vfl_dn_3: 0.3816 (0.3865) loss_vfl_dn_4: 0.3813 (0.3837) loss_vfl_dn_5: 0.3802 (0.3832) loss_vfl_dn_pre: 0.4745 (0.4817) loss_vfl_enc_0: 0.6933 (0.7123) loss_vfl_pre: 0.6772 (0.7061) time: 0.7534 data: 0.0291 max mem: 9142 Epoch: [60] [3300/3696] eta: 0:05:02 lr: 0.000013 loss: 30.7293 (30.6973) loss_bbox: 0.1592 (0.1646) loss_bbox_aux_0: 0.1739 (0.1763) loss_bbox_aux_1: 0.1643 (0.1672) loss_bbox_aux_2: 0.1615 (0.1652) loss_bbox_aux_3: 0.1595 (0.1647) loss_bbox_aux_4: 0.1593 (0.1646) loss_bbox_dn_0: 0.2127 (0.2253) loss_bbox_dn_1: 0.1626 (0.1646) loss_bbox_dn_2: 0.1575 (0.1545) loss_bbox_dn_3: 0.1530 (0.1514) loss_bbox_dn_4: 0.1524 (0.1507) loss_bbox_dn_5: 0.1524 (0.1507) loss_bbox_dn_pre: 0.2182 (0.2313) loss_bbox_enc_0: 0.2048 (0.2078) loss_bbox_pre: 0.1741 (0.1765) loss_dfl: 0.9590 (0.9565) loss_fgl_aux_0: 0.9893 (0.9875) loss_fgl_aux_1: 0.9594 (0.9589) loss_fgl_aux_2: 0.9593 (0.9566) loss_fgl_aux_3: 0.9591 (0.9565) loss_fgl_aux_4: 0.9591 (0.9565) loss_fgl_dn_0: 1.0794 (1.0817) loss_fgl_dn_1: 0.9791 (0.9787) loss_fgl_dn_2: 0.9719 (0.9697) loss_fgl_dn_3: 0.9726 (0.9704) loss_fgl_dn_4: 0.9733 (0.9709) loss_fgl_dn_5: 0.9733 (0.9709) loss_giou: 0.5281 (0.5468) loss_giou_aux_0: 0.5508 (0.5714) loss_giou_aux_1: 0.5321 (0.5523) loss_giou_aux_2: 0.5282 (0.5478) loss_giou_aux_3: 0.5278 (0.5470) loss_giou_aux_4: 0.5284 (0.5468) loss_giou_dn_0: 0.5551 (0.5459) loss_giou_dn_1: 0.4487 (0.4337) loss_giou_dn_2: 0.4278 (0.4168) loss_giou_dn_3: 0.4225 (0.4119) loss_giou_dn_4: 0.4209 (0.4108) loss_giou_dn_5: 0.4208 (0.4108) loss_giou_dn_pre: 0.5523 (0.5453) loss_giou_enc_0: 0.6291 (0.6416) loss_giou_pre: 0.5499 (0.5700) loss_ddf_aux_0: 0.0550 (0.0511) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2519 (0.2498) loss_ddf_dn_1: 0.0330 (0.0337) loss_ddf_dn_2: 0.0072 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6493 (0.6368) loss_vfl_aux_0: 0.7311 (0.7044) loss_vfl_aux_1: 0.6880 (0.6828) loss_vfl_aux_2: 0.6724 (0.6653) loss_vfl_aux_3: 0.6539 (0.6476) loss_vfl_aux_4: 0.6581 (0.6387) loss_vfl_dn_0: 0.4832 (0.4812) loss_vfl_dn_1: 0.4105 (0.4109) loss_vfl_dn_2: 0.3923 (0.3945) loss_vfl_dn_3: 0.3846 (0.3865) loss_vfl_dn_4: 0.3833 (0.3837) loss_vfl_dn_5: 0.3822 (0.3833) loss_vfl_dn_pre: 0.4821 (0.4817) loss_vfl_enc_0: 0.7261 (0.7124) loss_vfl_pre: 0.7231 (0.7064) time: 0.7282 data: 0.0233 max mem: 9142 Epoch: [60] [3400/3696] eta: 0:03:46 lr: 0.000013 loss: 30.6512 (30.6984) loss_bbox: 0.1671 (0.1645) loss_bbox_aux_0: 0.1790 (0.1762) loss_bbox_aux_1: 0.1675 (0.1672) loss_bbox_aux_2: 0.1674 (0.1651) loss_bbox_aux_3: 0.1671 (0.1646) loss_bbox_aux_4: 0.1671 (0.1645) loss_bbox_dn_0: 0.2146 (0.2252) loss_bbox_dn_1: 0.1560 (0.1645) loss_bbox_dn_2: 0.1503 (0.1544) loss_bbox_dn_3: 0.1467 (0.1513) loss_bbox_dn_4: 0.1463 (0.1506) loss_bbox_dn_5: 0.1463 (0.1506) loss_bbox_dn_pre: 0.2194 (0.2311) loss_bbox_enc_0: 0.2081 (0.2077) loss_bbox_pre: 0.1787 (0.1764) loss_dfl: 0.9497 (0.9565) loss_fgl_aux_0: 0.9881 (0.9876) loss_fgl_aux_1: 0.9561 (0.9589) loss_fgl_aux_2: 0.9495 (0.9567) loss_fgl_aux_3: 0.9494 (0.9565) loss_fgl_aux_4: 0.9496 (0.9565) loss_fgl_dn_0: 1.0871 (1.0817) loss_fgl_dn_1: 0.9855 (0.9787) loss_fgl_dn_2: 0.9783 (0.9697) loss_fgl_dn_3: 0.9788 (0.9704) loss_fgl_dn_4: 0.9787 (0.9709) loss_fgl_dn_5: 0.9787 (0.9709) loss_giou: 0.5729 (0.5471) loss_giou_aux_0: 0.6091 (0.5717) loss_giou_aux_1: 0.5806 (0.5526) loss_giou_aux_2: 0.5736 (0.5481) loss_giou_aux_3: 0.5737 (0.5472) loss_giou_aux_4: 0.5728 (0.5471) loss_giou_dn_0: 0.5689 (0.5461) loss_giou_dn_1: 0.4598 (0.4337) loss_giou_dn_2: 0.4400 (0.4168) loss_giou_dn_3: 0.4359 (0.4119) loss_giou_dn_4: 0.4339 (0.4109) loss_giou_dn_5: 0.4336 (0.4109) loss_giou_dn_pre: 0.5680 (0.5454) loss_giou_enc_0: 0.6812 (0.6420) loss_giou_pre: 0.6079 (0.5703) loss_ddf_aux_0: 0.0529 (0.0510) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2363 (0.2497) loss_ddf_dn_1: 0.0330 (0.0337) loss_ddf_dn_2: 0.0071 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6230 (0.6368) loss_vfl_aux_0: 0.6902 (0.7044) loss_vfl_aux_1: 0.6769 (0.6827) loss_vfl_aux_2: 0.6548 (0.6652) loss_vfl_aux_3: 0.6260 (0.6475) loss_vfl_aux_4: 0.6191 (0.6386) loss_vfl_dn_0: 0.4762 (0.4812) loss_vfl_dn_1: 0.4133 (0.4109) loss_vfl_dn_2: 0.3969 (0.3946) loss_vfl_dn_3: 0.3870 (0.3866) loss_vfl_dn_4: 0.3864 (0.3837) loss_vfl_dn_5: 0.3859 (0.3833) loss_vfl_dn_pre: 0.4772 (0.4817) loss_vfl_enc_0: 0.6868 (0.7122) loss_vfl_pre: 0.6952 (0.7064) time: 0.8020 data: 0.0305 max mem: 9142 Epoch: [60] [3500/3696] eta: 0:02:29 lr: 0.000013 loss: 30.1834 (30.6997) loss_bbox: 0.1563 (0.1645) loss_bbox_aux_0: 0.1664 (0.1762) loss_bbox_aux_1: 0.1582 (0.1671) loss_bbox_aux_2: 0.1571 (0.1650) loss_bbox_aux_3: 0.1565 (0.1645) loss_bbox_aux_4: 0.1562 (0.1645) loss_bbox_dn_0: 0.2331 (0.2252) loss_bbox_dn_1: 0.1710 (0.1645) loss_bbox_dn_2: 0.1608 (0.1544) loss_bbox_dn_3: 0.1571 (0.1513) loss_bbox_dn_4: 0.1559 (0.1506) loss_bbox_dn_5: 0.1559 (0.1506) loss_bbox_dn_pre: 0.2402 (0.2311) loss_bbox_enc_0: 0.1982 (0.2077) loss_bbox_pre: 0.1655 (0.1764) loss_dfl: 0.9717 (0.9567) loss_fgl_aux_0: 0.9992 (0.9878) loss_fgl_aux_1: 0.9718 (0.9590) loss_fgl_aux_2: 0.9682 (0.9568) loss_fgl_aux_3: 0.9709 (0.9567) loss_fgl_aux_4: 0.9716 (0.9566) loss_fgl_dn_0: 1.0800 (1.0817) loss_fgl_dn_1: 0.9821 (0.9787) loss_fgl_dn_2: 0.9707 (0.9697) loss_fgl_dn_3: 0.9715 (0.9704) loss_fgl_dn_4: 0.9722 (0.9709) loss_fgl_dn_5: 0.9721 (0.9709) loss_giou: 0.4991 (0.5470) loss_giou_aux_0: 0.5248 (0.5717) loss_giou_aux_1: 0.5054 (0.5525) loss_giou_aux_2: 0.5000 (0.5480) loss_giou_aux_3: 0.4985 (0.5472) loss_giou_aux_4: 0.4990 (0.5470) loss_giou_dn_0: 0.5322 (0.5462) loss_giou_dn_1: 0.4154 (0.4339) loss_giou_dn_2: 0.3980 (0.4170) loss_giou_dn_3: 0.3958 (0.4121) loss_giou_dn_4: 0.3958 (0.4110) loss_giou_dn_5: 0.3958 (0.4110) loss_giou_dn_pre: 0.5335 (0.5456) loss_giou_enc_0: 0.5960 (0.6420) loss_giou_pre: 0.5219 (0.5703) loss_ddf_aux_0: 0.0498 (0.0511) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2523 (0.2499) loss_ddf_dn_1: 0.0354 (0.0337) loss_ddf_dn_2: 0.0077 (0.0075) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6396 (0.6368) loss_vfl_aux_0: 0.6962 (0.7044) loss_vfl_aux_1: 0.6830 (0.6827) loss_vfl_aux_2: 0.6702 (0.6653) loss_vfl_aux_3: 0.6441 (0.6475) loss_vfl_aux_4: 0.6387 (0.6387) loss_vfl_dn_0: 0.4792 (0.4811) loss_vfl_dn_1: 0.4075 (0.4109) loss_vfl_dn_2: 0.3900 (0.3946) loss_vfl_dn_3: 0.3822 (0.3866) loss_vfl_dn_4: 0.3802 (0.3838) loss_vfl_dn_5: 0.3783 (0.3833) loss_vfl_dn_pre: 0.4794 (0.4816) loss_vfl_enc_0: 0.7207 (0.7121) loss_vfl_pre: 0.6982 (0.7064) time: 0.7471 data: 0.0283 max mem: 9142 Epoch: [60] [3600/3696] eta: 0:01:13 lr: 0.000013 loss: 30.9997 (30.7080) loss_bbox: 0.1736 (0.1645) loss_bbox_aux_0: 0.1835 (0.1763) loss_bbox_aux_1: 0.1767 (0.1672) loss_bbox_aux_2: 0.1730 (0.1651) loss_bbox_aux_3: 0.1734 (0.1646) loss_bbox_aux_4: 0.1735 (0.1645) loss_bbox_dn_0: 0.2331 (0.2252) loss_bbox_dn_1: 0.1730 (0.1646) loss_bbox_dn_2: 0.1617 (0.1545) loss_bbox_dn_3: 0.1591 (0.1513) loss_bbox_dn_4: 0.1590 (0.1506) loss_bbox_dn_5: 0.1590 (0.1506) loss_bbox_dn_pre: 0.2389 (0.2312) loss_bbox_enc_0: 0.2181 (0.2077) loss_bbox_pre: 0.1834 (0.1765) loss_dfl: 0.9580 (0.9567) loss_fgl_aux_0: 0.9916 (0.9878) loss_fgl_aux_1: 0.9627 (0.9591) loss_fgl_aux_2: 0.9578 (0.9568) loss_fgl_aux_3: 0.9574 (0.9567) loss_fgl_aux_4: 0.9582 (0.9567) loss_fgl_dn_0: 1.0762 (1.0818) loss_fgl_dn_1: 0.9747 (0.9788) loss_fgl_dn_2: 0.9659 (0.9698) loss_fgl_dn_3: 0.9656 (0.9705) loss_fgl_dn_4: 0.9662 (0.9710) loss_fgl_dn_5: 0.9662 (0.9710) loss_giou: 0.5121 (0.5473) loss_giou_aux_0: 0.5487 (0.5719) loss_giou_aux_1: 0.5195 (0.5528) loss_giou_aux_2: 0.5118 (0.5483) loss_giou_aux_3: 0.5123 (0.5474) loss_giou_aux_4: 0.5121 (0.5473) loss_giou_dn_0: 0.5310 (0.5464) loss_giou_dn_1: 0.4249 (0.4341) loss_giou_dn_2: 0.4072 (0.4171) loss_giou_dn_3: 0.4038 (0.4122) loss_giou_dn_4: 0.4026 (0.4111) loss_giou_dn_5: 0.4025 (0.4111) loss_giou_dn_pre: 0.5292 (0.5458) loss_giou_enc_0: 0.6044 (0.6422) loss_giou_pre: 0.5503 (0.5705) loss_ddf_aux_0: 0.0490 (0.0511) loss_ddf_aux_1: 0.0065 (0.0073) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0000 (0.0001) loss_ddf_dn_0: 0.2475 (0.2499) loss_ddf_dn_1: 0.0341 (0.0338) loss_ddf_dn_2: 0.0066 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6696 (0.6371) loss_vfl_aux_0: 0.7257 (0.7046) loss_vfl_aux_1: 0.7003 (0.6829) loss_vfl_aux_2: 0.6888 (0.6656) loss_vfl_aux_3: 0.6726 (0.6477) loss_vfl_aux_4: 0.6693 (0.6390) loss_vfl_dn_0: 0.4821 (0.4813) loss_vfl_dn_1: 0.4194 (0.4111) loss_vfl_dn_2: 0.3994 (0.3947) loss_vfl_dn_3: 0.3931 (0.3867) loss_vfl_dn_4: 0.3887 (0.3839) loss_vfl_dn_5: 0.3885 (0.3835) loss_vfl_dn_pre: 0.4838 (0.4817) loss_vfl_enc_0: 0.7413 (0.7123) loss_vfl_pre: 0.7379 (0.7067) time: 0.7279 data: 0.0267 max mem: 9142 Epoch: [60] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 30.6891 (30.7113) loss_bbox: 0.1536 (0.1645) loss_bbox_aux_0: 0.1728 (0.1762) loss_bbox_aux_1: 0.1581 (0.1672) loss_bbox_aux_2: 0.1551 (0.1651) loss_bbox_aux_3: 0.1536 (0.1646) loss_bbox_aux_4: 0.1536 (0.1645) loss_bbox_dn_0: 0.2280 (0.2252) loss_bbox_dn_1: 0.1605 (0.1646) loss_bbox_dn_2: 0.1514 (0.1545) loss_bbox_dn_3: 0.1498 (0.1513) loss_bbox_dn_4: 0.1493 (0.1506) loss_bbox_dn_5: 0.1494 (0.1506) loss_bbox_dn_pre: 0.2300 (0.2312) loss_bbox_enc_0: 0.2062 (0.2077) loss_bbox_pre: 0.1734 (0.1764) loss_dfl: 0.9811 (0.9567) loss_fgl_aux_0: 1.0128 (0.9878) loss_fgl_aux_1: 0.9856 (0.9591) loss_fgl_aux_2: 0.9820 (0.9569) loss_fgl_aux_3: 0.9816 (0.9568) loss_fgl_aux_4: 0.9812 (0.9567) loss_fgl_dn_0: 1.0879 (1.0818) loss_fgl_dn_1: 0.9834 (0.9788) loss_fgl_dn_2: 0.9764 (0.9699) loss_fgl_dn_3: 0.9753 (0.9706) loss_fgl_dn_4: 0.9753 (0.9710) loss_fgl_dn_5: 0.9753 (0.9710) loss_giou: 0.5167 (0.5473) loss_giou_aux_0: 0.5440 (0.5720) loss_giou_aux_1: 0.5282 (0.5528) loss_giou_aux_2: 0.5208 (0.5483) loss_giou_aux_3: 0.5163 (0.5474) loss_giou_aux_4: 0.5166 (0.5473) loss_giou_dn_0: 0.5427 (0.5466) loss_giou_dn_1: 0.4306 (0.4342) loss_giou_dn_2: 0.4165 (0.4172) loss_giou_dn_3: 0.4085 (0.4123) loss_giou_dn_4: 0.4088 (0.4113) loss_giou_dn_5: 0.4090 (0.4113) loss_giou_dn_pre: 0.5410 (0.5459) loss_giou_enc_0: 0.6113 (0.6422) loss_giou_pre: 0.5420 (0.5706) loss_ddf_aux_0: 0.0525 (0.0511) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2545 (0.2501) loss_ddf_dn_1: 0.0343 (0.0338) loss_ddf_dn_2: 0.0078 (0.0075) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6309 (0.6373) loss_vfl_aux_0: 0.7098 (0.7047) loss_vfl_aux_1: 0.6877 (0.6831) loss_vfl_aux_2: 0.6600 (0.6658) loss_vfl_aux_3: 0.6439 (0.6479) loss_vfl_aux_4: 0.6394 (0.6392) loss_vfl_dn_0: 0.4794 (0.4813) loss_vfl_dn_1: 0.4125 (0.4111) loss_vfl_dn_2: 0.3990 (0.3948) loss_vfl_dn_3: 0.3925 (0.3868) loss_vfl_dn_4: 0.3900 (0.3840) loss_vfl_dn_5: 0.3889 (0.3836) loss_vfl_dn_pre: 0.4804 (0.4818) loss_vfl_enc_0: 0.7054 (0.7123) loss_vfl_pre: 0.7120 (0.7068) time: 0.7550 data: 0.0262 max mem: 9142 Epoch: [60] Total time: 0:47:10 (0.7658 s / it) Averaged stats: lr: 0.000013 loss: 30.6891 (30.7113) loss_bbox: 0.1536 (0.1645) loss_bbox_aux_0: 0.1728 (0.1762) loss_bbox_aux_1: 0.1581 (0.1672) loss_bbox_aux_2: 0.1551 (0.1651) loss_bbox_aux_3: 0.1536 (0.1646) loss_bbox_aux_4: 0.1536 (0.1645) loss_bbox_dn_0: 0.2280 (0.2252) loss_bbox_dn_1: 0.1605 (0.1646) loss_bbox_dn_2: 0.1514 (0.1545) loss_bbox_dn_3: 0.1498 (0.1513) loss_bbox_dn_4: 0.1493 (0.1506) loss_bbox_dn_5: 0.1494 (0.1506) loss_bbox_dn_pre: 0.2300 (0.2312) loss_bbox_enc_0: 0.2062 (0.2077) loss_bbox_pre: 0.1734 (0.1764) loss_dfl: 0.9811 (0.9567) loss_fgl_aux_0: 1.0128 (0.9878) loss_fgl_aux_1: 0.9856 (0.9591) loss_fgl_aux_2: 0.9820 (0.9569) loss_fgl_aux_3: 0.9816 (0.9568) loss_fgl_aux_4: 0.9812 (0.9567) loss_fgl_dn_0: 1.0879 (1.0818) loss_fgl_dn_1: 0.9834 (0.9788) loss_fgl_dn_2: 0.9764 (0.9699) loss_fgl_dn_3: 0.9753 (0.9706) loss_fgl_dn_4: 0.9753 (0.9710) loss_fgl_dn_5: 0.9753 (0.9710) loss_giou: 0.5167 (0.5473) loss_giou_aux_0: 0.5440 (0.5720) loss_giou_aux_1: 0.5282 (0.5528) loss_giou_aux_2: 0.5208 (0.5483) loss_giou_aux_3: 0.5163 (0.5474) loss_giou_aux_4: 0.5166 (0.5473) loss_giou_dn_0: 0.5427 (0.5466) loss_giou_dn_1: 0.4306 (0.4342) loss_giou_dn_2: 0.4165 (0.4172) loss_giou_dn_3: 0.4085 (0.4123) loss_giou_dn_4: 0.4088 (0.4113) loss_giou_dn_5: 0.4090 (0.4113) loss_giou_dn_pre: 0.5410 (0.5459) loss_giou_enc_0: 0.6113 (0.6422) loss_giou_pre: 0.5420 (0.5706) loss_ddf_aux_0: 0.0525 (0.0511) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2545 (0.2501) loss_ddf_dn_1: 0.0343 (0.0338) loss_ddf_dn_2: 0.0078 (0.0075) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6309 (0.6373) loss_vfl_aux_0: 0.7098 (0.7047) loss_vfl_aux_1: 0.6877 (0.6831) loss_vfl_aux_2: 0.6600 (0.6658) loss_vfl_aux_3: 0.6439 (0.6479) loss_vfl_aux_4: 0.6394 (0.6392) loss_vfl_dn_0: 0.4794 (0.4813) loss_vfl_dn_1: 0.4125 (0.4111) loss_vfl_dn_2: 0.3990 (0.3948) loss_vfl_dn_3: 0.3925 (0.3868) loss_vfl_dn_4: 0.3900 (0.3840) loss_vfl_dn_5: 0.3889 (0.3836) loss_vfl_dn_pre: 0.4804 (0.4818) loss_vfl_enc_0: 0.7054 (0.7123) loss_vfl_pre: 0.7120 (0.7068) Test: [ 0/79] eta: 0:02:51 time: 2.1748 data: 1.6393 max mem: 9142 Test: [10/79] eta: 0:00:51 time: 0.7414 data: 0.2015 max mem: 9142 Test: [20/79] eta: 0:00:39 time: 0.6019 data: 0.0649 max mem: 9142 Test: [30/79] eta: 0:00:32 time: 0.6224 data: 0.0707 max mem: 9142 Test: [40/79] eta: 0:00:27 time: 0.7240 data: 0.0629 max mem: 9142 Test: [50/79] eta: 0:00:19 time: 0.7064 data: 0.0588 max mem: 9142 Test: [60/79] eta: 0:00:12 time: 0.6082 data: 0.0644 max mem: 9142 Test: [70/79] eta: 0:00:06 time: 0.7014 data: 0.0650 max mem: 9142 Test: [78/79] eta: 0:00:00 time: 0.6434 data: 0.0590 max mem: 9142 Test: Total time: 0:00:52 (0.6687 s / it) Averaged stats: Accumulating evaluation results... DONE (t=23.33s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.538 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.715 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.362 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.580 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.720 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.394 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.663 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.730 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.567 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.771 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 best_stat: {'epoch': 57, 'coco_eval_bbox': 0.5389768252152075} Epoch: [61] [ 0/3696] eta: 5:03:28 lr: 0.000013 loss: 32.2772 (32.2772) loss_bbox: 0.1801 (0.1801) loss_bbox_aux_0: 0.1913 (0.1913) loss_bbox_aux_1: 0.1851 (0.1851) loss_bbox_aux_2: 0.1804 (0.1804) loss_bbox_aux_3: 0.1801 (0.1801) loss_bbox_aux_4: 0.1800 (0.1800) loss_bbox_dn_0: 0.2152 (0.2152) loss_bbox_dn_1: 0.1713 (0.1713) loss_bbox_dn_2: 0.1670 (0.1670) loss_bbox_dn_3: 0.1651 (0.1651) loss_bbox_dn_4: 0.1653 (0.1653) loss_bbox_dn_5: 0.1655 (0.1655) loss_bbox_dn_pre: 0.2206 (0.2206) loss_bbox_enc_0: 0.2141 (0.2141) loss_bbox_pre: 0.1912 (0.1912) loss_dfl: 0.9752 (0.9752) loss_fgl_aux_0: 0.9955 (0.9955) loss_fgl_aux_1: 0.9716 (0.9716) loss_fgl_aux_2: 0.9753 (0.9753) loss_fgl_aux_3: 0.9752 (0.9752) loss_fgl_aux_4: 0.9754 (0.9754) loss_fgl_dn_0: 1.0954 (1.0954) loss_fgl_dn_1: 1.0165 (1.0165) loss_fgl_dn_2: 1.0178 (1.0178) loss_fgl_dn_3: 1.0202 (1.0202) loss_fgl_dn_4: 1.0208 (1.0208) loss_fgl_dn_5: 1.0208 (1.0208) loss_giou: 0.6395 (0.6395) loss_giou_aux_0: 0.6642 (0.6642) loss_giou_aux_1: 0.6513 (0.6513) loss_giou_aux_2: 0.6409 (0.6409) loss_giou_aux_3: 0.6401 (0.6401) loss_giou_aux_4: 0.6393 (0.6393) loss_giou_dn_0: 0.6082 (0.6082) loss_giou_dn_1: 0.4924 (0.4924) loss_giou_dn_2: 0.4691 (0.4691) loss_giou_dn_3: 0.4621 (0.4621) loss_giou_dn_4: 0.4613 (0.4613) loss_giou_dn_5: 0.4613 (0.4613) loss_giou_dn_pre: 0.6106 (0.6106) loss_giou_enc_0: 0.7345 (0.7345) loss_giou_pre: 0.6617 (0.6617) loss_ddf_aux_0: 0.0458 (0.0458) loss_ddf_aux_1: 0.0065 (0.0065) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0000 (0.0000) loss_ddf_dn_0: 0.2218 (0.2218) loss_ddf_dn_1: 0.0301 (0.0301) loss_ddf_dn_2: 0.0057 (0.0057) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.6351 (0.6351) loss_vfl_aux_0: 0.6670 (0.6670) loss_vfl_aux_1: 0.6658 (0.6658) loss_vfl_aux_2: 0.6696 (0.6696) loss_vfl_aux_3: 0.6638 (0.6638) loss_vfl_aux_4: 0.6358 (0.6358) loss_vfl_dn_0: 0.4827 (0.4827) loss_vfl_dn_1: 0.4240 (0.4240) loss_vfl_dn_2: 0.4135 (0.4135) loss_vfl_dn_3: 0.4048 (0.4048) loss_vfl_dn_4: 0.4041 (0.4041) loss_vfl_dn_5: 0.4032 (0.4032) loss_vfl_dn_pre: 0.4832 (0.4832) loss_vfl_enc_0: 0.6752 (0.6752) loss_vfl_pre: 0.6685 (0.6685) time: 4.9265 data: 1.6783 max mem: 9142 Epoch: [61] [ 100/3696] eta: 0:48:38 lr: 0.000013 loss: 30.6027 (30.6121) loss_bbox: 0.1669 (0.1630) loss_bbox_aux_0: 0.1765 (0.1741) loss_bbox_aux_1: 0.1677 (0.1655) loss_bbox_aux_2: 0.1661 (0.1635) loss_bbox_aux_3: 0.1667 (0.1631) loss_bbox_aux_4: 0.1668 (0.1630) loss_bbox_dn_0: 0.2089 (0.2241) loss_bbox_dn_1: 0.1487 (0.1640) loss_bbox_dn_2: 0.1422 (0.1544) loss_bbox_dn_3: 0.1399 (0.1509) loss_bbox_dn_4: 0.1396 (0.1501) loss_bbox_dn_5: 0.1395 (0.1501) loss_bbox_dn_pre: 0.2187 (0.2306) loss_bbox_enc_0: 0.2092 (0.2052) loss_bbox_pre: 0.1756 (0.1743) loss_dfl: 0.9349 (0.9530) loss_fgl_aux_0: 0.9647 (0.9837) loss_fgl_aux_1: 0.9364 (0.9556) loss_fgl_aux_2: 0.9330 (0.9531) loss_fgl_aux_3: 0.9338 (0.9530) loss_fgl_aux_4: 0.9349 (0.9530) loss_fgl_dn_0: 1.0771 (1.0800) loss_fgl_dn_1: 0.9866 (0.9764) loss_fgl_dn_2: 0.9749 (0.9676) loss_fgl_dn_3: 0.9761 (0.9684) loss_fgl_dn_4: 0.9759 (0.9690) loss_fgl_dn_5: 0.9761 (0.9690) loss_giou: 0.5519 (0.5478) loss_giou_aux_0: 0.5667 (0.5723) loss_giou_aux_1: 0.5589 (0.5532) loss_giou_aux_2: 0.5550 (0.5489) loss_giou_aux_3: 0.5530 (0.5479) loss_giou_aux_4: 0.5519 (0.5477) loss_giou_dn_0: 0.5449 (0.5441) loss_giou_dn_1: 0.4278 (0.4325) loss_giou_dn_2: 0.4118 (0.4161) loss_giou_dn_3: 0.4097 (0.4108) loss_giou_dn_4: 0.4081 (0.4096) loss_giou_dn_5: 0.4081 (0.4096) loss_giou_dn_pre: 0.5433 (0.5438) loss_giou_enc_0: 0.6398 (0.6413) loss_giou_pre: 0.5644 (0.5710) loss_ddf_aux_0: 0.0516 (0.0510) loss_ddf_aux_1: 0.0068 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2548 (0.2445) loss_ddf_dn_1: 0.0343 (0.0325) loss_ddf_dn_2: 0.0082 (0.0072) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6220 (0.6346) loss_vfl_aux_0: 0.6792 (0.6989) loss_vfl_aux_1: 0.6652 (0.6789) loss_vfl_aux_2: 0.6429 (0.6630) loss_vfl_aux_3: 0.6352 (0.6470) loss_vfl_aux_4: 0.6246 (0.6386) loss_vfl_dn_0: 0.4870 (0.4810) loss_vfl_dn_1: 0.4128 (0.4104) loss_vfl_dn_2: 0.3919 (0.3943) loss_vfl_dn_3: 0.3827 (0.3858) loss_vfl_dn_4: 0.3795 (0.3829) loss_vfl_dn_5: 0.3798 (0.3824) loss_vfl_dn_pre: 0.4852 (0.4814) loss_vfl_enc_0: 0.6829 (0.7124) loss_vfl_pre: 0.6901 (0.7012) time: 0.7904 data: 0.0358 max mem: 9142 Epoch: [61] [ 200/3696] eta: 0:46:16 lr: 0.000013 loss: 29.9340 (30.5865) loss_bbox: 0.1622 (0.1638) loss_bbox_aux_0: 0.1732 (0.1752) loss_bbox_aux_1: 0.1671 (0.1664) loss_bbox_aux_2: 0.1632 (0.1644) loss_bbox_aux_3: 0.1621 (0.1639) loss_bbox_aux_4: 0.1622 (0.1638) loss_bbox_dn_0: 0.2101 (0.2248) loss_bbox_dn_1: 0.1548 (0.1648) loss_bbox_dn_2: 0.1461 (0.1546) loss_bbox_dn_3: 0.1410 (0.1511) loss_bbox_dn_4: 0.1413 (0.1503) loss_bbox_dn_5: 0.1414 (0.1503) loss_bbox_dn_pre: 0.2110 (0.2313) loss_bbox_enc_0: 0.2012 (0.2068) loss_bbox_pre: 0.1716 (0.1756) loss_dfl: 0.9730 (0.9557) loss_fgl_aux_0: 1.0010 (0.9867) loss_fgl_aux_1: 0.9751 (0.9584) loss_fgl_aux_2: 0.9740 (0.9558) loss_fgl_aux_3: 0.9737 (0.9557) loss_fgl_aux_4: 0.9731 (0.9557) loss_fgl_dn_0: 1.0773 (1.0819) loss_fgl_dn_1: 0.9767 (0.9791) loss_fgl_dn_2: 0.9671 (0.9701) loss_fgl_dn_3: 0.9674 (0.9709) loss_fgl_dn_4: 0.9674 (0.9715) loss_fgl_dn_5: 0.9675 (0.9715) loss_giou: 0.4836 (0.5436) loss_giou_aux_0: 0.5117 (0.5674) loss_giou_aux_1: 0.4904 (0.5488) loss_giou_aux_2: 0.4853 (0.5448) loss_giou_aux_3: 0.4837 (0.5437) loss_giou_aux_4: 0.4835 (0.5436) loss_giou_dn_0: 0.5206 (0.5402) loss_giou_dn_1: 0.4074 (0.4296) loss_giou_dn_2: 0.3876 (0.4131) loss_giou_dn_3: 0.3794 (0.4079) loss_giou_dn_4: 0.3785 (0.4067) loss_giou_dn_5: 0.3785 (0.4067) loss_giou_dn_pre: 0.5201 (0.5398) loss_giou_enc_0: 0.5982 (0.6355) loss_giou_pre: 0.5093 (0.5661) loss_ddf_aux_0: 0.0480 (0.0501) loss_ddf_aux_1: 0.0065 (0.0070) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2414 (0.2461) loss_ddf_dn_1: 0.0340 (0.0337) loss_ddf_dn_2: 0.0072 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6251 (0.6338) loss_vfl_aux_0: 0.6724 (0.7002) loss_vfl_aux_1: 0.6569 (0.6766) loss_vfl_aux_2: 0.6446 (0.6599) loss_vfl_aux_3: 0.6307 (0.6442) loss_vfl_aux_4: 0.6289 (0.6369) loss_vfl_dn_0: 0.4818 (0.4812) loss_vfl_dn_1: 0.4036 (0.4104) loss_vfl_dn_2: 0.3866 (0.3942) loss_vfl_dn_3: 0.3789 (0.3857) loss_vfl_dn_4: 0.3762 (0.3828) loss_vfl_dn_5: 0.3764 (0.3823) loss_vfl_dn_pre: 0.4826 (0.4816) loss_vfl_enc_0: 0.6878 (0.7099) loss_vfl_pre: 0.6769 (0.7021) time: 0.7758 data: 0.0289 max mem: 9142 Epoch: [61] [ 300/3696] eta: 0:44:25 lr: 0.000013 loss: 30.4380 (30.5663) loss_bbox: 0.1488 (0.1633) loss_bbox_aux_0: 0.1570 (0.1750) loss_bbox_aux_1: 0.1531 (0.1660) loss_bbox_aux_2: 0.1496 (0.1639) loss_bbox_aux_3: 0.1489 (0.1634) loss_bbox_aux_4: 0.1488 (0.1633) loss_bbox_dn_0: 0.2078 (0.2248) loss_bbox_dn_1: 0.1531 (0.1645) loss_bbox_dn_2: 0.1449 (0.1543) loss_bbox_dn_3: 0.1407 (0.1509) loss_bbox_dn_4: 0.1402 (0.1502) loss_bbox_dn_5: 0.1401 (0.1502) loss_bbox_dn_pre: 0.2135 (0.2312) loss_bbox_enc_0: 0.1909 (0.2072) loss_bbox_pre: 0.1574 (0.1752) loss_dfl: 0.9581 (0.9555) loss_fgl_aux_0: 0.9928 (0.9867) loss_fgl_aux_1: 0.9636 (0.9580) loss_fgl_aux_2: 0.9588 (0.9555) loss_fgl_aux_3: 0.9587 (0.9555) loss_fgl_aux_4: 0.9583 (0.9555) loss_fgl_dn_0: 1.0866 (1.0820) loss_fgl_dn_1: 0.9825 (0.9785) loss_fgl_dn_2: 0.9735 (0.9694) loss_fgl_dn_3: 0.9763 (0.9701) loss_fgl_dn_4: 0.9767 (0.9707) loss_fgl_dn_5: 0.9767 (0.9707) loss_giou: 0.5556 (0.5424) loss_giou_aux_0: 0.5842 (0.5664) loss_giou_aux_1: 0.5617 (0.5478) loss_giou_aux_2: 0.5577 (0.5437) loss_giou_aux_3: 0.5563 (0.5426) loss_giou_aux_4: 0.5557 (0.5424) loss_giou_dn_0: 0.5334 (0.5397) loss_giou_dn_1: 0.4191 (0.4288) loss_giou_dn_2: 0.4070 (0.4122) loss_giou_dn_3: 0.4001 (0.4073) loss_giou_dn_4: 0.3990 (0.4061) loss_giou_dn_5: 0.3989 (0.4061) loss_giou_dn_pre: 0.5335 (0.5394) loss_giou_enc_0: 0.6568 (0.6358) loss_giou_pre: 0.5831 (0.5652) loss_ddf_aux_0: 0.0527 (0.0506) loss_ddf_aux_1: 0.0074 (0.0070) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2656 (0.2486) loss_ddf_dn_1: 0.0352 (0.0341) loss_ddf_dn_2: 0.0073 (0.0073) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6345 (0.6331) loss_vfl_aux_0: 0.7004 (0.7007) loss_vfl_aux_1: 0.6650 (0.6761) loss_vfl_aux_2: 0.6517 (0.6599) loss_vfl_aux_3: 0.6490 (0.6429) loss_vfl_aux_4: 0.6336 (0.6354) loss_vfl_dn_0: 0.4798 (0.4809) loss_vfl_dn_1: 0.4083 (0.4099) loss_vfl_dn_2: 0.3972 (0.3940) loss_vfl_dn_3: 0.3886 (0.3859) loss_vfl_dn_4: 0.3892 (0.3830) loss_vfl_dn_5: 0.3916 (0.3825) loss_vfl_dn_pre: 0.4801 (0.4814) loss_vfl_enc_0: 0.6952 (0.7100) loss_vfl_pre: 0.7004 (0.7031) time: 0.7606 data: 0.0279 max mem: 9142 Epoch: [61] [ 400/3696] eta: 0:43:33 lr: 0.000013 loss: 31.2486 (30.6007) loss_bbox: 0.1586 (0.1627) loss_bbox_aux_0: 0.1679 (0.1745) loss_bbox_aux_1: 0.1609 (0.1653) loss_bbox_aux_2: 0.1592 (0.1632) loss_bbox_aux_3: 0.1592 (0.1628) loss_bbox_aux_4: 0.1587 (0.1627) loss_bbox_dn_0: 0.2145 (0.2232) loss_bbox_dn_1: 0.1550 (0.1632) loss_bbox_dn_2: 0.1430 (0.1531) loss_bbox_dn_3: 0.1408 (0.1497) loss_bbox_dn_4: 0.1395 (0.1491) loss_bbox_dn_5: 0.1395 (0.1491) loss_bbox_dn_pre: 0.2159 (0.2294) loss_bbox_enc_0: 0.2021 (0.2062) loss_bbox_pre: 0.1700 (0.1747) loss_dfl: 0.9704 (0.9569) loss_fgl_aux_0: 0.9992 (0.9881) loss_fgl_aux_1: 0.9751 (0.9594) loss_fgl_aux_2: 0.9692 (0.9569) loss_fgl_aux_3: 0.9698 (0.9569) loss_fgl_aux_4: 0.9704 (0.9569) loss_fgl_dn_0: 1.0847 (1.0821) loss_fgl_dn_1: 0.9794 (0.9788) loss_fgl_dn_2: 0.9742 (0.9698) loss_fgl_dn_3: 0.9741 (0.9706) loss_fgl_dn_4: 0.9747 (0.9711) loss_fgl_dn_5: 0.9747 (0.9711) loss_giou: 0.5417 (0.5435) loss_giou_aux_0: 0.5681 (0.5676) loss_giou_aux_1: 0.5502 (0.5488) loss_giou_aux_2: 0.5419 (0.5448) loss_giou_aux_3: 0.5419 (0.5437) loss_giou_aux_4: 0.5419 (0.5435) loss_giou_dn_0: 0.5442 (0.5417) loss_giou_dn_1: 0.4347 (0.4306) loss_giou_dn_2: 0.4146 (0.4140) loss_giou_dn_3: 0.4073 (0.4090) loss_giou_dn_4: 0.4069 (0.4079) loss_giou_dn_5: 0.4069 (0.4079) loss_giou_dn_pre: 0.5436 (0.5412) loss_giou_enc_0: 0.6481 (0.6375) loss_giou_pre: 0.5672 (0.5663) loss_ddf_aux_0: 0.0519 (0.0508) loss_ddf_aux_1: 0.0070 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2436 (0.2495) loss_ddf_dn_1: 0.0324 (0.0340) loss_ddf_dn_2: 0.0070 (0.0073) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6520 (0.6348) loss_vfl_aux_0: 0.7219 (0.7015) loss_vfl_aux_1: 0.7024 (0.6778) loss_vfl_aux_2: 0.6909 (0.6609) loss_vfl_aux_3: 0.6689 (0.6444) loss_vfl_aux_4: 0.6583 (0.6368) loss_vfl_dn_0: 0.4877 (0.4811) loss_vfl_dn_1: 0.4222 (0.4104) loss_vfl_dn_2: 0.4056 (0.3946) loss_vfl_dn_3: 0.3954 (0.3866) loss_vfl_dn_4: 0.3915 (0.3837) loss_vfl_dn_5: 0.3902 (0.3832) loss_vfl_dn_pre: 0.4890 (0.4817) loss_vfl_enc_0: 0.7447 (0.7122) loss_vfl_pre: 0.7236 (0.7042) time: 0.7872 data: 0.0349 max mem: 9142 Epoch: [61] [ 500/3696] eta: 0:42:02 lr: 0.000013 loss: 30.0309 (30.5500) loss_bbox: 0.1572 (0.1621) loss_bbox_aux_0: 0.1750 (0.1741) loss_bbox_aux_1: 0.1601 (0.1648) loss_bbox_aux_2: 0.1579 (0.1626) loss_bbox_aux_3: 0.1572 (0.1622) loss_bbox_aux_4: 0.1572 (0.1621) loss_bbox_dn_0: 0.2200 (0.2228) loss_bbox_dn_1: 0.1555 (0.1625) loss_bbox_dn_2: 0.1487 (0.1525) loss_bbox_dn_3: 0.1469 (0.1492) loss_bbox_dn_4: 0.1464 (0.1485) loss_bbox_dn_5: 0.1464 (0.1485) loss_bbox_dn_pre: 0.2319 (0.2289) loss_bbox_enc_0: 0.2058 (0.2057) loss_bbox_pre: 0.1729 (0.1743) loss_dfl: 0.9595 (0.9564) loss_fgl_aux_0: 0.9883 (0.9877) loss_fgl_aux_1: 0.9582 (0.9589) loss_fgl_aux_2: 0.9595 (0.9565) loss_fgl_aux_3: 0.9595 (0.9564) loss_fgl_aux_4: 0.9595 (0.9564) loss_fgl_dn_0: 1.0760 (1.0821) loss_fgl_dn_1: 0.9680 (0.9782) loss_fgl_dn_2: 0.9588 (0.9692) loss_fgl_dn_3: 0.9596 (0.9700) loss_fgl_dn_4: 0.9600 (0.9705) loss_fgl_dn_5: 0.9600 (0.9705) loss_giou: 0.5048 (0.5420) loss_giou_aux_0: 0.5241 (0.5663) loss_giou_aux_1: 0.5120 (0.5473) loss_giou_aux_2: 0.5052 (0.5433) loss_giou_aux_3: 0.5052 (0.5422) loss_giou_aux_4: 0.5048 (0.5420) loss_giou_dn_0: 0.5157 (0.5403) loss_giou_dn_1: 0.3993 (0.4289) loss_giou_dn_2: 0.3845 (0.4124) loss_giou_dn_3: 0.3797 (0.4073) loss_giou_dn_4: 0.3780 (0.4062) loss_giou_dn_5: 0.3780 (0.4062) loss_giou_dn_pre: 0.5152 (0.5399) loss_giou_enc_0: 0.6095 (0.6360) loss_giou_pre: 0.5231 (0.5649) loss_ddf_aux_0: 0.0535 (0.0511) loss_ddf_aux_1: 0.0075 (0.0071) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2579 (0.2499) loss_ddf_dn_1: 0.0339 (0.0339) loss_ddf_dn_2: 0.0070 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6285 (0.6334) loss_vfl_aux_0: 0.6951 (0.7005) loss_vfl_aux_1: 0.6719 (0.6766) loss_vfl_aux_2: 0.6539 (0.6601) loss_vfl_aux_3: 0.6357 (0.6429) loss_vfl_aux_4: 0.6316 (0.6355) loss_vfl_dn_0: 0.4766 (0.4806) loss_vfl_dn_1: 0.4016 (0.4097) loss_vfl_dn_2: 0.3830 (0.3938) loss_vfl_dn_3: 0.3772 (0.3857) loss_vfl_dn_4: 0.3755 (0.3829) loss_vfl_dn_5: 0.3747 (0.3824) loss_vfl_dn_pre: 0.4774 (0.4811) loss_vfl_enc_0: 0.7045 (0.7107) loss_vfl_pre: 0.6976 (0.7030) time: 0.7903 data: 0.0361 max mem: 9142 Epoch: [61] [ 600/3696] eta: 0:40:20 lr: 0.000013 loss: 30.7565 (30.5900) loss_bbox: 0.1580 (0.1626) loss_bbox_aux_0: 0.1690 (0.1746) loss_bbox_aux_1: 0.1601 (0.1652) loss_bbox_aux_2: 0.1575 (0.1631) loss_bbox_aux_3: 0.1580 (0.1627) loss_bbox_aux_4: 0.1580 (0.1626) loss_bbox_dn_0: 0.2136 (0.2240) loss_bbox_dn_1: 0.1522 (0.1636) loss_bbox_dn_2: 0.1430 (0.1536) loss_bbox_dn_3: 0.1423 (0.1503) loss_bbox_dn_4: 0.1412 (0.1496) loss_bbox_dn_5: 0.1412 (0.1496) loss_bbox_dn_pre: 0.2212 (0.2302) loss_bbox_enc_0: 0.1940 (0.2063) loss_bbox_pre: 0.1692 (0.1748) loss_dfl: 0.9407 (0.9560) loss_fgl_aux_0: 0.9739 (0.9875) loss_fgl_aux_1: 0.9471 (0.9586) loss_fgl_aux_2: 0.9427 (0.9561) loss_fgl_aux_3: 0.9411 (0.9560) loss_fgl_aux_4: 0.9408 (0.9560) loss_fgl_dn_0: 1.0783 (1.0820) loss_fgl_dn_1: 0.9842 (0.9783) loss_fgl_dn_2: 0.9765 (0.9693) loss_fgl_dn_3: 0.9762 (0.9701) loss_fgl_dn_4: 0.9757 (0.9706) loss_fgl_dn_5: 0.9758 (0.9706) loss_giou: 0.5932 (0.5432) loss_giou_aux_0: 0.6140 (0.5674) loss_giou_aux_1: 0.5974 (0.5486) loss_giou_aux_2: 0.5906 (0.5444) loss_giou_aux_3: 0.5925 (0.5434) loss_giou_aux_4: 0.5932 (0.5432) loss_giou_dn_0: 0.5657 (0.5419) loss_giou_dn_1: 0.4529 (0.4303) loss_giou_dn_2: 0.4371 (0.4136) loss_giou_dn_3: 0.4320 (0.4086) loss_giou_dn_4: 0.4311 (0.4075) loss_giou_dn_5: 0.4311 (0.4075) loss_giou_dn_pre: 0.5670 (0.5415) loss_giou_enc_0: 0.6886 (0.6369) loss_giou_pre: 0.6161 (0.5661) loss_ddf_aux_0: 0.0484 (0.0511) loss_ddf_aux_1: 0.0074 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2498 (0.2504) loss_ddf_dn_1: 0.0342 (0.0341) loss_ddf_dn_2: 0.0074 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6193 (0.6341) loss_vfl_aux_0: 0.6800 (0.7013) loss_vfl_aux_1: 0.6537 (0.6774) loss_vfl_aux_2: 0.6615 (0.6614) loss_vfl_aux_3: 0.6286 (0.6439) loss_vfl_aux_4: 0.6226 (0.6363) loss_vfl_dn_0: 0.4830 (0.4811) loss_vfl_dn_1: 0.4085 (0.4102) loss_vfl_dn_2: 0.3916 (0.3941) loss_vfl_dn_3: 0.3841 (0.3861) loss_vfl_dn_4: 0.3828 (0.3833) loss_vfl_dn_5: 0.3829 (0.3828) loss_vfl_dn_pre: 0.4833 (0.4816) loss_vfl_enc_0: 0.6976 (0.7115) loss_vfl_pre: 0.6785 (0.7037) time: 0.7394 data: 0.0302 max mem: 9142 Epoch: [61] [ 700/3696] eta: 0:38:51 lr: 0.000013 loss: 30.7533 (30.6203) loss_bbox: 0.1603 (0.1627) loss_bbox_aux_0: 0.1651 (0.1747) loss_bbox_aux_1: 0.1574 (0.1654) loss_bbox_aux_2: 0.1587 (0.1632) loss_bbox_aux_3: 0.1607 (0.1628) loss_bbox_aux_4: 0.1603 (0.1627) loss_bbox_dn_0: 0.2283 (0.2240) loss_bbox_dn_1: 0.1736 (0.1638) loss_bbox_dn_2: 0.1607 (0.1538) loss_bbox_dn_3: 0.1567 (0.1505) loss_bbox_dn_4: 0.1552 (0.1498) loss_bbox_dn_5: 0.1552 (0.1497) loss_bbox_dn_pre: 0.2334 (0.2300) loss_bbox_enc_0: 0.1936 (0.2062) loss_bbox_pre: 0.1642 (0.1749) loss_dfl: 0.9714 (0.9571) loss_fgl_aux_0: 0.9996 (0.9883) loss_fgl_aux_1: 0.9722 (0.9596) loss_fgl_aux_2: 0.9709 (0.9572) loss_fgl_aux_3: 0.9713 (0.9571) loss_fgl_aux_4: 0.9712 (0.9571) loss_fgl_dn_0: 1.0816 (1.0821) loss_fgl_dn_1: 0.9858 (0.9788) loss_fgl_dn_2: 0.9763 (0.9700) loss_fgl_dn_3: 0.9778 (0.9707) loss_fgl_dn_4: 0.9787 (0.9712) loss_fgl_dn_5: 0.9787 (0.9712) loss_giou: 0.5127 (0.5435) loss_giou_aux_0: 0.5335 (0.5679) loss_giou_aux_1: 0.5131 (0.5489) loss_giou_aux_2: 0.5122 (0.5447) loss_giou_aux_3: 0.5113 (0.5436) loss_giou_aux_4: 0.5125 (0.5434) loss_giou_dn_0: 0.5364 (0.5425) loss_giou_dn_1: 0.4161 (0.4310) loss_giou_dn_2: 0.4031 (0.4142) loss_giou_dn_3: 0.3992 (0.4092) loss_giou_dn_4: 0.3986 (0.4081) loss_giou_dn_5: 0.3987 (0.4081) loss_giou_dn_pre: 0.5372 (0.5420) loss_giou_enc_0: 0.6122 (0.6374) loss_giou_pre: 0.5333 (0.5665) loss_ddf_aux_0: 0.0527 (0.0511) loss_ddf_aux_1: 0.0080 (0.0072) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2450 (0.2504) loss_ddf_dn_1: 0.0335 (0.0340) loss_ddf_dn_2: 0.0078 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6448 (0.6364) loss_vfl_aux_0: 0.6807 (0.7017) loss_vfl_aux_1: 0.6678 (0.6788) loss_vfl_aux_2: 0.6600 (0.6630) loss_vfl_aux_3: 0.6439 (0.6465) loss_vfl_aux_4: 0.6444 (0.6384) loss_vfl_dn_0: 0.4807 (0.4812) loss_vfl_dn_1: 0.4161 (0.4104) loss_vfl_dn_2: 0.3994 (0.3945) loss_vfl_dn_3: 0.3925 (0.3865) loss_vfl_dn_4: 0.3907 (0.3837) loss_vfl_dn_5: 0.3897 (0.3833) loss_vfl_dn_pre: 0.4821 (0.4817) loss_vfl_enc_0: 0.6902 (0.7117) loss_vfl_pre: 0.6843 (0.7040) time: 0.7607 data: 0.0317 max mem: 9142 Epoch: [61] [ 800/3696] eta: 0:37:16 lr: 0.000013 loss: 30.4880 (30.6200) loss_bbox: 0.1707 (0.1630) loss_bbox_aux_0: 0.1873 (0.1750) loss_bbox_aux_1: 0.1765 (0.1657) loss_bbox_aux_2: 0.1729 (0.1636) loss_bbox_aux_3: 0.1710 (0.1631) loss_bbox_aux_4: 0.1707 (0.1630) loss_bbox_dn_0: 0.2214 (0.2236) loss_bbox_dn_1: 0.1589 (0.1635) loss_bbox_dn_2: 0.1510 (0.1535) loss_bbox_dn_3: 0.1486 (0.1502) loss_bbox_dn_4: 0.1505 (0.1495) loss_bbox_dn_5: 0.1505 (0.1495) loss_bbox_dn_pre: 0.2265 (0.2296) loss_bbox_enc_0: 0.2128 (0.2063) loss_bbox_pre: 0.1851 (0.1752) loss_dfl: 0.9671 (0.9577) loss_fgl_aux_0: 0.9992 (0.9886) loss_fgl_aux_1: 0.9690 (0.9602) loss_fgl_aux_2: 0.9680 (0.9579) loss_fgl_aux_3: 0.9672 (0.9577) loss_fgl_aux_4: 0.9671 (0.9577) loss_fgl_dn_0: 1.0838 (1.0827) loss_fgl_dn_1: 0.9744 (0.9794) loss_fgl_dn_2: 0.9643 (0.9705) loss_fgl_dn_3: 0.9665 (0.9713) loss_fgl_dn_4: 0.9676 (0.9717) loss_fgl_dn_5: 0.9676 (0.9718) loss_giou: 0.5522 (0.5438) loss_giou_aux_0: 0.5785 (0.5681) loss_giou_aux_1: 0.5623 (0.5492) loss_giou_aux_2: 0.5587 (0.5450) loss_giou_aux_3: 0.5586 (0.5439) loss_giou_aux_4: 0.5522 (0.5438) loss_giou_dn_0: 0.5363 (0.5424) loss_giou_dn_1: 0.4318 (0.4308) loss_giou_dn_2: 0.4185 (0.4140) loss_giou_dn_3: 0.4143 (0.4091) loss_giou_dn_4: 0.4146 (0.4080) loss_giou_dn_5: 0.4147 (0.4080) loss_giou_dn_pre: 0.5353 (0.5418) loss_giou_enc_0: 0.6456 (0.6375) loss_giou_pre: 0.5772 (0.5667) loss_ddf_aux_0: 0.0498 (0.0510) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2485 (0.2501) loss_ddf_dn_1: 0.0339 (0.0341) loss_ddf_dn_2: 0.0072 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6163 (0.6351) loss_vfl_aux_0: 0.6758 (0.7004) loss_vfl_aux_1: 0.6401 (0.6775) loss_vfl_aux_2: 0.6381 (0.6616) loss_vfl_aux_3: 0.6322 (0.6452) loss_vfl_aux_4: 0.6235 (0.6371) loss_vfl_dn_0: 0.4810 (0.4815) loss_vfl_dn_1: 0.4092 (0.4107) loss_vfl_dn_2: 0.3954 (0.3948) loss_vfl_dn_3: 0.3868 (0.3867) loss_vfl_dn_4: 0.3827 (0.3839) loss_vfl_dn_5: 0.3813 (0.3835) loss_vfl_dn_pre: 0.4804 (0.4820) loss_vfl_enc_0: 0.6976 (0.7108) loss_vfl_pre: 0.6760 (0.7026) time: 0.7244 data: 0.0250 max mem: 9142 Epoch: [61] [ 900/3696] eta: 0:35:48 lr: 0.000013 loss: 30.2789 (30.6343) loss_bbox: 0.1592 (0.1632) loss_bbox_aux_0: 0.1706 (0.1752) loss_bbox_aux_1: 0.1616 (0.1659) loss_bbox_aux_2: 0.1599 (0.1638) loss_bbox_aux_3: 0.1594 (0.1633) loss_bbox_aux_4: 0.1592 (0.1633) loss_bbox_dn_0: 0.2246 (0.2236) loss_bbox_dn_1: 0.1685 (0.1636) loss_bbox_dn_2: 0.1612 (0.1536) loss_bbox_dn_3: 0.1563 (0.1503) loss_bbox_dn_4: 0.1559 (0.1497) loss_bbox_dn_5: 0.1559 (0.1496) loss_bbox_dn_pre: 0.2278 (0.2294) loss_bbox_enc_0: 0.2058 (0.2064) loss_bbox_pre: 0.1700 (0.1754) loss_dfl: 0.9631 (0.9579) loss_fgl_aux_0: 0.9955 (0.9887) loss_fgl_aux_1: 0.9664 (0.9604) loss_fgl_aux_2: 0.9639 (0.9581) loss_fgl_aux_3: 0.9633 (0.9579) loss_fgl_aux_4: 0.9631 (0.9579) loss_fgl_dn_0: 1.0843 (1.0828) loss_fgl_dn_1: 0.9817 (0.9798) loss_fgl_dn_2: 0.9758 (0.9710) loss_fgl_dn_3: 0.9769 (0.9717) loss_fgl_dn_4: 0.9773 (0.9722) loss_fgl_dn_5: 0.9773 (0.9722) loss_giou: 0.5294 (0.5443) loss_giou_aux_0: 0.5441 (0.5686) loss_giou_aux_1: 0.5283 (0.5498) loss_giou_aux_2: 0.5291 (0.5455) loss_giou_aux_3: 0.5291 (0.5445) loss_giou_aux_4: 0.5289 (0.5443) loss_giou_dn_0: 0.5186 (0.5428) loss_giou_dn_1: 0.4203 (0.4313) loss_giou_dn_2: 0.4048 (0.4144) loss_giou_dn_3: 0.3966 (0.4094) loss_giou_dn_4: 0.3949 (0.4083) loss_giou_dn_5: 0.3949 (0.4083) loss_giou_dn_pre: 0.5167 (0.5423) loss_giou_enc_0: 0.5963 (0.6380) loss_giou_pre: 0.5421 (0.5672) loss_ddf_aux_0: 0.0519 (0.0509) loss_ddf_aux_1: 0.0076 (0.0073) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2547 (0.2502) loss_ddf_dn_1: 0.0350 (0.0342) loss_ddf_dn_2: 0.0073 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6210 (0.6354) loss_vfl_aux_0: 0.6783 (0.7008) loss_vfl_aux_1: 0.6440 (0.6778) loss_vfl_aux_2: 0.6403 (0.6619) loss_vfl_aux_3: 0.6274 (0.6456) loss_vfl_aux_4: 0.6273 (0.6375) loss_vfl_dn_0: 0.4742 (0.4814) loss_vfl_dn_1: 0.4054 (0.4107) loss_vfl_dn_2: 0.3862 (0.3947) loss_vfl_dn_3: 0.3797 (0.3866) loss_vfl_dn_4: 0.3741 (0.3838) loss_vfl_dn_5: 0.3726 (0.3834) loss_vfl_dn_pre: 0.4753 (0.4819) loss_vfl_enc_0: 0.7068 (0.7113) loss_vfl_pre: 0.6817 (0.7029) time: 0.7310 data: 0.0239 max mem: 9142 Epoch: [61] [1000/3696] eta: 0:34:54 lr: 0.000013 loss: 30.6446 (30.6364) loss_bbox: 0.1551 (0.1638) loss_bbox_aux_0: 0.1689 (0.1757) loss_bbox_aux_1: 0.1569 (0.1664) loss_bbox_aux_2: 0.1554 (0.1644) loss_bbox_aux_3: 0.1556 (0.1639) loss_bbox_aux_4: 0.1552 (0.1638) loss_bbox_dn_0: 0.2080 (0.2245) loss_bbox_dn_1: 0.1533 (0.1642) loss_bbox_dn_2: 0.1464 (0.1542) loss_bbox_dn_3: 0.1440 (0.1509) loss_bbox_dn_4: 0.1404 (0.1501) loss_bbox_dn_5: 0.1404 (0.1501) loss_bbox_dn_pre: 0.2142 (0.2304) loss_bbox_enc_0: 0.1999 (0.2071) loss_bbox_pre: 0.1708 (0.1759) loss_dfl: 0.9573 (0.9575) loss_fgl_aux_0: 0.9966 (0.9884) loss_fgl_aux_1: 0.9569 (0.9600) loss_fgl_aux_2: 0.9567 (0.9577) loss_fgl_aux_3: 0.9574 (0.9575) loss_fgl_aux_4: 0.9574 (0.9575) loss_fgl_dn_0: 1.0848 (1.0827) loss_fgl_dn_1: 0.9830 (0.9797) loss_fgl_dn_2: 0.9770 (0.9707) loss_fgl_dn_3: 0.9787 (0.9715) loss_fgl_dn_4: 0.9793 (0.9720) loss_fgl_dn_5: 0.9794 (0.9720) loss_giou: 0.5408 (0.5441) loss_giou_aux_0: 0.5753 (0.5685) loss_giou_aux_1: 0.5530 (0.5496) loss_giou_aux_2: 0.5432 (0.5453) loss_giou_aux_3: 0.5410 (0.5443) loss_giou_aux_4: 0.5408 (0.5441) loss_giou_dn_0: 0.5516 (0.5427) loss_giou_dn_1: 0.4283 (0.4311) loss_giou_dn_2: 0.4142 (0.4142) loss_giou_dn_3: 0.4093 (0.4092) loss_giou_dn_4: 0.4073 (0.4081) loss_giou_dn_5: 0.4073 (0.4081) loss_giou_dn_pre: 0.5517 (0.5422) loss_giou_enc_0: 0.6428 (0.6380) loss_giou_pre: 0.5717 (0.5671) loss_ddf_aux_0: 0.0507 (0.0510) loss_ddf_aux_1: 0.0078 (0.0074) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2536 (0.2505) loss_ddf_dn_1: 0.0380 (0.0344) loss_ddf_dn_2: 0.0075 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6287 (0.6354) loss_vfl_aux_0: 0.6683 (0.7006) loss_vfl_aux_1: 0.6530 (0.6778) loss_vfl_aux_2: 0.6418 (0.6617) loss_vfl_aux_3: 0.6309 (0.6454) loss_vfl_aux_4: 0.6318 (0.6374) loss_vfl_dn_0: 0.4777 (0.4813) loss_vfl_dn_1: 0.4102 (0.4105) loss_vfl_dn_2: 0.3923 (0.3945) loss_vfl_dn_3: 0.3837 (0.3866) loss_vfl_dn_4: 0.3822 (0.3838) loss_vfl_dn_5: 0.3818 (0.3833) loss_vfl_dn_pre: 0.4778 (0.4818) loss_vfl_enc_0: 0.6760 (0.7108) loss_vfl_pre: 0.6689 (0.7026) time: 0.7630 data: 0.0327 max mem: 9142 Epoch: [61] [1100/3696] eta: 0:33:31 lr: 0.000013 loss: 31.0321 (30.6318) loss_bbox: 0.1718 (0.1634) loss_bbox_aux_0: 0.1752 (0.1753) loss_bbox_aux_1: 0.1680 (0.1661) loss_bbox_aux_2: 0.1691 (0.1640) loss_bbox_aux_3: 0.1705 (0.1635) loss_bbox_aux_4: 0.1717 (0.1634) loss_bbox_dn_0: 0.2298 (0.2242) loss_bbox_dn_1: 0.1629 (0.1640) loss_bbox_dn_2: 0.1467 (0.1540) loss_bbox_dn_3: 0.1438 (0.1507) loss_bbox_dn_4: 0.1435 (0.1500) loss_bbox_dn_5: 0.1435 (0.1500) loss_bbox_dn_pre: 0.2370 (0.2301) loss_bbox_enc_0: 0.2180 (0.2068) loss_bbox_pre: 0.1785 (0.1755) loss_dfl: 0.9506 (0.9570) loss_fgl_aux_0: 0.9749 (0.9879) loss_fgl_aux_1: 0.9557 (0.9595) loss_fgl_aux_2: 0.9516 (0.9572) loss_fgl_aux_3: 0.9504 (0.9570) loss_fgl_aux_4: 0.9503 (0.9570) loss_fgl_dn_0: 1.0821 (1.0827) loss_fgl_dn_1: 0.9768 (0.9796) loss_fgl_dn_2: 0.9657 (0.9706) loss_fgl_dn_3: 0.9667 (0.9713) loss_fgl_dn_4: 0.9665 (0.9718) loss_fgl_dn_5: 0.9666 (0.9718) loss_giou: 0.5528 (0.5446) loss_giou_aux_0: 0.5874 (0.5690) loss_giou_aux_1: 0.5593 (0.5501) loss_giou_aux_2: 0.5530 (0.5458) loss_giou_aux_3: 0.5537 (0.5448) loss_giou_aux_4: 0.5531 (0.5446) loss_giou_dn_0: 0.5316 (0.5430) loss_giou_dn_1: 0.4229 (0.4312) loss_giou_dn_2: 0.4095 (0.4144) loss_giou_dn_3: 0.4015 (0.4094) loss_giou_dn_4: 0.3997 (0.4083) loss_giou_dn_5: 0.3997 (0.4083) loss_giou_dn_pre: 0.5348 (0.5425) loss_giou_enc_0: 0.6594 (0.6388) loss_giou_pre: 0.5876 (0.5676) loss_ddf_aux_0: 0.0499 (0.0510) loss_ddf_aux_1: 0.0077 (0.0074) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2513 (0.2507) loss_ddf_dn_1: 0.0364 (0.0344) loss_ddf_dn_2: 0.0076 (0.0075) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6221 (0.6352) loss_vfl_aux_0: 0.6809 (0.7002) loss_vfl_aux_1: 0.6736 (0.6778) loss_vfl_aux_2: 0.6505 (0.6616) loss_vfl_aux_3: 0.6298 (0.6453) loss_vfl_aux_4: 0.6229 (0.6373) loss_vfl_dn_0: 0.4791 (0.4812) loss_vfl_dn_1: 0.4054 (0.4104) loss_vfl_dn_2: 0.3888 (0.3944) loss_vfl_dn_3: 0.3844 (0.3864) loss_vfl_dn_4: 0.3824 (0.3836) loss_vfl_dn_5: 0.3822 (0.3832) loss_vfl_dn_pre: 0.4803 (0.4817) loss_vfl_enc_0: 0.7069 (0.7101) loss_vfl_pre: 0.6855 (0.7023) time: 0.7601 data: 0.0341 max mem: 9142 Epoch: [61] [1200/3696] eta: 0:32:14 lr: 0.000013 loss: 30.9993 (30.6390) loss_bbox: 0.1684 (0.1639) loss_bbox_aux_0: 0.1806 (0.1759) loss_bbox_aux_1: 0.1726 (0.1666) loss_bbox_aux_2: 0.1688 (0.1645) loss_bbox_aux_3: 0.1686 (0.1640) loss_bbox_aux_4: 0.1684 (0.1639) loss_bbox_dn_0: 0.2293 (0.2250) loss_bbox_dn_1: 0.1689 (0.1646) loss_bbox_dn_2: 0.1567 (0.1546) loss_bbox_dn_3: 0.1537 (0.1513) loss_bbox_dn_4: 0.1544 (0.1506) loss_bbox_dn_5: 0.1544 (0.1506) loss_bbox_dn_pre: 0.2365 (0.2309) loss_bbox_enc_0: 0.2123 (0.2074) loss_bbox_pre: 0.1826 (0.1761) loss_dfl: 0.9486 (0.9570) loss_fgl_aux_0: 0.9751 (0.9879) loss_fgl_aux_1: 0.9467 (0.9595) loss_fgl_aux_2: 0.9478 (0.9571) loss_fgl_aux_3: 0.9473 (0.9570) loss_fgl_aux_4: 0.9486 (0.9570) loss_fgl_dn_0: 1.0748 (1.0825) loss_fgl_dn_1: 0.9815 (0.9793) loss_fgl_dn_2: 0.9704 (0.9704) loss_fgl_dn_3: 0.9706 (0.9711) loss_fgl_dn_4: 0.9704 (0.9716) loss_fgl_dn_5: 0.9704 (0.9716) loss_giou: 0.5682 (0.5442) loss_giou_aux_0: 0.6006 (0.5686) loss_giou_aux_1: 0.5788 (0.5496) loss_giou_aux_2: 0.5696 (0.5453) loss_giou_aux_3: 0.5688 (0.5443) loss_giou_aux_4: 0.5680 (0.5441) loss_giou_dn_0: 0.5499 (0.5431) loss_giou_dn_1: 0.4392 (0.4312) loss_giou_dn_2: 0.4235 (0.4144) loss_giou_dn_3: 0.4192 (0.4094) loss_giou_dn_4: 0.4186 (0.4084) loss_giou_dn_5: 0.4186 (0.4084) loss_giou_dn_pre: 0.5471 (0.5425) loss_giou_enc_0: 0.6627 (0.6386) loss_giou_pre: 0.5989 (0.5672) loss_ddf_aux_0: 0.0518 (0.0511) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2517 (0.2507) loss_ddf_dn_1: 0.0351 (0.0344) loss_ddf_dn_2: 0.0075 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6346 (0.6360) loss_vfl_aux_0: 0.6882 (0.7003) loss_vfl_aux_1: 0.6750 (0.6785) loss_vfl_aux_2: 0.6560 (0.6625) loss_vfl_aux_3: 0.6487 (0.6461) loss_vfl_aux_4: 0.6394 (0.6381) loss_vfl_dn_0: 0.4805 (0.4811) loss_vfl_dn_1: 0.4070 (0.4103) loss_vfl_dn_2: 0.3934 (0.3942) loss_vfl_dn_3: 0.3868 (0.3862) loss_vfl_dn_4: 0.3828 (0.3834) loss_vfl_dn_5: 0.3799 (0.3830) loss_vfl_dn_pre: 0.4797 (0.4815) loss_vfl_enc_0: 0.6978 (0.7102) loss_vfl_pre: 0.6857 (0.7025) time: 0.7294 data: 0.0238 max mem: 9142 Epoch: [61] [1300/3696] eta: 0:30:54 lr: 0.000013 loss: 30.1517 (30.6258) loss_bbox: 0.1515 (0.1634) loss_bbox_aux_0: 0.1676 (0.1754) loss_bbox_aux_1: 0.1545 (0.1662) loss_bbox_aux_2: 0.1518 (0.1641) loss_bbox_aux_3: 0.1515 (0.1636) loss_bbox_aux_4: 0.1515 (0.1635) loss_bbox_dn_0: 0.2326 (0.2246) loss_bbox_dn_1: 0.1682 (0.1642) loss_bbox_dn_2: 0.1588 (0.1542) loss_bbox_dn_3: 0.1535 (0.1509) loss_bbox_dn_4: 0.1522 (0.1502) loss_bbox_dn_5: 0.1522 (0.1502) loss_bbox_dn_pre: 0.2383 (0.2305) loss_bbox_enc_0: 0.2068 (0.2070) loss_bbox_pre: 0.1683 (0.1756) loss_dfl: 0.9502 (0.9571) loss_fgl_aux_0: 0.9805 (0.9881) loss_fgl_aux_1: 0.9567 (0.9596) loss_fgl_aux_2: 0.9515 (0.9573) loss_fgl_aux_3: 0.9507 (0.9572) loss_fgl_aux_4: 0.9503 (0.9571) loss_fgl_dn_0: 1.0772 (1.0825) loss_fgl_dn_1: 0.9673 (0.9793) loss_fgl_dn_2: 0.9610 (0.9704) loss_fgl_dn_3: 0.9608 (0.9711) loss_fgl_dn_4: 0.9606 (0.9716) loss_fgl_dn_5: 0.9606 (0.9716) loss_giou: 0.4941 (0.5438) loss_giou_aux_0: 0.5201 (0.5683) loss_giou_aux_1: 0.4967 (0.5492) loss_giou_aux_2: 0.4941 (0.5449) loss_giou_aux_3: 0.4939 (0.5439) loss_giou_aux_4: 0.4942 (0.5438) loss_giou_dn_0: 0.5281 (0.5431) loss_giou_dn_1: 0.4146 (0.4312) loss_giou_dn_2: 0.3943 (0.4144) loss_giou_dn_3: 0.3860 (0.4095) loss_giou_dn_4: 0.3842 (0.4084) loss_giou_dn_5: 0.3842 (0.4084) loss_giou_dn_pre: 0.5254 (0.5425) loss_giou_enc_0: 0.5961 (0.6382) loss_giou_pre: 0.5183 (0.5669) loss_ddf_aux_0: 0.0519 (0.0512) loss_ddf_aux_1: 0.0080 (0.0074) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2489 (0.2504) loss_ddf_dn_1: 0.0330 (0.0343) loss_ddf_dn_2: 0.0073 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6270 (0.6352) loss_vfl_aux_0: 0.6930 (0.7001) loss_vfl_aux_1: 0.6796 (0.6782) loss_vfl_aux_2: 0.6594 (0.6621) loss_vfl_aux_3: 0.6389 (0.6455) loss_vfl_aux_4: 0.6280 (0.6373) loss_vfl_dn_0: 0.4821 (0.4810) loss_vfl_dn_1: 0.4026 (0.4102) loss_vfl_dn_2: 0.3875 (0.3941) loss_vfl_dn_3: 0.3806 (0.3861) loss_vfl_dn_4: 0.3782 (0.3833) loss_vfl_dn_5: 0.3790 (0.3828) loss_vfl_dn_pre: 0.4835 (0.4815) loss_vfl_enc_0: 0.6999 (0.7098) loss_vfl_pre: 0.6914 (0.7023) time: 0.7466 data: 0.0258 max mem: 9142 Epoch: [61] [1400/3696] eta: 0:29:31 lr: 0.000013 loss: 30.2759 (30.6181) loss_bbox: 0.1587 (0.1635) loss_bbox_aux_0: 0.1703 (0.1755) loss_bbox_aux_1: 0.1627 (0.1663) loss_bbox_aux_2: 0.1604 (0.1642) loss_bbox_aux_3: 0.1582 (0.1637) loss_bbox_aux_4: 0.1586 (0.1636) loss_bbox_dn_0: 0.2180 (0.2245) loss_bbox_dn_1: 0.1563 (0.1639) loss_bbox_dn_2: 0.1476 (0.1539) loss_bbox_dn_3: 0.1439 (0.1506) loss_bbox_dn_4: 0.1436 (0.1499) loss_bbox_dn_5: 0.1436 (0.1499) loss_bbox_dn_pre: 0.2263 (0.2303) loss_bbox_enc_0: 0.2011 (0.2071) loss_bbox_pre: 0.1705 (0.1757) loss_dfl: 0.9505 (0.9568) loss_fgl_aux_0: 0.9817 (0.9877) loss_fgl_aux_1: 0.9540 (0.9592) loss_fgl_aux_2: 0.9499 (0.9569) loss_fgl_aux_3: 0.9502 (0.9568) loss_fgl_aux_4: 0.9505 (0.9568) loss_fgl_dn_0: 1.0714 (1.0825) loss_fgl_dn_1: 0.9655 (0.9791) loss_fgl_dn_2: 0.9576 (0.9701) loss_fgl_dn_3: 0.9575 (0.9708) loss_fgl_dn_4: 0.9578 (0.9713) loss_fgl_dn_5: 0.9578 (0.9713) loss_giou: 0.5484 (0.5443) loss_giou_aux_0: 0.5708 (0.5688) loss_giou_aux_1: 0.5601 (0.5498) loss_giou_aux_2: 0.5504 (0.5454) loss_giou_aux_3: 0.5485 (0.5445) loss_giou_aux_4: 0.5481 (0.5443) loss_giou_dn_0: 0.5351 (0.5431) loss_giou_dn_1: 0.4275 (0.4312) loss_giou_dn_2: 0.4102 (0.4144) loss_giou_dn_3: 0.4042 (0.4094) loss_giou_dn_4: 0.4050 (0.4083) loss_giou_dn_5: 0.4050 (0.4083) loss_giou_dn_pre: 0.5358 (0.5425) loss_giou_enc_0: 0.6319 (0.6388) loss_giou_pre: 0.5712 (0.5674) loss_ddf_aux_0: 0.0500 (0.0512) loss_ddf_aux_1: 0.0074 (0.0075) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2498 (0.2504) loss_ddf_dn_1: 0.0343 (0.0343) loss_ddf_dn_2: 0.0076 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5983 (0.6342) loss_vfl_aux_0: 0.6801 (0.6993) loss_vfl_aux_1: 0.6774 (0.6774) loss_vfl_aux_2: 0.6463 (0.6610) loss_vfl_aux_3: 0.6207 (0.6446) loss_vfl_aux_4: 0.6064 (0.6364) loss_vfl_dn_0: 0.4766 (0.4809) loss_vfl_dn_1: 0.4027 (0.4101) loss_vfl_dn_2: 0.3869 (0.3940) loss_vfl_dn_3: 0.3791 (0.3860) loss_vfl_dn_4: 0.3771 (0.3832) loss_vfl_dn_5: 0.3769 (0.3828) loss_vfl_dn_pre: 0.4769 (0.4814) loss_vfl_enc_0: 0.6852 (0.7089) loss_vfl_pre: 0.6815 (0.7015) time: 0.7522 data: 0.0349 max mem: 9142 Epoch: [61] [1500/3696] eta: 0:28:12 lr: 0.000013 loss: 30.0990 (30.6234) loss_bbox: 0.1663 (0.1640) loss_bbox_aux_0: 0.1799 (0.1759) loss_bbox_aux_1: 0.1692 (0.1667) loss_bbox_aux_2: 0.1667 (0.1646) loss_bbox_aux_3: 0.1661 (0.1641) loss_bbox_aux_4: 0.1662 (0.1640) loss_bbox_dn_0: 0.2200 (0.2250) loss_bbox_dn_1: 0.1635 (0.1644) loss_bbox_dn_2: 0.1567 (0.1544) loss_bbox_dn_3: 0.1536 (0.1511) loss_bbox_dn_4: 0.1538 (0.1504) loss_bbox_dn_5: 0.1539 (0.1504) loss_bbox_dn_pre: 0.2298 (0.2309) loss_bbox_enc_0: 0.2134 (0.2075) loss_bbox_pre: 0.1795 (0.1761) loss_dfl: 0.9691 (0.9572) loss_fgl_aux_0: 1.0019 (0.9880) loss_fgl_aux_1: 0.9697 (0.9596) loss_fgl_aux_2: 0.9692 (0.9573) loss_fgl_aux_3: 0.9695 (0.9572) loss_fgl_aux_4: 0.9692 (0.9572) loss_fgl_dn_0: 1.0919 (1.0825) loss_fgl_dn_1: 0.9827 (0.9791) loss_fgl_dn_2: 0.9701 (0.9701) loss_fgl_dn_3: 0.9704 (0.9708) loss_fgl_dn_4: 0.9707 (0.9713) loss_fgl_dn_5: 0.9707 (0.9713) loss_giou: 0.4916 (0.5434) loss_giou_aux_0: 0.5296 (0.5680) loss_giou_aux_1: 0.5030 (0.5489) loss_giou_aux_2: 0.4958 (0.5446) loss_giou_aux_3: 0.4936 (0.5436) loss_giou_aux_4: 0.4917 (0.5434) loss_giou_dn_0: 0.5254 (0.5427) loss_giou_dn_1: 0.4046 (0.4308) loss_giou_dn_2: 0.3874 (0.4140) loss_giou_dn_3: 0.3815 (0.4090) loss_giou_dn_4: 0.3802 (0.4079) loss_giou_dn_5: 0.3802 (0.4079) loss_giou_dn_pre: 0.5255 (0.5421) loss_giou_enc_0: 0.5903 (0.6379) loss_giou_pre: 0.5240 (0.5666) loss_ddf_aux_0: 0.0484 (0.0512) loss_ddf_aux_1: 0.0072 (0.0075) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2487 (0.2502) loss_ddf_dn_1: 0.0317 (0.0342) loss_ddf_dn_2: 0.0063 (0.0074) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6496 (0.6349) loss_vfl_aux_0: 0.7067 (0.7004) loss_vfl_aux_1: 0.6882 (0.6780) loss_vfl_aux_2: 0.6620 (0.6615) loss_vfl_aux_3: 0.6436 (0.6453) loss_vfl_aux_4: 0.6386 (0.6370) loss_vfl_dn_0: 0.4796 (0.4810) loss_vfl_dn_1: 0.4022 (0.4102) loss_vfl_dn_2: 0.3868 (0.3940) loss_vfl_dn_3: 0.3798 (0.3860) loss_vfl_dn_4: 0.3767 (0.3832) loss_vfl_dn_5: 0.3778 (0.3828) loss_vfl_dn_pre: 0.4796 (0.4815) loss_vfl_enc_0: 0.7241 (0.7096) loss_vfl_pre: 0.7181 (0.7027) time: 0.7764 data: 0.0285 max mem: 9142 Epoch: [61] [1600/3696] eta: 0:26:52 lr: 0.000013 loss: 30.8587 (30.6222) loss_bbox: 0.1690 (0.1642) loss_bbox_aux_0: 0.1775 (0.1762) loss_bbox_aux_1: 0.1731 (0.1670) loss_bbox_aux_2: 0.1693 (0.1648) loss_bbox_aux_3: 0.1688 (0.1643) loss_bbox_aux_4: 0.1690 (0.1642) loss_bbox_dn_0: 0.2185 (0.2252) loss_bbox_dn_1: 0.1514 (0.1645) loss_bbox_dn_2: 0.1442 (0.1545) loss_bbox_dn_3: 0.1422 (0.1512) loss_bbox_dn_4: 0.1416 (0.1504) loss_bbox_dn_5: 0.1416 (0.1504) loss_bbox_dn_pre: 0.2205 (0.2311) loss_bbox_enc_0: 0.2064 (0.2078) loss_bbox_pre: 0.1780 (0.1764) loss_dfl: 0.9629 (0.9570) loss_fgl_aux_0: 0.9903 (0.9879) loss_fgl_aux_1: 0.9660 (0.9594) loss_fgl_aux_2: 0.9638 (0.9571) loss_fgl_aux_3: 0.9635 (0.9570) loss_fgl_aux_4: 0.9630 (0.9570) loss_fgl_dn_0: 1.0816 (1.0825) loss_fgl_dn_1: 0.9775 (0.9790) loss_fgl_dn_2: 0.9675 (0.9700) loss_fgl_dn_3: 0.9679 (0.9707) loss_fgl_dn_4: 0.9686 (0.9712) loss_fgl_dn_5: 0.9685 (0.9712) loss_giou: 0.5391 (0.5435) loss_giou_aux_0: 0.5559 (0.5680) loss_giou_aux_1: 0.5406 (0.5490) loss_giou_aux_2: 0.5377 (0.5446) loss_giou_aux_3: 0.5386 (0.5436) loss_giou_aux_4: 0.5391 (0.5435) loss_giou_dn_0: 0.5469 (0.5427) loss_giou_dn_1: 0.4367 (0.4307) loss_giou_dn_2: 0.4155 (0.4139) loss_giou_dn_3: 0.4086 (0.4090) loss_giou_dn_4: 0.4084 (0.4078) loss_giou_dn_5: 0.4084 (0.4078) loss_giou_dn_pre: 0.5467 (0.5421) loss_giou_enc_0: 0.6320 (0.6379) loss_giou_pre: 0.5547 (0.5666) loss_ddf_aux_0: 0.0466 (0.0511) loss_ddf_aux_1: 0.0071 (0.0075) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2488 (0.2501) loss_ddf_dn_1: 0.0327 (0.0342) loss_ddf_dn_2: 0.0073 (0.0074) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6212 (0.6346) loss_vfl_aux_0: 0.6908 (0.6999) loss_vfl_aux_1: 0.6604 (0.6776) loss_vfl_aux_2: 0.6434 (0.6612) loss_vfl_aux_3: 0.6360 (0.6451) loss_vfl_aux_4: 0.6241 (0.6368) loss_vfl_dn_0: 0.4817 (0.4811) loss_vfl_dn_1: 0.4107 (0.4103) loss_vfl_dn_2: 0.3955 (0.3942) loss_vfl_dn_3: 0.3878 (0.3861) loss_vfl_dn_4: 0.3833 (0.3834) loss_vfl_dn_5: 0.3824 (0.3829) loss_vfl_dn_pre: 0.4837 (0.4816) loss_vfl_enc_0: 0.6906 (0.7092) loss_vfl_pre: 0.6953 (0.7021) time: 0.7596 data: 0.0255 max mem: 9142 Epoch: [61] [1700/3696] eta: 0:25:32 lr: 0.000013 loss: 30.7127 (30.6313) loss_bbox: 0.1464 (0.1641) loss_bbox_aux_0: 0.1612 (0.1761) loss_bbox_aux_1: 0.1540 (0.1669) loss_bbox_aux_2: 0.1473 (0.1648) loss_bbox_aux_3: 0.1465 (0.1642) loss_bbox_aux_4: 0.1464 (0.1641) loss_bbox_dn_0: 0.2215 (0.2254) loss_bbox_dn_1: 0.1622 (0.1647) loss_bbox_dn_2: 0.1501 (0.1546) loss_bbox_dn_3: 0.1477 (0.1513) loss_bbox_dn_4: 0.1466 (0.1505) loss_bbox_dn_5: 0.1466 (0.1505) loss_bbox_dn_pre: 0.2265 (0.2312) loss_bbox_enc_0: 0.1955 (0.2077) loss_bbox_pre: 0.1621 (0.1763) loss_dfl: 0.9746 (0.9571) loss_fgl_aux_0: 1.0028 (0.9881) loss_fgl_aux_1: 0.9774 (0.9596) loss_fgl_aux_2: 0.9755 (0.9573) loss_fgl_aux_3: 0.9754 (0.9571) loss_fgl_aux_4: 0.9749 (0.9571) loss_fgl_dn_0: 1.0834 (1.0826) loss_fgl_dn_1: 0.9789 (0.9790) loss_fgl_dn_2: 0.9707 (0.9700) loss_fgl_dn_3: 0.9736 (0.9707) loss_fgl_dn_4: 0.9733 (0.9712) loss_fgl_dn_5: 0.9733 (0.9712) loss_giou: 0.5298 (0.5435) loss_giou_aux_0: 0.5571 (0.5682) loss_giou_aux_1: 0.5324 (0.5490) loss_giou_aux_2: 0.5342 (0.5446) loss_giou_aux_3: 0.5309 (0.5436) loss_giou_aux_4: 0.5301 (0.5435) loss_giou_dn_0: 0.5468 (0.5429) loss_giou_dn_1: 0.4333 (0.4309) loss_giou_dn_2: 0.4154 (0.4141) loss_giou_dn_3: 0.4106 (0.4091) loss_giou_dn_4: 0.4093 (0.4080) loss_giou_dn_5: 0.4093 (0.4080) loss_giou_dn_pre: 0.5477 (0.5423) loss_giou_enc_0: 0.6320 (0.6381) loss_giou_pre: 0.5560 (0.5668) loss_ddf_aux_0: 0.0597 (0.0512) loss_ddf_aux_1: 0.0084 (0.0075) loss_ddf_aux_2: 0.0019 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2510 (0.2501) loss_ddf_dn_1: 0.0335 (0.0342) loss_ddf_dn_2: 0.0085 (0.0075) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6550 (0.6354) loss_vfl_aux_0: 0.7153 (0.7005) loss_vfl_aux_1: 0.6774 (0.6782) loss_vfl_aux_2: 0.6719 (0.6620) loss_vfl_aux_3: 0.6548 (0.6459) loss_vfl_aux_4: 0.6538 (0.6375) loss_vfl_dn_0: 0.4810 (0.4812) loss_vfl_dn_1: 0.4095 (0.4104) loss_vfl_dn_2: 0.3908 (0.3942) loss_vfl_dn_3: 0.3863 (0.3862) loss_vfl_dn_4: 0.3830 (0.3834) loss_vfl_dn_5: 0.3830 (0.3829) loss_vfl_dn_pre: 0.4817 (0.4816) loss_vfl_enc_0: 0.7128 (0.7096) loss_vfl_pre: 0.7177 (0.7027) time: 0.7547 data: 0.0326 max mem: 9142 Epoch: [61] [1800/3696] eta: 0:24:14 lr: 0.000013 loss: 30.6503 (30.6303) loss_bbox: 0.1517 (0.1644) loss_bbox_aux_0: 0.1628 (0.1764) loss_bbox_aux_1: 0.1560 (0.1671) loss_bbox_aux_2: 0.1527 (0.1650) loss_bbox_aux_3: 0.1519 (0.1645) loss_bbox_aux_4: 0.1518 (0.1644) loss_bbox_dn_0: 0.2093 (0.2257) loss_bbox_dn_1: 0.1574 (0.1649) loss_bbox_dn_2: 0.1463 (0.1549) loss_bbox_dn_3: 0.1382 (0.1515) loss_bbox_dn_4: 0.1381 (0.1508) loss_bbox_dn_5: 0.1380 (0.1508) loss_bbox_dn_pre: 0.2191 (0.2316) loss_bbox_enc_0: 0.1948 (0.2080) loss_bbox_pre: 0.1629 (0.1766) loss_dfl: 0.9406 (0.9572) loss_fgl_aux_0: 0.9611 (0.9883) loss_fgl_aux_1: 0.9401 (0.9596) loss_fgl_aux_2: 0.9399 (0.9573) loss_fgl_aux_3: 0.9397 (0.9572) loss_fgl_aux_4: 0.9406 (0.9572) loss_fgl_dn_0: 1.0812 (1.0828) loss_fgl_dn_1: 0.9888 (0.9789) loss_fgl_dn_2: 0.9788 (0.9699) loss_fgl_dn_3: 0.9801 (0.9706) loss_fgl_dn_4: 0.9800 (0.9711) loss_fgl_dn_5: 0.9801 (0.9711) loss_giou: 0.5410 (0.5430) loss_giou_aux_0: 0.5600 (0.5676) loss_giou_aux_1: 0.5503 (0.5485) loss_giou_aux_2: 0.5428 (0.5441) loss_giou_aux_3: 0.5410 (0.5431) loss_giou_aux_4: 0.5410 (0.5429) loss_giou_dn_0: 0.5481 (0.5426) loss_giou_dn_1: 0.4242 (0.4305) loss_giou_dn_2: 0.4116 (0.4138) loss_giou_dn_3: 0.4087 (0.4088) loss_giou_dn_4: 0.4097 (0.4077) loss_giou_dn_5: 0.4097 (0.4077) loss_giou_dn_pre: 0.5462 (0.5420) loss_giou_enc_0: 0.6311 (0.6376) loss_giou_pre: 0.5592 (0.5662) loss_ddf_aux_0: 0.0520 (0.0514) loss_ddf_aux_1: 0.0077 (0.0075) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2478 (0.2503) loss_ddf_dn_1: 0.0331 (0.0341) loss_ddf_dn_2: 0.0074 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6202 (0.6355) loss_vfl_aux_0: 0.6855 (0.7006) loss_vfl_aux_1: 0.6573 (0.6784) loss_vfl_aux_2: 0.6281 (0.6620) loss_vfl_aux_3: 0.6232 (0.6460) loss_vfl_aux_4: 0.6304 (0.6377) loss_vfl_dn_0: 0.4727 (0.4813) loss_vfl_dn_1: 0.4066 (0.4104) loss_vfl_dn_2: 0.3884 (0.3942) loss_vfl_dn_3: 0.3809 (0.3862) loss_vfl_dn_4: 0.3788 (0.3835) loss_vfl_dn_5: 0.3782 (0.3830) loss_vfl_dn_pre: 0.4738 (0.4818) loss_vfl_enc_0: 0.6907 (0.7095) loss_vfl_pre: 0.6842 (0.7028) time: 0.7368 data: 0.0274 max mem: 9142 Epoch: [61] [1900/3696] eta: 0:22:54 lr: 0.000013 loss: 30.3646 (30.6371) loss_bbox: 0.1511 (0.1646) loss_bbox_aux_0: 0.1619 (0.1766) loss_bbox_aux_1: 0.1534 (0.1674) loss_bbox_aux_2: 0.1517 (0.1652) loss_bbox_aux_3: 0.1512 (0.1647) loss_bbox_aux_4: 0.1511 (0.1646) loss_bbox_dn_0: 0.2022 (0.2259) loss_bbox_dn_1: 0.1478 (0.1651) loss_bbox_dn_2: 0.1357 (0.1550) loss_bbox_dn_3: 0.1350 (0.1517) loss_bbox_dn_4: 0.1340 (0.1510) loss_bbox_dn_5: 0.1339 (0.1510) loss_bbox_dn_pre: 0.2089 (0.2318) loss_bbox_enc_0: 0.1925 (0.2082) loss_bbox_pre: 0.1617 (0.1768) loss_dfl: 0.9670 (0.9574) loss_fgl_aux_0: 0.9889 (0.9885) loss_fgl_aux_1: 0.9678 (0.9598) loss_fgl_aux_2: 0.9669 (0.9575) loss_fgl_aux_3: 0.9666 (0.9574) loss_fgl_aux_4: 0.9670 (0.9574) loss_fgl_dn_0: 1.0786 (1.0828) loss_fgl_dn_1: 0.9856 (0.9790) loss_fgl_dn_2: 0.9756 (0.9699) loss_fgl_dn_3: 0.9757 (0.9707) loss_fgl_dn_4: 0.9758 (0.9712) loss_fgl_dn_5: 0.9758 (0.9712) loss_giou: 0.5451 (0.5429) loss_giou_aux_0: 0.5648 (0.5676) loss_giou_aux_1: 0.5539 (0.5484) loss_giou_aux_2: 0.5471 (0.5441) loss_giou_aux_3: 0.5451 (0.5431) loss_giou_aux_4: 0.5449 (0.5429) loss_giou_dn_0: 0.5342 (0.5427) loss_giou_dn_1: 0.4135 (0.4306) loss_giou_dn_2: 0.3993 (0.4139) loss_giou_dn_3: 0.3950 (0.4089) loss_giou_dn_4: 0.3943 (0.4078) loss_giou_dn_5: 0.3943 (0.4078) loss_giou_dn_pre: 0.5345 (0.5421) loss_giou_enc_0: 0.6273 (0.6378) loss_giou_pre: 0.5646 (0.5662) loss_ddf_aux_0: 0.0502 (0.0515) loss_ddf_aux_1: 0.0071 (0.0075) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2549 (0.2504) loss_ddf_dn_1: 0.0341 (0.0342) loss_ddf_dn_2: 0.0075 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6412 (0.6358) loss_vfl_aux_0: 0.6969 (0.7007) loss_vfl_aux_1: 0.6660 (0.6786) loss_vfl_aux_2: 0.6553 (0.6622) loss_vfl_aux_3: 0.6510 (0.6462) loss_vfl_aux_4: 0.6415 (0.6379) loss_vfl_dn_0: 0.4809 (0.4813) loss_vfl_dn_1: 0.4109 (0.4105) loss_vfl_dn_2: 0.3953 (0.3943) loss_vfl_dn_3: 0.3875 (0.3863) loss_vfl_dn_4: 0.3859 (0.3835) loss_vfl_dn_5: 0.3854 (0.3830) loss_vfl_dn_pre: 0.4800 (0.4818) loss_vfl_enc_0: 0.6934 (0.7095) loss_vfl_pre: 0.7010 (0.7029) time: 0.7292 data: 0.0288 max mem: 9142 Epoch: [61] [2000/3696] eta: 0:21:36 lr: 0.000013 loss: 30.9668 (30.6392) loss_bbox: 0.1615 (0.1647) loss_bbox_aux_0: 0.1771 (0.1766) loss_bbox_aux_1: 0.1652 (0.1674) loss_bbox_aux_2: 0.1625 (0.1653) loss_bbox_aux_3: 0.1613 (0.1648) loss_bbox_aux_4: 0.1615 (0.1647) loss_bbox_dn_0: 0.2283 (0.2260) loss_bbox_dn_1: 0.1697 (0.1652) loss_bbox_dn_2: 0.1574 (0.1551) loss_bbox_dn_3: 0.1569 (0.1518) loss_bbox_dn_4: 0.1570 (0.1510) loss_bbox_dn_5: 0.1570 (0.1510) loss_bbox_dn_pre: 0.2349 (0.2318) loss_bbox_enc_0: 0.2081 (0.2082) loss_bbox_pre: 0.1771 (0.1768) loss_dfl: 0.9719 (0.9575) loss_fgl_aux_0: 1.0014 (0.9886) loss_fgl_aux_1: 0.9763 (0.9599) loss_fgl_aux_2: 0.9717 (0.9576) loss_fgl_aux_3: 0.9719 (0.9575) loss_fgl_aux_4: 0.9718 (0.9575) loss_fgl_dn_0: 1.0744 (1.0827) loss_fgl_dn_1: 0.9813 (0.9789) loss_fgl_dn_2: 0.9717 (0.9698) loss_fgl_dn_3: 0.9716 (0.9705) loss_fgl_dn_4: 0.9716 (0.9710) loss_fgl_dn_5: 0.9716 (0.9710) loss_giou: 0.5453 (0.5425) loss_giou_aux_0: 0.5597 (0.5672) loss_giou_aux_1: 0.5471 (0.5480) loss_giou_aux_2: 0.5454 (0.5437) loss_giou_aux_3: 0.5459 (0.5427) loss_giou_aux_4: 0.5453 (0.5425) loss_giou_dn_0: 0.5624 (0.5427) loss_giou_dn_1: 0.4562 (0.4306) loss_giou_dn_2: 0.4386 (0.4138) loss_giou_dn_3: 0.4338 (0.4088) loss_giou_dn_4: 0.4328 (0.4077) loss_giou_dn_5: 0.4328 (0.4077) loss_giou_dn_pre: 0.5635 (0.5421) loss_giou_enc_0: 0.6361 (0.6374) loss_giou_pre: 0.5564 (0.5658) loss_ddf_aux_0: 0.0480 (0.0515) loss_ddf_aux_1: 0.0069 (0.0075) loss_ddf_aux_2: 0.0013 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2372 (0.2502) loss_ddf_dn_1: 0.0311 (0.0341) loss_ddf_dn_2: 0.0069 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6450 (0.6364) loss_vfl_aux_0: 0.6995 (0.7012) loss_vfl_aux_1: 0.6730 (0.6793) loss_vfl_aux_2: 0.6666 (0.6628) loss_vfl_aux_3: 0.6591 (0.6469) loss_vfl_aux_4: 0.6481 (0.6385) loss_vfl_dn_0: 0.4758 (0.4814) loss_vfl_dn_1: 0.4148 (0.4106) loss_vfl_dn_2: 0.3951 (0.3943) loss_vfl_dn_3: 0.3873 (0.3863) loss_vfl_dn_4: 0.3842 (0.3835) loss_vfl_dn_5: 0.3831 (0.3831) loss_vfl_dn_pre: 0.4761 (0.4818) loss_vfl_enc_0: 0.7101 (0.7101) loss_vfl_pre: 0.7029 (0.7034) time: 0.7164 data: 0.0311 max mem: 9142 Epoch: [61] [2100/3696] eta: 0:20:22 lr: 0.000013 loss: 30.5249 (30.6396) loss_bbox: 0.1700 (0.1646) loss_bbox_aux_0: 0.1816 (0.1765) loss_bbox_aux_1: 0.1758 (0.1674) loss_bbox_aux_2: 0.1715 (0.1652) loss_bbox_aux_3: 0.1710 (0.1647) loss_bbox_aux_4: 0.1700 (0.1646) loss_bbox_dn_0: 0.2199 (0.2257) loss_bbox_dn_1: 0.1609 (0.1650) loss_bbox_dn_2: 0.1479 (0.1549) loss_bbox_dn_3: 0.1458 (0.1516) loss_bbox_dn_4: 0.1458 (0.1509) loss_bbox_dn_5: 0.1458 (0.1509) loss_bbox_dn_pre: 0.2259 (0.2315) loss_bbox_enc_0: 0.2121 (0.2081) loss_bbox_pre: 0.1818 (0.1768) loss_dfl: 0.9665 (0.9574) loss_fgl_aux_0: 0.9899 (0.9884) loss_fgl_aux_1: 0.9678 (0.9598) loss_fgl_aux_2: 0.9654 (0.9575) loss_fgl_aux_3: 0.9667 (0.9574) loss_fgl_aux_4: 0.9665 (0.9574) loss_fgl_dn_0: 1.0849 (1.0826) loss_fgl_dn_1: 0.9820 (0.9789) loss_fgl_dn_2: 0.9749 (0.9699) loss_fgl_dn_3: 0.9753 (0.9706) loss_fgl_dn_4: 0.9759 (0.9711) loss_fgl_dn_5: 0.9759 (0.9711) loss_giou: 0.5415 (0.5432) loss_giou_aux_0: 0.5597 (0.5679) loss_giou_aux_1: 0.5430 (0.5488) loss_giou_aux_2: 0.5392 (0.5444) loss_giou_aux_3: 0.5408 (0.5434) loss_giou_aux_4: 0.5415 (0.5432) loss_giou_dn_0: 0.5340 (0.5429) loss_giou_dn_1: 0.4219 (0.4309) loss_giou_dn_2: 0.4053 (0.4141) loss_giou_dn_3: 0.4034 (0.4091) loss_giou_dn_4: 0.4038 (0.4080) loss_giou_dn_5: 0.4038 (0.4080) loss_giou_dn_pre: 0.5327 (0.5423) loss_giou_enc_0: 0.6307 (0.6381) loss_giou_pre: 0.5597 (0.5665) loss_ddf_aux_0: 0.0480 (0.0514) loss_ddf_aux_1: 0.0074 (0.0075) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0000 (0.0001) loss_ddf_dn_0: 0.2437 (0.2496) loss_ddf_dn_1: 0.0318 (0.0341) loss_ddf_dn_2: 0.0073 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6477 (0.6360) loss_vfl_aux_0: 0.7141 (0.7009) loss_vfl_aux_1: 0.6960 (0.6790) loss_vfl_aux_2: 0.6658 (0.6622) loss_vfl_aux_3: 0.6595 (0.6464) loss_vfl_aux_4: 0.6550 (0.6381) loss_vfl_dn_0: 0.4853 (0.4812) loss_vfl_dn_1: 0.4114 (0.4104) loss_vfl_dn_2: 0.3961 (0.3942) loss_vfl_dn_3: 0.3901 (0.3861) loss_vfl_dn_4: 0.3875 (0.3834) loss_vfl_dn_5: 0.3873 (0.3829) loss_vfl_dn_pre: 0.4856 (0.4816) loss_vfl_enc_0: 0.7178 (0.7098) loss_vfl_pre: 0.7156 (0.7031) time: 0.8754 data: 0.0182 max mem: 9142 Epoch: [61] [2200/3696] eta: 0:19:02 lr: 0.000013 loss: 31.1854 (30.6448) loss_bbox: 0.1590 (0.1647) loss_bbox_aux_0: 0.1678 (0.1766) loss_bbox_aux_1: 0.1619 (0.1674) loss_bbox_aux_2: 0.1587 (0.1653) loss_bbox_aux_3: 0.1590 (0.1648) loss_bbox_aux_4: 0.1590 (0.1647) loss_bbox_dn_0: 0.2308 (0.2260) loss_bbox_dn_1: 0.1705 (0.1652) loss_bbox_dn_2: 0.1507 (0.1551) loss_bbox_dn_3: 0.1516 (0.1517) loss_bbox_dn_4: 0.1493 (0.1510) loss_bbox_dn_5: 0.1493 (0.1510) loss_bbox_dn_pre: 0.2338 (0.2318) loss_bbox_enc_0: 0.1940 (0.2081) loss_bbox_pre: 0.1670 (0.1768) loss_dfl: 0.9510 (0.9574) loss_fgl_aux_0: 0.9830 (0.9883) loss_fgl_aux_1: 0.9535 (0.9597) loss_fgl_aux_2: 0.9509 (0.9575) loss_fgl_aux_3: 0.9511 (0.9574) loss_fgl_aux_4: 0.9509 (0.9574) loss_fgl_dn_0: 1.0928 (1.0826) loss_fgl_dn_1: 0.9869 (0.9789) loss_fgl_dn_2: 0.9778 (0.9699) loss_fgl_dn_3: 0.9794 (0.9706) loss_fgl_dn_4: 0.9802 (0.9711) loss_fgl_dn_5: 0.9802 (0.9711) loss_giou: 0.5930 (0.5434) loss_giou_aux_0: 0.6141 (0.5680) loss_giou_aux_1: 0.5977 (0.5489) loss_giou_aux_2: 0.5905 (0.5445) loss_giou_aux_3: 0.5925 (0.5435) loss_giou_aux_4: 0.5931 (0.5433) loss_giou_dn_0: 0.5774 (0.5432) loss_giou_dn_1: 0.4590 (0.4311) loss_giou_dn_2: 0.4372 (0.4143) loss_giou_dn_3: 0.4347 (0.4093) loss_giou_dn_4: 0.4338 (0.4082) loss_giou_dn_5: 0.4337 (0.4082) loss_giou_dn_pre: 0.5755 (0.5426) loss_giou_enc_0: 0.6944 (0.6382) loss_giou_pre: 0.6139 (0.5666) loss_ddf_aux_0: 0.0536 (0.0514) loss_ddf_aux_1: 0.0083 (0.0075) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2537 (0.2495) loss_ddf_dn_1: 0.0351 (0.0340) loss_ddf_dn_2: 0.0085 (0.0075) loss_ddf_dn_3: 0.0010 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6353 (0.6361) loss_vfl_aux_0: 0.7156 (0.7012) loss_vfl_aux_1: 0.6903 (0.6791) loss_vfl_aux_2: 0.6732 (0.6623) loss_vfl_aux_3: 0.6503 (0.6466) loss_vfl_aux_4: 0.6357 (0.6381) loss_vfl_dn_0: 0.4869 (0.4812) loss_vfl_dn_1: 0.4187 (0.4105) loss_vfl_dn_2: 0.3998 (0.3943) loss_vfl_dn_3: 0.3938 (0.3862) loss_vfl_dn_4: 0.3900 (0.3835) loss_vfl_dn_5: 0.3889 (0.3830) loss_vfl_dn_pre: 0.4863 (0.4817) loss_vfl_enc_0: 0.7023 (0.7098) loss_vfl_pre: 0.7183 (0.7035) time: 0.7450 data: 0.0276 max mem: 9142 Epoch: [61] [2300/3696] eta: 0:17:47 lr: 0.000013 loss: 30.3986 (30.6469) loss_bbox: 0.1686 (0.1648) loss_bbox_aux_0: 0.1784 (0.1767) loss_bbox_aux_1: 0.1708 (0.1675) loss_bbox_aux_2: 0.1696 (0.1654) loss_bbox_aux_3: 0.1685 (0.1649) loss_bbox_aux_4: 0.1685 (0.1648) loss_bbox_dn_0: 0.2200 (0.2261) loss_bbox_dn_1: 0.1625 (0.1652) loss_bbox_dn_2: 0.1511 (0.1551) loss_bbox_dn_3: 0.1469 (0.1518) loss_bbox_dn_4: 0.1465 (0.1510) loss_bbox_dn_5: 0.1464 (0.1510) loss_bbox_dn_pre: 0.2271 (0.2319) loss_bbox_enc_0: 0.2021 (0.2082) loss_bbox_pre: 0.1810 (0.1769) loss_dfl: 0.9564 (0.9575) loss_fgl_aux_0: 0.9888 (0.9884) loss_fgl_aux_1: 0.9615 (0.9598) loss_fgl_aux_2: 0.9569 (0.9576) loss_fgl_aux_3: 0.9570 (0.9574) loss_fgl_aux_4: 0.9567 (0.9574) loss_fgl_dn_0: 1.0869 (1.0826) loss_fgl_dn_1: 0.9808 (0.9790) loss_fgl_dn_2: 0.9704 (0.9700) loss_fgl_dn_3: 0.9721 (0.9707) loss_fgl_dn_4: 0.9724 (0.9712) loss_fgl_dn_5: 0.9725 (0.9712) loss_giou: 0.5360 (0.5433) loss_giou_aux_0: 0.5583 (0.5679) loss_giou_aux_1: 0.5441 (0.5488) loss_giou_aux_2: 0.5386 (0.5444) loss_giou_aux_3: 0.5357 (0.5434) loss_giou_aux_4: 0.5361 (0.5432) loss_giou_dn_0: 0.5471 (0.5431) loss_giou_dn_1: 0.4314 (0.4310) loss_giou_dn_2: 0.4183 (0.4142) loss_giou_dn_3: 0.4107 (0.4092) loss_giou_dn_4: 0.4103 (0.4081) loss_giou_dn_5: 0.4104 (0.4081) loss_giou_dn_pre: 0.5455 (0.5425) loss_giou_enc_0: 0.6265 (0.6381) loss_giou_pre: 0.5562 (0.5665) loss_ddf_aux_0: 0.0460 (0.0514) loss_ddf_aux_1: 0.0066 (0.0075) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2396 (0.2497) loss_ddf_dn_1: 0.0323 (0.0341) loss_ddf_dn_2: 0.0071 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6282 (0.6362) loss_vfl_aux_0: 0.7065 (0.7014) loss_vfl_aux_1: 0.6859 (0.6791) loss_vfl_aux_2: 0.6737 (0.6623) loss_vfl_aux_3: 0.6444 (0.6466) loss_vfl_aux_4: 0.6343 (0.6381) loss_vfl_dn_0: 0.4748 (0.4812) loss_vfl_dn_1: 0.4100 (0.4106) loss_vfl_dn_2: 0.3878 (0.3943) loss_vfl_dn_3: 0.3868 (0.3863) loss_vfl_dn_4: 0.3845 (0.3835) loss_vfl_dn_5: 0.3838 (0.3831) loss_vfl_dn_pre: 0.4746 (0.4817) loss_vfl_enc_0: 0.6974 (0.7098) loss_vfl_pre: 0.7181 (0.7036) time: 0.7618 data: 0.0272 max mem: 9142 Epoch: [61] [2400/3696] eta: 0:16:29 lr: 0.000013 loss: 30.7259 (30.6416) loss_bbox: 0.1580 (0.1649) loss_bbox_aux_0: 0.1669 (0.1768) loss_bbox_aux_1: 0.1611 (0.1676) loss_bbox_aux_2: 0.1584 (0.1655) loss_bbox_aux_3: 0.1576 (0.1650) loss_bbox_aux_4: 0.1580 (0.1649) loss_bbox_dn_0: 0.2250 (0.2261) loss_bbox_dn_1: 0.1597 (0.1653) loss_bbox_dn_2: 0.1486 (0.1552) loss_bbox_dn_3: 0.1459 (0.1518) loss_bbox_dn_4: 0.1454 (0.1511) loss_bbox_dn_5: 0.1454 (0.1510) loss_bbox_dn_pre: 0.2307 (0.2319) loss_bbox_enc_0: 0.2019 (0.2083) loss_bbox_pre: 0.1673 (0.1770) loss_dfl: 0.9435 (0.9574) loss_fgl_aux_0: 0.9716 (0.9883) loss_fgl_aux_1: 0.9456 (0.9598) loss_fgl_aux_2: 0.9438 (0.9575) loss_fgl_aux_3: 0.9435 (0.9574) loss_fgl_aux_4: 0.9432 (0.9574) loss_fgl_dn_0: 1.0765 (1.0825) loss_fgl_dn_1: 0.9753 (0.9789) loss_fgl_dn_2: 0.9665 (0.9699) loss_fgl_dn_3: 0.9675 (0.9706) loss_fgl_dn_4: 0.9682 (0.9711) loss_fgl_dn_5: 0.9681 (0.9711) loss_giou: 0.5631 (0.5431) loss_giou_aux_0: 0.5948 (0.5677) loss_giou_aux_1: 0.5723 (0.5486) loss_giou_aux_2: 0.5658 (0.5442) loss_giou_aux_3: 0.5642 (0.5432) loss_giou_aux_4: 0.5632 (0.5431) loss_giou_dn_0: 0.5426 (0.5429) loss_giou_dn_1: 0.4244 (0.4308) loss_giou_dn_2: 0.4134 (0.4140) loss_giou_dn_3: 0.4102 (0.4090) loss_giou_dn_4: 0.4087 (0.4079) loss_giou_dn_5: 0.4087 (0.4079) loss_giou_dn_pre: 0.5430 (0.5423) loss_giou_enc_0: 0.6522 (0.6377) loss_giou_pre: 0.5923 (0.5663) loss_ddf_aux_0: 0.0481 (0.0512) loss_ddf_aux_1: 0.0067 (0.0075) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2536 (0.2498) loss_ddf_dn_1: 0.0343 (0.0341) loss_ddf_dn_2: 0.0076 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6273 (0.6358) loss_vfl_aux_0: 0.6967 (0.7013) loss_vfl_aux_1: 0.6627 (0.6791) loss_vfl_aux_2: 0.6511 (0.6622) loss_vfl_aux_3: 0.6338 (0.6462) loss_vfl_aux_4: 0.6253 (0.6377) loss_vfl_dn_0: 0.4831 (0.4812) loss_vfl_dn_1: 0.4165 (0.4105) loss_vfl_dn_2: 0.4020 (0.3942) loss_vfl_dn_3: 0.3935 (0.3862) loss_vfl_dn_4: 0.3898 (0.3835) loss_vfl_dn_5: 0.3893 (0.3830) loss_vfl_dn_pre: 0.4839 (0.4817) loss_vfl_enc_0: 0.6971 (0.7099) loss_vfl_pre: 0.6991 (0.7035) time: 0.7244 data: 0.0249 max mem: 9142 Epoch: [61] [2500/3696] eta: 0:15:13 lr: 0.000013 loss: 30.9022 (30.6404) loss_bbox: 0.1521 (0.1646) loss_bbox_aux_0: 0.1633 (0.1765) loss_bbox_aux_1: 0.1550 (0.1673) loss_bbox_aux_2: 0.1524 (0.1652) loss_bbox_aux_3: 0.1519 (0.1647) loss_bbox_aux_4: 0.1521 (0.1646) loss_bbox_dn_0: 0.2247 (0.2259) loss_bbox_dn_1: 0.1645 (0.1651) loss_bbox_dn_2: 0.1558 (0.1550) loss_bbox_dn_3: 0.1514 (0.1516) loss_bbox_dn_4: 0.1505 (0.1509) loss_bbox_dn_5: 0.1505 (0.1509) loss_bbox_dn_pre: 0.2306 (0.2318) loss_bbox_enc_0: 0.1922 (0.2080) loss_bbox_pre: 0.1624 (0.1767) loss_dfl: 0.9544 (0.9573) loss_fgl_aux_0: 0.9806 (0.9882) loss_fgl_aux_1: 0.9559 (0.9597) loss_fgl_aux_2: 0.9545 (0.9574) loss_fgl_aux_3: 0.9544 (0.9573) loss_fgl_aux_4: 0.9544 (0.9573) loss_fgl_dn_0: 1.0836 (1.0825) loss_fgl_dn_1: 0.9832 (0.9789) loss_fgl_dn_2: 0.9755 (0.9699) loss_fgl_dn_3: 0.9749 (0.9706) loss_fgl_dn_4: 0.9753 (0.9711) loss_fgl_dn_5: 0.9753 (0.9711) loss_giou: 0.5461 (0.5433) loss_giou_aux_0: 0.5694 (0.5678) loss_giou_aux_1: 0.5514 (0.5488) loss_giou_aux_2: 0.5466 (0.5444) loss_giou_aux_3: 0.5459 (0.5434) loss_giou_aux_4: 0.5462 (0.5433) loss_giou_dn_0: 0.5431 (0.5429) loss_giou_dn_1: 0.4155 (0.4308) loss_giou_dn_2: 0.3952 (0.4139) loss_giou_dn_3: 0.3946 (0.4090) loss_giou_dn_4: 0.3934 (0.4078) loss_giou_dn_5: 0.3934 (0.4078) loss_giou_dn_pre: 0.5404 (0.5423) loss_giou_enc_0: 0.6486 (0.6380) loss_giou_pre: 0.5681 (0.5665) loss_ddf_aux_0: 0.0489 (0.0512) loss_ddf_aux_1: 0.0074 (0.0075) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2530 (0.2498) loss_ddf_dn_1: 0.0355 (0.0341) loss_ddf_dn_2: 0.0083 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6400 (0.6359) loss_vfl_aux_0: 0.7077 (0.7015) loss_vfl_aux_1: 0.6996 (0.6793) loss_vfl_aux_2: 0.6750 (0.6624) loss_vfl_aux_3: 0.6535 (0.6464) loss_vfl_aux_4: 0.6481 (0.6379) loss_vfl_dn_0: 0.4802 (0.4812) loss_vfl_dn_1: 0.4059 (0.4104) loss_vfl_dn_2: 0.3941 (0.3942) loss_vfl_dn_3: 0.3866 (0.3862) loss_vfl_dn_4: 0.3814 (0.3834) loss_vfl_dn_5: 0.3814 (0.3830) loss_vfl_dn_pre: 0.4815 (0.4816) loss_vfl_enc_0: 0.7254 (0.7102) loss_vfl_pre: 0.7066 (0.7037) time: 0.6854 data: 0.0196 max mem: 9142 Epoch: [61] [2600/3696] eta: 0:13:56 lr: 0.000013 loss: 30.3556 (30.6334) loss_bbox: 0.1659 (0.1646) loss_bbox_aux_0: 0.1784 (0.1764) loss_bbox_aux_1: 0.1685 (0.1673) loss_bbox_aux_2: 0.1662 (0.1652) loss_bbox_aux_3: 0.1658 (0.1647) loss_bbox_aux_4: 0.1660 (0.1646) loss_bbox_dn_0: 0.2229 (0.2257) loss_bbox_dn_1: 0.1544 (0.1649) loss_bbox_dn_2: 0.1447 (0.1548) loss_bbox_dn_3: 0.1444 (0.1514) loss_bbox_dn_4: 0.1424 (0.1507) loss_bbox_dn_5: 0.1424 (0.1507) loss_bbox_dn_pre: 0.2261 (0.2316) loss_bbox_enc_0: 0.2083 (0.2079) loss_bbox_pre: 0.1787 (0.1766) loss_dfl: 0.9437 (0.9574) loss_fgl_aux_0: 0.9804 (0.9882) loss_fgl_aux_1: 0.9459 (0.9598) loss_fgl_aux_2: 0.9437 (0.9575) loss_fgl_aux_3: 0.9441 (0.9574) loss_fgl_aux_4: 0.9437 (0.9574) loss_fgl_dn_0: 1.0856 (1.0825) loss_fgl_dn_1: 0.9723 (0.9789) loss_fgl_dn_2: 0.9625 (0.9699) loss_fgl_dn_3: 0.9626 (0.9707) loss_fgl_dn_4: 0.9630 (0.9711) loss_fgl_dn_5: 0.9631 (0.9712) loss_giou: 0.5104 (0.5430) loss_giou_aux_0: 0.5308 (0.5676) loss_giou_aux_1: 0.5113 (0.5485) loss_giou_aux_2: 0.5112 (0.5441) loss_giou_aux_3: 0.5110 (0.5432) loss_giou_aux_4: 0.5107 (0.5430) loss_giou_dn_0: 0.5170 (0.5426) loss_giou_dn_1: 0.3998 (0.4304) loss_giou_dn_2: 0.3801 (0.4136) loss_giou_dn_3: 0.3778 (0.4086) loss_giou_dn_4: 0.3764 (0.4075) loss_giou_dn_5: 0.3764 (0.4075) loss_giou_dn_pre: 0.5144 (0.5419) loss_giou_enc_0: 0.5870 (0.6377) loss_giou_pre: 0.5268 (0.5662) loss_ddf_aux_0: 0.0428 (0.0510) loss_ddf_aux_1: 0.0066 (0.0075) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2419 (0.2495) loss_ddf_dn_1: 0.0311 (0.0340) loss_ddf_dn_2: 0.0067 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6201 (0.6357) loss_vfl_aux_0: 0.6923 (0.7016) loss_vfl_aux_1: 0.6627 (0.6793) loss_vfl_aux_2: 0.6587 (0.6623) loss_vfl_aux_3: 0.6394 (0.6462) loss_vfl_aux_4: 0.6241 (0.6377) loss_vfl_dn_0: 0.4780 (0.4811) loss_vfl_dn_1: 0.4017 (0.4103) loss_vfl_dn_2: 0.3844 (0.3941) loss_vfl_dn_3: 0.3790 (0.3860) loss_vfl_dn_4: 0.3756 (0.3833) loss_vfl_dn_5: 0.3740 (0.3828) loss_vfl_dn_pre: 0.4787 (0.4816) loss_vfl_enc_0: 0.6957 (0.7103) loss_vfl_pre: 0.6955 (0.7038) time: 0.7373 data: 0.0251 max mem: 9142 Epoch: [61] [2700/3696] eta: 0:12:41 lr: 0.000013 loss: 30.9844 (30.6334) loss_bbox: 0.1674 (0.1644) loss_bbox_aux_0: 0.1790 (0.1763) loss_bbox_aux_1: 0.1705 (0.1671) loss_bbox_aux_2: 0.1693 (0.1650) loss_bbox_aux_3: 0.1671 (0.1645) loss_bbox_aux_4: 0.1674 (0.1644) loss_bbox_dn_0: 0.2086 (0.2256) loss_bbox_dn_1: 0.1490 (0.1647) loss_bbox_dn_2: 0.1410 (0.1546) loss_bbox_dn_3: 0.1391 (0.1513) loss_bbox_dn_4: 0.1390 (0.1505) loss_bbox_dn_5: 0.1389 (0.1505) loss_bbox_dn_pre: 0.2122 (0.2314) loss_bbox_enc_0: 0.2082 (0.2078) loss_bbox_pre: 0.1789 (0.1765) loss_dfl: 0.9553 (0.9574) loss_fgl_aux_0: 0.9959 (0.9883) loss_fgl_aux_1: 0.9604 (0.9598) loss_fgl_aux_2: 0.9557 (0.9575) loss_fgl_aux_3: 0.9550 (0.9574) loss_fgl_aux_4: 0.9553 (0.9574) loss_fgl_dn_0: 1.0782 (1.0826) loss_fgl_dn_1: 0.9814 (0.9790) loss_fgl_dn_2: 0.9701 (0.9700) loss_fgl_dn_3: 0.9722 (0.9707) loss_fgl_dn_4: 0.9727 (0.9712) loss_fgl_dn_5: 0.9727 (0.9712) loss_giou: 0.5416 (0.5432) loss_giou_aux_0: 0.5705 (0.5677) loss_giou_aux_1: 0.5504 (0.5487) loss_giou_aux_2: 0.5434 (0.5443) loss_giou_aux_3: 0.5418 (0.5433) loss_giou_aux_4: 0.5420 (0.5432) loss_giou_dn_0: 0.5573 (0.5427) loss_giou_dn_1: 0.4361 (0.4305) loss_giou_dn_2: 0.4180 (0.4136) loss_giou_dn_3: 0.4115 (0.4086) loss_giou_dn_4: 0.4104 (0.4075) loss_giou_dn_5: 0.4104 (0.4075) loss_giou_dn_pre: 0.5574 (0.5420) loss_giou_enc_0: 0.6376 (0.6378) loss_giou_pre: 0.5697 (0.5663) loss_ddf_aux_0: 0.0509 (0.0511) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2485 (0.2497) loss_ddf_dn_1: 0.0344 (0.0340) loss_ddf_dn_2: 0.0086 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6248 (0.6357) loss_vfl_aux_0: 0.6882 (0.7017) loss_vfl_aux_1: 0.6671 (0.6793) loss_vfl_aux_2: 0.6564 (0.6623) loss_vfl_aux_3: 0.6337 (0.6461) loss_vfl_aux_4: 0.6219 (0.6376) loss_vfl_dn_0: 0.4791 (0.4812) loss_vfl_dn_1: 0.4127 (0.4104) loss_vfl_dn_2: 0.3999 (0.3941) loss_vfl_dn_3: 0.3920 (0.3861) loss_vfl_dn_4: 0.3893 (0.3834) loss_vfl_dn_5: 0.3893 (0.3829) loss_vfl_dn_pre: 0.4802 (0.4816) loss_vfl_enc_0: 0.6781 (0.7103) loss_vfl_pre: 0.6924 (0.7039) time: 0.7612 data: 0.0320 max mem: 9142 Epoch: [61] [2800/3696] eta: 0:11:24 lr: 0.000013 loss: 30.6144 (30.6350) loss_bbox: 0.1530 (0.1645) loss_bbox_aux_0: 0.1664 (0.1764) loss_bbox_aux_1: 0.1555 (0.1672) loss_bbox_aux_2: 0.1526 (0.1651) loss_bbox_aux_3: 0.1525 (0.1646) loss_bbox_aux_4: 0.1532 (0.1645) loss_bbox_dn_0: 0.2129 (0.2256) loss_bbox_dn_1: 0.1530 (0.1648) loss_bbox_dn_2: 0.1381 (0.1546) loss_bbox_dn_3: 0.1380 (0.1513) loss_bbox_dn_4: 0.1377 (0.1506) loss_bbox_dn_5: 0.1377 (0.1506) loss_bbox_dn_pre: 0.2234 (0.2315) loss_bbox_enc_0: 0.1875 (0.2079) loss_bbox_pre: 0.1673 (0.1766) loss_dfl: 0.9639 (0.9575) loss_fgl_aux_0: 0.9978 (0.9885) loss_fgl_aux_1: 0.9678 (0.9599) loss_fgl_aux_2: 0.9657 (0.9576) loss_fgl_aux_3: 0.9640 (0.9575) loss_fgl_aux_4: 0.9638 (0.9575) loss_fgl_dn_0: 1.0818 (1.0826) loss_fgl_dn_1: 0.9707 (0.9789) loss_fgl_dn_2: 0.9636 (0.9699) loss_fgl_dn_3: 0.9648 (0.9707) loss_fgl_dn_4: 0.9661 (0.9712) loss_fgl_dn_5: 0.9661 (0.9712) loss_giou: 0.5250 (0.5429) loss_giou_aux_0: 0.5614 (0.5675) loss_giou_aux_1: 0.5321 (0.5484) loss_giou_aux_2: 0.5251 (0.5440) loss_giou_aux_3: 0.5243 (0.5431) loss_giou_aux_4: 0.5253 (0.5429) loss_giou_dn_0: 0.5425 (0.5426) loss_giou_dn_1: 0.4279 (0.4304) loss_giou_dn_2: 0.4119 (0.4136) loss_giou_dn_3: 0.4094 (0.4086) loss_giou_dn_4: 0.4094 (0.4074) loss_giou_dn_5: 0.4093 (0.4074) loss_giou_dn_pre: 0.5454 (0.5420) loss_giou_enc_0: 0.6265 (0.6375) loss_giou_pre: 0.5605 (0.5661) loss_ddf_aux_0: 0.0527 (0.0512) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2622 (0.2499) loss_ddf_dn_1: 0.0329 (0.0341) loss_ddf_dn_2: 0.0079 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6177 (0.6358) loss_vfl_aux_0: 0.6936 (0.7021) loss_vfl_aux_1: 0.6726 (0.6796) loss_vfl_aux_2: 0.6450 (0.6625) loss_vfl_aux_3: 0.6287 (0.6463) loss_vfl_aux_4: 0.6170 (0.6377) loss_vfl_dn_0: 0.4829 (0.4812) loss_vfl_dn_1: 0.4105 (0.4104) loss_vfl_dn_2: 0.3954 (0.3941) loss_vfl_dn_3: 0.3842 (0.3861) loss_vfl_dn_4: 0.3818 (0.3834) loss_vfl_dn_5: 0.3814 (0.3829) loss_vfl_dn_pre: 0.4830 (0.4817) loss_vfl_enc_0: 0.6907 (0.7104) loss_vfl_pre: 0.6973 (0.7043) time: 0.7757 data: 0.0295 max mem: 9142 Epoch: [61] [2900/3696] eta: 0:10:08 lr: 0.000013 loss: 30.8859 (30.6394) loss_bbox: 0.1586 (0.1646) loss_bbox_aux_0: 0.1771 (0.1764) loss_bbox_aux_1: 0.1641 (0.1672) loss_bbox_aux_2: 0.1601 (0.1652) loss_bbox_aux_3: 0.1589 (0.1647) loss_bbox_aux_4: 0.1585 (0.1646) loss_bbox_dn_0: 0.2298 (0.2257) loss_bbox_dn_1: 0.1689 (0.1648) loss_bbox_dn_2: 0.1593 (0.1547) loss_bbox_dn_3: 0.1575 (0.1514) loss_bbox_dn_4: 0.1574 (0.1506) loss_bbox_dn_5: 0.1574 (0.1506) loss_bbox_dn_pre: 0.2300 (0.2315) loss_bbox_enc_0: 0.1980 (0.2079) loss_bbox_pre: 0.1744 (0.1766) loss_dfl: 0.9628 (0.9574) loss_fgl_aux_0: 0.9827 (0.9884) loss_fgl_aux_1: 0.9622 (0.9598) loss_fgl_aux_2: 0.9624 (0.9575) loss_fgl_aux_3: 0.9621 (0.9574) loss_fgl_aux_4: 0.9625 (0.9574) loss_fgl_dn_0: 1.0805 (1.0825) loss_fgl_dn_1: 0.9843 (0.9788) loss_fgl_dn_2: 0.9747 (0.9699) loss_fgl_dn_3: 0.9760 (0.9706) loss_fgl_dn_4: 0.9764 (0.9711) loss_fgl_dn_5: 0.9764 (0.9711) loss_giou: 0.5556 (0.5432) loss_giou_aux_0: 0.5754 (0.5677) loss_giou_aux_1: 0.5610 (0.5487) loss_giou_aux_2: 0.5561 (0.5443) loss_giou_aux_3: 0.5542 (0.5433) loss_giou_aux_4: 0.5552 (0.5432) loss_giou_dn_0: 0.5616 (0.5428) loss_giou_dn_1: 0.4445 (0.4305) loss_giou_dn_2: 0.4339 (0.4137) loss_giou_dn_3: 0.4300 (0.4087) loss_giou_dn_4: 0.4290 (0.4076) loss_giou_dn_5: 0.4291 (0.4076) loss_giou_dn_pre: 0.5649 (0.5422) loss_giou_enc_0: 0.6428 (0.6376) loss_giou_pre: 0.5733 (0.5663) loss_ddf_aux_0: 0.0480 (0.0512) loss_ddf_aux_1: 0.0064 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2467 (0.2500) loss_ddf_dn_1: 0.0351 (0.0341) loss_ddf_dn_2: 0.0091 (0.0076) loss_ddf_dn_3: 0.0012 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6294 (0.6359) loss_vfl_aux_0: 0.6924 (0.7024) loss_vfl_aux_1: 0.6681 (0.6797) loss_vfl_aux_2: 0.6520 (0.6627) loss_vfl_aux_3: 0.6491 (0.6466) loss_vfl_aux_4: 0.6371 (0.6379) loss_vfl_dn_0: 0.4821 (0.4812) loss_vfl_dn_1: 0.4136 (0.4104) loss_vfl_dn_2: 0.3943 (0.3942) loss_vfl_dn_3: 0.3890 (0.3862) loss_vfl_dn_4: 0.3858 (0.3834) loss_vfl_dn_5: 0.3844 (0.3829) loss_vfl_dn_pre: 0.4824 (0.4817) loss_vfl_enc_0: 0.7070 (0.7105) loss_vfl_pre: 0.7059 (0.7046) time: 0.7507 data: 0.0275 max mem: 9142 Epoch: [61] [3000/3696] eta: 0:08:51 lr: 0.000013 loss: 30.4751 (30.6350) loss_bbox: 0.1624 (0.1646) loss_bbox_aux_0: 0.1788 (0.1765) loss_bbox_aux_1: 0.1684 (0.1673) loss_bbox_aux_2: 0.1669 (0.1652) loss_bbox_aux_3: 0.1631 (0.1647) loss_bbox_aux_4: 0.1624 (0.1646) loss_bbox_dn_0: 0.2172 (0.2255) loss_bbox_dn_1: 0.1525 (0.1646) loss_bbox_dn_2: 0.1400 (0.1545) loss_bbox_dn_3: 0.1390 (0.1512) loss_bbox_dn_4: 0.1382 (0.1505) loss_bbox_dn_5: 0.1382 (0.1505) loss_bbox_dn_pre: 0.2194 (0.2314) loss_bbox_enc_0: 0.2150 (0.2079) loss_bbox_pre: 0.1781 (0.1767) loss_dfl: 0.9597 (0.9573) loss_fgl_aux_0: 0.9902 (0.9884) loss_fgl_aux_1: 0.9606 (0.9597) loss_fgl_aux_2: 0.9593 (0.9574) loss_fgl_aux_3: 0.9591 (0.9573) loss_fgl_aux_4: 0.9596 (0.9573) loss_fgl_dn_0: 1.0833 (1.0825) loss_fgl_dn_1: 0.9808 (0.9787) loss_fgl_dn_2: 0.9717 (0.9697) loss_fgl_dn_3: 0.9732 (0.9705) loss_fgl_dn_4: 0.9730 (0.9710) loss_fgl_dn_5: 0.9730 (0.9710) loss_giou: 0.5616 (0.5431) loss_giou_aux_0: 0.5836 (0.5677) loss_giou_aux_1: 0.5665 (0.5486) loss_giou_aux_2: 0.5634 (0.5442) loss_giou_aux_3: 0.5618 (0.5433) loss_giou_aux_4: 0.5615 (0.5431) loss_giou_dn_0: 0.5436 (0.5428) loss_giou_dn_1: 0.4261 (0.4304) loss_giou_dn_2: 0.4070 (0.4135) loss_giou_dn_3: 0.4033 (0.4085) loss_giou_dn_4: 0.4017 (0.4074) loss_giou_dn_5: 0.4017 (0.4074) loss_giou_dn_pre: 0.5414 (0.5421) loss_giou_enc_0: 0.6441 (0.6374) loss_giou_pre: 0.5809 (0.5663) loss_ddf_aux_0: 0.0527 (0.0512) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2560 (0.2505) loss_ddf_dn_1: 0.0341 (0.0341) loss_ddf_dn_2: 0.0071 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6349 (0.6358) loss_vfl_aux_0: 0.6944 (0.7021) loss_vfl_aux_1: 0.6705 (0.6794) loss_vfl_aux_2: 0.6694 (0.6625) loss_vfl_aux_3: 0.6350 (0.6465) loss_vfl_aux_4: 0.6346 (0.6378) loss_vfl_dn_0: 0.4890 (0.4812) loss_vfl_dn_1: 0.4156 (0.4104) loss_vfl_dn_2: 0.4022 (0.3942) loss_vfl_dn_3: 0.3945 (0.3862) loss_vfl_dn_4: 0.3930 (0.3834) loss_vfl_dn_5: 0.3923 (0.3830) loss_vfl_dn_pre: 0.4889 (0.4817) loss_vfl_enc_0: 0.7084 (0.7104) loss_vfl_pre: 0.7035 (0.7043) time: 0.7419 data: 0.0277 max mem: 9142 Epoch: [61] [3100/3696] eta: 0:07:35 lr: 0.000013 loss: 30.5385 (30.6314) loss_bbox: 0.1487 (0.1645) loss_bbox_aux_0: 0.1607 (0.1764) loss_bbox_aux_1: 0.1503 (0.1672) loss_bbox_aux_2: 0.1482 (0.1651) loss_bbox_aux_3: 0.1483 (0.1646) loss_bbox_aux_4: 0.1487 (0.1645) loss_bbox_dn_0: 0.2106 (0.2255) loss_bbox_dn_1: 0.1560 (0.1646) loss_bbox_dn_2: 0.1449 (0.1545) loss_bbox_dn_3: 0.1428 (0.1512) loss_bbox_dn_4: 0.1423 (0.1504) loss_bbox_dn_5: 0.1424 (0.1504) loss_bbox_dn_pre: 0.2208 (0.2313) loss_bbox_enc_0: 0.1825 (0.2078) loss_bbox_pre: 0.1617 (0.1766) loss_dfl: 0.9480 (0.9573) loss_fgl_aux_0: 0.9846 (0.9883) loss_fgl_aux_1: 0.9500 (0.9596) loss_fgl_aux_2: 0.9487 (0.9574) loss_fgl_aux_3: 0.9483 (0.9573) loss_fgl_aux_4: 0.9480 (0.9573) loss_fgl_dn_0: 1.0844 (1.0824) loss_fgl_dn_1: 0.9840 (0.9786) loss_fgl_dn_2: 0.9761 (0.9697) loss_fgl_dn_3: 0.9747 (0.9704) loss_fgl_dn_4: 0.9754 (0.9709) loss_fgl_dn_5: 0.9754 (0.9709) loss_giou: 0.5461 (0.5432) loss_giou_aux_0: 0.5670 (0.5677) loss_giou_aux_1: 0.5515 (0.5486) loss_giou_aux_2: 0.5463 (0.5442) loss_giou_aux_3: 0.5466 (0.5433) loss_giou_aux_4: 0.5461 (0.5431) loss_giou_dn_0: 0.5291 (0.5428) loss_giou_dn_1: 0.4158 (0.4304) loss_giou_dn_2: 0.4002 (0.4135) loss_giou_dn_3: 0.3924 (0.4086) loss_giou_dn_4: 0.3915 (0.4074) loss_giou_dn_5: 0.3915 (0.4074) loss_giou_dn_pre: 0.5301 (0.5422) loss_giou_enc_0: 0.6510 (0.6375) loss_giou_pre: 0.5699 (0.5663) loss_ddf_aux_0: 0.0491 (0.0512) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2512 (0.2503) loss_ddf_dn_1: 0.0349 (0.0341) loss_ddf_dn_2: 0.0082 (0.0076) loss_ddf_dn_3: 0.0010 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6069 (0.6356) loss_vfl_aux_0: 0.6722 (0.7019) loss_vfl_aux_1: 0.6621 (0.6794) loss_vfl_aux_2: 0.6545 (0.6625) loss_vfl_aux_3: 0.6234 (0.6462) loss_vfl_aux_4: 0.6223 (0.6375) loss_vfl_dn_0: 0.4788 (0.4811) loss_vfl_dn_1: 0.4097 (0.4104) loss_vfl_dn_2: 0.3933 (0.3942) loss_vfl_dn_3: 0.3846 (0.3861) loss_vfl_dn_4: 0.3832 (0.3834) loss_vfl_dn_5: 0.3831 (0.3829) loss_vfl_dn_pre: 0.4788 (0.4816) loss_vfl_enc_0: 0.6969 (0.7101) loss_vfl_pre: 0.6740 (0.7041) time: 0.7669 data: 0.0319 max mem: 9142 Epoch: [61] [3200/3696] eta: 0:06:18 lr: 0.000013 loss: 30.5839 (30.6373) loss_bbox: 0.1647 (0.1644) loss_bbox_aux_0: 0.1709 (0.1763) loss_bbox_aux_1: 0.1663 (0.1671) loss_bbox_aux_2: 0.1638 (0.1650) loss_bbox_aux_3: 0.1652 (0.1645) loss_bbox_aux_4: 0.1649 (0.1644) loss_bbox_dn_0: 0.2130 (0.2253) loss_bbox_dn_1: 0.1573 (0.1645) loss_bbox_dn_2: 0.1460 (0.1544) loss_bbox_dn_3: 0.1412 (0.1511) loss_bbox_dn_4: 0.1407 (0.1504) loss_bbox_dn_5: 0.1407 (0.1504) loss_bbox_dn_pre: 0.2206 (0.2312) loss_bbox_enc_0: 0.2031 (0.2077) loss_bbox_pre: 0.1711 (0.1765) loss_dfl: 0.9415 (0.9571) loss_fgl_aux_0: 0.9712 (0.9882) loss_fgl_aux_1: 0.9416 (0.9595) loss_fgl_aux_2: 0.9410 (0.9573) loss_fgl_aux_3: 0.9413 (0.9571) loss_fgl_aux_4: 0.9416 (0.9571) loss_fgl_dn_0: 1.0804 (1.0823) loss_fgl_dn_1: 0.9772 (0.9786) loss_fgl_dn_2: 0.9675 (0.9696) loss_fgl_dn_3: 0.9678 (0.9704) loss_fgl_dn_4: 0.9681 (0.9709) loss_fgl_dn_5: 0.9682 (0.9709) loss_giou: 0.5793 (0.5438) loss_giou_aux_0: 0.6009 (0.5683) loss_giou_aux_1: 0.5843 (0.5492) loss_giou_aux_2: 0.5784 (0.5448) loss_giou_aux_3: 0.5787 (0.5439) loss_giou_aux_4: 0.5790 (0.5437) loss_giou_dn_0: 0.5520 (0.5431) loss_giou_dn_1: 0.4426 (0.4308) loss_giou_dn_2: 0.4264 (0.4139) loss_giou_dn_3: 0.4208 (0.4089) loss_giou_dn_4: 0.4181 (0.4078) loss_giou_dn_5: 0.4181 (0.4078) loss_giou_dn_pre: 0.5499 (0.5425) loss_giou_enc_0: 0.6841 (0.6381) loss_giou_pre: 0.5982 (0.5669) loss_ddf_aux_0: 0.0502 (0.0513) loss_ddf_aux_1: 0.0069 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2472 (0.2503) loss_ddf_dn_1: 0.0348 (0.0341) loss_ddf_dn_2: 0.0079 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6172 (0.6355) loss_vfl_aux_0: 0.6931 (0.7022) loss_vfl_aux_1: 0.6606 (0.6795) loss_vfl_aux_2: 0.6501 (0.6626) loss_vfl_aux_3: 0.6311 (0.6462) loss_vfl_aux_4: 0.6196 (0.6374) loss_vfl_dn_0: 0.4796 (0.4811) loss_vfl_dn_1: 0.4128 (0.4104) loss_vfl_dn_2: 0.3958 (0.3942) loss_vfl_dn_3: 0.3893 (0.3862) loss_vfl_dn_4: 0.3850 (0.3834) loss_vfl_dn_5: 0.3863 (0.3829) loss_vfl_dn_pre: 0.4800 (0.4815) loss_vfl_enc_0: 0.7097 (0.7102) loss_vfl_pre: 0.6964 (0.7044) time: 0.7816 data: 0.0312 max mem: 9142 Epoch: [61] [3300/3696] eta: 0:05:02 lr: 0.000013 loss: 30.9687 (30.6420) loss_bbox: 0.1599 (0.1645) loss_bbox_aux_0: 0.1685 (0.1764) loss_bbox_aux_1: 0.1626 (0.1672) loss_bbox_aux_2: 0.1606 (0.1651) loss_bbox_aux_3: 0.1600 (0.1646) loss_bbox_aux_4: 0.1599 (0.1646) loss_bbox_dn_0: 0.2192 (0.2255) loss_bbox_dn_1: 0.1641 (0.1646) loss_bbox_dn_2: 0.1502 (0.1545) loss_bbox_dn_3: 0.1505 (0.1512) loss_bbox_dn_4: 0.1503 (0.1505) loss_bbox_dn_5: 0.1502 (0.1505) loss_bbox_dn_pre: 0.2221 (0.2313) loss_bbox_enc_0: 0.2008 (0.2079) loss_bbox_pre: 0.1702 (0.1766) loss_dfl: 0.9522 (0.9570) loss_fgl_aux_0: 0.9821 (0.9880) loss_fgl_aux_1: 0.9526 (0.9593) loss_fgl_aux_2: 0.9511 (0.9571) loss_fgl_aux_3: 0.9516 (0.9569) loss_fgl_aux_4: 0.9522 (0.9570) loss_fgl_dn_0: 1.0826 (1.0822) loss_fgl_dn_1: 0.9844 (0.9785) loss_fgl_dn_2: 0.9725 (0.9695) loss_fgl_dn_3: 0.9724 (0.9703) loss_fgl_dn_4: 0.9726 (0.9708) loss_fgl_dn_5: 0.9726 (0.9708) loss_giou: 0.5488 (0.5440) loss_giou_aux_0: 0.5746 (0.5686) loss_giou_aux_1: 0.5561 (0.5495) loss_giou_aux_2: 0.5496 (0.5451) loss_giou_aux_3: 0.5486 (0.5441) loss_giou_aux_4: 0.5487 (0.5440) loss_giou_dn_0: 0.5473 (0.5432) loss_giou_dn_1: 0.4353 (0.4308) loss_giou_dn_2: 0.4170 (0.4140) loss_giou_dn_3: 0.4107 (0.4090) loss_giou_dn_4: 0.4098 (0.4079) loss_giou_dn_5: 0.4098 (0.4079) loss_giou_dn_pre: 0.5477 (0.5426) loss_giou_enc_0: 0.6452 (0.6383) loss_giou_pre: 0.5753 (0.5672) loss_ddf_aux_0: 0.0509 (0.0513) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2481 (0.2504) loss_ddf_dn_1: 0.0351 (0.0342) loss_ddf_dn_2: 0.0080 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6648 (0.6357) loss_vfl_aux_0: 0.7388 (0.7026) loss_vfl_aux_1: 0.7064 (0.6798) loss_vfl_aux_2: 0.6875 (0.6628) loss_vfl_aux_3: 0.6692 (0.6464) loss_vfl_aux_4: 0.6740 (0.6377) loss_vfl_dn_0: 0.4828 (0.4811) loss_vfl_dn_1: 0.4136 (0.4104) loss_vfl_dn_2: 0.3973 (0.3942) loss_vfl_dn_3: 0.3916 (0.3862) loss_vfl_dn_4: 0.3885 (0.3834) loss_vfl_dn_5: 0.3871 (0.3829) loss_vfl_dn_pre: 0.4833 (0.4815) loss_vfl_enc_0: 0.7176 (0.7103) loss_vfl_pre: 0.7383 (0.7049) time: 0.7452 data: 0.0304 max mem: 9142 Epoch: [61] [3400/3696] eta: 0:03:46 lr: 0.000013 loss: 31.1550 (30.6475) loss_bbox: 0.1613 (0.1647) loss_bbox_aux_0: 0.1725 (0.1765) loss_bbox_aux_1: 0.1652 (0.1673) loss_bbox_aux_2: 0.1612 (0.1652) loss_bbox_aux_3: 0.1612 (0.1647) loss_bbox_aux_4: 0.1613 (0.1647) loss_bbox_dn_0: 0.2169 (0.2255) loss_bbox_dn_1: 0.1560 (0.1647) loss_bbox_dn_2: 0.1455 (0.1546) loss_bbox_dn_3: 0.1423 (0.1513) loss_bbox_dn_4: 0.1420 (0.1505) loss_bbox_dn_5: 0.1420 (0.1505) loss_bbox_dn_pre: 0.2215 (0.2314) loss_bbox_enc_0: 0.2061 (0.2079) loss_bbox_pre: 0.1746 (0.1767) loss_dfl: 0.9567 (0.9570) loss_fgl_aux_0: 0.9904 (0.9880) loss_fgl_aux_1: 0.9596 (0.9594) loss_fgl_aux_2: 0.9574 (0.9571) loss_fgl_aux_3: 0.9578 (0.9570) loss_fgl_aux_4: 0.9568 (0.9570) loss_fgl_dn_0: 1.0845 (1.0823) loss_fgl_dn_1: 0.9820 (0.9786) loss_fgl_dn_2: 0.9729 (0.9696) loss_fgl_dn_3: 0.9734 (0.9703) loss_fgl_dn_4: 0.9739 (0.9708) loss_fgl_dn_5: 0.9739 (0.9708) loss_giou: 0.5635 (0.5442) loss_giou_aux_0: 0.5959 (0.5687) loss_giou_aux_1: 0.5701 (0.5496) loss_giou_aux_2: 0.5622 (0.5452) loss_giou_aux_3: 0.5630 (0.5443) loss_giou_aux_4: 0.5634 (0.5441) loss_giou_dn_0: 0.5494 (0.5433) loss_giou_dn_1: 0.4434 (0.4309) loss_giou_dn_2: 0.4268 (0.4140) loss_giou_dn_3: 0.4199 (0.4091) loss_giou_dn_4: 0.4175 (0.4079) loss_giou_dn_5: 0.4174 (0.4079) loss_giou_dn_pre: 0.5498 (0.5427) loss_giou_enc_0: 0.6664 (0.6385) loss_giou_pre: 0.5950 (0.5673) loss_ddf_aux_0: 0.0489 (0.0513) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2488 (0.2504) loss_ddf_dn_1: 0.0347 (0.0342) loss_ddf_dn_2: 0.0087 (0.0077) loss_ddf_dn_3: 0.0010 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6257 (0.6360) loss_vfl_aux_0: 0.6914 (0.7029) loss_vfl_aux_1: 0.6661 (0.6800) loss_vfl_aux_2: 0.6486 (0.6629) loss_vfl_aux_3: 0.6377 (0.6466) loss_vfl_aux_4: 0.6207 (0.6379) loss_vfl_dn_0: 0.4836 (0.4811) loss_vfl_dn_1: 0.4142 (0.4105) loss_vfl_dn_2: 0.3954 (0.3943) loss_vfl_dn_3: 0.3856 (0.3862) loss_vfl_dn_4: 0.3852 (0.3835) loss_vfl_dn_5: 0.3855 (0.3830) loss_vfl_dn_pre: 0.4833 (0.4815) loss_vfl_enc_0: 0.7086 (0.7104) loss_vfl_pre: 0.6923 (0.7051) time: 0.7505 data: 0.0314 max mem: 9142 Epoch: [61] [3500/3696] eta: 0:02:29 lr: 0.000013 loss: 30.7366 (30.6493) loss_bbox: 0.1683 (0.1647) loss_bbox_aux_0: 0.1787 (0.1766) loss_bbox_aux_1: 0.1719 (0.1674) loss_bbox_aux_2: 0.1697 (0.1653) loss_bbox_aux_3: 0.1685 (0.1648) loss_bbox_aux_4: 0.1682 (0.1647) loss_bbox_dn_0: 0.2422 (0.2257) loss_bbox_dn_1: 0.1751 (0.1648) loss_bbox_dn_2: 0.1598 (0.1547) loss_bbox_dn_3: 0.1577 (0.1514) loss_bbox_dn_4: 0.1569 (0.1506) loss_bbox_dn_5: 0.1568 (0.1506) loss_bbox_dn_pre: 0.2493 (0.2315) loss_bbox_enc_0: 0.2135 (0.2080) loss_bbox_pre: 0.1785 (0.1768) loss_dfl: 0.9566 (0.9570) loss_fgl_aux_0: 0.9985 (0.9880) loss_fgl_aux_1: 0.9598 (0.9593) loss_fgl_aux_2: 0.9584 (0.9571) loss_fgl_aux_3: 0.9574 (0.9570) loss_fgl_aux_4: 0.9568 (0.9570) loss_fgl_dn_0: 1.0793 (1.0822) loss_fgl_dn_1: 0.9754 (0.9785) loss_fgl_dn_2: 0.9666 (0.9695) loss_fgl_dn_3: 0.9668 (0.9703) loss_fgl_dn_4: 0.9677 (0.9708) loss_fgl_dn_5: 0.9677 (0.9708) loss_giou: 0.5120 (0.5441) loss_giou_aux_0: 0.5425 (0.5687) loss_giou_aux_1: 0.5214 (0.5496) loss_giou_aux_2: 0.5167 (0.5452) loss_giou_aux_3: 0.5140 (0.5442) loss_giou_aux_4: 0.5123 (0.5441) loss_giou_dn_0: 0.5291 (0.5433) loss_giou_dn_1: 0.4215 (0.4310) loss_giou_dn_2: 0.4025 (0.4141) loss_giou_dn_3: 0.3968 (0.4091) loss_giou_dn_4: 0.3959 (0.4080) loss_giou_dn_5: 0.3959 (0.4080) loss_giou_dn_pre: 0.5286 (0.5427) loss_giou_enc_0: 0.6118 (0.6384) loss_giou_pre: 0.5412 (0.5673) loss_ddf_aux_0: 0.0494 (0.0512) loss_ddf_aux_1: 0.0078 (0.0074) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2477 (0.2505) loss_ddf_dn_1: 0.0347 (0.0343) loss_ddf_dn_2: 0.0076 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6434 (0.6360) loss_vfl_aux_0: 0.7235 (0.7031) loss_vfl_aux_1: 0.6764 (0.6800) loss_vfl_aux_2: 0.6708 (0.6631) loss_vfl_aux_3: 0.6556 (0.6467) loss_vfl_aux_4: 0.6503 (0.6380) loss_vfl_dn_0: 0.4860 (0.4811) loss_vfl_dn_1: 0.4089 (0.4105) loss_vfl_dn_2: 0.3931 (0.3943) loss_vfl_dn_3: 0.3855 (0.3862) loss_vfl_dn_4: 0.3820 (0.3835) loss_vfl_dn_5: 0.3826 (0.3830) loss_vfl_dn_pre: 0.4868 (0.4815) loss_vfl_enc_0: 0.7152 (0.7104) loss_vfl_pre: 0.7231 (0.7053) time: 0.7456 data: 0.0304 max mem: 9142 Epoch: [61] [3600/3696] eta: 0:01:13 lr: 0.000013 loss: 30.3281 (30.6502) loss_bbox: 0.1523 (0.1647) loss_bbox_aux_0: 0.1637 (0.1766) loss_bbox_aux_1: 0.1549 (0.1674) loss_bbox_aux_2: 0.1551 (0.1653) loss_bbox_aux_3: 0.1528 (0.1648) loss_bbox_aux_4: 0.1523 (0.1647) loss_bbox_dn_0: 0.2183 (0.2257) loss_bbox_dn_1: 0.1496 (0.1648) loss_bbox_dn_2: 0.1437 (0.1547) loss_bbox_dn_3: 0.1410 (0.1514) loss_bbox_dn_4: 0.1408 (0.1507) loss_bbox_dn_5: 0.1407 (0.1507) loss_bbox_dn_pre: 0.2298 (0.2316) loss_bbox_enc_0: 0.1946 (0.2080) loss_bbox_pre: 0.1632 (0.1768) loss_dfl: 0.9689 (0.9570) loss_fgl_aux_0: 0.9960 (0.9880) loss_fgl_aux_1: 0.9694 (0.9593) loss_fgl_aux_2: 0.9681 (0.9571) loss_fgl_aux_3: 0.9691 (0.9570) loss_fgl_aux_4: 0.9690 (0.9570) loss_fgl_dn_0: 1.0779 (1.0821) loss_fgl_dn_1: 0.9627 (0.9784) loss_fgl_dn_2: 0.9528 (0.9695) loss_fgl_dn_3: 0.9531 (0.9702) loss_fgl_dn_4: 0.9534 (0.9707) loss_fgl_dn_5: 0.9535 (0.9707) loss_giou: 0.5009 (0.5441) loss_giou_aux_0: 0.5298 (0.5687) loss_giou_aux_1: 0.5066 (0.5496) loss_giou_aux_2: 0.5031 (0.5452) loss_giou_aux_3: 0.5005 (0.5442) loss_giou_aux_4: 0.5007 (0.5441) loss_giou_dn_0: 0.5283 (0.5433) loss_giou_dn_1: 0.4123 (0.4310) loss_giou_dn_2: 0.3961 (0.4141) loss_giou_dn_3: 0.3907 (0.4091) loss_giou_dn_4: 0.3889 (0.4080) loss_giou_dn_5: 0.3889 (0.4080) loss_giou_dn_pre: 0.5336 (0.5427) loss_giou_enc_0: 0.6103 (0.6384) loss_giou_pre: 0.5282 (0.5673) loss_ddf_aux_0: 0.0491 (0.0512) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2595 (0.2506) loss_ddf_dn_1: 0.0354 (0.0343) loss_ddf_dn_2: 0.0081 (0.0077) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6364 (0.6362) loss_vfl_aux_0: 0.7095 (0.7032) loss_vfl_aux_1: 0.6904 (0.6802) loss_vfl_aux_2: 0.6700 (0.6632) loss_vfl_aux_3: 0.6417 (0.6468) loss_vfl_aux_4: 0.6327 (0.6381) loss_vfl_dn_0: 0.4798 (0.4810) loss_vfl_dn_1: 0.4002 (0.4104) loss_vfl_dn_2: 0.3870 (0.3942) loss_vfl_dn_3: 0.3775 (0.3862) loss_vfl_dn_4: 0.3742 (0.3835) loss_vfl_dn_5: 0.3727 (0.3830) loss_vfl_dn_pre: 0.4800 (0.4815) loss_vfl_enc_0: 0.6998 (0.7105) loss_vfl_pre: 0.7098 (0.7054) time: 0.7611 data: 0.0344 max mem: 9142 Epoch: [61] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 31.2234 (30.6526) loss_bbox: 0.1647 (0.1647) loss_bbox_aux_0: 0.1675 (0.1766) loss_bbox_aux_1: 0.1633 (0.1674) loss_bbox_aux_2: 0.1632 (0.1653) loss_bbox_aux_3: 0.1647 (0.1648) loss_bbox_aux_4: 0.1647 (0.1647) loss_bbox_dn_0: 0.2240 (0.2258) loss_bbox_dn_1: 0.1595 (0.1649) loss_bbox_dn_2: 0.1499 (0.1548) loss_bbox_dn_3: 0.1460 (0.1515) loss_bbox_dn_4: 0.1441 (0.1507) loss_bbox_dn_5: 0.1441 (0.1507) loss_bbox_dn_pre: 0.2316 (0.2317) loss_bbox_enc_0: 0.2005 (0.2081) loss_bbox_pre: 0.1687 (0.1768) loss_dfl: 0.9808 (0.9571) loss_fgl_aux_0: 1.0132 (0.9881) loss_fgl_aux_1: 0.9824 (0.9594) loss_fgl_aux_2: 0.9811 (0.9572) loss_fgl_aux_3: 0.9804 (0.9571) loss_fgl_aux_4: 0.9808 (0.9571) loss_fgl_dn_0: 1.0912 (1.0821) loss_fgl_dn_1: 1.0005 (0.9784) loss_fgl_dn_2: 0.9877 (0.9695) loss_fgl_dn_3: 0.9877 (0.9702) loss_fgl_dn_4: 0.9882 (0.9707) loss_fgl_dn_5: 0.9882 (0.9707) loss_giou: 0.5406 (0.5439) loss_giou_aux_0: 0.5619 (0.5685) loss_giou_aux_1: 0.5442 (0.5494) loss_giou_aux_2: 0.5425 (0.5450) loss_giou_aux_3: 0.5418 (0.5440) loss_giou_aux_4: 0.5410 (0.5439) loss_giou_dn_0: 0.5574 (0.5433) loss_giou_dn_1: 0.4329 (0.4310) loss_giou_dn_2: 0.4190 (0.4141) loss_giou_dn_3: 0.4140 (0.4091) loss_giou_dn_4: 0.4139 (0.4080) loss_giou_dn_5: 0.4139 (0.4080) loss_giou_dn_pre: 0.5548 (0.5427) loss_giou_enc_0: 0.6355 (0.6383) loss_giou_pre: 0.5605 (0.5671) loss_ddf_aux_0: 0.0527 (0.0512) loss_ddf_aux_1: 0.0077 (0.0074) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2497 (0.2506) loss_ddf_dn_1: 0.0312 (0.0343) loss_ddf_dn_2: 0.0061 (0.0077) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6559 (0.6365) loss_vfl_aux_0: 0.7291 (0.7036) loss_vfl_aux_1: 0.7012 (0.6805) loss_vfl_aux_2: 0.6879 (0.6635) loss_vfl_aux_3: 0.6610 (0.6471) loss_vfl_aux_4: 0.6563 (0.6383) loss_vfl_dn_0: 0.4794 (0.4811) loss_vfl_dn_1: 0.4153 (0.4105) loss_vfl_dn_2: 0.4008 (0.3943) loss_vfl_dn_3: 0.3909 (0.3863) loss_vfl_dn_4: 0.3876 (0.3835) loss_vfl_dn_5: 0.3879 (0.3830) loss_vfl_dn_pre: 0.4800 (0.4816) loss_vfl_enc_0: 0.7247 (0.7108) loss_vfl_pre: 0.7289 (0.7058) time: 0.7386 data: 0.0273 max mem: 9142 Epoch: [61] Total time: 0:47:01 (0.7634 s / it) Averaged stats: lr: 0.000013 loss: 31.2234 (30.6526) loss_bbox: 0.1647 (0.1647) loss_bbox_aux_0: 0.1675 (0.1766) loss_bbox_aux_1: 0.1633 (0.1674) loss_bbox_aux_2: 0.1632 (0.1653) loss_bbox_aux_3: 0.1647 (0.1648) loss_bbox_aux_4: 0.1647 (0.1647) loss_bbox_dn_0: 0.2240 (0.2258) loss_bbox_dn_1: 0.1595 (0.1649) loss_bbox_dn_2: 0.1499 (0.1548) loss_bbox_dn_3: 0.1460 (0.1515) loss_bbox_dn_4: 0.1441 (0.1507) loss_bbox_dn_5: 0.1441 (0.1507) loss_bbox_dn_pre: 0.2316 (0.2317) loss_bbox_enc_0: 0.2005 (0.2081) loss_bbox_pre: 0.1687 (0.1768) loss_dfl: 0.9808 (0.9571) loss_fgl_aux_0: 1.0132 (0.9881) loss_fgl_aux_1: 0.9824 (0.9594) loss_fgl_aux_2: 0.9811 (0.9572) loss_fgl_aux_3: 0.9804 (0.9571) loss_fgl_aux_4: 0.9808 (0.9571) loss_fgl_dn_0: 1.0912 (1.0821) loss_fgl_dn_1: 1.0005 (0.9784) loss_fgl_dn_2: 0.9877 (0.9695) loss_fgl_dn_3: 0.9877 (0.9702) loss_fgl_dn_4: 0.9882 (0.9707) loss_fgl_dn_5: 0.9882 (0.9707) loss_giou: 0.5406 (0.5439) loss_giou_aux_0: 0.5619 (0.5685) loss_giou_aux_1: 0.5442 (0.5494) loss_giou_aux_2: 0.5425 (0.5450) loss_giou_aux_3: 0.5418 (0.5440) loss_giou_aux_4: 0.5410 (0.5439) loss_giou_dn_0: 0.5574 (0.5433) loss_giou_dn_1: 0.4329 (0.4310) loss_giou_dn_2: 0.4190 (0.4141) loss_giou_dn_3: 0.4140 (0.4091) loss_giou_dn_4: 0.4139 (0.4080) loss_giou_dn_5: 0.4139 (0.4080) loss_giou_dn_pre: 0.5548 (0.5427) loss_giou_enc_0: 0.6355 (0.6383) loss_giou_pre: 0.5605 (0.5671) loss_ddf_aux_0: 0.0527 (0.0512) loss_ddf_aux_1: 0.0077 (0.0074) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2497 (0.2506) loss_ddf_dn_1: 0.0312 (0.0343) loss_ddf_dn_2: 0.0061 (0.0077) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6559 (0.6365) loss_vfl_aux_0: 0.7291 (0.7036) loss_vfl_aux_1: 0.7012 (0.6805) loss_vfl_aux_2: 0.6879 (0.6635) loss_vfl_aux_3: 0.6610 (0.6471) loss_vfl_aux_4: 0.6563 (0.6383) loss_vfl_dn_0: 0.4794 (0.4811) loss_vfl_dn_1: 0.4153 (0.4105) loss_vfl_dn_2: 0.4008 (0.3943) loss_vfl_dn_3: 0.3909 (0.3863) loss_vfl_dn_4: 0.3876 (0.3835) loss_vfl_dn_5: 0.3879 (0.3830) loss_vfl_dn_pre: 0.4800 (0.4816) loss_vfl_enc_0: 0.7247 (0.7108) loss_vfl_pre: 0.7289 (0.7058) Test: [ 0/79] eta: 0:03:15 time: 2.4808 data: 1.9176 max mem: 9142 Test: [10/79] eta: 0:01:11 time: 1.0365 data: 0.2331 max mem: 9142 Test: [20/79] eta: 0:00:49 time: 0.7487 data: 0.0663 max mem: 9142 Test: [30/79] eta: 0:00:37 time: 0.6193 data: 0.0687 max mem: 9142 Test: [40/79] eta: 0:00:28 time: 0.6267 data: 0.0697 max mem: 9142 Test: [50/79] eta: 0:00:21 time: 0.6808 data: 0.0636 max mem: 9142 Test: [60/79] eta: 0:00:13 time: 0.6639 data: 0.0577 max mem: 9142 Test: [70/79] eta: 0:00:06 time: 0.5859 data: 0.0583 max mem: 9142 Test: [78/79] eta: 0:00:00 time: 0.5562 data: 0.0574 max mem: 9142 Test: Total time: 0:00:53 (0.6784 s / it) Averaged stats: Accumulating evaluation results... DONE (t=25.49s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.537 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.714 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.581 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.362 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.579 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.717 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.395 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.663 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.730 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.566 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.772 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 best_stat: {'epoch': 57, 'coco_eval_bbox': 0.5389768252152075} Epoch: [62] [ 0/3696] eta: 6:49:57 lr: 0.000013 loss: 30.4319 (30.4319) loss_bbox: 0.1206 (0.1206) loss_bbox_aux_0: 0.1249 (0.1249) loss_bbox_aux_1: 0.1224 (0.1224) loss_bbox_aux_2: 0.1212 (0.1212) loss_bbox_aux_3: 0.1206 (0.1206) loss_bbox_aux_4: 0.1205 (0.1205) loss_bbox_dn_0: 0.1691 (0.1691) loss_bbox_dn_1: 0.1138 (0.1138) loss_bbox_dn_2: 0.1064 (0.1064) loss_bbox_dn_3: 0.1001 (0.1001) loss_bbox_dn_4: 0.0972 (0.0972) loss_bbox_dn_5: 0.0972 (0.0972) loss_bbox_dn_pre: 0.1730 (0.1730) loss_bbox_enc_0: 0.1445 (0.1445) loss_bbox_pre: 0.1247 (0.1247) loss_dfl: 0.9725 (0.9725) loss_fgl_aux_0: 0.9819 (0.9819) loss_fgl_aux_1: 0.9712 (0.9712) loss_fgl_aux_2: 0.9709 (0.9709) loss_fgl_aux_3: 0.9722 (0.9722) loss_fgl_aux_4: 0.9727 (0.9727) loss_fgl_dn_0: 1.0769 (1.0769) loss_fgl_dn_1: 0.9954 (0.9954) loss_fgl_dn_2: 0.9894 (0.9894) loss_fgl_dn_3: 0.9907 (0.9907) loss_fgl_dn_4: 0.9904 (0.9904) loss_fgl_dn_5: 0.9904 (0.9904) loss_giou: 0.6130 (0.6130) loss_giou_aux_0: 0.6495 (0.6495) loss_giou_aux_1: 0.6227 (0.6227) loss_giou_aux_2: 0.6132 (0.6132) loss_giou_aux_3: 0.6127 (0.6127) loss_giou_aux_4: 0.6128 (0.6128) loss_giou_dn_0: 0.5682 (0.5682) loss_giou_dn_1: 0.4533 (0.4533) loss_giou_dn_2: 0.4298 (0.4298) loss_giou_dn_3: 0.4238 (0.4238) loss_giou_dn_4: 0.4225 (0.4225) loss_giou_dn_5: 0.4225 (0.4225) loss_giou_dn_pre: 0.5685 (0.5685) loss_giou_enc_0: 0.7304 (0.7304) loss_giou_pre: 0.6484 (0.6484) loss_ddf_aux_0: 0.0444 (0.0444) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0000 (0.0000) loss_ddf_dn_0: 0.2448 (0.2448) loss_ddf_dn_1: 0.0293 (0.0293) loss_ddf_dn_2: 0.0051 (0.0051) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6111 (0.6111) loss_vfl_aux_0: 0.6634 (0.6634) loss_vfl_aux_1: 0.6584 (0.6584) loss_vfl_aux_2: 0.6299 (0.6299) loss_vfl_aux_3: 0.6234 (0.6234) loss_vfl_aux_4: 0.6099 (0.6099) loss_vfl_dn_0: 0.4630 (0.4630) loss_vfl_dn_1: 0.3951 (0.3951) loss_vfl_dn_2: 0.3868 (0.3868) loss_vfl_dn_3: 0.3825 (0.3825) loss_vfl_dn_4: 0.3783 (0.3783) loss_vfl_dn_5: 0.3784 (0.3784) loss_vfl_dn_pre: 0.4637 (0.4637) loss_vfl_enc_0: 0.6674 (0.6674) loss_vfl_pre: 0.6647 (0.6647) time: 6.6551 data: 1.6353 max mem: 9142 Epoch: [62] [ 100/3696] eta: 0:51:16 lr: 0.000013 loss: 30.3628 (30.3839) loss_bbox: 0.1671 (0.1618) loss_bbox_aux_0: 0.1769 (0.1728) loss_bbox_aux_1: 0.1692 (0.1644) loss_bbox_aux_2: 0.1673 (0.1625) loss_bbox_aux_3: 0.1670 (0.1619) loss_bbox_aux_4: 0.1670 (0.1618) loss_bbox_dn_0: 0.2166 (0.2205) loss_bbox_dn_1: 0.1552 (0.1598) loss_bbox_dn_2: 0.1456 (0.1495) loss_bbox_dn_3: 0.1419 (0.1464) loss_bbox_dn_4: 0.1404 (0.1458) loss_bbox_dn_5: 0.1404 (0.1458) loss_bbox_dn_pre: 0.2223 (0.2262) loss_bbox_enc_0: 0.2024 (0.2054) loss_bbox_pre: 0.1786 (0.1730) loss_dfl: 0.9574 (0.9541) loss_fgl_aux_0: 0.9917 (0.9842) loss_fgl_aux_1: 0.9574 (0.9560) loss_fgl_aux_2: 0.9570 (0.9541) loss_fgl_aux_3: 0.9580 (0.9541) loss_fgl_aux_4: 0.9582 (0.9541) loss_fgl_dn_0: 1.0796 (1.0816) loss_fgl_dn_1: 0.9742 (0.9771) loss_fgl_dn_2: 0.9654 (0.9675) loss_fgl_dn_3: 0.9651 (0.9681) loss_fgl_dn_4: 0.9661 (0.9685) loss_fgl_dn_5: 0.9661 (0.9685) loss_giou: 0.5186 (0.5418) loss_giou_aux_0: 0.5449 (0.5667) loss_giou_aux_1: 0.5260 (0.5476) loss_giou_aux_2: 0.5228 (0.5432) loss_giou_aux_3: 0.5188 (0.5420) loss_giou_aux_4: 0.5184 (0.5418) loss_giou_dn_0: 0.5410 (0.5389) loss_giou_dn_1: 0.4201 (0.4254) loss_giou_dn_2: 0.4061 (0.4087) loss_giou_dn_3: 0.4032 (0.4037) loss_giou_dn_4: 0.4026 (0.4027) loss_giou_dn_5: 0.4026 (0.4027) loss_giou_dn_pre: 0.5401 (0.5384) loss_giou_enc_0: 0.6124 (0.6387) loss_giou_pre: 0.5411 (0.5653) loss_ddf_aux_0: 0.0463 (0.0489) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0015 (0.0017) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2519 (0.2494) loss_ddf_dn_1: 0.0341 (0.0341) loss_ddf_dn_2: 0.0078 (0.0076) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.6194 (0.6249) loss_vfl_aux_0: 0.6984 (0.6924) loss_vfl_aux_1: 0.6708 (0.6724) loss_vfl_aux_2: 0.6451 (0.6522) loss_vfl_aux_3: 0.6355 (0.6371) loss_vfl_aux_4: 0.6194 (0.6261) loss_vfl_dn_0: 0.4728 (0.4769) loss_vfl_dn_1: 0.4026 (0.4039) loss_vfl_dn_2: 0.3851 (0.3873) loss_vfl_dn_3: 0.3797 (0.3797) loss_vfl_dn_4: 0.3758 (0.3766) loss_vfl_dn_5: 0.3754 (0.3764) loss_vfl_dn_pre: 0.4738 (0.4775) loss_vfl_enc_0: 0.7121 (0.7026) loss_vfl_pre: 0.7024 (0.6949) time: 0.7650 data: 0.0265 max mem: 9142 Epoch: [62] [ 200/3696] eta: 0:47:09 lr: 0.000013 loss: 30.6383 (30.5198) loss_bbox: 0.1589 (0.1645) loss_bbox_aux_0: 0.1683 (0.1762) loss_bbox_aux_1: 0.1604 (0.1673) loss_bbox_aux_2: 0.1590 (0.1651) loss_bbox_aux_3: 0.1586 (0.1646) loss_bbox_aux_4: 0.1588 (0.1646) loss_bbox_dn_0: 0.2233 (0.2234) loss_bbox_dn_1: 0.1531 (0.1622) loss_bbox_dn_2: 0.1488 (0.1519) loss_bbox_dn_3: 0.1447 (0.1487) loss_bbox_dn_4: 0.1430 (0.1481) loss_bbox_dn_5: 0.1430 (0.1481) loss_bbox_dn_pre: 0.2254 (0.2290) loss_bbox_enc_0: 0.1988 (0.2083) loss_bbox_pre: 0.1679 (0.1765) loss_dfl: 0.9456 (0.9549) loss_fgl_aux_0: 0.9753 (0.9852) loss_fgl_aux_1: 0.9500 (0.9571) loss_fgl_aux_2: 0.9471 (0.9550) loss_fgl_aux_3: 0.9458 (0.9549) loss_fgl_aux_4: 0.9455 (0.9549) loss_fgl_dn_0: 1.0803 (1.0811) loss_fgl_dn_1: 0.9819 (0.9773) loss_fgl_dn_2: 0.9735 (0.9678) loss_fgl_dn_3: 0.9751 (0.9685) loss_fgl_dn_4: 0.9752 (0.9689) loss_fgl_dn_5: 0.9752 (0.9689) loss_giou: 0.5571 (0.5446) loss_giou_aux_0: 0.5937 (0.5702) loss_giou_aux_1: 0.5608 (0.5504) loss_giou_aux_2: 0.5556 (0.5457) loss_giou_aux_3: 0.5566 (0.5446) loss_giou_aux_4: 0.5572 (0.5446) loss_giou_dn_0: 0.5448 (0.5411) loss_giou_dn_1: 0.4197 (0.4275) loss_giou_dn_2: 0.4078 (0.4105) loss_giou_dn_3: 0.4023 (0.4057) loss_giou_dn_4: 0.4015 (0.4046) loss_giou_dn_5: 0.4014 (0.4046) loss_giou_dn_pre: 0.5409 (0.5404) loss_giou_enc_0: 0.6508 (0.6410) loss_giou_pre: 0.5909 (0.5689) loss_ddf_aux_0: 0.0497 (0.0503) loss_ddf_aux_1: 0.0074 (0.0075) loss_ddf_aux_2: 0.0015 (0.0017) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2473 (0.2552) loss_ddf_dn_1: 0.0334 (0.0350) loss_ddf_dn_2: 0.0070 (0.0075) loss_ddf_dn_3: 0.0006 (0.0007) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6210 (0.6280) loss_vfl_aux_0: 0.6917 (0.6984) loss_vfl_aux_1: 0.6719 (0.6769) loss_vfl_aux_2: 0.6565 (0.6557) loss_vfl_aux_3: 0.6370 (0.6407) loss_vfl_aux_4: 0.6260 (0.6296) loss_vfl_dn_0: 0.4761 (0.4778) loss_vfl_dn_1: 0.3995 (0.4059) loss_vfl_dn_2: 0.3871 (0.3896) loss_vfl_dn_3: 0.3806 (0.3816) loss_vfl_dn_4: 0.3786 (0.3786) loss_vfl_dn_5: 0.3779 (0.3782) loss_vfl_dn_pre: 0.4760 (0.4782) loss_vfl_enc_0: 0.6968 (0.7048) loss_vfl_pre: 0.6960 (0.7004) time: 0.7830 data: 0.0362 max mem: 9142 Epoch: [62] [ 300/3696] eta: 0:44:49 lr: 0.000013 loss: 30.6652 (30.6137) loss_bbox: 0.1558 (0.1649) loss_bbox_aux_0: 0.1709 (0.1767) loss_bbox_aux_1: 0.1602 (0.1677) loss_bbox_aux_2: 0.1563 (0.1655) loss_bbox_aux_3: 0.1565 (0.1650) loss_bbox_aux_4: 0.1559 (0.1650) loss_bbox_dn_0: 0.2267 (0.2239) loss_bbox_dn_1: 0.1569 (0.1629) loss_bbox_dn_2: 0.1492 (0.1524) loss_bbox_dn_3: 0.1438 (0.1491) loss_bbox_dn_4: 0.1432 (0.1484) loss_bbox_dn_5: 0.1431 (0.1484) loss_bbox_dn_pre: 0.2321 (0.2295) loss_bbox_enc_0: 0.1978 (0.2085) loss_bbox_pre: 0.1724 (0.1769) loss_dfl: 0.9677 (0.9563) loss_fgl_aux_0: 0.9974 (0.9866) loss_fgl_aux_1: 0.9718 (0.9586) loss_fgl_aux_2: 0.9676 (0.9564) loss_fgl_aux_3: 0.9674 (0.9563) loss_fgl_aux_4: 0.9676 (0.9563) loss_fgl_dn_0: 1.0842 (1.0813) loss_fgl_dn_1: 0.9798 (0.9783) loss_fgl_dn_2: 0.9704 (0.9689) loss_fgl_dn_3: 0.9718 (0.9696) loss_fgl_dn_4: 0.9723 (0.9701) loss_fgl_dn_5: 0.9722 (0.9701) loss_giou: 0.5464 (0.5468) loss_giou_aux_0: 0.5755 (0.5724) loss_giou_aux_1: 0.5536 (0.5526) loss_giou_aux_2: 0.5498 (0.5480) loss_giou_aux_3: 0.5490 (0.5470) loss_giou_aux_4: 0.5462 (0.5468) loss_giou_dn_0: 0.5515 (0.5455) loss_giou_dn_1: 0.4313 (0.4319) loss_giou_dn_2: 0.4157 (0.4147) loss_giou_dn_3: 0.4111 (0.4099) loss_giou_dn_4: 0.4099 (0.4087) loss_giou_dn_5: 0.4099 (0.4087) loss_giou_dn_pre: 0.5500 (0.5449) loss_giou_enc_0: 0.6448 (0.6423) loss_giou_pre: 0.5753 (0.5710) loss_ddf_aux_0: 0.0529 (0.0507) loss_ddf_aux_1: 0.0084 (0.0076) loss_ddf_aux_2: 0.0018 (0.0016) loss_ddf_aux_3: 0.0004 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2637 (0.2566) loss_ddf_dn_1: 0.0380 (0.0353) loss_ddf_dn_2: 0.0081 (0.0077) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6160 (0.6297) loss_vfl_aux_0: 0.6905 (0.7009) loss_vfl_aux_1: 0.6589 (0.6763) loss_vfl_aux_2: 0.6558 (0.6579) loss_vfl_aux_3: 0.6324 (0.6424) loss_vfl_aux_4: 0.6236 (0.6315) loss_vfl_dn_0: 0.4803 (0.4782) loss_vfl_dn_1: 0.4082 (0.4075) loss_vfl_dn_2: 0.3949 (0.3914) loss_vfl_dn_3: 0.3838 (0.3835) loss_vfl_dn_4: 0.3814 (0.3807) loss_vfl_dn_5: 0.3816 (0.3803) loss_vfl_dn_pre: 0.4808 (0.4787) loss_vfl_enc_0: 0.6882 (0.7061) loss_vfl_pre: 0.6935 (0.7030) time: 0.7620 data: 0.0269 max mem: 9142 Epoch: [62] [ 400/3696] eta: 0:43:16 lr: 0.000013 loss: 30.6386 (30.6663) loss_bbox: 0.1565 (0.1650) loss_bbox_aux_0: 0.1662 (0.1768) loss_bbox_aux_1: 0.1604 (0.1678) loss_bbox_aux_2: 0.1569 (0.1655) loss_bbox_aux_3: 0.1572 (0.1650) loss_bbox_aux_4: 0.1565 (0.1650) loss_bbox_dn_0: 0.2291 (0.2237) loss_bbox_dn_1: 0.1636 (0.1632) loss_bbox_dn_2: 0.1544 (0.1530) loss_bbox_dn_3: 0.1516 (0.1498) loss_bbox_dn_4: 0.1503 (0.1491) loss_bbox_dn_5: 0.1502 (0.1491) loss_bbox_dn_pre: 0.2328 (0.2292) loss_bbox_enc_0: 0.2063 (0.2081) loss_bbox_pre: 0.1674 (0.1769) loss_dfl: 0.9538 (0.9570) loss_fgl_aux_0: 0.9935 (0.9872) loss_fgl_aux_1: 0.9604 (0.9594) loss_fgl_aux_2: 0.9528 (0.9571) loss_fgl_aux_3: 0.9533 (0.9570) loss_fgl_aux_4: 0.9537 (0.9570) loss_fgl_dn_0: 1.0798 (1.0816) loss_fgl_dn_1: 0.9775 (0.9791) loss_fgl_dn_2: 0.9679 (0.9699) loss_fgl_dn_3: 0.9673 (0.9707) loss_fgl_dn_4: 0.9680 (0.9712) loss_fgl_dn_5: 0.9680 (0.9712) loss_giou: 0.5386 (0.5487) loss_giou_aux_0: 0.5656 (0.5742) loss_giou_aux_1: 0.5410 (0.5544) loss_giou_aux_2: 0.5402 (0.5498) loss_giou_aux_3: 0.5386 (0.5488) loss_giou_aux_4: 0.5386 (0.5487) loss_giou_dn_0: 0.5320 (0.5458) loss_giou_dn_1: 0.4156 (0.4326) loss_giou_dn_2: 0.4016 (0.4155) loss_giou_dn_3: 0.3996 (0.4106) loss_giou_dn_4: 0.3990 (0.4095) loss_giou_dn_5: 0.3990 (0.4095) loss_giou_dn_pre: 0.5305 (0.5451) loss_giou_enc_0: 0.6442 (0.6443) loss_giou_pre: 0.5640 (0.5728) loss_ddf_aux_0: 0.0537 (0.0510) loss_ddf_aux_1: 0.0080 (0.0076) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2375 (0.2546) loss_ddf_dn_1: 0.0315 (0.0348) loss_ddf_dn_2: 0.0062 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6622 (0.6328) loss_vfl_aux_0: 0.7142 (0.7030) loss_vfl_aux_1: 0.6992 (0.6788) loss_vfl_aux_2: 0.6740 (0.6610) loss_vfl_aux_3: 0.6655 (0.6455) loss_vfl_aux_4: 0.6624 (0.6351) loss_vfl_dn_0: 0.4837 (0.4787) loss_vfl_dn_1: 0.4073 (0.4080) loss_vfl_dn_2: 0.3897 (0.3920) loss_vfl_dn_3: 0.3821 (0.3840) loss_vfl_dn_4: 0.3807 (0.3812) loss_vfl_dn_5: 0.3805 (0.3807) loss_vfl_dn_pre: 0.4844 (0.4792) loss_vfl_enc_0: 0.7203 (0.7073) loss_vfl_pre: 0.7146 (0.7049) time: 0.7495 data: 0.0311 max mem: 9142 Epoch: [62] [ 500/3696] eta: 0:41:38 lr: 0.000013 loss: 30.5845 (30.6841) loss_bbox: 0.1628 (0.1646) loss_bbox_aux_0: 0.1726 (0.1764) loss_bbox_aux_1: 0.1657 (0.1673) loss_bbox_aux_2: 0.1616 (0.1651) loss_bbox_aux_3: 0.1627 (0.1647) loss_bbox_aux_4: 0.1628 (0.1646) loss_bbox_dn_0: 0.2098 (0.2234) loss_bbox_dn_1: 0.1562 (0.1629) loss_bbox_dn_2: 0.1497 (0.1527) loss_bbox_dn_3: 0.1445 (0.1496) loss_bbox_dn_4: 0.1436 (0.1489) loss_bbox_dn_5: 0.1436 (0.1489) loss_bbox_dn_pre: 0.2132 (0.2289) loss_bbox_enc_0: 0.2028 (0.2079) loss_bbox_pre: 0.1728 (0.1766) loss_dfl: 0.9583 (0.9560) loss_fgl_aux_0: 0.9891 (0.9865) loss_fgl_aux_1: 0.9582 (0.9584) loss_fgl_aux_2: 0.9559 (0.9561) loss_fgl_aux_3: 0.9576 (0.9560) loss_fgl_aux_4: 0.9582 (0.9560) loss_fgl_dn_0: 1.0821 (1.0810) loss_fgl_dn_1: 0.9801 (0.9788) loss_fgl_dn_2: 0.9700 (0.9696) loss_fgl_dn_3: 0.9725 (0.9704) loss_fgl_dn_4: 0.9731 (0.9709) loss_fgl_dn_5: 0.9731 (0.9709) loss_giou: 0.5580 (0.5500) loss_giou_aux_0: 0.5820 (0.5753) loss_giou_aux_1: 0.5632 (0.5556) loss_giou_aux_2: 0.5612 (0.5511) loss_giou_aux_3: 0.5584 (0.5501) loss_giou_aux_4: 0.5580 (0.5500) loss_giou_dn_0: 0.5546 (0.5473) loss_giou_dn_1: 0.4436 (0.4342) loss_giou_dn_2: 0.4242 (0.4171) loss_giou_dn_3: 0.4181 (0.4122) loss_giou_dn_4: 0.4169 (0.4111) loss_giou_dn_5: 0.4169 (0.4111) loss_giou_dn_pre: 0.5540 (0.5465) loss_giou_enc_0: 0.6448 (0.6449) loss_giou_pre: 0.5827 (0.5739) loss_ddf_aux_0: 0.0507 (0.0515) loss_ddf_aux_1: 0.0072 (0.0076) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2435 (0.2535) loss_ddf_dn_1: 0.0317 (0.0344) loss_ddf_dn_2: 0.0062 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6235 (0.6340) loss_vfl_aux_0: 0.6855 (0.7036) loss_vfl_aux_1: 0.6664 (0.6793) loss_vfl_aux_2: 0.6463 (0.6618) loss_vfl_aux_3: 0.6318 (0.6461) loss_vfl_aux_4: 0.6240 (0.6362) loss_vfl_dn_0: 0.4840 (0.4793) loss_vfl_dn_1: 0.4106 (0.4088) loss_vfl_dn_2: 0.3977 (0.3928) loss_vfl_dn_3: 0.3897 (0.3849) loss_vfl_dn_4: 0.3843 (0.3821) loss_vfl_dn_5: 0.3835 (0.3816) loss_vfl_dn_pre: 0.4841 (0.4798) loss_vfl_enc_0: 0.6936 (0.7079) loss_vfl_pre: 0.6857 (0.7057) time: 0.7534 data: 0.0325 max mem: 9142 Epoch: [62] [ 600/3696] eta: 0:39:56 lr: 0.000013 loss: 30.3898 (30.6610) loss_bbox: 0.1604 (0.1646) loss_bbox_aux_0: 0.1724 (0.1763) loss_bbox_aux_1: 0.1631 (0.1673) loss_bbox_aux_2: 0.1606 (0.1651) loss_bbox_aux_3: 0.1603 (0.1647) loss_bbox_aux_4: 0.1604 (0.1646) loss_bbox_dn_0: 0.2222 (0.2226) loss_bbox_dn_1: 0.1654 (0.1624) loss_bbox_dn_2: 0.1580 (0.1524) loss_bbox_dn_3: 0.1547 (0.1494) loss_bbox_dn_4: 0.1534 (0.1487) loss_bbox_dn_5: 0.1535 (0.1487) loss_bbox_dn_pre: 0.2275 (0.2282) loss_bbox_enc_0: 0.1997 (0.2077) loss_bbox_pre: 0.1707 (0.1766) loss_dfl: 0.9495 (0.9560) loss_fgl_aux_0: 0.9834 (0.9866) loss_fgl_aux_1: 0.9513 (0.9584) loss_fgl_aux_2: 0.9489 (0.9561) loss_fgl_aux_3: 0.9499 (0.9560) loss_fgl_aux_4: 0.9498 (0.9560) loss_fgl_dn_0: 1.0717 (1.0807) loss_fgl_dn_1: 0.9760 (0.9784) loss_fgl_dn_2: 0.9683 (0.9693) loss_fgl_dn_3: 0.9685 (0.9700) loss_fgl_dn_4: 0.9689 (0.9705) loss_fgl_dn_5: 0.9690 (0.9705) loss_giou: 0.5799 (0.5497) loss_giou_aux_0: 0.6029 (0.5747) loss_giou_aux_1: 0.5846 (0.5551) loss_giou_aux_2: 0.5794 (0.5508) loss_giou_aux_3: 0.5799 (0.5498) loss_giou_aux_4: 0.5798 (0.5497) loss_giou_dn_0: 0.5555 (0.5470) loss_giou_dn_1: 0.4378 (0.4342) loss_giou_dn_2: 0.4245 (0.4172) loss_giou_dn_3: 0.4228 (0.4124) loss_giou_dn_4: 0.4221 (0.4114) loss_giou_dn_5: 0.4221 (0.4114) loss_giou_dn_pre: 0.5574 (0.5462) loss_giou_enc_0: 0.6806 (0.6439) loss_giou_pre: 0.6017 (0.5733) loss_ddf_aux_0: 0.0507 (0.0513) loss_ddf_aux_1: 0.0070 (0.0075) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2363 (0.2512) loss_ddf_dn_1: 0.0300 (0.0340) loss_ddf_dn_2: 0.0061 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6133 (0.6328) loss_vfl_aux_0: 0.6798 (0.7020) loss_vfl_aux_1: 0.6525 (0.6780) loss_vfl_aux_2: 0.6406 (0.6601) loss_vfl_aux_3: 0.6243 (0.6448) loss_vfl_aux_4: 0.6078 (0.6350) loss_vfl_dn_0: 0.4769 (0.4791) loss_vfl_dn_1: 0.4121 (0.4088) loss_vfl_dn_2: 0.3911 (0.3927) loss_vfl_dn_3: 0.3817 (0.3847) loss_vfl_dn_4: 0.3797 (0.3819) loss_vfl_dn_5: 0.3790 (0.3814) loss_vfl_dn_pre: 0.4772 (0.4796) loss_vfl_enc_0: 0.6981 (0.7076) loss_vfl_pre: 0.6783 (0.7041) time: 0.7529 data: 0.0300 max mem: 9142 Epoch: [62] [ 700/3696] eta: 0:38:29 lr: 0.000013 loss: 30.8421 (30.6451) loss_bbox: 0.1686 (0.1642) loss_bbox_aux_0: 0.1775 (0.1759) loss_bbox_aux_1: 0.1707 (0.1669) loss_bbox_aux_2: 0.1686 (0.1648) loss_bbox_aux_3: 0.1685 (0.1643) loss_bbox_aux_4: 0.1685 (0.1642) loss_bbox_dn_0: 0.2300 (0.2227) loss_bbox_dn_1: 0.1731 (0.1626) loss_bbox_dn_2: 0.1632 (0.1525) loss_bbox_dn_3: 0.1596 (0.1494) loss_bbox_dn_4: 0.1592 (0.1488) loss_bbox_dn_5: 0.1592 (0.1488) loss_bbox_dn_pre: 0.2378 (0.2281) loss_bbox_enc_0: 0.2080 (0.2072) loss_bbox_pre: 0.1750 (0.1761) loss_dfl: 0.9576 (0.9562) loss_fgl_aux_0: 0.9894 (0.9867) loss_fgl_aux_1: 0.9605 (0.9586) loss_fgl_aux_2: 0.9579 (0.9563) loss_fgl_aux_3: 0.9579 (0.9562) loss_fgl_aux_4: 0.9575 (0.9562) loss_fgl_dn_0: 1.0785 (1.0807) loss_fgl_dn_1: 0.9752 (0.9783) loss_fgl_dn_2: 0.9658 (0.9693) loss_fgl_dn_3: 0.9654 (0.9700) loss_fgl_dn_4: 0.9656 (0.9705) loss_fgl_dn_5: 0.9655 (0.9705) loss_giou: 0.5158 (0.5486) loss_giou_aux_0: 0.5432 (0.5736) loss_giou_aux_1: 0.5235 (0.5540) loss_giou_aux_2: 0.5171 (0.5496) loss_giou_aux_3: 0.5153 (0.5487) loss_giou_aux_4: 0.5157 (0.5486) loss_giou_dn_0: 0.5578 (0.5465) loss_giou_dn_1: 0.4290 (0.4337) loss_giou_dn_2: 0.4162 (0.4167) loss_giou_dn_3: 0.4150 (0.4119) loss_giou_dn_4: 0.4153 (0.4108) loss_giou_dn_5: 0.4153 (0.4108) loss_giou_dn_pre: 0.5575 (0.5458) loss_giou_enc_0: 0.6286 (0.6431) loss_giou_pre: 0.5439 (0.5721) loss_ddf_aux_0: 0.0511 (0.0512) loss_ddf_aux_1: 0.0068 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2370 (0.2513) loss_ddf_dn_1: 0.0315 (0.0339) loss_ddf_dn_2: 0.0065 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6410 (0.6326) loss_vfl_aux_0: 0.7034 (0.7015) loss_vfl_aux_1: 0.6946 (0.6776) loss_vfl_aux_2: 0.6600 (0.6600) loss_vfl_aux_3: 0.6430 (0.6446) loss_vfl_aux_4: 0.6351 (0.6348) loss_vfl_dn_0: 0.4818 (0.4792) loss_vfl_dn_1: 0.4088 (0.4090) loss_vfl_dn_2: 0.3931 (0.3928) loss_vfl_dn_3: 0.3872 (0.3848) loss_vfl_dn_4: 0.3833 (0.3819) loss_vfl_dn_5: 0.3835 (0.3815) loss_vfl_dn_pre: 0.4824 (0.4797) loss_vfl_enc_0: 0.6970 (0.7072) loss_vfl_pre: 0.7053 (0.7037) time: 0.7547 data: 0.0300 max mem: 9142 Epoch: [62] [ 800/3696] eta: 0:37:04 lr: 0.000013 loss: 30.6147 (30.6546) loss_bbox: 0.1599 (0.1641) loss_bbox_aux_0: 0.1741 (0.1760) loss_bbox_aux_1: 0.1619 (0.1668) loss_bbox_aux_2: 0.1610 (0.1647) loss_bbox_aux_3: 0.1602 (0.1642) loss_bbox_aux_4: 0.1599 (0.1642) loss_bbox_dn_0: 0.2382 (0.2229) loss_bbox_dn_1: 0.1653 (0.1629) loss_bbox_dn_2: 0.1564 (0.1528) loss_bbox_dn_3: 0.1581 (0.1497) loss_bbox_dn_4: 0.1563 (0.1491) loss_bbox_dn_5: 0.1563 (0.1490) loss_bbox_dn_pre: 0.2461 (0.2285) loss_bbox_enc_0: 0.2140 (0.2073) loss_bbox_pre: 0.1711 (0.1762) loss_dfl: 0.9672 (0.9563) loss_fgl_aux_0: 1.0006 (0.9869) loss_fgl_aux_1: 0.9675 (0.9588) loss_fgl_aux_2: 0.9667 (0.9564) loss_fgl_aux_3: 0.9674 (0.9563) loss_fgl_aux_4: 0.9671 (0.9563) loss_fgl_dn_0: 1.0791 (1.0807) loss_fgl_dn_1: 0.9766 (0.9786) loss_fgl_dn_2: 0.9668 (0.9696) loss_fgl_dn_3: 0.9689 (0.9703) loss_fgl_dn_4: 0.9693 (0.9708) loss_fgl_dn_5: 0.9692 (0.9708) loss_giou: 0.5182 (0.5486) loss_giou_aux_0: 0.5426 (0.5735) loss_giou_aux_1: 0.5246 (0.5539) loss_giou_aux_2: 0.5207 (0.5496) loss_giou_aux_3: 0.5184 (0.5487) loss_giou_aux_4: 0.5181 (0.5486) loss_giou_dn_0: 0.5269 (0.5460) loss_giou_dn_1: 0.4109 (0.4334) loss_giou_dn_2: 0.3956 (0.4164) loss_giou_dn_3: 0.3898 (0.4116) loss_giou_dn_4: 0.3882 (0.4105) loss_giou_dn_5: 0.3881 (0.4105) loss_giou_dn_pre: 0.5277 (0.5453) loss_giou_enc_0: 0.6169 (0.6434) loss_giou_pre: 0.5396 (0.5721) loss_ddf_aux_0: 0.0525 (0.0513) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2545 (0.2504) loss_ddf_dn_1: 0.0333 (0.0337) loss_ddf_dn_2: 0.0071 (0.0071) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6686 (0.6332) loss_vfl_aux_0: 0.7271 (0.7025) loss_vfl_aux_1: 0.7059 (0.6790) loss_vfl_aux_2: 0.6877 (0.6605) loss_vfl_aux_3: 0.6820 (0.6453) loss_vfl_aux_4: 0.6689 (0.6355) loss_vfl_dn_0: 0.4830 (0.4795) loss_vfl_dn_1: 0.4126 (0.4092) loss_vfl_dn_2: 0.3959 (0.3932) loss_vfl_dn_3: 0.3887 (0.3851) loss_vfl_dn_4: 0.3877 (0.3823) loss_vfl_dn_5: 0.3873 (0.3818) loss_vfl_dn_pre: 0.4837 (0.4800) loss_vfl_enc_0: 0.7203 (0.7077) loss_vfl_pre: 0.7319 (0.7046) time: 0.7255 data: 0.0287 max mem: 9142 Epoch: [62] [ 900/3696] eta: 0:35:40 lr: 0.000013 loss: 30.2191 (30.6572) loss_bbox: 0.1457 (0.1637) loss_bbox_aux_0: 0.1562 (0.1754) loss_bbox_aux_1: 0.1498 (0.1663) loss_bbox_aux_2: 0.1471 (0.1642) loss_bbox_aux_3: 0.1463 (0.1638) loss_bbox_aux_4: 0.1458 (0.1637) loss_bbox_dn_0: 0.2220 (0.2225) loss_bbox_dn_1: 0.1621 (0.1625) loss_bbox_dn_2: 0.1558 (0.1525) loss_bbox_dn_3: 0.1520 (0.1494) loss_bbox_dn_4: 0.1513 (0.1488) loss_bbox_dn_5: 0.1513 (0.1488) loss_bbox_dn_pre: 0.2304 (0.2280) loss_bbox_enc_0: 0.1941 (0.2068) loss_bbox_pre: 0.1561 (0.1757) loss_dfl: 0.9623 (0.9565) loss_fgl_aux_0: 0.9935 (0.9870) loss_fgl_aux_1: 0.9626 (0.9589) loss_fgl_aux_2: 0.9624 (0.9566) loss_fgl_aux_3: 0.9627 (0.9565) loss_fgl_aux_4: 0.9625 (0.9565) loss_fgl_dn_0: 1.0848 (1.0809) loss_fgl_dn_1: 0.9835 (0.9790) loss_fgl_dn_2: 0.9776 (0.9700) loss_fgl_dn_3: 0.9769 (0.9707) loss_fgl_dn_4: 0.9777 (0.9712) loss_fgl_dn_5: 0.9778 (0.9712) loss_giou: 0.5070 (0.5490) loss_giou_aux_0: 0.5372 (0.5739) loss_giou_aux_1: 0.5080 (0.5544) loss_giou_aux_2: 0.5031 (0.5501) loss_giou_aux_3: 0.5053 (0.5492) loss_giou_aux_4: 0.5069 (0.5490) loss_giou_dn_0: 0.5416 (0.5460) loss_giou_dn_1: 0.4265 (0.4336) loss_giou_dn_2: 0.4098 (0.4166) loss_giou_dn_3: 0.4020 (0.4118) loss_giou_dn_4: 0.4024 (0.4108) loss_giou_dn_5: 0.4025 (0.4108) loss_giou_dn_pre: 0.5396 (0.5453) loss_giou_enc_0: 0.6151 (0.6437) loss_giou_pre: 0.5362 (0.5725) loss_ddf_aux_0: 0.0497 (0.0511) loss_ddf_aux_1: 0.0069 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2456 (0.2496) loss_ddf_dn_1: 0.0323 (0.0335) loss_ddf_dn_2: 0.0067 (0.0071) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6191 (0.6336) loss_vfl_aux_0: 0.6976 (0.7025) loss_vfl_aux_1: 0.6683 (0.6792) loss_vfl_aux_2: 0.6451 (0.6606) loss_vfl_aux_3: 0.6404 (0.6458) loss_vfl_aux_4: 0.6238 (0.6359) loss_vfl_dn_0: 0.4799 (0.4795) loss_vfl_dn_1: 0.4175 (0.4095) loss_vfl_dn_2: 0.4027 (0.3933) loss_vfl_dn_3: 0.3925 (0.3853) loss_vfl_dn_4: 0.3875 (0.3825) loss_vfl_dn_5: 0.3874 (0.3820) loss_vfl_dn_pre: 0.4805 (0.4800) loss_vfl_enc_0: 0.7131 (0.7080) loss_vfl_pre: 0.6986 (0.7046) time: 0.7651 data: 0.0341 max mem: 9142 Epoch: [62] [1000/3696] eta: 0:34:21 lr: 0.000013 loss: 30.7233 (30.6616) loss_bbox: 0.1543 (0.1640) loss_bbox_aux_0: 0.1683 (0.1756) loss_bbox_aux_1: 0.1563 (0.1666) loss_bbox_aux_2: 0.1544 (0.1645) loss_bbox_aux_3: 0.1543 (0.1640) loss_bbox_aux_4: 0.1542 (0.1640) loss_bbox_dn_0: 0.2280 (0.2228) loss_bbox_dn_1: 0.1669 (0.1627) loss_bbox_dn_2: 0.1555 (0.1527) loss_bbox_dn_3: 0.1516 (0.1496) loss_bbox_dn_4: 0.1510 (0.1489) loss_bbox_dn_5: 0.1510 (0.1489) loss_bbox_dn_pre: 0.2351 (0.2284) loss_bbox_enc_0: 0.2059 (0.2070) loss_bbox_pre: 0.1680 (0.1759) loss_dfl: 0.9769 (0.9574) loss_fgl_aux_0: 1.0088 (0.9879) loss_fgl_aux_1: 0.9781 (0.9599) loss_fgl_aux_2: 0.9765 (0.9575) loss_fgl_aux_3: 0.9775 (0.9574) loss_fgl_aux_4: 0.9769 (0.9574) loss_fgl_dn_0: 1.0813 (1.0811) loss_fgl_dn_1: 0.9727 (0.9792) loss_fgl_dn_2: 0.9654 (0.9702) loss_fgl_dn_3: 0.9659 (0.9710) loss_fgl_dn_4: 0.9668 (0.9715) loss_fgl_dn_5: 0.9668 (0.9715) loss_giou: 0.5016 (0.5478) loss_giou_aux_0: 0.5271 (0.5725) loss_giou_aux_1: 0.5044 (0.5531) loss_giou_aux_2: 0.5023 (0.5488) loss_giou_aux_3: 0.5013 (0.5479) loss_giou_aux_4: 0.5018 (0.5478) loss_giou_dn_0: 0.5360 (0.5454) loss_giou_dn_1: 0.4331 (0.4331) loss_giou_dn_2: 0.4168 (0.4161) loss_giou_dn_3: 0.4131 (0.4113) loss_giou_dn_4: 0.4117 (0.4102) loss_giou_dn_5: 0.4116 (0.4102) loss_giou_dn_pre: 0.5374 (0.5447) loss_giou_enc_0: 0.5898 (0.6423) loss_giou_pre: 0.5246 (0.5711) loss_ddf_aux_0: 0.0479 (0.0510) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2415 (0.2491) loss_ddf_dn_1: 0.0346 (0.0336) loss_ddf_dn_2: 0.0074 (0.0071) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6437 (0.6342) loss_vfl_aux_0: 0.7098 (0.7036) loss_vfl_aux_1: 0.6905 (0.6801) loss_vfl_aux_2: 0.6664 (0.6615) loss_vfl_aux_3: 0.6569 (0.6465) loss_vfl_aux_4: 0.6443 (0.6366) loss_vfl_dn_0: 0.4813 (0.4798) loss_vfl_dn_1: 0.4097 (0.4097) loss_vfl_dn_2: 0.3932 (0.3935) loss_vfl_dn_3: 0.3848 (0.3855) loss_vfl_dn_4: 0.3816 (0.3826) loss_vfl_dn_5: 0.3798 (0.3822) loss_vfl_dn_pre: 0.4813 (0.4803) loss_vfl_enc_0: 0.7364 (0.7092) loss_vfl_pre: 0.7094 (0.7057) time: 0.7488 data: 0.0355 max mem: 9142 Epoch: [62] [1100/3696] eta: 0:33:05 lr: 0.000013 loss: 30.4289 (30.6382) loss_bbox: 0.1638 (0.1640) loss_bbox_aux_0: 0.1771 (0.1758) loss_bbox_aux_1: 0.1675 (0.1666) loss_bbox_aux_2: 0.1661 (0.1645) loss_bbox_aux_3: 0.1641 (0.1641) loss_bbox_aux_4: 0.1638 (0.1640) loss_bbox_dn_0: 0.2271 (0.2234) loss_bbox_dn_1: 0.1665 (0.1631) loss_bbox_dn_2: 0.1550 (0.1531) loss_bbox_dn_3: 0.1519 (0.1500) loss_bbox_dn_4: 0.1527 (0.1493) loss_bbox_dn_5: 0.1527 (0.1493) loss_bbox_dn_pre: 0.2370 (0.2290) loss_bbox_enc_0: 0.2050 (0.2074) loss_bbox_pre: 0.1750 (0.1760) loss_dfl: 0.9491 (0.9579) loss_fgl_aux_0: 0.9915 (0.9885) loss_fgl_aux_1: 0.9547 (0.9603) loss_fgl_aux_2: 0.9492 (0.9580) loss_fgl_aux_3: 0.9487 (0.9579) loss_fgl_aux_4: 0.9490 (0.9579) loss_fgl_dn_0: 1.0800 (1.0812) loss_fgl_dn_1: 0.9721 (0.9790) loss_fgl_dn_2: 0.9603 (0.9700) loss_fgl_dn_3: 0.9613 (0.9707) loss_fgl_dn_4: 0.9622 (0.9712) loss_fgl_dn_5: 0.9621 (0.9712) loss_giou: 0.4964 (0.5448) loss_giou_aux_0: 0.5226 (0.5695) loss_giou_aux_1: 0.5064 (0.5502) loss_giou_aux_2: 0.4991 (0.5458) loss_giou_aux_3: 0.4965 (0.5449) loss_giou_aux_4: 0.4964 (0.5448) loss_giou_dn_0: 0.5257 (0.5439) loss_giou_dn_1: 0.4086 (0.4316) loss_giou_dn_2: 0.3900 (0.4146) loss_giou_dn_3: 0.3837 (0.4098) loss_giou_dn_4: 0.3829 (0.4087) loss_giou_dn_5: 0.3828 (0.4087) loss_giou_dn_pre: 0.5260 (0.5432) loss_giou_enc_0: 0.5790 (0.6394) loss_giou_pre: 0.5204 (0.5681) loss_ddf_aux_0: 0.0518 (0.0510) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2532 (0.2495) loss_ddf_dn_1: 0.0370 (0.0338) loss_ddf_dn_2: 0.0082 (0.0072) loss_ddf_dn_3: 0.0010 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6194 (0.6349) loss_vfl_aux_0: 0.6746 (0.7038) loss_vfl_aux_1: 0.6508 (0.6809) loss_vfl_aux_2: 0.6308 (0.6622) loss_vfl_aux_3: 0.6343 (0.6471) loss_vfl_aux_4: 0.6107 (0.6373) loss_vfl_dn_0: 0.4808 (0.4800) loss_vfl_dn_1: 0.4069 (0.4096) loss_vfl_dn_2: 0.3898 (0.3933) loss_vfl_dn_3: 0.3807 (0.3853) loss_vfl_dn_4: 0.3788 (0.3824) loss_vfl_dn_5: 0.3788 (0.3820) loss_vfl_dn_pre: 0.4817 (0.4805) loss_vfl_enc_0: 0.7043 (0.7102) loss_vfl_pre: 0.6804 (0.7059) time: 0.7779 data: 0.0299 max mem: 9142 Epoch: [62] [1200/3696] eta: 0:31:46 lr: 0.000013 loss: 30.2868 (30.6326) loss_bbox: 0.1567 (0.1640) loss_bbox_aux_0: 0.1722 (0.1758) loss_bbox_aux_1: 0.1629 (0.1667) loss_bbox_aux_2: 0.1591 (0.1646) loss_bbox_aux_3: 0.1574 (0.1641) loss_bbox_aux_4: 0.1568 (0.1640) loss_bbox_dn_0: 0.2194 (0.2237) loss_bbox_dn_1: 0.1558 (0.1633) loss_bbox_dn_2: 0.1456 (0.1532) loss_bbox_dn_3: 0.1439 (0.1501) loss_bbox_dn_4: 0.1430 (0.1494) loss_bbox_dn_5: 0.1428 (0.1494) loss_bbox_dn_pre: 0.2223 (0.2294) loss_bbox_enc_0: 0.2026 (0.2074) loss_bbox_pre: 0.1725 (0.1761) loss_dfl: 0.9837 (0.9583) loss_fgl_aux_0: 1.0160 (0.9890) loss_fgl_aux_1: 0.9870 (0.9608) loss_fgl_aux_2: 0.9852 (0.9585) loss_fgl_aux_3: 0.9840 (0.9584) loss_fgl_aux_4: 0.9837 (0.9583) loss_fgl_dn_0: 1.0828 (1.0813) loss_fgl_dn_1: 0.9811 (0.9789) loss_fgl_dn_2: 0.9694 (0.9698) loss_fgl_dn_3: 0.9693 (0.9706) loss_fgl_dn_4: 0.9695 (0.9711) loss_fgl_dn_5: 0.9694 (0.9711) loss_giou: 0.4830 (0.5438) loss_giou_aux_0: 0.5059 (0.5685) loss_giou_aux_1: 0.4855 (0.5492) loss_giou_aux_2: 0.4822 (0.5448) loss_giou_aux_3: 0.4827 (0.5439) loss_giou_aux_4: 0.4829 (0.5438) loss_giou_dn_0: 0.5263 (0.5436) loss_giou_dn_1: 0.4064 (0.4312) loss_giou_dn_2: 0.3895 (0.4142) loss_giou_dn_3: 0.3892 (0.4094) loss_giou_dn_4: 0.3893 (0.4083) loss_giou_dn_5: 0.3894 (0.4083) loss_giou_dn_pre: 0.5256 (0.5430) loss_giou_enc_0: 0.5704 (0.6382) loss_giou_pre: 0.5043 (0.5670) loss_ddf_aux_0: 0.0484 (0.0508) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2607 (0.2496) loss_ddf_dn_1: 0.0359 (0.0339) loss_ddf_dn_2: 0.0079 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6461 (0.6350) loss_vfl_aux_0: 0.6978 (0.7039) loss_vfl_aux_1: 0.6769 (0.6808) loss_vfl_aux_2: 0.6589 (0.6621) loss_vfl_aux_3: 0.6439 (0.6470) loss_vfl_aux_4: 0.6402 (0.6373) loss_vfl_dn_0: 0.4771 (0.4802) loss_vfl_dn_1: 0.4103 (0.4098) loss_vfl_dn_2: 0.3930 (0.3935) loss_vfl_dn_3: 0.3857 (0.3854) loss_vfl_dn_4: 0.3813 (0.3826) loss_vfl_dn_5: 0.3814 (0.3821) loss_vfl_dn_pre: 0.4755 (0.4807) loss_vfl_enc_0: 0.6995 (0.7106) loss_vfl_pre: 0.7001 (0.7060) time: 0.7593 data: 0.0349 max mem: 9142 Epoch: [62] [1300/3696] eta: 0:30:30 lr: 0.000013 loss: 30.5650 (30.6304) loss_bbox: 0.1603 (0.1639) loss_bbox_aux_0: 0.1703 (0.1757) loss_bbox_aux_1: 0.1631 (0.1666) loss_bbox_aux_2: 0.1621 (0.1644) loss_bbox_aux_3: 0.1604 (0.1640) loss_bbox_aux_4: 0.1602 (0.1639) loss_bbox_dn_0: 0.2146 (0.2239) loss_bbox_dn_1: 0.1548 (0.1633) loss_bbox_dn_2: 0.1449 (0.1532) loss_bbox_dn_3: 0.1404 (0.1500) loss_bbox_dn_4: 0.1389 (0.1493) loss_bbox_dn_5: 0.1390 (0.1493) loss_bbox_dn_pre: 0.2215 (0.2296) loss_bbox_enc_0: 0.2058 (0.2074) loss_bbox_pre: 0.1723 (0.1760) loss_dfl: 0.9489 (0.9582) loss_fgl_aux_0: 0.9910 (0.9891) loss_fgl_aux_1: 0.9505 (0.9607) loss_fgl_aux_2: 0.9474 (0.9584) loss_fgl_aux_3: 0.9493 (0.9582) loss_fgl_aux_4: 0.9489 (0.9582) loss_fgl_dn_0: 1.0792 (1.0814) loss_fgl_dn_1: 0.9816 (0.9789) loss_fgl_dn_2: 0.9659 (0.9698) loss_fgl_dn_3: 0.9675 (0.9706) loss_fgl_dn_4: 0.9684 (0.9710) loss_fgl_dn_5: 0.9684 (0.9711) loss_giou: 0.5178 (0.5433) loss_giou_aux_0: 0.5431 (0.5681) loss_giou_aux_1: 0.5230 (0.5487) loss_giou_aux_2: 0.5155 (0.5443) loss_giou_aux_3: 0.5180 (0.5434) loss_giou_aux_4: 0.5178 (0.5433) loss_giou_dn_0: 0.5408 (0.5435) loss_giou_dn_1: 0.4232 (0.4309) loss_giou_dn_2: 0.4053 (0.4140) loss_giou_dn_3: 0.3997 (0.4091) loss_giou_dn_4: 0.3962 (0.4080) loss_giou_dn_5: 0.3962 (0.4079) loss_giou_dn_pre: 0.5385 (0.5428) loss_giou_enc_0: 0.5940 (0.6379) loss_giou_pre: 0.5417 (0.5666) loss_ddf_aux_0: 0.0515 (0.0509) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2389 (0.2497) loss_ddf_dn_1: 0.0323 (0.0339) loss_ddf_dn_2: 0.0074 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6445 (0.6353) loss_vfl_aux_0: 0.7101 (0.7043) loss_vfl_aux_1: 0.6975 (0.6808) loss_vfl_aux_2: 0.6706 (0.6623) loss_vfl_aux_3: 0.6588 (0.6474) loss_vfl_aux_4: 0.6481 (0.6377) loss_vfl_dn_0: 0.4832 (0.4805) loss_vfl_dn_1: 0.4130 (0.4100) loss_vfl_dn_2: 0.3999 (0.3936) loss_vfl_dn_3: 0.3918 (0.3856) loss_vfl_dn_4: 0.3887 (0.3827) loss_vfl_dn_5: 0.3889 (0.3823) loss_vfl_dn_pre: 0.4844 (0.4810) loss_vfl_enc_0: 0.7494 (0.7110) loss_vfl_pre: 0.7151 (0.7063) time: 0.7743 data: 0.0319 max mem: 9142 Epoch: [62] [1400/3696] eta: 0:29:16 lr: 0.000013 loss: 30.3846 (30.6167) loss_bbox: 0.1583 (0.1638) loss_bbox_aux_0: 0.1671 (0.1756) loss_bbox_aux_1: 0.1555 (0.1665) loss_bbox_aux_2: 0.1573 (0.1643) loss_bbox_aux_3: 0.1580 (0.1639) loss_bbox_aux_4: 0.1583 (0.1638) loss_bbox_dn_0: 0.2157 (0.2240) loss_bbox_dn_1: 0.1504 (0.1634) loss_bbox_dn_2: 0.1423 (0.1533) loss_bbox_dn_3: 0.1405 (0.1501) loss_bbox_dn_4: 0.1395 (0.1494) loss_bbox_dn_5: 0.1395 (0.1494) loss_bbox_dn_pre: 0.2191 (0.2297) loss_bbox_enc_0: 0.2011 (0.2073) loss_bbox_pre: 0.1691 (0.1759) loss_dfl: 0.9549 (0.9578) loss_fgl_aux_0: 0.9890 (0.9888) loss_fgl_aux_1: 0.9583 (0.9603) loss_fgl_aux_2: 0.9558 (0.9580) loss_fgl_aux_3: 0.9546 (0.9579) loss_fgl_aux_4: 0.9550 (0.9578) loss_fgl_dn_0: 1.0797 (1.0812) loss_fgl_dn_1: 0.9690 (0.9786) loss_fgl_dn_2: 0.9588 (0.9695) loss_fgl_dn_3: 0.9610 (0.9703) loss_fgl_dn_4: 0.9618 (0.9708) loss_fgl_dn_5: 0.9618 (0.9708) loss_giou: 0.5290 (0.5429) loss_giou_aux_0: 0.5615 (0.5677) loss_giou_aux_1: 0.5371 (0.5484) loss_giou_aux_2: 0.5291 (0.5439) loss_giou_aux_3: 0.5301 (0.5430) loss_giou_aux_4: 0.5291 (0.5429) loss_giou_dn_0: 0.5262 (0.5430) loss_giou_dn_1: 0.4133 (0.4306) loss_giou_dn_2: 0.4026 (0.4136) loss_giou_dn_3: 0.3978 (0.4087) loss_giou_dn_4: 0.3963 (0.4075) loss_giou_dn_5: 0.3963 (0.4075) loss_giou_dn_pre: 0.5238 (0.5424) loss_giou_enc_0: 0.6125 (0.6374) loss_giou_pre: 0.5562 (0.5662) loss_ddf_aux_0: 0.0527 (0.0509) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2512 (0.2495) loss_ddf_dn_1: 0.0350 (0.0339) loss_ddf_dn_2: 0.0077 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6343 (0.6349) loss_vfl_aux_0: 0.6965 (0.7039) loss_vfl_aux_1: 0.6660 (0.6804) loss_vfl_aux_2: 0.6570 (0.6619) loss_vfl_aux_3: 0.6389 (0.6469) loss_vfl_aux_4: 0.6330 (0.6373) loss_vfl_dn_0: 0.4795 (0.4805) loss_vfl_dn_1: 0.4086 (0.4099) loss_vfl_dn_2: 0.3880 (0.3935) loss_vfl_dn_3: 0.3813 (0.3854) loss_vfl_dn_4: 0.3770 (0.3826) loss_vfl_dn_5: 0.3763 (0.3821) loss_vfl_dn_pre: 0.4813 (0.4809) loss_vfl_enc_0: 0.7194 (0.7108) loss_vfl_pre: 0.6996 (0.7059) time: 0.7138 data: 0.0239 max mem: 9142 Epoch: [62] [1500/3696] eta: 0:27:55 lr: 0.000013 loss: 30.6769 (30.6121) loss_bbox: 0.1557 (0.1635) loss_bbox_aux_0: 0.1700 (0.1753) loss_bbox_aux_1: 0.1592 (0.1662) loss_bbox_aux_2: 0.1560 (0.1640) loss_bbox_aux_3: 0.1563 (0.1636) loss_bbox_aux_4: 0.1559 (0.1635) loss_bbox_dn_0: 0.2201 (0.2239) loss_bbox_dn_1: 0.1685 (0.1633) loss_bbox_dn_2: 0.1566 (0.1532) loss_bbox_dn_3: 0.1532 (0.1499) loss_bbox_dn_4: 0.1553 (0.1492) loss_bbox_dn_5: 0.1550 (0.1492) loss_bbox_dn_pre: 0.2316 (0.2296) loss_bbox_enc_0: 0.1979 (0.2070) loss_bbox_pre: 0.1729 (0.1756) loss_dfl: 0.9684 (0.9577) loss_fgl_aux_0: 1.0028 (0.9886) loss_fgl_aux_1: 0.9709 (0.9601) loss_fgl_aux_2: 0.9689 (0.9578) loss_fgl_aux_3: 0.9685 (0.9577) loss_fgl_aux_4: 0.9685 (0.9577) loss_fgl_dn_0: 1.0786 (1.0810) loss_fgl_dn_1: 0.9788 (0.9784) loss_fgl_dn_2: 0.9708 (0.9694) loss_fgl_dn_3: 0.9708 (0.9701) loss_fgl_dn_4: 0.9711 (0.9706) loss_fgl_dn_5: 0.9711 (0.9706) loss_giou: 0.5043 (0.5431) loss_giou_aux_0: 0.5234 (0.5679) loss_giou_aux_1: 0.5052 (0.5486) loss_giou_aux_2: 0.5062 (0.5441) loss_giou_aux_3: 0.5050 (0.5432) loss_giou_aux_4: 0.5042 (0.5431) loss_giou_dn_0: 0.5324 (0.5433) loss_giou_dn_1: 0.4246 (0.4309) loss_giou_dn_2: 0.4054 (0.4139) loss_giou_dn_3: 0.4021 (0.4089) loss_giou_dn_4: 0.4018 (0.4078) loss_giou_dn_5: 0.4017 (0.4078) loss_giou_dn_pre: 0.5327 (0.5427) loss_giou_enc_0: 0.5870 (0.6377) loss_giou_pre: 0.5228 (0.5664) loss_ddf_aux_0: 0.0519 (0.0509) loss_ddf_aux_1: 0.0079 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2532 (0.2496) loss_ddf_dn_1: 0.0348 (0.0340) loss_ddf_dn_2: 0.0082 (0.0074) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6530 (0.6347) loss_vfl_aux_0: 0.7318 (0.7037) loss_vfl_aux_1: 0.6992 (0.6804) loss_vfl_aux_2: 0.6860 (0.6615) loss_vfl_aux_3: 0.6670 (0.6466) loss_vfl_aux_4: 0.6558 (0.6370) loss_vfl_dn_0: 0.4792 (0.4804) loss_vfl_dn_1: 0.4081 (0.4097) loss_vfl_dn_2: 0.3932 (0.3934) loss_vfl_dn_3: 0.3882 (0.3853) loss_vfl_dn_4: 0.3854 (0.3824) loss_vfl_dn_5: 0.3854 (0.3820) loss_vfl_dn_pre: 0.4807 (0.4808) loss_vfl_enc_0: 0.7485 (0.7107) loss_vfl_pre: 0.7396 (0.7057) time: 0.7076 data: 0.0275 max mem: 9142 Epoch: [62] [1600/3696] eta: 0:26:38 lr: 0.000013 loss: 31.1287 (30.6071) loss_bbox: 0.1571 (0.1635) loss_bbox_aux_0: 0.1659 (0.1754) loss_bbox_aux_1: 0.1600 (0.1662) loss_bbox_aux_2: 0.1591 (0.1640) loss_bbox_aux_3: 0.1576 (0.1636) loss_bbox_aux_4: 0.1571 (0.1635) loss_bbox_dn_0: 0.2047 (0.2242) loss_bbox_dn_1: 0.1524 (0.1635) loss_bbox_dn_2: 0.1410 (0.1534) loss_bbox_dn_3: 0.1354 (0.1502) loss_bbox_dn_4: 0.1354 (0.1494) loss_bbox_dn_5: 0.1354 (0.1494) loss_bbox_dn_pre: 0.2096 (0.2300) loss_bbox_enc_0: 0.1917 (0.2071) loss_bbox_pre: 0.1663 (0.1756) loss_dfl: 0.9596 (0.9576) loss_fgl_aux_0: 0.9903 (0.9886) loss_fgl_aux_1: 0.9604 (0.9601) loss_fgl_aux_2: 0.9592 (0.9578) loss_fgl_aux_3: 0.9600 (0.9577) loss_fgl_aux_4: 0.9595 (0.9576) loss_fgl_dn_0: 1.0849 (1.0811) loss_fgl_dn_1: 0.9920 (0.9784) loss_fgl_dn_2: 0.9839 (0.9693) loss_fgl_dn_3: 0.9849 (0.9701) loss_fgl_dn_4: 0.9852 (0.9706) loss_fgl_dn_5: 0.9852 (0.9706) loss_giou: 0.5789 (0.5424) loss_giou_aux_0: 0.5913 (0.5673) loss_giou_aux_1: 0.5782 (0.5479) loss_giou_aux_2: 0.5767 (0.5434) loss_giou_aux_3: 0.5782 (0.5425) loss_giou_aux_4: 0.5788 (0.5424) loss_giou_dn_0: 0.5902 (0.5428) loss_giou_dn_1: 0.4692 (0.4304) loss_giou_dn_2: 0.4522 (0.4134) loss_giou_dn_3: 0.4485 (0.4085) loss_giou_dn_4: 0.4469 (0.4074) loss_giou_dn_5: 0.4470 (0.4074) loss_giou_dn_pre: 0.5879 (0.5421) loss_giou_enc_0: 0.6841 (0.6370) loss_giou_pre: 0.5908 (0.5658) loss_ddf_aux_0: 0.0549 (0.0511) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2374 (0.2495) loss_ddf_dn_1: 0.0325 (0.0340) loss_ddf_dn_2: 0.0082 (0.0074) loss_ddf_dn_3: 0.0010 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6207 (0.6350) loss_vfl_aux_0: 0.7021 (0.7037) loss_vfl_aux_1: 0.6623 (0.6807) loss_vfl_aux_2: 0.6498 (0.6618) loss_vfl_aux_3: 0.6326 (0.6469) loss_vfl_aux_4: 0.6159 (0.6373) loss_vfl_dn_0: 0.4778 (0.4804) loss_vfl_dn_1: 0.4183 (0.4097) loss_vfl_dn_2: 0.4017 (0.3933) loss_vfl_dn_3: 0.3910 (0.3853) loss_vfl_dn_4: 0.3869 (0.3824) loss_vfl_dn_5: 0.3873 (0.3820) loss_vfl_dn_pre: 0.4785 (0.4808) loss_vfl_enc_0: 0.7023 (0.7112) loss_vfl_pre: 0.7063 (0.7057) time: 0.7610 data: 0.0331 max mem: 9142 Epoch: [62] [1700/3696] eta: 0:25:20 lr: 0.000013 loss: 31.1453 (30.6111) loss_bbox: 0.1760 (0.1636) loss_bbox_aux_0: 0.1874 (0.1755) loss_bbox_aux_1: 0.1791 (0.1663) loss_bbox_aux_2: 0.1771 (0.1642) loss_bbox_aux_3: 0.1761 (0.1637) loss_bbox_aux_4: 0.1760 (0.1636) loss_bbox_dn_0: 0.2352 (0.2246) loss_bbox_dn_1: 0.1718 (0.1639) loss_bbox_dn_2: 0.1608 (0.1537) loss_bbox_dn_3: 0.1548 (0.1505) loss_bbox_dn_4: 0.1543 (0.1498) loss_bbox_dn_5: 0.1542 (0.1497) loss_bbox_dn_pre: 0.2389 (0.2304) loss_bbox_enc_0: 0.2126 (0.2072) loss_bbox_pre: 0.1881 (0.1757) loss_dfl: 0.9523 (0.9580) loss_fgl_aux_0: 0.9819 (0.9889) loss_fgl_aux_1: 0.9565 (0.9605) loss_fgl_aux_2: 0.9524 (0.9582) loss_fgl_aux_3: 0.9522 (0.9580) loss_fgl_aux_4: 0.9523 (0.9580) loss_fgl_dn_0: 1.0770 (1.0812) loss_fgl_dn_1: 0.9809 (0.9784) loss_fgl_dn_2: 0.9719 (0.9694) loss_fgl_dn_3: 0.9723 (0.9701) loss_fgl_dn_4: 0.9721 (0.9706) loss_fgl_dn_5: 0.9721 (0.9706) loss_giou: 0.5645 (0.5419) loss_giou_aux_0: 0.5972 (0.5668) loss_giou_aux_1: 0.5672 (0.5474) loss_giou_aux_2: 0.5648 (0.5430) loss_giou_aux_3: 0.5652 (0.5420) loss_giou_aux_4: 0.5646 (0.5419) loss_giou_dn_0: 0.5543 (0.5427) loss_giou_dn_1: 0.4488 (0.4303) loss_giou_dn_2: 0.4326 (0.4134) loss_giou_dn_3: 0.4245 (0.4084) loss_giou_dn_4: 0.4243 (0.4073) loss_giou_dn_5: 0.4244 (0.4073) loss_giou_dn_pre: 0.5523 (0.5420) loss_giou_enc_0: 0.6598 (0.6366) loss_giou_pre: 0.5940 (0.5653) loss_ddf_aux_0: 0.0542 (0.0512) loss_ddf_aux_1: 0.0076 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2432 (0.2494) loss_ddf_dn_1: 0.0324 (0.0340) loss_ddf_dn_2: 0.0066 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6315 (0.6352) loss_vfl_aux_0: 0.7038 (0.7038) loss_vfl_aux_1: 0.6888 (0.6809) loss_vfl_aux_2: 0.6693 (0.6621) loss_vfl_aux_3: 0.6536 (0.6472) loss_vfl_aux_4: 0.6351 (0.6375) loss_vfl_dn_0: 0.4828 (0.4804) loss_vfl_dn_1: 0.4084 (0.4097) loss_vfl_dn_2: 0.3934 (0.3934) loss_vfl_dn_3: 0.3842 (0.3853) loss_vfl_dn_4: 0.3841 (0.3824) loss_vfl_dn_5: 0.3837 (0.3820) loss_vfl_dn_pre: 0.4831 (0.4808) loss_vfl_enc_0: 0.7074 (0.7110) loss_vfl_pre: 0.7044 (0.7058) time: 0.7800 data: 0.0292 max mem: 9142 Epoch: [62] [1800/3696] eta: 0:24:12 lr: 0.000013 loss: 30.5563 (30.6029) loss_bbox: 0.1549 (0.1635) loss_bbox_aux_0: 0.1705 (0.1753) loss_bbox_aux_1: 0.1579 (0.1661) loss_bbox_aux_2: 0.1567 (0.1640) loss_bbox_aux_3: 0.1551 (0.1636) loss_bbox_aux_4: 0.1549 (0.1635) loss_bbox_dn_0: 0.2237 (0.2244) loss_bbox_dn_1: 0.1620 (0.1636) loss_bbox_dn_2: 0.1561 (0.1535) loss_bbox_dn_3: 0.1514 (0.1503) loss_bbox_dn_4: 0.1510 (0.1495) loss_bbox_dn_5: 0.1508 (0.1495) loss_bbox_dn_pre: 0.2299 (0.2302) loss_bbox_enc_0: 0.2068 (0.2071) loss_bbox_pre: 0.1696 (0.1756) loss_dfl: 0.9570 (0.9578) loss_fgl_aux_0: 0.9947 (0.9887) loss_fgl_aux_1: 0.9538 (0.9603) loss_fgl_aux_2: 0.9554 (0.9580) loss_fgl_aux_3: 0.9567 (0.9578) loss_fgl_aux_4: 0.9569 (0.9578) loss_fgl_dn_0: 1.0835 (1.0813) loss_fgl_dn_1: 0.9705 (0.9782) loss_fgl_dn_2: 0.9607 (0.9691) loss_fgl_dn_3: 0.9618 (0.9699) loss_fgl_dn_4: 0.9627 (0.9704) loss_fgl_dn_5: 0.9627 (0.9704) loss_giou: 0.4993 (0.5420) loss_giou_aux_0: 0.5213 (0.5669) loss_giou_aux_1: 0.5090 (0.5475) loss_giou_aux_2: 0.5023 (0.5430) loss_giou_aux_3: 0.4983 (0.5421) loss_giou_aux_4: 0.4989 (0.5419) loss_giou_dn_0: 0.5364 (0.5427) loss_giou_dn_1: 0.4199 (0.4302) loss_giou_dn_2: 0.3957 (0.4132) loss_giou_dn_3: 0.3923 (0.4083) loss_giou_dn_4: 0.3921 (0.4072) loss_giou_dn_5: 0.3921 (0.4072) loss_giou_dn_pre: 0.5377 (0.5420) loss_giou_enc_0: 0.6051 (0.6368) loss_giou_pre: 0.5220 (0.5654) loss_ddf_aux_0: 0.0599 (0.0514) loss_ddf_aux_1: 0.0087 (0.0074) loss_ddf_aux_2: 0.0018 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2644 (0.2500) loss_ddf_dn_1: 0.0351 (0.0339) loss_ddf_dn_2: 0.0071 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6487 (0.6350) loss_vfl_aux_0: 0.7015 (0.7034) loss_vfl_aux_1: 0.6982 (0.6804) loss_vfl_aux_2: 0.6742 (0.6618) loss_vfl_aux_3: 0.6500 (0.6469) loss_vfl_aux_4: 0.6486 (0.6373) loss_vfl_dn_0: 0.4786 (0.4804) loss_vfl_dn_1: 0.4075 (0.4096) loss_vfl_dn_2: 0.3924 (0.3933) loss_vfl_dn_3: 0.3848 (0.3852) loss_vfl_dn_4: 0.3831 (0.3823) loss_vfl_dn_5: 0.3818 (0.3819) loss_vfl_dn_pre: 0.4791 (0.4808) loss_vfl_enc_0: 0.7076 (0.7107) loss_vfl_pre: 0.7028 (0.7053) time: 0.7759 data: 0.0290 max mem: 9142 Epoch: [62] [1900/3696] eta: 0:22:53 lr: 0.000013 loss: 30.9561 (30.5988) loss_bbox: 0.1784 (0.1636) loss_bbox_aux_0: 0.1890 (0.1754) loss_bbox_aux_1: 0.1798 (0.1663) loss_bbox_aux_2: 0.1787 (0.1641) loss_bbox_aux_3: 0.1787 (0.1637) loss_bbox_aux_4: 0.1785 (0.1636) loss_bbox_dn_0: 0.2353 (0.2247) loss_bbox_dn_1: 0.1733 (0.1638) loss_bbox_dn_2: 0.1644 (0.1537) loss_bbox_dn_3: 0.1615 (0.1505) loss_bbox_dn_4: 0.1612 (0.1498) loss_bbox_dn_5: 0.1611 (0.1498) loss_bbox_dn_pre: 0.2374 (0.2304) loss_bbox_enc_0: 0.2166 (0.2072) loss_bbox_pre: 0.1896 (0.1757) loss_dfl: 0.9684 (0.9579) loss_fgl_aux_0: 0.9963 (0.9889) loss_fgl_aux_1: 0.9696 (0.9604) loss_fgl_aux_2: 0.9687 (0.9581) loss_fgl_aux_3: 0.9679 (0.9579) loss_fgl_aux_4: 0.9683 (0.9579) loss_fgl_dn_0: 1.0790 (1.0812) loss_fgl_dn_1: 0.9762 (0.9781) loss_fgl_dn_2: 0.9676 (0.9690) loss_fgl_dn_3: 0.9687 (0.9697) loss_fgl_dn_4: 0.9706 (0.9702) loss_fgl_dn_5: 0.9705 (0.9702) loss_giou: 0.5280 (0.5413) loss_giou_aux_0: 0.5573 (0.5663) loss_giou_aux_1: 0.5322 (0.5468) loss_giou_aux_2: 0.5281 (0.5424) loss_giou_aux_3: 0.5280 (0.5415) loss_giou_aux_4: 0.5279 (0.5413) loss_giou_dn_0: 0.5567 (0.5423) loss_giou_dn_1: 0.4441 (0.4299) loss_giou_dn_2: 0.4230 (0.4130) loss_giou_dn_3: 0.4172 (0.4080) loss_giou_dn_4: 0.4161 (0.4069) loss_giou_dn_5: 0.4162 (0.4069) loss_giou_dn_pre: 0.5563 (0.5416) loss_giou_enc_0: 0.6279 (0.6361) loss_giou_pre: 0.5566 (0.5648) loss_ddf_aux_0: 0.0543 (0.0515) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2317 (0.2497) loss_ddf_dn_1: 0.0304 (0.0339) loss_ddf_dn_2: 0.0069 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6530 (0.6352) loss_vfl_aux_0: 0.7014 (0.7036) loss_vfl_aux_1: 0.7065 (0.6806) loss_vfl_aux_2: 0.6813 (0.6620) loss_vfl_aux_3: 0.6617 (0.6470) loss_vfl_aux_4: 0.6466 (0.6374) loss_vfl_dn_0: 0.4866 (0.4804) loss_vfl_dn_1: 0.4128 (0.4096) loss_vfl_dn_2: 0.3969 (0.3932) loss_vfl_dn_3: 0.3896 (0.3852) loss_vfl_dn_4: 0.3870 (0.3823) loss_vfl_dn_5: 0.3862 (0.3819) loss_vfl_dn_pre: 0.4865 (0.4809) loss_vfl_enc_0: 0.7162 (0.7108) loss_vfl_pre: 0.7009 (0.7055) time: 0.7154 data: 0.0258 max mem: 9142 Epoch: [62] [2000/3696] eta: 0:21:35 lr: 0.000013 loss: 30.5873 (30.6036) loss_bbox: 0.1574 (0.1637) loss_bbox_aux_0: 0.1699 (0.1755) loss_bbox_aux_1: 0.1621 (0.1663) loss_bbox_aux_2: 0.1586 (0.1642) loss_bbox_aux_3: 0.1577 (0.1638) loss_bbox_aux_4: 0.1573 (0.1637) loss_bbox_dn_0: 0.2258 (0.2249) loss_bbox_dn_1: 0.1612 (0.1640) loss_bbox_dn_2: 0.1503 (0.1539) loss_bbox_dn_3: 0.1463 (0.1507) loss_bbox_dn_4: 0.1458 (0.1499) loss_bbox_dn_5: 0.1458 (0.1499) loss_bbox_dn_pre: 0.2342 (0.2307) loss_bbox_enc_0: 0.2041 (0.2073) loss_bbox_pre: 0.1713 (0.1758) loss_dfl: 0.9505 (0.9580) loss_fgl_aux_0: 0.9846 (0.9891) loss_fgl_aux_1: 0.9550 (0.9605) loss_fgl_aux_2: 0.9513 (0.9582) loss_fgl_aux_3: 0.9507 (0.9580) loss_fgl_aux_4: 0.9506 (0.9580) loss_fgl_dn_0: 1.0743 (1.0814) loss_fgl_dn_1: 0.9731 (0.9780) loss_fgl_dn_2: 0.9631 (0.9689) loss_fgl_dn_3: 0.9630 (0.9696) loss_fgl_dn_4: 0.9629 (0.9701) loss_fgl_dn_5: 0.9629 (0.9702) loss_giou: 0.5487 (0.5411) loss_giou_aux_0: 0.5676 (0.5660) loss_giou_aux_1: 0.5554 (0.5466) loss_giou_aux_2: 0.5471 (0.5421) loss_giou_aux_3: 0.5476 (0.5412) loss_giou_aux_4: 0.5483 (0.5411) loss_giou_dn_0: 0.5551 (0.5423) loss_giou_dn_1: 0.4323 (0.4298) loss_giou_dn_2: 0.4164 (0.4129) loss_giou_dn_3: 0.4136 (0.4079) loss_giou_dn_4: 0.4122 (0.4068) loss_giou_dn_5: 0.4123 (0.4068) loss_giou_dn_pre: 0.5522 (0.5416) loss_giou_enc_0: 0.6523 (0.6359) loss_giou_pre: 0.5681 (0.5646) loss_ddf_aux_0: 0.0547 (0.0516) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2597 (0.2498) loss_ddf_dn_1: 0.0347 (0.0339) loss_ddf_dn_2: 0.0075 (0.0074) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6318 (0.6357) loss_vfl_aux_0: 0.7258 (0.7042) loss_vfl_aux_1: 0.6974 (0.6812) loss_vfl_aux_2: 0.6758 (0.6624) loss_vfl_aux_3: 0.6467 (0.6476) loss_vfl_aux_4: 0.6331 (0.6379) loss_vfl_dn_0: 0.4804 (0.4805) loss_vfl_dn_1: 0.4070 (0.4095) loss_vfl_dn_2: 0.3896 (0.3932) loss_vfl_dn_3: 0.3807 (0.3851) loss_vfl_dn_4: 0.3802 (0.3823) loss_vfl_dn_5: 0.3799 (0.3819) loss_vfl_dn_pre: 0.4805 (0.4809) loss_vfl_enc_0: 0.7117 (0.7111) loss_vfl_pre: 0.7292 (0.7062) time: 0.7660 data: 0.0294 max mem: 9142 Epoch: [62] [2100/3696] eta: 0:20:19 lr: 0.000013 loss: 30.6938 (30.6090) loss_bbox: 0.1746 (0.1635) loss_bbox_aux_0: 0.1837 (0.1754) loss_bbox_aux_1: 0.1760 (0.1662) loss_bbox_aux_2: 0.1751 (0.1641) loss_bbox_aux_3: 0.1752 (0.1636) loss_bbox_aux_4: 0.1746 (0.1635) loss_bbox_dn_0: 0.2307 (0.2246) loss_bbox_dn_1: 0.1717 (0.1639) loss_bbox_dn_2: 0.1630 (0.1538) loss_bbox_dn_3: 0.1602 (0.1505) loss_bbox_dn_4: 0.1593 (0.1498) loss_bbox_dn_5: 0.1593 (0.1498) loss_bbox_dn_pre: 0.2384 (0.2304) loss_bbox_enc_0: 0.2096 (0.2071) loss_bbox_pre: 0.1832 (0.1756) loss_dfl: 0.9689 (0.9579) loss_fgl_aux_0: 0.9908 (0.9890) loss_fgl_aux_1: 0.9701 (0.9604) loss_fgl_aux_2: 0.9686 (0.9581) loss_fgl_aux_3: 0.9691 (0.9579) loss_fgl_aux_4: 0.9690 (0.9579) loss_fgl_dn_0: 1.0744 (1.0813) loss_fgl_dn_1: 0.9833 (0.9781) loss_fgl_dn_2: 0.9782 (0.9690) loss_fgl_dn_3: 0.9793 (0.9698) loss_fgl_dn_4: 0.9794 (0.9703) loss_fgl_dn_5: 0.9794 (0.9703) loss_giou: 0.5169 (0.5417) loss_giou_aux_0: 0.5425 (0.5665) loss_giou_aux_1: 0.5220 (0.5471) loss_giou_aux_2: 0.5184 (0.5427) loss_giou_aux_3: 0.5163 (0.5418) loss_giou_aux_4: 0.5168 (0.5417) loss_giou_dn_0: 0.5132 (0.5426) loss_giou_dn_1: 0.4088 (0.4301) loss_giou_dn_2: 0.3956 (0.4132) loss_giou_dn_3: 0.3900 (0.4082) loss_giou_dn_4: 0.3893 (0.4071) loss_giou_dn_5: 0.3893 (0.4071) loss_giou_dn_pre: 0.5131 (0.5420) loss_giou_enc_0: 0.6216 (0.6364) loss_giou_pre: 0.5425 (0.5651) loss_ddf_aux_0: 0.0466 (0.0516) loss_ddf_aux_1: 0.0067 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2415 (0.2495) loss_ddf_dn_1: 0.0321 (0.0338) loss_ddf_dn_2: 0.0073 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6234 (0.6358) loss_vfl_aux_0: 0.7057 (0.7045) loss_vfl_aux_1: 0.6776 (0.6814) loss_vfl_aux_2: 0.6581 (0.6626) loss_vfl_aux_3: 0.6400 (0.6477) loss_vfl_aux_4: 0.6224 (0.6380) loss_vfl_dn_0: 0.4785 (0.4805) loss_vfl_dn_1: 0.4135 (0.4096) loss_vfl_dn_2: 0.3997 (0.3932) loss_vfl_dn_3: 0.3912 (0.3853) loss_vfl_dn_4: 0.3884 (0.3824) loss_vfl_dn_5: 0.3882 (0.3820) loss_vfl_dn_pre: 0.4786 (0.4809) loss_vfl_enc_0: 0.7052 (0.7111) loss_vfl_pre: 0.7036 (0.7064) time: 0.7565 data: 0.0284 max mem: 9142 Epoch: [62] [2200/3696] eta: 0:19:04 lr: 0.000013 loss: 30.3357 (30.6076) loss_bbox: 0.1548 (0.1636) loss_bbox_aux_0: 0.1756 (0.1754) loss_bbox_aux_1: 0.1589 (0.1663) loss_bbox_aux_2: 0.1555 (0.1641) loss_bbox_aux_3: 0.1550 (0.1637) loss_bbox_aux_4: 0.1548 (0.1636) loss_bbox_dn_0: 0.2175 (0.2246) loss_bbox_dn_1: 0.1559 (0.1638) loss_bbox_dn_2: 0.1416 (0.1537) loss_bbox_dn_3: 0.1416 (0.1505) loss_bbox_dn_4: 0.1414 (0.1497) loss_bbox_dn_5: 0.1414 (0.1497) loss_bbox_dn_pre: 0.2210 (0.2304) loss_bbox_enc_0: 0.1985 (0.2072) loss_bbox_pre: 0.1762 (0.1757) loss_dfl: 0.9551 (0.9581) loss_fgl_aux_0: 0.9879 (0.9892) loss_fgl_aux_1: 0.9568 (0.9606) loss_fgl_aux_2: 0.9544 (0.9583) loss_fgl_aux_3: 0.9553 (0.9581) loss_fgl_aux_4: 0.9550 (0.9581) loss_fgl_dn_0: 1.0751 (1.0811) loss_fgl_dn_1: 0.9743 (0.9782) loss_fgl_dn_2: 0.9664 (0.9691) loss_fgl_dn_3: 0.9667 (0.9698) loss_fgl_dn_4: 0.9672 (0.9703) loss_fgl_dn_5: 0.9672 (0.9703) loss_giou: 0.5143 (0.5414) loss_giou_aux_0: 0.5420 (0.5663) loss_giou_aux_1: 0.5171 (0.5469) loss_giou_aux_2: 0.5163 (0.5424) loss_giou_aux_3: 0.5136 (0.5415) loss_giou_aux_4: 0.5143 (0.5414) loss_giou_dn_0: 0.5288 (0.5425) loss_giou_dn_1: 0.4176 (0.4300) loss_giou_dn_2: 0.3965 (0.4131) loss_giou_dn_3: 0.3935 (0.4081) loss_giou_dn_4: 0.3935 (0.4070) loss_giou_dn_5: 0.3936 (0.4070) loss_giou_dn_pre: 0.5288 (0.5418) loss_giou_enc_0: 0.6288 (0.6361) loss_giou_pre: 0.5390 (0.5648) loss_ddf_aux_0: 0.0474 (0.0515) loss_ddf_aux_1: 0.0066 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2426 (0.2491) loss_ddf_dn_1: 0.0326 (0.0337) loss_ddf_dn_2: 0.0071 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6143 (0.6358) loss_vfl_aux_0: 0.6836 (0.7045) loss_vfl_aux_1: 0.6528 (0.6816) loss_vfl_aux_2: 0.6454 (0.6627) loss_vfl_aux_3: 0.6246 (0.6478) loss_vfl_aux_4: 0.6153 (0.6380) loss_vfl_dn_0: 0.4745 (0.4804) loss_vfl_dn_1: 0.4072 (0.4097) loss_vfl_dn_2: 0.3859 (0.3933) loss_vfl_dn_3: 0.3756 (0.3853) loss_vfl_dn_4: 0.3737 (0.3825) loss_vfl_dn_5: 0.3734 (0.3820) loss_vfl_dn_pre: 0.4754 (0.4809) loss_vfl_enc_0: 0.6917 (0.7109) loss_vfl_pre: 0.6846 (0.7065) time: 0.7573 data: 0.0320 max mem: 9142 Epoch: [62] [2300/3696] eta: 0:17:48 lr: 0.000013 loss: 29.8601 (30.6084) loss_bbox: 0.1583 (0.1637) loss_bbox_aux_0: 0.1679 (0.1755) loss_bbox_aux_1: 0.1608 (0.1663) loss_bbox_aux_2: 0.1591 (0.1642) loss_bbox_aux_3: 0.1588 (0.1638) loss_bbox_aux_4: 0.1583 (0.1637) loss_bbox_dn_0: 0.2186 (0.2245) loss_bbox_dn_1: 0.1605 (0.1638) loss_bbox_dn_2: 0.1534 (0.1537) loss_bbox_dn_3: 0.1533 (0.1504) loss_bbox_dn_4: 0.1527 (0.1497) loss_bbox_dn_5: 0.1527 (0.1497) loss_bbox_dn_pre: 0.2234 (0.2304) loss_bbox_enc_0: 0.1988 (0.2072) loss_bbox_pre: 0.1689 (0.1757) loss_dfl: 0.9753 (0.9578) loss_fgl_aux_0: 1.0069 (0.9888) loss_fgl_aux_1: 0.9735 (0.9602) loss_fgl_aux_2: 0.9744 (0.9580) loss_fgl_aux_3: 0.9751 (0.9578) loss_fgl_aux_4: 0.9752 (0.9578) loss_fgl_dn_0: 1.0842 (1.0811) loss_fgl_dn_1: 0.9768 (0.9781) loss_fgl_dn_2: 0.9670 (0.9690) loss_fgl_dn_3: 0.9712 (0.9698) loss_fgl_dn_4: 0.9725 (0.9703) loss_fgl_dn_5: 0.9725 (0.9703) loss_giou: 0.5091 (0.5422) loss_giou_aux_0: 0.5435 (0.5670) loss_giou_aux_1: 0.5185 (0.5477) loss_giou_aux_2: 0.5108 (0.5432) loss_giou_aux_3: 0.5097 (0.5423) loss_giou_aux_4: 0.5091 (0.5422) loss_giou_dn_0: 0.5198 (0.5428) loss_giou_dn_1: 0.4055 (0.4303) loss_giou_dn_2: 0.3920 (0.4134) loss_giou_dn_3: 0.3863 (0.4085) loss_giou_dn_4: 0.3848 (0.4073) loss_giou_dn_5: 0.3847 (0.4073) loss_giou_dn_pre: 0.5198 (0.5421) loss_giou_enc_0: 0.5955 (0.6367) loss_giou_pre: 0.5389 (0.5655) loss_ddf_aux_0: 0.0457 (0.0514) loss_ddf_aux_1: 0.0067 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2465 (0.2491) loss_ddf_dn_1: 0.0339 (0.0337) loss_ddf_dn_2: 0.0075 (0.0074) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6003 (0.6354) loss_vfl_aux_0: 0.6742 (0.7039) loss_vfl_aux_1: 0.6436 (0.6810) loss_vfl_aux_2: 0.6287 (0.6621) loss_vfl_aux_3: 0.6115 (0.6473) loss_vfl_aux_4: 0.6029 (0.6375) loss_vfl_dn_0: 0.4763 (0.4803) loss_vfl_dn_1: 0.4033 (0.4096) loss_vfl_dn_2: 0.3849 (0.3932) loss_vfl_dn_3: 0.3798 (0.3852) loss_vfl_dn_4: 0.3756 (0.3824) loss_vfl_dn_5: 0.3749 (0.3820) loss_vfl_dn_pre: 0.4773 (0.4807) loss_vfl_enc_0: 0.6979 (0.7105) loss_vfl_pre: 0.6760 (0.7059) time: 0.7922 data: 0.0255 max mem: 9142 Epoch: [62] [2400/3696] eta: 0:16:31 lr: 0.000013 loss: 30.0871 (30.5992) loss_bbox: 0.1668 (0.1635) loss_bbox_aux_0: 0.1756 (0.1753) loss_bbox_aux_1: 0.1692 (0.1661) loss_bbox_aux_2: 0.1676 (0.1640) loss_bbox_aux_3: 0.1669 (0.1636) loss_bbox_aux_4: 0.1670 (0.1635) loss_bbox_dn_0: 0.2340 (0.2245) loss_bbox_dn_1: 0.1747 (0.1638) loss_bbox_dn_2: 0.1654 (0.1538) loss_bbox_dn_3: 0.1594 (0.1505) loss_bbox_dn_4: 0.1605 (0.1498) loss_bbox_dn_5: 0.1606 (0.1498) loss_bbox_dn_pre: 0.2437 (0.2304) loss_bbox_enc_0: 0.2050 (0.2071) loss_bbox_pre: 0.1760 (0.1756) loss_dfl: 0.9625 (0.9579) loss_fgl_aux_0: 1.0046 (0.9889) loss_fgl_aux_1: 0.9681 (0.9603) loss_fgl_aux_2: 0.9628 (0.9580) loss_fgl_aux_3: 0.9626 (0.9579) loss_fgl_aux_4: 0.9624 (0.9579) loss_fgl_dn_0: 1.0762 (1.0811) loss_fgl_dn_1: 0.9757 (0.9780) loss_fgl_dn_2: 0.9697 (0.9689) loss_fgl_dn_3: 0.9717 (0.9696) loss_fgl_dn_4: 0.9722 (0.9701) loss_fgl_dn_5: 0.9722 (0.9701) loss_giou: 0.4893 (0.5415) loss_giou_aux_0: 0.5152 (0.5663) loss_giou_aux_1: 0.4939 (0.5470) loss_giou_aux_2: 0.4896 (0.5426) loss_giou_aux_3: 0.4904 (0.5416) loss_giou_aux_4: 0.4894 (0.5415) loss_giou_dn_0: 0.5051 (0.5424) loss_giou_dn_1: 0.4015 (0.4300) loss_giou_dn_2: 0.3902 (0.4131) loss_giou_dn_3: 0.3861 (0.4081) loss_giou_dn_4: 0.3850 (0.4070) loss_giou_dn_5: 0.3851 (0.4070) loss_giou_dn_pre: 0.5059 (0.5417) loss_giou_enc_0: 0.5890 (0.6361) loss_giou_pre: 0.5143 (0.5649) loss_ddf_aux_0: 0.0460 (0.0513) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2409 (0.2493) loss_ddf_dn_1: 0.0304 (0.0337) loss_ddf_dn_2: 0.0066 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6232 (0.6354) loss_vfl_aux_0: 0.6740 (0.7039) loss_vfl_aux_1: 0.6570 (0.6811) loss_vfl_aux_2: 0.6421 (0.6621) loss_vfl_aux_3: 0.6312 (0.6473) loss_vfl_aux_4: 0.6243 (0.6375) loss_vfl_dn_0: 0.4766 (0.4803) loss_vfl_dn_1: 0.4047 (0.4095) loss_vfl_dn_2: 0.3910 (0.3931) loss_vfl_dn_3: 0.3818 (0.3851) loss_vfl_dn_4: 0.3786 (0.3823) loss_vfl_dn_5: 0.3794 (0.3819) loss_vfl_dn_pre: 0.4772 (0.4808) loss_vfl_enc_0: 0.7015 (0.7104) loss_vfl_pre: 0.6750 (0.7059) time: 0.7702 data: 0.0292 max mem: 9142 Epoch: [62] [2500/3696] eta: 0:15:14 lr: 0.000013 loss: 30.9977 (30.6082) loss_bbox: 0.1618 (0.1634) loss_bbox_aux_0: 0.1749 (0.1752) loss_bbox_aux_1: 0.1655 (0.1661) loss_bbox_aux_2: 0.1616 (0.1640) loss_bbox_aux_3: 0.1615 (0.1635) loss_bbox_aux_4: 0.1618 (0.1635) loss_bbox_dn_0: 0.2186 (0.2243) loss_bbox_dn_1: 0.1586 (0.1637) loss_bbox_dn_2: 0.1491 (0.1536) loss_bbox_dn_3: 0.1501 (0.1504) loss_bbox_dn_4: 0.1486 (0.1496) loss_bbox_dn_5: 0.1486 (0.1496) loss_bbox_dn_pre: 0.2237 (0.2302) loss_bbox_enc_0: 0.2064 (0.2069) loss_bbox_pre: 0.1752 (0.1755) loss_dfl: 0.9652 (0.9578) loss_fgl_aux_0: 0.9935 (0.9888) loss_fgl_aux_1: 0.9638 (0.9602) loss_fgl_aux_2: 0.9637 (0.9580) loss_fgl_aux_3: 0.9658 (0.9578) loss_fgl_aux_4: 0.9653 (0.9578) loss_fgl_dn_0: 1.0872 (1.0811) loss_fgl_dn_1: 0.9861 (0.9782) loss_fgl_dn_2: 0.9748 (0.9691) loss_fgl_dn_3: 0.9759 (0.9698) loss_fgl_dn_4: 0.9766 (0.9703) loss_fgl_dn_5: 0.9766 (0.9703) loss_giou: 0.5719 (0.5425) loss_giou_aux_0: 0.6023 (0.5672) loss_giou_aux_1: 0.5805 (0.5479) loss_giou_aux_2: 0.5759 (0.5435) loss_giou_aux_3: 0.5728 (0.5426) loss_giou_aux_4: 0.5718 (0.5425) loss_giou_dn_0: 0.5544 (0.5429) loss_giou_dn_1: 0.4385 (0.4305) loss_giou_dn_2: 0.4192 (0.4136) loss_giou_dn_3: 0.4161 (0.4086) loss_giou_dn_4: 0.4141 (0.4075) loss_giou_dn_5: 0.4141 (0.4075) loss_giou_dn_pre: 0.5548 (0.5422) loss_giou_enc_0: 0.6635 (0.6369) loss_giou_pre: 0.6017 (0.5658) loss_ddf_aux_0: 0.0542 (0.0513) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2573 (0.2493) loss_ddf_dn_1: 0.0339 (0.0337) loss_ddf_dn_2: 0.0076 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6420 (0.6353) loss_vfl_aux_0: 0.6916 (0.7038) loss_vfl_aux_1: 0.6915 (0.6810) loss_vfl_aux_2: 0.6683 (0.6620) loss_vfl_aux_3: 0.6491 (0.6473) loss_vfl_aux_4: 0.6438 (0.6374) loss_vfl_dn_0: 0.4837 (0.4803) loss_vfl_dn_1: 0.4146 (0.4096) loss_vfl_dn_2: 0.3969 (0.3932) loss_vfl_dn_3: 0.3911 (0.3853) loss_vfl_dn_4: 0.3877 (0.3825) loss_vfl_dn_5: 0.3871 (0.3821) loss_vfl_dn_pre: 0.4848 (0.4807) loss_vfl_enc_0: 0.7183 (0.7101) loss_vfl_pre: 0.6945 (0.7059) time: 0.7616 data: 0.0281 max mem: 9142 Epoch: [62] [2600/3696] eta: 0:13:58 lr: 0.000013 loss: 30.5700 (30.6044) loss_bbox: 0.1541 (0.1634) loss_bbox_aux_0: 0.1680 (0.1751) loss_bbox_aux_1: 0.1589 (0.1660) loss_bbox_aux_2: 0.1552 (0.1639) loss_bbox_aux_3: 0.1540 (0.1635) loss_bbox_aux_4: 0.1541 (0.1634) loss_bbox_dn_0: 0.2013 (0.2241) loss_bbox_dn_1: 0.1445 (0.1635) loss_bbox_dn_2: 0.1356 (0.1534) loss_bbox_dn_3: 0.1337 (0.1502) loss_bbox_dn_4: 0.1325 (0.1494) loss_bbox_dn_5: 0.1325 (0.1494) loss_bbox_dn_pre: 0.2080 (0.2299) loss_bbox_enc_0: 0.1907 (0.2068) loss_bbox_pre: 0.1687 (0.1754) loss_dfl: 0.9684 (0.9574) loss_fgl_aux_0: 0.9935 (0.9884) loss_fgl_aux_1: 0.9660 (0.9598) loss_fgl_aux_2: 0.9682 (0.9576) loss_fgl_aux_3: 0.9680 (0.9574) loss_fgl_aux_4: 0.9684 (0.9574) loss_fgl_dn_0: 1.0824 (1.0811) loss_fgl_dn_1: 0.9867 (0.9782) loss_fgl_dn_2: 0.9767 (0.9691) loss_fgl_dn_3: 0.9760 (0.9699) loss_fgl_dn_4: 0.9767 (0.9704) loss_fgl_dn_5: 0.9767 (0.9704) loss_giou: 0.5248 (0.5430) loss_giou_aux_0: 0.5519 (0.5677) loss_giou_aux_1: 0.5299 (0.5484) loss_giou_aux_2: 0.5231 (0.5440) loss_giou_aux_3: 0.5243 (0.5431) loss_giou_aux_4: 0.5248 (0.5430) loss_giou_dn_0: 0.5323 (0.5428) loss_giou_dn_1: 0.4217 (0.4305) loss_giou_dn_2: 0.3994 (0.4136) loss_giou_dn_3: 0.3947 (0.4086) loss_giou_dn_4: 0.3940 (0.4075) loss_giou_dn_5: 0.3940 (0.4075) loss_giou_dn_pre: 0.5302 (0.5422) loss_giou_enc_0: 0.6351 (0.6374) loss_giou_pre: 0.5498 (0.5663) loss_ddf_aux_0: 0.0492 (0.0512) loss_ddf_aux_1: 0.0065 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2427 (0.2492) loss_ddf_dn_1: 0.0312 (0.0336) loss_ddf_dn_2: 0.0064 (0.0074) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6359 (0.6350) loss_vfl_aux_0: 0.7122 (0.7033) loss_vfl_aux_1: 0.6696 (0.6806) loss_vfl_aux_2: 0.6573 (0.6617) loss_vfl_aux_3: 0.6464 (0.6469) loss_vfl_aux_4: 0.6344 (0.6371) loss_vfl_dn_0: 0.4825 (0.4802) loss_vfl_dn_1: 0.4113 (0.4095) loss_vfl_dn_2: 0.3965 (0.3931) loss_vfl_dn_3: 0.3892 (0.3852) loss_vfl_dn_4: 0.3875 (0.3824) loss_vfl_dn_5: 0.3880 (0.3820) loss_vfl_dn_pre: 0.4821 (0.4807) loss_vfl_enc_0: 0.7117 (0.7098) loss_vfl_pre: 0.7085 (0.7054) time: 0.7578 data: 0.0290 max mem: 9142 Epoch: [62] [2700/3696] eta: 0:12:41 lr: 0.000013 loss: 30.6040 (30.6117) loss_bbox: 0.1524 (0.1634) loss_bbox_aux_0: 0.1673 (0.1752) loss_bbox_aux_1: 0.1566 (0.1661) loss_bbox_aux_2: 0.1550 (0.1639) loss_bbox_aux_3: 0.1528 (0.1635) loss_bbox_aux_4: 0.1524 (0.1634) loss_bbox_dn_0: 0.2255 (0.2241) loss_bbox_dn_1: 0.1602 (0.1635) loss_bbox_dn_2: 0.1522 (0.1535) loss_bbox_dn_3: 0.1465 (0.1502) loss_bbox_dn_4: 0.1456 (0.1495) loss_bbox_dn_5: 0.1455 (0.1495) loss_bbox_dn_pre: 0.2287 (0.2300) loss_bbox_enc_0: 0.2016 (0.2069) loss_bbox_pre: 0.1678 (0.1754) loss_dfl: 0.9582 (0.9574) loss_fgl_aux_0: 0.9933 (0.9884) loss_fgl_aux_1: 0.9608 (0.9598) loss_fgl_aux_2: 0.9591 (0.9576) loss_fgl_aux_3: 0.9593 (0.9574) loss_fgl_aux_4: 0.9583 (0.9574) loss_fgl_dn_0: 1.0833 (1.0811) loss_fgl_dn_1: 0.9847 (0.9783) loss_fgl_dn_2: 0.9782 (0.9692) loss_fgl_dn_3: 0.9788 (0.9699) loss_fgl_dn_4: 0.9795 (0.9704) loss_fgl_dn_5: 0.9796 (0.9704) loss_giou: 0.5551 (0.5431) loss_giou_aux_0: 0.5807 (0.5679) loss_giou_aux_1: 0.5621 (0.5486) loss_giou_aux_2: 0.5563 (0.5442) loss_giou_aux_3: 0.5549 (0.5432) loss_giou_aux_4: 0.5552 (0.5431) loss_giou_dn_0: 0.5464 (0.5431) loss_giou_dn_1: 0.4328 (0.4307) loss_giou_dn_2: 0.4147 (0.4138) loss_giou_dn_3: 0.4106 (0.4089) loss_giou_dn_4: 0.4091 (0.4078) loss_giou_dn_5: 0.4091 (0.4078) loss_giou_dn_pre: 0.5430 (0.5425) loss_giou_enc_0: 0.6698 (0.6376) loss_giou_pre: 0.5815 (0.5665) loss_ddf_aux_0: 0.0543 (0.0512) loss_ddf_aux_1: 0.0079 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2400 (0.2490) loss_ddf_dn_1: 0.0328 (0.0336) loss_ddf_dn_2: 0.0069 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6500 (0.6353) loss_vfl_aux_0: 0.7054 (0.7035) loss_vfl_aux_1: 0.7028 (0.6810) loss_vfl_aux_2: 0.6783 (0.6621) loss_vfl_aux_3: 0.6625 (0.6473) loss_vfl_aux_4: 0.6501 (0.6374) loss_vfl_dn_0: 0.4865 (0.4803) loss_vfl_dn_1: 0.4182 (0.4097) loss_vfl_dn_2: 0.4016 (0.3933) loss_vfl_dn_3: 0.3948 (0.3853) loss_vfl_dn_4: 0.3917 (0.3825) loss_vfl_dn_5: 0.3916 (0.3821) loss_vfl_dn_pre: 0.4869 (0.4808) loss_vfl_enc_0: 0.7176 (0.7100) loss_vfl_pre: 0.7073 (0.7055) time: 0.7514 data: 0.0255 max mem: 9142 Epoch: [62] [2800/3696] eta: 0:11:24 lr: 0.000013 loss: 30.6925 (30.6093) loss_bbox: 0.1638 (0.1635) loss_bbox_aux_0: 0.1847 (0.1752) loss_bbox_aux_1: 0.1707 (0.1661) loss_bbox_aux_2: 0.1647 (0.1640) loss_bbox_aux_3: 0.1638 (0.1636) loss_bbox_aux_4: 0.1637 (0.1635) loss_bbox_dn_0: 0.2279 (0.2241) loss_bbox_dn_1: 0.1592 (0.1635) loss_bbox_dn_2: 0.1531 (0.1534) loss_bbox_dn_3: 0.1514 (0.1502) loss_bbox_dn_4: 0.1507 (0.1495) loss_bbox_dn_5: 0.1507 (0.1495) loss_bbox_dn_pre: 0.2305 (0.2299) loss_bbox_enc_0: 0.2094 (0.2070) loss_bbox_pre: 0.1814 (0.1755) loss_dfl: 0.9546 (0.9571) loss_fgl_aux_0: 0.9890 (0.9882) loss_fgl_aux_1: 0.9542 (0.9595) loss_fgl_aux_2: 0.9535 (0.9573) loss_fgl_aux_3: 0.9549 (0.9571) loss_fgl_aux_4: 0.9546 (0.9571) loss_fgl_dn_0: 1.0791 (1.0811) loss_fgl_dn_1: 0.9775 (0.9782) loss_fgl_dn_2: 0.9694 (0.9691) loss_fgl_dn_3: 0.9694 (0.9698) loss_fgl_dn_4: 0.9695 (0.9703) loss_fgl_dn_5: 0.9695 (0.9703) loss_giou: 0.5379 (0.5434) loss_giou_aux_0: 0.5563 (0.5681) loss_giou_aux_1: 0.5422 (0.5488) loss_giou_aux_2: 0.5391 (0.5444) loss_giou_aux_3: 0.5386 (0.5435) loss_giou_aux_4: 0.5379 (0.5434) loss_giou_dn_0: 0.5352 (0.5430) loss_giou_dn_1: 0.4253 (0.4306) loss_giou_dn_2: 0.4070 (0.4137) loss_giou_dn_3: 0.4046 (0.4088) loss_giou_dn_4: 0.4040 (0.4077) loss_giou_dn_5: 0.4041 (0.4077) loss_giou_dn_pre: 0.5352 (0.5423) loss_giou_enc_0: 0.6186 (0.6378) loss_giou_pre: 0.5563 (0.5667) loss_ddf_aux_0: 0.0530 (0.0512) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2554 (0.2493) loss_ddf_dn_1: 0.0336 (0.0336) loss_ddf_dn_2: 0.0070 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6349 (0.6352) loss_vfl_aux_0: 0.6898 (0.7032) loss_vfl_aux_1: 0.6697 (0.6808) loss_vfl_aux_2: 0.6658 (0.6618) loss_vfl_aux_3: 0.6448 (0.6471) loss_vfl_aux_4: 0.6339 (0.6373) loss_vfl_dn_0: 0.4781 (0.4803) loss_vfl_dn_1: 0.4055 (0.4096) loss_vfl_dn_2: 0.3888 (0.3932) loss_vfl_dn_3: 0.3810 (0.3852) loss_vfl_dn_4: 0.3764 (0.3824) loss_vfl_dn_5: 0.3750 (0.3820) loss_vfl_dn_pre: 0.4787 (0.4808) loss_vfl_enc_0: 0.7059 (0.7099) loss_vfl_pre: 0.6928 (0.7053) time: 0.7506 data: 0.0328 max mem: 9142 Epoch: [62] [2900/3696] eta: 0:10:08 lr: 0.000013 loss: 30.7981 (30.6131) loss_bbox: 0.1627 (0.1636) loss_bbox_aux_0: 0.1713 (0.1753) loss_bbox_aux_1: 0.1635 (0.1662) loss_bbox_aux_2: 0.1636 (0.1641) loss_bbox_aux_3: 0.1627 (0.1637) loss_bbox_aux_4: 0.1627 (0.1636) loss_bbox_dn_0: 0.2167 (0.2243) loss_bbox_dn_1: 0.1610 (0.1636) loss_bbox_dn_2: 0.1525 (0.1536) loss_bbox_dn_3: 0.1506 (0.1503) loss_bbox_dn_4: 0.1508 (0.1496) loss_bbox_dn_5: 0.1508 (0.1496) loss_bbox_dn_pre: 0.2225 (0.2302) loss_bbox_enc_0: 0.1985 (0.2070) loss_bbox_pre: 0.1705 (0.1756) loss_dfl: 0.9416 (0.9571) loss_fgl_aux_0: 0.9856 (0.9882) loss_fgl_aux_1: 0.9447 (0.9595) loss_fgl_aux_2: 0.9405 (0.9573) loss_fgl_aux_3: 0.9407 (0.9571) loss_fgl_aux_4: 0.9416 (0.9571) loss_fgl_dn_0: 1.0800 (1.0812) loss_fgl_dn_1: 0.9705 (0.9782) loss_fgl_dn_2: 0.9648 (0.9691) loss_fgl_dn_3: 0.9670 (0.9699) loss_fgl_dn_4: 0.9677 (0.9704) loss_fgl_dn_5: 0.9677 (0.9704) loss_giou: 0.5464 (0.5434) loss_giou_aux_0: 0.5632 (0.5681) loss_giou_aux_1: 0.5459 (0.5489) loss_giou_aux_2: 0.5476 (0.5445) loss_giou_aux_3: 0.5462 (0.5435) loss_giou_aux_4: 0.5464 (0.5434) loss_giou_dn_0: 0.5605 (0.5432) loss_giou_dn_1: 0.4395 (0.4308) loss_giou_dn_2: 0.4220 (0.4139) loss_giou_dn_3: 0.4204 (0.4089) loss_giou_dn_4: 0.4196 (0.4078) loss_giou_dn_5: 0.4194 (0.4078) loss_giou_dn_pre: 0.5593 (0.5426) loss_giou_enc_0: 0.6285 (0.6378) loss_giou_pre: 0.5607 (0.5667) loss_ddf_aux_0: 0.0492 (0.0512) loss_ddf_aux_1: 0.0066 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2544 (0.2494) loss_ddf_dn_1: 0.0328 (0.0336) loss_ddf_dn_2: 0.0079 (0.0074) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6183 (0.6351) loss_vfl_aux_0: 0.7068 (0.7031) loss_vfl_aux_1: 0.6708 (0.6809) loss_vfl_aux_2: 0.6385 (0.6617) loss_vfl_aux_3: 0.6304 (0.6469) loss_vfl_aux_4: 0.6197 (0.6372) loss_vfl_dn_0: 0.4869 (0.4804) loss_vfl_dn_1: 0.4157 (0.4097) loss_vfl_dn_2: 0.3954 (0.3933) loss_vfl_dn_3: 0.3851 (0.3853) loss_vfl_dn_4: 0.3819 (0.3825) loss_vfl_dn_5: 0.3818 (0.3821) loss_vfl_dn_pre: 0.4870 (0.4808) loss_vfl_enc_0: 0.7090 (0.7098) loss_vfl_pre: 0.7022 (0.7052) time: 0.7764 data: 0.0300 max mem: 9142 Epoch: [62] [3000/3696] eta: 0:08:50 lr: 0.000013 loss: 30.9499 (30.6161) loss_bbox: 0.1468 (0.1635) loss_bbox_aux_0: 0.1617 (0.1752) loss_bbox_aux_1: 0.1503 (0.1662) loss_bbox_aux_2: 0.1492 (0.1641) loss_bbox_aux_3: 0.1473 (0.1636) loss_bbox_aux_4: 0.1468 (0.1635) loss_bbox_dn_0: 0.2213 (0.2243) loss_bbox_dn_1: 0.1506 (0.1636) loss_bbox_dn_2: 0.1426 (0.1535) loss_bbox_dn_3: 0.1432 (0.1503) loss_bbox_dn_4: 0.1409 (0.1496) loss_bbox_dn_5: 0.1409 (0.1496) loss_bbox_dn_pre: 0.2277 (0.2302) loss_bbox_enc_0: 0.1872 (0.2069) loss_bbox_pre: 0.1607 (0.1755) loss_dfl: 0.9437 (0.9570) loss_fgl_aux_0: 0.9752 (0.9880) loss_fgl_aux_1: 0.9464 (0.9594) loss_fgl_aux_2: 0.9438 (0.9572) loss_fgl_aux_3: 0.9436 (0.9570) loss_fgl_aux_4: 0.9436 (0.9570) loss_fgl_dn_0: 1.0727 (1.0813) loss_fgl_dn_1: 0.9720 (0.9782) loss_fgl_dn_2: 0.9643 (0.9692) loss_fgl_dn_3: 0.9654 (0.9699) loss_fgl_dn_4: 0.9656 (0.9704) loss_fgl_dn_5: 0.9657 (0.9704) loss_giou: 0.5676 (0.5438) loss_giou_aux_0: 0.5968 (0.5685) loss_giou_aux_1: 0.5721 (0.5493) loss_giou_aux_2: 0.5706 (0.5448) loss_giou_aux_3: 0.5691 (0.5439) loss_giou_aux_4: 0.5676 (0.5438) loss_giou_dn_0: 0.5663 (0.5434) loss_giou_dn_1: 0.4423 (0.4310) loss_giou_dn_2: 0.4261 (0.4140) loss_giou_dn_3: 0.4190 (0.4091) loss_giou_dn_4: 0.4175 (0.4080) loss_giou_dn_5: 0.4174 (0.4080) loss_giou_dn_pre: 0.5662 (0.5428) loss_giou_enc_0: 0.6563 (0.6381) loss_giou_pre: 0.5935 (0.5671) loss_ddf_aux_0: 0.0504 (0.0512) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2527 (0.2494) loss_ddf_dn_1: 0.0331 (0.0336) loss_ddf_dn_2: 0.0075 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6394 (0.6352) loss_vfl_aux_0: 0.7084 (0.7032) loss_vfl_aux_1: 0.6875 (0.6808) loss_vfl_aux_2: 0.6751 (0.6617) loss_vfl_aux_3: 0.6562 (0.6469) loss_vfl_aux_4: 0.6450 (0.6373) loss_vfl_dn_0: 0.4777 (0.4804) loss_vfl_dn_1: 0.4129 (0.4098) loss_vfl_dn_2: 0.3987 (0.3934) loss_vfl_dn_3: 0.3890 (0.3854) loss_vfl_dn_4: 0.3871 (0.3826) loss_vfl_dn_5: 0.3892 (0.3821) loss_vfl_dn_pre: 0.4784 (0.4809) loss_vfl_enc_0: 0.7135 (0.7098) loss_vfl_pre: 0.7153 (0.7053) time: 0.7173 data: 0.0218 max mem: 9142 Epoch: [62] [3100/3696] eta: 0:07:35 lr: 0.000013 loss: 30.9460 (30.6150) loss_bbox: 0.1485 (0.1636) loss_bbox_aux_0: 0.1665 (0.1754) loss_bbox_aux_1: 0.1516 (0.1663) loss_bbox_aux_2: 0.1486 (0.1642) loss_bbox_aux_3: 0.1485 (0.1637) loss_bbox_aux_4: 0.1484 (0.1637) loss_bbox_dn_0: 0.2146 (0.2244) loss_bbox_dn_1: 0.1574 (0.1637) loss_bbox_dn_2: 0.1462 (0.1536) loss_bbox_dn_3: 0.1446 (0.1504) loss_bbox_dn_4: 0.1441 (0.1497) loss_bbox_dn_5: 0.1442 (0.1497) loss_bbox_dn_pre: 0.2177 (0.2303) loss_bbox_enc_0: 0.1901 (0.2071) loss_bbox_pre: 0.1641 (0.1756) loss_dfl: 0.9402 (0.9569) loss_fgl_aux_0: 0.9730 (0.9880) loss_fgl_aux_1: 0.9466 (0.9593) loss_fgl_aux_2: 0.9428 (0.9571) loss_fgl_aux_3: 0.9411 (0.9570) loss_fgl_aux_4: 0.9404 (0.9569) loss_fgl_dn_0: 1.0710 (1.0812) loss_fgl_dn_1: 0.9774 (0.9781) loss_fgl_dn_2: 0.9689 (0.9691) loss_fgl_dn_3: 0.9688 (0.9698) loss_fgl_dn_4: 0.9695 (0.9703) loss_fgl_dn_5: 0.9695 (0.9703) loss_giou: 0.5669 (0.5437) loss_giou_aux_0: 0.5810 (0.5683) loss_giou_aux_1: 0.5697 (0.5491) loss_giou_aux_2: 0.5656 (0.5447) loss_giou_aux_3: 0.5653 (0.5438) loss_giou_aux_4: 0.5663 (0.5437) loss_giou_dn_0: 0.5627 (0.5434) loss_giou_dn_1: 0.4543 (0.4309) loss_giou_dn_2: 0.4387 (0.4140) loss_giou_dn_3: 0.4340 (0.4091) loss_giou_dn_4: 0.4325 (0.4080) loss_giou_dn_5: 0.4325 (0.4080) loss_giou_dn_pre: 0.5635 (0.5428) loss_giou_enc_0: 0.6740 (0.6379) loss_giou_pre: 0.5802 (0.5669) loss_ddf_aux_0: 0.0495 (0.0511) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2481 (0.2493) loss_ddf_dn_1: 0.0329 (0.0336) loss_ddf_dn_2: 0.0067 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6371 (0.6351) loss_vfl_aux_0: 0.7027 (0.7032) loss_vfl_aux_1: 0.6735 (0.6807) loss_vfl_aux_2: 0.6599 (0.6617) loss_vfl_aux_3: 0.6464 (0.6468) loss_vfl_aux_4: 0.6378 (0.6372) loss_vfl_dn_0: 0.4783 (0.4803) loss_vfl_dn_1: 0.4127 (0.4097) loss_vfl_dn_2: 0.3969 (0.3933) loss_vfl_dn_3: 0.3876 (0.3853) loss_vfl_dn_4: 0.3850 (0.3825) loss_vfl_dn_5: 0.3839 (0.3821) loss_vfl_dn_pre: 0.4790 (0.4808) loss_vfl_enc_0: 0.7112 (0.7100) loss_vfl_pre: 0.7098 (0.7053) time: 0.7407 data: 0.0273 max mem: 9142 Epoch: [62] [3200/3696] eta: 0:06:19 lr: 0.000013 loss: 30.9062 (30.6183) loss_bbox: 0.1683 (0.1637) loss_bbox_aux_0: 0.1797 (0.1754) loss_bbox_aux_1: 0.1694 (0.1663) loss_bbox_aux_2: 0.1686 (0.1642) loss_bbox_aux_3: 0.1681 (0.1638) loss_bbox_aux_4: 0.1685 (0.1637) loss_bbox_dn_0: 0.2317 (0.2245) loss_bbox_dn_1: 0.1671 (0.1638) loss_bbox_dn_2: 0.1596 (0.1537) loss_bbox_dn_3: 0.1518 (0.1504) loss_bbox_dn_4: 0.1515 (0.1497) loss_bbox_dn_5: 0.1515 (0.1497) loss_bbox_dn_pre: 0.2390 (0.2304) loss_bbox_enc_0: 0.2039 (0.2071) loss_bbox_pre: 0.1795 (0.1757) loss_dfl: 0.9577 (0.9570) loss_fgl_aux_0: 0.9870 (0.9880) loss_fgl_aux_1: 0.9565 (0.9594) loss_fgl_aux_2: 0.9568 (0.9572) loss_fgl_aux_3: 0.9574 (0.9570) loss_fgl_aux_4: 0.9577 (0.9570) loss_fgl_dn_0: 1.0811 (1.0811) loss_fgl_dn_1: 0.9766 (0.9781) loss_fgl_dn_2: 0.9616 (0.9690) loss_fgl_dn_3: 0.9622 (0.9698) loss_fgl_dn_4: 0.9625 (0.9703) loss_fgl_dn_5: 0.9625 (0.9703) loss_giou: 0.5338 (0.5436) loss_giou_aux_0: 0.5611 (0.5683) loss_giou_aux_1: 0.5382 (0.5491) loss_giou_aux_2: 0.5323 (0.5447) loss_giou_aux_3: 0.5338 (0.5437) loss_giou_aux_4: 0.5338 (0.5436) loss_giou_dn_0: 0.5622 (0.5435) loss_giou_dn_1: 0.4338 (0.4310) loss_giou_dn_2: 0.4137 (0.4141) loss_giou_dn_3: 0.4060 (0.4091) loss_giou_dn_4: 0.4066 (0.4080) loss_giou_dn_5: 0.4065 (0.4080) loss_giou_dn_pre: 0.5599 (0.5429) loss_giou_enc_0: 0.6259 (0.6379) loss_giou_pre: 0.5613 (0.5669) loss_ddf_aux_0: 0.0499 (0.0511) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2369 (0.2493) loss_ddf_dn_1: 0.0332 (0.0336) loss_ddf_dn_2: 0.0072 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6339 (0.6354) loss_vfl_aux_0: 0.7051 (0.7033) loss_vfl_aux_1: 0.6961 (0.6809) loss_vfl_aux_2: 0.6689 (0.6620) loss_vfl_aux_3: 0.6466 (0.6470) loss_vfl_aux_4: 0.6383 (0.6374) loss_vfl_dn_0: 0.4808 (0.4804) loss_vfl_dn_1: 0.4147 (0.4098) loss_vfl_dn_2: 0.3945 (0.3933) loss_vfl_dn_3: 0.3909 (0.3854) loss_vfl_dn_4: 0.3884 (0.3826) loss_vfl_dn_5: 0.3872 (0.3821) loss_vfl_dn_pre: 0.4800 (0.4808) loss_vfl_enc_0: 0.6986 (0.7101) loss_vfl_pre: 0.7073 (0.7054) time: 0.7782 data: 0.0342 max mem: 9142 Epoch: [62] [3300/3696] eta: 0:05:02 lr: 0.000013 loss: 30.5599 (30.6219) loss_bbox: 0.1648 (0.1636) loss_bbox_aux_0: 0.1718 (0.1754) loss_bbox_aux_1: 0.1671 (0.1662) loss_bbox_aux_2: 0.1647 (0.1641) loss_bbox_aux_3: 0.1651 (0.1637) loss_bbox_aux_4: 0.1649 (0.1636) loss_bbox_dn_0: 0.2305 (0.2246) loss_bbox_dn_1: 0.1701 (0.1639) loss_bbox_dn_2: 0.1562 (0.1538) loss_bbox_dn_3: 0.1519 (0.1505) loss_bbox_dn_4: 0.1516 (0.1498) loss_bbox_dn_5: 0.1516 (0.1498) loss_bbox_dn_pre: 0.2380 (0.2306) loss_bbox_enc_0: 0.2036 (0.2071) loss_bbox_pre: 0.1738 (0.1756) loss_dfl: 0.9595 (0.9569) loss_fgl_aux_0: 0.9947 (0.9880) loss_fgl_aux_1: 0.9588 (0.9593) loss_fgl_aux_2: 0.9603 (0.9571) loss_fgl_aux_3: 0.9597 (0.9570) loss_fgl_aux_4: 0.9594 (0.9569) loss_fgl_dn_0: 1.0828 (1.0811) loss_fgl_dn_1: 0.9777 (0.9781) loss_fgl_dn_2: 0.9683 (0.9690) loss_fgl_dn_3: 0.9690 (0.9697) loss_fgl_dn_4: 0.9694 (0.9702) loss_fgl_dn_5: 0.9694 (0.9702) loss_giou: 0.4996 (0.5437) loss_giou_aux_0: 0.5245 (0.5684) loss_giou_aux_1: 0.5092 (0.5491) loss_giou_aux_2: 0.5018 (0.5447) loss_giou_aux_3: 0.4992 (0.5437) loss_giou_aux_4: 0.4991 (0.5436) loss_giou_dn_0: 0.5415 (0.5437) loss_giou_dn_1: 0.4259 (0.4311) loss_giou_dn_2: 0.4010 (0.4142) loss_giou_dn_3: 0.3873 (0.4092) loss_giou_dn_4: 0.3869 (0.4081) loss_giou_dn_5: 0.3870 (0.4081) loss_giou_dn_pre: 0.5408 (0.5431) loss_giou_enc_0: 0.6053 (0.6379) loss_giou_pre: 0.5223 (0.5670) loss_ddf_aux_0: 0.0537 (0.0511) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2496 (0.2494) loss_ddf_dn_1: 0.0356 (0.0337) loss_ddf_dn_2: 0.0081 (0.0074) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6421 (0.6356) loss_vfl_aux_0: 0.7071 (0.7036) loss_vfl_aux_1: 0.6824 (0.6812) loss_vfl_aux_2: 0.6780 (0.6623) loss_vfl_aux_3: 0.6544 (0.6472) loss_vfl_aux_4: 0.6374 (0.6376) loss_vfl_dn_0: 0.4803 (0.4804) loss_vfl_dn_1: 0.4127 (0.4098) loss_vfl_dn_2: 0.3966 (0.3934) loss_vfl_dn_3: 0.3856 (0.3854) loss_vfl_dn_4: 0.3817 (0.3826) loss_vfl_dn_5: 0.3811 (0.3822) loss_vfl_dn_pre: 0.4812 (0.4809) loss_vfl_enc_0: 0.7100 (0.7103) loss_vfl_pre: 0.7148 (0.7057) time: 0.8022 data: 0.0364 max mem: 9142 Epoch: [62] [3400/3696] eta: 0:03:46 lr: 0.000013 loss: 31.1108 (30.6232) loss_bbox: 0.1637 (0.1637) loss_bbox_aux_0: 0.1748 (0.1755) loss_bbox_aux_1: 0.1680 (0.1663) loss_bbox_aux_2: 0.1643 (0.1642) loss_bbox_aux_3: 0.1636 (0.1638) loss_bbox_aux_4: 0.1636 (0.1637) loss_bbox_dn_0: 0.2283 (0.2248) loss_bbox_dn_1: 0.1660 (0.1640) loss_bbox_dn_2: 0.1544 (0.1540) loss_bbox_dn_3: 0.1505 (0.1507) loss_bbox_dn_4: 0.1505 (0.1500) loss_bbox_dn_5: 0.1505 (0.1500) loss_bbox_dn_pre: 0.2344 (0.2307) loss_bbox_enc_0: 0.2111 (0.2072) loss_bbox_pre: 0.1772 (0.1757) loss_dfl: 0.9537 (0.9569) loss_fgl_aux_0: 0.9774 (0.9880) loss_fgl_aux_1: 0.9553 (0.9593) loss_fgl_aux_2: 0.9540 (0.9571) loss_fgl_aux_3: 0.9539 (0.9570) loss_fgl_aux_4: 0.9538 (0.9569) loss_fgl_dn_0: 1.0796 (1.0811) loss_fgl_dn_1: 0.9798 (0.9780) loss_fgl_dn_2: 0.9732 (0.9690) loss_fgl_dn_3: 0.9739 (0.9697) loss_fgl_dn_4: 0.9752 (0.9702) loss_fgl_dn_5: 0.9752 (0.9702) loss_giou: 0.5567 (0.5435) loss_giou_aux_0: 0.5914 (0.5682) loss_giou_aux_1: 0.5659 (0.5490) loss_giou_aux_2: 0.5573 (0.5446) loss_giou_aux_3: 0.5571 (0.5436) loss_giou_aux_4: 0.5567 (0.5435) loss_giou_dn_0: 0.5575 (0.5437) loss_giou_dn_1: 0.4493 (0.4312) loss_giou_dn_2: 0.4318 (0.4142) loss_giou_dn_3: 0.4266 (0.4092) loss_giou_dn_4: 0.4266 (0.4081) loss_giou_dn_5: 0.4265 (0.4081) loss_giou_dn_pre: 0.5559 (0.5431) loss_giou_enc_0: 0.6619 (0.6379) loss_giou_pre: 0.5903 (0.5668) loss_ddf_aux_0: 0.0495 (0.0511) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2448 (0.2493) loss_ddf_dn_1: 0.0344 (0.0337) loss_ddf_dn_2: 0.0084 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6330 (0.6356) loss_vfl_aux_0: 0.6866 (0.7037) loss_vfl_aux_1: 0.6646 (0.6813) loss_vfl_aux_2: 0.6594 (0.6625) loss_vfl_aux_3: 0.6411 (0.6472) loss_vfl_aux_4: 0.6341 (0.6376) loss_vfl_dn_0: 0.4835 (0.4804) loss_vfl_dn_1: 0.4148 (0.4099) loss_vfl_dn_2: 0.3990 (0.3934) loss_vfl_dn_3: 0.3902 (0.3854) loss_vfl_dn_4: 0.3889 (0.3826) loss_vfl_dn_5: 0.3875 (0.3822) loss_vfl_dn_pre: 0.4830 (0.4809) loss_vfl_enc_0: 0.6840 (0.7103) loss_vfl_pre: 0.6870 (0.7058) time: 0.7630 data: 0.0311 max mem: 9142 Epoch: [62] [3500/3696] eta: 0:02:29 lr: 0.000013 loss: 29.8042 (30.6210) loss_bbox: 0.1412 (0.1636) loss_bbox_aux_0: 0.1577 (0.1754) loss_bbox_aux_1: 0.1451 (0.1663) loss_bbox_aux_2: 0.1427 (0.1642) loss_bbox_aux_3: 0.1415 (0.1637) loss_bbox_aux_4: 0.1413 (0.1636) loss_bbox_dn_0: 0.2117 (0.2248) loss_bbox_dn_1: 0.1479 (0.1640) loss_bbox_dn_2: 0.1372 (0.1540) loss_bbox_dn_3: 0.1366 (0.1507) loss_bbox_dn_4: 0.1352 (0.1500) loss_bbox_dn_5: 0.1352 (0.1500) loss_bbox_dn_pre: 0.2142 (0.2308) loss_bbox_enc_0: 0.1926 (0.2072) loss_bbox_pre: 0.1585 (0.1757) loss_dfl: 0.9606 (0.9571) loss_fgl_aux_0: 0.9972 (0.9881) loss_fgl_aux_1: 0.9672 (0.9595) loss_fgl_aux_2: 0.9612 (0.9572) loss_fgl_aux_3: 0.9611 (0.9571) loss_fgl_aux_4: 0.9606 (0.9571) loss_fgl_dn_0: 1.0823 (1.0812) loss_fgl_dn_1: 0.9771 (0.9781) loss_fgl_dn_2: 0.9714 (0.9690) loss_fgl_dn_3: 0.9733 (0.9698) loss_fgl_dn_4: 0.9731 (0.9703) loss_fgl_dn_5: 0.9732 (0.9703) loss_giou: 0.5054 (0.5432) loss_giou_aux_0: 0.5296 (0.5680) loss_giou_aux_1: 0.5178 (0.5487) loss_giou_aux_2: 0.5103 (0.5443) loss_giou_aux_3: 0.5060 (0.5433) loss_giou_aux_4: 0.5054 (0.5432) loss_giou_dn_0: 0.5225 (0.5436) loss_giou_dn_1: 0.4097 (0.4310) loss_giou_dn_2: 0.3901 (0.4141) loss_giou_dn_3: 0.3852 (0.4091) loss_giou_dn_4: 0.3841 (0.4080) loss_giou_dn_5: 0.3840 (0.4080) loss_giou_dn_pre: 0.5247 (0.5430) loss_giou_enc_0: 0.5915 (0.6376) loss_giou_pre: 0.5301 (0.5665) loss_ddf_aux_0: 0.0489 (0.0511) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2454 (0.2494) loss_ddf_dn_1: 0.0333 (0.0337) loss_ddf_dn_2: 0.0080 (0.0074) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6198 (0.6355) loss_vfl_aux_0: 0.6937 (0.7037) loss_vfl_aux_1: 0.6737 (0.6813) loss_vfl_aux_2: 0.6615 (0.6625) loss_vfl_aux_3: 0.6340 (0.6472) loss_vfl_aux_4: 0.6316 (0.6376) loss_vfl_dn_0: 0.4832 (0.4805) loss_vfl_dn_1: 0.4029 (0.4099) loss_vfl_dn_2: 0.3801 (0.3934) loss_vfl_dn_3: 0.3793 (0.3855) loss_vfl_dn_4: 0.3741 (0.3827) loss_vfl_dn_5: 0.3731 (0.3822) loss_vfl_dn_pre: 0.4821 (0.4809) loss_vfl_enc_0: 0.6983 (0.7104) loss_vfl_pre: 0.6968 (0.7058) time: 0.7479 data: 0.0307 max mem: 9142 Epoch: [62] [3600/3696] eta: 0:01:13 lr: 0.000013 loss: 31.0062 (30.6277) loss_bbox: 0.1732 (0.1638) loss_bbox_aux_0: 0.1778 (0.1755) loss_bbox_aux_1: 0.1745 (0.1664) loss_bbox_aux_2: 0.1737 (0.1643) loss_bbox_aux_3: 0.1732 (0.1639) loss_bbox_aux_4: 0.1732 (0.1638) loss_bbox_dn_0: 0.2268 (0.2249) loss_bbox_dn_1: 0.1624 (0.1641) loss_bbox_dn_2: 0.1566 (0.1540) loss_bbox_dn_3: 0.1515 (0.1508) loss_bbox_dn_4: 0.1521 (0.1500) loss_bbox_dn_5: 0.1521 (0.1500) loss_bbox_dn_pre: 0.2310 (0.2308) loss_bbox_enc_0: 0.2103 (0.2073) loss_bbox_pre: 0.1800 (0.1758) loss_dfl: 0.9802 (0.9571) loss_fgl_aux_0: 1.0136 (0.9881) loss_fgl_aux_1: 0.9845 (0.9595) loss_fgl_aux_2: 0.9819 (0.9572) loss_fgl_aux_3: 0.9808 (0.9571) loss_fgl_aux_4: 0.9803 (0.9571) loss_fgl_dn_0: 1.0882 (1.0812) loss_fgl_dn_1: 0.9877 (0.9782) loss_fgl_dn_2: 0.9789 (0.9691) loss_fgl_dn_3: 0.9791 (0.9699) loss_fgl_dn_4: 0.9797 (0.9704) loss_fgl_dn_5: 0.9797 (0.9704) loss_giou: 0.5279 (0.5436) loss_giou_aux_0: 0.5547 (0.5684) loss_giou_aux_1: 0.5314 (0.5491) loss_giou_aux_2: 0.5282 (0.5447) loss_giou_aux_3: 0.5276 (0.5437) loss_giou_aux_4: 0.5281 (0.5436) loss_giou_dn_0: 0.5494 (0.5438) loss_giou_dn_1: 0.4402 (0.4313) loss_giou_dn_2: 0.4234 (0.4143) loss_giou_dn_3: 0.4150 (0.4093) loss_giou_dn_4: 0.4136 (0.4082) loss_giou_dn_5: 0.4136 (0.4082) loss_giou_dn_pre: 0.5484 (0.5432) loss_giou_enc_0: 0.6131 (0.6381) loss_giou_pre: 0.5535 (0.5670) loss_ddf_aux_0: 0.0462 (0.0511) loss_ddf_aux_1: 0.0067 (0.0072) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2363 (0.2493) loss_ddf_dn_1: 0.0319 (0.0337) loss_ddf_dn_2: 0.0076 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6370 (0.6355) loss_vfl_aux_0: 0.7005 (0.7036) loss_vfl_aux_1: 0.6750 (0.6812) loss_vfl_aux_2: 0.6623 (0.6624) loss_vfl_aux_3: 0.6538 (0.6472) loss_vfl_aux_4: 0.6396 (0.6375) loss_vfl_dn_0: 0.4810 (0.4805) loss_vfl_dn_1: 0.4125 (0.4100) loss_vfl_dn_2: 0.3957 (0.3935) loss_vfl_dn_3: 0.3898 (0.3855) loss_vfl_dn_4: 0.3873 (0.3827) loss_vfl_dn_5: 0.3865 (0.3823) loss_vfl_dn_pre: 0.4823 (0.4810) loss_vfl_enc_0: 0.7035 (0.7102) loss_vfl_pre: 0.7026 (0.7057) time: 0.7765 data: 0.0302 max mem: 9142 Epoch: [62] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 31.2580 (30.6250) loss_bbox: 0.1693 (0.1640) loss_bbox_aux_0: 0.1823 (0.1757) loss_bbox_aux_1: 0.1728 (0.1666) loss_bbox_aux_2: 0.1695 (0.1645) loss_bbox_aux_3: 0.1692 (0.1641) loss_bbox_aux_4: 0.1693 (0.1640) loss_bbox_dn_0: 0.2258 (0.2251) loss_bbox_dn_1: 0.1640 (0.1643) loss_bbox_dn_2: 0.1583 (0.1542) loss_bbox_dn_3: 0.1510 (0.1509) loss_bbox_dn_4: 0.1514 (0.1502) loss_bbox_dn_5: 0.1514 (0.1502) loss_bbox_dn_pre: 0.2338 (0.2311) loss_bbox_enc_0: 0.2063 (0.2075) loss_bbox_pre: 0.1830 (0.1760) loss_dfl: 0.9441 (0.9572) loss_fgl_aux_0: 0.9798 (0.9882) loss_fgl_aux_1: 0.9476 (0.9595) loss_fgl_aux_2: 0.9428 (0.9573) loss_fgl_aux_3: 0.9437 (0.9572) loss_fgl_aux_4: 0.9441 (0.9572) loss_fgl_dn_0: 1.0696 (1.0812) loss_fgl_dn_1: 0.9839 (0.9781) loss_fgl_dn_2: 0.9725 (0.9690) loss_fgl_dn_3: 0.9724 (0.9698) loss_fgl_dn_4: 0.9724 (0.9703) loss_fgl_dn_5: 0.9724 (0.9703) loss_giou: 0.5475 (0.5432) loss_giou_aux_0: 0.5746 (0.5679) loss_giou_aux_1: 0.5529 (0.5487) loss_giou_aux_2: 0.5490 (0.5442) loss_giou_aux_3: 0.5465 (0.5433) loss_giou_aux_4: 0.5475 (0.5432) loss_giou_dn_0: 0.5446 (0.5435) loss_giou_dn_1: 0.4254 (0.4310) loss_giou_dn_2: 0.4088 (0.4141) loss_giou_dn_3: 0.4032 (0.4091) loss_giou_dn_4: 0.4012 (0.4080) loss_giou_dn_5: 0.4012 (0.4080) loss_giou_dn_pre: 0.5439 (0.5429) loss_giou_enc_0: 0.6517 (0.6376) loss_giou_pre: 0.5734 (0.5665) loss_ddf_aux_0: 0.0472 (0.0510) loss_ddf_aux_1: 0.0067 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2184 (0.2490) loss_ddf_dn_1: 0.0300 (0.0337) loss_ddf_dn_2: 0.0071 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6143 (0.6356) loss_vfl_aux_0: 0.6775 (0.7037) loss_vfl_aux_1: 0.6575 (0.6812) loss_vfl_aux_2: 0.6266 (0.6624) loss_vfl_aux_3: 0.6208 (0.6472) loss_vfl_aux_4: 0.6224 (0.6375) loss_vfl_dn_0: 0.4725 (0.4806) loss_vfl_dn_1: 0.4038 (0.4100) loss_vfl_dn_2: 0.3875 (0.3935) loss_vfl_dn_3: 0.3808 (0.3855) loss_vfl_dn_4: 0.3785 (0.3827) loss_vfl_dn_5: 0.3784 (0.3823) loss_vfl_dn_pre: 0.4731 (0.4811) loss_vfl_enc_0: 0.6672 (0.7103) loss_vfl_pre: 0.6813 (0.7058) time: 0.7457 data: 0.0280 max mem: 9142 Epoch: [62] Total time: 0:47:06 (0.7648 s / it) Averaged stats: lr: 0.000013 loss: 31.2580 (30.6250) loss_bbox: 0.1693 (0.1640) loss_bbox_aux_0: 0.1823 (0.1757) loss_bbox_aux_1: 0.1728 (0.1666) loss_bbox_aux_2: 0.1695 (0.1645) loss_bbox_aux_3: 0.1692 (0.1641) loss_bbox_aux_4: 0.1693 (0.1640) loss_bbox_dn_0: 0.2258 (0.2251) loss_bbox_dn_1: 0.1640 (0.1643) loss_bbox_dn_2: 0.1583 (0.1542) loss_bbox_dn_3: 0.1510 (0.1509) loss_bbox_dn_4: 0.1514 (0.1502) loss_bbox_dn_5: 0.1514 (0.1502) loss_bbox_dn_pre: 0.2338 (0.2311) loss_bbox_enc_0: 0.2063 (0.2075) loss_bbox_pre: 0.1830 (0.1760) loss_dfl: 0.9441 (0.9572) loss_fgl_aux_0: 0.9798 (0.9882) loss_fgl_aux_1: 0.9476 (0.9595) loss_fgl_aux_2: 0.9428 (0.9573) loss_fgl_aux_3: 0.9437 (0.9572) loss_fgl_aux_4: 0.9441 (0.9572) loss_fgl_dn_0: 1.0696 (1.0812) loss_fgl_dn_1: 0.9839 (0.9781) loss_fgl_dn_2: 0.9725 (0.9690) loss_fgl_dn_3: 0.9724 (0.9698) loss_fgl_dn_4: 0.9724 (0.9703) loss_fgl_dn_5: 0.9724 (0.9703) loss_giou: 0.5475 (0.5432) loss_giou_aux_0: 0.5746 (0.5679) loss_giou_aux_1: 0.5529 (0.5487) loss_giou_aux_2: 0.5490 (0.5442) loss_giou_aux_3: 0.5465 (0.5433) loss_giou_aux_4: 0.5475 (0.5432) loss_giou_dn_0: 0.5446 (0.5435) loss_giou_dn_1: 0.4254 (0.4310) loss_giou_dn_2: 0.4088 (0.4141) loss_giou_dn_3: 0.4032 (0.4091) loss_giou_dn_4: 0.4012 (0.4080) loss_giou_dn_5: 0.4012 (0.4080) loss_giou_dn_pre: 0.5439 (0.5429) loss_giou_enc_0: 0.6517 (0.6376) loss_giou_pre: 0.5734 (0.5665) loss_ddf_aux_0: 0.0472 (0.0510) loss_ddf_aux_1: 0.0067 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2184 (0.2490) loss_ddf_dn_1: 0.0300 (0.0337) loss_ddf_dn_2: 0.0071 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6143 (0.6356) loss_vfl_aux_0: 0.6775 (0.7037) loss_vfl_aux_1: 0.6575 (0.6812) loss_vfl_aux_2: 0.6266 (0.6624) loss_vfl_aux_3: 0.6208 (0.6472) loss_vfl_aux_4: 0.6224 (0.6375) loss_vfl_dn_0: 0.4725 (0.4806) loss_vfl_dn_1: 0.4038 (0.4100) loss_vfl_dn_2: 0.3875 (0.3935) loss_vfl_dn_3: 0.3808 (0.3855) loss_vfl_dn_4: 0.3785 (0.3827) loss_vfl_dn_5: 0.3784 (0.3823) loss_vfl_dn_pre: 0.4731 (0.4811) loss_vfl_enc_0: 0.6672 (0.7103) loss_vfl_pre: 0.6813 (0.7058) Test: [ 0/79] eta: 0:02:42 time: 2.0564 data: 1.6028 max mem: 9142 Test: [10/79] eta: 0:00:50 time: 0.7344 data: 0.2032 max mem: 9142 Test: [20/79] eta: 0:00:39 time: 0.6009 data: 0.0627 max mem: 9142 Test: [30/79] eta: 0:00:36 time: 0.7468 data: 0.0656 max mem: 9142 Test: [40/79] eta: 0:00:27 time: 0.7470 data: 0.0648 max mem: 9142 Test: [50/79] eta: 0:00:20 time: 0.6091 data: 0.0633 max mem: 9142 Test: [60/79] eta: 0:00:12 time: 0.6088 data: 0.0666 max mem: 9142 Test: [70/79] eta: 0:00:06 time: 0.6903 data: 0.0620 max mem: 9142 Test: [78/79] eta: 0:00:00 time: 0.6497 data: 0.0555 max mem: 9142 Test: Total time: 0:00:53 (0.6739 s / it) Averaged stats: Accumulating evaluation results... DONE (t=23.87s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.537 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.714 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.581 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.360 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.579 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.718 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.392 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.663 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.729 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.563 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.772 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 best_stat: {'epoch': 57, 'coco_eval_bbox': 0.5389768252152075} Epoch: [63] [ 0/3696] eta: 4:48:40 lr: 0.000013 loss: 28.2837 (28.2837) loss_bbox: 0.1260 (0.1260) loss_bbox_aux_0: 0.1416 (0.1416) loss_bbox_aux_1: 0.1324 (0.1324) loss_bbox_aux_2: 0.1294 (0.1294) loss_bbox_aux_3: 0.1263 (0.1263) loss_bbox_aux_4: 0.1261 (0.1261) loss_bbox_dn_0: 0.2302 (0.2302) loss_bbox_dn_1: 0.1525 (0.1525) loss_bbox_dn_2: 0.1370 (0.1370) loss_bbox_dn_3: 0.1390 (0.1390) loss_bbox_dn_4: 0.1395 (0.1395) loss_bbox_dn_5: 0.1396 (0.1396) loss_bbox_dn_pre: 0.2409 (0.2409) loss_bbox_enc_0: 0.1978 (0.1978) loss_bbox_pre: 0.1411 (0.1411) loss_dfl: 0.9574 (0.9574) loss_fgl_aux_0: 1.0113 (1.0113) loss_fgl_aux_1: 0.9613 (0.9613) loss_fgl_aux_2: 0.9569 (0.9569) loss_fgl_aux_3: 0.9570 (0.9570) loss_fgl_aux_4: 0.9573 (0.9573) loss_fgl_dn_0: 1.0878 (1.0878) loss_fgl_dn_1: 0.9445 (0.9445) loss_fgl_dn_2: 0.9305 (0.9305) loss_fgl_dn_3: 0.9292 (0.9292) loss_fgl_dn_4: 0.9291 (0.9291) loss_fgl_dn_5: 0.9291 (0.9291) loss_giou: 0.4005 (0.4005) loss_giou_aux_0: 0.4280 (0.4280) loss_giou_aux_1: 0.4074 (0.4074) loss_giou_aux_2: 0.4030 (0.4030) loss_giou_aux_3: 0.4014 (0.4014) loss_giou_aux_4: 0.4006 (0.4006) loss_giou_dn_0: 0.4573 (0.4573) loss_giou_dn_1: 0.3336 (0.3336) loss_giou_dn_2: 0.3200 (0.3200) loss_giou_dn_3: 0.3186 (0.3186) loss_giou_dn_4: 0.3181 (0.3181) loss_giou_dn_5: 0.3181 (0.3181) loss_giou_dn_pre: 0.4567 (0.4567) loss_giou_enc_0: 0.5133 (0.5133) loss_giou_pre: 0.4221 (0.4221) loss_ddf_aux_0: 0.0521 (0.0521) loss_ddf_aux_1: 0.0068 (0.0068) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0000 (0.0000) loss_ddf_dn_0: 0.2360 (0.2360) loss_ddf_dn_1: 0.0277 (0.0277) loss_ddf_dn_2: 0.0069 (0.0069) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.6348 (0.6348) loss_vfl_aux_0: 0.7006 (0.7006) loss_vfl_aux_1: 0.6852 (0.6852) loss_vfl_aux_2: 0.6689 (0.6689) loss_vfl_aux_3: 0.6467 (0.6467) loss_vfl_aux_4: 0.6459 (0.6459) loss_vfl_dn_0: 0.4816 (0.4816) loss_vfl_dn_1: 0.3937 (0.3937) loss_vfl_dn_2: 0.3688 (0.3688) loss_vfl_dn_3: 0.3530 (0.3530) loss_vfl_dn_4: 0.3518 (0.3518) loss_vfl_dn_5: 0.3523 (0.3523) loss_vfl_dn_pre: 0.4805 (0.4805) loss_vfl_enc_0: 0.7330 (0.7330) loss_vfl_pre: 0.7054 (0.7054) time: 4.6863 data: 1.7579 max mem: 9142 Epoch: [63] [ 100/3696] eta: 0:46:27 lr: 0.000013 loss: 30.0911 (30.6255) loss_bbox: 0.1562 (0.1612) loss_bbox_aux_0: 0.1662 (0.1724) loss_bbox_aux_1: 0.1585 (0.1634) loss_bbox_aux_2: 0.1563 (0.1617) loss_bbox_aux_3: 0.1561 (0.1614) loss_bbox_aux_4: 0.1562 (0.1613) loss_bbox_dn_0: 0.2267 (0.2201) loss_bbox_dn_1: 0.1651 (0.1605) loss_bbox_dn_2: 0.1545 (0.1511) loss_bbox_dn_3: 0.1564 (0.1484) loss_bbox_dn_4: 0.1544 (0.1477) loss_bbox_dn_5: 0.1544 (0.1477) loss_bbox_dn_pre: 0.2329 (0.2258) loss_bbox_enc_0: 0.2014 (0.2039) loss_bbox_pre: 0.1675 (0.1728) loss_dfl: 0.9616 (0.9588) loss_fgl_aux_0: 1.0002 (0.9893) loss_fgl_aux_1: 0.9643 (0.9610) loss_fgl_aux_2: 0.9618 (0.9589) loss_fgl_aux_3: 0.9619 (0.9588) loss_fgl_aux_4: 0.9615 (0.9588) loss_fgl_dn_0: 1.0836 (1.0823) loss_fgl_dn_1: 0.9782 (0.9824) loss_fgl_dn_2: 0.9717 (0.9735) loss_fgl_dn_3: 0.9725 (0.9743) loss_fgl_dn_4: 0.9732 (0.9747) loss_fgl_dn_5: 0.9732 (0.9747) loss_giou: 0.4942 (0.5478) loss_giou_aux_0: 0.5132 (0.5716) loss_giou_aux_1: 0.4969 (0.5533) loss_giou_aux_2: 0.4917 (0.5489) loss_giou_aux_3: 0.4924 (0.5480) loss_giou_aux_4: 0.4932 (0.5477) loss_giou_dn_0: 0.5167 (0.5457) loss_giou_dn_1: 0.4034 (0.4333) loss_giou_dn_2: 0.3946 (0.4166) loss_giou_dn_3: 0.3880 (0.4119) loss_giou_dn_4: 0.3878 (0.4109) loss_giou_dn_5: 0.3878 (0.4109) loss_giou_dn_pre: 0.5143 (0.5449) loss_giou_enc_0: 0.5862 (0.6418) loss_giou_pre: 0.5118 (0.5703) loss_ddf_aux_0: 0.0500 (0.0489) loss_ddf_aux_1: 0.0074 (0.0072) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2439 (0.2460) loss_ddf_dn_1: 0.0328 (0.0337) loss_ddf_dn_2: 0.0072 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.6637 (0.6337) loss_vfl_aux_0: 0.7168 (0.6955) loss_vfl_aux_1: 0.6969 (0.6706) loss_vfl_aux_2: 0.6721 (0.6586) loss_vfl_aux_3: 0.6678 (0.6427) loss_vfl_aux_4: 0.6642 (0.6367) loss_vfl_dn_0: 0.4784 (0.4810) loss_vfl_dn_1: 0.4095 (0.4121) loss_vfl_dn_2: 0.3899 (0.3957) loss_vfl_dn_3: 0.3833 (0.3879) loss_vfl_dn_4: 0.3790 (0.3849) loss_vfl_dn_5: 0.3778 (0.3843) loss_vfl_dn_pre: 0.4796 (0.4813) loss_vfl_enc_0: 0.7474 (0.7069) loss_vfl_pre: 0.7209 (0.6970) time: 0.7003 data: 0.0227 max mem: 9142 Epoch: [63] [ 200/3696] eta: 0:44:23 lr: 0.000013 loss: 30.0141 (30.5725) loss_bbox: 0.1566 (0.1626) loss_bbox_aux_0: 0.1662 (0.1742) loss_bbox_aux_1: 0.1570 (0.1652) loss_bbox_aux_2: 0.1549 (0.1632) loss_bbox_aux_3: 0.1565 (0.1628) loss_bbox_aux_4: 0.1566 (0.1626) loss_bbox_dn_0: 0.2289 (0.2221) loss_bbox_dn_1: 0.1621 (0.1617) loss_bbox_dn_2: 0.1518 (0.1517) loss_bbox_dn_3: 0.1498 (0.1487) loss_bbox_dn_4: 0.1494 (0.1480) loss_bbox_dn_5: 0.1494 (0.1480) loss_bbox_dn_pre: 0.2407 (0.2283) loss_bbox_enc_0: 0.2041 (0.2050) loss_bbox_pre: 0.1666 (0.1744) loss_dfl: 0.9459 (0.9570) loss_fgl_aux_0: 0.9834 (0.9877) loss_fgl_aux_1: 0.9454 (0.9591) loss_fgl_aux_2: 0.9459 (0.9571) loss_fgl_aux_3: 0.9467 (0.9570) loss_fgl_aux_4: 0.9457 (0.9570) loss_fgl_dn_0: 1.0749 (1.0822) loss_fgl_dn_1: 0.9609 (0.9802) loss_fgl_dn_2: 0.9538 (0.9712) loss_fgl_dn_3: 0.9534 (0.9720) loss_fgl_dn_4: 0.9535 (0.9725) loss_fgl_dn_5: 0.9535 (0.9725) loss_giou: 0.5255 (0.5457) loss_giou_aux_0: 0.5383 (0.5695) loss_giou_aux_1: 0.5289 (0.5513) loss_giou_aux_2: 0.5240 (0.5469) loss_giou_aux_3: 0.5252 (0.5460) loss_giou_aux_4: 0.5250 (0.5457) loss_giou_dn_0: 0.5196 (0.5435) loss_giou_dn_1: 0.4047 (0.4308) loss_giou_dn_2: 0.3855 (0.4138) loss_giou_dn_3: 0.3861 (0.4090) loss_giou_dn_4: 0.3846 (0.4080) loss_giou_dn_5: 0.3846 (0.4080) loss_giou_dn_pre: 0.5209 (0.5429) loss_giou_enc_0: 0.6249 (0.6399) loss_giou_pre: 0.5380 (0.5683) loss_ddf_aux_0: 0.0531 (0.0495) loss_ddf_aux_1: 0.0073 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2626 (0.2451) loss_ddf_dn_1: 0.0332 (0.0329) loss_ddf_dn_2: 0.0067 (0.0072) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.6095 (0.6320) loss_vfl_aux_0: 0.6718 (0.6948) loss_vfl_aux_1: 0.6547 (0.6722) loss_vfl_aux_2: 0.6350 (0.6568) loss_vfl_aux_3: 0.6108 (0.6416) loss_vfl_aux_4: 0.6102 (0.6343) loss_vfl_dn_0: 0.4730 (0.4810) loss_vfl_dn_1: 0.3961 (0.4110) loss_vfl_dn_2: 0.3817 (0.3943) loss_vfl_dn_3: 0.3712 (0.3862) loss_vfl_dn_4: 0.3692 (0.3832) loss_vfl_dn_5: 0.3682 (0.3827) loss_vfl_dn_pre: 0.4740 (0.4814) loss_vfl_enc_0: 0.6805 (0.7061) loss_vfl_pre: 0.6736 (0.6969) time: 0.7736 data: 0.0325 max mem: 9142 Epoch: [63] [ 300/3696] eta: 0:42:58 lr: 0.000013 loss: 30.7613 (30.6184) loss_bbox: 0.1663 (0.1634) loss_bbox_aux_0: 0.1802 (0.1750) loss_bbox_aux_1: 0.1678 (0.1660) loss_bbox_aux_2: 0.1657 (0.1640) loss_bbox_aux_3: 0.1661 (0.1635) loss_bbox_aux_4: 0.1663 (0.1634) loss_bbox_dn_0: 0.2364 (0.2216) loss_bbox_dn_1: 0.1705 (0.1611) loss_bbox_dn_2: 0.1618 (0.1512) loss_bbox_dn_3: 0.1608 (0.1481) loss_bbox_dn_4: 0.1597 (0.1473) loss_bbox_dn_5: 0.1597 (0.1473) loss_bbox_dn_pre: 0.2431 (0.2275) loss_bbox_enc_0: 0.2137 (0.2054) loss_bbox_pre: 0.1796 (0.1751) loss_dfl: 0.9380 (0.9575) loss_fgl_aux_0: 0.9876 (0.9878) loss_fgl_aux_1: 0.9464 (0.9596) loss_fgl_aux_2: 0.9399 (0.9576) loss_fgl_aux_3: 0.9383 (0.9575) loss_fgl_aux_4: 0.9379 (0.9575) loss_fgl_dn_0: 1.0761 (1.0830) loss_fgl_dn_1: 0.9762 (0.9809) loss_fgl_dn_2: 0.9673 (0.9719) loss_fgl_dn_3: 0.9702 (0.9728) loss_fgl_dn_4: 0.9703 (0.9732) loss_fgl_dn_5: 0.9701 (0.9732) loss_giou: 0.5330 (0.5488) loss_giou_aux_0: 0.5562 (0.5723) loss_giou_aux_1: 0.5401 (0.5542) loss_giou_aux_2: 0.5341 (0.5500) loss_giou_aux_3: 0.5338 (0.5490) loss_giou_aux_4: 0.5330 (0.5488) loss_giou_dn_0: 0.5528 (0.5446) loss_giou_dn_1: 0.4475 (0.4317) loss_giou_dn_2: 0.4312 (0.4148) loss_giou_dn_3: 0.4247 (0.4098) loss_giou_dn_4: 0.4232 (0.4088) loss_giou_dn_5: 0.4232 (0.4088) loss_giou_dn_pre: 0.5534 (0.5440) loss_giou_enc_0: 0.6312 (0.6419) loss_giou_pre: 0.5549 (0.5711) loss_ddf_aux_0: 0.0487 (0.0492) loss_ddf_aux_1: 0.0069 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2335 (0.2441) loss_ddf_dn_1: 0.0321 (0.0324) loss_ddf_dn_2: 0.0077 (0.0072) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0000) loss_vfl: 0.6161 (0.6325) loss_vfl_aux_0: 0.6727 (0.6970) loss_vfl_aux_1: 0.6565 (0.6739) loss_vfl_aux_2: 0.6246 (0.6566) loss_vfl_aux_3: 0.6260 (0.6430) loss_vfl_aux_4: 0.6135 (0.6346) loss_vfl_dn_0: 0.4803 (0.4810) loss_vfl_dn_1: 0.4132 (0.4112) loss_vfl_dn_2: 0.3945 (0.3946) loss_vfl_dn_3: 0.3864 (0.3864) loss_vfl_dn_4: 0.3835 (0.3834) loss_vfl_dn_5: 0.3817 (0.3829) loss_vfl_dn_pre: 0.4809 (0.4814) loss_vfl_enc_0: 0.6979 (0.7074) loss_vfl_pre: 0.6776 (0.6989) time: 0.7517 data: 0.0306 max mem: 9142 Epoch: [63] [ 400/3696] eta: 0:41:40 lr: 0.000013 loss: 30.7611 (30.6246) loss_bbox: 0.1648 (0.1628) loss_bbox_aux_0: 0.1791 (0.1743) loss_bbox_aux_1: 0.1690 (0.1655) loss_bbox_aux_2: 0.1658 (0.1633) loss_bbox_aux_3: 0.1649 (0.1629) loss_bbox_aux_4: 0.1647 (0.1628) loss_bbox_dn_0: 0.2157 (0.2213) loss_bbox_dn_1: 0.1570 (0.1608) loss_bbox_dn_2: 0.1445 (0.1508) loss_bbox_dn_3: 0.1418 (0.1477) loss_bbox_dn_4: 0.1414 (0.1470) loss_bbox_dn_5: 0.1413 (0.1470) loss_bbox_dn_pre: 0.2229 (0.2273) loss_bbox_enc_0: 0.2030 (0.2047) loss_bbox_pre: 0.1789 (0.1745) loss_dfl: 0.9516 (0.9572) loss_fgl_aux_0: 0.9837 (0.9873) loss_fgl_aux_1: 0.9529 (0.9593) loss_fgl_aux_2: 0.9510 (0.9573) loss_fgl_aux_3: 0.9515 (0.9572) loss_fgl_aux_4: 0.9514 (0.9572) loss_fgl_dn_0: 1.0747 (1.0822) loss_fgl_dn_1: 0.9674 (0.9797) loss_fgl_dn_2: 0.9581 (0.9707) loss_fgl_dn_3: 0.9592 (0.9715) loss_fgl_dn_4: 0.9594 (0.9719) loss_fgl_dn_5: 0.9594 (0.9719) loss_giou: 0.5061 (0.5492) loss_giou_aux_0: 0.5361 (0.5729) loss_giou_aux_1: 0.5066 (0.5546) loss_giou_aux_2: 0.5045 (0.5504) loss_giou_aux_3: 0.5050 (0.5494) loss_giou_aux_4: 0.5060 (0.5492) loss_giou_dn_0: 0.5416 (0.5450) loss_giou_dn_1: 0.4247 (0.4319) loss_giou_dn_2: 0.4057 (0.4150) loss_giou_dn_3: 0.3983 (0.4101) loss_giou_dn_4: 0.3981 (0.4091) loss_giou_dn_5: 0.3981 (0.4091) loss_giou_dn_pre: 0.5437 (0.5443) loss_giou_enc_0: 0.6003 (0.6419) loss_giou_pre: 0.5339 (0.5716) loss_ddf_aux_0: 0.0521 (0.0493) loss_ddf_aux_1: 0.0075 (0.0071) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2528 (0.2448) loss_ddf_dn_1: 0.0350 (0.0326) loss_ddf_dn_2: 0.0075 (0.0072) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6626 (0.6348) loss_vfl_aux_0: 0.7104 (0.6994) loss_vfl_aux_1: 0.6965 (0.6760) loss_vfl_aux_2: 0.6794 (0.6594) loss_vfl_aux_3: 0.6841 (0.6454) loss_vfl_aux_4: 0.6728 (0.6368) loss_vfl_dn_0: 0.4784 (0.4809) loss_vfl_dn_1: 0.4072 (0.4108) loss_vfl_dn_2: 0.3901 (0.3942) loss_vfl_dn_3: 0.3810 (0.3862) loss_vfl_dn_4: 0.3757 (0.3831) loss_vfl_dn_5: 0.3761 (0.3826) loss_vfl_dn_pre: 0.4799 (0.4813) loss_vfl_enc_0: 0.7184 (0.7087) loss_vfl_pre: 0.7117 (0.7015) time: 0.7256 data: 0.0250 max mem: 9142 Epoch: [63] [ 500/3696] eta: 0:40:19 lr: 0.000013 loss: 29.6704 (30.6477) loss_bbox: 0.1403 (0.1631) loss_bbox_aux_0: 0.1564 (0.1747) loss_bbox_aux_1: 0.1446 (0.1658) loss_bbox_aux_2: 0.1413 (0.1636) loss_bbox_aux_3: 0.1405 (0.1632) loss_bbox_aux_4: 0.1403 (0.1631) loss_bbox_dn_0: 0.2019 (0.2221) loss_bbox_dn_1: 0.1496 (0.1614) loss_bbox_dn_2: 0.1413 (0.1514) loss_bbox_dn_3: 0.1368 (0.1482) loss_bbox_dn_4: 0.1355 (0.1474) loss_bbox_dn_5: 0.1355 (0.1474) loss_bbox_dn_pre: 0.2080 (0.2280) loss_bbox_enc_0: 0.1938 (0.2053) loss_bbox_pre: 0.1563 (0.1749) loss_dfl: 0.9659 (0.9571) loss_fgl_aux_0: 0.9981 (0.9873) loss_fgl_aux_1: 0.9695 (0.9593) loss_fgl_aux_2: 0.9654 (0.9573) loss_fgl_aux_3: 0.9662 (0.9571) loss_fgl_aux_4: 0.9658 (0.9571) loss_fgl_dn_0: 1.0782 (1.0815) loss_fgl_dn_1: 0.9807 (0.9792) loss_fgl_dn_2: 0.9740 (0.9701) loss_fgl_dn_3: 0.9738 (0.9709) loss_fgl_dn_4: 0.9743 (0.9713) loss_fgl_dn_5: 0.9743 (0.9713) loss_giou: 0.5015 (0.5492) loss_giou_aux_0: 0.5311 (0.5732) loss_giou_aux_1: 0.5099 (0.5548) loss_giou_aux_2: 0.5037 (0.5504) loss_giou_aux_3: 0.5020 (0.5494) loss_giou_aux_4: 0.5018 (0.5492) loss_giou_dn_0: 0.5096 (0.5452) loss_giou_dn_1: 0.4019 (0.4323) loss_giou_dn_2: 0.3842 (0.4155) loss_giou_dn_3: 0.3794 (0.4105) loss_giou_dn_4: 0.3782 (0.4095) loss_giou_dn_5: 0.3781 (0.4094) loss_giou_dn_pre: 0.5075 (0.5444) loss_giou_enc_0: 0.5960 (0.6427) loss_giou_pre: 0.5265 (0.5719) loss_ddf_aux_0: 0.0472 (0.0494) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2387 (0.2444) loss_ddf_dn_1: 0.0310 (0.0327) loss_ddf_dn_2: 0.0072 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6274 (0.6368) loss_vfl_aux_0: 0.6989 (0.7016) loss_vfl_aux_1: 0.6673 (0.6777) loss_vfl_aux_2: 0.6481 (0.6621) loss_vfl_aux_3: 0.6382 (0.6475) loss_vfl_aux_4: 0.6282 (0.6388) loss_vfl_dn_0: 0.4823 (0.4809) loss_vfl_dn_1: 0.4117 (0.4106) loss_vfl_dn_2: 0.3936 (0.3942) loss_vfl_dn_3: 0.3853 (0.3862) loss_vfl_dn_4: 0.3818 (0.3832) loss_vfl_dn_5: 0.3813 (0.3827) loss_vfl_dn_pre: 0.4841 (0.4814) loss_vfl_enc_0: 0.7142 (0.7102) loss_vfl_pre: 0.7008 (0.7036) time: 0.7585 data: 0.0359 max mem: 9142 Epoch: [63] [ 600/3696] eta: 0:39:14 lr: 0.000013 loss: 30.4527 (30.6011) loss_bbox: 0.1460 (0.1626) loss_bbox_aux_0: 0.1541 (0.1741) loss_bbox_aux_1: 0.1486 (0.1653) loss_bbox_aux_2: 0.1469 (0.1632) loss_bbox_aux_3: 0.1461 (0.1627) loss_bbox_aux_4: 0.1460 (0.1626) loss_bbox_dn_0: 0.1938 (0.2214) loss_bbox_dn_1: 0.1425 (0.1608) loss_bbox_dn_2: 0.1348 (0.1509) loss_bbox_dn_3: 0.1318 (0.1478) loss_bbox_dn_4: 0.1312 (0.1470) loss_bbox_dn_5: 0.1313 (0.1470) loss_bbox_dn_pre: 0.1999 (0.2273) loss_bbox_enc_0: 0.1764 (0.2048) loss_bbox_pre: 0.1558 (0.1743) loss_dfl: 0.9558 (0.9571) loss_fgl_aux_0: 0.9782 (0.9873) loss_fgl_aux_1: 0.9567 (0.9592) loss_fgl_aux_2: 0.9557 (0.9572) loss_fgl_aux_3: 0.9557 (0.9571) loss_fgl_aux_4: 0.9559 (0.9571) loss_fgl_dn_0: 1.0843 (1.0816) loss_fgl_dn_1: 0.9875 (0.9788) loss_fgl_dn_2: 0.9754 (0.9697) loss_fgl_dn_3: 0.9767 (0.9704) loss_fgl_dn_4: 0.9764 (0.9709) loss_fgl_dn_5: 0.9764 (0.9709) loss_giou: 0.5567 (0.5464) loss_giou_aux_0: 0.5757 (0.5705) loss_giou_aux_1: 0.5630 (0.5520) loss_giou_aux_2: 0.5608 (0.5477) loss_giou_aux_3: 0.5578 (0.5467) loss_giou_aux_4: 0.5568 (0.5464) loss_giou_dn_0: 0.5585 (0.5431) loss_giou_dn_1: 0.4441 (0.4307) loss_giou_dn_2: 0.4255 (0.4139) loss_giou_dn_3: 0.4218 (0.4090) loss_giou_dn_4: 0.4201 (0.4079) loss_giou_dn_5: 0.4201 (0.4079) loss_giou_dn_pre: 0.5621 (0.5424) loss_giou_enc_0: 0.6244 (0.6399) loss_giou_pre: 0.5758 (0.5692) loss_ddf_aux_0: 0.0465 (0.0494) loss_ddf_aux_1: 0.0064 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2339 (0.2445) loss_ddf_dn_1: 0.0298 (0.0325) loss_ddf_dn_2: 0.0064 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6324 (0.6363) loss_vfl_aux_0: 0.6938 (0.7015) loss_vfl_aux_1: 0.6702 (0.6775) loss_vfl_aux_2: 0.6503 (0.6617) loss_vfl_aux_3: 0.6417 (0.6470) loss_vfl_aux_4: 0.6407 (0.6382) loss_vfl_dn_0: 0.4787 (0.4810) loss_vfl_dn_1: 0.4090 (0.4104) loss_vfl_dn_2: 0.3957 (0.3939) loss_vfl_dn_3: 0.3902 (0.3858) loss_vfl_dn_4: 0.3862 (0.3829) loss_vfl_dn_5: 0.3854 (0.3824) loss_vfl_dn_pre: 0.4792 (0.4815) loss_vfl_enc_0: 0.7031 (0.7110) loss_vfl_pre: 0.6963 (0.7036) time: 0.7703 data: 0.0397 max mem: 9142 Epoch: [63] [ 700/3696] eta: 0:37:58 lr: 0.000013 loss: 30.3750 (30.6332) loss_bbox: 0.1553 (0.1625) loss_bbox_aux_0: 0.1686 (0.1740) loss_bbox_aux_1: 0.1538 (0.1652) loss_bbox_aux_2: 0.1551 (0.1630) loss_bbox_aux_3: 0.1549 (0.1626) loss_bbox_aux_4: 0.1553 (0.1625) loss_bbox_dn_0: 0.2052 (0.2219) loss_bbox_dn_1: 0.1558 (0.1613) loss_bbox_dn_2: 0.1441 (0.1515) loss_bbox_dn_3: 0.1380 (0.1483) loss_bbox_dn_4: 0.1383 (0.1475) loss_bbox_dn_5: 0.1384 (0.1475) loss_bbox_dn_pre: 0.2127 (0.2278) loss_bbox_enc_0: 0.1984 (0.2047) loss_bbox_pre: 0.1685 (0.1742) loss_dfl: 0.9573 (0.9578) loss_fgl_aux_0: 0.9783 (0.9880) loss_fgl_aux_1: 0.9561 (0.9600) loss_fgl_aux_2: 0.9568 (0.9579) loss_fgl_aux_3: 0.9567 (0.9578) loss_fgl_aux_4: 0.9573 (0.9578) loss_fgl_dn_0: 1.0879 (1.0820) loss_fgl_dn_1: 0.9828 (0.9795) loss_fgl_dn_2: 0.9745 (0.9704) loss_fgl_dn_3: 0.9750 (0.9711) loss_fgl_dn_4: 0.9756 (0.9716) loss_fgl_dn_5: 0.9757 (0.9716) loss_giou: 0.5449 (0.5472) loss_giou_aux_0: 0.5696 (0.5714) loss_giou_aux_1: 0.5531 (0.5528) loss_giou_aux_2: 0.5459 (0.5484) loss_giou_aux_3: 0.5444 (0.5474) loss_giou_aux_4: 0.5449 (0.5472) loss_giou_dn_0: 0.5421 (0.5442) loss_giou_dn_1: 0.4304 (0.4318) loss_giou_dn_2: 0.4144 (0.4149) loss_giou_dn_3: 0.4100 (0.4100) loss_giou_dn_4: 0.4075 (0.4090) loss_giou_dn_5: 0.4076 (0.4090) loss_giou_dn_pre: 0.5431 (0.5435) loss_giou_enc_0: 0.6393 (0.6409) loss_giou_pre: 0.5659 (0.5701) loss_ddf_aux_0: 0.0480 (0.0493) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2488 (0.2456) loss_ddf_dn_1: 0.0324 (0.0328) loss_ddf_dn_2: 0.0073 (0.0072) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6154 (0.6366) loss_vfl_aux_0: 0.6732 (0.7017) loss_vfl_aux_1: 0.6475 (0.6780) loss_vfl_aux_2: 0.6274 (0.6622) loss_vfl_aux_3: 0.6246 (0.6476) loss_vfl_aux_4: 0.6217 (0.6387) loss_vfl_dn_0: 0.4804 (0.4811) loss_vfl_dn_1: 0.4061 (0.4108) loss_vfl_dn_2: 0.3904 (0.3944) loss_vfl_dn_3: 0.3828 (0.3863) loss_vfl_dn_4: 0.3789 (0.3835) loss_vfl_dn_5: 0.3790 (0.3830) loss_vfl_dn_pre: 0.4813 (0.4816) loss_vfl_enc_0: 0.6946 (0.7112) loss_vfl_pre: 0.6722 (0.7038) time: 0.7681 data: 0.0313 max mem: 9142 Epoch: [63] [ 800/3696] eta: 0:36:51 lr: 0.000013 loss: 31.0129 (30.6243) loss_bbox: 0.1523 (0.1626) loss_bbox_aux_0: 0.1577 (0.1743) loss_bbox_aux_1: 0.1548 (0.1653) loss_bbox_aux_2: 0.1530 (0.1631) loss_bbox_aux_3: 0.1526 (0.1627) loss_bbox_aux_4: 0.1522 (0.1626) loss_bbox_dn_0: 0.2022 (0.2222) loss_bbox_dn_1: 0.1477 (0.1615) loss_bbox_dn_2: 0.1376 (0.1517) loss_bbox_dn_3: 0.1335 (0.1484) loss_bbox_dn_4: 0.1333 (0.1477) loss_bbox_dn_5: 0.1333 (0.1477) loss_bbox_dn_pre: 0.2127 (0.2281) loss_bbox_enc_0: 0.1928 (0.2051) loss_bbox_pre: 0.1584 (0.1745) loss_dfl: 0.9594 (0.9574) loss_fgl_aux_0: 0.9883 (0.9877) loss_fgl_aux_1: 0.9633 (0.9596) loss_fgl_aux_2: 0.9618 (0.9576) loss_fgl_aux_3: 0.9599 (0.9575) loss_fgl_aux_4: 0.9595 (0.9574) loss_fgl_dn_0: 1.0855 (1.0821) loss_fgl_dn_1: 0.9913 (0.9792) loss_fgl_dn_2: 0.9819 (0.9701) loss_fgl_dn_3: 0.9834 (0.9708) loss_fgl_dn_4: 0.9847 (0.9713) loss_fgl_dn_5: 0.9847 (0.9713) loss_giou: 0.5575 (0.5473) loss_giou_aux_0: 0.5821 (0.5718) loss_giou_aux_1: 0.5655 (0.5530) loss_giou_aux_2: 0.5591 (0.5486) loss_giou_aux_3: 0.5579 (0.5475) loss_giou_aux_4: 0.5575 (0.5473) loss_giou_dn_0: 0.5463 (0.5441) loss_giou_dn_1: 0.4380 (0.4317) loss_giou_dn_2: 0.4189 (0.4148) loss_giou_dn_3: 0.4163 (0.4100) loss_giou_dn_4: 0.4147 (0.4089) loss_giou_dn_5: 0.4146 (0.4089) loss_giou_dn_pre: 0.5448 (0.5435) loss_giou_enc_0: 0.6511 (0.6414) loss_giou_pre: 0.5826 (0.5704) loss_ddf_aux_0: 0.0461 (0.0494) loss_ddf_aux_1: 0.0071 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2396 (0.2466) loss_ddf_dn_1: 0.0293 (0.0328) loss_ddf_dn_2: 0.0068 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6325 (0.6354) loss_vfl_aux_0: 0.6863 (0.7005) loss_vfl_aux_1: 0.6635 (0.6768) loss_vfl_aux_2: 0.6677 (0.6610) loss_vfl_aux_3: 0.6459 (0.6463) loss_vfl_aux_4: 0.6365 (0.6376) loss_vfl_dn_0: 0.4813 (0.4809) loss_vfl_dn_1: 0.4125 (0.4106) loss_vfl_dn_2: 0.3903 (0.3941) loss_vfl_dn_3: 0.3870 (0.3861) loss_vfl_dn_4: 0.3840 (0.3834) loss_vfl_dn_5: 0.3839 (0.3828) loss_vfl_dn_pre: 0.4819 (0.4814) loss_vfl_enc_0: 0.7064 (0.7101) loss_vfl_pre: 0.6893 (0.7025) time: 0.7187 data: 0.0258 max mem: 9142 Epoch: [63] [ 900/3696] eta: 0:35:32 lr: 0.000013 loss: 31.0192 (30.6111) loss_bbox: 0.1663 (0.1629) loss_bbox_aux_0: 0.1779 (0.1747) loss_bbox_aux_1: 0.1701 (0.1657) loss_bbox_aux_2: 0.1671 (0.1634) loss_bbox_aux_3: 0.1664 (0.1630) loss_bbox_aux_4: 0.1665 (0.1629) loss_bbox_dn_0: 0.2224 (0.2225) loss_bbox_dn_1: 0.1606 (0.1618) loss_bbox_dn_2: 0.1520 (0.1519) loss_bbox_dn_3: 0.1482 (0.1486) loss_bbox_dn_4: 0.1476 (0.1479) loss_bbox_dn_5: 0.1476 (0.1479) loss_bbox_dn_pre: 0.2242 (0.2284) loss_bbox_enc_0: 0.2084 (0.2057) loss_bbox_pre: 0.1775 (0.1749) loss_dfl: 0.9495 (0.9567) loss_fgl_aux_0: 0.9727 (0.9870) loss_fgl_aux_1: 0.9531 (0.9589) loss_fgl_aux_2: 0.9507 (0.9569) loss_fgl_aux_3: 0.9499 (0.9567) loss_fgl_aux_4: 0.9497 (0.9567) loss_fgl_dn_0: 1.0812 (1.0815) loss_fgl_dn_1: 0.9745 (0.9786) loss_fgl_dn_2: 0.9676 (0.9695) loss_fgl_dn_3: 0.9663 (0.9702) loss_fgl_dn_4: 0.9664 (0.9706) loss_fgl_dn_5: 0.9664 (0.9707) loss_giou: 0.5652 (0.5474) loss_giou_aux_0: 0.5873 (0.5719) loss_giou_aux_1: 0.5754 (0.5531) loss_giou_aux_2: 0.5693 (0.5486) loss_giou_aux_3: 0.5661 (0.5476) loss_giou_aux_4: 0.5653 (0.5474) loss_giou_dn_0: 0.5377 (0.5438) loss_giou_dn_1: 0.4238 (0.4314) loss_giou_dn_2: 0.4004 (0.4146) loss_giou_dn_3: 0.3967 (0.4097) loss_giou_dn_4: 0.3951 (0.4087) loss_giou_dn_5: 0.3950 (0.4086) loss_giou_dn_pre: 0.5357 (0.5432) loss_giou_enc_0: 0.6700 (0.6416) loss_giou_pre: 0.5841 (0.5706) loss_ddf_aux_0: 0.0512 (0.0495) loss_ddf_aux_1: 0.0069 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2522 (0.2467) loss_ddf_dn_1: 0.0348 (0.0328) loss_ddf_dn_2: 0.0076 (0.0073) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6129 (0.6345) loss_vfl_aux_0: 0.6769 (0.6993) loss_vfl_aux_1: 0.6649 (0.6761) loss_vfl_aux_2: 0.6440 (0.6604) loss_vfl_aux_3: 0.6333 (0.6453) loss_vfl_aux_4: 0.6219 (0.6367) loss_vfl_dn_0: 0.4795 (0.4808) loss_vfl_dn_1: 0.4113 (0.4104) loss_vfl_dn_2: 0.3966 (0.3939) loss_vfl_dn_3: 0.3850 (0.3859) loss_vfl_dn_4: 0.3819 (0.3832) loss_vfl_dn_5: 0.3812 (0.3827) loss_vfl_dn_pre: 0.4796 (0.4813) loss_vfl_enc_0: 0.6984 (0.7086) loss_vfl_pre: 0.6811 (0.7013) time: 0.7660 data: 0.0322 max mem: 9142 Epoch: [63] [1000/3696] eta: 0:34:28 lr: 0.000013 loss: 30.9746 (30.6098) loss_bbox: 0.1554 (0.1624) loss_bbox_aux_0: 0.1692 (0.1742) loss_bbox_aux_1: 0.1576 (0.1651) loss_bbox_aux_2: 0.1560 (0.1629) loss_bbox_aux_3: 0.1552 (0.1625) loss_bbox_aux_4: 0.1553 (0.1624) loss_bbox_dn_0: 0.1979 (0.2221) loss_bbox_dn_1: 0.1468 (0.1614) loss_bbox_dn_2: 0.1368 (0.1516) loss_bbox_dn_3: 0.1350 (0.1483) loss_bbox_dn_4: 0.1332 (0.1475) loss_bbox_dn_5: 0.1331 (0.1475) loss_bbox_dn_pre: 0.2076 (0.2281) loss_bbox_enc_0: 0.1897 (0.2053) loss_bbox_pre: 0.1693 (0.1744) loss_dfl: 0.9471 (0.9563) loss_fgl_aux_0: 0.9740 (0.9867) loss_fgl_aux_1: 0.9484 (0.9585) loss_fgl_aux_2: 0.9461 (0.9565) loss_fgl_aux_3: 0.9473 (0.9563) loss_fgl_aux_4: 0.9472 (0.9563) loss_fgl_dn_0: 1.0843 (1.0814) loss_fgl_dn_1: 0.9929 (0.9786) loss_fgl_dn_2: 0.9811 (0.9696) loss_fgl_dn_3: 0.9818 (0.9703) loss_fgl_dn_4: 0.9825 (0.9707) loss_fgl_dn_5: 0.9826 (0.9708) loss_giou: 0.6006 (0.5489) loss_giou_aux_0: 0.6203 (0.5734) loss_giou_aux_1: 0.6060 (0.5545) loss_giou_aux_2: 0.6024 (0.5501) loss_giou_aux_3: 0.6007 (0.5491) loss_giou_aux_4: 0.6010 (0.5489) loss_giou_dn_0: 0.5622 (0.5444) loss_giou_dn_1: 0.4529 (0.4322) loss_giou_dn_2: 0.4376 (0.4154) loss_giou_dn_3: 0.4329 (0.4104) loss_giou_dn_4: 0.4317 (0.4094) loss_giou_dn_5: 0.4316 (0.4094) loss_giou_dn_pre: 0.5596 (0.5439) loss_giou_enc_0: 0.7043 (0.6435) loss_giou_pre: 0.6169 (0.5721) loss_ddf_aux_0: 0.0497 (0.0498) loss_ddf_aux_1: 0.0071 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2395 (0.2466) loss_ddf_dn_1: 0.0326 (0.0329) loss_ddf_dn_2: 0.0081 (0.0073) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5932 (0.6330) loss_vfl_aux_0: 0.6649 (0.6981) loss_vfl_aux_1: 0.6422 (0.6754) loss_vfl_aux_2: 0.6252 (0.6594) loss_vfl_aux_3: 0.6057 (0.6441) loss_vfl_aux_4: 0.5909 (0.6351) loss_vfl_dn_0: 0.4741 (0.4808) loss_vfl_dn_1: 0.4149 (0.4104) loss_vfl_dn_2: 0.3986 (0.3939) loss_vfl_dn_3: 0.3874 (0.3858) loss_vfl_dn_4: 0.3853 (0.3831) loss_vfl_dn_5: 0.3851 (0.3826) loss_vfl_dn_pre: 0.4744 (0.4812) loss_vfl_enc_0: 0.6631 (0.7070) loss_vfl_pre: 0.6676 (0.7001) time: 0.7518 data: 0.0309 max mem: 9142 Epoch: [63] [1100/3696] eta: 0:33:19 lr: 0.000013 loss: 30.1561 (30.6110) loss_bbox: 0.1542 (0.1624) loss_bbox_aux_0: 0.1623 (0.1743) loss_bbox_aux_1: 0.1572 (0.1651) loss_bbox_aux_2: 0.1547 (0.1629) loss_bbox_aux_3: 0.1544 (0.1625) loss_bbox_aux_4: 0.1542 (0.1624) loss_bbox_dn_0: 0.2166 (0.2220) loss_bbox_dn_1: 0.1578 (0.1615) loss_bbox_dn_2: 0.1510 (0.1515) loss_bbox_dn_3: 0.1496 (0.1482) loss_bbox_dn_4: 0.1499 (0.1475) loss_bbox_dn_5: 0.1498 (0.1475) loss_bbox_dn_pre: 0.2228 (0.2279) loss_bbox_enc_0: 0.1960 (0.2054) loss_bbox_pre: 0.1616 (0.1745) loss_dfl: 0.9659 (0.9562) loss_fgl_aux_0: 0.9997 (0.9867) loss_fgl_aux_1: 0.9684 (0.9584) loss_fgl_aux_2: 0.9677 (0.9564) loss_fgl_aux_3: 0.9662 (0.9562) loss_fgl_aux_4: 0.9660 (0.9562) loss_fgl_dn_0: 1.0860 (1.0811) loss_fgl_dn_1: 0.9818 (0.9787) loss_fgl_dn_2: 0.9715 (0.9696) loss_fgl_dn_3: 0.9722 (0.9703) loss_fgl_dn_4: 0.9727 (0.9708) loss_fgl_dn_5: 0.9727 (0.9708) loss_giou: 0.5101 (0.5489) loss_giou_aux_0: 0.5322 (0.5734) loss_giou_aux_1: 0.5133 (0.5545) loss_giou_aux_2: 0.5112 (0.5501) loss_giou_aux_3: 0.5097 (0.5490) loss_giou_aux_4: 0.5100 (0.5489) loss_giou_dn_0: 0.5142 (0.5443) loss_giou_dn_1: 0.4084 (0.4321) loss_giou_dn_2: 0.3890 (0.4153) loss_giou_dn_3: 0.3863 (0.4103) loss_giou_dn_4: 0.3843 (0.4093) loss_giou_dn_5: 0.3844 (0.4093) loss_giou_dn_pre: 0.5170 (0.5437) loss_giou_enc_0: 0.6004 (0.6435) loss_giou_pre: 0.5318 (0.5721) loss_ddf_aux_0: 0.0542 (0.0502) loss_ddf_aux_1: 0.0074 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2572 (0.2467) loss_ddf_dn_1: 0.0352 (0.0330) loss_ddf_dn_2: 0.0085 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6342 (0.6331) loss_vfl_aux_0: 0.7008 (0.6988) loss_vfl_aux_1: 0.6797 (0.6763) loss_vfl_aux_2: 0.6678 (0.6595) loss_vfl_aux_3: 0.6500 (0.6441) loss_vfl_aux_4: 0.6354 (0.6353) loss_vfl_dn_0: 0.4844 (0.4807) loss_vfl_dn_1: 0.4065 (0.4103) loss_vfl_dn_2: 0.3923 (0.3938) loss_vfl_dn_3: 0.3849 (0.3858) loss_vfl_dn_4: 0.3821 (0.3830) loss_vfl_dn_5: 0.3821 (0.3825) loss_vfl_dn_pre: 0.4838 (0.4811) loss_vfl_enc_0: 0.7000 (0.7074) loss_vfl_pre: 0.6978 (0.7007) time: 0.9696 data: 0.0237 max mem: 9142 Epoch: [63] [1200/3696] eta: 0:31:55 lr: 0.000013 loss: 30.7063 (30.6086) loss_bbox: 0.1782 (0.1623) loss_bbox_aux_0: 0.1879 (0.1742) loss_bbox_aux_1: 0.1789 (0.1651) loss_bbox_aux_2: 0.1771 (0.1629) loss_bbox_aux_3: 0.1781 (0.1624) loss_bbox_aux_4: 0.1781 (0.1623) loss_bbox_dn_0: 0.2320 (0.2223) loss_bbox_dn_1: 0.1650 (0.1617) loss_bbox_dn_2: 0.1550 (0.1517) loss_bbox_dn_3: 0.1543 (0.1483) loss_bbox_dn_4: 0.1533 (0.1476) loss_bbox_dn_5: 0.1533 (0.1476) loss_bbox_dn_pre: 0.2382 (0.2283) loss_bbox_enc_0: 0.2154 (0.2054) loss_bbox_pre: 0.1879 (0.1744) loss_dfl: 0.9578 (0.9562) loss_fgl_aux_0: 0.9861 (0.9866) loss_fgl_aux_1: 0.9585 (0.9584) loss_fgl_aux_2: 0.9580 (0.9564) loss_fgl_aux_3: 0.9579 (0.9562) loss_fgl_aux_4: 0.9580 (0.9562) loss_fgl_dn_0: 1.0820 (1.0812) loss_fgl_dn_1: 0.9779 (0.9788) loss_fgl_dn_2: 0.9701 (0.9698) loss_fgl_dn_3: 0.9704 (0.9705) loss_fgl_dn_4: 0.9709 (0.9710) loss_fgl_dn_5: 0.9709 (0.9710) loss_giou: 0.5198 (0.5486) loss_giou_aux_0: 0.5488 (0.5732) loss_giou_aux_1: 0.5248 (0.5543) loss_giou_aux_2: 0.5196 (0.5498) loss_giou_aux_3: 0.5195 (0.5488) loss_giou_aux_4: 0.5198 (0.5486) loss_giou_dn_0: 0.5272 (0.5439) loss_giou_dn_1: 0.4189 (0.4317) loss_giou_dn_2: 0.4009 (0.4149) loss_giou_dn_3: 0.3969 (0.4099) loss_giou_dn_4: 0.3950 (0.4088) loss_giou_dn_5: 0.3950 (0.4088) loss_giou_dn_pre: 0.5275 (0.5434) loss_giou_enc_0: 0.6124 (0.6431) loss_giou_pre: 0.5466 (0.5719) loss_ddf_aux_0: 0.0524 (0.0503) loss_ddf_aux_1: 0.0075 (0.0072) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2354 (0.2463) loss_ddf_dn_1: 0.0318 (0.0331) loss_ddf_dn_2: 0.0075 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6371 (0.6333) loss_vfl_aux_0: 0.6963 (0.6989) loss_vfl_aux_1: 0.6838 (0.6763) loss_vfl_aux_2: 0.6710 (0.6595) loss_vfl_aux_3: 0.6599 (0.6442) loss_vfl_aux_4: 0.6405 (0.6354) loss_vfl_dn_0: 0.4799 (0.4807) loss_vfl_dn_1: 0.4119 (0.4103) loss_vfl_dn_2: 0.3939 (0.3938) loss_vfl_dn_3: 0.3837 (0.3858) loss_vfl_dn_4: 0.3827 (0.3830) loss_vfl_dn_5: 0.3824 (0.3825) loss_vfl_dn_pre: 0.4800 (0.4811) loss_vfl_enc_0: 0.7154 (0.7075) loss_vfl_pre: 0.7028 (0.7008) time: 0.7078 data: 0.0254 max mem: 9142 Epoch: [63] [1300/3696] eta: 0:30:35 lr: 0.000013 loss: 30.5441 (30.5913) loss_bbox: 0.1514 (0.1623) loss_bbox_aux_0: 0.1653 (0.1742) loss_bbox_aux_1: 0.1540 (0.1650) loss_bbox_aux_2: 0.1537 (0.1629) loss_bbox_aux_3: 0.1519 (0.1624) loss_bbox_aux_4: 0.1515 (0.1623) loss_bbox_dn_0: 0.2035 (0.2223) loss_bbox_dn_1: 0.1539 (0.1617) loss_bbox_dn_2: 0.1466 (0.1517) loss_bbox_dn_3: 0.1441 (0.1484) loss_bbox_dn_4: 0.1437 (0.1477) loss_bbox_dn_5: 0.1437 (0.1477) loss_bbox_dn_pre: 0.2080 (0.2283) loss_bbox_enc_0: 0.1959 (0.2054) loss_bbox_pre: 0.1644 (0.1744) loss_dfl: 0.9518 (0.9560) loss_fgl_aux_0: 0.9745 (0.9864) loss_fgl_aux_1: 0.9523 (0.9582) loss_fgl_aux_2: 0.9523 (0.9562) loss_fgl_aux_3: 0.9521 (0.9561) loss_fgl_aux_4: 0.9519 (0.9560) loss_fgl_dn_0: 1.0744 (1.0810) loss_fgl_dn_1: 0.9775 (0.9785) loss_fgl_dn_2: 0.9679 (0.9695) loss_fgl_dn_3: 0.9677 (0.9702) loss_fgl_dn_4: 0.9683 (0.9706) loss_fgl_dn_5: 0.9683 (0.9707) loss_giou: 0.5600 (0.5478) loss_giou_aux_0: 0.5820 (0.5725) loss_giou_aux_1: 0.5606 (0.5534) loss_giou_aux_2: 0.5600 (0.5489) loss_giou_aux_3: 0.5605 (0.5479) loss_giou_aux_4: 0.5601 (0.5478) loss_giou_dn_0: 0.5481 (0.5433) loss_giou_dn_1: 0.4348 (0.4311) loss_giou_dn_2: 0.4187 (0.4143) loss_giou_dn_3: 0.4099 (0.4093) loss_giou_dn_4: 0.4078 (0.4083) loss_giou_dn_5: 0.4077 (0.4083) loss_giou_dn_pre: 0.5460 (0.5428) loss_giou_enc_0: 0.6329 (0.6424) loss_giou_pre: 0.5842 (0.5712) loss_ddf_aux_0: 0.0498 (0.0504) loss_ddf_aux_1: 0.0073 (0.0072) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2436 (0.2465) loss_ddf_dn_1: 0.0326 (0.0330) loss_ddf_dn_2: 0.0071 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6092 (0.6331) loss_vfl_aux_0: 0.6926 (0.6984) loss_vfl_aux_1: 0.6598 (0.6758) loss_vfl_aux_2: 0.6339 (0.6590) loss_vfl_aux_3: 0.6207 (0.6438) loss_vfl_aux_4: 0.6095 (0.6352) loss_vfl_dn_0: 0.4713 (0.4806) loss_vfl_dn_1: 0.4035 (0.4100) loss_vfl_dn_2: 0.3924 (0.3935) loss_vfl_dn_3: 0.3867 (0.3855) loss_vfl_dn_4: 0.3823 (0.3827) loss_vfl_dn_5: 0.3819 (0.3822) loss_vfl_dn_pre: 0.4724 (0.4810) loss_vfl_enc_0: 0.6888 (0.7074) loss_vfl_pre: 0.6837 (0.7003) time: 0.7482 data: 0.0279 max mem: 9142 Epoch: [63] [1400/3696] eta: 0:29:25 lr: 0.000013 loss: 31.1586 (30.5886) loss_bbox: 0.1667 (0.1624) loss_bbox_aux_0: 0.1755 (0.1743) loss_bbox_aux_1: 0.1678 (0.1652) loss_bbox_aux_2: 0.1666 (0.1630) loss_bbox_aux_3: 0.1665 (0.1625) loss_bbox_aux_4: 0.1667 (0.1624) loss_bbox_dn_0: 0.2042 (0.2224) loss_bbox_dn_1: 0.1530 (0.1620) loss_bbox_dn_2: 0.1423 (0.1520) loss_bbox_dn_3: 0.1423 (0.1486) loss_bbox_dn_4: 0.1421 (0.1479) loss_bbox_dn_5: 0.1419 (0.1479) loss_bbox_dn_pre: 0.2100 (0.2284) loss_bbox_enc_0: 0.2015 (0.2054) loss_bbox_pre: 0.1760 (0.1745) loss_dfl: 0.9635 (0.9559) loss_fgl_aux_0: 0.9932 (0.9862) loss_fgl_aux_1: 0.9631 (0.9581) loss_fgl_aux_2: 0.9633 (0.9560) loss_fgl_aux_3: 0.9630 (0.9559) loss_fgl_aux_4: 0.9635 (0.9558) loss_fgl_dn_0: 1.0849 (1.0808) loss_fgl_dn_1: 0.9853 (0.9783) loss_fgl_dn_2: 0.9800 (0.9693) loss_fgl_dn_3: 0.9818 (0.9700) loss_fgl_dn_4: 0.9829 (0.9705) loss_fgl_dn_5: 0.9830 (0.9705) loss_giou: 0.5672 (0.5479) loss_giou_aux_0: 0.5940 (0.5725) loss_giou_aux_1: 0.5761 (0.5535) loss_giou_aux_2: 0.5701 (0.5490) loss_giou_aux_3: 0.5674 (0.5480) loss_giou_aux_4: 0.5670 (0.5479) loss_giou_dn_0: 0.5587 (0.5433) loss_giou_dn_1: 0.4532 (0.4313) loss_giou_dn_2: 0.4373 (0.4144) loss_giou_dn_3: 0.4319 (0.4095) loss_giou_dn_4: 0.4303 (0.4084) loss_giou_dn_5: 0.4304 (0.4084) loss_giou_dn_pre: 0.5572 (0.5428) loss_giou_enc_0: 0.6594 (0.6424) loss_giou_pre: 0.5915 (0.5712) loss_ddf_aux_0: 0.0451 (0.0503) loss_ddf_aux_1: 0.0068 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2305 (0.2459) loss_ddf_dn_1: 0.0311 (0.0330) loss_ddf_dn_2: 0.0072 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6209 (0.6329) loss_vfl_aux_0: 0.7086 (0.6980) loss_vfl_aux_1: 0.6886 (0.6757) loss_vfl_aux_2: 0.6588 (0.6585) loss_vfl_aux_3: 0.6365 (0.6435) loss_vfl_aux_4: 0.6226 (0.6349) loss_vfl_dn_0: 0.4854 (0.4805) loss_vfl_dn_1: 0.4107 (0.4099) loss_vfl_dn_2: 0.3955 (0.3934) loss_vfl_dn_3: 0.3870 (0.3853) loss_vfl_dn_4: 0.3829 (0.3826) loss_vfl_dn_5: 0.3829 (0.3821) loss_vfl_dn_pre: 0.4861 (0.4809) loss_vfl_enc_0: 0.7029 (0.7069) loss_vfl_pre: 0.7066 (0.6999) time: 0.7547 data: 0.0275 max mem: 9142 Epoch: [63] [1500/3696] eta: 0:28:06 lr: 0.000013 loss: 30.6308 (30.5821) loss_bbox: 0.1659 (0.1624) loss_bbox_aux_0: 0.1745 (0.1742) loss_bbox_aux_1: 0.1674 (0.1651) loss_bbox_aux_2: 0.1662 (0.1629) loss_bbox_aux_3: 0.1658 (0.1625) loss_bbox_aux_4: 0.1660 (0.1624) loss_bbox_dn_0: 0.2218 (0.2224) loss_bbox_dn_1: 0.1684 (0.1621) loss_bbox_dn_2: 0.1537 (0.1521) loss_bbox_dn_3: 0.1528 (0.1487) loss_bbox_dn_4: 0.1526 (0.1480) loss_bbox_dn_5: 0.1525 (0.1480) loss_bbox_dn_pre: 0.2286 (0.2285) loss_bbox_enc_0: 0.2121 (0.2054) loss_bbox_pre: 0.1753 (0.1744) loss_dfl: 0.9740 (0.9559) loss_fgl_aux_0: 1.0054 (0.9863) loss_fgl_aux_1: 0.9789 (0.9581) loss_fgl_aux_2: 0.9761 (0.9561) loss_fgl_aux_3: 0.9749 (0.9559) loss_fgl_aux_4: 0.9741 (0.9559) loss_fgl_dn_0: 1.0815 (1.0808) loss_fgl_dn_1: 0.9730 (0.9784) loss_fgl_dn_2: 0.9666 (0.9694) loss_fgl_dn_3: 0.9672 (0.9701) loss_fgl_dn_4: 0.9672 (0.9706) loss_fgl_dn_5: 0.9672 (0.9706) loss_giou: 0.5080 (0.5476) loss_giou_aux_0: 0.5234 (0.5722) loss_giou_aux_1: 0.5069 (0.5532) loss_giou_aux_2: 0.5072 (0.5487) loss_giou_aux_3: 0.5073 (0.5477) loss_giou_aux_4: 0.5080 (0.5476) loss_giou_dn_0: 0.5335 (0.5432) loss_giou_dn_1: 0.4197 (0.4312) loss_giou_dn_2: 0.3969 (0.4144) loss_giou_dn_3: 0.3867 (0.4094) loss_giou_dn_4: 0.3849 (0.4083) loss_giou_dn_5: 0.3849 (0.4083) loss_giou_dn_pre: 0.5324 (0.5427) loss_giou_enc_0: 0.6141 (0.6420) loss_giou_pre: 0.5236 (0.5708) loss_ddf_aux_0: 0.0520 (0.0502) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2496 (0.2459) loss_ddf_dn_1: 0.0329 (0.0330) loss_ddf_dn_2: 0.0073 (0.0074) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6512 (0.6323) loss_vfl_aux_0: 0.6936 (0.6974) loss_vfl_aux_1: 0.6873 (0.6750) loss_vfl_aux_2: 0.6729 (0.6582) loss_vfl_aux_3: 0.6718 (0.6430) loss_vfl_aux_4: 0.6554 (0.6343) loss_vfl_dn_0: 0.4834 (0.4806) loss_vfl_dn_1: 0.4066 (0.4100) loss_vfl_dn_2: 0.3911 (0.3935) loss_vfl_dn_3: 0.3842 (0.3855) loss_vfl_dn_4: 0.3785 (0.3827) loss_vfl_dn_5: 0.3805 (0.3822) loss_vfl_dn_pre: 0.4835 (0.4809) loss_vfl_enc_0: 0.7148 (0.7063) loss_vfl_pre: 0.6909 (0.6993) time: 0.7297 data: 0.0246 max mem: 9142 Epoch: [63] [1600/3696] eta: 0:26:48 lr: 0.000013 loss: 30.7572 (30.5938) loss_bbox: 0.1696 (0.1626) loss_bbox_aux_0: 0.1795 (0.1744) loss_bbox_aux_1: 0.1730 (0.1653) loss_bbox_aux_2: 0.1715 (0.1631) loss_bbox_aux_3: 0.1697 (0.1627) loss_bbox_aux_4: 0.1695 (0.1626) loss_bbox_dn_0: 0.2214 (0.2226) loss_bbox_dn_1: 0.1690 (0.1623) loss_bbox_dn_2: 0.1621 (0.1523) loss_bbox_dn_3: 0.1553 (0.1490) loss_bbox_dn_4: 0.1540 (0.1482) loss_bbox_dn_5: 0.1541 (0.1482) loss_bbox_dn_pre: 0.2273 (0.2287) loss_bbox_enc_0: 0.2174 (0.2056) loss_bbox_pre: 0.1780 (0.1746) loss_dfl: 0.9492 (0.9561) loss_fgl_aux_0: 0.9833 (0.9864) loss_fgl_aux_1: 0.9530 (0.9583) loss_fgl_aux_2: 0.9499 (0.9562) loss_fgl_aux_3: 0.9497 (0.9561) loss_fgl_aux_4: 0.9492 (0.9561) loss_fgl_dn_0: 1.0817 (1.0808) loss_fgl_dn_1: 0.9816 (0.9786) loss_fgl_dn_2: 0.9724 (0.9696) loss_fgl_dn_3: 0.9736 (0.9703) loss_fgl_dn_4: 0.9737 (0.9708) loss_fgl_dn_5: 0.9737 (0.9708) loss_giou: 0.5336 (0.5476) loss_giou_aux_0: 0.5687 (0.5722) loss_giou_aux_1: 0.5446 (0.5532) loss_giou_aux_2: 0.5383 (0.5488) loss_giou_aux_3: 0.5348 (0.5478) loss_giou_aux_4: 0.5335 (0.5476) loss_giou_dn_0: 0.5439 (0.5434) loss_giou_dn_1: 0.4248 (0.4314) loss_giou_dn_2: 0.4055 (0.4146) loss_giou_dn_3: 0.4001 (0.4096) loss_giou_dn_4: 0.3986 (0.4085) loss_giou_dn_5: 0.3986 (0.4085) loss_giou_dn_pre: 0.5413 (0.5429) loss_giou_enc_0: 0.6487 (0.6421) loss_giou_pre: 0.5675 (0.5709) loss_ddf_aux_0: 0.0507 (0.0502) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2326 (0.2457) loss_ddf_dn_1: 0.0328 (0.0330) loss_ddf_dn_2: 0.0079 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6369 (0.6330) loss_vfl_aux_0: 0.6993 (0.6978) loss_vfl_aux_1: 0.6706 (0.6756) loss_vfl_aux_2: 0.6498 (0.6589) loss_vfl_aux_3: 0.6460 (0.6438) loss_vfl_aux_4: 0.6368 (0.6350) loss_vfl_dn_0: 0.4865 (0.4807) loss_vfl_dn_1: 0.4100 (0.4101) loss_vfl_dn_2: 0.3931 (0.3936) loss_vfl_dn_3: 0.3859 (0.3855) loss_vfl_dn_4: 0.3843 (0.3827) loss_vfl_dn_5: 0.3843 (0.3823) loss_vfl_dn_pre: 0.4858 (0.4810) loss_vfl_enc_0: 0.7100 (0.7067) loss_vfl_pre: 0.7025 (0.6996) time: 0.7879 data: 0.0257 max mem: 9142 Epoch: [63] [1700/3696] eta: 0:25:31 lr: 0.000013 loss: 30.9787 (30.5987) loss_bbox: 0.1712 (0.1625) loss_bbox_aux_0: 0.1793 (0.1744) loss_bbox_aux_1: 0.1720 (0.1653) loss_bbox_aux_2: 0.1712 (0.1631) loss_bbox_aux_3: 0.1710 (0.1626) loss_bbox_aux_4: 0.1712 (0.1626) loss_bbox_dn_0: 0.2218 (0.2224) loss_bbox_dn_1: 0.1689 (0.1621) loss_bbox_dn_2: 0.1585 (0.1522) loss_bbox_dn_3: 0.1535 (0.1488) loss_bbox_dn_4: 0.1512 (0.1481) loss_bbox_dn_5: 0.1512 (0.1481) loss_bbox_dn_pre: 0.2303 (0.2285) loss_bbox_enc_0: 0.2074 (0.2057) loss_bbox_pre: 0.1799 (0.1747) loss_dfl: 0.9564 (0.9556) loss_fgl_aux_0: 0.9856 (0.9859) loss_fgl_aux_1: 0.9581 (0.9579) loss_fgl_aux_2: 0.9567 (0.9558) loss_fgl_aux_3: 0.9569 (0.9557) loss_fgl_aux_4: 0.9564 (0.9556) loss_fgl_dn_0: 1.0737 (1.0806) loss_fgl_dn_1: 0.9751 (0.9787) loss_fgl_dn_2: 0.9617 (0.9697) loss_fgl_dn_3: 0.9625 (0.9704) loss_fgl_dn_4: 0.9623 (0.9709) loss_fgl_dn_5: 0.9624 (0.9709) loss_giou: 0.5651 (0.5488) loss_giou_aux_0: 0.5893 (0.5735) loss_giou_aux_1: 0.5701 (0.5544) loss_giou_aux_2: 0.5623 (0.5499) loss_giou_aux_3: 0.5649 (0.5489) loss_giou_aux_4: 0.5649 (0.5488) loss_giou_dn_0: 0.5644 (0.5439) loss_giou_dn_1: 0.4568 (0.4319) loss_giou_dn_2: 0.4348 (0.4151) loss_giou_dn_3: 0.4279 (0.4101) loss_giou_dn_4: 0.4280 (0.4091) loss_giou_dn_5: 0.4279 (0.4091) loss_giou_dn_pre: 0.5641 (0.5434) loss_giou_enc_0: 0.6581 (0.6434) loss_giou_pre: 0.5865 (0.5721) loss_ddf_aux_0: 0.0502 (0.0502) loss_ddf_aux_1: 0.0071 (0.0072) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2395 (0.2456) loss_ddf_dn_1: 0.0327 (0.0331) loss_ddf_dn_2: 0.0078 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6342 (0.6326) loss_vfl_aux_0: 0.7031 (0.6971) loss_vfl_aux_1: 0.6723 (0.6751) loss_vfl_aux_2: 0.6516 (0.6583) loss_vfl_aux_3: 0.6423 (0.6433) loss_vfl_aux_4: 0.6362 (0.6346) loss_vfl_dn_0: 0.4736 (0.4805) loss_vfl_dn_1: 0.4079 (0.4101) loss_vfl_dn_2: 0.3935 (0.3936) loss_vfl_dn_3: 0.3820 (0.3856) loss_vfl_dn_4: 0.3800 (0.3828) loss_vfl_dn_5: 0.3795 (0.3823) loss_vfl_dn_pre: 0.4738 (0.4809) loss_vfl_enc_0: 0.7067 (0.7059) loss_vfl_pre: 0.7027 (0.6989) time: 0.7673 data: 0.0358 max mem: 9142 Epoch: [63] [1800/3696] eta: 0:24:13 lr: 0.000013 loss: 30.2067 (30.5863) loss_bbox: 0.1616 (0.1625) loss_bbox_aux_0: 0.1759 (0.1745) loss_bbox_aux_1: 0.1656 (0.1653) loss_bbox_aux_2: 0.1634 (0.1631) loss_bbox_aux_3: 0.1620 (0.1626) loss_bbox_aux_4: 0.1617 (0.1625) loss_bbox_dn_0: 0.2264 (0.2226) loss_bbox_dn_1: 0.1657 (0.1622) loss_bbox_dn_2: 0.1573 (0.1522) loss_bbox_dn_3: 0.1539 (0.1489) loss_bbox_dn_4: 0.1539 (0.1482) loss_bbox_dn_5: 0.1539 (0.1482) loss_bbox_dn_pre: 0.2306 (0.2287) loss_bbox_enc_0: 0.2052 (0.2059) loss_bbox_pre: 0.1758 (0.1747) loss_dfl: 0.9744 (0.9555) loss_fgl_aux_0: 1.0071 (0.9859) loss_fgl_aux_1: 0.9775 (0.9578) loss_fgl_aux_2: 0.9734 (0.9557) loss_fgl_aux_3: 0.9746 (0.9556) loss_fgl_aux_4: 0.9743 (0.9555) loss_fgl_dn_0: 1.0835 (1.0806) loss_fgl_dn_1: 0.9759 (0.9783) loss_fgl_dn_2: 0.9683 (0.9693) loss_fgl_dn_3: 0.9687 (0.9700) loss_fgl_dn_4: 0.9688 (0.9705) loss_fgl_dn_5: 0.9689 (0.9705) loss_giou: 0.5108 (0.5477) loss_giou_aux_0: 0.5397 (0.5724) loss_giou_aux_1: 0.5204 (0.5534) loss_giou_aux_2: 0.5121 (0.5489) loss_giou_aux_3: 0.5110 (0.5479) loss_giou_aux_4: 0.5110 (0.5477) loss_giou_dn_0: 0.5247 (0.5434) loss_giou_dn_1: 0.3993 (0.4313) loss_giou_dn_2: 0.3774 (0.4145) loss_giou_dn_3: 0.3718 (0.4096) loss_giou_dn_4: 0.3711 (0.4085) loss_giou_dn_5: 0.3711 (0.4085) loss_giou_dn_pre: 0.5234 (0.5429) loss_giou_enc_0: 0.6103 (0.6425) loss_giou_pre: 0.5359 (0.5710) loss_ddf_aux_0: 0.0528 (0.0504) loss_ddf_aux_1: 0.0080 (0.0072) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0000 (0.0001) loss_ddf_dn_0: 0.2554 (0.2458) loss_ddf_dn_1: 0.0333 (0.0331) loss_ddf_dn_2: 0.0071 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6378 (0.6327) loss_vfl_aux_0: 0.6906 (0.6973) loss_vfl_aux_1: 0.6623 (0.6752) loss_vfl_aux_2: 0.6611 (0.6586) loss_vfl_aux_3: 0.6396 (0.6435) loss_vfl_aux_4: 0.6318 (0.6348) loss_vfl_dn_0: 0.4786 (0.4804) loss_vfl_dn_1: 0.4055 (0.4098) loss_vfl_dn_2: 0.3917 (0.3934) loss_vfl_dn_3: 0.3811 (0.3853) loss_vfl_dn_4: 0.3787 (0.3826) loss_vfl_dn_5: 0.3782 (0.3821) loss_vfl_dn_pre: 0.4795 (0.4808) loss_vfl_enc_0: 0.6959 (0.7063) loss_vfl_pre: 0.6929 (0.6990) time: 0.7556 data: 0.0265 max mem: 9142 Epoch: [63] [1900/3696] eta: 0:22:56 lr: 0.000013 loss: 30.2311 (30.5902) loss_bbox: 0.1467 (0.1627) loss_bbox_aux_0: 0.1573 (0.1746) loss_bbox_aux_1: 0.1509 (0.1655) loss_bbox_aux_2: 0.1483 (0.1633) loss_bbox_aux_3: 0.1473 (0.1628) loss_bbox_aux_4: 0.1467 (0.1627) loss_bbox_dn_0: 0.2188 (0.2227) loss_bbox_dn_1: 0.1531 (0.1622) loss_bbox_dn_2: 0.1398 (0.1522) loss_bbox_dn_3: 0.1409 (0.1489) loss_bbox_dn_4: 0.1393 (0.1482) loss_bbox_dn_5: 0.1393 (0.1482) loss_bbox_dn_pre: 0.2251 (0.2287) loss_bbox_enc_0: 0.1959 (0.2061) loss_bbox_pre: 0.1575 (0.1749) loss_dfl: 0.9651 (0.9552) loss_fgl_aux_0: 0.9908 (0.9857) loss_fgl_aux_1: 0.9662 (0.9575) loss_fgl_aux_2: 0.9652 (0.9554) loss_fgl_aux_3: 0.9641 (0.9553) loss_fgl_aux_4: 0.9653 (0.9552) loss_fgl_dn_0: 1.0848 (1.0805) loss_fgl_dn_1: 0.9767 (0.9783) loss_fgl_dn_2: 0.9641 (0.9693) loss_fgl_dn_3: 0.9654 (0.9700) loss_fgl_dn_4: 0.9660 (0.9705) loss_fgl_dn_5: 0.9660 (0.9705) loss_giou: 0.5308 (0.5482) loss_giou_aux_0: 0.5538 (0.5728) loss_giou_aux_1: 0.5425 (0.5539) loss_giou_aux_2: 0.5309 (0.5494) loss_giou_aux_3: 0.5304 (0.5484) loss_giou_aux_4: 0.5306 (0.5482) loss_giou_dn_0: 0.5335 (0.5437) loss_giou_dn_1: 0.4261 (0.4316) loss_giou_dn_2: 0.4086 (0.4147) loss_giou_dn_3: 0.4007 (0.4097) loss_giou_dn_4: 0.3985 (0.4087) loss_giou_dn_5: 0.3985 (0.4087) loss_giou_dn_pre: 0.5343 (0.5432) loss_giou_enc_0: 0.6071 (0.6430) loss_giou_pre: 0.5529 (0.5715) loss_ddf_aux_0: 0.0511 (0.0504) loss_ddf_aux_1: 0.0076 (0.0072) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2553 (0.2458) loss_ddf_dn_1: 0.0372 (0.0331) loss_ddf_dn_2: 0.0081 (0.0074) loss_ddf_dn_3: 0.0010 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6295 (0.6324) loss_vfl_aux_0: 0.6948 (0.6973) loss_vfl_aux_1: 0.6665 (0.6753) loss_vfl_aux_2: 0.6542 (0.6583) loss_vfl_aux_3: 0.6266 (0.6431) loss_vfl_aux_4: 0.6271 (0.6345) loss_vfl_dn_0: 0.4812 (0.4804) loss_vfl_dn_1: 0.4114 (0.4098) loss_vfl_dn_2: 0.3939 (0.3933) loss_vfl_dn_3: 0.3887 (0.3853) loss_vfl_dn_4: 0.3835 (0.3825) loss_vfl_dn_5: 0.3819 (0.3821) loss_vfl_dn_pre: 0.4819 (0.4808) loss_vfl_enc_0: 0.6985 (0.7062) loss_vfl_pre: 0.6969 (0.6991) time: 0.7527 data: 0.0310 max mem: 9142 Epoch: [63] [2000/3696] eta: 0:21:39 lr: 0.000013 loss: 30.9080 (30.5938) loss_bbox: 0.1541 (0.1628) loss_bbox_aux_0: 0.1656 (0.1748) loss_bbox_aux_1: 0.1584 (0.1656) loss_bbox_aux_2: 0.1556 (0.1634) loss_bbox_aux_3: 0.1545 (0.1629) loss_bbox_aux_4: 0.1541 (0.1628) loss_bbox_dn_0: 0.1980 (0.2229) loss_bbox_dn_1: 0.1470 (0.1624) loss_bbox_dn_2: 0.1360 (0.1524) loss_bbox_dn_3: 0.1355 (0.1490) loss_bbox_dn_4: 0.1342 (0.1483) loss_bbox_dn_5: 0.1341 (0.1483) loss_bbox_dn_pre: 0.2042 (0.2290) loss_bbox_enc_0: 0.1939 (0.2063) loss_bbox_pre: 0.1665 (0.1750) loss_dfl: 0.9599 (0.9555) loss_fgl_aux_0: 0.9864 (0.9860) loss_fgl_aux_1: 0.9642 (0.9578) loss_fgl_aux_2: 0.9605 (0.9557) loss_fgl_aux_3: 0.9599 (0.9555) loss_fgl_aux_4: 0.9599 (0.9555) loss_fgl_dn_0: 1.0825 (1.0807) loss_fgl_dn_1: 0.9846 (0.9785) loss_fgl_dn_2: 0.9734 (0.9695) loss_fgl_dn_3: 0.9735 (0.9702) loss_fgl_dn_4: 0.9736 (0.9707) loss_fgl_dn_5: 0.9736 (0.9707) loss_giou: 0.5879 (0.5479) loss_giou_aux_0: 0.5986 (0.5726) loss_giou_aux_1: 0.5860 (0.5535) loss_giou_aux_2: 0.5869 (0.5490) loss_giou_aux_3: 0.5878 (0.5480) loss_giou_aux_4: 0.5878 (0.5479) loss_giou_dn_0: 0.5559 (0.5438) loss_giou_dn_1: 0.4347 (0.4316) loss_giou_dn_2: 0.4179 (0.4147) loss_giou_dn_3: 0.4143 (0.4097) loss_giou_dn_4: 0.4144 (0.4086) loss_giou_dn_5: 0.4144 (0.4086) loss_giou_dn_pre: 0.5550 (0.5433) loss_giou_enc_0: 0.6712 (0.6429) loss_giou_pre: 0.5969 (0.5712) loss_ddf_aux_0: 0.0520 (0.0506) loss_ddf_aux_1: 0.0078 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2420 (0.2461) loss_ddf_dn_1: 0.0340 (0.0332) loss_ddf_dn_2: 0.0079 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6326 (0.6325) loss_vfl_aux_0: 0.7034 (0.6974) loss_vfl_aux_1: 0.6749 (0.6752) loss_vfl_aux_2: 0.6440 (0.6583) loss_vfl_aux_3: 0.6374 (0.6432) loss_vfl_aux_4: 0.6340 (0.6346) loss_vfl_dn_0: 0.4758 (0.4803) loss_vfl_dn_1: 0.4077 (0.4098) loss_vfl_dn_2: 0.3930 (0.3933) loss_vfl_dn_3: 0.3857 (0.3853) loss_vfl_dn_4: 0.3850 (0.3825) loss_vfl_dn_5: 0.3843 (0.3820) loss_vfl_dn_pre: 0.4771 (0.4807) loss_vfl_enc_0: 0.6965 (0.7064) loss_vfl_pre: 0.7043 (0.6993) time: 0.7570 data: 0.0243 max mem: 9142 Epoch: [63] [2100/3696] eta: 0:20:23 lr: 0.000013 loss: 30.7361 (30.5951) loss_bbox: 0.1615 (0.1628) loss_bbox_aux_0: 0.1738 (0.1748) loss_bbox_aux_1: 0.1651 (0.1656) loss_bbox_aux_2: 0.1625 (0.1634) loss_bbox_aux_3: 0.1618 (0.1629) loss_bbox_aux_4: 0.1615 (0.1628) loss_bbox_dn_0: 0.2233 (0.2233) loss_bbox_dn_1: 0.1655 (0.1627) loss_bbox_dn_2: 0.1565 (0.1526) loss_bbox_dn_3: 0.1518 (0.1493) loss_bbox_dn_4: 0.1511 (0.1486) loss_bbox_dn_5: 0.1511 (0.1486) loss_bbox_dn_pre: 0.2304 (0.2294) loss_bbox_enc_0: 0.1998 (0.2064) loss_bbox_pre: 0.1735 (0.1750) loss_dfl: 0.9619 (0.9553) loss_fgl_aux_0: 0.9963 (0.9858) loss_fgl_aux_1: 0.9641 (0.9576) loss_fgl_aux_2: 0.9627 (0.9555) loss_fgl_aux_3: 0.9618 (0.9553) loss_fgl_aux_4: 0.9619 (0.9553) loss_fgl_dn_0: 1.0741 (1.0807) loss_fgl_dn_1: 0.9781 (0.9784) loss_fgl_dn_2: 0.9703 (0.9693) loss_fgl_dn_3: 0.9717 (0.9701) loss_fgl_dn_4: 0.9721 (0.9705) loss_fgl_dn_5: 0.9722 (0.9705) loss_giou: 0.5116 (0.5477) loss_giou_aux_0: 0.5342 (0.5724) loss_giou_aux_1: 0.5132 (0.5534) loss_giou_aux_2: 0.5132 (0.5489) loss_giou_aux_3: 0.5123 (0.5479) loss_giou_aux_4: 0.5116 (0.5477) loss_giou_dn_0: 0.5355 (0.5436) loss_giou_dn_1: 0.4168 (0.4313) loss_giou_dn_2: 0.3962 (0.4144) loss_giou_dn_3: 0.3926 (0.4094) loss_giou_dn_4: 0.3911 (0.4083) loss_giou_dn_5: 0.3911 (0.4083) loss_giou_dn_pre: 0.5341 (0.5431) loss_giou_enc_0: 0.5932 (0.6428) loss_giou_pre: 0.5326 (0.5711) loss_ddf_aux_0: 0.0499 (0.0507) loss_ddf_aux_1: 0.0066 (0.0073) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2548 (0.2465) loss_ddf_dn_1: 0.0334 (0.0333) loss_ddf_dn_2: 0.0070 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6304 (0.6326) loss_vfl_aux_0: 0.6929 (0.6978) loss_vfl_aux_1: 0.6701 (0.6755) loss_vfl_aux_2: 0.6564 (0.6587) loss_vfl_aux_3: 0.6504 (0.6434) loss_vfl_aux_4: 0.6354 (0.6347) loss_vfl_dn_0: 0.4791 (0.4805) loss_vfl_dn_1: 0.4126 (0.4099) loss_vfl_dn_2: 0.3953 (0.3934) loss_vfl_dn_3: 0.3873 (0.3854) loss_vfl_dn_4: 0.3854 (0.3826) loss_vfl_dn_5: 0.3855 (0.3822) loss_vfl_dn_pre: 0.4808 (0.4809) loss_vfl_enc_0: 0.7188 (0.7071) loss_vfl_pre: 0.6978 (0.6997) time: 0.7780 data: 0.0317 max mem: 9142 Epoch: [63] [2200/3696] eta: 0:19:06 lr: 0.000013 loss: 30.4951 (30.5938) loss_bbox: 0.1585 (0.1628) loss_bbox_aux_0: 0.1695 (0.1747) loss_bbox_aux_1: 0.1573 (0.1655) loss_bbox_aux_2: 0.1583 (0.1634) loss_bbox_aux_3: 0.1587 (0.1629) loss_bbox_aux_4: 0.1585 (0.1628) loss_bbox_dn_0: 0.2132 (0.2233) loss_bbox_dn_1: 0.1478 (0.1626) loss_bbox_dn_2: 0.1402 (0.1526) loss_bbox_dn_3: 0.1356 (0.1493) loss_bbox_dn_4: 0.1338 (0.1485) loss_bbox_dn_5: 0.1338 (0.1485) loss_bbox_dn_pre: 0.2185 (0.2294) loss_bbox_enc_0: 0.2006 (0.2064) loss_bbox_pre: 0.1693 (0.1750) loss_dfl: 0.9520 (0.9554) loss_fgl_aux_0: 0.9803 (0.9859) loss_fgl_aux_1: 0.9541 (0.9577) loss_fgl_aux_2: 0.9532 (0.9556) loss_fgl_aux_3: 0.9521 (0.9554) loss_fgl_aux_4: 0.9518 (0.9554) loss_fgl_dn_0: 1.0751 (1.0807) loss_fgl_dn_1: 0.9797 (0.9784) loss_fgl_dn_2: 0.9715 (0.9693) loss_fgl_dn_3: 0.9714 (0.9700) loss_fgl_dn_4: 0.9716 (0.9705) loss_fgl_dn_5: 0.9716 (0.9705) loss_giou: 0.5621 (0.5476) loss_giou_aux_0: 0.5880 (0.5722) loss_giou_aux_1: 0.5643 (0.5532) loss_giou_aux_2: 0.5618 (0.5487) loss_giou_aux_3: 0.5610 (0.5477) loss_giou_aux_4: 0.5621 (0.5476) loss_giou_dn_0: 0.5520 (0.5436) loss_giou_dn_1: 0.4396 (0.4313) loss_giou_dn_2: 0.4216 (0.4144) loss_giou_dn_3: 0.4218 (0.4095) loss_giou_dn_4: 0.4189 (0.4084) loss_giou_dn_5: 0.4188 (0.4084) loss_giou_dn_pre: 0.5514 (0.5431) loss_giou_enc_0: 0.6631 (0.6426) loss_giou_pre: 0.5881 (0.5709) loss_ddf_aux_0: 0.0491 (0.0506) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2475 (0.2465) loss_ddf_dn_1: 0.0323 (0.0333) loss_ddf_dn_2: 0.0066 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6087 (0.6325) loss_vfl_aux_0: 0.6844 (0.6979) loss_vfl_aux_1: 0.6530 (0.6755) loss_vfl_aux_2: 0.6212 (0.6587) loss_vfl_aux_3: 0.6215 (0.6434) loss_vfl_aux_4: 0.6084 (0.6346) loss_vfl_dn_0: 0.4719 (0.4805) loss_vfl_dn_1: 0.4046 (0.4098) loss_vfl_dn_2: 0.3900 (0.3934) loss_vfl_dn_3: 0.3833 (0.3853) loss_vfl_dn_4: 0.3809 (0.3826) loss_vfl_dn_5: 0.3801 (0.3821) loss_vfl_dn_pre: 0.4719 (0.4809) loss_vfl_enc_0: 0.6898 (0.7072) loss_vfl_pre: 0.6850 (0.6998) time: 0.7515 data: 0.0337 max mem: 9142 Epoch: [63] [2300/3696] eta: 0:17:48 lr: 0.000013 loss: 30.6986 (30.6006) loss_bbox: 0.1641 (0.1629) loss_bbox_aux_0: 0.1741 (0.1748) loss_bbox_aux_1: 0.1671 (0.1657) loss_bbox_aux_2: 0.1644 (0.1635) loss_bbox_aux_3: 0.1639 (0.1630) loss_bbox_aux_4: 0.1641 (0.1629) loss_bbox_dn_0: 0.2357 (0.2234) loss_bbox_dn_1: 0.1726 (0.1628) loss_bbox_dn_2: 0.1593 (0.1527) loss_bbox_dn_3: 0.1508 (0.1494) loss_bbox_dn_4: 0.1493 (0.1487) loss_bbox_dn_5: 0.1493 (0.1487) loss_bbox_dn_pre: 0.2398 (0.2294) loss_bbox_enc_0: 0.2109 (0.2065) loss_bbox_pre: 0.1728 (0.1751) loss_dfl: 0.9566 (0.9555) loss_fgl_aux_0: 0.9893 (0.9860) loss_fgl_aux_1: 0.9589 (0.9578) loss_fgl_aux_2: 0.9565 (0.9557) loss_fgl_aux_3: 0.9571 (0.9555) loss_fgl_aux_4: 0.9566 (0.9555) loss_fgl_dn_0: 1.0897 (1.0808) loss_fgl_dn_1: 0.9790 (0.9785) loss_fgl_dn_2: 0.9741 (0.9694) loss_fgl_dn_3: 0.9731 (0.9701) loss_fgl_dn_4: 0.9738 (0.9706) loss_fgl_dn_5: 0.9738 (0.9706) loss_giou: 0.5248 (0.5475) loss_giou_aux_0: 0.5421 (0.5722) loss_giou_aux_1: 0.5291 (0.5531) loss_giou_aux_2: 0.5277 (0.5486) loss_giou_aux_3: 0.5255 (0.5476) loss_giou_aux_4: 0.5247 (0.5475) loss_giou_dn_0: 0.5317 (0.5437) loss_giou_dn_1: 0.4207 (0.4314) loss_giou_dn_2: 0.4021 (0.4145) loss_giou_dn_3: 0.3972 (0.4095) loss_giou_dn_4: 0.3966 (0.4084) loss_giou_dn_5: 0.3965 (0.4084) loss_giou_dn_pre: 0.5321 (0.5432) loss_giou_enc_0: 0.6071 (0.6425) loss_giou_pre: 0.5419 (0.5708) loss_ddf_aux_0: 0.0506 (0.0507) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2455 (0.2466) loss_ddf_dn_1: 0.0315 (0.0333) loss_ddf_dn_2: 0.0069 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6321 (0.6331) loss_vfl_aux_0: 0.7081 (0.6983) loss_vfl_aux_1: 0.6794 (0.6762) loss_vfl_aux_2: 0.6575 (0.6592) loss_vfl_aux_3: 0.6385 (0.6438) loss_vfl_aux_4: 0.6277 (0.6351) loss_vfl_dn_0: 0.4725 (0.4805) loss_vfl_dn_1: 0.4012 (0.4099) loss_vfl_dn_2: 0.3823 (0.3934) loss_vfl_dn_3: 0.3761 (0.3854) loss_vfl_dn_4: 0.3734 (0.3826) loss_vfl_dn_5: 0.3736 (0.3822) loss_vfl_dn_pre: 0.4731 (0.4809) loss_vfl_enc_0: 0.6954 (0.7073) loss_vfl_pre: 0.7134 (0.7002) time: 0.7517 data: 0.0336 max mem: 9142 Epoch: [63] [2400/3696] eta: 0:16:32 lr: 0.000013 loss: 30.1159 (30.5965) loss_bbox: 0.1541 (0.1630) loss_bbox_aux_0: 0.1675 (0.1749) loss_bbox_aux_1: 0.1600 (0.1657) loss_bbox_aux_2: 0.1550 (0.1635) loss_bbox_aux_3: 0.1543 (0.1631) loss_bbox_aux_4: 0.1541 (0.1630) loss_bbox_dn_0: 0.2112 (0.2234) loss_bbox_dn_1: 0.1570 (0.1628) loss_bbox_dn_2: 0.1457 (0.1527) loss_bbox_dn_3: 0.1416 (0.1494) loss_bbox_dn_4: 0.1414 (0.1487) loss_bbox_dn_5: 0.1413 (0.1487) loss_bbox_dn_pre: 0.2165 (0.2295) loss_bbox_enc_0: 0.1944 (0.2065) loss_bbox_pre: 0.1681 (0.1751) loss_dfl: 0.9573 (0.9555) loss_fgl_aux_0: 0.9871 (0.9859) loss_fgl_aux_1: 0.9610 (0.9577) loss_fgl_aux_2: 0.9584 (0.9556) loss_fgl_aux_3: 0.9580 (0.9555) loss_fgl_aux_4: 0.9574 (0.9555) loss_fgl_dn_0: 1.0814 (1.0807) loss_fgl_dn_1: 0.9768 (0.9782) loss_fgl_dn_2: 0.9644 (0.9692) loss_fgl_dn_3: 0.9655 (0.9699) loss_fgl_dn_4: 0.9663 (0.9704) loss_fgl_dn_5: 0.9663 (0.9704) loss_giou: 0.4939 (0.5471) loss_giou_aux_0: 0.5200 (0.5718) loss_giou_aux_1: 0.5005 (0.5527) loss_giou_aux_2: 0.4962 (0.5482) loss_giou_aux_3: 0.4948 (0.5472) loss_giou_aux_4: 0.4939 (0.5471) loss_giou_dn_0: 0.5161 (0.5435) loss_giou_dn_1: 0.4036 (0.4311) loss_giou_dn_2: 0.3841 (0.4142) loss_giou_dn_3: 0.3792 (0.4093) loss_giou_dn_4: 0.3786 (0.4082) loss_giou_dn_5: 0.3787 (0.4082) loss_giou_dn_pre: 0.5151 (0.5430) loss_giou_enc_0: 0.6054 (0.6419) loss_giou_pre: 0.5166 (0.5704) loss_ddf_aux_0: 0.0517 (0.0507) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2425 (0.2468) loss_ddf_dn_1: 0.0315 (0.0334) loss_ddf_dn_2: 0.0061 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6318 (0.6332) loss_vfl_aux_0: 0.6924 (0.6986) loss_vfl_aux_1: 0.6794 (0.6765) loss_vfl_aux_2: 0.6673 (0.6595) loss_vfl_aux_3: 0.6391 (0.6439) loss_vfl_aux_4: 0.6266 (0.6353) loss_vfl_dn_0: 0.4780 (0.4805) loss_vfl_dn_1: 0.4054 (0.4098) loss_vfl_dn_2: 0.3894 (0.3934) loss_vfl_dn_3: 0.3815 (0.3853) loss_vfl_dn_4: 0.3777 (0.3826) loss_vfl_dn_5: 0.3766 (0.3821) loss_vfl_dn_pre: 0.4785 (0.4809) loss_vfl_enc_0: 0.7067 (0.7077) loss_vfl_pre: 0.6938 (0.7004) time: 0.7110 data: 0.0242 max mem: 9142 Epoch: [63] [2500/3696] eta: 0:15:15 lr: 0.000013 loss: 30.9524 (30.6072) loss_bbox: 0.1628 (0.1632) loss_bbox_aux_0: 0.1795 (0.1751) loss_bbox_aux_1: 0.1652 (0.1659) loss_bbox_aux_2: 0.1626 (0.1638) loss_bbox_aux_3: 0.1629 (0.1633) loss_bbox_aux_4: 0.1628 (0.1632) loss_bbox_dn_0: 0.2008 (0.2234) loss_bbox_dn_1: 0.1461 (0.1628) loss_bbox_dn_2: 0.1412 (0.1527) loss_bbox_dn_3: 0.1373 (0.1494) loss_bbox_dn_4: 0.1365 (0.1487) loss_bbox_dn_5: 0.1366 (0.1487) loss_bbox_dn_pre: 0.2056 (0.2295) loss_bbox_enc_0: 0.2086 (0.2066) loss_bbox_pre: 0.1787 (0.1753) loss_dfl: 0.9559 (0.9555) loss_fgl_aux_0: 0.9824 (0.9859) loss_fgl_aux_1: 0.9601 (0.9578) loss_fgl_aux_2: 0.9561 (0.9556) loss_fgl_aux_3: 0.9560 (0.9555) loss_fgl_aux_4: 0.9561 (0.9555) loss_fgl_dn_0: 1.0833 (1.0808) loss_fgl_dn_1: 0.9849 (0.9783) loss_fgl_dn_2: 0.9720 (0.9692) loss_fgl_dn_3: 0.9746 (0.9700) loss_fgl_dn_4: 0.9756 (0.9704) loss_fgl_dn_5: 0.9756 (0.9705) loss_giou: 0.5692 (0.5477) loss_giou_aux_0: 0.5952 (0.5724) loss_giou_aux_1: 0.5756 (0.5534) loss_giou_aux_2: 0.5710 (0.5489) loss_giou_aux_3: 0.5705 (0.5479) loss_giou_aux_4: 0.5694 (0.5477) loss_giou_dn_0: 0.5593 (0.5438) loss_giou_dn_1: 0.4446 (0.4314) loss_giou_dn_2: 0.4249 (0.4145) loss_giou_dn_3: 0.4161 (0.4096) loss_giou_dn_4: 0.4163 (0.4085) loss_giou_dn_5: 0.4163 (0.4085) loss_giou_dn_pre: 0.5578 (0.5433) loss_giou_enc_0: 0.6589 (0.6425) loss_giou_pre: 0.5935 (0.5710) loss_ddf_aux_0: 0.0466 (0.0507) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2307 (0.2468) loss_ddf_dn_1: 0.0301 (0.0333) loss_ddf_dn_2: 0.0066 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6376 (0.6334) loss_vfl_aux_0: 0.6801 (0.6988) loss_vfl_aux_1: 0.6611 (0.6766) loss_vfl_aux_2: 0.6522 (0.6596) loss_vfl_aux_3: 0.6350 (0.6441) loss_vfl_aux_4: 0.6346 (0.6355) loss_vfl_dn_0: 0.4747 (0.4805) loss_vfl_dn_1: 0.4131 (0.4098) loss_vfl_dn_2: 0.3966 (0.3934) loss_vfl_dn_3: 0.3907 (0.3854) loss_vfl_dn_4: 0.3898 (0.3826) loss_vfl_dn_5: 0.3900 (0.3822) loss_vfl_dn_pre: 0.4752 (0.4809) loss_vfl_enc_0: 0.6784 (0.7077) loss_vfl_pre: 0.6843 (0.7007) time: 0.7671 data: 0.0263 max mem: 9142 Epoch: [63] [2600/3696] eta: 0:14:00 lr: 0.000013 loss: 30.2765 (30.6080) loss_bbox: 0.1629 (0.1631) loss_bbox_aux_0: 0.1746 (0.1750) loss_bbox_aux_1: 0.1655 (0.1658) loss_bbox_aux_2: 0.1638 (0.1636) loss_bbox_aux_3: 0.1628 (0.1632) loss_bbox_aux_4: 0.1629 (0.1631) loss_bbox_dn_0: 0.2007 (0.2232) loss_bbox_dn_1: 0.1509 (0.1627) loss_bbox_dn_2: 0.1404 (0.1526) loss_bbox_dn_3: 0.1374 (0.1493) loss_bbox_dn_4: 0.1369 (0.1486) loss_bbox_dn_5: 0.1369 (0.1486) loss_bbox_dn_pre: 0.2102 (0.2293) loss_bbox_enc_0: 0.2090 (0.2064) loss_bbox_pre: 0.1765 (0.1752) loss_dfl: 0.9617 (0.9555) loss_fgl_aux_0: 0.9852 (0.9860) loss_fgl_aux_1: 0.9655 (0.9578) loss_fgl_aux_2: 0.9623 (0.9557) loss_fgl_aux_3: 0.9618 (0.9556) loss_fgl_aux_4: 0.9619 (0.9555) loss_fgl_dn_0: 1.0795 (1.0808) loss_fgl_dn_1: 0.9723 (0.9784) loss_fgl_dn_2: 0.9623 (0.9693) loss_fgl_dn_3: 0.9627 (0.9700) loss_fgl_dn_4: 0.9629 (0.9705) loss_fgl_dn_5: 0.9629 (0.9705) loss_giou: 0.5630 (0.5481) loss_giou_aux_0: 0.5883 (0.5728) loss_giou_aux_1: 0.5662 (0.5537) loss_giou_aux_2: 0.5663 (0.5492) loss_giou_aux_3: 0.5645 (0.5483) loss_giou_aux_4: 0.5634 (0.5481) loss_giou_dn_0: 0.5591 (0.5440) loss_giou_dn_1: 0.4501 (0.4316) loss_giou_dn_2: 0.4305 (0.4147) loss_giou_dn_3: 0.4224 (0.4098) loss_giou_dn_4: 0.4213 (0.4087) loss_giou_dn_5: 0.4212 (0.4087) loss_giou_dn_pre: 0.5597 (0.5435) loss_giou_enc_0: 0.6553 (0.6427) loss_giou_pre: 0.5892 (0.5714) loss_ddf_aux_0: 0.0494 (0.0506) loss_ddf_aux_1: 0.0077 (0.0073) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2467 (0.2468) loss_ddf_dn_1: 0.0328 (0.0334) loss_ddf_dn_2: 0.0075 (0.0075) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5969 (0.6332) loss_vfl_aux_0: 0.6455 (0.6985) loss_vfl_aux_1: 0.6340 (0.6762) loss_vfl_aux_2: 0.6210 (0.6593) loss_vfl_aux_3: 0.6106 (0.6438) loss_vfl_aux_4: 0.6012 (0.6353) loss_vfl_dn_0: 0.4798 (0.4805) loss_vfl_dn_1: 0.4074 (0.4099) loss_vfl_dn_2: 0.3943 (0.3935) loss_vfl_dn_3: 0.3861 (0.3854) loss_vfl_dn_4: 0.3806 (0.3827) loss_vfl_dn_5: 0.3797 (0.3822) loss_vfl_dn_pre: 0.4808 (0.4809) loss_vfl_enc_0: 0.6680 (0.7074) loss_vfl_pre: 0.6525 (0.7003) time: 0.8112 data: 0.0257 max mem: 9142 Epoch: [63] [2700/3696] eta: 0:12:42 lr: 0.000013 loss: 30.3949 (30.6066) loss_bbox: 0.1635 (0.1630) loss_bbox_aux_0: 0.1709 (0.1749) loss_bbox_aux_1: 0.1647 (0.1658) loss_bbox_aux_2: 0.1633 (0.1636) loss_bbox_aux_3: 0.1630 (0.1631) loss_bbox_aux_4: 0.1635 (0.1630) loss_bbox_dn_0: 0.2211 (0.2232) loss_bbox_dn_1: 0.1624 (0.1627) loss_bbox_dn_2: 0.1537 (0.1526) loss_bbox_dn_3: 0.1495 (0.1492) loss_bbox_dn_4: 0.1485 (0.1485) loss_bbox_dn_5: 0.1486 (0.1485) loss_bbox_dn_pre: 0.2267 (0.2292) loss_bbox_enc_0: 0.1945 (0.2063) loss_bbox_pre: 0.1714 (0.1751) loss_dfl: 0.9607 (0.9556) loss_fgl_aux_0: 0.9901 (0.9860) loss_fgl_aux_1: 0.9623 (0.9579) loss_fgl_aux_2: 0.9605 (0.9558) loss_fgl_aux_3: 0.9607 (0.9556) loss_fgl_aux_4: 0.9607 (0.9556) loss_fgl_dn_0: 1.0721 (1.0807) loss_fgl_dn_1: 0.9826 (0.9784) loss_fgl_dn_2: 0.9726 (0.9693) loss_fgl_dn_3: 0.9731 (0.9700) loss_fgl_dn_4: 0.9732 (0.9705) loss_fgl_dn_5: 0.9731 (0.9705) loss_giou: 0.5149 (0.5479) loss_giou_aux_0: 0.5375 (0.5725) loss_giou_aux_1: 0.5165 (0.5535) loss_giou_aux_2: 0.5165 (0.5490) loss_giou_aux_3: 0.5148 (0.5480) loss_giou_aux_4: 0.5150 (0.5479) loss_giou_dn_0: 0.5355 (0.5440) loss_giou_dn_1: 0.4275 (0.4316) loss_giou_dn_2: 0.4106 (0.4147) loss_giou_dn_3: 0.4052 (0.4097) loss_giou_dn_4: 0.4043 (0.4086) loss_giou_dn_5: 0.4043 (0.4086) loss_giou_dn_pre: 0.5347 (0.5435) loss_giou_enc_0: 0.5993 (0.6424) loss_giou_pre: 0.5352 (0.5711) loss_ddf_aux_0: 0.0493 (0.0506) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2451 (0.2466) loss_ddf_dn_1: 0.0333 (0.0334) loss_ddf_dn_2: 0.0073 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6356 (0.6335) loss_vfl_aux_0: 0.7026 (0.6987) loss_vfl_aux_1: 0.6789 (0.6765) loss_vfl_aux_2: 0.6539 (0.6595) loss_vfl_aux_3: 0.6512 (0.6441) loss_vfl_aux_4: 0.6396 (0.6355) loss_vfl_dn_0: 0.4814 (0.4804) loss_vfl_dn_1: 0.4122 (0.4099) loss_vfl_dn_2: 0.3969 (0.3935) loss_vfl_dn_3: 0.3884 (0.3854) loss_vfl_dn_4: 0.3863 (0.3827) loss_vfl_dn_5: 0.3853 (0.3822) loss_vfl_dn_pre: 0.4821 (0.4809) loss_vfl_enc_0: 0.7125 (0.7077) loss_vfl_pre: 0.7050 (0.7006) time: 0.7419 data: 0.0285 max mem: 9142 Epoch: [63] [2800/3696] eta: 0:11:25 lr: 0.000013 loss: 30.5166 (30.6082) loss_bbox: 0.1655 (0.1629) loss_bbox_aux_0: 0.1725 (0.1748) loss_bbox_aux_1: 0.1646 (0.1657) loss_bbox_aux_2: 0.1633 (0.1635) loss_bbox_aux_3: 0.1635 (0.1630) loss_bbox_aux_4: 0.1655 (0.1629) loss_bbox_dn_0: 0.2083 (0.2230) loss_bbox_dn_1: 0.1587 (0.1626) loss_bbox_dn_2: 0.1455 (0.1525) loss_bbox_dn_3: 0.1411 (0.1492) loss_bbox_dn_4: 0.1407 (0.1485) loss_bbox_dn_5: 0.1408 (0.1485) loss_bbox_dn_pre: 0.2130 (0.2291) loss_bbox_enc_0: 0.1947 (0.2062) loss_bbox_pre: 0.1730 (0.1750) loss_dfl: 0.9545 (0.9558) loss_fgl_aux_0: 0.9921 (0.9862) loss_fgl_aux_1: 0.9585 (0.9581) loss_fgl_aux_2: 0.9545 (0.9560) loss_fgl_aux_3: 0.9550 (0.9558) loss_fgl_aux_4: 0.9545 (0.9558) loss_fgl_dn_0: 1.0829 (1.0807) loss_fgl_dn_1: 0.9876 (0.9784) loss_fgl_dn_2: 0.9824 (0.9693) loss_fgl_dn_3: 0.9837 (0.9700) loss_fgl_dn_4: 0.9845 (0.9705) loss_fgl_dn_5: 0.9845 (0.9705) loss_giou: 0.5571 (0.5479) loss_giou_aux_0: 0.5800 (0.5726) loss_giou_aux_1: 0.5597 (0.5535) loss_giou_aux_2: 0.5557 (0.5490) loss_giou_aux_3: 0.5569 (0.5480) loss_giou_aux_4: 0.5572 (0.5479) loss_giou_dn_0: 0.5446 (0.5440) loss_giou_dn_1: 0.4328 (0.4317) loss_giou_dn_2: 0.4188 (0.4147) loss_giou_dn_3: 0.4157 (0.4098) loss_giou_dn_4: 0.4137 (0.4087) loss_giou_dn_5: 0.4136 (0.4087) loss_giou_dn_pre: 0.5462 (0.5434) loss_giou_enc_0: 0.6624 (0.6425) loss_giou_pre: 0.5771 (0.5712) loss_ddf_aux_0: 0.0514 (0.0506) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2346 (0.2465) loss_ddf_dn_1: 0.0318 (0.0334) loss_ddf_dn_2: 0.0067 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6152 (0.6337) loss_vfl_aux_0: 0.6895 (0.6987) loss_vfl_aux_1: 0.6713 (0.6766) loss_vfl_aux_2: 0.6497 (0.6597) loss_vfl_aux_3: 0.6315 (0.6443) loss_vfl_aux_4: 0.6251 (0.6357) loss_vfl_dn_0: 0.4816 (0.4804) loss_vfl_dn_1: 0.4094 (0.4099) loss_vfl_dn_2: 0.3934 (0.3935) loss_vfl_dn_3: 0.3872 (0.3854) loss_vfl_dn_4: 0.3854 (0.3827) loss_vfl_dn_5: 0.3850 (0.3822) loss_vfl_dn_pre: 0.4819 (0.4808) loss_vfl_enc_0: 0.6848 (0.7077) loss_vfl_pre: 0.6936 (0.7006) time: 0.7353 data: 0.0288 max mem: 9142 Epoch: [63] [2900/3696] eta: 0:10:09 lr: 0.000013 loss: 29.6901 (30.6040) loss_bbox: 0.1545 (0.1629) loss_bbox_aux_0: 0.1666 (0.1748) loss_bbox_aux_1: 0.1571 (0.1657) loss_bbox_aux_2: 0.1570 (0.1635) loss_bbox_aux_3: 0.1555 (0.1630) loss_bbox_aux_4: 0.1548 (0.1630) loss_bbox_dn_0: 0.2122 (0.2231) loss_bbox_dn_1: 0.1569 (0.1627) loss_bbox_dn_2: 0.1480 (0.1526) loss_bbox_dn_3: 0.1470 (0.1493) loss_bbox_dn_4: 0.1472 (0.1486) loss_bbox_dn_5: 0.1472 (0.1486) loss_bbox_dn_pre: 0.2175 (0.2292) loss_bbox_enc_0: 0.2014 (0.2063) loss_bbox_pre: 0.1675 (0.1750) loss_dfl: 0.9581 (0.9559) loss_fgl_aux_0: 0.9903 (0.9863) loss_fgl_aux_1: 0.9619 (0.9581) loss_fgl_aux_2: 0.9589 (0.9560) loss_fgl_aux_3: 0.9577 (0.9559) loss_fgl_aux_4: 0.9579 (0.9559) loss_fgl_dn_0: 1.0830 (1.0807) loss_fgl_dn_1: 0.9720 (0.9784) loss_fgl_dn_2: 0.9628 (0.9693) loss_fgl_dn_3: 0.9635 (0.9700) loss_fgl_dn_4: 0.9637 (0.9705) loss_fgl_dn_5: 0.9638 (0.9705) loss_giou: 0.5013 (0.5475) loss_giou_aux_0: 0.5270 (0.5721) loss_giou_aux_1: 0.5064 (0.5531) loss_giou_aux_2: 0.5019 (0.5486) loss_giou_aux_3: 0.5012 (0.5476) loss_giou_aux_4: 0.5013 (0.5475) loss_giou_dn_0: 0.5086 (0.5437) loss_giou_dn_1: 0.3987 (0.4314) loss_giou_dn_2: 0.3875 (0.4145) loss_giou_dn_3: 0.3845 (0.4095) loss_giou_dn_4: 0.3828 (0.4084) loss_giou_dn_5: 0.3827 (0.4084) loss_giou_dn_pre: 0.5094 (0.5432) loss_giou_enc_0: 0.6012 (0.6420) loss_giou_pre: 0.5301 (0.5707) loss_ddf_aux_0: 0.0488 (0.0505) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0013 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2386 (0.2464) loss_ddf_dn_1: 0.0323 (0.0334) loss_ddf_dn_2: 0.0069 (0.0075) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6647 (0.6337) loss_vfl_aux_0: 0.7238 (0.6989) loss_vfl_aux_1: 0.7038 (0.6767) loss_vfl_aux_2: 0.6929 (0.6598) loss_vfl_aux_3: 0.6747 (0.6444) loss_vfl_aux_4: 0.6593 (0.6358) loss_vfl_dn_0: 0.4800 (0.4804) loss_vfl_dn_1: 0.4074 (0.4098) loss_vfl_dn_2: 0.3873 (0.3934) loss_vfl_dn_3: 0.3822 (0.3854) loss_vfl_dn_4: 0.3798 (0.3826) loss_vfl_dn_5: 0.3791 (0.3822) loss_vfl_dn_pre: 0.4793 (0.4808) loss_vfl_enc_0: 0.7267 (0.7078) loss_vfl_pre: 0.7271 (0.7007) time: 0.7505 data: 0.0289 max mem: 9142 Epoch: [63] [3000/3696] eta: 0:08:52 lr: 0.000013 loss: 30.5604 (30.6125) loss_bbox: 0.1465 (0.1629) loss_bbox_aux_0: 0.1567 (0.1748) loss_bbox_aux_1: 0.1480 (0.1656) loss_bbox_aux_2: 0.1452 (0.1635) loss_bbox_aux_3: 0.1467 (0.1630) loss_bbox_aux_4: 0.1466 (0.1629) loss_bbox_dn_0: 0.2074 (0.2230) loss_bbox_dn_1: 0.1505 (0.1626) loss_bbox_dn_2: 0.1389 (0.1525) loss_bbox_dn_3: 0.1327 (0.1492) loss_bbox_dn_4: 0.1307 (0.1485) loss_bbox_dn_5: 0.1307 (0.1485) loss_bbox_dn_pre: 0.2104 (0.2291) loss_bbox_enc_0: 0.1894 (0.2062) loss_bbox_pre: 0.1594 (0.1750) loss_dfl: 0.9524 (0.9558) loss_fgl_aux_0: 0.9745 (0.9862) loss_fgl_aux_1: 0.9521 (0.9581) loss_fgl_aux_2: 0.9519 (0.9560) loss_fgl_aux_3: 0.9522 (0.9559) loss_fgl_aux_4: 0.9523 (0.9558) loss_fgl_dn_0: 1.0881 (1.0807) loss_fgl_dn_1: 0.9817 (0.9785) loss_fgl_dn_2: 0.9742 (0.9694) loss_fgl_dn_3: 0.9751 (0.9701) loss_fgl_dn_4: 0.9757 (0.9706) loss_fgl_dn_5: 0.9758 (0.9706) loss_giou: 0.5689 (0.5481) loss_giou_aux_0: 0.5908 (0.5727) loss_giou_aux_1: 0.5744 (0.5537) loss_giou_aux_2: 0.5721 (0.5492) loss_giou_aux_3: 0.5695 (0.5482) loss_giou_aux_4: 0.5689 (0.5481) loss_giou_dn_0: 0.5479 (0.5442) loss_giou_dn_1: 0.4386 (0.4318) loss_giou_dn_2: 0.4272 (0.4149) loss_giou_dn_3: 0.4177 (0.4099) loss_giou_dn_4: 0.4155 (0.4088) loss_giou_dn_5: 0.4154 (0.4088) loss_giou_dn_pre: 0.5455 (0.5437) loss_giou_enc_0: 0.6664 (0.6426) loss_giou_pre: 0.5899 (0.5713) loss_ddf_aux_0: 0.0494 (0.0505) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2400 (0.2464) loss_ddf_dn_1: 0.0311 (0.0334) loss_ddf_dn_2: 0.0078 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6345 (0.6339) loss_vfl_aux_0: 0.6966 (0.6990) loss_vfl_aux_1: 0.6752 (0.6768) loss_vfl_aux_2: 0.6539 (0.6599) loss_vfl_aux_3: 0.6466 (0.6446) loss_vfl_aux_4: 0.6387 (0.6360) loss_vfl_dn_0: 0.4799 (0.4804) loss_vfl_dn_1: 0.4087 (0.4099) loss_vfl_dn_2: 0.3936 (0.3935) loss_vfl_dn_3: 0.3866 (0.3855) loss_vfl_dn_4: 0.3811 (0.3827) loss_vfl_dn_5: 0.3815 (0.3823) loss_vfl_dn_pre: 0.4796 (0.4808) loss_vfl_enc_0: 0.7014 (0.7077) loss_vfl_pre: 0.6977 (0.7009) time: 0.7436 data: 0.0307 max mem: 9142 Epoch: [63] [3100/3696] eta: 0:07:36 lr: 0.000013 loss: 30.8799 (30.6170) loss_bbox: 0.1625 (0.1630) loss_bbox_aux_0: 0.1776 (0.1748) loss_bbox_aux_1: 0.1654 (0.1657) loss_bbox_aux_2: 0.1625 (0.1635) loss_bbox_aux_3: 0.1624 (0.1631) loss_bbox_aux_4: 0.1625 (0.1630) loss_bbox_dn_0: 0.2278 (0.2231) loss_bbox_dn_1: 0.1580 (0.1627) loss_bbox_dn_2: 0.1496 (0.1526) loss_bbox_dn_3: 0.1466 (0.1493) loss_bbox_dn_4: 0.1462 (0.1486) loss_bbox_dn_5: 0.1462 (0.1486) loss_bbox_dn_pre: 0.2359 (0.2291) loss_bbox_enc_0: 0.2014 (0.2062) loss_bbox_pre: 0.1772 (0.1751) loss_dfl: 0.9421 (0.9560) loss_fgl_aux_0: 0.9689 (0.9864) loss_fgl_aux_1: 0.9438 (0.9582) loss_fgl_aux_2: 0.9432 (0.9561) loss_fgl_aux_3: 0.9426 (0.9560) loss_fgl_aux_4: 0.9421 (0.9560) loss_fgl_dn_0: 1.0724 (1.0807) loss_fgl_dn_1: 0.9690 (0.9785) loss_fgl_dn_2: 0.9596 (0.9694) loss_fgl_dn_3: 0.9599 (0.9701) loss_fgl_dn_4: 0.9608 (0.9706) loss_fgl_dn_5: 0.9608 (0.9706) loss_giou: 0.5751 (0.5481) loss_giou_aux_0: 0.5993 (0.5727) loss_giou_aux_1: 0.5820 (0.5537) loss_giou_aux_2: 0.5752 (0.5492) loss_giou_aux_3: 0.5771 (0.5482) loss_giou_aux_4: 0.5753 (0.5481) loss_giou_dn_0: 0.5670 (0.5443) loss_giou_dn_1: 0.4580 (0.4319) loss_giou_dn_2: 0.4373 (0.4150) loss_giou_dn_3: 0.4342 (0.4100) loss_giou_dn_4: 0.4323 (0.4089) loss_giou_dn_5: 0.4322 (0.4089) loss_giou_dn_pre: 0.5654 (0.5438) loss_giou_enc_0: 0.6750 (0.6426) loss_giou_pre: 0.5995 (0.5713) loss_ddf_aux_0: 0.0516 (0.0505) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2460 (0.2461) loss_ddf_dn_1: 0.0328 (0.0334) loss_ddf_dn_2: 0.0072 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6239 (0.6340) loss_vfl_aux_0: 0.6899 (0.6991) loss_vfl_aux_1: 0.6743 (0.6771) loss_vfl_aux_2: 0.6624 (0.6601) loss_vfl_aux_3: 0.6340 (0.6448) loss_vfl_aux_4: 0.6254 (0.6362) loss_vfl_dn_0: 0.4773 (0.4804) loss_vfl_dn_1: 0.4097 (0.4099) loss_vfl_dn_2: 0.3956 (0.3935) loss_vfl_dn_3: 0.3875 (0.3855) loss_vfl_dn_4: 0.3855 (0.3828) loss_vfl_dn_5: 0.3855 (0.3823) loss_vfl_dn_pre: 0.4775 (0.4809) loss_vfl_enc_0: 0.6932 (0.7078) loss_vfl_pre: 0.6981 (0.7010) time: 0.8926 data: 0.0230 max mem: 9142 Epoch: [63] [3200/3696] eta: 0:06:19 lr: 0.000013 loss: 30.4459 (30.6108) loss_bbox: 0.1553 (0.1629) loss_bbox_aux_0: 0.1712 (0.1747) loss_bbox_aux_1: 0.1602 (0.1656) loss_bbox_aux_2: 0.1592 (0.1635) loss_bbox_aux_3: 0.1572 (0.1630) loss_bbox_aux_4: 0.1553 (0.1629) loss_bbox_dn_0: 0.2257 (0.2231) loss_bbox_dn_1: 0.1677 (0.1627) loss_bbox_dn_2: 0.1547 (0.1526) loss_bbox_dn_3: 0.1502 (0.1493) loss_bbox_dn_4: 0.1492 (0.1486) loss_bbox_dn_5: 0.1493 (0.1486) loss_bbox_dn_pre: 0.2317 (0.2292) loss_bbox_enc_0: 0.2061 (0.2061) loss_bbox_pre: 0.1727 (0.1750) loss_dfl: 0.9614 (0.9560) loss_fgl_aux_0: 0.9946 (0.9865) loss_fgl_aux_1: 0.9649 (0.9583) loss_fgl_aux_2: 0.9620 (0.9562) loss_fgl_aux_3: 0.9618 (0.9560) loss_fgl_aux_4: 0.9614 (0.9560) loss_fgl_dn_0: 1.0803 (1.0807) loss_fgl_dn_1: 0.9882 (0.9784) loss_fgl_dn_2: 0.9811 (0.9694) loss_fgl_dn_3: 0.9830 (0.9701) loss_fgl_dn_4: 0.9837 (0.9706) loss_fgl_dn_5: 0.9837 (0.9706) loss_giou: 0.5306 (0.5476) loss_giou_aux_0: 0.5452 (0.5722) loss_giou_aux_1: 0.5347 (0.5532) loss_giou_aux_2: 0.5304 (0.5487) loss_giou_aux_3: 0.5304 (0.5477) loss_giou_aux_4: 0.5305 (0.5476) loss_giou_dn_0: 0.5473 (0.5440) loss_giou_dn_1: 0.4331 (0.4317) loss_giou_dn_2: 0.4144 (0.4148) loss_giou_dn_3: 0.4077 (0.4098) loss_giou_dn_4: 0.4074 (0.4087) loss_giou_dn_5: 0.4075 (0.4087) loss_giou_dn_pre: 0.5478 (0.5435) loss_giou_enc_0: 0.6244 (0.6421) loss_giou_pre: 0.5449 (0.5708) loss_ddf_aux_0: 0.0547 (0.0506) loss_ddf_aux_1: 0.0077 (0.0073) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2594 (0.2462) loss_ddf_dn_1: 0.0355 (0.0334) loss_ddf_dn_2: 0.0075 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6282 (0.6340) loss_vfl_aux_0: 0.6928 (0.6991) loss_vfl_aux_1: 0.6588 (0.6771) loss_vfl_aux_2: 0.6514 (0.6601) loss_vfl_aux_3: 0.6428 (0.6448) loss_vfl_aux_4: 0.6310 (0.6361) loss_vfl_dn_0: 0.4801 (0.4804) loss_vfl_dn_1: 0.4114 (0.4099) loss_vfl_dn_2: 0.3984 (0.3935) loss_vfl_dn_3: 0.3907 (0.3855) loss_vfl_dn_4: 0.3878 (0.3828) loss_vfl_dn_5: 0.3878 (0.3823) loss_vfl_dn_pre: 0.4805 (0.4809) loss_vfl_enc_0: 0.7069 (0.7079) loss_vfl_pre: 0.6979 (0.7011) time: 0.7506 data: 0.0297 max mem: 9142 Epoch: [63] [3300/3696] eta: 0:05:03 lr: 0.000013 loss: 30.1270 (30.6156) loss_bbox: 0.1470 (0.1630) loss_bbox_aux_0: 0.1634 (0.1748) loss_bbox_aux_1: 0.1501 (0.1657) loss_bbox_aux_2: 0.1470 (0.1635) loss_bbox_aux_3: 0.1468 (0.1631) loss_bbox_aux_4: 0.1470 (0.1630) loss_bbox_dn_0: 0.2159 (0.2232) loss_bbox_dn_1: 0.1502 (0.1629) loss_bbox_dn_2: 0.1389 (0.1527) loss_bbox_dn_3: 0.1372 (0.1494) loss_bbox_dn_4: 0.1352 (0.1487) loss_bbox_dn_5: 0.1352 (0.1487) loss_bbox_dn_pre: 0.2215 (0.2293) loss_bbox_enc_0: 0.1884 (0.2062) loss_bbox_pre: 0.1636 (0.1750) loss_dfl: 0.9746 (0.9560) loss_fgl_aux_0: 1.0013 (0.9865) loss_fgl_aux_1: 0.9764 (0.9583) loss_fgl_aux_2: 0.9741 (0.9562) loss_fgl_aux_3: 0.9741 (0.9561) loss_fgl_aux_4: 0.9743 (0.9560) loss_fgl_dn_0: 1.0812 (1.0807) loss_fgl_dn_1: 0.9822 (0.9784) loss_fgl_dn_2: 0.9716 (0.9694) loss_fgl_dn_3: 0.9721 (0.9701) loss_fgl_dn_4: 0.9720 (0.9706) loss_fgl_dn_5: 0.9720 (0.9706) loss_giou: 0.5139 (0.5476) loss_giou_aux_0: 0.5374 (0.5722) loss_giou_aux_1: 0.5200 (0.5532) loss_giou_aux_2: 0.5175 (0.5487) loss_giou_aux_3: 0.5155 (0.5478) loss_giou_aux_4: 0.5138 (0.5476) loss_giou_dn_0: 0.5318 (0.5440) loss_giou_dn_1: 0.4268 (0.4318) loss_giou_dn_2: 0.4076 (0.4149) loss_giou_dn_3: 0.4031 (0.4099) loss_giou_dn_4: 0.4022 (0.4088) loss_giou_dn_5: 0.4022 (0.4088) loss_giou_dn_pre: 0.5328 (0.5435) loss_giou_enc_0: 0.6012 (0.6420) loss_giou_pre: 0.5355 (0.5708) loss_ddf_aux_0: 0.0477 (0.0506) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2422 (0.2463) loss_ddf_dn_1: 0.0323 (0.0334) loss_ddf_dn_2: 0.0066 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6292 (0.6343) loss_vfl_aux_0: 0.6941 (0.6993) loss_vfl_aux_1: 0.6647 (0.6773) loss_vfl_aux_2: 0.6508 (0.6604) loss_vfl_aux_3: 0.6415 (0.6451) loss_vfl_aux_4: 0.6350 (0.6364) loss_vfl_dn_0: 0.4796 (0.4805) loss_vfl_dn_1: 0.4110 (0.4099) loss_vfl_dn_2: 0.3965 (0.3936) loss_vfl_dn_3: 0.3871 (0.3855) loss_vfl_dn_4: 0.3832 (0.3828) loss_vfl_dn_5: 0.3828 (0.3824) loss_vfl_dn_pre: 0.4798 (0.4809) loss_vfl_enc_0: 0.7083 (0.7080) loss_vfl_pre: 0.6902 (0.7013) time: 0.8105 data: 0.0302 max mem: 9142 Epoch: [63] [3400/3696] eta: 0:03:46 lr: 0.000013 loss: 30.6831 (30.6105) loss_bbox: 0.1656 (0.1630) loss_bbox_aux_0: 0.1753 (0.1748) loss_bbox_aux_1: 0.1679 (0.1657) loss_bbox_aux_2: 0.1673 (0.1635) loss_bbox_aux_3: 0.1658 (0.1631) loss_bbox_aux_4: 0.1657 (0.1630) loss_bbox_dn_0: 0.2306 (0.2234) loss_bbox_dn_1: 0.1669 (0.1630) loss_bbox_dn_2: 0.1535 (0.1528) loss_bbox_dn_3: 0.1486 (0.1495) loss_bbox_dn_4: 0.1473 (0.1488) loss_bbox_dn_5: 0.1473 (0.1488) loss_bbox_dn_pre: 0.2365 (0.2295) loss_bbox_enc_0: 0.2068 (0.2062) loss_bbox_pre: 0.1749 (0.1750) loss_dfl: 0.9416 (0.9558) loss_fgl_aux_0: 0.9880 (0.9864) loss_fgl_aux_1: 0.9449 (0.9581) loss_fgl_aux_2: 0.9415 (0.9560) loss_fgl_aux_3: 0.9419 (0.9559) loss_fgl_aux_4: 0.9415 (0.9558) loss_fgl_dn_0: 1.0812 (1.0806) loss_fgl_dn_1: 0.9777 (0.9783) loss_fgl_dn_2: 0.9687 (0.9692) loss_fgl_dn_3: 0.9688 (0.9699) loss_fgl_dn_4: 0.9697 (0.9704) loss_fgl_dn_5: 0.9697 (0.9704) loss_giou: 0.5546 (0.5473) loss_giou_aux_0: 0.5897 (0.5719) loss_giou_aux_1: 0.5624 (0.5529) loss_giou_aux_2: 0.5551 (0.5484) loss_giou_aux_3: 0.5538 (0.5474) loss_giou_aux_4: 0.5544 (0.5473) loss_giou_dn_0: 0.5573 (0.5438) loss_giou_dn_1: 0.4380 (0.4316) loss_giou_dn_2: 0.4153 (0.4146) loss_giou_dn_3: 0.4137 (0.4097) loss_giou_dn_4: 0.4113 (0.4086) loss_giou_dn_5: 0.4112 (0.4086) loss_giou_dn_pre: 0.5545 (0.5433) loss_giou_enc_0: 0.6551 (0.6417) loss_giou_pre: 0.5885 (0.5705) loss_ddf_aux_0: 0.0492 (0.0507) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2383 (0.2465) loss_ddf_dn_1: 0.0321 (0.0334) loss_ddf_dn_2: 0.0072 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6118 (0.6344) loss_vfl_aux_0: 0.6776 (0.6995) loss_vfl_aux_1: 0.6478 (0.6774) loss_vfl_aux_2: 0.6296 (0.6605) loss_vfl_aux_3: 0.6309 (0.6452) loss_vfl_aux_4: 0.6135 (0.6364) loss_vfl_dn_0: 0.4836 (0.4805) loss_vfl_dn_1: 0.4143 (0.4099) loss_vfl_dn_2: 0.4000 (0.3935) loss_vfl_dn_3: 0.3861 (0.3855) loss_vfl_dn_4: 0.3845 (0.3828) loss_vfl_dn_5: 0.3850 (0.3823) loss_vfl_dn_pre: 0.4832 (0.4809) loss_vfl_enc_0: 0.6954 (0.7081) loss_vfl_pre: 0.6846 (0.7014) time: 0.7450 data: 0.0281 max mem: 9142 Epoch: [63] [3500/3696] eta: 0:02:29 lr: 0.000013 loss: 31.0238 (30.6200) loss_bbox: 0.1604 (0.1631) loss_bbox_aux_0: 0.1748 (0.1749) loss_bbox_aux_1: 0.1610 (0.1658) loss_bbox_aux_2: 0.1605 (0.1636) loss_bbox_aux_3: 0.1601 (0.1632) loss_bbox_aux_4: 0.1604 (0.1631) loss_bbox_dn_0: 0.2280 (0.2235) loss_bbox_dn_1: 0.1681 (0.1630) loss_bbox_dn_2: 0.1617 (0.1529) loss_bbox_dn_3: 0.1557 (0.1496) loss_bbox_dn_4: 0.1547 (0.1489) loss_bbox_dn_5: 0.1547 (0.1489) loss_bbox_dn_pre: 0.2318 (0.2295) loss_bbox_enc_0: 0.2050 (0.2064) loss_bbox_pre: 0.1725 (0.1751) loss_dfl: 0.9716 (0.9560) loss_fgl_aux_0: 1.0005 (0.9865) loss_fgl_aux_1: 0.9737 (0.9582) loss_fgl_aux_2: 0.9706 (0.9561) loss_fgl_aux_3: 0.9712 (0.9560) loss_fgl_aux_4: 0.9714 (0.9560) loss_fgl_dn_0: 1.0885 (1.0807) loss_fgl_dn_1: 0.9913 (0.9784) loss_fgl_dn_2: 0.9834 (0.9694) loss_fgl_dn_3: 0.9832 (0.9701) loss_fgl_dn_4: 0.9838 (0.9706) loss_fgl_dn_5: 0.9838 (0.9706) loss_giou: 0.5284 (0.5474) loss_giou_aux_0: 0.5467 (0.5720) loss_giou_aux_1: 0.5331 (0.5531) loss_giou_aux_2: 0.5291 (0.5486) loss_giou_aux_3: 0.5283 (0.5476) loss_giou_aux_4: 0.5279 (0.5474) loss_giou_dn_0: 0.5179 (0.5440) loss_giou_dn_1: 0.4112 (0.4319) loss_giou_dn_2: 0.3945 (0.4150) loss_giou_dn_3: 0.3921 (0.4100) loss_giou_dn_4: 0.3906 (0.4089) loss_giou_dn_5: 0.3906 (0.4089) loss_giou_dn_pre: 0.5157 (0.5435) loss_giou_enc_0: 0.6049 (0.6418) loss_giou_pre: 0.5459 (0.5707) loss_ddf_aux_0: 0.0557 (0.0507) loss_ddf_aux_1: 0.0076 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2579 (0.2466) loss_ddf_dn_1: 0.0354 (0.0335) loss_ddf_dn_2: 0.0080 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6638 (0.6346) loss_vfl_aux_0: 0.7092 (0.6996) loss_vfl_aux_1: 0.6998 (0.6776) loss_vfl_aux_2: 0.6853 (0.6608) loss_vfl_aux_3: 0.6691 (0.6455) loss_vfl_aux_4: 0.6585 (0.6367) loss_vfl_dn_0: 0.4879 (0.4805) loss_vfl_dn_1: 0.4168 (0.4101) loss_vfl_dn_2: 0.3996 (0.3937) loss_vfl_dn_3: 0.3917 (0.3857) loss_vfl_dn_4: 0.3892 (0.3829) loss_vfl_dn_5: 0.3879 (0.3825) loss_vfl_dn_pre: 0.4882 (0.4810) loss_vfl_enc_0: 0.7244 (0.7083) loss_vfl_pre: 0.7123 (0.7016) time: 0.7493 data: 0.0290 max mem: 9142 Epoch: [63] [3600/3696] eta: 0:01:13 lr: 0.000013 loss: 30.1409 (30.6180) loss_bbox: 0.1573 (0.1630) loss_bbox_aux_0: 0.1701 (0.1749) loss_bbox_aux_1: 0.1580 (0.1658) loss_bbox_aux_2: 0.1567 (0.1636) loss_bbox_aux_3: 0.1566 (0.1631) loss_bbox_aux_4: 0.1573 (0.1631) loss_bbox_dn_0: 0.2174 (0.2235) loss_bbox_dn_1: 0.1570 (0.1630) loss_bbox_dn_2: 0.1453 (0.1529) loss_bbox_dn_3: 0.1453 (0.1496) loss_bbox_dn_4: 0.1456 (0.1489) loss_bbox_dn_5: 0.1455 (0.1489) loss_bbox_dn_pre: 0.2268 (0.2296) loss_bbox_enc_0: 0.1939 (0.2064) loss_bbox_pre: 0.1719 (0.1751) loss_dfl: 0.9645 (0.9563) loss_fgl_aux_0: 0.9889 (0.9867) loss_fgl_aux_1: 0.9664 (0.9585) loss_fgl_aux_2: 0.9655 (0.9564) loss_fgl_aux_3: 0.9644 (0.9563) loss_fgl_aux_4: 0.9644 (0.9563) loss_fgl_dn_0: 1.0723 (1.0807) loss_fgl_dn_1: 0.9771 (0.9784) loss_fgl_dn_2: 0.9677 (0.9694) loss_fgl_dn_3: 0.9672 (0.9701) loss_fgl_dn_4: 0.9681 (0.9706) loss_fgl_dn_5: 0.9681 (0.9706) loss_giou: 0.5317 (0.5467) loss_giou_aux_0: 0.5504 (0.5714) loss_giou_aux_1: 0.5358 (0.5524) loss_giou_aux_2: 0.5334 (0.5479) loss_giou_aux_3: 0.5318 (0.5469) loss_giou_aux_4: 0.5316 (0.5467) loss_giou_dn_0: 0.5317 (0.5437) loss_giou_dn_1: 0.4171 (0.4316) loss_giou_dn_2: 0.4058 (0.4147) loss_giou_dn_3: 0.4009 (0.4097) loss_giou_dn_4: 0.3995 (0.4086) loss_giou_dn_5: 0.3995 (0.4086) loss_giou_dn_pre: 0.5286 (0.5432) loss_giou_enc_0: 0.6046 (0.6412) loss_giou_pre: 0.5481 (0.5700) loss_ddf_aux_0: 0.0513 (0.0508) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2384 (0.2468) loss_ddf_dn_1: 0.0299 (0.0335) loss_ddf_dn_2: 0.0068 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6601 (0.6351) loss_vfl_aux_0: 0.7141 (0.7000) loss_vfl_aux_1: 0.6897 (0.6781) loss_vfl_aux_2: 0.6818 (0.6614) loss_vfl_aux_3: 0.6655 (0.6460) loss_vfl_aux_4: 0.6641 (0.6371) loss_vfl_dn_0: 0.4788 (0.4806) loss_vfl_dn_1: 0.4074 (0.4100) loss_vfl_dn_2: 0.3910 (0.3937) loss_vfl_dn_3: 0.3814 (0.3856) loss_vfl_dn_4: 0.3778 (0.3829) loss_vfl_dn_5: 0.3774 (0.3824) loss_vfl_dn_pre: 0.4785 (0.4810) loss_vfl_enc_0: 0.7117 (0.7088) loss_vfl_pre: 0.7077 (0.7020) time: 0.7705 data: 0.0320 max mem: 9142 Epoch: [63] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 30.0153 (30.6141) loss_bbox: 0.1506 (0.1631) loss_bbox_aux_0: 0.1607 (0.1750) loss_bbox_aux_1: 0.1550 (0.1658) loss_bbox_aux_2: 0.1510 (0.1637) loss_bbox_aux_3: 0.1505 (0.1632) loss_bbox_aux_4: 0.1506 (0.1631) loss_bbox_dn_0: 0.1939 (0.2236) loss_bbox_dn_1: 0.1420 (0.1631) loss_bbox_dn_2: 0.1342 (0.1530) loss_bbox_dn_3: 0.1325 (0.1497) loss_bbox_dn_4: 0.1323 (0.1490) loss_bbox_dn_5: 0.1323 (0.1490) loss_bbox_dn_pre: 0.1954 (0.2297) loss_bbox_enc_0: 0.1937 (0.2065) loss_bbox_pre: 0.1614 (0.1752) loss_dfl: 0.9589 (0.9563) loss_fgl_aux_0: 0.9905 (0.9868) loss_fgl_aux_1: 0.9591 (0.9586) loss_fgl_aux_2: 0.9583 (0.9565) loss_fgl_aux_3: 0.9586 (0.9563) loss_fgl_aux_4: 0.9588 (0.9563) loss_fgl_dn_0: 1.0840 (1.0806) loss_fgl_dn_1: 0.9738 (0.9783) loss_fgl_dn_2: 0.9674 (0.9693) loss_fgl_dn_3: 0.9703 (0.9700) loss_fgl_dn_4: 0.9713 (0.9705) loss_fgl_dn_5: 0.9713 (0.9705) loss_giou: 0.5455 (0.5463) loss_giou_aux_0: 0.5714 (0.5710) loss_giou_aux_1: 0.5502 (0.5519) loss_giou_aux_2: 0.5437 (0.5474) loss_giou_aux_3: 0.5456 (0.5465) loss_giou_aux_4: 0.5454 (0.5463) loss_giou_dn_0: 0.5268 (0.5435) loss_giou_dn_1: 0.4093 (0.4314) loss_giou_dn_2: 0.3935 (0.4145) loss_giou_dn_3: 0.3880 (0.4095) loss_giou_dn_4: 0.3881 (0.4084) loss_giou_dn_5: 0.3880 (0.4084) loss_giou_dn_pre: 0.5261 (0.5430) loss_giou_enc_0: 0.6318 (0.6407) loss_giou_pre: 0.5670 (0.5696) loss_ddf_aux_0: 0.0453 (0.0508) loss_ddf_aux_1: 0.0066 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2432 (0.2468) loss_ddf_dn_1: 0.0318 (0.0334) loss_ddf_dn_2: 0.0059 (0.0075) loss_ddf_dn_3: 0.0005 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.5950 (0.6351) loss_vfl_aux_0: 0.6735 (0.7001) loss_vfl_aux_1: 0.6465 (0.6782) loss_vfl_aux_2: 0.6293 (0.6615) loss_vfl_aux_3: 0.6099 (0.6460) loss_vfl_aux_4: 0.5966 (0.6371) loss_vfl_dn_0: 0.4760 (0.4805) loss_vfl_dn_1: 0.4052 (0.4099) loss_vfl_dn_2: 0.3867 (0.3936) loss_vfl_dn_3: 0.3813 (0.3855) loss_vfl_dn_4: 0.3786 (0.3828) loss_vfl_dn_5: 0.3797 (0.3823) loss_vfl_dn_pre: 0.4772 (0.4809) loss_vfl_enc_0: 0.6893 (0.7089) loss_vfl_pre: 0.6768 (0.7021) time: 0.7607 data: 0.0286 max mem: 9142 Epoch: [63] Total time: 0:47:05 (0.7645 s / it) Averaged stats: lr: 0.000013 loss: 30.0153 (30.6141) loss_bbox: 0.1506 (0.1631) loss_bbox_aux_0: 0.1607 (0.1750) loss_bbox_aux_1: 0.1550 (0.1658) loss_bbox_aux_2: 0.1510 (0.1637) loss_bbox_aux_3: 0.1505 (0.1632) loss_bbox_aux_4: 0.1506 (0.1631) loss_bbox_dn_0: 0.1939 (0.2236) loss_bbox_dn_1: 0.1420 (0.1631) loss_bbox_dn_2: 0.1342 (0.1530) loss_bbox_dn_3: 0.1325 (0.1497) loss_bbox_dn_4: 0.1323 (0.1490) loss_bbox_dn_5: 0.1323 (0.1490) loss_bbox_dn_pre: 0.1954 (0.2297) loss_bbox_enc_0: 0.1937 (0.2065) loss_bbox_pre: 0.1614 (0.1752) loss_dfl: 0.9589 (0.9563) loss_fgl_aux_0: 0.9905 (0.9868) loss_fgl_aux_1: 0.9591 (0.9586) loss_fgl_aux_2: 0.9583 (0.9565) loss_fgl_aux_3: 0.9586 (0.9563) loss_fgl_aux_4: 0.9588 (0.9563) loss_fgl_dn_0: 1.0840 (1.0806) loss_fgl_dn_1: 0.9738 (0.9783) loss_fgl_dn_2: 0.9674 (0.9693) loss_fgl_dn_3: 0.9703 (0.9700) loss_fgl_dn_4: 0.9713 (0.9705) loss_fgl_dn_5: 0.9713 (0.9705) loss_giou: 0.5455 (0.5463) loss_giou_aux_0: 0.5714 (0.5710) loss_giou_aux_1: 0.5502 (0.5519) loss_giou_aux_2: 0.5437 (0.5474) loss_giou_aux_3: 0.5456 (0.5465) loss_giou_aux_4: 0.5454 (0.5463) loss_giou_dn_0: 0.5268 (0.5435) loss_giou_dn_1: 0.4093 (0.4314) loss_giou_dn_2: 0.3935 (0.4145) loss_giou_dn_3: 0.3880 (0.4095) loss_giou_dn_4: 0.3881 (0.4084) loss_giou_dn_5: 0.3880 (0.4084) loss_giou_dn_pre: 0.5261 (0.5430) loss_giou_enc_0: 0.6318 (0.6407) loss_giou_pre: 0.5670 (0.5696) loss_ddf_aux_0: 0.0453 (0.0508) loss_ddf_aux_1: 0.0066 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2432 (0.2468) loss_ddf_dn_1: 0.0318 (0.0334) loss_ddf_dn_2: 0.0059 (0.0075) loss_ddf_dn_3: 0.0005 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.5950 (0.6351) loss_vfl_aux_0: 0.6735 (0.7001) loss_vfl_aux_1: 0.6465 (0.6782) loss_vfl_aux_2: 0.6293 (0.6615) loss_vfl_aux_3: 0.6099 (0.6460) loss_vfl_aux_4: 0.5966 (0.6371) loss_vfl_dn_0: 0.4760 (0.4805) loss_vfl_dn_1: 0.4052 (0.4099) loss_vfl_dn_2: 0.3867 (0.3936) loss_vfl_dn_3: 0.3813 (0.3855) loss_vfl_dn_4: 0.3786 (0.3828) loss_vfl_dn_5: 0.3797 (0.3823) loss_vfl_dn_pre: 0.4772 (0.4809) loss_vfl_enc_0: 0.6893 (0.7089) loss_vfl_pre: 0.6768 (0.7021) Test: [ 0/79] eta: 0:02:52 time: 2.1803 data: 1.6345 max mem: 9142 Test: [10/79] eta: 0:00:51 time: 0.7405 data: 0.2035 max mem: 9142 Test: [20/79] eta: 0:00:39 time: 0.5988 data: 0.0622 max mem: 9142 Test: [30/79] eta: 0:00:32 time: 0.6210 data: 0.0652 max mem: 9142 Test: [40/79] eta: 0:00:25 time: 0.6240 data: 0.0682 max mem: 9142 Test: [50/79] eta: 0:00:18 time: 0.5979 data: 0.0639 max mem: 9142 Test: [60/79] eta: 0:00:12 time: 0.6869 data: 0.0587 max mem: 9142 Test: [70/79] eta: 0:00:05 time: 0.6820 data: 0.0591 max mem: 9142 Test: [78/79] eta: 0:00:00 time: 0.5474 data: 0.0564 max mem: 9142 Test: Total time: 0:00:50 (0.6381 s / it) Averaged stats: Accumulating evaluation results... DONE (t=23.81s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.535 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.713 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.579 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.362 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.579 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.717 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.392 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.661 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.728 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.566 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.771 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.894 best_stat: {'epoch': 57, 'coco_eval_bbox': 0.5389768252152075} Epoch: [64] [ 0/3696] eta: 4:44:40 lr: 0.000013 loss: 31.2451 (31.2451) loss_bbox: 0.1474 (0.1474) loss_bbox_aux_0: 0.1537 (0.1537) loss_bbox_aux_1: 0.1477 (0.1477) loss_bbox_aux_2: 0.1470 (0.1470) loss_bbox_aux_3: 0.1478 (0.1478) loss_bbox_aux_4: 0.1475 (0.1475) loss_bbox_dn_0: 0.1984 (0.1984) loss_bbox_dn_1: 0.1488 (0.1488) loss_bbox_dn_2: 0.1403 (0.1403) loss_bbox_dn_3: 0.1383 (0.1383) loss_bbox_dn_4: 0.1377 (0.1377) loss_bbox_dn_5: 0.1377 (0.1377) loss_bbox_dn_pre: 0.2014 (0.2014) loss_bbox_enc_0: 0.1734 (0.1734) loss_bbox_pre: 0.1546 (0.1546) loss_dfl: 1.0134 (1.0134) loss_fgl_aux_0: 1.0364 (1.0364) loss_fgl_aux_1: 1.0163 (1.0163) loss_fgl_aux_2: 1.0127 (1.0127) loss_fgl_aux_3: 1.0129 (1.0129) loss_fgl_aux_4: 1.0133 (1.0133) loss_fgl_dn_0: 1.0780 (1.0780) loss_fgl_dn_1: 1.0042 (1.0042) loss_fgl_dn_2: 0.9979 (0.9979) loss_fgl_dn_3: 0.9994 (0.9994) loss_fgl_dn_4: 1.0001 (1.0001) loss_fgl_dn_5: 1.0002 (1.0002) loss_giou: 0.5474 (0.5474) loss_giou_aux_0: 0.5665 (0.5665) loss_giou_aux_1: 0.5546 (0.5546) loss_giou_aux_2: 0.5493 (0.5493) loss_giou_aux_3: 0.5478 (0.5478) loss_giou_aux_4: 0.5475 (0.5475) loss_giou_dn_0: 0.5765 (0.5765) loss_giou_dn_1: 0.4774 (0.4774) loss_giou_dn_2: 0.4549 (0.4549) loss_giou_dn_3: 0.4494 (0.4494) loss_giou_dn_4: 0.4477 (0.4477) loss_giou_dn_5: 0.4475 (0.4475) loss_giou_dn_pre: 0.5745 (0.5745) loss_giou_enc_0: 0.6362 (0.6362) loss_giou_pre: 0.5679 (0.5679) loss_ddf_aux_0: 0.0464 (0.0464) loss_ddf_aux_1: 0.0070 (0.0070) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2104 (0.2104) loss_ddf_dn_1: 0.0284 (0.0284) loss_ddf_dn_2: 0.0075 (0.0075) loss_ddf_dn_3: 0.0005 (0.0005) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.6479 (0.6479) loss_vfl_aux_0: 0.7205 (0.7205) loss_vfl_aux_1: 0.6866 (0.6866) loss_vfl_aux_2: 0.6763 (0.6763) loss_vfl_aux_3: 0.6632 (0.6632) loss_vfl_aux_4: 0.6532 (0.6532) loss_vfl_dn_0: 0.4764 (0.4764) loss_vfl_dn_1: 0.4241 (0.4241) loss_vfl_dn_2: 0.4149 (0.4149) loss_vfl_dn_3: 0.4022 (0.4022) loss_vfl_dn_4: 0.3986 (0.3986) loss_vfl_dn_5: 0.3989 (0.3989) loss_vfl_dn_pre: 0.4775 (0.4775) loss_vfl_enc_0: 0.7333 (0.7333) loss_vfl_pre: 0.7178 (0.7178) time: 4.6213 data: 1.6776 max mem: 9142 Epoch: [64] [ 100/3696] eta: 0:47:00 lr: 0.000013 loss: 30.2798 (30.5829) loss_bbox: 0.1597 (0.1662) loss_bbox_aux_0: 0.1723 (0.1788) loss_bbox_aux_1: 0.1624 (0.1689) loss_bbox_aux_2: 0.1615 (0.1665) loss_bbox_aux_3: 0.1594 (0.1662) loss_bbox_aux_4: 0.1597 (0.1662) loss_bbox_dn_0: 0.2402 (0.2293) loss_bbox_dn_1: 0.1709 (0.1667) loss_bbox_dn_2: 0.1565 (0.1560) loss_bbox_dn_3: 0.1546 (0.1526) loss_bbox_dn_4: 0.1501 (0.1518) loss_bbox_dn_5: 0.1502 (0.1518) loss_bbox_dn_pre: 0.2432 (0.2358) loss_bbox_enc_0: 0.1994 (0.2101) loss_bbox_pre: 0.1719 (0.1788) loss_dfl: 0.9596 (0.9562) loss_fgl_aux_0: 0.9865 (0.9875) loss_fgl_aux_1: 0.9644 (0.9586) loss_fgl_aux_2: 0.9613 (0.9564) loss_fgl_aux_3: 0.9596 (0.9562) loss_fgl_aux_4: 0.9597 (0.9562) loss_fgl_dn_0: 1.0784 (1.0795) loss_fgl_dn_1: 0.9660 (0.9768) loss_fgl_dn_2: 0.9542 (0.9677) loss_fgl_dn_3: 0.9549 (0.9682) loss_fgl_dn_4: 0.9550 (0.9688) loss_fgl_dn_5: 0.9550 (0.9688) loss_giou: 0.5258 (0.5441) loss_giou_aux_0: 0.5515 (0.5687) loss_giou_aux_1: 0.5269 (0.5495) loss_giou_aux_2: 0.5287 (0.5451) loss_giou_aux_3: 0.5254 (0.5443) loss_giou_aux_4: 0.5254 (0.5441) loss_giou_dn_0: 0.5270 (0.5415) loss_giou_dn_1: 0.4191 (0.4294) loss_giou_dn_2: 0.4010 (0.4122) loss_giou_dn_3: 0.3952 (0.4073) loss_giou_dn_4: 0.3940 (0.4061) loss_giou_dn_5: 0.3939 (0.4061) loss_giou_dn_pre: 0.5239 (0.5414) loss_giou_enc_0: 0.6186 (0.6380) loss_giou_pre: 0.5500 (0.5673) loss_ddf_aux_0: 0.0520 (0.0507) loss_ddf_aux_1: 0.0076 (0.0071) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2458 (0.2523) loss_ddf_dn_1: 0.0347 (0.0347) loss_ddf_dn_2: 0.0074 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6287 (0.6268) loss_vfl_aux_0: 0.6908 (0.6940) loss_vfl_aux_1: 0.6735 (0.6729) loss_vfl_aux_2: 0.6653 (0.6549) loss_vfl_aux_3: 0.6400 (0.6399) loss_vfl_aux_4: 0.6329 (0.6303) loss_vfl_dn_0: 0.4805 (0.4810) loss_vfl_dn_1: 0.4054 (0.4093) loss_vfl_dn_2: 0.3901 (0.3927) loss_vfl_dn_3: 0.3807 (0.3849) loss_vfl_dn_4: 0.3775 (0.3819) loss_vfl_dn_5: 0.3765 (0.3813) loss_vfl_dn_pre: 0.4818 (0.4812) loss_vfl_enc_0: 0.7051 (0.7087) loss_vfl_pre: 0.6923 (0.6965) time: 0.7616 data: 0.0309 max mem: 9142 Epoch: [64] [ 200/3696] eta: 0:46:02 lr: 0.000013 loss: 30.5805 (30.6060) loss_bbox: 0.1609 (0.1655) loss_bbox_aux_0: 0.1631 (0.1777) loss_bbox_aux_1: 0.1596 (0.1682) loss_bbox_aux_2: 0.1584 (0.1660) loss_bbox_aux_3: 0.1608 (0.1656) loss_bbox_aux_4: 0.1608 (0.1655) loss_bbox_dn_0: 0.2217 (0.2269) loss_bbox_dn_1: 0.1655 (0.1653) loss_bbox_dn_2: 0.1538 (0.1549) loss_bbox_dn_3: 0.1524 (0.1513) loss_bbox_dn_4: 0.1518 (0.1506) loss_bbox_dn_5: 0.1518 (0.1506) loss_bbox_dn_pre: 0.2349 (0.2331) loss_bbox_enc_0: 0.1982 (0.2098) loss_bbox_pre: 0.1629 (0.1779) loss_dfl: 0.9472 (0.9591) loss_fgl_aux_0: 0.9798 (0.9905) loss_fgl_aux_1: 0.9471 (0.9615) loss_fgl_aux_2: 0.9460 (0.9592) loss_fgl_aux_3: 0.9468 (0.9591) loss_fgl_aux_4: 0.9470 (0.9591) loss_fgl_dn_0: 1.0698 (1.0819) loss_fgl_dn_1: 0.9740 (0.9784) loss_fgl_dn_2: 0.9638 (0.9692) loss_fgl_dn_3: 0.9638 (0.9698) loss_fgl_dn_4: 0.9645 (0.9703) loss_fgl_dn_5: 0.9645 (0.9703) loss_giou: 0.5653 (0.5444) loss_giou_aux_0: 0.5876 (0.5691) loss_giou_aux_1: 0.5700 (0.5499) loss_giou_aux_2: 0.5681 (0.5456) loss_giou_aux_3: 0.5660 (0.5446) loss_giou_aux_4: 0.5654 (0.5444) loss_giou_dn_0: 0.5639 (0.5429) loss_giou_dn_1: 0.4476 (0.4300) loss_giou_dn_2: 0.4323 (0.4129) loss_giou_dn_3: 0.4275 (0.4078) loss_giou_dn_4: 0.4259 (0.4066) loss_giou_dn_5: 0.4258 (0.4066) loss_giou_dn_pre: 0.5634 (0.5424) loss_giou_enc_0: 0.6700 (0.6399) loss_giou_pre: 0.5856 (0.5678) loss_ddf_aux_0: 0.0482 (0.0513) loss_ddf_aux_1: 0.0068 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2453 (0.2540) loss_ddf_dn_1: 0.0332 (0.0351) loss_ddf_dn_2: 0.0077 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6161 (0.6272) loss_vfl_aux_0: 0.6718 (0.6952) loss_vfl_aux_1: 0.6524 (0.6724) loss_vfl_aux_2: 0.6332 (0.6534) loss_vfl_aux_3: 0.6182 (0.6399) loss_vfl_aux_4: 0.6181 (0.6300) loss_vfl_dn_0: 0.4785 (0.4803) loss_vfl_dn_1: 0.4067 (0.4097) loss_vfl_dn_2: 0.3897 (0.3935) loss_vfl_dn_3: 0.3853 (0.3852) loss_vfl_dn_4: 0.3830 (0.3825) loss_vfl_dn_5: 0.3802 (0.3820) loss_vfl_dn_pre: 0.4794 (0.4807) loss_vfl_enc_0: 0.6836 (0.7065) loss_vfl_pre: 0.6758 (0.6974) time: 0.7195 data: 0.0250 max mem: 9142 Epoch: [64] [ 300/3696] eta: 0:44:17 lr: 0.000013 loss: 30.0585 (30.5685) loss_bbox: 0.1416 (0.1636) loss_bbox_aux_0: 0.1507 (0.1756) loss_bbox_aux_1: 0.1408 (0.1663) loss_bbox_aux_2: 0.1413 (0.1641) loss_bbox_aux_3: 0.1417 (0.1637) loss_bbox_aux_4: 0.1416 (0.1636) loss_bbox_dn_0: 0.2086 (0.2260) loss_bbox_dn_1: 0.1539 (0.1645) loss_bbox_dn_2: 0.1419 (0.1541) loss_bbox_dn_3: 0.1404 (0.1507) loss_bbox_dn_4: 0.1394 (0.1500) loss_bbox_dn_5: 0.1394 (0.1500) loss_bbox_dn_pre: 0.2190 (0.2321) loss_bbox_enc_0: 0.1787 (0.2077) loss_bbox_pre: 0.1508 (0.1760) loss_dfl: 0.9610 (0.9593) loss_fgl_aux_0: 0.9917 (0.9911) loss_fgl_aux_1: 0.9629 (0.9618) loss_fgl_aux_2: 0.9620 (0.9595) loss_fgl_aux_3: 0.9610 (0.9593) loss_fgl_aux_4: 0.9611 (0.9593) loss_fgl_dn_0: 1.0843 (1.0831) loss_fgl_dn_1: 0.9789 (0.9790) loss_fgl_dn_2: 0.9721 (0.9698) loss_fgl_dn_3: 0.9719 (0.9704) loss_fgl_dn_4: 0.9718 (0.9709) loss_fgl_dn_5: 0.9719 (0.9709) loss_giou: 0.5237 (0.5407) loss_giou_aux_0: 0.5479 (0.5658) loss_giou_aux_1: 0.5313 (0.5462) loss_giou_aux_2: 0.5242 (0.5419) loss_giou_aux_3: 0.5237 (0.5409) loss_giou_aux_4: 0.5235 (0.5407) loss_giou_dn_0: 0.5168 (0.5406) loss_giou_dn_1: 0.4068 (0.4280) loss_giou_dn_2: 0.3918 (0.4108) loss_giou_dn_3: 0.3885 (0.4059) loss_giou_dn_4: 0.3873 (0.4048) loss_giou_dn_5: 0.3873 (0.4048) loss_giou_dn_pre: 0.5166 (0.5402) loss_giou_enc_0: 0.6195 (0.6364) loss_giou_pre: 0.5473 (0.5646) loss_ddf_aux_0: 0.0503 (0.0518) loss_ddf_aux_1: 0.0065 (0.0072) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2357 (0.2537) loss_ddf_dn_1: 0.0321 (0.0349) loss_ddf_dn_2: 0.0064 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6210 (0.6301) loss_vfl_aux_0: 0.6870 (0.6973) loss_vfl_aux_1: 0.6674 (0.6749) loss_vfl_aux_2: 0.6495 (0.6570) loss_vfl_aux_3: 0.6263 (0.6423) loss_vfl_aux_4: 0.6267 (0.6326) loss_vfl_dn_0: 0.4850 (0.4810) loss_vfl_dn_1: 0.4106 (0.4102) loss_vfl_dn_2: 0.3955 (0.3936) loss_vfl_dn_3: 0.3858 (0.3853) loss_vfl_dn_4: 0.3810 (0.3825) loss_vfl_dn_5: 0.3802 (0.3819) loss_vfl_dn_pre: 0.4866 (0.4814) loss_vfl_enc_0: 0.6914 (0.7067) loss_vfl_pre: 0.6920 (0.6997) time: 0.7482 data: 0.0274 max mem: 9142 Epoch: [64] [ 400/3696] eta: 0:42:48 lr: 0.000013 loss: 30.6435 (30.5643) loss_bbox: 0.1465 (0.1626) loss_bbox_aux_0: 0.1582 (0.1747) loss_bbox_aux_1: 0.1494 (0.1653) loss_bbox_aux_2: 0.1479 (0.1631) loss_bbox_aux_3: 0.1473 (0.1627) loss_bbox_aux_4: 0.1465 (0.1626) loss_bbox_dn_0: 0.1936 (0.2262) loss_bbox_dn_1: 0.1471 (0.1646) loss_bbox_dn_2: 0.1365 (0.1542) loss_bbox_dn_3: 0.1329 (0.1510) loss_bbox_dn_4: 0.1306 (0.1503) loss_bbox_dn_5: 0.1305 (0.1503) loss_bbox_dn_pre: 0.1980 (0.2323) loss_bbox_enc_0: 0.1875 (0.2068) loss_bbox_pre: 0.1566 (0.1750) loss_dfl: 0.9638 (0.9585) loss_fgl_aux_0: 0.9979 (0.9904) loss_fgl_aux_1: 0.9693 (0.9611) loss_fgl_aux_2: 0.9639 (0.9587) loss_fgl_aux_3: 0.9636 (0.9585) loss_fgl_aux_4: 0.9638 (0.9585) loss_fgl_dn_0: 1.0877 (1.0833) loss_fgl_dn_1: 0.9872 (0.9789) loss_fgl_dn_2: 0.9763 (0.9696) loss_fgl_dn_3: 0.9771 (0.9702) loss_fgl_dn_4: 0.9777 (0.9707) loss_fgl_dn_5: 0.9777 (0.9707) loss_giou: 0.5326 (0.5406) loss_giou_aux_0: 0.5536 (0.5657) loss_giou_aux_1: 0.5386 (0.5461) loss_giou_aux_2: 0.5332 (0.5417) loss_giou_aux_3: 0.5331 (0.5407) loss_giou_aux_4: 0.5327 (0.5406) loss_giou_dn_0: 0.5461 (0.5416) loss_giou_dn_1: 0.4381 (0.4289) loss_giou_dn_2: 0.4199 (0.4116) loss_giou_dn_3: 0.4094 (0.4067) loss_giou_dn_4: 0.4077 (0.4056) loss_giou_dn_5: 0.4078 (0.4056) loss_giou_dn_pre: 0.5449 (0.5412) loss_giou_enc_0: 0.6321 (0.6360) loss_giou_pre: 0.5510 (0.5644) loss_ddf_aux_0: 0.0492 (0.0515) loss_ddf_aux_1: 0.0067 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2572 (0.2532) loss_ddf_dn_1: 0.0341 (0.0346) loss_ddf_dn_2: 0.0074 (0.0074) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6113 (0.6298) loss_vfl_aux_0: 0.6846 (0.6983) loss_vfl_aux_1: 0.6654 (0.6755) loss_vfl_aux_2: 0.6473 (0.6577) loss_vfl_aux_3: 0.6217 (0.6422) loss_vfl_aux_4: 0.6173 (0.6323) loss_vfl_dn_0: 0.4810 (0.4813) loss_vfl_dn_1: 0.4148 (0.4104) loss_vfl_dn_2: 0.3922 (0.3937) loss_vfl_dn_3: 0.3891 (0.3855) loss_vfl_dn_4: 0.3869 (0.3827) loss_vfl_dn_5: 0.3863 (0.3821) loss_vfl_dn_pre: 0.4807 (0.4817) loss_vfl_enc_0: 0.6957 (0.7065) loss_vfl_pre: 0.6898 (0.7006) time: 0.7964 data: 0.0345 max mem: 9142 Epoch: [64] [ 500/3696] eta: 0:41:22 lr: 0.000013 loss: 30.3029 (30.5686) loss_bbox: 0.1637 (0.1626) loss_bbox_aux_0: 0.1724 (0.1746) loss_bbox_aux_1: 0.1673 (0.1652) loss_bbox_aux_2: 0.1637 (0.1630) loss_bbox_aux_3: 0.1637 (0.1626) loss_bbox_aux_4: 0.1637 (0.1626) loss_bbox_dn_0: 0.2215 (0.2266) loss_bbox_dn_1: 0.1569 (0.1648) loss_bbox_dn_2: 0.1465 (0.1544) loss_bbox_dn_3: 0.1402 (0.1511) loss_bbox_dn_4: 0.1390 (0.1504) loss_bbox_dn_5: 0.1390 (0.1504) loss_bbox_dn_pre: 0.2263 (0.2328) loss_bbox_enc_0: 0.1993 (0.2066) loss_bbox_pre: 0.1732 (0.1749) loss_dfl: 0.9677 (0.9587) loss_fgl_aux_0: 1.0045 (0.9908) loss_fgl_aux_1: 0.9687 (0.9613) loss_fgl_aux_2: 0.9673 (0.9590) loss_fgl_aux_3: 0.9680 (0.9588) loss_fgl_aux_4: 0.9678 (0.9587) loss_fgl_dn_0: 1.0808 (1.0824) loss_fgl_dn_1: 0.9801 (0.9782) loss_fgl_dn_2: 0.9709 (0.9690) loss_fgl_dn_3: 0.9729 (0.9696) loss_fgl_dn_4: 0.9734 (0.9701) loss_fgl_dn_5: 0.9735 (0.9701) loss_giou: 0.5074 (0.5400) loss_giou_aux_0: 0.5290 (0.5651) loss_giou_aux_1: 0.5112 (0.5456) loss_giou_aux_2: 0.5102 (0.5411) loss_giou_aux_3: 0.5080 (0.5402) loss_giou_aux_4: 0.5075 (0.5400) loss_giou_dn_0: 0.5147 (0.5418) loss_giou_dn_1: 0.4094 (0.4288) loss_giou_dn_2: 0.3943 (0.4115) loss_giou_dn_3: 0.3911 (0.4065) loss_giou_dn_4: 0.3899 (0.4054) loss_giou_dn_5: 0.3898 (0.4054) loss_giou_dn_pre: 0.5156 (0.5414) loss_giou_enc_0: 0.5941 (0.6349) loss_giou_pre: 0.5296 (0.5638) loss_ddf_aux_0: 0.0507 (0.0515) loss_ddf_aux_1: 0.0065 (0.0071) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2387 (0.2530) loss_ddf_dn_1: 0.0317 (0.0344) loss_ddf_dn_2: 0.0069 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6258 (0.6314) loss_vfl_aux_0: 0.7119 (0.7006) loss_vfl_aux_1: 0.6765 (0.6762) loss_vfl_aux_2: 0.6653 (0.6597) loss_vfl_aux_3: 0.6329 (0.6435) loss_vfl_aux_4: 0.6351 (0.6337) loss_vfl_dn_0: 0.4780 (0.4813) loss_vfl_dn_1: 0.4061 (0.4100) loss_vfl_dn_2: 0.3898 (0.3936) loss_vfl_dn_3: 0.3835 (0.3854) loss_vfl_dn_4: 0.3800 (0.3826) loss_vfl_dn_5: 0.3813 (0.3820) loss_vfl_dn_pre: 0.4790 (0.4816) loss_vfl_enc_0: 0.7178 (0.7077) loss_vfl_pre: 0.7142 (0.7027) time: 0.7539 data: 0.0323 max mem: 9142 Epoch: [64] [ 600/3696] eta: 0:40:06 lr: 0.000013 loss: 30.3617 (30.5587) loss_bbox: 0.1442 (0.1618) loss_bbox_aux_0: 0.1613 (0.1737) loss_bbox_aux_1: 0.1482 (0.1644) loss_bbox_aux_2: 0.1447 (0.1623) loss_bbox_aux_3: 0.1443 (0.1619) loss_bbox_aux_4: 0.1442 (0.1619) loss_bbox_dn_0: 0.2032 (0.2252) loss_bbox_dn_1: 0.1459 (0.1640) loss_bbox_dn_2: 0.1378 (0.1538) loss_bbox_dn_3: 0.1372 (0.1504) loss_bbox_dn_4: 0.1381 (0.1497) loss_bbox_dn_5: 0.1382 (0.1497) loss_bbox_dn_pre: 0.2123 (0.2315) loss_bbox_enc_0: 0.1893 (0.2054) loss_bbox_pre: 0.1595 (0.1740) loss_dfl: 0.9556 (0.9585) loss_fgl_aux_0: 0.9894 (0.9902) loss_fgl_aux_1: 0.9600 (0.9610) loss_fgl_aux_2: 0.9569 (0.9587) loss_fgl_aux_3: 0.9556 (0.9585) loss_fgl_aux_4: 0.9556 (0.9585) loss_fgl_dn_0: 1.0818 (1.0817) loss_fgl_dn_1: 0.9819 (0.9782) loss_fgl_dn_2: 0.9725 (0.9692) loss_fgl_dn_3: 0.9738 (0.9698) loss_fgl_dn_4: 0.9743 (0.9703) loss_fgl_dn_5: 0.9743 (0.9703) loss_giou: 0.5164 (0.5414) loss_giou_aux_0: 0.5522 (0.5664) loss_giou_aux_1: 0.5204 (0.5469) loss_giou_aux_2: 0.5183 (0.5424) loss_giou_aux_3: 0.5174 (0.5415) loss_giou_aux_4: 0.5160 (0.5414) loss_giou_dn_0: 0.5302 (0.5420) loss_giou_dn_1: 0.4099 (0.4292) loss_giou_dn_2: 0.3934 (0.4119) loss_giou_dn_3: 0.3914 (0.4069) loss_giou_dn_4: 0.3913 (0.4059) loss_giou_dn_5: 0.3913 (0.4058) loss_giou_dn_pre: 0.5287 (0.5416) loss_giou_enc_0: 0.6349 (0.6357) loss_giou_pre: 0.5472 (0.5651) loss_ddf_aux_0: 0.0502 (0.0511) loss_ddf_aux_1: 0.0071 (0.0070) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2353 (0.2515) loss_ddf_dn_1: 0.0298 (0.0341) loss_ddf_dn_2: 0.0063 (0.0074) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6255 (0.6309) loss_vfl_aux_0: 0.7069 (0.7001) loss_vfl_aux_1: 0.6860 (0.6755) loss_vfl_aux_2: 0.6525 (0.6590) loss_vfl_aux_3: 0.6487 (0.6426) loss_vfl_aux_4: 0.6323 (0.6332) loss_vfl_dn_0: 0.4785 (0.4810) loss_vfl_dn_1: 0.4046 (0.4099) loss_vfl_dn_2: 0.3889 (0.3934) loss_vfl_dn_3: 0.3815 (0.3854) loss_vfl_dn_4: 0.3770 (0.3825) loss_vfl_dn_5: 0.3769 (0.3820) loss_vfl_dn_pre: 0.4796 (0.4813) loss_vfl_enc_0: 0.7205 (0.7074) loss_vfl_pre: 0.7084 (0.7021) time: 0.7232 data: 0.0339 max mem: 9142 Epoch: [64] [ 700/3696] eta: 0:38:43 lr: 0.000013 loss: 30.4365 (30.5576) loss_bbox: 0.1678 (0.1625) loss_bbox_aux_0: 0.1760 (0.1744) loss_bbox_aux_1: 0.1679 (0.1651) loss_bbox_aux_2: 0.1678 (0.1629) loss_bbox_aux_3: 0.1675 (0.1625) loss_bbox_aux_4: 0.1678 (0.1625) loss_bbox_dn_0: 0.2171 (0.2257) loss_bbox_dn_1: 0.1625 (0.1643) loss_bbox_dn_2: 0.1490 (0.1540) loss_bbox_dn_3: 0.1447 (0.1507) loss_bbox_dn_4: 0.1440 (0.1499) loss_bbox_dn_5: 0.1439 (0.1499) loss_bbox_dn_pre: 0.2217 (0.2318) loss_bbox_enc_0: 0.2095 (0.2064) loss_bbox_pre: 0.1756 (0.1747) loss_dfl: 0.9436 (0.9571) loss_fgl_aux_0: 0.9754 (0.9888) loss_fgl_aux_1: 0.9475 (0.9596) loss_fgl_aux_2: 0.9453 (0.9573) loss_fgl_aux_3: 0.9437 (0.9571) loss_fgl_aux_4: 0.9437 (0.9571) loss_fgl_dn_0: 1.0769 (1.0809) loss_fgl_dn_1: 0.9776 (0.9775) loss_fgl_dn_2: 0.9681 (0.9684) loss_fgl_dn_3: 0.9688 (0.9690) loss_fgl_dn_4: 0.9692 (0.9695) loss_fgl_dn_5: 0.9693 (0.9695) loss_giou: 0.5955 (0.5419) loss_giou_aux_0: 0.6269 (0.5669) loss_giou_aux_1: 0.6028 (0.5474) loss_giou_aux_2: 0.5972 (0.5430) loss_giou_aux_3: 0.5965 (0.5420) loss_giou_aux_4: 0.5955 (0.5419) loss_giou_dn_0: 0.5324 (0.5419) loss_giou_dn_1: 0.4328 (0.4291) loss_giou_dn_2: 0.4190 (0.4117) loss_giou_dn_3: 0.4159 (0.4068) loss_giou_dn_4: 0.4150 (0.4057) loss_giou_dn_5: 0.4150 (0.4057) loss_giou_dn_pre: 0.5310 (0.5415) loss_giou_enc_0: 0.6982 (0.6366) loss_giou_pre: 0.6222 (0.5656) loss_ddf_aux_0: 0.0494 (0.0512) loss_ddf_aux_1: 0.0069 (0.0070) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2374 (0.2509) loss_ddf_dn_1: 0.0312 (0.0340) loss_ddf_dn_2: 0.0069 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6296 (0.6315) loss_vfl_aux_0: 0.7002 (0.7000) loss_vfl_aux_1: 0.6777 (0.6764) loss_vfl_aux_2: 0.6487 (0.6594) loss_vfl_aux_3: 0.6371 (0.6430) loss_vfl_aux_4: 0.6252 (0.6336) loss_vfl_dn_0: 0.4834 (0.4809) loss_vfl_dn_1: 0.4117 (0.4097) loss_vfl_dn_2: 0.3931 (0.3932) loss_vfl_dn_3: 0.3857 (0.3851) loss_vfl_dn_4: 0.3842 (0.3822) loss_vfl_dn_5: 0.3830 (0.3817) loss_vfl_dn_pre: 0.4826 (0.4812) loss_vfl_enc_0: 0.6979 (0.7079) loss_vfl_pre: 0.7021 (0.7019) time: 0.7503 data: 0.0313 max mem: 9142 Epoch: [64] [ 800/3696] eta: 0:37:11 lr: 0.000013 loss: 30.3181 (30.5586) loss_bbox: 0.1546 (0.1624) loss_bbox_aux_0: 0.1694 (0.1743) loss_bbox_aux_1: 0.1553 (0.1651) loss_bbox_aux_2: 0.1550 (0.1629) loss_bbox_aux_3: 0.1562 (0.1625) loss_bbox_aux_4: 0.1546 (0.1625) loss_bbox_dn_0: 0.2099 (0.2254) loss_bbox_dn_1: 0.1467 (0.1642) loss_bbox_dn_2: 0.1377 (0.1539) loss_bbox_dn_3: 0.1358 (0.1506) loss_bbox_dn_4: 0.1366 (0.1499) loss_bbox_dn_5: 0.1366 (0.1499) loss_bbox_dn_pre: 0.2168 (0.2316) loss_bbox_enc_0: 0.1966 (0.2060) loss_bbox_pre: 0.1716 (0.1746) loss_dfl: 0.9544 (0.9573) loss_fgl_aux_0: 0.9924 (0.9889) loss_fgl_aux_1: 0.9575 (0.9598) loss_fgl_aux_2: 0.9545 (0.9575) loss_fgl_aux_3: 0.9537 (0.9573) loss_fgl_aux_4: 0.9543 (0.9573) loss_fgl_dn_0: 1.0852 (1.0811) loss_fgl_dn_1: 0.9745 (0.9776) loss_fgl_dn_2: 0.9628 (0.9685) loss_fgl_dn_3: 0.9641 (0.9692) loss_fgl_dn_4: 0.9649 (0.9696) loss_fgl_dn_5: 0.9650 (0.9696) loss_giou: 0.5395 (0.5424) loss_giou_aux_0: 0.5627 (0.5672) loss_giou_aux_1: 0.5423 (0.5478) loss_giou_aux_2: 0.5424 (0.5434) loss_giou_aux_3: 0.5391 (0.5425) loss_giou_aux_4: 0.5396 (0.5423) loss_giou_dn_0: 0.5404 (0.5419) loss_giou_dn_1: 0.4264 (0.4291) loss_giou_dn_2: 0.4072 (0.4118) loss_giou_dn_3: 0.4027 (0.4068) loss_giou_dn_4: 0.3999 (0.4057) loss_giou_dn_5: 0.3997 (0.4057) loss_giou_dn_pre: 0.5399 (0.5415) loss_giou_enc_0: 0.6325 (0.6368) loss_giou_pre: 0.5609 (0.5660) loss_ddf_aux_0: 0.0513 (0.0513) loss_ddf_aux_1: 0.0066 (0.0070) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2694 (0.2512) loss_ddf_dn_1: 0.0350 (0.0339) loss_ddf_dn_2: 0.0070 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6198 (0.6310) loss_vfl_aux_0: 0.6927 (0.6998) loss_vfl_aux_1: 0.6797 (0.6767) loss_vfl_aux_2: 0.6588 (0.6591) loss_vfl_aux_3: 0.6361 (0.6428) loss_vfl_aux_4: 0.6415 (0.6332) loss_vfl_dn_0: 0.4808 (0.4807) loss_vfl_dn_1: 0.4050 (0.4095) loss_vfl_dn_2: 0.3861 (0.3930) loss_vfl_dn_3: 0.3781 (0.3850) loss_vfl_dn_4: 0.3788 (0.3821) loss_vfl_dn_5: 0.3780 (0.3817) loss_vfl_dn_pre: 0.4806 (0.4810) loss_vfl_enc_0: 0.7031 (0.7078) loss_vfl_pre: 0.6963 (0.7017) time: 0.7240 data: 0.0263 max mem: 9142 Epoch: [64] [ 900/3696] eta: 0:36:00 lr: 0.000013 loss: 30.6206 (30.5486) loss_bbox: 0.1535 (0.1622) loss_bbox_aux_0: 0.1705 (0.1742) loss_bbox_aux_1: 0.1589 (0.1649) loss_bbox_aux_2: 0.1553 (0.1628) loss_bbox_aux_3: 0.1540 (0.1623) loss_bbox_aux_4: 0.1535 (0.1623) loss_bbox_dn_0: 0.2081 (0.2250) loss_bbox_dn_1: 0.1524 (0.1639) loss_bbox_dn_2: 0.1442 (0.1536) loss_bbox_dn_3: 0.1420 (0.1503) loss_bbox_dn_4: 0.1430 (0.1496) loss_bbox_dn_5: 0.1428 (0.1496) loss_bbox_dn_pre: 0.2105 (0.2312) loss_bbox_enc_0: 0.2030 (0.2060) loss_bbox_pre: 0.1705 (0.1745) loss_dfl: 0.9665 (0.9573) loss_fgl_aux_0: 0.9931 (0.9891) loss_fgl_aux_1: 0.9695 (0.9598) loss_fgl_aux_2: 0.9667 (0.9575) loss_fgl_aux_3: 0.9663 (0.9573) loss_fgl_aux_4: 0.9660 (0.9573) loss_fgl_dn_0: 1.0861 (1.0814) loss_fgl_dn_1: 0.9807 (0.9775) loss_fgl_dn_2: 0.9699 (0.9684) loss_fgl_dn_3: 0.9720 (0.9690) loss_fgl_dn_4: 0.9719 (0.9695) loss_fgl_dn_5: 0.9719 (0.9695) loss_giou: 0.5407 (0.5415) loss_giou_aux_0: 0.5588 (0.5665) loss_giou_aux_1: 0.5450 (0.5469) loss_giou_aux_2: 0.5440 (0.5425) loss_giou_aux_3: 0.5416 (0.5416) loss_giou_aux_4: 0.5404 (0.5414) loss_giou_dn_0: 0.5425 (0.5412) loss_giou_dn_1: 0.4274 (0.4286) loss_giou_dn_2: 0.4091 (0.4113) loss_giou_dn_3: 0.4064 (0.4063) loss_giou_dn_4: 0.4048 (0.4052) loss_giou_dn_5: 0.4048 (0.4052) loss_giou_dn_pre: 0.5413 (0.5408) loss_giou_enc_0: 0.6410 (0.6360) loss_giou_pre: 0.5582 (0.5652) loss_ddf_aux_0: 0.0549 (0.0514) loss_ddf_aux_1: 0.0080 (0.0071) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2600 (0.2516) loss_ddf_dn_1: 0.0361 (0.0339) loss_ddf_dn_2: 0.0076 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6474 (0.6315) loss_vfl_aux_0: 0.7238 (0.7001) loss_vfl_aux_1: 0.6876 (0.6769) loss_vfl_aux_2: 0.6793 (0.6594) loss_vfl_aux_3: 0.6635 (0.6433) loss_vfl_aux_4: 0.6515 (0.6338) loss_vfl_dn_0: 0.4801 (0.4807) loss_vfl_dn_1: 0.4088 (0.4093) loss_vfl_dn_2: 0.3904 (0.3929) loss_vfl_dn_3: 0.3824 (0.3849) loss_vfl_dn_4: 0.3794 (0.3820) loss_vfl_dn_5: 0.3799 (0.3816) loss_vfl_dn_pre: 0.4807 (0.4810) loss_vfl_enc_0: 0.7206 (0.7089) loss_vfl_pre: 0.7323 (0.7021) time: 0.7615 data: 0.0307 max mem: 9142 Epoch: [64] [1000/3696] eta: 0:34:35 lr: 0.000013 loss: 30.8031 (30.5632) loss_bbox: 0.1676 (0.1623) loss_bbox_aux_0: 0.1815 (0.1743) loss_bbox_aux_1: 0.1711 (0.1650) loss_bbox_aux_2: 0.1678 (0.1628) loss_bbox_aux_3: 0.1677 (0.1624) loss_bbox_aux_4: 0.1675 (0.1623) loss_bbox_dn_0: 0.2280 (0.2254) loss_bbox_dn_1: 0.1593 (0.1640) loss_bbox_dn_2: 0.1500 (0.1538) loss_bbox_dn_3: 0.1466 (0.1505) loss_bbox_dn_4: 0.1457 (0.1498) loss_bbox_dn_5: 0.1457 (0.1498) loss_bbox_dn_pre: 0.2355 (0.2317) loss_bbox_enc_0: 0.2143 (0.2063) loss_bbox_pre: 0.1805 (0.1746) loss_dfl: 0.9579 (0.9570) loss_fgl_aux_0: 0.9876 (0.9888) loss_fgl_aux_1: 0.9589 (0.9595) loss_fgl_aux_2: 0.9586 (0.9572) loss_fgl_aux_3: 0.9584 (0.9570) loss_fgl_aux_4: 0.9579 (0.9570) loss_fgl_dn_0: 1.0759 (1.0814) loss_fgl_dn_1: 0.9844 (0.9776) loss_fgl_dn_2: 0.9727 (0.9685) loss_fgl_dn_3: 0.9723 (0.9691) loss_fgl_dn_4: 0.9736 (0.9696) loss_fgl_dn_5: 0.9736 (0.9696) loss_giou: 0.5476 (0.5426) loss_giou_aux_0: 0.5693 (0.5676) loss_giou_aux_1: 0.5543 (0.5481) loss_giou_aux_2: 0.5499 (0.5436) loss_giou_aux_3: 0.5496 (0.5427) loss_giou_aux_4: 0.5477 (0.5426) loss_giou_dn_0: 0.5175 (0.5423) loss_giou_dn_1: 0.4006 (0.4294) loss_giou_dn_2: 0.3876 (0.4121) loss_giou_dn_3: 0.3830 (0.4072) loss_giou_dn_4: 0.3822 (0.4061) loss_giou_dn_5: 0.3822 (0.4061) loss_giou_dn_pre: 0.5161 (0.5419) loss_giou_enc_0: 0.6382 (0.6377) loss_giou_pre: 0.5652 (0.5663) loss_ddf_aux_0: 0.0507 (0.0517) loss_ddf_aux_1: 0.0073 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2489 (0.2519) loss_ddf_dn_1: 0.0315 (0.0339) loss_ddf_dn_2: 0.0062 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6371 (0.6313) loss_vfl_aux_0: 0.6890 (0.6995) loss_vfl_aux_1: 0.6812 (0.6765) loss_vfl_aux_2: 0.6668 (0.6594) loss_vfl_aux_3: 0.6402 (0.6430) loss_vfl_aux_4: 0.6364 (0.6335) loss_vfl_dn_0: 0.4794 (0.4806) loss_vfl_dn_1: 0.4065 (0.4092) loss_vfl_dn_2: 0.3949 (0.3928) loss_vfl_dn_3: 0.3853 (0.3848) loss_vfl_dn_4: 0.3810 (0.3819) loss_vfl_dn_5: 0.3806 (0.3815) loss_vfl_dn_pre: 0.4802 (0.4809) loss_vfl_enc_0: 0.7049 (0.7088) loss_vfl_pre: 0.6932 (0.7015) time: 0.7222 data: 0.0266 max mem: 9142 Epoch: [64] [1100/3696] eta: 0:33:18 lr: 0.000013 loss: 30.5898 (30.5673) loss_bbox: 0.1573 (0.1627) loss_bbox_aux_0: 0.1747 (0.1747) loss_bbox_aux_1: 0.1599 (0.1653) loss_bbox_aux_2: 0.1578 (0.1632) loss_bbox_aux_3: 0.1574 (0.1627) loss_bbox_aux_4: 0.1572 (0.1627) loss_bbox_dn_0: 0.2240 (0.2258) loss_bbox_dn_1: 0.1613 (0.1645) loss_bbox_dn_2: 0.1521 (0.1542) loss_bbox_dn_3: 0.1496 (0.1509) loss_bbox_dn_4: 0.1488 (0.1502) loss_bbox_dn_5: 0.1488 (0.1502) loss_bbox_dn_pre: 0.2290 (0.2320) loss_bbox_enc_0: 0.2046 (0.2066) loss_bbox_pre: 0.1770 (0.1750) loss_dfl: 0.9585 (0.9569) loss_fgl_aux_0: 0.9833 (0.9886) loss_fgl_aux_1: 0.9603 (0.9593) loss_fgl_aux_2: 0.9584 (0.9571) loss_fgl_aux_3: 0.9582 (0.9569) loss_fgl_aux_4: 0.9582 (0.9569) loss_fgl_dn_0: 1.0828 (1.0813) loss_fgl_dn_1: 0.9779 (0.9775) loss_fgl_dn_2: 0.9702 (0.9684) loss_fgl_dn_3: 0.9705 (0.9690) loss_fgl_dn_4: 0.9716 (0.9695) loss_fgl_dn_5: 0.9716 (0.9695) loss_giou: 0.5494 (0.5427) loss_giou_aux_0: 0.5707 (0.5677) loss_giou_aux_1: 0.5536 (0.5482) loss_giou_aux_2: 0.5496 (0.5438) loss_giou_aux_3: 0.5491 (0.5428) loss_giou_aux_4: 0.5492 (0.5427) loss_giou_dn_0: 0.5353 (0.5422) loss_giou_dn_1: 0.4196 (0.4293) loss_giou_dn_2: 0.4010 (0.4121) loss_giou_dn_3: 0.3944 (0.4072) loss_giou_dn_4: 0.3948 (0.4061) loss_giou_dn_5: 0.3947 (0.4061) loss_giou_dn_pre: 0.5357 (0.5417) loss_giou_enc_0: 0.6327 (0.6377) loss_giou_pre: 0.5697 (0.5663) loss_ddf_aux_0: 0.0506 (0.0518) loss_ddf_aux_1: 0.0072 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2545 (0.2520) loss_ddf_dn_1: 0.0346 (0.0339) loss_ddf_dn_2: 0.0073 (0.0073) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6240 (0.6313) loss_vfl_aux_0: 0.6904 (0.6994) loss_vfl_aux_1: 0.6766 (0.6766) loss_vfl_aux_2: 0.6518 (0.6594) loss_vfl_aux_3: 0.6414 (0.6429) loss_vfl_aux_4: 0.6293 (0.6335) loss_vfl_dn_0: 0.4810 (0.4805) loss_vfl_dn_1: 0.4106 (0.4091) loss_vfl_dn_2: 0.3944 (0.3928) loss_vfl_dn_3: 0.3868 (0.3847) loss_vfl_dn_4: 0.3867 (0.3819) loss_vfl_dn_5: 0.3856 (0.3815) loss_vfl_dn_pre: 0.4821 (0.4808) loss_vfl_enc_0: 0.6891 (0.7086) loss_vfl_pre: 0.6938 (0.7014) time: 0.7357 data: 0.0327 max mem: 9142 Epoch: [64] [1200/3696] eta: 0:32:07 lr: 0.000013 loss: 30.4723 (30.5669) loss_bbox: 0.1553 (0.1625) loss_bbox_aux_0: 0.1697 (0.1745) loss_bbox_aux_1: 0.1598 (0.1652) loss_bbox_aux_2: 0.1580 (0.1630) loss_bbox_aux_3: 0.1547 (0.1626) loss_bbox_aux_4: 0.1553 (0.1625) loss_bbox_dn_0: 0.2127 (0.2254) loss_bbox_dn_1: 0.1599 (0.1641) loss_bbox_dn_2: 0.1479 (0.1538) loss_bbox_dn_3: 0.1457 (0.1505) loss_bbox_dn_4: 0.1445 (0.1498) loss_bbox_dn_5: 0.1445 (0.1498) loss_bbox_dn_pre: 0.2219 (0.2315) loss_bbox_enc_0: 0.2096 (0.2064) loss_bbox_pre: 0.1688 (0.1748) loss_dfl: 0.9713 (0.9573) loss_fgl_aux_0: 0.9996 (0.9889) loss_fgl_aux_1: 0.9753 (0.9597) loss_fgl_aux_2: 0.9720 (0.9575) loss_fgl_aux_3: 0.9711 (0.9573) loss_fgl_aux_4: 0.9712 (0.9573) loss_fgl_dn_0: 1.0852 (1.0816) loss_fgl_dn_1: 0.9802 (0.9778) loss_fgl_dn_2: 0.9720 (0.9687) loss_fgl_dn_3: 0.9703 (0.9693) loss_fgl_dn_4: 0.9704 (0.9698) loss_fgl_dn_5: 0.9705 (0.9698) loss_giou: 0.5278 (0.5428) loss_giou_aux_0: 0.5601 (0.5677) loss_giou_aux_1: 0.5332 (0.5483) loss_giou_aux_2: 0.5303 (0.5439) loss_giou_aux_3: 0.5279 (0.5429) loss_giou_aux_4: 0.5278 (0.5428) loss_giou_dn_0: 0.5328 (0.5423) loss_giou_dn_1: 0.4166 (0.4295) loss_giou_dn_2: 0.3979 (0.4123) loss_giou_dn_3: 0.3914 (0.4074) loss_giou_dn_4: 0.3893 (0.4063) loss_giou_dn_5: 0.3893 (0.4063) loss_giou_dn_pre: 0.5314 (0.5418) loss_giou_enc_0: 0.6343 (0.6376) loss_giou_pre: 0.5571 (0.5663) loss_ddf_aux_0: 0.0472 (0.0516) loss_ddf_aux_1: 0.0071 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2445 (0.2522) loss_ddf_dn_1: 0.0322 (0.0340) loss_ddf_dn_2: 0.0066 (0.0073) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6172 (0.6309) loss_vfl_aux_0: 0.6978 (0.6990) loss_vfl_aux_1: 0.6760 (0.6763) loss_vfl_aux_2: 0.6513 (0.6590) loss_vfl_aux_3: 0.6388 (0.6426) loss_vfl_aux_4: 0.6254 (0.6331) loss_vfl_dn_0: 0.4822 (0.4806) loss_vfl_dn_1: 0.4090 (0.4093) loss_vfl_dn_2: 0.3959 (0.3930) loss_vfl_dn_3: 0.3815 (0.3849) loss_vfl_dn_4: 0.3781 (0.3821) loss_vfl_dn_5: 0.3779 (0.3816) loss_vfl_dn_pre: 0.4831 (0.4810) loss_vfl_enc_0: 0.7043 (0.7081) loss_vfl_pre: 0.7010 (0.7011) time: 0.7619 data: 0.0316 max mem: 9142 Epoch: [64] [1300/3696] eta: 0:30:51 lr: 0.000013 loss: 30.6980 (30.5629) loss_bbox: 0.1574 (0.1624) loss_bbox_aux_0: 0.1714 (0.1744) loss_bbox_aux_1: 0.1592 (0.1651) loss_bbox_aux_2: 0.1565 (0.1629) loss_bbox_aux_3: 0.1567 (0.1625) loss_bbox_aux_4: 0.1574 (0.1624) loss_bbox_dn_0: 0.2078 (0.2252) loss_bbox_dn_1: 0.1569 (0.1642) loss_bbox_dn_2: 0.1493 (0.1539) loss_bbox_dn_3: 0.1465 (0.1506) loss_bbox_dn_4: 0.1461 (0.1498) loss_bbox_dn_5: 0.1461 (0.1498) loss_bbox_dn_pre: 0.2157 (0.2314) loss_bbox_enc_0: 0.2069 (0.2061) loss_bbox_pre: 0.1693 (0.1747) loss_dfl: 0.9707 (0.9576) loss_fgl_aux_0: 1.0008 (0.9893) loss_fgl_aux_1: 0.9715 (0.9601) loss_fgl_aux_2: 0.9694 (0.9578) loss_fgl_aux_3: 0.9700 (0.9577) loss_fgl_aux_4: 0.9706 (0.9577) loss_fgl_dn_0: 1.0895 (1.0815) loss_fgl_dn_1: 0.9834 (0.9778) loss_fgl_dn_2: 0.9748 (0.9687) loss_fgl_dn_3: 0.9748 (0.9694) loss_fgl_dn_4: 0.9755 (0.9699) loss_fgl_dn_5: 0.9755 (0.9699) loss_giou: 0.5056 (0.5419) loss_giou_aux_0: 0.5333 (0.5666) loss_giou_aux_1: 0.5141 (0.5473) loss_giou_aux_2: 0.5087 (0.5429) loss_giou_aux_3: 0.5055 (0.5420) loss_giou_aux_4: 0.5056 (0.5419) loss_giou_dn_0: 0.5260 (0.5422) loss_giou_dn_1: 0.4226 (0.4294) loss_giou_dn_2: 0.4070 (0.4123) loss_giou_dn_3: 0.4013 (0.4073) loss_giou_dn_4: 0.4011 (0.4062) loss_giou_dn_5: 0.4011 (0.4062) loss_giou_dn_pre: 0.5300 (0.5417) loss_giou_enc_0: 0.6053 (0.6365) loss_giou_pre: 0.5322 (0.5653) loss_ddf_aux_0: 0.0509 (0.0516) loss_ddf_aux_1: 0.0069 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2432 (0.2521) loss_ddf_dn_1: 0.0317 (0.0339) loss_ddf_dn_2: 0.0066 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6387 (0.6314) loss_vfl_aux_0: 0.7116 (0.6994) loss_vfl_aux_1: 0.6802 (0.6766) loss_vfl_aux_2: 0.6664 (0.6592) loss_vfl_aux_3: 0.6481 (0.6430) loss_vfl_aux_4: 0.6411 (0.6335) loss_vfl_dn_0: 0.4839 (0.4806) loss_vfl_dn_1: 0.4091 (0.4093) loss_vfl_dn_2: 0.3924 (0.3930) loss_vfl_dn_3: 0.3823 (0.3849) loss_vfl_dn_4: 0.3790 (0.3821) loss_vfl_dn_5: 0.3793 (0.3816) loss_vfl_dn_pre: 0.4843 (0.4810) loss_vfl_enc_0: 0.7275 (0.7087) loss_vfl_pre: 0.7122 (0.7014) time: 0.7540 data: 0.0281 max mem: 9142 Epoch: [64] [1400/3696] eta: 0:29:30 lr: 0.000013 loss: 31.0259 (30.5768) loss_bbox: 0.1529 (0.1624) loss_bbox_aux_0: 0.1616 (0.1742) loss_bbox_aux_1: 0.1555 (0.1650) loss_bbox_aux_2: 0.1532 (0.1629) loss_bbox_aux_3: 0.1528 (0.1625) loss_bbox_aux_4: 0.1529 (0.1624) loss_bbox_dn_0: 0.2280 (0.2249) loss_bbox_dn_1: 0.1667 (0.1640) loss_bbox_dn_2: 0.1581 (0.1537) loss_bbox_dn_3: 0.1521 (0.1504) loss_bbox_dn_4: 0.1508 (0.1497) loss_bbox_dn_5: 0.1508 (0.1497) loss_bbox_dn_pre: 0.2377 (0.2311) loss_bbox_enc_0: 0.1947 (0.2058) loss_bbox_pre: 0.1613 (0.1745) loss_dfl: 0.9701 (0.9574) loss_fgl_aux_0: 1.0003 (0.9890) loss_fgl_aux_1: 0.9716 (0.9598) loss_fgl_aux_2: 0.9698 (0.9576) loss_fgl_aux_3: 0.9703 (0.9575) loss_fgl_aux_4: 0.9701 (0.9574) loss_fgl_dn_0: 1.0829 (1.0813) loss_fgl_dn_1: 0.9888 (0.9779) loss_fgl_dn_2: 0.9786 (0.9688) loss_fgl_dn_3: 0.9797 (0.9694) loss_fgl_dn_4: 0.9805 (0.9699) loss_fgl_dn_5: 0.9805 (0.9700) loss_giou: 0.5371 (0.5431) loss_giou_aux_0: 0.5609 (0.5677) loss_giou_aux_1: 0.5426 (0.5485) loss_giou_aux_2: 0.5370 (0.5441) loss_giou_aux_3: 0.5376 (0.5431) loss_giou_aux_4: 0.5372 (0.5430) loss_giou_dn_0: 0.5586 (0.5429) loss_giou_dn_1: 0.4395 (0.4302) loss_giou_dn_2: 0.4196 (0.4131) loss_giou_dn_3: 0.4150 (0.4081) loss_giou_dn_4: 0.4136 (0.4070) loss_giou_dn_5: 0.4136 (0.4070) loss_giou_dn_pre: 0.5593 (0.5425) loss_giou_enc_0: 0.6285 (0.6374) loss_giou_pre: 0.5574 (0.5663) loss_ddf_aux_0: 0.0500 (0.0515) loss_ddf_aux_1: 0.0073 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2500 (0.2518) loss_ddf_dn_1: 0.0326 (0.0339) loss_ddf_dn_2: 0.0068 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6613 (0.6318) loss_vfl_aux_0: 0.7054 (0.6997) loss_vfl_aux_1: 0.7036 (0.6771) loss_vfl_aux_2: 0.6871 (0.6596) loss_vfl_aux_3: 0.6794 (0.6433) loss_vfl_aux_4: 0.6575 (0.6340) loss_vfl_dn_0: 0.4867 (0.4806) loss_vfl_dn_1: 0.4223 (0.4095) loss_vfl_dn_2: 0.4089 (0.3931) loss_vfl_dn_3: 0.3983 (0.3850) loss_vfl_dn_4: 0.3931 (0.3822) loss_vfl_dn_5: 0.3911 (0.3817) loss_vfl_dn_pre: 0.4872 (0.4810) loss_vfl_enc_0: 0.7112 (0.7088) loss_vfl_pre: 0.7061 (0.7017) time: 0.7650 data: 0.0279 max mem: 9142 Epoch: [64] [1500/3696] eta: 0:28:12 lr: 0.000013 loss: 30.7364 (30.5966) loss_bbox: 0.1493 (0.1626) loss_bbox_aux_0: 0.1625 (0.1744) loss_bbox_aux_1: 0.1530 (0.1652) loss_bbox_aux_2: 0.1491 (0.1631) loss_bbox_aux_3: 0.1491 (0.1627) loss_bbox_aux_4: 0.1493 (0.1626) loss_bbox_dn_0: 0.2174 (0.2251) loss_bbox_dn_1: 0.1573 (0.1643) loss_bbox_dn_2: 0.1480 (0.1540) loss_bbox_dn_3: 0.1463 (0.1507) loss_bbox_dn_4: 0.1452 (0.1499) loss_bbox_dn_5: 0.1452 (0.1499) loss_bbox_dn_pre: 0.2231 (0.2313) loss_bbox_enc_0: 0.1930 (0.2060) loss_bbox_pre: 0.1631 (0.1747) loss_dfl: 0.9741 (0.9577) loss_fgl_aux_0: 1.0031 (0.9890) loss_fgl_aux_1: 0.9795 (0.9601) loss_fgl_aux_2: 0.9737 (0.9579) loss_fgl_aux_3: 0.9741 (0.9577) loss_fgl_aux_4: 0.9739 (0.9577) loss_fgl_dn_0: 1.0855 (1.0814) loss_fgl_dn_1: 0.9867 (0.9782) loss_fgl_dn_2: 0.9746 (0.9692) loss_fgl_dn_3: 0.9746 (0.9699) loss_fgl_dn_4: 0.9752 (0.9704) loss_fgl_dn_5: 0.9753 (0.9704) loss_giou: 0.5562 (0.5441) loss_giou_aux_0: 0.5725 (0.5687) loss_giou_aux_1: 0.5609 (0.5495) loss_giou_aux_2: 0.5582 (0.5451) loss_giou_aux_3: 0.5561 (0.5442) loss_giou_aux_4: 0.5561 (0.5441) loss_giou_dn_0: 0.5455 (0.5433) loss_giou_dn_1: 0.4388 (0.4307) loss_giou_dn_2: 0.4244 (0.4136) loss_giou_dn_3: 0.4215 (0.4086) loss_giou_dn_4: 0.4204 (0.4075) loss_giou_dn_5: 0.4202 (0.4075) loss_giou_dn_pre: 0.5442 (0.5429) loss_giou_enc_0: 0.6490 (0.6386) loss_giou_pre: 0.5715 (0.5673) loss_ddf_aux_0: 0.0473 (0.0513) loss_ddf_aux_1: 0.0066 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2462 (0.2515) loss_ddf_dn_1: 0.0329 (0.0339) loss_ddf_dn_2: 0.0074 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6283 (0.6319) loss_vfl_aux_0: 0.6802 (0.6999) loss_vfl_aux_1: 0.6635 (0.6773) loss_vfl_aux_2: 0.6433 (0.6596) loss_vfl_aux_3: 0.6345 (0.6434) loss_vfl_aux_4: 0.6315 (0.6341) loss_vfl_dn_0: 0.4799 (0.4806) loss_vfl_dn_1: 0.4080 (0.4097) loss_vfl_dn_2: 0.3948 (0.3934) loss_vfl_dn_3: 0.3897 (0.3852) loss_vfl_dn_4: 0.3846 (0.3824) loss_vfl_dn_5: 0.3836 (0.3819) loss_vfl_dn_pre: 0.4803 (0.4810) loss_vfl_enc_0: 0.6984 (0.7088) loss_vfl_pre: 0.6868 (0.7019) time: 0.7519 data: 0.0271 max mem: 9142 Epoch: [64] [1600/3696] eta: 0:26:54 lr: 0.000013 loss: 30.8187 (30.5953) loss_bbox: 0.1661 (0.1629) loss_bbox_aux_0: 0.1725 (0.1747) loss_bbox_aux_1: 0.1690 (0.1655) loss_bbox_aux_2: 0.1676 (0.1634) loss_bbox_aux_3: 0.1667 (0.1630) loss_bbox_aux_4: 0.1661 (0.1629) loss_bbox_dn_0: 0.2224 (0.2253) loss_bbox_dn_1: 0.1597 (0.1644) loss_bbox_dn_2: 0.1492 (0.1541) loss_bbox_dn_3: 0.1449 (0.1508) loss_bbox_dn_4: 0.1445 (0.1501) loss_bbox_dn_5: 0.1445 (0.1501) loss_bbox_dn_pre: 0.2319 (0.2314) loss_bbox_enc_0: 0.2027 (0.2063) loss_bbox_pre: 0.1730 (0.1750) loss_dfl: 0.9621 (0.9573) loss_fgl_aux_0: 0.9986 (0.9886) loss_fgl_aux_1: 0.9635 (0.9597) loss_fgl_aux_2: 0.9610 (0.9575) loss_fgl_aux_3: 0.9621 (0.9573) loss_fgl_aux_4: 0.9621 (0.9573) loss_fgl_dn_0: 1.0819 (1.0812) loss_fgl_dn_1: 0.9791 (0.9780) loss_fgl_dn_2: 0.9700 (0.9690) loss_fgl_dn_3: 0.9715 (0.9696) loss_fgl_dn_4: 0.9726 (0.9701) loss_fgl_dn_5: 0.9726 (0.9701) loss_giou: 0.5365 (0.5442) loss_giou_aux_0: 0.5601 (0.5688) loss_giou_aux_1: 0.5407 (0.5496) loss_giou_aux_2: 0.5427 (0.5452) loss_giou_aux_3: 0.5382 (0.5443) loss_giou_aux_4: 0.5365 (0.5442) loss_giou_dn_0: 0.5289 (0.5433) loss_giou_dn_1: 0.4231 (0.4306) loss_giou_dn_2: 0.4092 (0.4135) loss_giou_dn_3: 0.4040 (0.4085) loss_giou_dn_4: 0.4031 (0.4074) loss_giou_dn_5: 0.4031 (0.4074) loss_giou_dn_pre: 0.5279 (0.5428) loss_giou_enc_0: 0.6293 (0.6386) loss_giou_pre: 0.5586 (0.5674) loss_ddf_aux_0: 0.0497 (0.0512) loss_ddf_aux_1: 0.0073 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2528 (0.2511) loss_ddf_dn_1: 0.0323 (0.0338) loss_ddf_dn_2: 0.0067 (0.0073) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6173 (0.6318) loss_vfl_aux_0: 0.6884 (0.6999) loss_vfl_aux_1: 0.6688 (0.6773) loss_vfl_aux_2: 0.6450 (0.6594) loss_vfl_aux_3: 0.6282 (0.6432) loss_vfl_aux_4: 0.6233 (0.6341) loss_vfl_dn_0: 0.4824 (0.4806) loss_vfl_dn_1: 0.4122 (0.4097) loss_vfl_dn_2: 0.3881 (0.3933) loss_vfl_dn_3: 0.3834 (0.3852) loss_vfl_dn_4: 0.3788 (0.3823) loss_vfl_dn_5: 0.3791 (0.3819) loss_vfl_dn_pre: 0.4821 (0.4810) loss_vfl_enc_0: 0.7048 (0.7089) loss_vfl_pre: 0.6878 (0.7019) time: 0.7562 data: 0.0247 max mem: 9142 Epoch: [64] [1700/3696] eta: 0:25:37 lr: 0.000013 loss: 30.0622 (30.5862) loss_bbox: 0.1595 (0.1629) loss_bbox_aux_0: 0.1718 (0.1747) loss_bbox_aux_1: 0.1630 (0.1656) loss_bbox_aux_2: 0.1609 (0.1635) loss_bbox_aux_3: 0.1595 (0.1630) loss_bbox_aux_4: 0.1594 (0.1630) loss_bbox_dn_0: 0.2297 (0.2256) loss_bbox_dn_1: 0.1662 (0.1646) loss_bbox_dn_2: 0.1556 (0.1543) loss_bbox_dn_3: 0.1591 (0.1510) loss_bbox_dn_4: 0.1574 (0.1503) loss_bbox_dn_5: 0.1574 (0.1503) loss_bbox_dn_pre: 0.2343 (0.2318) loss_bbox_enc_0: 0.2073 (0.2063) loss_bbox_pre: 0.1735 (0.1750) loss_dfl: 0.9553 (0.9571) loss_fgl_aux_0: 0.9887 (0.9884) loss_fgl_aux_1: 0.9583 (0.9595) loss_fgl_aux_2: 0.9539 (0.9573) loss_fgl_aux_3: 0.9546 (0.9572) loss_fgl_aux_4: 0.9552 (0.9571) loss_fgl_dn_0: 1.0784 (1.0812) loss_fgl_dn_1: 0.9678 (0.9778) loss_fgl_dn_2: 0.9601 (0.9688) loss_fgl_dn_3: 0.9615 (0.9695) loss_fgl_dn_4: 0.9622 (0.9700) loss_fgl_dn_5: 0.9622 (0.9700) loss_giou: 0.5025 (0.5437) loss_giou_aux_0: 0.5257 (0.5682) loss_giou_aux_1: 0.5064 (0.5491) loss_giou_aux_2: 0.5018 (0.5447) loss_giou_aux_3: 0.5019 (0.5438) loss_giou_aux_4: 0.5024 (0.5437) loss_giou_dn_0: 0.5299 (0.5429) loss_giou_dn_1: 0.4282 (0.4303) loss_giou_dn_2: 0.4099 (0.4132) loss_giou_dn_3: 0.4061 (0.4082) loss_giou_dn_4: 0.4056 (0.4071) loss_giou_dn_5: 0.4056 (0.4071) loss_giou_dn_pre: 0.5289 (0.5424) loss_giou_enc_0: 0.6215 (0.6381) loss_giou_pre: 0.5256 (0.5668) loss_ddf_aux_0: 0.0450 (0.0511) loss_ddf_aux_1: 0.0072 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2363 (0.2509) loss_ddf_dn_1: 0.0318 (0.0338) loss_ddf_dn_2: 0.0069 (0.0073) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6162 (0.6317) loss_vfl_aux_0: 0.6998 (0.6997) loss_vfl_aux_1: 0.6584 (0.6770) loss_vfl_aux_2: 0.6348 (0.6592) loss_vfl_aux_3: 0.6240 (0.6430) loss_vfl_aux_4: 0.6222 (0.6341) loss_vfl_dn_0: 0.4745 (0.4805) loss_vfl_dn_1: 0.4037 (0.4095) loss_vfl_dn_2: 0.3867 (0.3931) loss_vfl_dn_3: 0.3814 (0.3850) loss_vfl_dn_4: 0.3769 (0.3822) loss_vfl_dn_5: 0.3765 (0.3817) loss_vfl_dn_pre: 0.4771 (0.4809) loss_vfl_enc_0: 0.6911 (0.7087) loss_vfl_pre: 0.6968 (0.7016) time: 0.7698 data: 0.0345 max mem: 9142 Epoch: [64] [1800/3696] eta: 0:24:19 lr: 0.000013 loss: 30.2772 (30.5781) loss_bbox: 0.1476 (0.1628) loss_bbox_aux_0: 0.1604 (0.1747) loss_bbox_aux_1: 0.1528 (0.1655) loss_bbox_aux_2: 0.1480 (0.1634) loss_bbox_aux_3: 0.1478 (0.1629) loss_bbox_aux_4: 0.1475 (0.1628) loss_bbox_dn_0: 0.2023 (0.2256) loss_bbox_dn_1: 0.1439 (0.1646) loss_bbox_dn_2: 0.1378 (0.1543) loss_bbox_dn_3: 0.1331 (0.1510) loss_bbox_dn_4: 0.1328 (0.1503) loss_bbox_dn_5: 0.1328 (0.1503) loss_bbox_dn_pre: 0.2139 (0.2317) loss_bbox_enc_0: 0.1814 (0.2062) loss_bbox_pre: 0.1607 (0.1749) loss_dfl: 0.9625 (0.9575) loss_fgl_aux_0: 0.9937 (0.9886) loss_fgl_aux_1: 0.9664 (0.9598) loss_fgl_aux_2: 0.9613 (0.9576) loss_fgl_aux_3: 0.9633 (0.9575) loss_fgl_aux_4: 0.9624 (0.9575) loss_fgl_dn_0: 1.0815 (1.0811) loss_fgl_dn_1: 0.9796 (0.9778) loss_fgl_dn_2: 0.9742 (0.9688) loss_fgl_dn_3: 0.9753 (0.9695) loss_fgl_dn_4: 0.9759 (0.9700) loss_fgl_dn_5: 0.9760 (0.9700) loss_giou: 0.5102 (0.5429) loss_giou_aux_0: 0.5458 (0.5674) loss_giou_aux_1: 0.5188 (0.5483) loss_giou_aux_2: 0.5109 (0.5439) loss_giou_aux_3: 0.5106 (0.5430) loss_giou_aux_4: 0.5103 (0.5429) loss_giou_dn_0: 0.5216 (0.5424) loss_giou_dn_1: 0.4110 (0.4298) loss_giou_dn_2: 0.3968 (0.4127) loss_giou_dn_3: 0.3883 (0.4077) loss_giou_dn_4: 0.3862 (0.4066) loss_giou_dn_5: 0.3861 (0.4066) loss_giou_dn_pre: 0.5196 (0.5419) loss_giou_enc_0: 0.6175 (0.6372) loss_giou_pre: 0.5397 (0.5660) loss_ddf_aux_0: 0.0456 (0.0510) loss_ddf_aux_1: 0.0072 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2368 (0.2505) loss_ddf_dn_1: 0.0324 (0.0339) loss_ddf_dn_2: 0.0072 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6368 (0.6321) loss_vfl_aux_0: 0.6877 (0.6998) loss_vfl_aux_1: 0.6664 (0.6773) loss_vfl_aux_2: 0.6600 (0.6597) loss_vfl_aux_3: 0.6376 (0.6434) loss_vfl_aux_4: 0.6335 (0.6346) loss_vfl_dn_0: 0.4709 (0.4804) loss_vfl_dn_1: 0.4027 (0.4095) loss_vfl_dn_2: 0.3890 (0.3931) loss_vfl_dn_3: 0.3809 (0.3850) loss_vfl_dn_4: 0.3760 (0.3821) loss_vfl_dn_5: 0.3754 (0.3817) loss_vfl_dn_pre: 0.4710 (0.4808) loss_vfl_enc_0: 0.7048 (0.7088) loss_vfl_pre: 0.6910 (0.7017) time: 0.7563 data: 0.0298 max mem: 9142 Epoch: [64] [1900/3696] eta: 0:23:04 lr: 0.000013 loss: 30.6386 (30.5825) loss_bbox: 0.1651 (0.1628) loss_bbox_aux_0: 0.1755 (0.1747) loss_bbox_aux_1: 0.1661 (0.1655) loss_bbox_aux_2: 0.1651 (0.1634) loss_bbox_aux_3: 0.1652 (0.1629) loss_bbox_aux_4: 0.1651 (0.1628) loss_bbox_dn_0: 0.2192 (0.2258) loss_bbox_dn_1: 0.1633 (0.1647) loss_bbox_dn_2: 0.1528 (0.1544) loss_bbox_dn_3: 0.1512 (0.1511) loss_bbox_dn_4: 0.1495 (0.1504) loss_bbox_dn_5: 0.1495 (0.1504) loss_bbox_dn_pre: 0.2241 (0.2319) loss_bbox_enc_0: 0.1965 (0.2063) loss_bbox_pre: 0.1755 (0.1750) loss_dfl: 0.9402 (0.9572) loss_fgl_aux_0: 0.9692 (0.9883) loss_fgl_aux_1: 0.9428 (0.9596) loss_fgl_aux_2: 0.9400 (0.9574) loss_fgl_aux_3: 0.9403 (0.9572) loss_fgl_aux_4: 0.9401 (0.9572) loss_fgl_dn_0: 1.0784 (1.0811) loss_fgl_dn_1: 0.9760 (0.9778) loss_fgl_dn_2: 0.9636 (0.9688) loss_fgl_dn_3: 0.9651 (0.9695) loss_fgl_dn_4: 0.9652 (0.9700) loss_fgl_dn_5: 0.9653 (0.9700) loss_giou: 0.5335 (0.5434) loss_giou_aux_0: 0.5481 (0.5680) loss_giou_aux_1: 0.5368 (0.5488) loss_giou_aux_2: 0.5338 (0.5443) loss_giou_aux_3: 0.5333 (0.5434) loss_giou_aux_4: 0.5332 (0.5433) loss_giou_dn_0: 0.5346 (0.5424) loss_giou_dn_1: 0.4257 (0.4298) loss_giou_dn_2: 0.4145 (0.4127) loss_giou_dn_3: 0.4116 (0.4077) loss_giou_dn_4: 0.4101 (0.4066) loss_giou_dn_5: 0.4101 (0.4066) loss_giou_dn_pre: 0.5326 (0.5419) loss_giou_enc_0: 0.6267 (0.6377) loss_giou_pre: 0.5479 (0.5666) loss_ddf_aux_0: 0.0521 (0.0509) loss_ddf_aux_1: 0.0070 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2517 (0.2502) loss_ddf_dn_1: 0.0321 (0.0339) loss_ddf_dn_2: 0.0066 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6209 (0.6322) loss_vfl_aux_0: 0.7164 (0.6999) loss_vfl_aux_1: 0.6683 (0.6774) loss_vfl_aux_2: 0.6541 (0.6598) loss_vfl_aux_3: 0.6367 (0.6435) loss_vfl_aux_4: 0.6265 (0.6346) loss_vfl_dn_0: 0.4812 (0.4805) loss_vfl_dn_1: 0.4081 (0.4095) loss_vfl_dn_2: 0.3911 (0.3930) loss_vfl_dn_3: 0.3834 (0.3850) loss_vfl_dn_4: 0.3790 (0.3822) loss_vfl_dn_5: 0.3797 (0.3817) loss_vfl_dn_pre: 0.4809 (0.4809) loss_vfl_enc_0: 0.7272 (0.7088) loss_vfl_pre: 0.7205 (0.7019) time: 0.7692 data: 0.0330 max mem: 9142 Epoch: [64] [2000/3696] eta: 0:21:48 lr: 0.000013 loss: 30.5525 (30.5891) loss_bbox: 0.1664 (0.1631) loss_bbox_aux_0: 0.1762 (0.1749) loss_bbox_aux_1: 0.1712 (0.1657) loss_bbox_aux_2: 0.1670 (0.1636) loss_bbox_aux_3: 0.1664 (0.1631) loss_bbox_aux_4: 0.1664 (0.1631) loss_bbox_dn_0: 0.2246 (0.2259) loss_bbox_dn_1: 0.1538 (0.1649) loss_bbox_dn_2: 0.1461 (0.1545) loss_bbox_dn_3: 0.1433 (0.1513) loss_bbox_dn_4: 0.1428 (0.1506) loss_bbox_dn_5: 0.1428 (0.1506) loss_bbox_dn_pre: 0.2347 (0.2320) loss_bbox_enc_0: 0.2038 (0.2065) loss_bbox_pre: 0.1763 (0.1752) loss_dfl: 0.9409 (0.9572) loss_fgl_aux_0: 0.9793 (0.9882) loss_fgl_aux_1: 0.9422 (0.9596) loss_fgl_aux_2: 0.9394 (0.9574) loss_fgl_aux_3: 0.9409 (0.9573) loss_fgl_aux_4: 0.9409 (0.9572) loss_fgl_dn_0: 1.0809 (1.0812) loss_fgl_dn_1: 0.9763 (0.9779) loss_fgl_dn_2: 0.9648 (0.9689) loss_fgl_dn_3: 0.9658 (0.9696) loss_fgl_dn_4: 0.9661 (0.9701) loss_fgl_dn_5: 0.9661 (0.9701) loss_giou: 0.5420 (0.5434) loss_giou_aux_0: 0.5761 (0.5680) loss_giou_aux_1: 0.5483 (0.5489) loss_giou_aux_2: 0.5418 (0.5444) loss_giou_aux_3: 0.5414 (0.5435) loss_giou_aux_4: 0.5420 (0.5434) loss_giou_dn_0: 0.5344 (0.5424) loss_giou_dn_1: 0.4248 (0.4298) loss_giou_dn_2: 0.4181 (0.4127) loss_giou_dn_3: 0.4141 (0.4078) loss_giou_dn_4: 0.4129 (0.4067) loss_giou_dn_5: 0.4130 (0.4067) loss_giou_dn_pre: 0.5336 (0.5419) loss_giou_enc_0: 0.6322 (0.6378) loss_giou_pre: 0.5743 (0.5666) loss_ddf_aux_0: 0.0476 (0.0509) loss_ddf_aux_1: 0.0070 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2373 (0.2504) loss_ddf_dn_1: 0.0339 (0.0339) loss_ddf_dn_2: 0.0067 (0.0074) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6290 (0.6326) loss_vfl_aux_0: 0.7045 (0.7001) loss_vfl_aux_1: 0.6821 (0.6777) loss_vfl_aux_2: 0.6584 (0.6600) loss_vfl_aux_3: 0.6512 (0.6439) loss_vfl_aux_4: 0.6332 (0.6350) loss_vfl_dn_0: 0.4769 (0.4804) loss_vfl_dn_1: 0.4072 (0.4094) loss_vfl_dn_2: 0.3891 (0.3931) loss_vfl_dn_3: 0.3829 (0.3850) loss_vfl_dn_4: 0.3796 (0.3822) loss_vfl_dn_5: 0.3782 (0.3817) loss_vfl_dn_pre: 0.4785 (0.4808) loss_vfl_enc_0: 0.7113 (0.7089) loss_vfl_pre: 0.7080 (0.7021) time: 0.7464 data: 0.0319 max mem: 9142 Epoch: [64] [2100/3696] eta: 0:20:28 lr: 0.000013 loss: 31.1296 (30.5861) loss_bbox: 0.1591 (0.1630) loss_bbox_aux_0: 0.1673 (0.1748) loss_bbox_aux_1: 0.1625 (0.1656) loss_bbox_aux_2: 0.1596 (0.1635) loss_bbox_aux_3: 0.1591 (0.1631) loss_bbox_aux_4: 0.1591 (0.1630) loss_bbox_dn_0: 0.2039 (0.2257) loss_bbox_dn_1: 0.1573 (0.1647) loss_bbox_dn_2: 0.1520 (0.1544) loss_bbox_dn_3: 0.1465 (0.1511) loss_bbox_dn_4: 0.1451 (0.1504) loss_bbox_dn_5: 0.1451 (0.1504) loss_bbox_dn_pre: 0.2029 (0.2318) loss_bbox_enc_0: 0.1942 (0.2063) loss_bbox_pre: 0.1670 (0.1751) loss_dfl: 0.9464 (0.9570) loss_fgl_aux_0: 0.9732 (0.9880) loss_fgl_aux_1: 0.9494 (0.9594) loss_fgl_aux_2: 0.9453 (0.9572) loss_fgl_aux_3: 0.9462 (0.9571) loss_fgl_aux_4: 0.9463 (0.9571) loss_fgl_dn_0: 1.0786 (1.0811) loss_fgl_dn_1: 0.9833 (0.9779) loss_fgl_dn_2: 0.9714 (0.9689) loss_fgl_dn_3: 0.9717 (0.9695) loss_fgl_dn_4: 0.9721 (0.9700) loss_fgl_dn_5: 0.9721 (0.9701) loss_giou: 0.6029 (0.5437) loss_giou_aux_0: 0.6267 (0.5683) loss_giou_aux_1: 0.6122 (0.5492) loss_giou_aux_2: 0.6062 (0.5447) loss_giou_aux_3: 0.6058 (0.5438) loss_giou_aux_4: 0.6030 (0.5437) loss_giou_dn_0: 0.5653 (0.5425) loss_giou_dn_1: 0.4654 (0.4300) loss_giou_dn_2: 0.4494 (0.4129) loss_giou_dn_3: 0.4446 (0.4079) loss_giou_dn_4: 0.4428 (0.4068) loss_giou_dn_5: 0.4428 (0.4068) loss_giou_dn_pre: 0.5671 (0.5420) loss_giou_enc_0: 0.6870 (0.6380) loss_giou_pre: 0.6245 (0.5669) loss_ddf_aux_0: 0.0493 (0.0509) loss_ddf_aux_1: 0.0073 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2531 (0.2506) loss_ddf_dn_1: 0.0350 (0.0340) loss_ddf_dn_2: 0.0070 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6147 (0.6323) loss_vfl_aux_0: 0.6814 (0.6997) loss_vfl_aux_1: 0.6666 (0.6773) loss_vfl_aux_2: 0.6265 (0.6595) loss_vfl_aux_3: 0.6188 (0.6436) loss_vfl_aux_4: 0.6161 (0.6347) loss_vfl_dn_0: 0.4775 (0.4804) loss_vfl_dn_1: 0.4077 (0.4094) loss_vfl_dn_2: 0.3927 (0.3930) loss_vfl_dn_3: 0.3862 (0.3850) loss_vfl_dn_4: 0.3848 (0.3821) loss_vfl_dn_5: 0.3859 (0.3817) loss_vfl_dn_pre: 0.4777 (0.4808) loss_vfl_enc_0: 0.6818 (0.7086) loss_vfl_pre: 0.6843 (0.7017) time: 0.7087 data: 0.0264 max mem: 9142 Epoch: [64] [2200/3696] eta: 0:19:10 lr: 0.000013 loss: 29.9510 (30.5879) loss_bbox: 0.1407 (0.1630) loss_bbox_aux_0: 0.1528 (0.1748) loss_bbox_aux_1: 0.1435 (0.1656) loss_bbox_aux_2: 0.1410 (0.1635) loss_bbox_aux_3: 0.1409 (0.1631) loss_bbox_aux_4: 0.1408 (0.1630) loss_bbox_dn_0: 0.2069 (0.2258) loss_bbox_dn_1: 0.1463 (0.1647) loss_bbox_dn_2: 0.1358 (0.1544) loss_bbox_dn_3: 0.1337 (0.1511) loss_bbox_dn_4: 0.1317 (0.1504) loss_bbox_dn_5: 0.1317 (0.1504) loss_bbox_dn_pre: 0.2096 (0.2319) loss_bbox_enc_0: 0.1816 (0.2063) loss_bbox_pre: 0.1530 (0.1751) loss_dfl: 0.9580 (0.9568) loss_fgl_aux_0: 0.9947 (0.9878) loss_fgl_aux_1: 0.9628 (0.9591) loss_fgl_aux_2: 0.9585 (0.9570) loss_fgl_aux_3: 0.9579 (0.9569) loss_fgl_aux_4: 0.9580 (0.9568) loss_fgl_dn_0: 1.0815 (1.0810) loss_fgl_dn_1: 0.9826 (0.9779) loss_fgl_dn_2: 0.9728 (0.9689) loss_fgl_dn_3: 0.9742 (0.9695) loss_fgl_dn_4: 0.9736 (0.9700) loss_fgl_dn_5: 0.9736 (0.9700) loss_giou: 0.4936 (0.5439) loss_giou_aux_0: 0.5191 (0.5686) loss_giou_aux_1: 0.4990 (0.5494) loss_giou_aux_2: 0.4945 (0.5449) loss_giou_aux_3: 0.4935 (0.5440) loss_giou_aux_4: 0.4937 (0.5439) loss_giou_dn_0: 0.5244 (0.5426) loss_giou_dn_1: 0.4167 (0.4302) loss_giou_dn_2: 0.3983 (0.4130) loss_giou_dn_3: 0.3900 (0.4080) loss_giou_dn_4: 0.3889 (0.4070) loss_giou_dn_5: 0.3890 (0.4069) loss_giou_dn_pre: 0.5237 (0.5422) loss_giou_enc_0: 0.5958 (0.6382) loss_giou_pre: 0.5196 (0.5672) loss_ddf_aux_0: 0.0480 (0.0508) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2526 (0.2506) loss_ddf_dn_1: 0.0334 (0.0340) loss_ddf_dn_2: 0.0072 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6378 (0.6325) loss_vfl_aux_0: 0.7009 (0.6996) loss_vfl_aux_1: 0.6889 (0.6774) loss_vfl_aux_2: 0.6671 (0.6596) loss_vfl_aux_3: 0.6613 (0.6438) loss_vfl_aux_4: 0.6436 (0.6349) loss_vfl_dn_0: 0.4826 (0.4803) loss_vfl_dn_1: 0.4130 (0.4093) loss_vfl_dn_2: 0.3961 (0.3931) loss_vfl_dn_3: 0.3867 (0.3850) loss_vfl_dn_4: 0.3838 (0.3822) loss_vfl_dn_5: 0.3854 (0.3817) loss_vfl_dn_pre: 0.4828 (0.4807) loss_vfl_enc_0: 0.7151 (0.7087) loss_vfl_pre: 0.7039 (0.7017) time: 0.7728 data: 0.0276 max mem: 9142 Epoch: [64] [2300/3696] eta: 0:17:53 lr: 0.000013 loss: 30.5855 (30.5898) loss_bbox: 0.1561 (0.1628) loss_bbox_aux_0: 0.1642 (0.1746) loss_bbox_aux_1: 0.1583 (0.1654) loss_bbox_aux_2: 0.1557 (0.1633) loss_bbox_aux_3: 0.1563 (0.1629) loss_bbox_aux_4: 0.1561 (0.1628) loss_bbox_dn_0: 0.2105 (0.2254) loss_bbox_dn_1: 0.1544 (0.1645) loss_bbox_dn_2: 0.1411 (0.1541) loss_bbox_dn_3: 0.1396 (0.1509) loss_bbox_dn_4: 0.1397 (0.1502) loss_bbox_dn_5: 0.1397 (0.1502) loss_bbox_dn_pre: 0.2166 (0.2315) loss_bbox_enc_0: 0.1932 (0.2061) loss_bbox_pre: 0.1642 (0.1749) loss_dfl: 0.9845 (0.9569) loss_fgl_aux_0: 1.0132 (0.9877) loss_fgl_aux_1: 0.9841 (0.9592) loss_fgl_aux_2: 0.9843 (0.9571) loss_fgl_aux_3: 0.9846 (0.9569) loss_fgl_aux_4: 0.9846 (0.9569) loss_fgl_dn_0: 1.0870 (1.0812) loss_fgl_dn_1: 0.9847 (0.9781) loss_fgl_dn_2: 0.9775 (0.9691) loss_fgl_dn_3: 0.9791 (0.9698) loss_fgl_dn_4: 0.9791 (0.9703) loss_fgl_dn_5: 0.9791 (0.9703) loss_giou: 0.5570 (0.5444) loss_giou_aux_0: 0.5770 (0.5691) loss_giou_aux_1: 0.5600 (0.5499) loss_giou_aux_2: 0.5564 (0.5454) loss_giou_aux_3: 0.5558 (0.5445) loss_giou_aux_4: 0.5569 (0.5444) loss_giou_dn_0: 0.5529 (0.5428) loss_giou_dn_1: 0.4385 (0.4303) loss_giou_dn_2: 0.4253 (0.4131) loss_giou_dn_3: 0.4191 (0.4082) loss_giou_dn_4: 0.4182 (0.4071) loss_giou_dn_5: 0.4183 (0.4071) loss_giou_dn_pre: 0.5525 (0.5423) loss_giou_enc_0: 0.6585 (0.6387) loss_giou_pre: 0.5795 (0.5677) loss_ddf_aux_0: 0.0492 (0.0508) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2503 (0.2508) loss_ddf_dn_1: 0.0329 (0.0340) loss_ddf_dn_2: 0.0076 (0.0074) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6137 (0.6324) loss_vfl_aux_0: 0.6741 (0.6995) loss_vfl_aux_1: 0.6625 (0.6772) loss_vfl_aux_2: 0.6484 (0.6594) loss_vfl_aux_3: 0.6277 (0.6437) loss_vfl_aux_4: 0.6135 (0.6348) loss_vfl_dn_0: 0.4788 (0.4803) loss_vfl_dn_1: 0.4106 (0.4094) loss_vfl_dn_2: 0.3979 (0.3931) loss_vfl_dn_3: 0.3862 (0.3850) loss_vfl_dn_4: 0.3872 (0.3822) loss_vfl_dn_5: 0.3865 (0.3818) loss_vfl_dn_pre: 0.4798 (0.4807) loss_vfl_enc_0: 0.6975 (0.7084) loss_vfl_pre: 0.6765 (0.7015) time: 0.7248 data: 0.0233 max mem: 9142 Epoch: [64] [2400/3696] eta: 0:16:36 lr: 0.000013 loss: 31.1288 (30.5953) loss_bbox: 0.1591 (0.1627) loss_bbox_aux_0: 0.1645 (0.1745) loss_bbox_aux_1: 0.1626 (0.1653) loss_bbox_aux_2: 0.1606 (0.1632) loss_bbox_aux_3: 0.1592 (0.1628) loss_bbox_aux_4: 0.1591 (0.1627) loss_bbox_dn_0: 0.1989 (0.2250) loss_bbox_dn_1: 0.1454 (0.1643) loss_bbox_dn_2: 0.1378 (0.1539) loss_bbox_dn_3: 0.1350 (0.1507) loss_bbox_dn_4: 0.1352 (0.1500) loss_bbox_dn_5: 0.1352 (0.1500) loss_bbox_dn_pre: 0.2029 (0.2311) loss_bbox_enc_0: 0.1952 (0.2059) loss_bbox_pre: 0.1644 (0.1747) loss_dfl: 0.9587 (0.9569) loss_fgl_aux_0: 0.9884 (0.9877) loss_fgl_aux_1: 0.9607 (0.9592) loss_fgl_aux_2: 0.9595 (0.9571) loss_fgl_aux_3: 0.9587 (0.9569) loss_fgl_aux_4: 0.9587 (0.9569) loss_fgl_dn_0: 1.0753 (1.0812) loss_fgl_dn_1: 0.9828 (0.9782) loss_fgl_dn_2: 0.9728 (0.9692) loss_fgl_dn_3: 0.9730 (0.9699) loss_fgl_dn_4: 0.9739 (0.9704) loss_fgl_dn_5: 0.9739 (0.9704) loss_giou: 0.5968 (0.5448) loss_giou_aux_0: 0.6206 (0.5695) loss_giou_aux_1: 0.6022 (0.5503) loss_giou_aux_2: 0.5980 (0.5458) loss_giou_aux_3: 0.5964 (0.5449) loss_giou_aux_4: 0.5968 (0.5448) loss_giou_dn_0: 0.5754 (0.5429) loss_giou_dn_1: 0.4637 (0.4305) loss_giou_dn_2: 0.4474 (0.4134) loss_giou_dn_3: 0.4419 (0.4084) loss_giou_dn_4: 0.4406 (0.4073) loss_giou_dn_5: 0.4405 (0.4073) loss_giou_dn_pre: 0.5736 (0.5424) loss_giou_enc_0: 0.6901 (0.6391) loss_giou_pre: 0.6182 (0.5681) loss_ddf_aux_0: 0.0484 (0.0508) loss_ddf_aux_1: 0.0069 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2412 (0.2505) loss_ddf_dn_1: 0.0349 (0.0340) loss_ddf_dn_2: 0.0078 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6359 (0.6329) loss_vfl_aux_0: 0.6974 (0.6995) loss_vfl_aux_1: 0.6878 (0.6775) loss_vfl_aux_2: 0.6722 (0.6600) loss_vfl_aux_3: 0.6598 (0.6442) loss_vfl_aux_4: 0.6487 (0.6353) loss_vfl_dn_0: 0.4777 (0.4803) loss_vfl_dn_1: 0.4146 (0.4095) loss_vfl_dn_2: 0.3992 (0.3932) loss_vfl_dn_3: 0.3919 (0.3851) loss_vfl_dn_4: 0.3898 (0.3823) loss_vfl_dn_5: 0.3886 (0.3819) loss_vfl_dn_pre: 0.4783 (0.4807) loss_vfl_enc_0: 0.7008 (0.7085) loss_vfl_pre: 0.7039 (0.7015) time: 0.7365 data: 0.0321 max mem: 9142 Epoch: [64] [2500/3696] eta: 0:15:20 lr: 0.000013 loss: 30.4739 (30.5942) loss_bbox: 0.1627 (0.1628) loss_bbox_aux_0: 0.1712 (0.1746) loss_bbox_aux_1: 0.1640 (0.1654) loss_bbox_aux_2: 0.1619 (0.1633) loss_bbox_aux_3: 0.1626 (0.1629) loss_bbox_aux_4: 0.1628 (0.1628) loss_bbox_dn_0: 0.2023 (0.2250) loss_bbox_dn_1: 0.1486 (0.1643) loss_bbox_dn_2: 0.1419 (0.1540) loss_bbox_dn_3: 0.1394 (0.1507) loss_bbox_dn_4: 0.1384 (0.1500) loss_bbox_dn_5: 0.1385 (0.1500) loss_bbox_dn_pre: 0.2098 (0.2310) loss_bbox_enc_0: 0.1961 (0.2060) loss_bbox_pre: 0.1720 (0.1748) loss_dfl: 0.9658 (0.9568) loss_fgl_aux_0: 0.9864 (0.9875) loss_fgl_aux_1: 0.9657 (0.9590) loss_fgl_aux_2: 0.9641 (0.9569) loss_fgl_aux_3: 0.9648 (0.9568) loss_fgl_aux_4: 0.9660 (0.9568) loss_fgl_dn_0: 1.0830 (1.0810) loss_fgl_dn_1: 0.9873 (0.9781) loss_fgl_dn_2: 0.9795 (0.9691) loss_fgl_dn_3: 0.9797 (0.9698) loss_fgl_dn_4: 0.9805 (0.9703) loss_fgl_dn_5: 0.9806 (0.9703) loss_giou: 0.4972 (0.5449) loss_giou_aux_0: 0.5235 (0.5695) loss_giou_aux_1: 0.5028 (0.5504) loss_giou_aux_2: 0.4971 (0.5459) loss_giou_aux_3: 0.4967 (0.5450) loss_giou_aux_4: 0.4973 (0.5449) loss_giou_dn_0: 0.5144 (0.5428) loss_giou_dn_1: 0.4053 (0.4305) loss_giou_dn_2: 0.3927 (0.4134) loss_giou_dn_3: 0.3867 (0.4084) loss_giou_dn_4: 0.3856 (0.4073) loss_giou_dn_5: 0.3855 (0.4073) loss_giou_dn_pre: 0.5141 (0.5423) loss_giou_enc_0: 0.6120 (0.6392) loss_giou_pre: 0.5224 (0.5681) loss_ddf_aux_0: 0.0464 (0.0507) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2404 (0.2504) loss_ddf_dn_1: 0.0321 (0.0341) loss_ddf_dn_2: 0.0077 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6149 (0.6330) loss_vfl_aux_0: 0.6779 (0.6994) loss_vfl_aux_1: 0.6573 (0.6773) loss_vfl_aux_2: 0.6274 (0.6599) loss_vfl_aux_3: 0.6313 (0.6443) loss_vfl_aux_4: 0.6167 (0.6353) loss_vfl_dn_0: 0.4783 (0.4803) loss_vfl_dn_1: 0.4087 (0.4095) loss_vfl_dn_2: 0.3902 (0.3932) loss_vfl_dn_3: 0.3839 (0.3851) loss_vfl_dn_4: 0.3785 (0.3823) loss_vfl_dn_5: 0.3781 (0.3819) loss_vfl_dn_pre: 0.4800 (0.4807) loss_vfl_enc_0: 0.6910 (0.7085) loss_vfl_pre: 0.6803 (0.7015) time: 0.7826 data: 0.0298 max mem: 9142 Epoch: [64] [2600/3696] eta: 0:14:03 lr: 0.000013 loss: 30.4213 (30.5917) loss_bbox: 0.1648 (0.1628) loss_bbox_aux_0: 0.1783 (0.1746) loss_bbox_aux_1: 0.1664 (0.1654) loss_bbox_aux_2: 0.1652 (0.1633) loss_bbox_aux_3: 0.1647 (0.1629) loss_bbox_aux_4: 0.1648 (0.1628) loss_bbox_dn_0: 0.2290 (0.2250) loss_bbox_dn_1: 0.1577 (0.1642) loss_bbox_dn_2: 0.1507 (0.1539) loss_bbox_dn_3: 0.1482 (0.1506) loss_bbox_dn_4: 0.1462 (0.1499) loss_bbox_dn_5: 0.1463 (0.1499) loss_bbox_dn_pre: 0.2335 (0.2310) loss_bbox_enc_0: 0.2071 (0.2060) loss_bbox_pre: 0.1786 (0.1748) loss_dfl: 0.9601 (0.9568) loss_fgl_aux_0: 1.0037 (0.9875) loss_fgl_aux_1: 0.9667 (0.9591) loss_fgl_aux_2: 0.9603 (0.9569) loss_fgl_aux_3: 0.9603 (0.9568) loss_fgl_aux_4: 0.9601 (0.9568) loss_fgl_dn_0: 1.0824 (1.0811) loss_fgl_dn_1: 0.9721 (0.9781) loss_fgl_dn_2: 0.9553 (0.9691) loss_fgl_dn_3: 0.9580 (0.9698) loss_fgl_dn_4: 0.9589 (0.9703) loss_fgl_dn_5: 0.9589 (0.9703) loss_giou: 0.5145 (0.5447) loss_giou_aux_0: 0.5441 (0.5694) loss_giou_aux_1: 0.5260 (0.5503) loss_giou_aux_2: 0.5200 (0.5457) loss_giou_aux_3: 0.5162 (0.5448) loss_giou_aux_4: 0.5143 (0.5447) loss_giou_dn_0: 0.5338 (0.5427) loss_giou_dn_1: 0.4207 (0.4303) loss_giou_dn_2: 0.4021 (0.4132) loss_giou_dn_3: 0.3985 (0.4082) loss_giou_dn_4: 0.3970 (0.4071) loss_giou_dn_5: 0.3971 (0.4071) loss_giou_dn_pre: 0.5335 (0.5422) loss_giou_enc_0: 0.6140 (0.6390) loss_giou_pre: 0.5440 (0.5680) loss_ddf_aux_0: 0.0469 (0.0507) loss_ddf_aux_1: 0.0066 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2580 (0.2507) loss_ddf_dn_1: 0.0367 (0.0342) loss_ddf_dn_2: 0.0092 (0.0074) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6509 (0.6330) loss_vfl_aux_0: 0.7115 (0.6995) loss_vfl_aux_1: 0.6828 (0.6773) loss_vfl_aux_2: 0.6765 (0.6599) loss_vfl_aux_3: 0.6563 (0.6443) loss_vfl_aux_4: 0.6441 (0.6353) loss_vfl_dn_0: 0.4777 (0.4803) loss_vfl_dn_1: 0.4124 (0.4094) loss_vfl_dn_2: 0.3932 (0.3931) loss_vfl_dn_3: 0.3860 (0.3851) loss_vfl_dn_4: 0.3831 (0.3823) loss_vfl_dn_5: 0.3845 (0.3819) loss_vfl_dn_pre: 0.4796 (0.4807) loss_vfl_enc_0: 0.7269 (0.7085) loss_vfl_pre: 0.7069 (0.7016) time: 0.7484 data: 0.0254 max mem: 9142 Epoch: [64] [2700/3696] eta: 0:12:46 lr: 0.000013 loss: 30.6599 (30.5940) loss_bbox: 0.1518 (0.1628) loss_bbox_aux_0: 0.1702 (0.1746) loss_bbox_aux_1: 0.1626 (0.1654) loss_bbox_aux_2: 0.1548 (0.1633) loss_bbox_aux_3: 0.1522 (0.1629) loss_bbox_aux_4: 0.1518 (0.1628) loss_bbox_dn_0: 0.2219 (0.2249) loss_bbox_dn_1: 0.1611 (0.1641) loss_bbox_dn_2: 0.1541 (0.1538) loss_bbox_dn_3: 0.1527 (0.1505) loss_bbox_dn_4: 0.1534 (0.1498) loss_bbox_dn_5: 0.1533 (0.1498) loss_bbox_dn_pre: 0.2248 (0.2309) loss_bbox_enc_0: 0.2069 (0.2060) loss_bbox_pre: 0.1710 (0.1748) loss_dfl: 0.9728 (0.9568) loss_fgl_aux_0: 1.0052 (0.9875) loss_fgl_aux_1: 0.9743 (0.9590) loss_fgl_aux_2: 0.9712 (0.9569) loss_fgl_aux_3: 0.9723 (0.9568) loss_fgl_aux_4: 0.9728 (0.9568) loss_fgl_dn_0: 1.0799 (1.0812) loss_fgl_dn_1: 0.9774 (0.9781) loss_fgl_dn_2: 0.9705 (0.9691) loss_fgl_dn_3: 0.9698 (0.9698) loss_fgl_dn_4: 0.9701 (0.9703) loss_fgl_dn_5: 0.9701 (0.9703) loss_giou: 0.5338 (0.5449) loss_giou_aux_0: 0.5589 (0.5695) loss_giou_aux_1: 0.5401 (0.5504) loss_giou_aux_2: 0.5344 (0.5459) loss_giou_aux_3: 0.5341 (0.5450) loss_giou_aux_4: 0.5338 (0.5449) loss_giou_dn_0: 0.5420 (0.5429) loss_giou_dn_1: 0.4236 (0.4304) loss_giou_dn_2: 0.4083 (0.4133) loss_giou_dn_3: 0.4025 (0.4083) loss_giou_dn_4: 0.4016 (0.4072) loss_giou_dn_5: 0.4017 (0.4072) loss_giou_dn_pre: 0.5421 (0.5424) loss_giou_enc_0: 0.6383 (0.6391) loss_giou_pre: 0.5595 (0.5681) loss_ddf_aux_0: 0.0488 (0.0506) loss_ddf_aux_1: 0.0071 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2497 (0.2509) loss_ddf_dn_1: 0.0335 (0.0342) loss_ddf_dn_2: 0.0075 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6364 (0.6331) loss_vfl_aux_0: 0.7115 (0.6994) loss_vfl_aux_1: 0.6842 (0.6774) loss_vfl_aux_2: 0.6623 (0.6599) loss_vfl_aux_3: 0.6476 (0.6444) loss_vfl_aux_4: 0.6370 (0.6353) loss_vfl_dn_0: 0.4830 (0.4803) loss_vfl_dn_1: 0.4122 (0.4094) loss_vfl_dn_2: 0.3936 (0.3931) loss_vfl_dn_3: 0.3899 (0.3851) loss_vfl_dn_4: 0.3857 (0.3823) loss_vfl_dn_5: 0.3834 (0.3819) loss_vfl_dn_pre: 0.4836 (0.4807) loss_vfl_enc_0: 0.7103 (0.7085) loss_vfl_pre: 0.7087 (0.7015) time: 0.7589 data: 0.0348 max mem: 9142 Epoch: [64] [2800/3696] eta: 0:11:29 lr: 0.000013 loss: 30.0836 (30.5920) loss_bbox: 0.1489 (0.1628) loss_bbox_aux_0: 0.1565 (0.1746) loss_bbox_aux_1: 0.1491 (0.1654) loss_bbox_aux_2: 0.1478 (0.1633) loss_bbox_aux_3: 0.1482 (0.1628) loss_bbox_aux_4: 0.1489 (0.1628) loss_bbox_dn_0: 0.2120 (0.2250) loss_bbox_dn_1: 0.1535 (0.1642) loss_bbox_dn_2: 0.1435 (0.1539) loss_bbox_dn_3: 0.1367 (0.1506) loss_bbox_dn_4: 0.1363 (0.1499) loss_bbox_dn_5: 0.1363 (0.1499) loss_bbox_dn_pre: 0.2243 (0.2310) loss_bbox_enc_0: 0.1819 (0.2061) loss_bbox_pre: 0.1556 (0.1748) loss_dfl: 0.9586 (0.9569) loss_fgl_aux_0: 0.9916 (0.9876) loss_fgl_aux_1: 0.9594 (0.9591) loss_fgl_aux_2: 0.9582 (0.9570) loss_fgl_aux_3: 0.9582 (0.9569) loss_fgl_aux_4: 0.9587 (0.9569) loss_fgl_dn_0: 1.0773 (1.0811) loss_fgl_dn_1: 0.9833 (0.9780) loss_fgl_dn_2: 0.9705 (0.9691) loss_fgl_dn_3: 0.9711 (0.9697) loss_fgl_dn_4: 0.9713 (0.9702) loss_fgl_dn_5: 0.9714 (0.9702) loss_giou: 0.5214 (0.5446) loss_giou_aux_0: 0.5457 (0.5693) loss_giou_aux_1: 0.5288 (0.5502) loss_giou_aux_2: 0.5233 (0.5456) loss_giou_aux_3: 0.5216 (0.5447) loss_giou_aux_4: 0.5210 (0.5446) loss_giou_dn_0: 0.5261 (0.5427) loss_giou_dn_1: 0.4060 (0.4303) loss_giou_dn_2: 0.3865 (0.4131) loss_giou_dn_3: 0.3822 (0.4082) loss_giou_dn_4: 0.3812 (0.4071) loss_giou_dn_5: 0.3811 (0.4071) loss_giou_dn_pre: 0.5241 (0.5422) loss_giou_enc_0: 0.6168 (0.6388) loss_giou_pre: 0.5467 (0.5679) loss_ddf_aux_0: 0.0454 (0.0506) loss_ddf_aux_1: 0.0065 (0.0072) loss_ddf_aux_2: 0.0011 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2384 (0.2510) loss_ddf_dn_1: 0.0315 (0.0342) loss_ddf_dn_2: 0.0069 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6048 (0.6331) loss_vfl_aux_0: 0.6939 (0.6995) loss_vfl_aux_1: 0.6680 (0.6775) loss_vfl_aux_2: 0.6486 (0.6600) loss_vfl_aux_3: 0.6301 (0.6443) loss_vfl_aux_4: 0.6087 (0.6354) loss_vfl_dn_0: 0.4693 (0.4802) loss_vfl_dn_1: 0.4056 (0.4094) loss_vfl_dn_2: 0.3904 (0.3931) loss_vfl_dn_3: 0.3873 (0.3851) loss_vfl_dn_4: 0.3816 (0.3823) loss_vfl_dn_5: 0.3810 (0.3819) loss_vfl_dn_pre: 0.4695 (0.4807) loss_vfl_enc_0: 0.7048 (0.7088) loss_vfl_pre: 0.6972 (0.7016) time: 0.7719 data: 0.0305 max mem: 9142 Epoch: [64] [2900/3696] eta: 0:10:12 lr: 0.000013 loss: 29.6875 (30.5920) loss_bbox: 0.1612 (0.1626) loss_bbox_aux_0: 0.1647 (0.1744) loss_bbox_aux_1: 0.1634 (0.1652) loss_bbox_aux_2: 0.1614 (0.1631) loss_bbox_aux_3: 0.1613 (0.1627) loss_bbox_aux_4: 0.1612 (0.1626) loss_bbox_dn_0: 0.2079 (0.2249) loss_bbox_dn_1: 0.1610 (0.1641) loss_bbox_dn_2: 0.1501 (0.1538) loss_bbox_dn_3: 0.1423 (0.1505) loss_bbox_dn_4: 0.1399 (0.1498) loss_bbox_dn_5: 0.1399 (0.1498) loss_bbox_dn_pre: 0.2194 (0.2309) loss_bbox_enc_0: 0.1891 (0.2059) loss_bbox_pre: 0.1645 (0.1747) loss_dfl: 0.9638 (0.9569) loss_fgl_aux_0: 0.9909 (0.9876) loss_fgl_aux_1: 0.9667 (0.9592) loss_fgl_aux_2: 0.9635 (0.9570) loss_fgl_aux_3: 0.9637 (0.9569) loss_fgl_aux_4: 0.9638 (0.9569) loss_fgl_dn_0: 1.0716 (1.0811) loss_fgl_dn_1: 0.9707 (0.9780) loss_fgl_dn_2: 0.9577 (0.9691) loss_fgl_dn_3: 0.9572 (0.9697) loss_fgl_dn_4: 0.9574 (0.9702) loss_fgl_dn_5: 0.9574 (0.9703) loss_giou: 0.5019 (0.5446) loss_giou_aux_0: 0.5261 (0.5694) loss_giou_aux_1: 0.5056 (0.5502) loss_giou_aux_2: 0.5038 (0.5457) loss_giou_aux_3: 0.5016 (0.5448) loss_giou_aux_4: 0.5018 (0.5446) loss_giou_dn_0: 0.5102 (0.5428) loss_giou_dn_1: 0.3937 (0.4303) loss_giou_dn_2: 0.3741 (0.4132) loss_giou_dn_3: 0.3699 (0.4082) loss_giou_dn_4: 0.3682 (0.4071) loss_giou_dn_5: 0.3682 (0.4071) loss_giou_dn_pre: 0.5090 (0.5423) loss_giou_enc_0: 0.5790 (0.6389) loss_giou_pre: 0.5244 (0.5679) loss_ddf_aux_0: 0.0518 (0.0507) loss_ddf_aux_1: 0.0071 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2619 (0.2510) loss_ddf_dn_1: 0.0364 (0.0343) loss_ddf_dn_2: 0.0084 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6267 (0.6332) loss_vfl_aux_0: 0.6982 (0.6996) loss_vfl_aux_1: 0.6633 (0.6775) loss_vfl_aux_2: 0.6440 (0.6601) loss_vfl_aux_3: 0.6418 (0.6444) loss_vfl_aux_4: 0.6308 (0.6354) loss_vfl_dn_0: 0.4800 (0.4802) loss_vfl_dn_1: 0.4043 (0.4095) loss_vfl_dn_2: 0.3880 (0.3931) loss_vfl_dn_3: 0.3778 (0.3851) loss_vfl_dn_4: 0.3755 (0.3823) loss_vfl_dn_5: 0.3741 (0.3819) loss_vfl_dn_pre: 0.4819 (0.4807) loss_vfl_enc_0: 0.7058 (0.7087) loss_vfl_pre: 0.6990 (0.7017) time: 0.7603 data: 0.0267 max mem: 9142 Epoch: [64] [3000/3696] eta: 0:08:54 lr: 0.000013 loss: 30.4621 (30.5877) loss_bbox: 0.1660 (0.1626) loss_bbox_aux_0: 0.1843 (0.1745) loss_bbox_aux_1: 0.1726 (0.1653) loss_bbox_aux_2: 0.1679 (0.1632) loss_bbox_aux_3: 0.1661 (0.1627) loss_bbox_aux_4: 0.1660 (0.1626) loss_bbox_dn_0: 0.2210 (0.2248) loss_bbox_dn_1: 0.1640 (0.1641) loss_bbox_dn_2: 0.1568 (0.1537) loss_bbox_dn_3: 0.1522 (0.1505) loss_bbox_dn_4: 0.1518 (0.1497) loss_bbox_dn_5: 0.1518 (0.1497) loss_bbox_dn_pre: 0.2218 (0.2309) loss_bbox_enc_0: 0.2200 (0.2060) loss_bbox_pre: 0.1828 (0.1747) loss_dfl: 0.9694 (0.9569) loss_fgl_aux_0: 1.0034 (0.9876) loss_fgl_aux_1: 0.9748 (0.9592) loss_fgl_aux_2: 0.9695 (0.9571) loss_fgl_aux_3: 0.9698 (0.9569) loss_fgl_aux_4: 0.9695 (0.9569) loss_fgl_dn_0: 1.0914 (1.0812) loss_fgl_dn_1: 0.9787 (0.9780) loss_fgl_dn_2: 0.9660 (0.9690) loss_fgl_dn_3: 0.9675 (0.9697) loss_fgl_dn_4: 0.9679 (0.9702) loss_fgl_dn_5: 0.9679 (0.9702) loss_giou: 0.5013 (0.5443) loss_giou_aux_0: 0.5183 (0.5689) loss_giou_aux_1: 0.5058 (0.5498) loss_giou_aux_2: 0.5054 (0.5453) loss_giou_aux_3: 0.5019 (0.5444) loss_giou_aux_4: 0.5014 (0.5443) loss_giou_dn_0: 0.5261 (0.5425) loss_giou_dn_1: 0.4176 (0.4301) loss_giou_dn_2: 0.4008 (0.4130) loss_giou_dn_3: 0.3957 (0.4079) loss_giou_dn_4: 0.3946 (0.4068) loss_giou_dn_5: 0.3946 (0.4068) loss_giou_dn_pre: 0.5254 (0.5420) loss_giou_enc_0: 0.5815 (0.6385) loss_giou_pre: 0.5161 (0.5675) loss_ddf_aux_0: 0.0485 (0.0506) loss_ddf_aux_1: 0.0075 (0.0072) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2659 (0.2509) loss_ddf_dn_1: 0.0403 (0.0344) loss_ddf_dn_2: 0.0095 (0.0075) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6437 (0.6334) loss_vfl_aux_0: 0.6915 (0.6999) loss_vfl_aux_1: 0.6788 (0.6776) loss_vfl_aux_2: 0.6489 (0.6602) loss_vfl_aux_3: 0.6415 (0.6445) loss_vfl_aux_4: 0.6399 (0.6355) loss_vfl_dn_0: 0.4759 (0.4802) loss_vfl_dn_1: 0.4073 (0.4094) loss_vfl_dn_2: 0.3887 (0.3930) loss_vfl_dn_3: 0.3800 (0.3851) loss_vfl_dn_4: 0.3773 (0.3823) loss_vfl_dn_5: 0.3773 (0.3818) loss_vfl_dn_pre: 0.4755 (0.4807) loss_vfl_enc_0: 0.7084 (0.7090) loss_vfl_pre: 0.7010 (0.7020) time: 0.7606 data: 0.0300 max mem: 9142 Epoch: [64] [3100/3696] eta: 0:07:37 lr: 0.000013 loss: 30.5089 (30.5865) loss_bbox: 0.1538 (0.1626) loss_bbox_aux_0: 0.1695 (0.1744) loss_bbox_aux_1: 0.1563 (0.1652) loss_bbox_aux_2: 0.1552 (0.1631) loss_bbox_aux_3: 0.1547 (0.1627) loss_bbox_aux_4: 0.1539 (0.1626) loss_bbox_dn_0: 0.2093 (0.2247) loss_bbox_dn_1: 0.1544 (0.1640) loss_bbox_dn_2: 0.1481 (0.1537) loss_bbox_dn_3: 0.1466 (0.1504) loss_bbox_dn_4: 0.1459 (0.1497) loss_bbox_dn_5: 0.1459 (0.1497) loss_bbox_dn_pre: 0.2099 (0.2308) loss_bbox_enc_0: 0.1935 (0.2059) loss_bbox_pre: 0.1686 (0.1747) loss_dfl: 0.9515 (0.9568) loss_fgl_aux_0: 0.9840 (0.9875) loss_fgl_aux_1: 0.9546 (0.9591) loss_fgl_aux_2: 0.9503 (0.9570) loss_fgl_aux_3: 0.9519 (0.9568) loss_fgl_aux_4: 0.9516 (0.9568) loss_fgl_dn_0: 1.0835 (1.0812) loss_fgl_dn_1: 0.9766 (0.9779) loss_fgl_dn_2: 0.9681 (0.9689) loss_fgl_dn_3: 0.9673 (0.9696) loss_fgl_dn_4: 0.9675 (0.9701) loss_fgl_dn_5: 0.9675 (0.9701) loss_giou: 0.5068 (0.5444) loss_giou_aux_0: 0.5320 (0.5691) loss_giou_aux_1: 0.5141 (0.5499) loss_giou_aux_2: 0.5086 (0.5454) loss_giou_aux_3: 0.5076 (0.5445) loss_giou_aux_4: 0.5068 (0.5444) loss_giou_dn_0: 0.5205 (0.5426) loss_giou_dn_1: 0.4112 (0.4301) loss_giou_dn_2: 0.3995 (0.4130) loss_giou_dn_3: 0.3943 (0.4080) loss_giou_dn_4: 0.3941 (0.4069) loss_giou_dn_5: 0.3942 (0.4069) loss_giou_dn_pre: 0.5225 (0.5420) loss_giou_enc_0: 0.6046 (0.6387) loss_giou_pre: 0.5315 (0.5676) loss_ddf_aux_0: 0.0500 (0.0506) loss_ddf_aux_1: 0.0070 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2529 (0.2511) loss_ddf_dn_1: 0.0330 (0.0344) loss_ddf_dn_2: 0.0076 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6218 (0.6333) loss_vfl_aux_0: 0.6785 (0.6998) loss_vfl_aux_1: 0.6616 (0.6776) loss_vfl_aux_2: 0.6534 (0.6603) loss_vfl_aux_3: 0.6288 (0.6445) loss_vfl_aux_4: 0.6183 (0.6355) loss_vfl_dn_0: 0.4843 (0.4802) loss_vfl_dn_1: 0.4160 (0.4094) loss_vfl_dn_2: 0.4001 (0.3930) loss_vfl_dn_3: 0.3874 (0.3850) loss_vfl_dn_4: 0.3828 (0.3822) loss_vfl_dn_5: 0.3821 (0.3818) loss_vfl_dn_pre: 0.4842 (0.4806) loss_vfl_enc_0: 0.6908 (0.7088) loss_vfl_pre: 0.6794 (0.7018) time: 0.7788 data: 0.0280 max mem: 9142 Epoch: [64] [3200/3696] eta: 0:06:21 lr: 0.000013 loss: 30.4588 (30.5900) loss_bbox: 0.1612 (0.1625) loss_bbox_aux_0: 0.1704 (0.1743) loss_bbox_aux_1: 0.1642 (0.1652) loss_bbox_aux_2: 0.1617 (0.1631) loss_bbox_aux_3: 0.1612 (0.1626) loss_bbox_aux_4: 0.1612 (0.1625) loss_bbox_dn_0: 0.2105 (0.2247) loss_bbox_dn_1: 0.1502 (0.1640) loss_bbox_dn_2: 0.1394 (0.1537) loss_bbox_dn_3: 0.1356 (0.1504) loss_bbox_dn_4: 0.1339 (0.1497) loss_bbox_dn_5: 0.1339 (0.1497) loss_bbox_dn_pre: 0.2136 (0.2307) loss_bbox_enc_0: 0.2032 (0.2058) loss_bbox_pre: 0.1709 (0.1746) loss_dfl: 0.9618 (0.9568) loss_fgl_aux_0: 1.0002 (0.9875) loss_fgl_aux_1: 0.9655 (0.9591) loss_fgl_aux_2: 0.9621 (0.9570) loss_fgl_aux_3: 0.9608 (0.9568) loss_fgl_aux_4: 0.9617 (0.9568) loss_fgl_dn_0: 1.0757 (1.0811) loss_fgl_dn_1: 0.9732 (0.9779) loss_fgl_dn_2: 0.9646 (0.9690) loss_fgl_dn_3: 0.9665 (0.9696) loss_fgl_dn_4: 0.9675 (0.9701) loss_fgl_dn_5: 0.9674 (0.9702) loss_giou: 0.5407 (0.5447) loss_giou_aux_0: 0.5601 (0.5693) loss_giou_aux_1: 0.5511 (0.5502) loss_giou_aux_2: 0.5416 (0.5457) loss_giou_aux_3: 0.5408 (0.5448) loss_giou_aux_4: 0.5405 (0.5446) loss_giou_dn_0: 0.5424 (0.5428) loss_giou_dn_1: 0.4291 (0.4303) loss_giou_dn_2: 0.4083 (0.4132) loss_giou_dn_3: 0.4080 (0.4082) loss_giou_dn_4: 0.4067 (0.4071) loss_giou_dn_5: 0.4068 (0.4071) loss_giou_dn_pre: 0.5430 (0.5423) loss_giou_enc_0: 0.6392 (0.6389) loss_giou_pre: 0.5612 (0.5679) loss_ddf_aux_0: 0.0494 (0.0506) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2512 (0.2508) loss_ddf_dn_1: 0.0332 (0.0344) loss_ddf_dn_2: 0.0076 (0.0075) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6284 (0.6334) loss_vfl_aux_0: 0.7037 (0.6998) loss_vfl_aux_1: 0.6842 (0.6777) loss_vfl_aux_2: 0.6611 (0.6604) loss_vfl_aux_3: 0.6339 (0.6444) loss_vfl_aux_4: 0.6286 (0.6355) loss_vfl_dn_0: 0.4815 (0.4802) loss_vfl_dn_1: 0.4121 (0.4095) loss_vfl_dn_2: 0.3930 (0.3931) loss_vfl_dn_3: 0.3850 (0.3851) loss_vfl_dn_4: 0.3809 (0.3823) loss_vfl_dn_5: 0.3809 (0.3818) loss_vfl_dn_pre: 0.4806 (0.4807) loss_vfl_enc_0: 0.7110 (0.7087) loss_vfl_pre: 0.7072 (0.7018) time: 0.9050 data: 0.0193 max mem: 9142 Epoch: [64] [3300/3696] eta: 0:05:04 lr: 0.000013 loss: 30.9169 (30.5938) loss_bbox: 0.1625 (0.1627) loss_bbox_aux_0: 0.1777 (0.1746) loss_bbox_aux_1: 0.1665 (0.1654) loss_bbox_aux_2: 0.1631 (0.1633) loss_bbox_aux_3: 0.1625 (0.1628) loss_bbox_aux_4: 0.1626 (0.1627) loss_bbox_dn_0: 0.2364 (0.2250) loss_bbox_dn_1: 0.1756 (0.1642) loss_bbox_dn_2: 0.1642 (0.1539) loss_bbox_dn_3: 0.1597 (0.1506) loss_bbox_dn_4: 0.1585 (0.1499) loss_bbox_dn_5: 0.1585 (0.1499) loss_bbox_dn_pre: 0.2407 (0.2310) loss_bbox_enc_0: 0.2115 (0.2061) loss_bbox_pre: 0.1792 (0.1748) loss_dfl: 0.9653 (0.9570) loss_fgl_aux_0: 1.0000 (0.9878) loss_fgl_aux_1: 0.9667 (0.9593) loss_fgl_aux_2: 0.9667 (0.9572) loss_fgl_aux_3: 0.9666 (0.9570) loss_fgl_aux_4: 0.9653 (0.9570) loss_fgl_dn_0: 1.0842 (1.0811) loss_fgl_dn_1: 0.9783 (0.9780) loss_fgl_dn_2: 0.9705 (0.9690) loss_fgl_dn_3: 0.9713 (0.9697) loss_fgl_dn_4: 0.9720 (0.9702) loss_fgl_dn_5: 0.9720 (0.9702) loss_giou: 0.5467 (0.5443) loss_giou_aux_0: 0.5626 (0.5690) loss_giou_aux_1: 0.5470 (0.5499) loss_giou_aux_2: 0.5472 (0.5453) loss_giou_aux_3: 0.5467 (0.5444) loss_giou_aux_4: 0.5468 (0.5443) loss_giou_dn_0: 0.5499 (0.5428) loss_giou_dn_1: 0.4362 (0.4302) loss_giou_dn_2: 0.4126 (0.4131) loss_giou_dn_3: 0.4037 (0.4081) loss_giou_dn_4: 0.4021 (0.4070) loss_giou_dn_5: 0.4020 (0.4070) loss_giou_dn_pre: 0.5499 (0.5423) loss_giou_enc_0: 0.6419 (0.6385) loss_giou_pre: 0.5609 (0.5676) loss_ddf_aux_0: 0.0474 (0.0506) loss_ddf_aux_1: 0.0073 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2365 (0.2507) loss_ddf_dn_1: 0.0326 (0.0343) loss_ddf_dn_2: 0.0074 (0.0075) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6550 (0.6335) loss_vfl_aux_0: 0.7450 (0.7000) loss_vfl_aux_1: 0.7191 (0.6779) loss_vfl_aux_2: 0.6856 (0.6607) loss_vfl_aux_3: 0.6668 (0.6446) loss_vfl_aux_4: 0.6574 (0.6357) loss_vfl_dn_0: 0.4874 (0.4803) loss_vfl_dn_1: 0.4201 (0.4096) loss_vfl_dn_2: 0.3995 (0.3931) loss_vfl_dn_3: 0.3975 (0.3852) loss_vfl_dn_4: 0.3946 (0.3823) loss_vfl_dn_5: 0.3954 (0.3819) loss_vfl_dn_pre: 0.4893 (0.4807) loss_vfl_enc_0: 0.7302 (0.7088) loss_vfl_pre: 0.7441 (0.7021) time: 0.7521 data: 0.0312 max mem: 9142 Epoch: [64] [3400/3696] eta: 0:03:47 lr: 0.000013 loss: 30.4796 (30.5997) loss_bbox: 0.1553 (0.1628) loss_bbox_aux_0: 0.1773 (0.1747) loss_bbox_aux_1: 0.1572 (0.1655) loss_bbox_aux_2: 0.1548 (0.1634) loss_bbox_aux_3: 0.1557 (0.1629) loss_bbox_aux_4: 0.1553 (0.1628) loss_bbox_dn_0: 0.2303 (0.2251) loss_bbox_dn_1: 0.1659 (0.1643) loss_bbox_dn_2: 0.1607 (0.1540) loss_bbox_dn_3: 0.1566 (0.1507) loss_bbox_dn_4: 0.1569 (0.1500) loss_bbox_dn_5: 0.1569 (0.1500) loss_bbox_dn_pre: 0.2339 (0.2311) loss_bbox_enc_0: 0.2035 (0.2061) loss_bbox_pre: 0.1774 (0.1749) loss_dfl: 0.9423 (0.9569) loss_fgl_aux_0: 0.9801 (0.9876) loss_fgl_aux_1: 0.9453 (0.9592) loss_fgl_aux_2: 0.9430 (0.9571) loss_fgl_aux_3: 0.9426 (0.9569) loss_fgl_aux_4: 0.9423 (0.9569) loss_fgl_dn_0: 1.0713 (1.0811) loss_fgl_dn_1: 0.9631 (0.9779) loss_fgl_dn_2: 0.9541 (0.9690) loss_fgl_dn_3: 0.9567 (0.9697) loss_fgl_dn_4: 0.9573 (0.9702) loss_fgl_dn_5: 0.9573 (0.9702) loss_giou: 0.5069 (0.5446) loss_giou_aux_0: 0.5518 (0.5693) loss_giou_aux_1: 0.5155 (0.5502) loss_giou_aux_2: 0.5105 (0.5456) loss_giou_aux_3: 0.5083 (0.5447) loss_giou_aux_4: 0.5066 (0.5446) loss_giou_dn_0: 0.5407 (0.5430) loss_giou_dn_1: 0.4371 (0.4305) loss_giou_dn_2: 0.4198 (0.4134) loss_giou_dn_3: 0.4126 (0.4084) loss_giou_dn_4: 0.4116 (0.4073) loss_giou_dn_5: 0.4117 (0.4073) loss_giou_dn_pre: 0.5400 (0.5425) loss_giou_enc_0: 0.6204 (0.6388) loss_giou_pre: 0.5526 (0.5679) loss_ddf_aux_0: 0.0489 (0.0505) loss_ddf_aux_1: 0.0069 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2440 (0.2504) loss_ddf_dn_1: 0.0320 (0.0343) loss_ddf_dn_2: 0.0075 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6597 (0.6338) loss_vfl_aux_0: 0.7214 (0.7001) loss_vfl_aux_1: 0.7006 (0.6781) loss_vfl_aux_2: 0.6863 (0.6609) loss_vfl_aux_3: 0.6689 (0.6449) loss_vfl_aux_4: 0.6644 (0.6360) loss_vfl_dn_0: 0.4734 (0.4803) loss_vfl_dn_1: 0.4067 (0.4096) loss_vfl_dn_2: 0.3927 (0.3932) loss_vfl_dn_3: 0.3835 (0.3852) loss_vfl_dn_4: 0.3822 (0.3824) loss_vfl_dn_5: 0.3803 (0.3820) loss_vfl_dn_pre: 0.4741 (0.4807) loss_vfl_enc_0: 0.7157 (0.7088) loss_vfl_pre: 0.7218 (0.7021) time: 0.7621 data: 0.0271 max mem: 9142 Epoch: [64] [3500/3696] eta: 0:02:30 lr: 0.000013 loss: 30.1449 (30.6025) loss_bbox: 0.1637 (0.1629) loss_bbox_aux_0: 0.1732 (0.1747) loss_bbox_aux_1: 0.1653 (0.1655) loss_bbox_aux_2: 0.1648 (0.1635) loss_bbox_aux_3: 0.1636 (0.1630) loss_bbox_aux_4: 0.1637 (0.1629) loss_bbox_dn_0: 0.2468 (0.2251) loss_bbox_dn_1: 0.1771 (0.1644) loss_bbox_dn_2: 0.1728 (0.1541) loss_bbox_dn_3: 0.1664 (0.1508) loss_bbox_dn_4: 0.1657 (0.1501) loss_bbox_dn_5: 0.1657 (0.1501) loss_bbox_dn_pre: 0.2527 (0.2312) loss_bbox_enc_0: 0.2093 (0.2062) loss_bbox_pre: 0.1743 (0.1750) loss_dfl: 0.9667 (0.9569) loss_fgl_aux_0: 1.0013 (0.9876) loss_fgl_aux_1: 0.9700 (0.9592) loss_fgl_aux_2: 0.9681 (0.9571) loss_fgl_aux_3: 0.9680 (0.9570) loss_fgl_aux_4: 0.9668 (0.9569) loss_fgl_dn_0: 1.0802 (1.0810) loss_fgl_dn_1: 0.9764 (0.9779) loss_fgl_dn_2: 0.9653 (0.9690) loss_fgl_dn_3: 0.9672 (0.9697) loss_fgl_dn_4: 0.9681 (0.9702) loss_fgl_dn_5: 0.9681 (0.9702) loss_giou: 0.4578 (0.5445) loss_giou_aux_0: 0.4809 (0.5692) loss_giou_aux_1: 0.4611 (0.5501) loss_giou_aux_2: 0.4581 (0.5455) loss_giou_aux_3: 0.4578 (0.5446) loss_giou_aux_4: 0.4579 (0.5445) loss_giou_dn_0: 0.4965 (0.5430) loss_giou_dn_1: 0.3885 (0.4305) loss_giou_dn_2: 0.3736 (0.4134) loss_giou_dn_3: 0.3685 (0.4084) loss_giou_dn_4: 0.3669 (0.4073) loss_giou_dn_5: 0.3670 (0.4073) loss_giou_dn_pre: 0.4971 (0.5425) loss_giou_enc_0: 0.5643 (0.6386) loss_giou_pre: 0.4790 (0.5678) loss_ddf_aux_0: 0.0508 (0.0505) loss_ddf_aux_1: 0.0074 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2489 (0.2503) loss_ddf_dn_1: 0.0357 (0.0343) loss_ddf_dn_2: 0.0079 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6704 (0.6341) loss_vfl_aux_0: 0.7382 (0.7004) loss_vfl_aux_1: 0.7151 (0.6784) loss_vfl_aux_2: 0.6863 (0.6612) loss_vfl_aux_3: 0.6719 (0.6452) loss_vfl_aux_4: 0.6763 (0.6363) loss_vfl_dn_0: 0.4868 (0.4803) loss_vfl_dn_1: 0.4102 (0.4097) loss_vfl_dn_2: 0.3942 (0.3932) loss_vfl_dn_3: 0.3886 (0.3853) loss_vfl_dn_4: 0.3847 (0.3825) loss_vfl_dn_5: 0.3854 (0.3820) loss_vfl_dn_pre: 0.4862 (0.4807) loss_vfl_enc_0: 0.7430 (0.7091) loss_vfl_pre: 0.7389 (0.7024) time: 0.7643 data: 0.0349 max mem: 9142 Epoch: [64] [3600/3696] eta: 0:01:13 lr: 0.000013 loss: 30.8703 (30.6009) loss_bbox: 0.1538 (0.1629) loss_bbox_aux_0: 0.1578 (0.1747) loss_bbox_aux_1: 0.1539 (0.1656) loss_bbox_aux_2: 0.1554 (0.1635) loss_bbox_aux_3: 0.1538 (0.1630) loss_bbox_aux_4: 0.1538 (0.1629) loss_bbox_dn_0: 0.2040 (0.2250) loss_bbox_dn_1: 0.1433 (0.1643) loss_bbox_dn_2: 0.1384 (0.1540) loss_bbox_dn_3: 0.1396 (0.1507) loss_bbox_dn_4: 0.1408 (0.1500) loss_bbox_dn_5: 0.1408 (0.1500) loss_bbox_dn_pre: 0.2052 (0.2310) loss_bbox_enc_0: 0.1928 (0.2062) loss_bbox_pre: 0.1582 (0.1750) loss_dfl: 0.9477 (0.9570) loss_fgl_aux_0: 0.9768 (0.9876) loss_fgl_aux_1: 0.9499 (0.9593) loss_fgl_aux_2: 0.9471 (0.9572) loss_fgl_aux_3: 0.9477 (0.9570) loss_fgl_aux_4: 0.9473 (0.9570) loss_fgl_dn_0: 1.0832 (1.0810) loss_fgl_dn_1: 0.9809 (0.9779) loss_fgl_dn_2: 0.9709 (0.9690) loss_fgl_dn_3: 0.9715 (0.9697) loss_fgl_dn_4: 0.9721 (0.9702) loss_fgl_dn_5: 0.9721 (0.9702) loss_giou: 0.5741 (0.5444) loss_giou_aux_0: 0.6005 (0.5691) loss_giou_aux_1: 0.5805 (0.5500) loss_giou_aux_2: 0.5732 (0.5455) loss_giou_aux_3: 0.5736 (0.5446) loss_giou_aux_4: 0.5740 (0.5444) loss_giou_dn_0: 0.5542 (0.5429) loss_giou_dn_1: 0.4354 (0.4305) loss_giou_dn_2: 0.4262 (0.4134) loss_giou_dn_3: 0.4221 (0.4083) loss_giou_dn_4: 0.4209 (0.4072) loss_giou_dn_5: 0.4209 (0.4072) loss_giou_dn_pre: 0.5522 (0.5424) loss_giou_enc_0: 0.6567 (0.6386) loss_giou_pre: 0.5972 (0.5677) loss_ddf_aux_0: 0.0485 (0.0504) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2481 (0.2500) loss_ddf_dn_1: 0.0342 (0.0342) loss_ddf_dn_2: 0.0075 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6250 (0.6341) loss_vfl_aux_0: 0.6772 (0.7004) loss_vfl_aux_1: 0.6677 (0.6785) loss_vfl_aux_2: 0.6399 (0.6612) loss_vfl_aux_3: 0.6339 (0.6453) loss_vfl_aux_4: 0.6254 (0.6363) loss_vfl_dn_0: 0.4745 (0.4803) loss_vfl_dn_1: 0.4049 (0.4096) loss_vfl_dn_2: 0.3906 (0.3932) loss_vfl_dn_3: 0.3816 (0.3853) loss_vfl_dn_4: 0.3808 (0.3825) loss_vfl_dn_5: 0.3816 (0.3820) loss_vfl_dn_pre: 0.4761 (0.4807) loss_vfl_enc_0: 0.6758 (0.7091) loss_vfl_pre: 0.6746 (0.7025) time: 0.7337 data: 0.0256 max mem: 9142 Epoch: [64] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 30.9855 (30.6024) loss_bbox: 0.1522 (0.1629) loss_bbox_aux_0: 0.1623 (0.1747) loss_bbox_aux_1: 0.1525 (0.1656) loss_bbox_aux_2: 0.1538 (0.1635) loss_bbox_aux_3: 0.1519 (0.1630) loss_bbox_aux_4: 0.1522 (0.1629) loss_bbox_dn_0: 0.2169 (0.2250) loss_bbox_dn_1: 0.1577 (0.1643) loss_bbox_dn_2: 0.1484 (0.1540) loss_bbox_dn_3: 0.1457 (0.1507) loss_bbox_dn_4: 0.1451 (0.1500) loss_bbox_dn_5: 0.1451 (0.1500) loss_bbox_dn_pre: 0.2197 (0.2310) loss_bbox_enc_0: 0.2032 (0.2062) loss_bbox_pre: 0.1631 (0.1750) loss_dfl: 0.9707 (0.9572) loss_fgl_aux_0: 1.0081 (0.9878) loss_fgl_aux_1: 0.9720 (0.9594) loss_fgl_aux_2: 0.9706 (0.9573) loss_fgl_aux_3: 0.9712 (0.9572) loss_fgl_aux_4: 0.9707 (0.9572) loss_fgl_dn_0: 1.0841 (1.0811) loss_fgl_dn_1: 0.9856 (0.9780) loss_fgl_dn_2: 0.9764 (0.9690) loss_fgl_dn_3: 0.9766 (0.9697) loss_fgl_dn_4: 0.9772 (0.9702) loss_fgl_dn_5: 0.9772 (0.9703) loss_giou: 0.5318 (0.5443) loss_giou_aux_0: 0.5514 (0.5690) loss_giou_aux_1: 0.5354 (0.5499) loss_giou_aux_2: 0.5342 (0.5454) loss_giou_aux_3: 0.5317 (0.5445) loss_giou_aux_4: 0.5318 (0.5443) loss_giou_dn_0: 0.5414 (0.5429) loss_giou_dn_1: 0.4354 (0.4305) loss_giou_dn_2: 0.4231 (0.4134) loss_giou_dn_3: 0.4170 (0.4083) loss_giou_dn_4: 0.4165 (0.4072) loss_giou_dn_5: 0.4165 (0.4072) loss_giou_dn_pre: 0.5456 (0.5424) loss_giou_enc_0: 0.6365 (0.6384) loss_giou_pre: 0.5508 (0.5676) loss_ddf_aux_0: 0.0514 (0.0504) loss_ddf_aux_1: 0.0073 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2424 (0.2499) loss_ddf_dn_1: 0.0324 (0.0342) loss_ddf_dn_2: 0.0074 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6235 (0.6342) loss_vfl_aux_0: 0.6888 (0.7005) loss_vfl_aux_1: 0.6677 (0.6785) loss_vfl_aux_2: 0.6514 (0.6613) loss_vfl_aux_3: 0.6348 (0.6453) loss_vfl_aux_4: 0.6272 (0.6364) loss_vfl_dn_0: 0.4755 (0.4803) loss_vfl_dn_1: 0.4107 (0.4097) loss_vfl_dn_2: 0.3939 (0.3932) loss_vfl_dn_3: 0.3838 (0.3853) loss_vfl_dn_4: 0.3824 (0.3825) loss_vfl_dn_5: 0.3813 (0.3820) loss_vfl_dn_pre: 0.4746 (0.4807) loss_vfl_enc_0: 0.7080 (0.7093) loss_vfl_pre: 0.6899 (0.7025) time: 0.7611 data: 0.0311 max mem: 9142 Epoch: [64] Total time: 0:47:22 (0.7690 s / it) Averaged stats: lr: 0.000013 loss: 30.9855 (30.6024) loss_bbox: 0.1522 (0.1629) loss_bbox_aux_0: 0.1623 (0.1747) loss_bbox_aux_1: 0.1525 (0.1656) loss_bbox_aux_2: 0.1538 (0.1635) loss_bbox_aux_3: 0.1519 (0.1630) loss_bbox_aux_4: 0.1522 (0.1629) loss_bbox_dn_0: 0.2169 (0.2250) loss_bbox_dn_1: 0.1577 (0.1643) loss_bbox_dn_2: 0.1484 (0.1540) loss_bbox_dn_3: 0.1457 (0.1507) loss_bbox_dn_4: 0.1451 (0.1500) loss_bbox_dn_5: 0.1451 (0.1500) loss_bbox_dn_pre: 0.2197 (0.2310) loss_bbox_enc_0: 0.2032 (0.2062) loss_bbox_pre: 0.1631 (0.1750) loss_dfl: 0.9707 (0.9572) loss_fgl_aux_0: 1.0081 (0.9878) loss_fgl_aux_1: 0.9720 (0.9594) loss_fgl_aux_2: 0.9706 (0.9573) loss_fgl_aux_3: 0.9712 (0.9572) loss_fgl_aux_4: 0.9707 (0.9572) loss_fgl_dn_0: 1.0841 (1.0811) loss_fgl_dn_1: 0.9856 (0.9780) loss_fgl_dn_2: 0.9764 (0.9690) loss_fgl_dn_3: 0.9766 (0.9697) loss_fgl_dn_4: 0.9772 (0.9702) loss_fgl_dn_5: 0.9772 (0.9703) loss_giou: 0.5318 (0.5443) loss_giou_aux_0: 0.5514 (0.5690) loss_giou_aux_1: 0.5354 (0.5499) loss_giou_aux_2: 0.5342 (0.5454) loss_giou_aux_3: 0.5317 (0.5445) loss_giou_aux_4: 0.5318 (0.5443) loss_giou_dn_0: 0.5414 (0.5429) loss_giou_dn_1: 0.4354 (0.4305) loss_giou_dn_2: 0.4231 (0.4134) loss_giou_dn_3: 0.4170 (0.4083) loss_giou_dn_4: 0.4165 (0.4072) loss_giou_dn_5: 0.4165 (0.4072) loss_giou_dn_pre: 0.5456 (0.5424) loss_giou_enc_0: 0.6365 (0.6384) loss_giou_pre: 0.5508 (0.5676) loss_ddf_aux_0: 0.0514 (0.0504) loss_ddf_aux_1: 0.0073 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2424 (0.2499) loss_ddf_dn_1: 0.0324 (0.0342) loss_ddf_dn_2: 0.0074 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6235 (0.6342) loss_vfl_aux_0: 0.6888 (0.7005) loss_vfl_aux_1: 0.6677 (0.6785) loss_vfl_aux_2: 0.6514 (0.6613) loss_vfl_aux_3: 0.6348 (0.6453) loss_vfl_aux_4: 0.6272 (0.6364) loss_vfl_dn_0: 0.4755 (0.4803) loss_vfl_dn_1: 0.4107 (0.4097) loss_vfl_dn_2: 0.3939 (0.3932) loss_vfl_dn_3: 0.3838 (0.3853) loss_vfl_dn_4: 0.3824 (0.3825) loss_vfl_dn_5: 0.3813 (0.3820) loss_vfl_dn_pre: 0.4746 (0.4807) loss_vfl_enc_0: 0.7080 (0.7093) loss_vfl_pre: 0.6899 (0.7025) Test: [ 0/79] eta: 0:03:13 time: 2.4483 data: 1.8978 max mem: 9142 Test: [10/79] eta: 0:00:53 time: 0.7700 data: 0.2297 max mem: 9142 Test: [20/79] eta: 0:00:40 time: 0.6040 data: 0.0646 max mem: 9142 Test: [30/79] eta: 0:00:33 time: 0.6218 data: 0.0663 max mem: 9142 Test: [40/79] eta: 0:00:28 time: 0.7643 data: 0.0677 max mem: 9142 Test: [50/79] eta: 0:00:20 time: 0.7485 data: 0.0663 max mem: 9142 Test: [60/79] eta: 0:00:13 time: 0.6096 data: 0.0657 max mem: 9142 Test: [70/79] eta: 0:00:06 time: 0.6059 data: 0.0670 max mem: 9142 Test: [78/79] eta: 0:00:00 time: 0.6892 data: 0.0613 max mem: 9142 Test: Total time: 0:00:54 (0.6943 s / it) Averaged stats: Accumulating evaluation results... DONE (t=29.59s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.535 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.713 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.580 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.361 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.579 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.717 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.391 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.660 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.727 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.561 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.770 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.888 best_stat: {'epoch': 57, 'coco_eval_bbox': 0.5389768252152075} Epoch: [65] [ 0/3696] eta: 2:52:22 lr: 0.000013 loss: 31.0837 (31.0837) loss_bbox: 0.2418 (0.2418) loss_bbox_aux_0: 0.2617 (0.2617) loss_bbox_aux_1: 0.2451 (0.2451) loss_bbox_aux_2: 0.2440 (0.2440) loss_bbox_aux_3: 0.2419 (0.2419) loss_bbox_aux_4: 0.2418 (0.2418) loss_bbox_dn_0: 0.3309 (0.3309) loss_bbox_dn_1: 0.2587 (0.2587) loss_bbox_dn_2: 0.2476 (0.2476) loss_bbox_dn_3: 0.2449 (0.2449) loss_bbox_dn_4: 0.2427 (0.2427) loss_bbox_dn_5: 0.2427 (0.2427) loss_bbox_dn_pre: 0.3363 (0.3363) loss_bbox_enc_0: 0.2935 (0.2935) loss_bbox_pre: 0.2609 (0.2609) loss_dfl: 0.9528 (0.9528) loss_fgl_aux_0: 0.9787 (0.9787) loss_fgl_aux_1: 0.9550 (0.9550) loss_fgl_aux_2: 0.9532 (0.9532) loss_fgl_aux_3: 0.9530 (0.9530) loss_fgl_aux_4: 0.9528 (0.9528) loss_fgl_dn_0: 1.0711 (1.0711) loss_fgl_dn_1: 0.9484 (0.9484) loss_fgl_dn_2: 0.9360 (0.9360) loss_fgl_dn_3: 0.9357 (0.9357) loss_fgl_dn_4: 0.9361 (0.9361) loss_fgl_dn_5: 0.9361 (0.9361) loss_giou: 0.4379 (0.4379) loss_giou_aux_0: 0.4664 (0.4664) loss_giou_aux_1: 0.4444 (0.4444) loss_giou_aux_2: 0.4412 (0.4412) loss_giou_aux_3: 0.4375 (0.4375) loss_giou_aux_4: 0.4379 (0.4379) loss_giou_dn_0: 0.4757 (0.4757) loss_giou_dn_1: 0.3719 (0.3719) loss_giou_dn_2: 0.3549 (0.3549) loss_giou_dn_3: 0.3513 (0.3513) loss_giou_dn_4: 0.3499 (0.3499) loss_giou_dn_5: 0.3499 (0.3499) loss_giou_dn_pre: 0.4740 (0.4740) loss_giou_enc_0: 0.5193 (0.5193) loss_giou_pre: 0.4639 (0.4639) loss_ddf_aux_0: 0.0495 (0.0495) loss_ddf_aux_1: 0.0068 (0.0068) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0001 (0.0001) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2287 (0.2287) loss_ddf_dn_1: 0.0311 (0.0311) loss_ddf_dn_2: 0.0076 (0.0076) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.7245 (0.7245) loss_vfl_aux_0: 0.7704 (0.7704) loss_vfl_aux_1: 0.7454 (0.7454) loss_vfl_aux_2: 0.7546 (0.7546) loss_vfl_aux_3: 0.7401 (0.7401) loss_vfl_aux_4: 0.7235 (0.7235) loss_vfl_dn_0: 0.5006 (0.5006) loss_vfl_dn_1: 0.4174 (0.4174) loss_vfl_dn_2: 0.3962 (0.3962) loss_vfl_dn_3: 0.3883 (0.3883) loss_vfl_dn_4: 0.3861 (0.3861) loss_vfl_dn_5: 0.3849 (0.3849) loss_vfl_dn_pre: 0.5015 (0.5015) loss_vfl_enc_0: 0.7373 (0.7373) loss_vfl_pre: 0.7673 (0.7673) time: 2.7982 data: 1.6220 max mem: 9142 Epoch: [65] [ 100/3696] eta: 0:45:30 lr: 0.000013 loss: 30.7518 (30.5111) loss_bbox: 0.1690 (0.1643) loss_bbox_aux_0: 0.1833 (0.1765) loss_bbox_aux_1: 0.1714 (0.1669) loss_bbox_aux_2: 0.1694 (0.1649) loss_bbox_aux_3: 0.1692 (0.1644) loss_bbox_aux_4: 0.1690 (0.1643) loss_bbox_dn_0: 0.2322 (0.2298) loss_bbox_dn_1: 0.1683 (0.1673) loss_bbox_dn_2: 0.1547 (0.1575) loss_bbox_dn_3: 0.1515 (0.1542) loss_bbox_dn_4: 0.1511 (0.1533) loss_bbox_dn_5: 0.1511 (0.1533) loss_bbox_dn_pre: 0.2361 (0.2355) loss_bbox_enc_0: 0.2108 (0.2089) loss_bbox_pre: 0.1830 (0.1765) loss_dfl: 0.9735 (0.9654) loss_fgl_aux_0: 1.0078 (0.9973) loss_fgl_aux_1: 0.9748 (0.9679) loss_fgl_aux_2: 0.9737 (0.9655) loss_fgl_aux_3: 0.9735 (0.9654) loss_fgl_aux_4: 0.9735 (0.9653) loss_fgl_dn_0: 1.0886 (1.0853) loss_fgl_dn_1: 0.9817 (0.9780) loss_fgl_dn_2: 0.9746 (0.9689) loss_fgl_dn_3: 0.9725 (0.9692) loss_fgl_dn_4: 0.9731 (0.9697) loss_fgl_dn_5: 0.9731 (0.9697) loss_giou: 0.4904 (0.5231) loss_giou_aux_0: 0.5132 (0.5488) loss_giou_aux_1: 0.4964 (0.5288) loss_giou_aux_2: 0.4907 (0.5242) loss_giou_aux_3: 0.4910 (0.5231) loss_giou_aux_4: 0.4904 (0.5231) loss_giou_dn_0: 0.5212 (0.5358) loss_giou_dn_1: 0.4089 (0.4214) loss_giou_dn_2: 0.3900 (0.4043) loss_giou_dn_3: 0.3852 (0.3999) loss_giou_dn_4: 0.3845 (0.3989) loss_giou_dn_5: 0.3845 (0.3989) loss_giou_dn_pre: 0.5210 (0.5353) loss_giou_enc_0: 0.5927 (0.6197) loss_giou_pre: 0.5135 (0.5473) loss_ddf_aux_0: 0.0508 (0.0522) loss_ddf_aux_1: 0.0072 (0.0075) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2580 (0.2526) loss_ddf_dn_1: 0.0359 (0.0345) loss_ddf_dn_2: 0.0075 (0.0075) loss_ddf_dn_3: 0.0008 (0.0007) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6496 (0.6360) loss_vfl_aux_0: 0.7228 (0.7088) loss_vfl_aux_1: 0.7089 (0.6848) loss_vfl_aux_2: 0.6873 (0.6683) loss_vfl_aux_3: 0.6709 (0.6516) loss_vfl_aux_4: 0.6522 (0.6394) loss_vfl_dn_0: 0.4821 (0.4816) loss_vfl_dn_1: 0.4068 (0.4090) loss_vfl_dn_2: 0.3886 (0.3916) loss_vfl_dn_3: 0.3828 (0.3834) loss_vfl_dn_4: 0.3803 (0.3802) loss_vfl_dn_5: 0.3792 (0.3799) loss_vfl_dn_pre: 0.4818 (0.4818) loss_vfl_enc_0: 0.7159 (0.7103) loss_vfl_pre: 0.7233 (0.7094) time: 0.7551 data: 0.0382 max mem: 9142 Epoch: [65] [ 200/3696] eta: 0:44:24 lr: 0.000013 loss: 30.4355 (30.5678) loss_bbox: 0.1661 (0.1618) loss_bbox_aux_0: 0.1770 (0.1740) loss_bbox_aux_1: 0.1677 (0.1647) loss_bbox_aux_2: 0.1667 (0.1625) loss_bbox_aux_3: 0.1662 (0.1620) loss_bbox_aux_4: 0.1661 (0.1618) loss_bbox_dn_0: 0.2226 (0.2257) loss_bbox_dn_1: 0.1598 (0.1650) loss_bbox_dn_2: 0.1506 (0.1546) loss_bbox_dn_3: 0.1487 (0.1511) loss_bbox_dn_4: 0.1469 (0.1504) loss_bbox_dn_5: 0.1469 (0.1504) loss_bbox_dn_pre: 0.2289 (0.2312) loss_bbox_enc_0: 0.2022 (0.2063) loss_bbox_pre: 0.1746 (0.1741) loss_dfl: 0.9538 (0.9603) loss_fgl_aux_0: 0.9852 (0.9907) loss_fgl_aux_1: 0.9540 (0.9629) loss_fgl_aux_2: 0.9537 (0.9603) loss_fgl_aux_3: 0.9541 (0.9603) loss_fgl_aux_4: 0.9538 (0.9603) loss_fgl_dn_0: 1.0719 (1.0822) loss_fgl_dn_1: 0.9775 (0.9781) loss_fgl_dn_2: 0.9666 (0.9690) loss_fgl_dn_3: 0.9679 (0.9695) loss_fgl_dn_4: 0.9683 (0.9700) loss_fgl_dn_5: 0.9683 (0.9700) loss_giou: 0.5473 (0.5386) loss_giou_aux_0: 0.5677 (0.5639) loss_giou_aux_1: 0.5498 (0.5440) loss_giou_aux_2: 0.5453 (0.5398) loss_giou_aux_3: 0.5452 (0.5387) loss_giou_aux_4: 0.5472 (0.5386) loss_giou_dn_0: 0.5399 (0.5427) loss_giou_dn_1: 0.4379 (0.4296) loss_giou_dn_2: 0.4192 (0.4127) loss_giou_dn_3: 0.4151 (0.4080) loss_giou_dn_4: 0.4142 (0.4069) loss_giou_dn_5: 0.4143 (0.4069) loss_giou_dn_pre: 0.5392 (0.5422) loss_giou_enc_0: 0.6328 (0.6341) loss_giou_pre: 0.5681 (0.5625) loss_ddf_aux_0: 0.0520 (0.0517) loss_ddf_aux_1: 0.0069 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2315 (0.2471) loss_ddf_dn_1: 0.0308 (0.0337) loss_ddf_dn_2: 0.0072 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6130 (0.6335) loss_vfl_aux_0: 0.6951 (0.7017) loss_vfl_aux_1: 0.6667 (0.6797) loss_vfl_aux_2: 0.6349 (0.6625) loss_vfl_aux_3: 0.6247 (0.6468) loss_vfl_aux_4: 0.6127 (0.6359) loss_vfl_dn_0: 0.4771 (0.4806) loss_vfl_dn_1: 0.4118 (0.4097) loss_vfl_dn_2: 0.3954 (0.3929) loss_vfl_dn_3: 0.3863 (0.3847) loss_vfl_dn_4: 0.3848 (0.3815) loss_vfl_dn_5: 0.3829 (0.3810) loss_vfl_dn_pre: 0.4782 (0.4808) loss_vfl_enc_0: 0.7076 (0.7058) loss_vfl_pre: 0.6920 (0.7025) time: 0.7887 data: 0.0296 max mem: 9142 Epoch: [65] [ 300/3696] eta: 0:42:58 lr: 0.000013 loss: 30.5706 (30.5054) loss_bbox: 0.1461 (0.1610) loss_bbox_aux_0: 0.1579 (0.1734) loss_bbox_aux_1: 0.1480 (0.1639) loss_bbox_aux_2: 0.1463 (0.1617) loss_bbox_aux_3: 0.1459 (0.1612) loss_bbox_aux_4: 0.1460 (0.1611) loss_bbox_dn_0: 0.1985 (0.2236) loss_bbox_dn_1: 0.1506 (0.1628) loss_bbox_dn_2: 0.1380 (0.1525) loss_bbox_dn_3: 0.1328 (0.1492) loss_bbox_dn_4: 0.1323 (0.1484) loss_bbox_dn_5: 0.1323 (0.1484) loss_bbox_dn_pre: 0.2071 (0.2291) loss_bbox_enc_0: 0.1947 (0.2058) loss_bbox_pre: 0.1610 (0.1735) loss_dfl: 0.9779 (0.9597) loss_fgl_aux_0: 1.0028 (0.9905) loss_fgl_aux_1: 0.9781 (0.9622) loss_fgl_aux_2: 0.9780 (0.9597) loss_fgl_aux_3: 0.9780 (0.9597) loss_fgl_aux_4: 0.9778 (0.9597) loss_fgl_dn_0: 1.0818 (1.0819) loss_fgl_dn_1: 0.9846 (0.9778) loss_fgl_dn_2: 0.9743 (0.9688) loss_fgl_dn_3: 0.9743 (0.9694) loss_fgl_dn_4: 0.9743 (0.9699) loss_fgl_dn_5: 0.9743 (0.9699) loss_giou: 0.5599 (0.5390) loss_giou_aux_0: 0.5918 (0.5642) loss_giou_aux_1: 0.5607 (0.5446) loss_giou_aux_2: 0.5624 (0.5403) loss_giou_aux_3: 0.5589 (0.5392) loss_giou_aux_4: 0.5598 (0.5390) loss_giou_dn_0: 0.5594 (0.5418) loss_giou_dn_1: 0.4493 (0.4281) loss_giou_dn_2: 0.4322 (0.4112) loss_giou_dn_3: 0.4261 (0.4063) loss_giou_dn_4: 0.4246 (0.4052) loss_giou_dn_5: 0.4246 (0.4052) loss_giou_dn_pre: 0.5609 (0.5412) loss_giou_enc_0: 0.6644 (0.6353) loss_giou_pre: 0.5903 (0.5628) loss_ddf_aux_0: 0.0481 (0.0520) loss_ddf_aux_1: 0.0076 (0.0075) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2325 (0.2466) loss_ddf_dn_1: 0.0343 (0.0336) loss_ddf_dn_2: 0.0079 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6175 (0.6303) loss_vfl_aux_0: 0.6846 (0.6981) loss_vfl_aux_1: 0.6613 (0.6758) loss_vfl_aux_2: 0.6505 (0.6592) loss_vfl_aux_3: 0.6253 (0.6423) loss_vfl_aux_4: 0.6241 (0.6327) loss_vfl_dn_0: 0.4696 (0.4803) loss_vfl_dn_1: 0.4059 (0.4092) loss_vfl_dn_2: 0.3895 (0.3921) loss_vfl_dn_3: 0.3825 (0.3840) loss_vfl_dn_4: 0.3802 (0.3810) loss_vfl_dn_5: 0.3801 (0.3805) loss_vfl_dn_pre: 0.4707 (0.4805) loss_vfl_enc_0: 0.6779 (0.7019) loss_vfl_pre: 0.6861 (0.6994) time: 0.7864 data: 0.0286 max mem: 9142 Epoch: [65] [ 400/3696] eta: 0:42:27 lr: 0.000013 loss: 31.1531 (30.5372) loss_bbox: 0.1480 (0.1602) loss_bbox_aux_0: 0.1618 (0.1726) loss_bbox_aux_1: 0.1503 (0.1630) loss_bbox_aux_2: 0.1486 (0.1609) loss_bbox_aux_3: 0.1481 (0.1603) loss_bbox_aux_4: 0.1480 (0.1602) loss_bbox_dn_0: 0.2181 (0.2230) loss_bbox_dn_1: 0.1585 (0.1620) loss_bbox_dn_2: 0.1419 (0.1517) loss_bbox_dn_3: 0.1383 (0.1484) loss_bbox_dn_4: 0.1369 (0.1477) loss_bbox_dn_5: 0.1369 (0.1477) loss_bbox_dn_pre: 0.2258 (0.2287) loss_bbox_enc_0: 0.1938 (0.2050) loss_bbox_pre: 0.1627 (0.1727) loss_dfl: 0.9404 (0.9588) loss_fgl_aux_0: 0.9850 (0.9897) loss_fgl_aux_1: 0.9428 (0.9613) loss_fgl_aux_2: 0.9407 (0.9588) loss_fgl_aux_3: 0.9407 (0.9588) loss_fgl_aux_4: 0.9405 (0.9588) loss_fgl_dn_0: 1.0728 (1.0811) loss_fgl_dn_1: 0.9827 (0.9775) loss_fgl_dn_2: 0.9758 (0.9686) loss_fgl_dn_3: 0.9755 (0.9692) loss_fgl_dn_4: 0.9758 (0.9697) loss_fgl_dn_5: 0.9758 (0.9697) loss_giou: 0.5539 (0.5417) loss_giou_aux_0: 0.5767 (0.5672) loss_giou_aux_1: 0.5594 (0.5473) loss_giou_aux_2: 0.5555 (0.5430) loss_giou_aux_3: 0.5541 (0.5419) loss_giou_aux_4: 0.5538 (0.5417) loss_giou_dn_0: 0.5604 (0.5448) loss_giou_dn_1: 0.4321 (0.4307) loss_giou_dn_2: 0.4136 (0.4137) loss_giou_dn_3: 0.4089 (0.4088) loss_giou_dn_4: 0.4084 (0.4077) loss_giou_dn_5: 0.4084 (0.4077) loss_giou_dn_pre: 0.5589 (0.5442) loss_giou_enc_0: 0.6499 (0.6378) loss_giou_pre: 0.5760 (0.5658) loss_ddf_aux_0: 0.0514 (0.0521) loss_ddf_aux_1: 0.0076 (0.0076) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2392 (0.2468) loss_ddf_dn_1: 0.0318 (0.0337) loss_ddf_dn_2: 0.0067 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6271 (0.6315) loss_vfl_aux_0: 0.7024 (0.6992) loss_vfl_aux_1: 0.6750 (0.6764) loss_vfl_aux_2: 0.6442 (0.6600) loss_vfl_aux_3: 0.6373 (0.6431) loss_vfl_aux_4: 0.6295 (0.6338) loss_vfl_dn_0: 0.4779 (0.4801) loss_vfl_dn_1: 0.4086 (0.4097) loss_vfl_dn_2: 0.3936 (0.3925) loss_vfl_dn_3: 0.3855 (0.3846) loss_vfl_dn_4: 0.3842 (0.3816) loss_vfl_dn_5: 0.3835 (0.3810) loss_vfl_dn_pre: 0.4785 (0.4804) loss_vfl_enc_0: 0.7010 (0.7023) loss_vfl_pre: 0.7062 (0.7009) time: 0.6881 data: 0.0202 max mem: 9142 Epoch: [65] [ 500/3696] eta: 0:41:01 lr: 0.000013 loss: 30.7067 (30.5253) loss_bbox: 0.1528 (0.1603) loss_bbox_aux_0: 0.1673 (0.1725) loss_bbox_aux_1: 0.1571 (0.1630) loss_bbox_aux_2: 0.1543 (0.1609) loss_bbox_aux_3: 0.1529 (0.1604) loss_bbox_aux_4: 0.1530 (0.1603) loss_bbox_dn_0: 0.2028 (0.2216) loss_bbox_dn_1: 0.1476 (0.1608) loss_bbox_dn_2: 0.1348 (0.1505) loss_bbox_dn_3: 0.1311 (0.1472) loss_bbox_dn_4: 0.1306 (0.1464) loss_bbox_dn_5: 0.1307 (0.1464) loss_bbox_dn_pre: 0.2145 (0.2273) loss_bbox_enc_0: 0.1962 (0.2049) loss_bbox_pre: 0.1665 (0.1727) loss_dfl: 0.9507 (0.9583) loss_fgl_aux_0: 0.9763 (0.9890) loss_fgl_aux_1: 0.9557 (0.9608) loss_fgl_aux_2: 0.9511 (0.9583) loss_fgl_aux_3: 0.9509 (0.9582) loss_fgl_aux_4: 0.9507 (0.9583) loss_fgl_dn_0: 1.0724 (1.0811) loss_fgl_dn_1: 0.9814 (0.9774) loss_fgl_dn_2: 0.9731 (0.9685) loss_fgl_dn_3: 0.9731 (0.9691) loss_fgl_dn_4: 0.9735 (0.9696) loss_fgl_dn_5: 0.9735 (0.9696) loss_giou: 0.5931 (0.5433) loss_giou_aux_0: 0.6000 (0.5686) loss_giou_aux_1: 0.5917 (0.5487) loss_giou_aux_2: 0.5915 (0.5445) loss_giou_aux_3: 0.5941 (0.5434) loss_giou_aux_4: 0.5932 (0.5432) loss_giou_dn_0: 0.5529 (0.5444) loss_giou_dn_1: 0.4442 (0.4304) loss_giou_dn_2: 0.4273 (0.4133) loss_giou_dn_3: 0.4215 (0.4083) loss_giou_dn_4: 0.4200 (0.4072) loss_giou_dn_5: 0.4200 (0.4072) loss_giou_dn_pre: 0.5512 (0.5438) loss_giou_enc_0: 0.6500 (0.6388) loss_giou_pre: 0.5957 (0.5672) loss_ddf_aux_0: 0.0517 (0.0523) loss_ddf_aux_1: 0.0075 (0.0076) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0004 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2429 (0.2476) loss_ddf_dn_1: 0.0338 (0.0340) loss_ddf_dn_2: 0.0080 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6292 (0.6307) loss_vfl_aux_0: 0.6924 (0.6983) loss_vfl_aux_1: 0.6688 (0.6755) loss_vfl_aux_2: 0.6531 (0.6589) loss_vfl_aux_3: 0.6408 (0.6421) loss_vfl_aux_4: 0.6279 (0.6330) loss_vfl_dn_0: 0.4755 (0.4798) loss_vfl_dn_1: 0.4070 (0.4090) loss_vfl_dn_2: 0.3901 (0.3920) loss_vfl_dn_3: 0.3817 (0.3841) loss_vfl_dn_4: 0.3790 (0.3811) loss_vfl_dn_5: 0.3807 (0.3806) loss_vfl_dn_pre: 0.4754 (0.4802) loss_vfl_enc_0: 0.6989 (0.7025) loss_vfl_pre: 0.6925 (0.7000) time: 0.7817 data: 0.0262 max mem: 9142 Epoch: [65] [ 600/3696] eta: 0:39:27 lr: 0.000013 loss: 30.2248 (30.5092) loss_bbox: 0.1598 (0.1605) loss_bbox_aux_0: 0.1718 (0.1728) loss_bbox_aux_1: 0.1608 (0.1632) loss_bbox_aux_2: 0.1586 (0.1611) loss_bbox_aux_3: 0.1597 (0.1606) loss_bbox_aux_4: 0.1597 (0.1605) loss_bbox_dn_0: 0.2091 (0.2213) loss_bbox_dn_1: 0.1518 (0.1606) loss_bbox_dn_2: 0.1405 (0.1504) loss_bbox_dn_3: 0.1395 (0.1471) loss_bbox_dn_4: 0.1378 (0.1464) loss_bbox_dn_5: 0.1378 (0.1464) loss_bbox_dn_pre: 0.2127 (0.2270) loss_bbox_enc_0: 0.2037 (0.2051) loss_bbox_pre: 0.1724 (0.1730) loss_dfl: 0.9592 (0.9583) loss_fgl_aux_0: 0.9949 (0.9889) loss_fgl_aux_1: 0.9617 (0.9608) loss_fgl_aux_2: 0.9595 (0.9583) loss_fgl_aux_3: 0.9595 (0.9583) loss_fgl_aux_4: 0.9591 (0.9583) loss_fgl_dn_0: 1.0719 (1.0808) loss_fgl_dn_1: 0.9746 (0.9776) loss_fgl_dn_2: 0.9669 (0.9686) loss_fgl_dn_3: 0.9676 (0.9693) loss_fgl_dn_4: 0.9680 (0.9698) loss_fgl_dn_5: 0.9680 (0.9698) loss_giou: 0.5109 (0.5423) loss_giou_aux_0: 0.5370 (0.5673) loss_giou_aux_1: 0.5179 (0.5477) loss_giou_aux_2: 0.5135 (0.5435) loss_giou_aux_3: 0.5118 (0.5425) loss_giou_aux_4: 0.5111 (0.5423) loss_giou_dn_0: 0.5142 (0.5434) loss_giou_dn_1: 0.4063 (0.4297) loss_giou_dn_2: 0.3879 (0.4126) loss_giou_dn_3: 0.3829 (0.4077) loss_giou_dn_4: 0.3820 (0.4066) loss_giou_dn_5: 0.3820 (0.4066) loss_giou_dn_pre: 0.5130 (0.5429) loss_giou_enc_0: 0.5960 (0.6371) loss_giou_pre: 0.5349 (0.5659) loss_ddf_aux_0: 0.0485 (0.0515) loss_ddf_aux_1: 0.0071 (0.0075) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2428 (0.2470) loss_ddf_dn_1: 0.0353 (0.0339) loss_ddf_dn_2: 0.0074 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6295 (0.6307) loss_vfl_aux_0: 0.7140 (0.6979) loss_vfl_aux_1: 0.6909 (0.6755) loss_vfl_aux_2: 0.6695 (0.6590) loss_vfl_aux_3: 0.6465 (0.6421) loss_vfl_aux_4: 0.6375 (0.6327) loss_vfl_dn_0: 0.4786 (0.4795) loss_vfl_dn_1: 0.4019 (0.4087) loss_vfl_dn_2: 0.3856 (0.3919) loss_vfl_dn_3: 0.3819 (0.3840) loss_vfl_dn_4: 0.3784 (0.3810) loss_vfl_dn_5: 0.3790 (0.3806) loss_vfl_dn_pre: 0.4785 (0.4799) loss_vfl_enc_0: 0.7172 (0.7026) loss_vfl_pre: 0.7164 (0.6998) time: 0.7248 data: 0.0254 max mem: 9142 Epoch: [65] [ 700/3696] eta: 0:38:19 lr: 0.000013 loss: 30.7195 (30.4911) loss_bbox: 0.1463 (0.1606) loss_bbox_aux_0: 0.1646 (0.1729) loss_bbox_aux_1: 0.1509 (0.1634) loss_bbox_aux_2: 0.1485 (0.1612) loss_bbox_aux_3: 0.1469 (0.1607) loss_bbox_aux_4: 0.1463 (0.1606) loss_bbox_dn_0: 0.2037 (0.2221) loss_bbox_dn_1: 0.1464 (0.1608) loss_bbox_dn_2: 0.1329 (0.1506) loss_bbox_dn_3: 0.1320 (0.1473) loss_bbox_dn_4: 0.1304 (0.1465) loss_bbox_dn_5: 0.1304 (0.1465) loss_bbox_dn_pre: 0.2105 (0.2278) loss_bbox_enc_0: 0.1909 (0.2053) loss_bbox_pre: 0.1649 (0.1731) loss_dfl: 0.9523 (0.9574) loss_fgl_aux_0: 0.9771 (0.9881) loss_fgl_aux_1: 0.9540 (0.9600) loss_fgl_aux_2: 0.9523 (0.9575) loss_fgl_aux_3: 0.9518 (0.9574) loss_fgl_aux_4: 0.9522 (0.9574) loss_fgl_dn_0: 1.0771 (1.0807) loss_fgl_dn_1: 0.9732 (0.9771) loss_fgl_dn_2: 0.9635 (0.9682) loss_fgl_dn_3: 0.9633 (0.9688) loss_fgl_dn_4: 0.9642 (0.9693) loss_fgl_dn_5: 0.9643 (0.9694) loss_giou: 0.5132 (0.5411) loss_giou_aux_0: 0.5288 (0.5661) loss_giou_aux_1: 0.5116 (0.5466) loss_giou_aux_2: 0.5131 (0.5424) loss_giou_aux_3: 0.5124 (0.5413) loss_giou_aux_4: 0.5133 (0.5411) loss_giou_dn_0: 0.5404 (0.5423) loss_giou_dn_1: 0.4207 (0.4285) loss_giou_dn_2: 0.3949 (0.4113) loss_giou_dn_3: 0.3908 (0.4064) loss_giou_dn_4: 0.3896 (0.4052) loss_giou_dn_5: 0.3896 (0.4052) loss_giou_dn_pre: 0.5366 (0.5417) loss_giou_enc_0: 0.6015 (0.6360) loss_giou_pre: 0.5272 (0.5647) loss_ddf_aux_0: 0.0444 (0.0511) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2455 (0.2477) loss_ddf_dn_1: 0.0348 (0.0341) loss_ddf_dn_2: 0.0074 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6371 (0.6313) loss_vfl_aux_0: 0.7020 (0.6987) loss_vfl_aux_1: 0.6799 (0.6763) loss_vfl_aux_2: 0.6578 (0.6593) loss_vfl_aux_3: 0.6496 (0.6426) loss_vfl_aux_4: 0.6445 (0.6334) loss_vfl_dn_0: 0.4769 (0.4794) loss_vfl_dn_1: 0.4124 (0.4082) loss_vfl_dn_2: 0.3914 (0.3914) loss_vfl_dn_3: 0.3837 (0.3836) loss_vfl_dn_4: 0.3832 (0.3806) loss_vfl_dn_5: 0.3827 (0.3801) loss_vfl_dn_pre: 0.4772 (0.4797) loss_vfl_enc_0: 0.7179 (0.7046) loss_vfl_pre: 0.6998 (0.7006) time: 0.7798 data: 0.0243 max mem: 9142 Epoch: [65] [ 800/3696] eta: 0:36:40 lr: 0.000013 loss: 30.4074 (30.4806) loss_bbox: 0.1586 (0.1605) loss_bbox_aux_0: 0.1726 (0.1727) loss_bbox_aux_1: 0.1629 (0.1632) loss_bbox_aux_2: 0.1585 (0.1611) loss_bbox_aux_3: 0.1583 (0.1606) loss_bbox_aux_4: 0.1586 (0.1605) loss_bbox_dn_0: 0.2177 (0.2214) loss_bbox_dn_1: 0.1594 (0.1603) loss_bbox_dn_2: 0.1491 (0.1501) loss_bbox_dn_3: 0.1422 (0.1468) loss_bbox_dn_4: 0.1410 (0.1461) loss_bbox_dn_5: 0.1410 (0.1461) loss_bbox_dn_pre: 0.2194 (0.2271) loss_bbox_enc_0: 0.2092 (0.2051) loss_bbox_pre: 0.1734 (0.1729) loss_dfl: 0.9686 (0.9581) loss_fgl_aux_0: 0.9948 (0.9888) loss_fgl_aux_1: 0.9714 (0.9606) loss_fgl_aux_2: 0.9681 (0.9582) loss_fgl_aux_3: 0.9687 (0.9581) loss_fgl_aux_4: 0.9686 (0.9581) loss_fgl_dn_0: 1.0774 (1.0808) loss_fgl_dn_1: 0.9760 (0.9773) loss_fgl_dn_2: 0.9656 (0.9684) loss_fgl_dn_3: 0.9673 (0.9691) loss_fgl_dn_4: 0.9675 (0.9696) loss_fgl_dn_5: 0.9677 (0.9696) loss_giou: 0.5119 (0.5404) loss_giou_aux_0: 0.5426 (0.5653) loss_giou_aux_1: 0.5253 (0.5459) loss_giou_aux_2: 0.5162 (0.5416) loss_giou_aux_3: 0.5119 (0.5406) loss_giou_aux_4: 0.5119 (0.5404) loss_giou_dn_0: 0.5160 (0.5414) loss_giou_dn_1: 0.4038 (0.4277) loss_giou_dn_2: 0.3826 (0.4106) loss_giou_dn_3: 0.3775 (0.4056) loss_giou_dn_4: 0.3767 (0.4045) loss_giou_dn_5: 0.3767 (0.4045) loss_giou_dn_pre: 0.5197 (0.5408) loss_giou_enc_0: 0.6160 (0.6356) loss_giou_pre: 0.5413 (0.5639) loss_ddf_aux_0: 0.0489 (0.0508) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0018 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2371 (0.2479) loss_ddf_dn_1: 0.0318 (0.0342) loss_ddf_dn_2: 0.0076 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6375 (0.6320) loss_vfl_aux_0: 0.6844 (0.6985) loss_vfl_aux_1: 0.6697 (0.6765) loss_vfl_aux_2: 0.6516 (0.6592) loss_vfl_aux_3: 0.6434 (0.6431) loss_vfl_aux_4: 0.6342 (0.6340) loss_vfl_dn_0: 0.4789 (0.4792) loss_vfl_dn_1: 0.4014 (0.4079) loss_vfl_dn_2: 0.3795 (0.3912) loss_vfl_dn_3: 0.3735 (0.3835) loss_vfl_dn_4: 0.3734 (0.3805) loss_vfl_dn_5: 0.3732 (0.3800) loss_vfl_dn_pre: 0.4795 (0.4796) loss_vfl_enc_0: 0.6950 (0.7046) loss_vfl_pre: 0.6837 (0.7004) time: 0.7308 data: 0.0277 max mem: 9142 Epoch: [65] [ 900/3696] eta: 0:35:21 lr: 0.000013 loss: 30.1593 (30.4805) loss_bbox: 0.1614 (0.1609) loss_bbox_aux_0: 0.1715 (0.1731) loss_bbox_aux_1: 0.1642 (0.1637) loss_bbox_aux_2: 0.1634 (0.1615) loss_bbox_aux_3: 0.1615 (0.1610) loss_bbox_aux_4: 0.1614 (0.1609) loss_bbox_dn_0: 0.2263 (0.2223) loss_bbox_dn_1: 0.1660 (0.1611) loss_bbox_dn_2: 0.1586 (0.1509) loss_bbox_dn_3: 0.1501 (0.1476) loss_bbox_dn_4: 0.1483 (0.1469) loss_bbox_dn_5: 0.1483 (0.1469) loss_bbox_dn_pre: 0.2303 (0.2280) loss_bbox_enc_0: 0.1985 (0.2056) loss_bbox_pre: 0.1714 (0.1733) loss_dfl: 0.9663 (0.9584) loss_fgl_aux_0: 1.0019 (0.9892) loss_fgl_aux_1: 0.9701 (0.9609) loss_fgl_aux_2: 0.9654 (0.9584) loss_fgl_aux_3: 0.9658 (0.9584) loss_fgl_aux_4: 0.9663 (0.9584) loss_fgl_dn_0: 1.0811 (1.0808) loss_fgl_dn_1: 0.9782 (0.9774) loss_fgl_dn_2: 0.9710 (0.9685) loss_fgl_dn_3: 0.9725 (0.9692) loss_fgl_dn_4: 0.9729 (0.9697) loss_fgl_dn_5: 0.9730 (0.9697) loss_giou: 0.5014 (0.5392) loss_giou_aux_0: 0.5272 (0.5641) loss_giou_aux_1: 0.5121 (0.5448) loss_giou_aux_2: 0.5011 (0.5404) loss_giou_aux_3: 0.5011 (0.5394) loss_giou_aux_4: 0.5014 (0.5392) loss_giou_dn_0: 0.5175 (0.5410) loss_giou_dn_1: 0.4051 (0.4274) loss_giou_dn_2: 0.3877 (0.4104) loss_giou_dn_3: 0.3799 (0.4054) loss_giou_dn_4: 0.3796 (0.4042) loss_giou_dn_5: 0.3796 (0.4042) loss_giou_dn_pre: 0.5178 (0.5404) loss_giou_enc_0: 0.6042 (0.6344) loss_giou_pre: 0.5230 (0.5627) loss_ddf_aux_0: 0.0535 (0.0508) loss_ddf_aux_1: 0.0079 (0.0075) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2599 (0.2478) loss_ddf_dn_1: 0.0361 (0.0341) loss_ddf_dn_2: 0.0086 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6152 (0.6318) loss_vfl_aux_0: 0.6855 (0.6978) loss_vfl_aux_1: 0.6827 (0.6764) loss_vfl_aux_2: 0.6528 (0.6590) loss_vfl_aux_3: 0.6337 (0.6429) loss_vfl_aux_4: 0.6222 (0.6337) loss_vfl_dn_0: 0.4810 (0.4794) loss_vfl_dn_1: 0.4070 (0.4081) loss_vfl_dn_2: 0.3901 (0.3915) loss_vfl_dn_3: 0.3825 (0.3837) loss_vfl_dn_4: 0.3782 (0.3807) loss_vfl_dn_5: 0.3773 (0.3803) loss_vfl_dn_pre: 0.4822 (0.4797) loss_vfl_enc_0: 0.6873 (0.7054) loss_vfl_pre: 0.6858 (0.6999) time: 0.7402 data: 0.0287 max mem: 9142 Epoch: [65] [1000/3696] eta: 0:34:05 lr: 0.000013 loss: 30.8414 (30.5016) loss_bbox: 0.1624 (0.1609) loss_bbox_aux_0: 0.1749 (0.1730) loss_bbox_aux_1: 0.1642 (0.1636) loss_bbox_aux_2: 0.1631 (0.1615) loss_bbox_aux_3: 0.1626 (0.1610) loss_bbox_aux_4: 0.1624 (0.1609) loss_bbox_dn_0: 0.2195 (0.2219) loss_bbox_dn_1: 0.1634 (0.1609) loss_bbox_dn_2: 0.1516 (0.1508) loss_bbox_dn_3: 0.1490 (0.1475) loss_bbox_dn_4: 0.1477 (0.1468) loss_bbox_dn_5: 0.1476 (0.1468) loss_bbox_dn_pre: 0.2197 (0.2275) loss_bbox_enc_0: 0.2017 (0.2055) loss_bbox_pre: 0.1742 (0.1732) loss_dfl: 0.9607 (0.9589) loss_fgl_aux_0: 1.0009 (0.9896) loss_fgl_aux_1: 0.9665 (0.9613) loss_fgl_aux_2: 0.9612 (0.9589) loss_fgl_aux_3: 0.9607 (0.9588) loss_fgl_aux_4: 0.9607 (0.9589) loss_fgl_dn_0: 1.0793 (1.0811) loss_fgl_dn_1: 0.9814 (0.9779) loss_fgl_dn_2: 0.9724 (0.9689) loss_fgl_dn_3: 0.9737 (0.9696) loss_fgl_dn_4: 0.9734 (0.9701) loss_fgl_dn_5: 0.9734 (0.9701) loss_giou: 0.5267 (0.5402) loss_giou_aux_0: 0.5517 (0.5650) loss_giou_aux_1: 0.5333 (0.5458) loss_giou_aux_2: 0.5280 (0.5414) loss_giou_aux_3: 0.5273 (0.5404) loss_giou_aux_4: 0.5268 (0.5402) loss_giou_dn_0: 0.5321 (0.5411) loss_giou_dn_1: 0.4268 (0.4278) loss_giou_dn_2: 0.4121 (0.4108) loss_giou_dn_3: 0.4049 (0.4058) loss_giou_dn_4: 0.4044 (0.4046) loss_giou_dn_5: 0.4044 (0.4046) loss_giou_dn_pre: 0.5332 (0.5405) loss_giou_enc_0: 0.6271 (0.6354) loss_giou_pre: 0.5518 (0.5636) loss_ddf_aux_0: 0.0528 (0.0509) loss_ddf_aux_1: 0.0070 (0.0075) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2472 (0.2481) loss_ddf_dn_1: 0.0326 (0.0341) loss_ddf_dn_2: 0.0065 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6516 (0.6321) loss_vfl_aux_0: 0.7158 (0.6984) loss_vfl_aux_1: 0.6955 (0.6773) loss_vfl_aux_2: 0.6880 (0.6600) loss_vfl_aux_3: 0.6653 (0.6435) loss_vfl_aux_4: 0.6538 (0.6341) loss_vfl_dn_0: 0.4819 (0.4796) loss_vfl_dn_1: 0.4055 (0.4086) loss_vfl_dn_2: 0.3927 (0.3918) loss_vfl_dn_3: 0.3851 (0.3840) loss_vfl_dn_4: 0.3833 (0.3811) loss_vfl_dn_5: 0.3826 (0.3806) loss_vfl_dn_pre: 0.4802 (0.4800) loss_vfl_enc_0: 0.7173 (0.7062) loss_vfl_pre: 0.7168 (0.7005) time: 0.7568 data: 0.0318 max mem: 9142 Epoch: [65] [1100/3696] eta: 0:32:57 lr: 0.000013 loss: 30.3626 (30.4996) loss_bbox: 0.1602 (0.1609) loss_bbox_aux_0: 0.1696 (0.1730) loss_bbox_aux_1: 0.1640 (0.1636) loss_bbox_aux_2: 0.1605 (0.1615) loss_bbox_aux_3: 0.1604 (0.1610) loss_bbox_aux_4: 0.1602 (0.1609) loss_bbox_dn_0: 0.2024 (0.2220) loss_bbox_dn_1: 0.1432 (0.1610) loss_bbox_dn_2: 0.1345 (0.1509) loss_bbox_dn_3: 0.1323 (0.1477) loss_bbox_dn_4: 0.1305 (0.1469) loss_bbox_dn_5: 0.1303 (0.1469) loss_bbox_dn_pre: 0.2044 (0.2275) loss_bbox_enc_0: 0.1960 (0.2054) loss_bbox_pre: 0.1706 (0.1732) loss_dfl: 0.9499 (0.9584) loss_fgl_aux_0: 0.9814 (0.9892) loss_fgl_aux_1: 0.9545 (0.9609) loss_fgl_aux_2: 0.9485 (0.9585) loss_fgl_aux_3: 0.9496 (0.9584) loss_fgl_aux_4: 0.9500 (0.9584) loss_fgl_dn_0: 1.0798 (1.0813) loss_fgl_dn_1: 0.9772 (0.9780) loss_fgl_dn_2: 0.9699 (0.9691) loss_fgl_dn_3: 0.9709 (0.9698) loss_fgl_dn_4: 0.9715 (0.9703) loss_fgl_dn_5: 0.9714 (0.9703) loss_giou: 0.5621 (0.5406) loss_giou_aux_0: 0.5860 (0.5652) loss_giou_aux_1: 0.5667 (0.5462) loss_giou_aux_2: 0.5633 (0.5417) loss_giou_aux_3: 0.5617 (0.5408) loss_giou_aux_4: 0.5614 (0.5406) loss_giou_dn_0: 0.5304 (0.5408) loss_giou_dn_1: 0.4192 (0.4275) loss_giou_dn_2: 0.4009 (0.4106) loss_giou_dn_3: 0.3961 (0.4056) loss_giou_dn_4: 0.3949 (0.4044) loss_giou_dn_5: 0.3949 (0.4045) loss_giou_dn_pre: 0.5267 (0.5402) loss_giou_enc_0: 0.6245 (0.6357) loss_giou_pre: 0.5833 (0.5639) loss_ddf_aux_0: 0.0482 (0.0507) loss_ddf_aux_1: 0.0069 (0.0074) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2514 (0.2483) loss_ddf_dn_1: 0.0314 (0.0340) loss_ddf_dn_2: 0.0071 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6059 (0.6315) loss_vfl_aux_0: 0.6791 (0.6983) loss_vfl_aux_1: 0.6627 (0.6772) loss_vfl_aux_2: 0.6421 (0.6595) loss_vfl_aux_3: 0.6211 (0.6429) loss_vfl_aux_4: 0.6076 (0.6334) loss_vfl_dn_0: 0.4794 (0.4796) loss_vfl_dn_1: 0.4118 (0.4087) loss_vfl_dn_2: 0.3932 (0.3919) loss_vfl_dn_3: 0.3845 (0.3841) loss_vfl_dn_4: 0.3832 (0.3811) loss_vfl_dn_5: 0.3839 (0.3807) loss_vfl_dn_pre: 0.4798 (0.4800) loss_vfl_enc_0: 0.6768 (0.7062) loss_vfl_pre: 0.6797 (0.7003) time: 0.9835 data: 0.0289 max mem: 9142 Epoch: [65] [1200/3696] eta: 0:31:50 lr: 0.000013 loss: 30.0319 (30.4906) loss_bbox: 0.1604 (0.1609) loss_bbox_aux_0: 0.1717 (0.1729) loss_bbox_aux_1: 0.1632 (0.1636) loss_bbox_aux_2: 0.1617 (0.1615) loss_bbox_aux_3: 0.1609 (0.1610) loss_bbox_aux_4: 0.1604 (0.1609) loss_bbox_dn_0: 0.2268 (0.2220) loss_bbox_dn_1: 0.1641 (0.1611) loss_bbox_dn_2: 0.1516 (0.1509) loss_bbox_dn_3: 0.1486 (0.1477) loss_bbox_dn_4: 0.1475 (0.1470) loss_bbox_dn_5: 0.1475 (0.1470) loss_bbox_dn_pre: 0.2342 (0.2276) loss_bbox_enc_0: 0.2042 (0.2052) loss_bbox_pre: 0.1705 (0.1731) loss_dfl: 0.9692 (0.9584) loss_fgl_aux_0: 1.0027 (0.9891) loss_fgl_aux_1: 0.9703 (0.9609) loss_fgl_aux_2: 0.9698 (0.9585) loss_fgl_aux_3: 0.9686 (0.9584) loss_fgl_aux_4: 0.9693 (0.9584) loss_fgl_dn_0: 1.0872 (1.0814) loss_fgl_dn_1: 0.9819 (0.9780) loss_fgl_dn_2: 0.9734 (0.9691) loss_fgl_dn_3: 0.9738 (0.9698) loss_fgl_dn_4: 0.9742 (0.9703) loss_fgl_dn_5: 0.9741 (0.9703) loss_giou: 0.4826 (0.5404) loss_giou_aux_0: 0.5061 (0.5650) loss_giou_aux_1: 0.4916 (0.5460) loss_giou_aux_2: 0.4833 (0.5416) loss_giou_aux_3: 0.4824 (0.5406) loss_giou_aux_4: 0.4826 (0.5404) loss_giou_dn_0: 0.5099 (0.5406) loss_giou_dn_1: 0.4037 (0.4273) loss_giou_dn_2: 0.3890 (0.4104) loss_giou_dn_3: 0.3846 (0.4054) loss_giou_dn_4: 0.3838 (0.4043) loss_giou_dn_5: 0.3838 (0.4043) loss_giou_dn_pre: 0.5093 (0.5400) loss_giou_enc_0: 0.5865 (0.6355) loss_giou_pre: 0.5100 (0.5637) loss_ddf_aux_0: 0.0459 (0.0506) loss_ddf_aux_1: 0.0069 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2442 (0.2482) loss_ddf_dn_1: 0.0326 (0.0339) loss_ddf_dn_2: 0.0074 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6038 (0.6309) loss_vfl_aux_0: 0.6758 (0.6977) loss_vfl_aux_1: 0.6450 (0.6764) loss_vfl_aux_2: 0.6232 (0.6590) loss_vfl_aux_3: 0.6134 (0.6424) loss_vfl_aux_4: 0.6004 (0.6330) loss_vfl_dn_0: 0.4772 (0.4796) loss_vfl_dn_1: 0.3975 (0.4085) loss_vfl_dn_2: 0.3838 (0.3918) loss_vfl_dn_3: 0.3757 (0.3840) loss_vfl_dn_4: 0.3727 (0.3810) loss_vfl_dn_5: 0.3726 (0.3806) loss_vfl_dn_pre: 0.4778 (0.4800) loss_vfl_enc_0: 0.6849 (0.7057) loss_vfl_pre: 0.6785 (0.6997) time: 0.9682 data: 0.0290 max mem: 9142 Epoch: [65] [1300/3696] eta: 0:30:31 lr: 0.000013 loss: 30.5213 (30.5121) loss_bbox: 0.1653 (0.1612) loss_bbox_aux_0: 0.1773 (0.1732) loss_bbox_aux_1: 0.1688 (0.1640) loss_bbox_aux_2: 0.1662 (0.1619) loss_bbox_aux_3: 0.1659 (0.1614) loss_bbox_aux_4: 0.1654 (0.1612) loss_bbox_dn_0: 0.2340 (0.2223) loss_bbox_dn_1: 0.1675 (0.1614) loss_bbox_dn_2: 0.1548 (0.1513) loss_bbox_dn_3: 0.1476 (0.1481) loss_bbox_dn_4: 0.1472 (0.1473) loss_bbox_dn_5: 0.1472 (0.1473) loss_bbox_dn_pre: 0.2349 (0.2278) loss_bbox_enc_0: 0.2084 (0.2055) loss_bbox_pre: 0.1769 (0.1734) loss_dfl: 0.9508 (0.9581) loss_fgl_aux_0: 0.9793 (0.9888) loss_fgl_aux_1: 0.9544 (0.9606) loss_fgl_aux_2: 0.9513 (0.9582) loss_fgl_aux_3: 0.9506 (0.9581) loss_fgl_aux_4: 0.9506 (0.9581) loss_fgl_dn_0: 1.0756 (1.0811) loss_fgl_dn_1: 0.9684 (0.9780) loss_fgl_dn_2: 0.9589 (0.9691) loss_fgl_dn_3: 0.9602 (0.9697) loss_fgl_dn_4: 0.9611 (0.9702) loss_fgl_dn_5: 0.9612 (0.9702) loss_giou: 0.5369 (0.5414) loss_giou_aux_0: 0.5633 (0.5660) loss_giou_aux_1: 0.5373 (0.5469) loss_giou_aux_2: 0.5358 (0.5425) loss_giou_aux_3: 0.5365 (0.5415) loss_giou_aux_4: 0.5373 (0.5414) loss_giou_dn_0: 0.5368 (0.5409) loss_giou_dn_1: 0.4220 (0.4278) loss_giou_dn_2: 0.4050 (0.4109) loss_giou_dn_3: 0.3956 (0.4059) loss_giou_dn_4: 0.3953 (0.4048) loss_giou_dn_5: 0.3953 (0.4048) loss_giou_dn_pre: 0.5338 (0.5403) loss_giou_enc_0: 0.6439 (0.6364) loss_giou_pre: 0.5601 (0.5646) loss_ddf_aux_0: 0.0496 (0.0506) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2502 (0.2482) loss_ddf_dn_1: 0.0346 (0.0339) loss_ddf_dn_2: 0.0079 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6356 (0.6316) loss_vfl_aux_0: 0.6990 (0.6984) loss_vfl_aux_1: 0.6700 (0.6771) loss_vfl_aux_2: 0.6597 (0.6598) loss_vfl_aux_3: 0.6524 (0.6433) loss_vfl_aux_4: 0.6433 (0.6337) loss_vfl_dn_0: 0.4800 (0.4797) loss_vfl_dn_1: 0.4077 (0.4088) loss_vfl_dn_2: 0.3920 (0.3921) loss_vfl_dn_3: 0.3866 (0.3842) loss_vfl_dn_4: 0.3829 (0.3813) loss_vfl_dn_5: 0.3815 (0.3809) loss_vfl_dn_pre: 0.4806 (0.4801) loss_vfl_enc_0: 0.6958 (0.7061) loss_vfl_pre: 0.6964 (0.7004) time: 0.7705 data: 0.0296 max mem: 9142 Epoch: [65] [1400/3696] eta: 0:29:15 lr: 0.000013 loss: 30.4788 (30.5088) loss_bbox: 0.1435 (0.1607) loss_bbox_aux_0: 0.1591 (0.1726) loss_bbox_aux_1: 0.1458 (0.1634) loss_bbox_aux_2: 0.1452 (0.1614) loss_bbox_aux_3: 0.1434 (0.1609) loss_bbox_aux_4: 0.1434 (0.1607) loss_bbox_dn_0: 0.2062 (0.2218) loss_bbox_dn_1: 0.1532 (0.1611) loss_bbox_dn_2: 0.1463 (0.1511) loss_bbox_dn_3: 0.1452 (0.1479) loss_bbox_dn_4: 0.1452 (0.1471) loss_bbox_dn_5: 0.1451 (0.1471) loss_bbox_dn_pre: 0.2143 (0.2274) loss_bbox_enc_0: 0.1922 (0.2048) loss_bbox_pre: 0.1568 (0.1728) loss_dfl: 0.9623 (0.9582) loss_fgl_aux_0: 0.9992 (0.9888) loss_fgl_aux_1: 0.9651 (0.9606) loss_fgl_aux_2: 0.9625 (0.9583) loss_fgl_aux_3: 0.9628 (0.9582) loss_fgl_aux_4: 0.9624 (0.9582) loss_fgl_dn_0: 1.0740 (1.0809) loss_fgl_dn_1: 0.9781 (0.9781) loss_fgl_dn_2: 0.9664 (0.9693) loss_fgl_dn_3: 0.9672 (0.9699) loss_fgl_dn_4: 0.9682 (0.9704) loss_fgl_dn_5: 0.9682 (0.9704) loss_giou: 0.5766 (0.5417) loss_giou_aux_0: 0.5928 (0.5662) loss_giou_aux_1: 0.5813 (0.5472) loss_giou_aux_2: 0.5781 (0.5428) loss_giou_aux_3: 0.5752 (0.5418) loss_giou_aux_4: 0.5767 (0.5417) loss_giou_dn_0: 0.5498 (0.5411) loss_giou_dn_1: 0.4406 (0.4280) loss_giou_dn_2: 0.4238 (0.4111) loss_giou_dn_3: 0.4196 (0.4062) loss_giou_dn_4: 0.4178 (0.4051) loss_giou_dn_5: 0.4178 (0.4051) loss_giou_dn_pre: 0.5493 (0.5405) loss_giou_enc_0: 0.6632 (0.6366) loss_giou_pre: 0.5927 (0.5649) loss_ddf_aux_0: 0.0493 (0.0506) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2340 (0.2482) loss_ddf_dn_1: 0.0326 (0.0339) loss_ddf_dn_2: 0.0076 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6184 (0.6314) loss_vfl_aux_0: 0.6688 (0.6981) loss_vfl_aux_1: 0.6540 (0.6768) loss_vfl_aux_2: 0.6376 (0.6594) loss_vfl_aux_3: 0.6370 (0.6431) loss_vfl_aux_4: 0.6190 (0.6335) loss_vfl_dn_0: 0.4800 (0.4798) loss_vfl_dn_1: 0.4103 (0.4089) loss_vfl_dn_2: 0.3980 (0.3922) loss_vfl_dn_3: 0.3882 (0.3844) loss_vfl_dn_4: 0.3848 (0.3815) loss_vfl_dn_5: 0.3838 (0.3810) loss_vfl_dn_pre: 0.4801 (0.4802) loss_vfl_enc_0: 0.6855 (0.7059) loss_vfl_pre: 0.6754 (0.7001) time: 0.7589 data: 0.0343 max mem: 9142 Epoch: [65] [1500/3696] eta: 0:27:57 lr: 0.000013 loss: 30.7633 (30.5088) loss_bbox: 0.1597 (0.1607) loss_bbox_aux_0: 0.1707 (0.1725) loss_bbox_aux_1: 0.1617 (0.1634) loss_bbox_aux_2: 0.1600 (0.1613) loss_bbox_aux_3: 0.1599 (0.1608) loss_bbox_aux_4: 0.1598 (0.1607) loss_bbox_dn_0: 0.2132 (0.2217) loss_bbox_dn_1: 0.1560 (0.1611) loss_bbox_dn_2: 0.1462 (0.1511) loss_bbox_dn_3: 0.1421 (0.1479) loss_bbox_dn_4: 0.1421 (0.1471) loss_bbox_dn_5: 0.1421 (0.1471) loss_bbox_dn_pre: 0.2195 (0.2273) loss_bbox_enc_0: 0.2006 (0.2046) loss_bbox_pre: 0.1714 (0.1728) loss_dfl: 0.9576 (0.9578) loss_fgl_aux_0: 0.9894 (0.9884) loss_fgl_aux_1: 0.9631 (0.9603) loss_fgl_aux_2: 0.9586 (0.9580) loss_fgl_aux_3: 0.9582 (0.9578) loss_fgl_aux_4: 0.9585 (0.9578) loss_fgl_dn_0: 1.0807 (1.0806) loss_fgl_dn_1: 0.9759 (0.9779) loss_fgl_dn_2: 0.9678 (0.9691) loss_fgl_dn_3: 0.9694 (0.9697) loss_fgl_dn_4: 0.9706 (0.9702) loss_fgl_dn_5: 0.9706 (0.9702) loss_giou: 0.5725 (0.5423) loss_giou_aux_0: 0.5818 (0.5669) loss_giou_aux_1: 0.5763 (0.5479) loss_giou_aux_2: 0.5734 (0.5435) loss_giou_aux_3: 0.5716 (0.5425) loss_giou_aux_4: 0.5712 (0.5423) loss_giou_dn_0: 0.5465 (0.5414) loss_giou_dn_1: 0.4294 (0.4283) loss_giou_dn_2: 0.4125 (0.4114) loss_giou_dn_3: 0.4052 (0.4065) loss_giou_dn_4: 0.4043 (0.4053) loss_giou_dn_5: 0.4043 (0.4053) loss_giou_dn_pre: 0.5467 (0.5407) loss_giou_enc_0: 0.6387 (0.6373) loss_giou_pre: 0.5806 (0.5656) loss_ddf_aux_0: 0.0480 (0.0505) loss_ddf_aux_1: 0.0069 (0.0074) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2404 (0.2475) loss_ddf_dn_1: 0.0333 (0.0338) loss_ddf_dn_2: 0.0081 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6376 (0.6313) loss_vfl_aux_0: 0.6997 (0.6980) loss_vfl_aux_1: 0.6833 (0.6766) loss_vfl_aux_2: 0.6578 (0.6590) loss_vfl_aux_3: 0.6318 (0.6429) loss_vfl_aux_4: 0.6343 (0.6333) loss_vfl_dn_0: 0.4796 (0.4796) loss_vfl_dn_1: 0.4127 (0.4088) loss_vfl_dn_2: 0.4004 (0.3921) loss_vfl_dn_3: 0.3906 (0.3843) loss_vfl_dn_4: 0.3851 (0.3814) loss_vfl_dn_5: 0.3851 (0.3809) loss_vfl_dn_pre: 0.4802 (0.4800) loss_vfl_enc_0: 0.7054 (0.7057) loss_vfl_pre: 0.7022 (0.7000) time: 0.7563 data: 0.0282 max mem: 9142 Epoch: [65] [1600/3696] eta: 0:26:38 lr: 0.000013 loss: 30.5447 (30.5174) loss_bbox: 0.1622 (0.1610) loss_bbox_aux_0: 0.1728 (0.1729) loss_bbox_aux_1: 0.1643 (0.1637) loss_bbox_aux_2: 0.1625 (0.1616) loss_bbox_aux_3: 0.1617 (0.1611) loss_bbox_aux_4: 0.1621 (0.1610) loss_bbox_dn_0: 0.2172 (0.2222) loss_bbox_dn_1: 0.1573 (0.1615) loss_bbox_dn_2: 0.1465 (0.1514) loss_bbox_dn_3: 0.1391 (0.1482) loss_bbox_dn_4: 0.1390 (0.1474) loss_bbox_dn_5: 0.1389 (0.1474) loss_bbox_dn_pre: 0.2225 (0.2278) loss_bbox_enc_0: 0.2068 (0.2050) loss_bbox_pre: 0.1728 (0.1731) loss_dfl: 0.9679 (0.9577) loss_fgl_aux_0: 0.9933 (0.9885) loss_fgl_aux_1: 0.9703 (0.9602) loss_fgl_aux_2: 0.9660 (0.9579) loss_fgl_aux_3: 0.9664 (0.9577) loss_fgl_aux_4: 0.9678 (0.9577) loss_fgl_dn_0: 1.0821 (1.0808) loss_fgl_dn_1: 0.9857 (0.9779) loss_fgl_dn_2: 0.9762 (0.9691) loss_fgl_dn_3: 0.9772 (0.9697) loss_fgl_dn_4: 0.9777 (0.9702) loss_fgl_dn_5: 0.9777 (0.9702) loss_giou: 0.5587 (0.5421) loss_giou_aux_0: 0.5786 (0.5668) loss_giou_aux_1: 0.5624 (0.5477) loss_giou_aux_2: 0.5593 (0.5433) loss_giou_aux_3: 0.5591 (0.5423) loss_giou_aux_4: 0.5588 (0.5421) loss_giou_dn_0: 0.5392 (0.5415) loss_giou_dn_1: 0.4266 (0.4283) loss_giou_dn_2: 0.4093 (0.4114) loss_giou_dn_3: 0.3994 (0.4064) loss_giou_dn_4: 0.3976 (0.4053) loss_giou_dn_5: 0.3975 (0.4053) loss_giou_dn_pre: 0.5356 (0.5408) loss_giou_enc_0: 0.6436 (0.6372) loss_giou_pre: 0.5771 (0.5655) loss_ddf_aux_0: 0.0545 (0.0506) loss_ddf_aux_1: 0.0082 (0.0074) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2320 (0.2479) loss_ddf_dn_1: 0.0316 (0.0340) loss_ddf_dn_2: 0.0070 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6351 (0.6317) loss_vfl_aux_0: 0.7048 (0.6984) loss_vfl_aux_1: 0.6785 (0.6767) loss_vfl_aux_2: 0.6701 (0.6592) loss_vfl_aux_3: 0.6488 (0.6432) loss_vfl_aux_4: 0.6348 (0.6337) loss_vfl_dn_0: 0.4843 (0.4798) loss_vfl_dn_1: 0.4085 (0.4090) loss_vfl_dn_2: 0.3964 (0.3923) loss_vfl_dn_3: 0.3887 (0.3844) loss_vfl_dn_4: 0.3846 (0.3815) loss_vfl_dn_5: 0.3853 (0.3810) loss_vfl_dn_pre: 0.4844 (0.4802) loss_vfl_enc_0: 0.7142 (0.7065) loss_vfl_pre: 0.6989 (0.7004) time: 0.7412 data: 0.0357 max mem: 9142 Epoch: [65] [1700/3696] eta: 0:25:21 lr: 0.000013 loss: 30.7137 (30.5250) loss_bbox: 0.1455 (0.1612) loss_bbox_aux_0: 0.1579 (0.1731) loss_bbox_aux_1: 0.1480 (0.1639) loss_bbox_aux_2: 0.1470 (0.1618) loss_bbox_aux_3: 0.1455 (0.1613) loss_bbox_aux_4: 0.1455 (0.1612) loss_bbox_dn_0: 0.2128 (0.2227) loss_bbox_dn_1: 0.1553 (0.1619) loss_bbox_dn_2: 0.1465 (0.1518) loss_bbox_dn_3: 0.1431 (0.1486) loss_bbox_dn_4: 0.1427 (0.1478) loss_bbox_dn_5: 0.1427 (0.1478) loss_bbox_dn_pre: 0.2157 (0.2284) loss_bbox_enc_0: 0.1875 (0.2052) loss_bbox_pre: 0.1568 (0.1733) loss_dfl: 0.9644 (0.9576) loss_fgl_aux_0: 0.9961 (0.9883) loss_fgl_aux_1: 0.9726 (0.9601) loss_fgl_aux_2: 0.9641 (0.9577) loss_fgl_aux_3: 0.9634 (0.9576) loss_fgl_aux_4: 0.9645 (0.9576) loss_fgl_dn_0: 1.0767 (1.0806) loss_fgl_dn_1: 0.9760 (0.9777) loss_fgl_dn_2: 0.9674 (0.9688) loss_fgl_dn_3: 0.9694 (0.9695) loss_fgl_dn_4: 0.9696 (0.9700) loss_fgl_dn_5: 0.9696 (0.9700) loss_giou: 0.5396 (0.5422) loss_giou_aux_0: 0.5556 (0.5668) loss_giou_aux_1: 0.5414 (0.5477) loss_giou_aux_2: 0.5386 (0.5433) loss_giou_aux_3: 0.5379 (0.5423) loss_giou_aux_4: 0.5387 (0.5422) loss_giou_dn_0: 0.5450 (0.5416) loss_giou_dn_1: 0.4358 (0.4285) loss_giou_dn_2: 0.4194 (0.4115) loss_giou_dn_3: 0.4131 (0.4066) loss_giou_dn_4: 0.4105 (0.4054) loss_giou_dn_5: 0.4105 (0.4054) loss_giou_dn_pre: 0.5479 (0.5410) loss_giou_enc_0: 0.6168 (0.6373) loss_giou_pre: 0.5531 (0.5655) loss_ddf_aux_0: 0.0516 (0.0508) loss_ddf_aux_1: 0.0068 (0.0074) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2454 (0.2483) loss_ddf_dn_1: 0.0317 (0.0340) loss_ddf_dn_2: 0.0069 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6310 (0.6321) loss_vfl_aux_0: 0.7006 (0.6990) loss_vfl_aux_1: 0.6811 (0.6774) loss_vfl_aux_2: 0.6745 (0.6596) loss_vfl_aux_3: 0.6386 (0.6436) loss_vfl_aux_4: 0.6245 (0.6341) loss_vfl_dn_0: 0.4752 (0.4797) loss_vfl_dn_1: 0.4110 (0.4089) loss_vfl_dn_2: 0.3927 (0.3922) loss_vfl_dn_3: 0.3862 (0.3843) loss_vfl_dn_4: 0.3843 (0.3814) loss_vfl_dn_5: 0.3823 (0.3810) loss_vfl_dn_pre: 0.4760 (0.4801) loss_vfl_enc_0: 0.6934 (0.7069) loss_vfl_pre: 0.7005 (0.7010) time: 0.7471 data: 0.0307 max mem: 9142 Epoch: [65] [1800/3696] eta: 0:24:04 lr: 0.000013 loss: 30.7817 (30.5271) loss_bbox: 0.1562 (0.1613) loss_bbox_aux_0: 0.1676 (0.1732) loss_bbox_aux_1: 0.1579 (0.1640) loss_bbox_aux_2: 0.1571 (0.1620) loss_bbox_aux_3: 0.1562 (0.1614) loss_bbox_aux_4: 0.1562 (0.1613) loss_bbox_dn_0: 0.2168 (0.2229) loss_bbox_dn_1: 0.1665 (0.1621) loss_bbox_dn_2: 0.1580 (0.1519) loss_bbox_dn_3: 0.1530 (0.1487) loss_bbox_dn_4: 0.1509 (0.1479) loss_bbox_dn_5: 0.1508 (0.1479) loss_bbox_dn_pre: 0.2246 (0.2286) loss_bbox_enc_0: 0.2016 (0.2053) loss_bbox_pre: 0.1681 (0.1734) loss_dfl: 0.9581 (0.9574) loss_fgl_aux_0: 0.9922 (0.9882) loss_fgl_aux_1: 0.9621 (0.9599) loss_fgl_aux_2: 0.9591 (0.9576) loss_fgl_aux_3: 0.9592 (0.9574) loss_fgl_aux_4: 0.9581 (0.9574) loss_fgl_dn_0: 1.0705 (1.0806) loss_fgl_dn_1: 0.9848 (0.9775) loss_fgl_dn_2: 0.9765 (0.9687) loss_fgl_dn_3: 0.9776 (0.9693) loss_fgl_dn_4: 0.9771 (0.9698) loss_fgl_dn_5: 0.9771 (0.9699) loss_giou: 0.5634 (0.5424) loss_giou_aux_0: 0.5923 (0.5670) loss_giou_aux_1: 0.5743 (0.5479) loss_giou_aux_2: 0.5671 (0.5435) loss_giou_aux_3: 0.5631 (0.5425) loss_giou_aux_4: 0.5633 (0.5424) loss_giou_dn_0: 0.5576 (0.5417) loss_giou_dn_1: 0.4445 (0.4287) loss_giou_dn_2: 0.4246 (0.4117) loss_giou_dn_3: 0.4211 (0.4067) loss_giou_dn_4: 0.4204 (0.4056) loss_giou_dn_5: 0.4204 (0.4056) loss_giou_dn_pre: 0.5577 (0.5411) loss_giou_enc_0: 0.6568 (0.6375) loss_giou_pre: 0.5932 (0.5657) loss_ddf_aux_0: 0.0536 (0.0509) loss_ddf_aux_1: 0.0082 (0.0074) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2535 (0.2484) loss_ddf_dn_1: 0.0359 (0.0341) loss_ddf_dn_2: 0.0081 (0.0077) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6354 (0.6320) loss_vfl_aux_0: 0.7001 (0.6990) loss_vfl_aux_1: 0.6848 (0.6774) loss_vfl_aux_2: 0.6597 (0.6595) loss_vfl_aux_3: 0.6313 (0.6434) loss_vfl_aux_4: 0.6377 (0.6340) loss_vfl_dn_0: 0.4807 (0.4796) loss_vfl_dn_1: 0.4147 (0.4088) loss_vfl_dn_2: 0.4015 (0.3921) loss_vfl_dn_3: 0.3946 (0.3843) loss_vfl_dn_4: 0.3878 (0.3814) loss_vfl_dn_5: 0.3870 (0.3809) loss_vfl_dn_pre: 0.4820 (0.4801) loss_vfl_enc_0: 0.6974 (0.7068) loss_vfl_pre: 0.7009 (0.7009) time: 0.7620 data: 0.0327 max mem: 9142 Epoch: [65] [1900/3696] eta: 0:22:47 lr: 0.000013 loss: 30.6831 (30.5367) loss_bbox: 0.1577 (0.1616) loss_bbox_aux_0: 0.1718 (0.1734) loss_bbox_aux_1: 0.1606 (0.1643) loss_bbox_aux_2: 0.1589 (0.1622) loss_bbox_aux_3: 0.1574 (0.1617) loss_bbox_aux_4: 0.1577 (0.1616) loss_bbox_dn_0: 0.2288 (0.2233) loss_bbox_dn_1: 0.1701 (0.1625) loss_bbox_dn_2: 0.1507 (0.1523) loss_bbox_dn_3: 0.1473 (0.1491) loss_bbox_dn_4: 0.1456 (0.1483) loss_bbox_dn_5: 0.1455 (0.1483) loss_bbox_dn_pre: 0.2327 (0.2290) loss_bbox_enc_0: 0.2099 (0.2055) loss_bbox_pre: 0.1726 (0.1737) loss_dfl: 0.9591 (0.9577) loss_fgl_aux_0: 0.9866 (0.9885) loss_fgl_aux_1: 0.9603 (0.9602) loss_fgl_aux_2: 0.9596 (0.9579) loss_fgl_aux_3: 0.9597 (0.9577) loss_fgl_aux_4: 0.9591 (0.9577) loss_fgl_dn_0: 1.0783 (1.0805) loss_fgl_dn_1: 0.9760 (0.9775) loss_fgl_dn_2: 0.9672 (0.9687) loss_fgl_dn_3: 0.9675 (0.9694) loss_fgl_dn_4: 0.9681 (0.9699) loss_fgl_dn_5: 0.9681 (0.9699) loss_giou: 0.5565 (0.5420) loss_giou_aux_0: 0.5877 (0.5666) loss_giou_aux_1: 0.5692 (0.5475) loss_giou_aux_2: 0.5565 (0.5431) loss_giou_aux_3: 0.5564 (0.5421) loss_giou_aux_4: 0.5566 (0.5420) loss_giou_dn_0: 0.5382 (0.5417) loss_giou_dn_1: 0.4257 (0.4288) loss_giou_dn_2: 0.4027 (0.4118) loss_giou_dn_3: 0.3989 (0.4069) loss_giou_dn_4: 0.3977 (0.4057) loss_giou_dn_5: 0.3976 (0.4057) loss_giou_dn_pre: 0.5372 (0.5411) loss_giou_enc_0: 0.6561 (0.6369) loss_giou_pre: 0.5869 (0.5652) loss_ddf_aux_0: 0.0533 (0.0509) loss_ddf_aux_1: 0.0078 (0.0074) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2439 (0.2481) loss_ddf_dn_1: 0.0327 (0.0341) loss_ddf_dn_2: 0.0067 (0.0077) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6473 (0.6327) loss_vfl_aux_0: 0.6978 (0.6996) loss_vfl_aux_1: 0.6732 (0.6780) loss_vfl_aux_2: 0.6707 (0.6600) loss_vfl_aux_3: 0.6582 (0.6440) loss_vfl_aux_4: 0.6480 (0.6347) loss_vfl_dn_0: 0.4797 (0.4798) loss_vfl_dn_1: 0.4068 (0.4090) loss_vfl_dn_2: 0.3845 (0.3923) loss_vfl_dn_3: 0.3804 (0.3845) loss_vfl_dn_4: 0.3777 (0.3815) loss_vfl_dn_5: 0.3762 (0.3811) loss_vfl_dn_pre: 0.4797 (0.4802) loss_vfl_enc_0: 0.7061 (0.7072) loss_vfl_pre: 0.7048 (0.7015) time: 0.7664 data: 0.0327 max mem: 9142 Epoch: [65] [2000/3696] eta: 0:21:30 lr: 0.000013 loss: 31.2511 (30.5351) loss_bbox: 0.1559 (0.1617) loss_bbox_aux_0: 0.1663 (0.1736) loss_bbox_aux_1: 0.1566 (0.1644) loss_bbox_aux_2: 0.1552 (0.1623) loss_bbox_aux_3: 0.1559 (0.1618) loss_bbox_aux_4: 0.1560 (0.1617) loss_bbox_dn_0: 0.2128 (0.2233) loss_bbox_dn_1: 0.1623 (0.1626) loss_bbox_dn_2: 0.1469 (0.1524) loss_bbox_dn_3: 0.1392 (0.1492) loss_bbox_dn_4: 0.1380 (0.1484) loss_bbox_dn_5: 0.1380 (0.1484) loss_bbox_dn_pre: 0.2176 (0.2291) loss_bbox_enc_0: 0.1990 (0.2057) loss_bbox_pre: 0.1665 (0.1738) loss_dfl: 0.9366 (0.9576) loss_fgl_aux_0: 0.9670 (0.9884) loss_fgl_aux_1: 0.9349 (0.9601) loss_fgl_aux_2: 0.9360 (0.9578) loss_fgl_aux_3: 0.9361 (0.9576) loss_fgl_aux_4: 0.9366 (0.9576) loss_fgl_dn_0: 1.0754 (1.0805) loss_fgl_dn_1: 0.9784 (0.9775) loss_fgl_dn_2: 0.9662 (0.9687) loss_fgl_dn_3: 0.9674 (0.9693) loss_fgl_dn_4: 0.9677 (0.9699) loss_fgl_dn_5: 0.9676 (0.9699) loss_giou: 0.5702 (0.5420) loss_giou_aux_0: 0.5894 (0.5666) loss_giou_aux_1: 0.5750 (0.5476) loss_giou_aux_2: 0.5686 (0.5432) loss_giou_aux_3: 0.5690 (0.5422) loss_giou_aux_4: 0.5701 (0.5420) loss_giou_dn_0: 0.5674 (0.5415) loss_giou_dn_1: 0.4580 (0.4288) loss_giou_dn_2: 0.4445 (0.4118) loss_giou_dn_3: 0.4375 (0.4069) loss_giou_dn_4: 0.4361 (0.4057) loss_giou_dn_5: 0.4358 (0.4057) loss_giou_dn_pre: 0.5678 (0.5409) loss_giou_enc_0: 0.6617 (0.6370) loss_giou_pre: 0.5894 (0.5652) loss_ddf_aux_0: 0.0498 (0.0511) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2348 (0.2480) loss_ddf_dn_1: 0.0326 (0.0341) loss_ddf_dn_2: 0.0068 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6185 (0.6324) loss_vfl_aux_0: 0.6848 (0.6992) loss_vfl_aux_1: 0.6488 (0.6775) loss_vfl_aux_2: 0.6456 (0.6596) loss_vfl_aux_3: 0.6204 (0.6437) loss_vfl_aux_4: 0.6202 (0.6344) loss_vfl_dn_0: 0.4773 (0.4799) loss_vfl_dn_1: 0.4092 (0.4090) loss_vfl_dn_2: 0.3934 (0.3923) loss_vfl_dn_3: 0.3852 (0.3844) loss_vfl_dn_4: 0.3846 (0.3815) loss_vfl_dn_5: 0.3823 (0.3811) loss_vfl_dn_pre: 0.4775 (0.4803) loss_vfl_enc_0: 0.6937 (0.7069) loss_vfl_pre: 0.6864 (0.7012) time: 0.7794 data: 0.0248 max mem: 9142 Epoch: [65] [2100/3696] eta: 0:20:17 lr: 0.000013 loss: 30.6488 (30.5425) loss_bbox: 0.1569 (0.1618) loss_bbox_aux_0: 0.1691 (0.1737) loss_bbox_aux_1: 0.1612 (0.1645) loss_bbox_aux_2: 0.1584 (0.1624) loss_bbox_aux_3: 0.1564 (0.1619) loss_bbox_aux_4: 0.1569 (0.1618) loss_bbox_dn_0: 0.2126 (0.2233) loss_bbox_dn_1: 0.1502 (0.1626) loss_bbox_dn_2: 0.1409 (0.1524) loss_bbox_dn_3: 0.1385 (0.1492) loss_bbox_dn_4: 0.1385 (0.1484) loss_bbox_dn_5: 0.1384 (0.1484) loss_bbox_dn_pre: 0.2167 (0.2291) loss_bbox_enc_0: 0.2004 (0.2058) loss_bbox_pre: 0.1716 (0.1739) loss_dfl: 0.9671 (0.9577) loss_fgl_aux_0: 0.9970 (0.9885) loss_fgl_aux_1: 0.9669 (0.9602) loss_fgl_aux_2: 0.9664 (0.9579) loss_fgl_aux_3: 0.9675 (0.9577) loss_fgl_aux_4: 0.9670 (0.9577) loss_fgl_dn_0: 1.0854 (1.0806) loss_fgl_dn_1: 0.9826 (0.9776) loss_fgl_dn_2: 0.9746 (0.9688) loss_fgl_dn_3: 0.9747 (0.9694) loss_fgl_dn_4: 0.9753 (0.9699) loss_fgl_dn_5: 0.9753 (0.9699) loss_giou: 0.5205 (0.5423) loss_giou_aux_0: 0.5478 (0.5669) loss_giou_aux_1: 0.5277 (0.5479) loss_giou_aux_2: 0.5240 (0.5435) loss_giou_aux_3: 0.5205 (0.5425) loss_giou_aux_4: 0.5204 (0.5423) loss_giou_dn_0: 0.5452 (0.5417) loss_giou_dn_1: 0.4273 (0.4290) loss_giou_dn_2: 0.4089 (0.4120) loss_giou_dn_3: 0.4036 (0.4071) loss_giou_dn_4: 0.4016 (0.4060) loss_giou_dn_5: 0.4016 (0.4060) loss_giou_dn_pre: 0.5423 (0.5411) loss_giou_enc_0: 0.6105 (0.6374) loss_giou_pre: 0.5456 (0.5655) loss_ddf_aux_0: 0.0527 (0.0512) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2393 (0.2479) loss_ddf_dn_1: 0.0312 (0.0340) loss_ddf_dn_2: 0.0064 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6135 (0.6325) loss_vfl_aux_0: 0.6943 (0.6996) loss_vfl_aux_1: 0.6589 (0.6776) loss_vfl_aux_2: 0.6349 (0.6598) loss_vfl_aux_3: 0.6132 (0.6438) loss_vfl_aux_4: 0.6131 (0.6346) loss_vfl_dn_0: 0.4766 (0.4799) loss_vfl_dn_1: 0.4055 (0.4090) loss_vfl_dn_2: 0.3912 (0.3924) loss_vfl_dn_3: 0.3807 (0.3845) loss_vfl_dn_4: 0.3784 (0.3816) loss_vfl_dn_5: 0.3790 (0.3811) loss_vfl_dn_pre: 0.4768 (0.4803) loss_vfl_enc_0: 0.6998 (0.7069) loss_vfl_pre: 0.6944 (0.7016) time: 0.7439 data: 0.0234 max mem: 9142 Epoch: [65] [2200/3696] eta: 0:19:02 lr: 0.000013 loss: 30.2925 (30.5411) loss_bbox: 0.1595 (0.1620) loss_bbox_aux_0: 0.1703 (0.1739) loss_bbox_aux_1: 0.1625 (0.1647) loss_bbox_aux_2: 0.1593 (0.1627) loss_bbox_aux_3: 0.1595 (0.1621) loss_bbox_aux_4: 0.1595 (0.1620) loss_bbox_dn_0: 0.2137 (0.2235) loss_bbox_dn_1: 0.1582 (0.1628) loss_bbox_dn_2: 0.1477 (0.1526) loss_bbox_dn_3: 0.1429 (0.1494) loss_bbox_dn_4: 0.1429 (0.1486) loss_bbox_dn_5: 0.1429 (0.1486) loss_bbox_dn_pre: 0.2173 (0.2294) loss_bbox_enc_0: 0.1961 (0.2059) loss_bbox_pre: 0.1713 (0.1741) loss_dfl: 0.9781 (0.9576) loss_fgl_aux_0: 1.0063 (0.9885) loss_fgl_aux_1: 0.9803 (0.9601) loss_fgl_aux_2: 0.9780 (0.9578) loss_fgl_aux_3: 0.9781 (0.9576) loss_fgl_aux_4: 0.9782 (0.9576) loss_fgl_dn_0: 1.0842 (1.0806) loss_fgl_dn_1: 0.9821 (0.9775) loss_fgl_dn_2: 0.9699 (0.9687) loss_fgl_dn_3: 0.9723 (0.9693) loss_fgl_dn_4: 0.9734 (0.9698) loss_fgl_dn_5: 0.9733 (0.9698) loss_giou: 0.5288 (0.5420) loss_giou_aux_0: 0.5597 (0.5665) loss_giou_aux_1: 0.5344 (0.5476) loss_giou_aux_2: 0.5312 (0.5432) loss_giou_aux_3: 0.5301 (0.5422) loss_giou_aux_4: 0.5288 (0.5420) loss_giou_dn_0: 0.5364 (0.5415) loss_giou_dn_1: 0.4207 (0.4289) loss_giou_dn_2: 0.4041 (0.4119) loss_giou_dn_3: 0.3952 (0.4069) loss_giou_dn_4: 0.3938 (0.4058) loss_giou_dn_5: 0.3937 (0.4058) loss_giou_dn_pre: 0.5347 (0.5409) loss_giou_enc_0: 0.6199 (0.6369) loss_giou_pre: 0.5576 (0.5652) loss_ddf_aux_0: 0.0500 (0.0512) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2496 (0.2480) loss_ddf_dn_1: 0.0356 (0.0340) loss_ddf_dn_2: 0.0076 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6229 (0.6325) loss_vfl_aux_0: 0.7055 (0.6997) loss_vfl_aux_1: 0.6805 (0.6775) loss_vfl_aux_2: 0.6713 (0.6598) loss_vfl_aux_3: 0.6614 (0.6439) loss_vfl_aux_4: 0.6257 (0.6345) loss_vfl_dn_0: 0.4916 (0.4800) loss_vfl_dn_1: 0.4163 (0.4090) loss_vfl_dn_2: 0.3964 (0.3924) loss_vfl_dn_3: 0.3842 (0.3845) loss_vfl_dn_4: 0.3824 (0.3816) loss_vfl_dn_5: 0.3817 (0.3811) loss_vfl_dn_pre: 0.4911 (0.4804) loss_vfl_enc_0: 0.7207 (0.7071) loss_vfl_pre: 0.7057 (0.7017) time: 0.7790 data: 0.0311 max mem: 9142 Epoch: [65] [2300/3696] eta: 0:17:46 lr: 0.000013 loss: 30.1531 (30.5327) loss_bbox: 0.1524 (0.1619) loss_bbox_aux_0: 0.1686 (0.1738) loss_bbox_aux_1: 0.1524 (0.1646) loss_bbox_aux_2: 0.1524 (0.1625) loss_bbox_aux_3: 0.1520 (0.1620) loss_bbox_aux_4: 0.1524 (0.1619) loss_bbox_dn_0: 0.2078 (0.2233) loss_bbox_dn_1: 0.1484 (0.1625) loss_bbox_dn_2: 0.1440 (0.1524) loss_bbox_dn_3: 0.1407 (0.1491) loss_bbox_dn_4: 0.1400 (0.1484) loss_bbox_dn_5: 0.1400 (0.1484) loss_bbox_dn_pre: 0.2129 (0.2291) loss_bbox_enc_0: 0.1914 (0.2057) loss_bbox_pre: 0.1680 (0.1740) loss_dfl: 0.9591 (0.9575) loss_fgl_aux_0: 0.9857 (0.9883) loss_fgl_aux_1: 0.9616 (0.9599) loss_fgl_aux_2: 0.9594 (0.9576) loss_fgl_aux_3: 0.9595 (0.9575) loss_fgl_aux_4: 0.9591 (0.9575) loss_fgl_dn_0: 1.0808 (1.0805) loss_fgl_dn_1: 0.9854 (0.9775) loss_fgl_dn_2: 0.9781 (0.9686) loss_fgl_dn_3: 0.9768 (0.9693) loss_fgl_dn_4: 0.9764 (0.9698) loss_fgl_dn_5: 0.9764 (0.9698) loss_giou: 0.5806 (0.5420) loss_giou_aux_0: 0.6070 (0.5665) loss_giou_aux_1: 0.5857 (0.5476) loss_giou_aux_2: 0.5809 (0.5431) loss_giou_aux_3: 0.5815 (0.5422) loss_giou_aux_4: 0.5805 (0.5420) loss_giou_dn_0: 0.5544 (0.5413) loss_giou_dn_1: 0.4372 (0.4287) loss_giou_dn_2: 0.4211 (0.4118) loss_giou_dn_3: 0.4187 (0.4068) loss_giou_dn_4: 0.4167 (0.4057) loss_giou_dn_5: 0.4167 (0.4057) loss_giou_dn_pre: 0.5522 (0.5408) loss_giou_enc_0: 0.6708 (0.6366) loss_giou_pre: 0.6043 (0.5651) loss_ddf_aux_0: 0.0484 (0.0512) loss_ddf_aux_1: 0.0067 (0.0074) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2344 (0.2478) loss_ddf_dn_1: 0.0326 (0.0340) loss_ddf_dn_2: 0.0072 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6145 (0.6321) loss_vfl_aux_0: 0.6836 (0.6994) loss_vfl_aux_1: 0.6505 (0.6771) loss_vfl_aux_2: 0.6433 (0.6593) loss_vfl_aux_3: 0.6229 (0.6435) loss_vfl_aux_4: 0.6138 (0.6342) loss_vfl_dn_0: 0.4734 (0.4800) loss_vfl_dn_1: 0.4047 (0.4089) loss_vfl_dn_2: 0.3918 (0.3923) loss_vfl_dn_3: 0.3836 (0.3844) loss_vfl_dn_4: 0.3819 (0.3815) loss_vfl_dn_5: 0.3824 (0.3810) loss_vfl_dn_pre: 0.4735 (0.4804) loss_vfl_enc_0: 0.6844 (0.7069) loss_vfl_pre: 0.6853 (0.7014) time: 0.7703 data: 0.0315 max mem: 9142 Epoch: [65] [2400/3696] eta: 0:16:29 lr: 0.000013 loss: 30.5202 (30.5388) loss_bbox: 0.1483 (0.1619) loss_bbox_aux_0: 0.1633 (0.1737) loss_bbox_aux_1: 0.1515 (0.1646) loss_bbox_aux_2: 0.1483 (0.1625) loss_bbox_aux_3: 0.1483 (0.1620) loss_bbox_aux_4: 0.1483 (0.1619) loss_bbox_dn_0: 0.2151 (0.2232) loss_bbox_dn_1: 0.1562 (0.1625) loss_bbox_dn_2: 0.1508 (0.1523) loss_bbox_dn_3: 0.1465 (0.1491) loss_bbox_dn_4: 0.1471 (0.1484) loss_bbox_dn_5: 0.1471 (0.1484) loss_bbox_dn_pre: 0.2204 (0.2290) loss_bbox_enc_0: 0.2023 (0.2056) loss_bbox_pre: 0.1625 (0.1739) loss_dfl: 0.9479 (0.9572) loss_fgl_aux_0: 0.9816 (0.9880) loss_fgl_aux_1: 0.9508 (0.9597) loss_fgl_aux_2: 0.9491 (0.9574) loss_fgl_aux_3: 0.9491 (0.9572) loss_fgl_aux_4: 0.9479 (0.9572) loss_fgl_dn_0: 1.0721 (1.0804) loss_fgl_dn_1: 0.9740 (0.9774) loss_fgl_dn_2: 0.9713 (0.9686) loss_fgl_dn_3: 0.9715 (0.9692) loss_fgl_dn_4: 0.9718 (0.9697) loss_fgl_dn_5: 0.9718 (0.9697) loss_giou: 0.5597 (0.5428) loss_giou_aux_0: 0.5817 (0.5672) loss_giou_aux_1: 0.5650 (0.5484) loss_giou_aux_2: 0.5599 (0.5439) loss_giou_aux_3: 0.5599 (0.5430) loss_giou_aux_4: 0.5597 (0.5428) loss_giou_dn_0: 0.5459 (0.5417) loss_giou_dn_1: 0.4269 (0.4291) loss_giou_dn_2: 0.4102 (0.4121) loss_giou_dn_3: 0.4055 (0.4071) loss_giou_dn_4: 0.4050 (0.4060) loss_giou_dn_5: 0.4051 (0.4060) loss_giou_dn_pre: 0.5460 (0.5412) loss_giou_enc_0: 0.6440 (0.6373) loss_giou_pre: 0.5802 (0.5659) loss_ddf_aux_0: 0.0535 (0.0511) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2488 (0.2475) loss_ddf_dn_1: 0.0311 (0.0339) loss_ddf_dn_2: 0.0072 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6359 (0.6323) loss_vfl_aux_0: 0.6793 (0.6994) loss_vfl_aux_1: 0.6738 (0.6772) loss_vfl_aux_2: 0.6438 (0.6594) loss_vfl_aux_3: 0.6463 (0.6436) loss_vfl_aux_4: 0.6358 (0.6343) loss_vfl_dn_0: 0.4736 (0.4799) loss_vfl_dn_1: 0.4106 (0.4090) loss_vfl_dn_2: 0.3925 (0.3924) loss_vfl_dn_3: 0.3850 (0.3844) loss_vfl_dn_4: 0.3820 (0.3815) loss_vfl_dn_5: 0.3809 (0.3811) loss_vfl_dn_pre: 0.4741 (0.4803) loss_vfl_enc_0: 0.6932 (0.7068) loss_vfl_pre: 0.6829 (0.7014) time: 0.7465 data: 0.0279 max mem: 9142 Epoch: [65] [2500/3696] eta: 0:15:13 lr: 0.000013 loss: 30.6663 (30.5454) loss_bbox: 0.1679 (0.1620) loss_bbox_aux_0: 0.1783 (0.1737) loss_bbox_aux_1: 0.1694 (0.1646) loss_bbox_aux_2: 0.1676 (0.1626) loss_bbox_aux_3: 0.1680 (0.1621) loss_bbox_aux_4: 0.1679 (0.1620) loss_bbox_dn_0: 0.2189 (0.2231) loss_bbox_dn_1: 0.1582 (0.1625) loss_bbox_dn_2: 0.1522 (0.1524) loss_bbox_dn_3: 0.1489 (0.1491) loss_bbox_dn_4: 0.1505 (0.1484) loss_bbox_dn_5: 0.1505 (0.1484) loss_bbox_dn_pre: 0.2249 (0.2290) loss_bbox_enc_0: 0.2017 (0.2055) loss_bbox_pre: 0.1782 (0.1739) loss_dfl: 0.9585 (0.9571) loss_fgl_aux_0: 0.9825 (0.9879) loss_fgl_aux_1: 0.9599 (0.9596) loss_fgl_aux_2: 0.9583 (0.9573) loss_fgl_aux_3: 0.9584 (0.9571) loss_fgl_aux_4: 0.9585 (0.9571) loss_fgl_dn_0: 1.0774 (1.0804) loss_fgl_dn_1: 0.9770 (0.9775) loss_fgl_dn_2: 0.9683 (0.9686) loss_fgl_dn_3: 0.9677 (0.9693) loss_fgl_dn_4: 0.9687 (0.9698) loss_fgl_dn_5: 0.9687 (0.9698) loss_giou: 0.5445 (0.5434) loss_giou_aux_0: 0.5726 (0.5677) loss_giou_aux_1: 0.5579 (0.5489) loss_giou_aux_2: 0.5495 (0.5445) loss_giou_aux_3: 0.5459 (0.5435) loss_giou_aux_4: 0.5445 (0.5434) loss_giou_dn_0: 0.5477 (0.5420) loss_giou_dn_1: 0.4439 (0.4294) loss_giou_dn_2: 0.4267 (0.4124) loss_giou_dn_3: 0.4228 (0.4075) loss_giou_dn_4: 0.4225 (0.4063) loss_giou_dn_5: 0.4224 (0.4063) loss_giou_dn_pre: 0.5484 (0.5415) loss_giou_enc_0: 0.6429 (0.6377) loss_giou_pre: 0.5733 (0.5664) loss_ddf_aux_0: 0.0467 (0.0510) loss_ddf_aux_1: 0.0064 (0.0074) loss_ddf_aux_2: 0.0012 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2449 (0.2474) loss_ddf_dn_1: 0.0320 (0.0338) loss_ddf_dn_2: 0.0071 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6263 (0.6323) loss_vfl_aux_0: 0.6974 (0.6993) loss_vfl_aux_1: 0.6920 (0.6772) loss_vfl_aux_2: 0.6492 (0.6595) loss_vfl_aux_3: 0.6434 (0.6436) loss_vfl_aux_4: 0.6352 (0.6343) loss_vfl_dn_0: 0.4745 (0.4799) loss_vfl_dn_1: 0.4047 (0.4091) loss_vfl_dn_2: 0.3900 (0.3925) loss_vfl_dn_3: 0.3822 (0.3846) loss_vfl_dn_4: 0.3791 (0.3817) loss_vfl_dn_5: 0.3774 (0.3812) loss_vfl_dn_pre: 0.4756 (0.4803) loss_vfl_enc_0: 0.7108 (0.7068) loss_vfl_pre: 0.7007 (0.7013) time: 0.7539 data: 0.0283 max mem: 9142 Epoch: [65] [2600/3696] eta: 0:13:58 lr: 0.000013 loss: 30.9736 (30.5436) loss_bbox: 0.1560 (0.1619) loss_bbox_aux_0: 0.1672 (0.1737) loss_bbox_aux_1: 0.1599 (0.1646) loss_bbox_aux_2: 0.1559 (0.1625) loss_bbox_aux_3: 0.1562 (0.1620) loss_bbox_aux_4: 0.1560 (0.1619) loss_bbox_dn_0: 0.2159 (0.2232) loss_bbox_dn_1: 0.1618 (0.1625) loss_bbox_dn_2: 0.1494 (0.1523) loss_bbox_dn_3: 0.1447 (0.1491) loss_bbox_dn_4: 0.1433 (0.1484) loss_bbox_dn_5: 0.1431 (0.1484) loss_bbox_dn_pre: 0.2171 (0.2290) loss_bbox_enc_0: 0.1933 (0.2055) loss_bbox_pre: 0.1689 (0.1739) loss_dfl: 0.9760 (0.9574) loss_fgl_aux_0: 1.0093 (0.9882) loss_fgl_aux_1: 0.9795 (0.9598) loss_fgl_aux_2: 0.9766 (0.9575) loss_fgl_aux_3: 0.9766 (0.9574) loss_fgl_aux_4: 0.9762 (0.9574) loss_fgl_dn_0: 1.0851 (1.0805) loss_fgl_dn_1: 0.9924 (0.9776) loss_fgl_dn_2: 0.9863 (0.9687) loss_fgl_dn_3: 0.9872 (0.9694) loss_fgl_dn_4: 0.9878 (0.9699) loss_fgl_dn_5: 0.9877 (0.9699) loss_giou: 0.5259 (0.5428) loss_giou_aux_0: 0.5558 (0.5672) loss_giou_aux_1: 0.5345 (0.5483) loss_giou_aux_2: 0.5272 (0.5439) loss_giou_aux_3: 0.5264 (0.5430) loss_giou_aux_4: 0.5257 (0.5428) loss_giou_dn_0: 0.5389 (0.5419) loss_giou_dn_1: 0.4296 (0.4292) loss_giou_dn_2: 0.4110 (0.4123) loss_giou_dn_3: 0.4053 (0.4073) loss_giou_dn_4: 0.4040 (0.4062) loss_giou_dn_5: 0.4040 (0.4062) loss_giou_dn_pre: 0.5364 (0.5414) loss_giou_enc_0: 0.6265 (0.6372) loss_giou_pre: 0.5524 (0.5658) loss_ddf_aux_0: 0.0480 (0.0509) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2479 (0.2476) loss_ddf_dn_1: 0.0313 (0.0338) loss_ddf_dn_2: 0.0076 (0.0075) loss_ddf_dn_3: 0.0010 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6466 (0.6325) loss_vfl_aux_0: 0.7204 (0.6994) loss_vfl_aux_1: 0.6941 (0.6773) loss_vfl_aux_2: 0.6854 (0.6598) loss_vfl_aux_3: 0.6577 (0.6439) loss_vfl_aux_4: 0.6498 (0.6346) loss_vfl_dn_0: 0.4864 (0.4800) loss_vfl_dn_1: 0.4180 (0.4091) loss_vfl_dn_2: 0.4041 (0.3925) loss_vfl_dn_3: 0.3963 (0.3846) loss_vfl_dn_4: 0.3928 (0.3817) loss_vfl_dn_5: 0.3933 (0.3812) loss_vfl_dn_pre: 0.4861 (0.4804) loss_vfl_enc_0: 0.7237 (0.7071) loss_vfl_pre: 0.7225 (0.7014) time: 0.7788 data: 0.0372 max mem: 9142 Epoch: [65] [2700/3696] eta: 0:12:41 lr: 0.000013 loss: 30.2877 (30.5451) loss_bbox: 0.1541 (0.1619) loss_bbox_aux_0: 0.1669 (0.1736) loss_bbox_aux_1: 0.1565 (0.1645) loss_bbox_aux_2: 0.1537 (0.1624) loss_bbox_aux_3: 0.1547 (0.1620) loss_bbox_aux_4: 0.1542 (0.1619) loss_bbox_dn_0: 0.2247 (0.2230) loss_bbox_dn_1: 0.1576 (0.1624) loss_bbox_dn_2: 0.1480 (0.1522) loss_bbox_dn_3: 0.1464 (0.1490) loss_bbox_dn_4: 0.1457 (0.1483) loss_bbox_dn_5: 0.1457 (0.1483) loss_bbox_dn_pre: 0.2302 (0.2288) loss_bbox_enc_0: 0.1973 (0.2053) loss_bbox_pre: 0.1662 (0.1738) loss_dfl: 0.9719 (0.9576) loss_fgl_aux_0: 1.0041 (0.9885) loss_fgl_aux_1: 0.9733 (0.9601) loss_fgl_aux_2: 0.9716 (0.9577) loss_fgl_aux_3: 0.9719 (0.9576) loss_fgl_aux_4: 0.9719 (0.9576) loss_fgl_dn_0: 1.0754 (1.0805) loss_fgl_dn_1: 0.9822 (0.9777) loss_fgl_dn_2: 0.9738 (0.9688) loss_fgl_dn_3: 0.9735 (0.9695) loss_fgl_dn_4: 0.9740 (0.9700) loss_fgl_dn_5: 0.9741 (0.9700) loss_giou: 0.5041 (0.5426) loss_giou_aux_0: 0.5249 (0.5669) loss_giou_aux_1: 0.5106 (0.5481) loss_giou_aux_2: 0.5051 (0.5437) loss_giou_aux_3: 0.5039 (0.5427) loss_giou_aux_4: 0.5041 (0.5426) loss_giou_dn_0: 0.5159 (0.5420) loss_giou_dn_1: 0.4031 (0.4293) loss_giou_dn_2: 0.3845 (0.4123) loss_giou_dn_3: 0.3813 (0.4074) loss_giou_dn_4: 0.3808 (0.4062) loss_giou_dn_5: 0.3808 (0.4062) loss_giou_dn_pre: 0.5173 (0.5414) loss_giou_enc_0: 0.6042 (0.6369) loss_giou_pre: 0.5217 (0.5656) loss_ddf_aux_0: 0.0496 (0.0510) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0013 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2514 (0.2477) loss_ddf_dn_1: 0.0343 (0.0338) loss_ddf_dn_2: 0.0079 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6536 (0.6327) loss_vfl_aux_0: 0.7211 (0.6998) loss_vfl_aux_1: 0.6897 (0.6776) loss_vfl_aux_2: 0.6665 (0.6599) loss_vfl_aux_3: 0.6589 (0.6441) loss_vfl_aux_4: 0.6495 (0.6348) loss_vfl_dn_0: 0.4901 (0.4801) loss_vfl_dn_1: 0.4075 (0.4092) loss_vfl_dn_2: 0.3909 (0.3925) loss_vfl_dn_3: 0.3859 (0.3846) loss_vfl_dn_4: 0.3832 (0.3817) loss_vfl_dn_5: 0.3827 (0.3813) loss_vfl_dn_pre: 0.4910 (0.4805) loss_vfl_enc_0: 0.7102 (0.7076) loss_vfl_pre: 0.7255 (0.7018) time: 0.7509 data: 0.0246 max mem: 9142 Epoch: [65] [2800/3696] eta: 0:11:25 lr: 0.000013 loss: 30.7469 (30.5411) loss_bbox: 0.1462 (0.1617) loss_bbox_aux_0: 0.1525 (0.1735) loss_bbox_aux_1: 0.1456 (0.1644) loss_bbox_aux_2: 0.1462 (0.1623) loss_bbox_aux_3: 0.1464 (0.1618) loss_bbox_aux_4: 0.1462 (0.1617) loss_bbox_dn_0: 0.2065 (0.2228) loss_bbox_dn_1: 0.1552 (0.1622) loss_bbox_dn_2: 0.1456 (0.1521) loss_bbox_dn_3: 0.1420 (0.1488) loss_bbox_dn_4: 0.1401 (0.1481) loss_bbox_dn_5: 0.1400 (0.1481) loss_bbox_dn_pre: 0.2081 (0.2286) loss_bbox_enc_0: 0.1849 (0.2051) loss_bbox_pre: 0.1539 (0.1736) loss_dfl: 0.9636 (0.9578) loss_fgl_aux_0: 0.9938 (0.9887) loss_fgl_aux_1: 0.9658 (0.9603) loss_fgl_aux_2: 0.9636 (0.9580) loss_fgl_aux_3: 0.9638 (0.9578) loss_fgl_aux_4: 0.9635 (0.9578) loss_fgl_dn_0: 1.0802 (1.0806) loss_fgl_dn_1: 0.9831 (0.9778) loss_fgl_dn_2: 0.9762 (0.9689) loss_fgl_dn_3: 0.9770 (0.9696) loss_fgl_dn_4: 0.9771 (0.9701) loss_fgl_dn_5: 0.9771 (0.9701) loss_giou: 0.5431 (0.5422) loss_giou_aux_0: 0.5617 (0.5666) loss_giou_aux_1: 0.5496 (0.5477) loss_giou_aux_2: 0.5458 (0.5433) loss_giou_aux_3: 0.5429 (0.5423) loss_giou_aux_4: 0.5427 (0.5422) loss_giou_dn_0: 0.5419 (0.5417) loss_giou_dn_1: 0.4349 (0.4290) loss_giou_dn_2: 0.4187 (0.4120) loss_giou_dn_3: 0.4161 (0.4071) loss_giou_dn_4: 0.4156 (0.4060) loss_giou_dn_5: 0.4156 (0.4060) loss_giou_dn_pre: 0.5416 (0.5411) loss_giou_enc_0: 0.6356 (0.6365) loss_giou_pre: 0.5602 (0.5652) loss_ddf_aux_0: 0.0490 (0.0509) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2436 (0.2478) loss_ddf_dn_1: 0.0331 (0.0338) loss_ddf_dn_2: 0.0066 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6400 (0.6329) loss_vfl_aux_0: 0.7007 (0.7000) loss_vfl_aux_1: 0.6874 (0.6777) loss_vfl_aux_2: 0.6661 (0.6601) loss_vfl_aux_3: 0.6570 (0.6442) loss_vfl_aux_4: 0.6367 (0.6349) loss_vfl_dn_0: 0.4756 (0.4801) loss_vfl_dn_1: 0.4079 (0.4092) loss_vfl_dn_2: 0.3975 (0.3926) loss_vfl_dn_3: 0.3890 (0.3846) loss_vfl_dn_4: 0.3878 (0.3817) loss_vfl_dn_5: 0.3875 (0.3813) loss_vfl_dn_pre: 0.4753 (0.4805) loss_vfl_enc_0: 0.6998 (0.7078) loss_vfl_pre: 0.6993 (0.7020) time: 0.7770 data: 0.0383 max mem: 9142 Epoch: [65] [2900/3696] eta: 0:10:08 lr: 0.000013 loss: 30.3535 (30.5406) loss_bbox: 0.1639 (0.1619) loss_bbox_aux_0: 0.1797 (0.1736) loss_bbox_aux_1: 0.1677 (0.1645) loss_bbox_aux_2: 0.1640 (0.1624) loss_bbox_aux_3: 0.1643 (0.1620) loss_bbox_aux_4: 0.1639 (0.1619) loss_bbox_dn_0: 0.2284 (0.2229) loss_bbox_dn_1: 0.1678 (0.1623) loss_bbox_dn_2: 0.1571 (0.1521) loss_bbox_dn_3: 0.1505 (0.1489) loss_bbox_dn_4: 0.1490 (0.1482) loss_bbox_dn_5: 0.1491 (0.1482) loss_bbox_dn_pre: 0.2334 (0.2288) loss_bbox_enc_0: 0.2218 (0.2053) loss_bbox_pre: 0.1792 (0.1738) loss_dfl: 0.9427 (0.9576) loss_fgl_aux_0: 0.9748 (0.9885) loss_fgl_aux_1: 0.9466 (0.9601) loss_fgl_aux_2: 0.9433 (0.9578) loss_fgl_aux_3: 0.9425 (0.9576) loss_fgl_aux_4: 0.9429 (0.9576) loss_fgl_dn_0: 1.0770 (1.0805) loss_fgl_dn_1: 0.9733 (0.9777) loss_fgl_dn_2: 0.9613 (0.9688) loss_fgl_dn_3: 0.9636 (0.9695) loss_fgl_dn_4: 0.9646 (0.9700) loss_fgl_dn_5: 0.9646 (0.9700) loss_giou: 0.5114 (0.5422) loss_giou_aux_0: 0.5391 (0.5665) loss_giou_aux_1: 0.5215 (0.5476) loss_giou_aux_2: 0.5177 (0.5432) loss_giou_aux_3: 0.5134 (0.5423) loss_giou_aux_4: 0.5116 (0.5421) loss_giou_dn_0: 0.5331 (0.5416) loss_giou_dn_1: 0.4191 (0.4289) loss_giou_dn_2: 0.4003 (0.4120) loss_giou_dn_3: 0.3899 (0.4070) loss_giou_dn_4: 0.3889 (0.4059) loss_giou_dn_5: 0.3889 (0.4059) loss_giou_dn_pre: 0.5342 (0.5410) loss_giou_enc_0: 0.6026 (0.6364) loss_giou_pre: 0.5367 (0.5651) loss_ddf_aux_0: 0.0525 (0.0509) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2487 (0.2476) loss_ddf_dn_1: 0.0340 (0.0338) loss_ddf_dn_2: 0.0078 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6148 (0.6330) loss_vfl_aux_0: 0.6943 (0.7001) loss_vfl_aux_1: 0.6570 (0.6779) loss_vfl_aux_2: 0.6454 (0.6602) loss_vfl_aux_3: 0.6387 (0.6443) loss_vfl_aux_4: 0.6202 (0.6350) loss_vfl_dn_0: 0.4773 (0.4800) loss_vfl_dn_1: 0.4068 (0.4091) loss_vfl_dn_2: 0.3851 (0.3926) loss_vfl_dn_3: 0.3781 (0.3846) loss_vfl_dn_4: 0.3741 (0.3817) loss_vfl_dn_5: 0.3743 (0.3813) loss_vfl_dn_pre: 0.4780 (0.4805) loss_vfl_enc_0: 0.6937 (0.7079) loss_vfl_pre: 0.6878 (0.7022) time: 0.7567 data: 0.0276 max mem: 9142 Epoch: [65] [3000/3696] eta: 0:08:52 lr: 0.000013 loss: 30.0095 (30.5426) loss_bbox: 0.1517 (0.1621) loss_bbox_aux_0: 0.1599 (0.1738) loss_bbox_aux_1: 0.1550 (0.1647) loss_bbox_aux_2: 0.1522 (0.1627) loss_bbox_aux_3: 0.1517 (0.1622) loss_bbox_aux_4: 0.1517 (0.1621) loss_bbox_dn_0: 0.2012 (0.2231) loss_bbox_dn_1: 0.1473 (0.1625) loss_bbox_dn_2: 0.1373 (0.1523) loss_bbox_dn_3: 0.1357 (0.1491) loss_bbox_dn_4: 0.1350 (0.1483) loss_bbox_dn_5: 0.1350 (0.1483) loss_bbox_dn_pre: 0.2096 (0.2290) loss_bbox_enc_0: 0.1905 (0.2055) loss_bbox_pre: 0.1601 (0.1740) loss_dfl: 0.9698 (0.9575) loss_fgl_aux_0: 1.0060 (0.9884) loss_fgl_aux_1: 0.9729 (0.9600) loss_fgl_aux_2: 0.9708 (0.9576) loss_fgl_aux_3: 0.9700 (0.9575) loss_fgl_aux_4: 0.9698 (0.9575) loss_fgl_dn_0: 1.0868 (1.0805) loss_fgl_dn_1: 0.9799 (0.9777) loss_fgl_dn_2: 0.9711 (0.9689) loss_fgl_dn_3: 0.9697 (0.9695) loss_fgl_dn_4: 0.9705 (0.9700) loss_fgl_dn_5: 0.9704 (0.9700) loss_giou: 0.4948 (0.5423) loss_giou_aux_0: 0.5142 (0.5667) loss_giou_aux_1: 0.4962 (0.5478) loss_giou_aux_2: 0.4924 (0.5434) loss_giou_aux_3: 0.4947 (0.5425) loss_giou_aux_4: 0.4947 (0.5423) loss_giou_dn_0: 0.5098 (0.5416) loss_giou_dn_1: 0.3988 (0.4289) loss_giou_dn_2: 0.3842 (0.4119) loss_giou_dn_3: 0.3793 (0.4069) loss_giou_dn_4: 0.3783 (0.4058) loss_giou_dn_5: 0.3782 (0.4058) loss_giou_dn_pre: 0.5107 (0.5410) loss_giou_enc_0: 0.5796 (0.6365) loss_giou_pre: 0.5130 (0.5653) loss_ddf_aux_0: 0.0495 (0.0509) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0000 (0.0001) loss_ddf_dn_0: 0.2379 (0.2475) loss_ddf_dn_1: 0.0319 (0.0338) loss_ddf_dn_2: 0.0062 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6194 (0.6329) loss_vfl_aux_0: 0.6948 (0.6998) loss_vfl_aux_1: 0.6710 (0.6778) loss_vfl_aux_2: 0.6517 (0.6600) loss_vfl_aux_3: 0.6217 (0.6442) loss_vfl_aux_4: 0.6113 (0.6349) loss_vfl_dn_0: 0.4762 (0.4800) loss_vfl_dn_1: 0.4042 (0.4092) loss_vfl_dn_2: 0.3854 (0.3926) loss_vfl_dn_3: 0.3774 (0.3846) loss_vfl_dn_4: 0.3740 (0.3817) loss_vfl_dn_5: 0.3758 (0.3813) loss_vfl_dn_pre: 0.4774 (0.4805) loss_vfl_enc_0: 0.7007 (0.7078) loss_vfl_pre: 0.7009 (0.7019) time: 0.7122 data: 0.0245 max mem: 9142 Epoch: [65] [3100/3696] eta: 0:07:35 lr: 0.000013 loss: 30.5314 (30.5447) loss_bbox: 0.1671 (0.1622) loss_bbox_aux_0: 0.1817 (0.1740) loss_bbox_aux_1: 0.1685 (0.1648) loss_bbox_aux_2: 0.1670 (0.1628) loss_bbox_aux_3: 0.1672 (0.1623) loss_bbox_aux_4: 0.1671 (0.1622) loss_bbox_dn_0: 0.2261 (0.2233) loss_bbox_dn_1: 0.1645 (0.1626) loss_bbox_dn_2: 0.1556 (0.1524) loss_bbox_dn_3: 0.1526 (0.1492) loss_bbox_dn_4: 0.1523 (0.1484) loss_bbox_dn_5: 0.1523 (0.1484) loss_bbox_dn_pre: 0.2347 (0.2292) loss_bbox_enc_0: 0.2158 (0.2057) loss_bbox_pre: 0.1851 (0.1742) loss_dfl: 0.9710 (0.9574) loss_fgl_aux_0: 0.9990 (0.9884) loss_fgl_aux_1: 0.9743 (0.9599) loss_fgl_aux_2: 0.9717 (0.9575) loss_fgl_aux_3: 0.9709 (0.9574) loss_fgl_aux_4: 0.9710 (0.9574) loss_fgl_dn_0: 1.0759 (1.0805) loss_fgl_dn_1: 0.9718 (0.9777) loss_fgl_dn_2: 0.9623 (0.9688) loss_fgl_dn_3: 0.9637 (0.9695) loss_fgl_dn_4: 0.9644 (0.9700) loss_fgl_dn_5: 0.9645 (0.9700) loss_giou: 0.5158 (0.5423) loss_giou_aux_0: 0.5337 (0.5666) loss_giou_aux_1: 0.5188 (0.5478) loss_giou_aux_2: 0.5179 (0.5433) loss_giou_aux_3: 0.5137 (0.5424) loss_giou_aux_4: 0.5161 (0.5422) loss_giou_dn_0: 0.5295 (0.5415) loss_giou_dn_1: 0.4118 (0.4288) loss_giou_dn_2: 0.4000 (0.4118) loss_giou_dn_3: 0.3981 (0.4069) loss_giou_dn_4: 0.3966 (0.4057) loss_giou_dn_5: 0.3967 (0.4057) loss_giou_dn_pre: 0.5274 (0.5409) loss_giou_enc_0: 0.5977 (0.6364) loss_giou_pre: 0.5325 (0.5653) loss_ddf_aux_0: 0.0504 (0.0509) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2428 (0.2476) loss_ddf_dn_1: 0.0335 (0.0339) loss_ddf_dn_2: 0.0074 (0.0076) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6548 (0.6333) loss_vfl_aux_0: 0.7141 (0.6999) loss_vfl_aux_1: 0.6883 (0.6780) loss_vfl_aux_2: 0.6703 (0.6602) loss_vfl_aux_3: 0.6534 (0.6445) loss_vfl_aux_4: 0.6514 (0.6353) loss_vfl_dn_0: 0.4786 (0.4801) loss_vfl_dn_1: 0.4052 (0.4092) loss_vfl_dn_2: 0.3875 (0.3926) loss_vfl_dn_3: 0.3802 (0.3846) loss_vfl_dn_4: 0.3792 (0.3817) loss_vfl_dn_5: 0.3785 (0.3813) loss_vfl_dn_pre: 0.4804 (0.4805) loss_vfl_enc_0: 0.7074 (0.7079) loss_vfl_pre: 0.7156 (0.7020) time: 0.7825 data: 0.0254 max mem: 9142 Epoch: [65] [3200/3696] eta: 0:06:19 lr: 0.000013 loss: 30.8888 (30.5456) loss_bbox: 0.1661 (0.1622) loss_bbox_aux_0: 0.1778 (0.1740) loss_bbox_aux_1: 0.1687 (0.1649) loss_bbox_aux_2: 0.1654 (0.1628) loss_bbox_aux_3: 0.1653 (0.1623) loss_bbox_aux_4: 0.1658 (0.1622) loss_bbox_dn_0: 0.2182 (0.2234) loss_bbox_dn_1: 0.1596 (0.1627) loss_bbox_dn_2: 0.1510 (0.1525) loss_bbox_dn_3: 0.1473 (0.1492) loss_bbox_dn_4: 0.1463 (0.1485) loss_bbox_dn_5: 0.1461 (0.1485) loss_bbox_dn_pre: 0.2241 (0.2293) loss_bbox_enc_0: 0.2040 (0.2058) loss_bbox_pre: 0.1793 (0.1742) loss_dfl: 0.9513 (0.9573) loss_fgl_aux_0: 0.9808 (0.9883) loss_fgl_aux_1: 0.9515 (0.9597) loss_fgl_aux_2: 0.9514 (0.9574) loss_fgl_aux_3: 0.9515 (0.9573) loss_fgl_aux_4: 0.9512 (0.9573) loss_fgl_dn_0: 1.0763 (1.0806) loss_fgl_dn_1: 0.9732 (0.9777) loss_fgl_dn_2: 0.9672 (0.9688) loss_fgl_dn_3: 0.9666 (0.9694) loss_fgl_dn_4: 0.9668 (0.9699) loss_fgl_dn_5: 0.9670 (0.9699) loss_giou: 0.5288 (0.5424) loss_giou_aux_0: 0.5546 (0.5667) loss_giou_aux_1: 0.5373 (0.5479) loss_giou_aux_2: 0.5320 (0.5434) loss_giou_aux_3: 0.5315 (0.5425) loss_giou_aux_4: 0.5293 (0.5423) loss_giou_dn_0: 0.5465 (0.5416) loss_giou_dn_1: 0.4357 (0.4288) loss_giou_dn_2: 0.4166 (0.4118) loss_giou_dn_3: 0.4168 (0.4069) loss_giou_dn_4: 0.4154 (0.4058) loss_giou_dn_5: 0.4154 (0.4058) loss_giou_dn_pre: 0.5463 (0.5410) loss_giou_enc_0: 0.6433 (0.6366) loss_giou_pre: 0.5551 (0.5654) loss_ddf_aux_0: 0.0502 (0.0510) loss_ddf_aux_1: 0.0064 (0.0073) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2360 (0.2476) loss_ddf_dn_1: 0.0317 (0.0339) loss_ddf_dn_2: 0.0067 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6316 (0.6332) loss_vfl_aux_0: 0.6978 (0.6998) loss_vfl_aux_1: 0.6768 (0.6780) loss_vfl_aux_2: 0.6617 (0.6602) loss_vfl_aux_3: 0.6440 (0.6445) loss_vfl_aux_4: 0.6382 (0.6352) loss_vfl_dn_0: 0.4767 (0.4801) loss_vfl_dn_1: 0.4141 (0.4092) loss_vfl_dn_2: 0.3959 (0.3925) loss_vfl_dn_3: 0.3893 (0.3846) loss_vfl_dn_4: 0.3853 (0.3817) loss_vfl_dn_5: 0.3845 (0.3813) loss_vfl_dn_pre: 0.4790 (0.4805) loss_vfl_enc_0: 0.6981 (0.7079) loss_vfl_pre: 0.6970 (0.7018) time: 0.7490 data: 0.0238 max mem: 9142 Epoch: [65] [3300/3696] eta: 0:05:02 lr: 0.000013 loss: 30.3509 (30.5483) loss_bbox: 0.1697 (0.1623) loss_bbox_aux_0: 0.1819 (0.1741) loss_bbox_aux_1: 0.1709 (0.1650) loss_bbox_aux_2: 0.1699 (0.1629) loss_bbox_aux_3: 0.1696 (0.1624) loss_bbox_aux_4: 0.1696 (0.1623) loss_bbox_dn_0: 0.2216 (0.2234) loss_bbox_dn_1: 0.1634 (0.1627) loss_bbox_dn_2: 0.1544 (0.1525) loss_bbox_dn_3: 0.1525 (0.1492) loss_bbox_dn_4: 0.1524 (0.1485) loss_bbox_dn_5: 0.1525 (0.1485) loss_bbox_dn_pre: 0.2272 (0.2293) loss_bbox_enc_0: 0.2061 (0.2059) loss_bbox_pre: 0.1823 (0.1743) loss_dfl: 0.9481 (0.9570) loss_fgl_aux_0: 0.9814 (0.9880) loss_fgl_aux_1: 0.9494 (0.9595) loss_fgl_aux_2: 0.9484 (0.9571) loss_fgl_aux_3: 0.9483 (0.9570) loss_fgl_aux_4: 0.9481 (0.9570) loss_fgl_dn_0: 1.0835 (1.0806) loss_fgl_dn_1: 0.9790 (0.9777) loss_fgl_dn_2: 0.9670 (0.9687) loss_fgl_dn_3: 0.9670 (0.9694) loss_fgl_dn_4: 0.9668 (0.9699) loss_fgl_dn_5: 0.9667 (0.9699) loss_giou: 0.5516 (0.5428) loss_giou_aux_0: 0.5747 (0.5672) loss_giou_aux_1: 0.5557 (0.5483) loss_giou_aux_2: 0.5522 (0.5438) loss_giou_aux_3: 0.5513 (0.5429) loss_giou_aux_4: 0.5515 (0.5428) loss_giou_dn_0: 0.5365 (0.5418) loss_giou_dn_1: 0.4262 (0.4290) loss_giou_dn_2: 0.4058 (0.4120) loss_giou_dn_3: 0.4017 (0.4071) loss_giou_dn_4: 0.4031 (0.4060) loss_giou_dn_5: 0.4032 (0.4060) loss_giou_dn_pre: 0.5356 (0.5412) loss_giou_enc_0: 0.6447 (0.6371) loss_giou_pre: 0.5727 (0.5658) loss_ddf_aux_0: 0.0482 (0.0510) loss_ddf_aux_1: 0.0065 (0.0073) loss_ddf_aux_2: 0.0011 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2389 (0.2476) loss_ddf_dn_1: 0.0331 (0.0339) loss_ddf_dn_2: 0.0057 (0.0075) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6200 (0.6331) loss_vfl_aux_0: 0.6747 (0.6994) loss_vfl_aux_1: 0.6484 (0.6779) loss_vfl_aux_2: 0.6375 (0.6601) loss_vfl_aux_3: 0.6268 (0.6444) loss_vfl_aux_4: 0.6224 (0.6351) loss_vfl_dn_0: 0.4828 (0.4801) loss_vfl_dn_1: 0.4118 (0.4092) loss_vfl_dn_2: 0.3950 (0.3926) loss_vfl_dn_3: 0.3876 (0.3846) loss_vfl_dn_4: 0.3819 (0.3818) loss_vfl_dn_5: 0.3815 (0.3813) loss_vfl_dn_pre: 0.4831 (0.4805) loss_vfl_enc_0: 0.6957 (0.7077) loss_vfl_pre: 0.6708 (0.7015) time: 0.7488 data: 0.0292 max mem: 9142 Epoch: [65] [3400/3696] eta: 0:03:46 lr: 0.000013 loss: 30.6107 (30.5534) loss_bbox: 0.1564 (0.1624) loss_bbox_aux_0: 0.1687 (0.1742) loss_bbox_aux_1: 0.1576 (0.1650) loss_bbox_aux_2: 0.1564 (0.1630) loss_bbox_aux_3: 0.1564 (0.1625) loss_bbox_aux_4: 0.1564 (0.1624) loss_bbox_dn_0: 0.2105 (0.2233) loss_bbox_dn_1: 0.1516 (0.1626) loss_bbox_dn_2: 0.1417 (0.1525) loss_bbox_dn_3: 0.1400 (0.1492) loss_bbox_dn_4: 0.1390 (0.1485) loss_bbox_dn_5: 0.1390 (0.1485) loss_bbox_dn_pre: 0.2152 (0.2292) loss_bbox_enc_0: 0.1989 (0.2059) loss_bbox_pre: 0.1696 (0.1744) loss_dfl: 0.9453 (0.9569) loss_fgl_aux_0: 0.9794 (0.9879) loss_fgl_aux_1: 0.9507 (0.9594) loss_fgl_aux_2: 0.9449 (0.9570) loss_fgl_aux_3: 0.9444 (0.9569) loss_fgl_aux_4: 0.9453 (0.9569) loss_fgl_dn_0: 1.0716 (1.0805) loss_fgl_dn_1: 0.9736 (0.9776) loss_fgl_dn_2: 0.9614 (0.9687) loss_fgl_dn_3: 0.9629 (0.9694) loss_fgl_dn_4: 0.9632 (0.9699) loss_fgl_dn_5: 0.9632 (0.9699) loss_giou: 0.5514 (0.5431) loss_giou_aux_0: 0.5660 (0.5675) loss_giou_aux_1: 0.5533 (0.5486) loss_giou_aux_2: 0.5514 (0.5442) loss_giou_aux_3: 0.5513 (0.5432) loss_giou_aux_4: 0.5514 (0.5431) loss_giou_dn_0: 0.5388 (0.5419) loss_giou_dn_1: 0.4380 (0.4292) loss_giou_dn_2: 0.4197 (0.4122) loss_giou_dn_3: 0.4113 (0.4073) loss_giou_dn_4: 0.4083 (0.4061) loss_giou_dn_5: 0.4084 (0.4061) loss_giou_dn_pre: 0.5365 (0.5413) loss_giou_enc_0: 0.6481 (0.6373) loss_giou_pre: 0.5630 (0.5661) loss_ddf_aux_0: 0.0426 (0.0509) loss_ddf_aux_1: 0.0064 (0.0073) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2340 (0.2476) loss_ddf_dn_1: 0.0321 (0.0339) loss_ddf_dn_2: 0.0075 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6320 (0.6334) loss_vfl_aux_0: 0.7000 (0.6996) loss_vfl_aux_1: 0.6597 (0.6782) loss_vfl_aux_2: 0.6432 (0.6604) loss_vfl_aux_3: 0.6379 (0.6448) loss_vfl_aux_4: 0.6267 (0.6354) loss_vfl_dn_0: 0.4762 (0.4801) loss_vfl_dn_1: 0.4041 (0.4092) loss_vfl_dn_2: 0.3891 (0.3926) loss_vfl_dn_3: 0.3826 (0.3847) loss_vfl_dn_4: 0.3800 (0.3819) loss_vfl_dn_5: 0.3785 (0.3814) loss_vfl_dn_pre: 0.4767 (0.4805) loss_vfl_enc_0: 0.6957 (0.7079) loss_vfl_pre: 0.7071 (0.7017) time: 0.9066 data: 0.0247 max mem: 9142 Epoch: [65] [3500/3696] eta: 0:02:29 lr: 0.000013 loss: 30.5744 (30.5529) loss_bbox: 0.1504 (0.1625) loss_bbox_aux_0: 0.1583 (0.1743) loss_bbox_aux_1: 0.1499 (0.1651) loss_bbox_aux_2: 0.1502 (0.1631) loss_bbox_aux_3: 0.1502 (0.1626) loss_bbox_aux_4: 0.1505 (0.1625) loss_bbox_dn_0: 0.1963 (0.2234) loss_bbox_dn_1: 0.1417 (0.1627) loss_bbox_dn_2: 0.1319 (0.1525) loss_bbox_dn_3: 0.1305 (0.1493) loss_bbox_dn_4: 0.1294 (0.1486) loss_bbox_dn_5: 0.1293 (0.1486) loss_bbox_dn_pre: 0.2056 (0.2293) loss_bbox_enc_0: 0.1887 (0.2061) loss_bbox_pre: 0.1586 (0.1745) loss_dfl: 0.9609 (0.9569) loss_fgl_aux_0: 0.9923 (0.9879) loss_fgl_aux_1: 0.9657 (0.9594) loss_fgl_aux_2: 0.9611 (0.9570) loss_fgl_aux_3: 0.9609 (0.9569) loss_fgl_aux_4: 0.9609 (0.9569) loss_fgl_dn_0: 1.0829 (1.0805) loss_fgl_dn_1: 0.9855 (0.9776) loss_fgl_dn_2: 0.9790 (0.9687) loss_fgl_dn_3: 0.9796 (0.9693) loss_fgl_dn_4: 0.9802 (0.9698) loss_fgl_dn_5: 0.9803 (0.9698) loss_giou: 0.5613 (0.5428) loss_giou_aux_0: 0.5809 (0.5672) loss_giou_aux_1: 0.5646 (0.5483) loss_giou_aux_2: 0.5632 (0.5439) loss_giou_aux_3: 0.5623 (0.5429) loss_giou_aux_4: 0.5613 (0.5428) loss_giou_dn_0: 0.5466 (0.5418) loss_giou_dn_1: 0.4402 (0.4291) loss_giou_dn_2: 0.4239 (0.4121) loss_giou_dn_3: 0.4161 (0.4072) loss_giou_dn_4: 0.4157 (0.4060) loss_giou_dn_5: 0.4157 (0.4060) loss_giou_dn_pre: 0.5472 (0.5412) loss_giou_enc_0: 0.6530 (0.6371) loss_giou_pre: 0.5817 (0.5658) loss_ddf_aux_0: 0.0484 (0.0509) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2415 (0.2476) loss_ddf_dn_1: 0.0311 (0.0339) loss_ddf_dn_2: 0.0069 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6064 (0.6335) loss_vfl_aux_0: 0.7079 (0.6998) loss_vfl_aux_1: 0.6583 (0.6784) loss_vfl_aux_2: 0.6468 (0.6605) loss_vfl_aux_3: 0.6230 (0.6448) loss_vfl_aux_4: 0.6104 (0.6354) loss_vfl_dn_0: 0.4780 (0.4801) loss_vfl_dn_1: 0.4083 (0.4093) loss_vfl_dn_2: 0.3942 (0.3927) loss_vfl_dn_3: 0.3854 (0.3847) loss_vfl_dn_4: 0.3806 (0.3819) loss_vfl_dn_5: 0.3784 (0.3814) loss_vfl_dn_pre: 0.4788 (0.4806) loss_vfl_enc_0: 0.6997 (0.7081) loss_vfl_pre: 0.7100 (0.7019) time: 0.7566 data: 0.0371 max mem: 9142 Epoch: [65] [3600/3696] eta: 0:01:13 lr: 0.000013 loss: 30.0845 (30.5544) loss_bbox: 0.1524 (0.1625) loss_bbox_aux_0: 0.1644 (0.1743) loss_bbox_aux_1: 0.1578 (0.1651) loss_bbox_aux_2: 0.1534 (0.1630) loss_bbox_aux_3: 0.1530 (0.1625) loss_bbox_aux_4: 0.1524 (0.1625) loss_bbox_dn_0: 0.2085 (0.2232) loss_bbox_dn_1: 0.1565 (0.1625) loss_bbox_dn_2: 0.1474 (0.1523) loss_bbox_dn_3: 0.1414 (0.1491) loss_bbox_dn_4: 0.1394 (0.1484) loss_bbox_dn_5: 0.1393 (0.1484) loss_bbox_dn_pre: 0.2099 (0.2291) loss_bbox_enc_0: 0.1960 (0.2060) loss_bbox_pre: 0.1654 (0.1745) loss_dfl: 0.9677 (0.9570) loss_fgl_aux_0: 0.9995 (0.9880) loss_fgl_aux_1: 0.9704 (0.9595) loss_fgl_aux_2: 0.9689 (0.9572) loss_fgl_aux_3: 0.9679 (0.9570) loss_fgl_aux_4: 0.9677 (0.9570) loss_fgl_dn_0: 1.0824 (1.0806) loss_fgl_dn_1: 0.9784 (0.9778) loss_fgl_dn_2: 0.9706 (0.9688) loss_fgl_dn_3: 0.9714 (0.9695) loss_fgl_dn_4: 0.9716 (0.9700) loss_fgl_dn_5: 0.9716 (0.9700) loss_giou: 0.4762 (0.5429) loss_giou_aux_0: 0.5059 (0.5673) loss_giou_aux_1: 0.4823 (0.5484) loss_giou_aux_2: 0.4771 (0.5440) loss_giou_aux_3: 0.4767 (0.5430) loss_giou_aux_4: 0.4762 (0.5429) loss_giou_dn_0: 0.5061 (0.5418) loss_giou_dn_1: 0.3952 (0.4291) loss_giou_dn_2: 0.3770 (0.4121) loss_giou_dn_3: 0.3711 (0.4072) loss_giou_dn_4: 0.3706 (0.4060) loss_giou_dn_5: 0.3706 (0.4060) loss_giou_dn_pre: 0.5053 (0.5412) loss_giou_enc_0: 0.6105 (0.6373) loss_giou_pre: 0.5058 (0.5660) loss_ddf_aux_0: 0.0502 (0.0508) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2501 (0.2475) loss_ddf_dn_1: 0.0329 (0.0339) loss_ddf_dn_2: 0.0074 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6360 (0.6334) loss_vfl_aux_0: 0.6885 (0.6999) loss_vfl_aux_1: 0.6821 (0.6784) loss_vfl_aux_2: 0.6663 (0.6606) loss_vfl_aux_3: 0.6538 (0.6448) loss_vfl_aux_4: 0.6365 (0.6354) loss_vfl_dn_0: 0.4762 (0.4801) loss_vfl_dn_1: 0.4117 (0.4093) loss_vfl_dn_2: 0.3910 (0.3927) loss_vfl_dn_3: 0.3877 (0.3847) loss_vfl_dn_4: 0.3826 (0.3819) loss_vfl_dn_5: 0.3819 (0.3815) loss_vfl_dn_pre: 0.4777 (0.4806) loss_vfl_enc_0: 0.6985 (0.7082) loss_vfl_pre: 0.6874 (0.7019) time: 0.7615 data: 0.0291 max mem: 9142 Epoch: [65] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 31.1712 (30.5637) loss_bbox: 0.1692 (0.1627) loss_bbox_aux_0: 0.1814 (0.1745) loss_bbox_aux_1: 0.1733 (0.1653) loss_bbox_aux_2: 0.1711 (0.1633) loss_bbox_aux_3: 0.1697 (0.1628) loss_bbox_aux_4: 0.1691 (0.1627) loss_bbox_dn_0: 0.2288 (0.2233) loss_bbox_dn_1: 0.1729 (0.1626) loss_bbox_dn_2: 0.1632 (0.1525) loss_bbox_dn_3: 0.1563 (0.1492) loss_bbox_dn_4: 0.1565 (0.1485) loss_bbox_dn_5: 0.1565 (0.1485) loss_bbox_dn_pre: 0.2333 (0.2292) loss_bbox_enc_0: 0.2032 (0.2063) loss_bbox_pre: 0.1800 (0.1747) loss_dfl: 0.9656 (0.9570) loss_fgl_aux_0: 0.9930 (0.9880) loss_fgl_aux_1: 0.9659 (0.9595) loss_fgl_aux_2: 0.9654 (0.9572) loss_fgl_aux_3: 0.9655 (0.9570) loss_fgl_aux_4: 0.9656 (0.9570) loss_fgl_dn_0: 1.0818 (1.0806) loss_fgl_dn_1: 0.9814 (0.9778) loss_fgl_dn_2: 0.9707 (0.9688) loss_fgl_dn_3: 0.9709 (0.9695) loss_fgl_dn_4: 0.9710 (0.9700) loss_fgl_dn_5: 0.9709 (0.9700) loss_giou: 0.5593 (0.5432) loss_giou_aux_0: 0.5927 (0.5676) loss_giou_aux_1: 0.5686 (0.5487) loss_giou_aux_2: 0.5607 (0.5442) loss_giou_aux_3: 0.5595 (0.5433) loss_giou_aux_4: 0.5592 (0.5431) loss_giou_dn_0: 0.5456 (0.5420) loss_giou_dn_1: 0.4223 (0.4293) loss_giou_dn_2: 0.4016 (0.4123) loss_giou_dn_3: 0.3994 (0.4073) loss_giou_dn_4: 0.3989 (0.4062) loss_giou_dn_5: 0.3988 (0.4062) loss_giou_dn_pre: 0.5455 (0.5414) loss_giou_enc_0: 0.6594 (0.6376) loss_giou_pre: 0.5885 (0.5662) loss_ddf_aux_0: 0.0519 (0.0508) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2491 (0.2475) loss_ddf_dn_1: 0.0363 (0.0339) loss_ddf_dn_2: 0.0074 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6498 (0.6337) loss_vfl_aux_0: 0.6993 (0.7002) loss_vfl_aux_1: 0.7003 (0.6787) loss_vfl_aux_2: 0.6835 (0.6609) loss_vfl_aux_3: 0.6706 (0.6451) loss_vfl_aux_4: 0.6576 (0.6357) loss_vfl_dn_0: 0.4839 (0.4802) loss_vfl_dn_1: 0.4147 (0.4094) loss_vfl_dn_2: 0.4005 (0.3929) loss_vfl_dn_3: 0.3920 (0.3849) loss_vfl_dn_4: 0.3881 (0.3820) loss_vfl_dn_5: 0.3875 (0.3816) loss_vfl_dn_pre: 0.4851 (0.4807) loss_vfl_enc_0: 0.7123 (0.7084) loss_vfl_pre: 0.7064 (0.7022) time: 0.7408 data: 0.0294 max mem: 9142 Epoch: [65] Total time: 0:47:05 (0.7645 s / it) Averaged stats: lr: 0.000013 loss: 31.1712 (30.5637) loss_bbox: 0.1692 (0.1627) loss_bbox_aux_0: 0.1814 (0.1745) loss_bbox_aux_1: 0.1733 (0.1653) loss_bbox_aux_2: 0.1711 (0.1633) loss_bbox_aux_3: 0.1697 (0.1628) loss_bbox_aux_4: 0.1691 (0.1627) loss_bbox_dn_0: 0.2288 (0.2233) loss_bbox_dn_1: 0.1729 (0.1626) loss_bbox_dn_2: 0.1632 (0.1525) loss_bbox_dn_3: 0.1563 (0.1492) loss_bbox_dn_4: 0.1565 (0.1485) loss_bbox_dn_5: 0.1565 (0.1485) loss_bbox_dn_pre: 0.2333 (0.2292) loss_bbox_enc_0: 0.2032 (0.2063) loss_bbox_pre: 0.1800 (0.1747) loss_dfl: 0.9656 (0.9570) loss_fgl_aux_0: 0.9930 (0.9880) loss_fgl_aux_1: 0.9659 (0.9595) loss_fgl_aux_2: 0.9654 (0.9572) loss_fgl_aux_3: 0.9655 (0.9570) loss_fgl_aux_4: 0.9656 (0.9570) loss_fgl_dn_0: 1.0818 (1.0806) loss_fgl_dn_1: 0.9814 (0.9778) loss_fgl_dn_2: 0.9707 (0.9688) loss_fgl_dn_3: 0.9709 (0.9695) loss_fgl_dn_4: 0.9710 (0.9700) loss_fgl_dn_5: 0.9709 (0.9700) loss_giou: 0.5593 (0.5432) loss_giou_aux_0: 0.5927 (0.5676) loss_giou_aux_1: 0.5686 (0.5487) loss_giou_aux_2: 0.5607 (0.5442) loss_giou_aux_3: 0.5595 (0.5433) loss_giou_aux_4: 0.5592 (0.5431) loss_giou_dn_0: 0.5456 (0.5420) loss_giou_dn_1: 0.4223 (0.4293) loss_giou_dn_2: 0.4016 (0.4123) loss_giou_dn_3: 0.3994 (0.4073) loss_giou_dn_4: 0.3989 (0.4062) loss_giou_dn_5: 0.3988 (0.4062) loss_giou_dn_pre: 0.5455 (0.5414) loss_giou_enc_0: 0.6594 (0.6376) loss_giou_pre: 0.5885 (0.5662) loss_ddf_aux_0: 0.0519 (0.0508) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2491 (0.2475) loss_ddf_dn_1: 0.0363 (0.0339) loss_ddf_dn_2: 0.0074 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6498 (0.6337) loss_vfl_aux_0: 0.6993 (0.7002) loss_vfl_aux_1: 0.7003 (0.6787) loss_vfl_aux_2: 0.6835 (0.6609) loss_vfl_aux_3: 0.6706 (0.6451) loss_vfl_aux_4: 0.6576 (0.6357) loss_vfl_dn_0: 0.4839 (0.4802) loss_vfl_dn_1: 0.4147 (0.4094) loss_vfl_dn_2: 0.4005 (0.3929) loss_vfl_dn_3: 0.3920 (0.3849) loss_vfl_dn_4: 0.3881 (0.3820) loss_vfl_dn_5: 0.3875 (0.3816) loss_vfl_dn_pre: 0.4851 (0.4807) loss_vfl_enc_0: 0.7123 (0.7084) loss_vfl_pre: 0.7064 (0.7022) Test: [ 0/79] eta: 0:03:07 time: 2.3696 data: 1.7940 max mem: 9142 Test: [10/79] eta: 0:00:51 time: 0.7448 data: 0.2226 max mem: 9142 Test: [20/79] eta: 0:00:39 time: 0.5931 data: 0.0662 max mem: 9142 Test: [30/79] eta: 0:00:35 time: 0.7192 data: 0.0665 max mem: 9142 Test: [40/79] eta: 0:00:27 time: 0.7134 data: 0.0613 max mem: 9142 Test: [50/79] eta: 0:00:19 time: 0.5991 data: 0.0584 max mem: 9142 Test: [60/79] eta: 0:00:13 time: 0.7014 data: 0.0605 max mem: 9142 Test: [70/79] eta: 0:00:06 time: 0.6907 data: 0.0615 max mem: 9142 Test: [78/79] eta: 0:00:00 time: 0.5632 data: 0.0626 max mem: 9142 Test: Total time: 0:00:52 (0.6701 s / it) Averaged stats: Accumulating evaluation results... DONE (t=23.21s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.537 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.715 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.581 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.361 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.579 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.716 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.392 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.662 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.729 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.563 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.771 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 best_stat: {'epoch': 57, 'coco_eval_bbox': 0.5389768252152075} Epoch: [66] [ 0/3696] eta: 5:38:01 lr: 0.000013 loss: 32.0387 (32.0387) loss_bbox: 0.1979 (0.1979) loss_bbox_aux_0: 0.2142 (0.2142) loss_bbox_aux_1: 0.2037 (0.2037) loss_bbox_aux_2: 0.2007 (0.2007) loss_bbox_aux_3: 0.1979 (0.1979) loss_bbox_aux_4: 0.1979 (0.1979) loss_bbox_dn_0: 0.2195 (0.2195) loss_bbox_dn_1: 0.1699 (0.1699) loss_bbox_dn_2: 0.1601 (0.1601) loss_bbox_dn_3: 0.1581 (0.1581) loss_bbox_dn_4: 0.1579 (0.1579) loss_bbox_dn_5: 0.1579 (0.1579) loss_bbox_dn_pre: 0.2207 (0.2207) loss_bbox_enc_0: 0.2513 (0.2513) loss_bbox_pre: 0.2154 (0.2154) loss_dfl: 0.9901 (0.9901) loss_fgl_aux_0: 1.0236 (1.0236) loss_fgl_aux_1: 0.9932 (0.9932) loss_fgl_aux_2: 0.9912 (0.9912) loss_fgl_aux_3: 0.9906 (0.9906) loss_fgl_aux_4: 0.9902 (0.9902) loss_fgl_dn_0: 1.1152 (1.1152) loss_fgl_dn_1: 1.0209 (1.0209) loss_fgl_dn_2: 1.0115 (1.0115) loss_fgl_dn_3: 1.0121 (1.0121) loss_fgl_dn_4: 1.0126 (1.0126) loss_fgl_dn_5: 1.0126 (1.0126) loss_giou: 0.5660 (0.5660) loss_giou_aux_0: 0.5907 (0.5907) loss_giou_aux_1: 0.5697 (0.5697) loss_giou_aux_2: 0.5659 (0.5659) loss_giou_aux_3: 0.5653 (0.5653) loss_giou_aux_4: 0.5658 (0.5658) loss_giou_dn_0: 0.5444 (0.5444) loss_giou_dn_1: 0.4462 (0.4462) loss_giou_dn_2: 0.4267 (0.4267) loss_giou_dn_3: 0.4237 (0.4237) loss_giou_dn_4: 0.4228 (0.4228) loss_giou_dn_5: 0.4229 (0.4229) loss_giou_dn_pre: 0.5420 (0.5420) loss_giou_enc_0: 0.6586 (0.6586) loss_giou_pre: 0.5898 (0.5898) loss_ddf_aux_0: 0.0548 (0.0548) loss_ddf_aux_1: 0.0079 (0.0079) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0004 (0.0004) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2414 (0.2414) loss_ddf_dn_1: 0.0321 (0.0321) loss_ddf_dn_2: 0.0063 (0.0063) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6738 (0.6738) loss_vfl_aux_0: 0.7332 (0.7332) loss_vfl_aux_1: 0.7180 (0.7180) loss_vfl_aux_2: 0.7084 (0.7084) loss_vfl_aux_3: 0.7018 (0.7018) loss_vfl_aux_4: 0.6749 (0.6749) loss_vfl_dn_0: 0.4915 (0.4915) loss_vfl_dn_1: 0.4274 (0.4274) loss_vfl_dn_2: 0.4060 (0.4060) loss_vfl_dn_3: 0.4007 (0.4007) loss_vfl_dn_4: 0.3969 (0.3969) loss_vfl_dn_5: 0.3960 (0.3960) loss_vfl_dn_pre: 0.4927 (0.4927) loss_vfl_enc_0: 0.7515 (0.7515) loss_vfl_pre: 0.7330 (0.7330) time: 5.4875 data: 1.6041 max mem: 9142 Epoch: [66] [ 100/3696] eta: 0:51:53 lr: 0.000013 loss: 30.5368 (30.3521) loss_bbox: 0.1706 (0.1638) loss_bbox_aux_0: 0.1838 (0.1760) loss_bbox_aux_1: 0.1747 (0.1664) loss_bbox_aux_2: 0.1712 (0.1644) loss_bbox_aux_3: 0.1708 (0.1638) loss_bbox_aux_4: 0.1706 (0.1638) loss_bbox_dn_0: 0.2329 (0.2277) loss_bbox_dn_1: 0.1707 (0.1645) loss_bbox_dn_2: 0.1589 (0.1545) loss_bbox_dn_3: 0.1562 (0.1511) loss_bbox_dn_4: 0.1552 (0.1503) loss_bbox_dn_5: 0.1552 (0.1503) loss_bbox_dn_pre: 0.2388 (0.2336) loss_bbox_enc_0: 0.2118 (0.2074) loss_bbox_pre: 0.1846 (0.1763) loss_dfl: 0.9543 (0.9508) loss_fgl_aux_0: 0.9872 (0.9828) loss_fgl_aux_1: 0.9596 (0.9534) loss_fgl_aux_2: 0.9540 (0.9510) loss_fgl_aux_3: 0.9541 (0.9509) loss_fgl_aux_4: 0.9544 (0.9508) loss_fgl_dn_0: 1.0787 (1.0826) loss_fgl_dn_1: 0.9788 (0.9737) loss_fgl_dn_2: 0.9680 (0.9645) loss_fgl_dn_3: 0.9694 (0.9652) loss_fgl_dn_4: 0.9704 (0.9657) loss_fgl_dn_5: 0.9705 (0.9657) loss_giou: 0.5606 (0.5370) loss_giou_aux_0: 0.5882 (0.5614) loss_giou_aux_1: 0.5685 (0.5422) loss_giou_aux_2: 0.5626 (0.5381) loss_giou_aux_3: 0.5605 (0.5371) loss_giou_aux_4: 0.5606 (0.5370) loss_giou_dn_0: 0.5420 (0.5377) loss_giou_dn_1: 0.4319 (0.4230) loss_giou_dn_2: 0.4141 (0.4059) loss_giou_dn_3: 0.4094 (0.4007) loss_giou_dn_4: 0.4061 (0.3994) loss_giou_dn_5: 0.4062 (0.3994) loss_giou_dn_pre: 0.5461 (0.5372) loss_giou_enc_0: 0.6529 (0.6305) loss_giou_pre: 0.5880 (0.5599) loss_ddf_aux_0: 0.0493 (0.0501) loss_ddf_aux_1: 0.0071 (0.0070) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2450 (0.2469) loss_ddf_dn_1: 0.0347 (0.0338) loss_ddf_dn_2: 0.0077 (0.0080) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.6259 (0.6246) loss_vfl_aux_0: 0.6827 (0.6902) loss_vfl_aux_1: 0.6625 (0.6709) loss_vfl_aux_2: 0.6536 (0.6529) loss_vfl_aux_3: 0.6330 (0.6366) loss_vfl_aux_4: 0.6289 (0.6260) loss_vfl_dn_0: 0.4841 (0.4789) loss_vfl_dn_1: 0.4079 (0.4066) loss_vfl_dn_2: 0.3925 (0.3899) loss_vfl_dn_3: 0.3840 (0.3820) loss_vfl_dn_4: 0.3801 (0.3794) loss_vfl_dn_5: 0.3805 (0.3790) loss_vfl_dn_pre: 0.4836 (0.4790) loss_vfl_enc_0: 0.6946 (0.6981) loss_vfl_pre: 0.6740 (0.6921) time: 0.7260 data: 0.0310 max mem: 9142 Epoch: [66] [ 200/3696] eta: 0:47:15 lr: 0.000013 loss: 30.4483 (30.3634) loss_bbox: 0.1562 (0.1659) loss_bbox_aux_0: 0.1663 (0.1775) loss_bbox_aux_1: 0.1597 (0.1684) loss_bbox_aux_2: 0.1596 (0.1664) loss_bbox_aux_3: 0.1562 (0.1660) loss_bbox_aux_4: 0.1561 (0.1659) loss_bbox_dn_0: 0.2092 (0.2280) loss_bbox_dn_1: 0.1497 (0.1660) loss_bbox_dn_2: 0.1429 (0.1560) loss_bbox_dn_3: 0.1397 (0.1525) loss_bbox_dn_4: 0.1383 (0.1517) loss_bbox_dn_5: 0.1383 (0.1517) loss_bbox_dn_pre: 0.2108 (0.2341) loss_bbox_enc_0: 0.1983 (0.2092) loss_bbox_pre: 0.1685 (0.1777) loss_dfl: 0.9718 (0.9524) loss_fgl_aux_0: 0.9948 (0.9837) loss_fgl_aux_1: 0.9758 (0.9551) loss_fgl_aux_2: 0.9722 (0.9526) loss_fgl_aux_3: 0.9719 (0.9524) loss_fgl_aux_4: 0.9718 (0.9524) loss_fgl_dn_0: 1.0753 (1.0801) loss_fgl_dn_1: 0.9763 (0.9736) loss_fgl_dn_2: 0.9663 (0.9646) loss_fgl_dn_3: 0.9676 (0.9653) loss_fgl_dn_4: 0.9683 (0.9658) loss_fgl_dn_5: 0.9682 (0.9658) loss_giou: 0.5334 (0.5359) loss_giou_aux_0: 0.5601 (0.5596) loss_giou_aux_1: 0.5368 (0.5408) loss_giou_aux_2: 0.5340 (0.5369) loss_giou_aux_3: 0.5336 (0.5359) loss_giou_aux_4: 0.5335 (0.5359) loss_giou_dn_0: 0.5320 (0.5364) loss_giou_dn_1: 0.4159 (0.4231) loss_giou_dn_2: 0.4024 (0.4061) loss_giou_dn_3: 0.3952 (0.4009) loss_giou_dn_4: 0.3952 (0.3997) loss_giou_dn_5: 0.3953 (0.3997) loss_giou_dn_pre: 0.5328 (0.5359) loss_giou_enc_0: 0.6211 (0.6277) loss_giou_pre: 0.5585 (0.5580) loss_ddf_aux_0: 0.0465 (0.0497) loss_ddf_aux_1: 0.0064 (0.0070) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2353 (0.2445) loss_ddf_dn_1: 0.0324 (0.0340) loss_ddf_dn_2: 0.0077 (0.0080) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.6204 (0.6244) loss_vfl_aux_0: 0.6891 (0.6899) loss_vfl_aux_1: 0.6776 (0.6705) loss_vfl_aux_2: 0.6465 (0.6497) loss_vfl_aux_3: 0.6345 (0.6359) loss_vfl_aux_4: 0.6232 (0.6260) loss_vfl_dn_0: 0.4792 (0.4786) loss_vfl_dn_1: 0.4114 (0.4069) loss_vfl_dn_2: 0.3943 (0.3901) loss_vfl_dn_3: 0.3862 (0.3823) loss_vfl_dn_4: 0.3847 (0.3796) loss_vfl_dn_5: 0.3839 (0.3793) loss_vfl_dn_pre: 0.4808 (0.4789) loss_vfl_enc_0: 0.7149 (0.7003) loss_vfl_pre: 0.6926 (0.6917) time: 0.7316 data: 0.0259 max mem: 9142 Epoch: [66] [ 300/3696] eta: 0:44:59 lr: 0.000013 loss: 30.0026 (30.3292) loss_bbox: 0.1448 (0.1628) loss_bbox_aux_0: 0.1528 (0.1742) loss_bbox_aux_1: 0.1451 (0.1651) loss_bbox_aux_2: 0.1452 (0.1632) loss_bbox_aux_3: 0.1450 (0.1629) loss_bbox_aux_4: 0.1448 (0.1628) loss_bbox_dn_0: 0.1995 (0.2238) loss_bbox_dn_1: 0.1429 (0.1627) loss_bbox_dn_2: 0.1320 (0.1529) loss_bbox_dn_3: 0.1314 (0.1495) loss_bbox_dn_4: 0.1299 (0.1488) loss_bbox_dn_5: 0.1298 (0.1488) loss_bbox_dn_pre: 0.2059 (0.2300) loss_bbox_enc_0: 0.1918 (0.2055) loss_bbox_pre: 0.1525 (0.1744) loss_dfl: 0.9614 (0.9540) loss_fgl_aux_0: 0.9887 (0.9850) loss_fgl_aux_1: 0.9631 (0.9566) loss_fgl_aux_2: 0.9608 (0.9542) loss_fgl_aux_3: 0.9608 (0.9541) loss_fgl_aux_4: 0.9614 (0.9540) loss_fgl_dn_0: 1.0755 (1.0796) loss_fgl_dn_1: 0.9800 (0.9739) loss_fgl_dn_2: 0.9684 (0.9649) loss_fgl_dn_3: 0.9697 (0.9656) loss_fgl_dn_4: 0.9698 (0.9661) loss_fgl_dn_5: 0.9699 (0.9661) loss_giou: 0.5051 (0.5352) loss_giou_aux_0: 0.5288 (0.5589) loss_giou_aux_1: 0.5107 (0.5402) loss_giou_aux_2: 0.5074 (0.5361) loss_giou_aux_3: 0.5060 (0.5353) loss_giou_aux_4: 0.5050 (0.5352) loss_giou_dn_0: 0.5202 (0.5362) loss_giou_dn_1: 0.4141 (0.4231) loss_giou_dn_2: 0.3967 (0.4062) loss_giou_dn_3: 0.3926 (0.4011) loss_giou_dn_4: 0.3924 (0.3999) loss_giou_dn_5: 0.3923 (0.3999) loss_giou_dn_pre: 0.5186 (0.5358) loss_giou_enc_0: 0.6020 (0.6274) loss_giou_pre: 0.5278 (0.5573) loss_ddf_aux_0: 0.0486 (0.0489) loss_ddf_aux_1: 0.0068 (0.0068) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2513 (0.2458) loss_ddf_dn_1: 0.0355 (0.0340) loss_ddf_dn_2: 0.0084 (0.0078) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6174 (0.6244) loss_vfl_aux_0: 0.6724 (0.6916) loss_vfl_aux_1: 0.6652 (0.6722) loss_vfl_aux_2: 0.6495 (0.6517) loss_vfl_aux_3: 0.6311 (0.6361) loss_vfl_aux_4: 0.6151 (0.6263) loss_vfl_dn_0: 0.4778 (0.4787) loss_vfl_dn_1: 0.4059 (0.4069) loss_vfl_dn_2: 0.3876 (0.3900) loss_vfl_dn_3: 0.3804 (0.3822) loss_vfl_dn_4: 0.3766 (0.3795) loss_vfl_dn_5: 0.3766 (0.3792) loss_vfl_dn_pre: 0.4788 (0.4792) loss_vfl_enc_0: 0.6820 (0.7023) loss_vfl_pre: 0.6725 (0.6936) time: 0.7661 data: 0.0289 max mem: 9142 Epoch: [66] [ 400/3696] eta: 0:42:57 lr: 0.000013 loss: 30.3575 (30.4074) loss_bbox: 0.1587 (0.1629) loss_bbox_aux_0: 0.1750 (0.1745) loss_bbox_aux_1: 0.1645 (0.1654) loss_bbox_aux_2: 0.1605 (0.1634) loss_bbox_aux_3: 0.1597 (0.1630) loss_bbox_aux_4: 0.1587 (0.1629) loss_bbox_dn_0: 0.2226 (0.2237) loss_bbox_dn_1: 0.1548 (0.1626) loss_bbox_dn_2: 0.1441 (0.1527) loss_bbox_dn_3: 0.1420 (0.1493) loss_bbox_dn_4: 0.1413 (0.1485) loss_bbox_dn_5: 0.1412 (0.1485) loss_bbox_dn_pre: 0.2258 (0.2299) loss_bbox_enc_0: 0.2048 (0.2059) loss_bbox_pre: 0.1749 (0.1747) loss_dfl: 0.9570 (0.9545) loss_fgl_aux_0: 0.9934 (0.9856) loss_fgl_aux_1: 0.9616 (0.9571) loss_fgl_aux_2: 0.9574 (0.9547) loss_fgl_aux_3: 0.9569 (0.9546) loss_fgl_aux_4: 0.9570 (0.9545) loss_fgl_dn_0: 1.0823 (1.0800) loss_fgl_dn_1: 0.9727 (0.9752) loss_fgl_dn_2: 0.9658 (0.9661) loss_fgl_dn_3: 0.9653 (0.9668) loss_fgl_dn_4: 0.9666 (0.9674) loss_fgl_dn_5: 0.9665 (0.9674) loss_giou: 0.5363 (0.5378) loss_giou_aux_0: 0.5600 (0.5618) loss_giou_aux_1: 0.5418 (0.5431) loss_giou_aux_2: 0.5375 (0.5388) loss_giou_aux_3: 0.5354 (0.5379) loss_giou_aux_4: 0.5362 (0.5378) loss_giou_dn_0: 0.5266 (0.5384) loss_giou_dn_1: 0.4140 (0.4252) loss_giou_dn_2: 0.3952 (0.4081) loss_giou_dn_3: 0.3917 (0.4029) loss_giou_dn_4: 0.3918 (0.4017) loss_giou_dn_5: 0.3918 (0.4017) loss_giou_dn_pre: 0.5242 (0.5379) loss_giou_enc_0: 0.6297 (0.6306) loss_giou_pre: 0.5595 (0.5603) loss_ddf_aux_0: 0.0485 (0.0493) loss_ddf_aux_1: 0.0074 (0.0069) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2547 (0.2478) loss_ddf_dn_1: 0.0354 (0.0346) loss_ddf_dn_2: 0.0079 (0.0080) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6305 (0.6278) loss_vfl_aux_0: 0.6888 (0.6933) loss_vfl_aux_1: 0.6687 (0.6742) loss_vfl_aux_2: 0.6644 (0.6550) loss_vfl_aux_3: 0.6397 (0.6393) loss_vfl_aux_4: 0.6307 (0.6296) loss_vfl_dn_0: 0.4841 (0.4795) loss_vfl_dn_1: 0.4077 (0.4080) loss_vfl_dn_2: 0.3914 (0.3913) loss_vfl_dn_3: 0.3860 (0.3835) loss_vfl_dn_4: 0.3829 (0.3809) loss_vfl_dn_5: 0.3822 (0.3805) loss_vfl_dn_pre: 0.4839 (0.4800) loss_vfl_enc_0: 0.7136 (0.7043) loss_vfl_pre: 0.6958 (0.6951) time: 0.7561 data: 0.0270 max mem: 9142 Epoch: [66] [ 500/3696] eta: 0:41:21 lr: 0.000013 loss: 30.6252 (30.4201) loss_bbox: 0.1648 (0.1627) loss_bbox_aux_0: 0.1729 (0.1744) loss_bbox_aux_1: 0.1643 (0.1652) loss_bbox_aux_2: 0.1647 (0.1632) loss_bbox_aux_3: 0.1648 (0.1628) loss_bbox_aux_4: 0.1647 (0.1627) loss_bbox_dn_0: 0.2149 (0.2239) loss_bbox_dn_1: 0.1603 (0.1629) loss_bbox_dn_2: 0.1506 (0.1528) loss_bbox_dn_3: 0.1462 (0.1494) loss_bbox_dn_4: 0.1455 (0.1486) loss_bbox_dn_5: 0.1455 (0.1486) loss_bbox_dn_pre: 0.2232 (0.2301) loss_bbox_enc_0: 0.1970 (0.2057) loss_bbox_pre: 0.1702 (0.1746) loss_dfl: 0.9570 (0.9546) loss_fgl_aux_0: 0.9814 (0.9856) loss_fgl_aux_1: 0.9577 (0.9571) loss_fgl_aux_2: 0.9572 (0.9547) loss_fgl_aux_3: 0.9567 (0.9546) loss_fgl_aux_4: 0.9570 (0.9546) loss_fgl_dn_0: 1.0784 (1.0800) loss_fgl_dn_1: 0.9713 (0.9754) loss_fgl_dn_2: 0.9606 (0.9663) loss_fgl_dn_3: 0.9622 (0.9670) loss_fgl_dn_4: 0.9627 (0.9676) loss_fgl_dn_5: 0.9627 (0.9676) loss_giou: 0.5276 (0.5383) loss_giou_aux_0: 0.5477 (0.5627) loss_giou_aux_1: 0.5316 (0.5437) loss_giou_aux_2: 0.5273 (0.5394) loss_giou_aux_3: 0.5275 (0.5384) loss_giou_aux_4: 0.5275 (0.5383) loss_giou_dn_0: 0.5395 (0.5387) loss_giou_dn_1: 0.4276 (0.4255) loss_giou_dn_2: 0.4096 (0.4083) loss_giou_dn_3: 0.4033 (0.4032) loss_giou_dn_4: 0.4030 (0.4020) loss_giou_dn_5: 0.4030 (0.4020) loss_giou_dn_pre: 0.5420 (0.5382) loss_giou_enc_0: 0.6132 (0.6320) loss_giou_pre: 0.5504 (0.5613) loss_ddf_aux_0: 0.0526 (0.0500) loss_ddf_aux_1: 0.0073 (0.0070) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2364 (0.2494) loss_ddf_dn_1: 0.0353 (0.0348) loss_ddf_dn_2: 0.0084 (0.0080) loss_ddf_dn_3: 0.0010 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6141 (0.6278) loss_vfl_aux_0: 0.6725 (0.6930) loss_vfl_aux_1: 0.6524 (0.6746) loss_vfl_aux_2: 0.6346 (0.6557) loss_vfl_aux_3: 0.6214 (0.6391) loss_vfl_aux_4: 0.6209 (0.6296) loss_vfl_dn_0: 0.4792 (0.4795) loss_vfl_dn_1: 0.4029 (0.4082) loss_vfl_dn_2: 0.3912 (0.3915) loss_vfl_dn_3: 0.3793 (0.3837) loss_vfl_dn_4: 0.3776 (0.3811) loss_vfl_dn_5: 0.3768 (0.3807) loss_vfl_dn_pre: 0.4799 (0.4800) loss_vfl_enc_0: 0.6740 (0.7035) loss_vfl_pre: 0.6733 (0.6952) time: 0.7644 data: 0.0274 max mem: 9142 Epoch: [66] [ 600/3696] eta: 0:40:09 lr: 0.000013 loss: 30.4740 (30.4344) loss_bbox: 0.1615 (0.1633) loss_bbox_aux_0: 0.1774 (0.1750) loss_bbox_aux_1: 0.1649 (0.1659) loss_bbox_aux_2: 0.1614 (0.1639) loss_bbox_aux_3: 0.1619 (0.1634) loss_bbox_aux_4: 0.1615 (0.1633) loss_bbox_dn_0: 0.2139 (0.2235) loss_bbox_dn_1: 0.1582 (0.1627) loss_bbox_dn_2: 0.1448 (0.1526) loss_bbox_dn_3: 0.1397 (0.1493) loss_bbox_dn_4: 0.1378 (0.1485) loss_bbox_dn_5: 0.1378 (0.1485) loss_bbox_dn_pre: 0.2179 (0.2296) loss_bbox_enc_0: 0.2180 (0.2064) loss_bbox_pre: 0.1769 (0.1752) loss_dfl: 0.9308 (0.9549) loss_fgl_aux_0: 0.9560 (0.9859) loss_fgl_aux_1: 0.9323 (0.9574) loss_fgl_aux_2: 0.9305 (0.9550) loss_fgl_aux_3: 0.9306 (0.9549) loss_fgl_aux_4: 0.9307 (0.9549) loss_fgl_dn_0: 1.0728 (1.0798) loss_fgl_dn_1: 0.9700 (0.9755) loss_fgl_dn_2: 0.9576 (0.9665) loss_fgl_dn_3: 0.9583 (0.9673) loss_fgl_dn_4: 0.9587 (0.9678) loss_fgl_dn_5: 0.9588 (0.9678) loss_giou: 0.5790 (0.5392) loss_giou_aux_0: 0.5991 (0.5638) loss_giou_aux_1: 0.5808 (0.5446) loss_giou_aux_2: 0.5794 (0.5403) loss_giou_aux_3: 0.5787 (0.5393) loss_giou_aux_4: 0.5790 (0.5391) loss_giou_dn_0: 0.5437 (0.5390) loss_giou_dn_1: 0.4358 (0.4258) loss_giou_dn_2: 0.4138 (0.4087) loss_giou_dn_3: 0.4088 (0.4036) loss_giou_dn_4: 0.4077 (0.4024) loss_giou_dn_5: 0.4077 (0.4024) loss_giou_dn_pre: 0.5441 (0.5385) loss_giou_enc_0: 0.6698 (0.6334) loss_giou_pre: 0.5984 (0.5624) loss_ddf_aux_0: 0.0494 (0.0498) loss_ddf_aux_1: 0.0068 (0.0070) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2435 (0.2484) loss_ddf_dn_1: 0.0323 (0.0345) loss_ddf_dn_2: 0.0071 (0.0080) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6170 (0.6270) loss_vfl_aux_0: 0.6903 (0.6931) loss_vfl_aux_1: 0.6644 (0.6749) loss_vfl_aux_2: 0.6475 (0.6554) loss_vfl_aux_3: 0.6295 (0.6388) loss_vfl_aux_4: 0.6203 (0.6289) loss_vfl_dn_0: 0.4753 (0.4797) loss_vfl_dn_1: 0.4020 (0.4084) loss_vfl_dn_2: 0.3849 (0.3918) loss_vfl_dn_3: 0.3796 (0.3840) loss_vfl_dn_4: 0.3763 (0.3812) loss_vfl_dn_5: 0.3757 (0.3808) loss_vfl_dn_pre: 0.4755 (0.4802) loss_vfl_enc_0: 0.6957 (0.7027) loss_vfl_pre: 0.6856 (0.6953) time: 0.9921 data: 0.0276 max mem: 9142 Epoch: [66] [ 700/3696] eta: 0:38:48 lr: 0.000013 loss: 30.2540 (30.4511) loss_bbox: 0.1732 (0.1634) loss_bbox_aux_0: 0.1872 (0.1751) loss_bbox_aux_1: 0.1760 (0.1660) loss_bbox_aux_2: 0.1741 (0.1639) loss_bbox_aux_3: 0.1734 (0.1635) loss_bbox_aux_4: 0.1732 (0.1634) loss_bbox_dn_0: 0.2300 (0.2234) loss_bbox_dn_1: 0.1715 (0.1626) loss_bbox_dn_2: 0.1672 (0.1525) loss_bbox_dn_3: 0.1642 (0.1491) loss_bbox_dn_4: 0.1640 (0.1484) loss_bbox_dn_5: 0.1640 (0.1484) loss_bbox_dn_pre: 0.2337 (0.2295) loss_bbox_enc_0: 0.2199 (0.2066) loss_bbox_pre: 0.1876 (0.1753) loss_dfl: 0.9567 (0.9548) loss_fgl_aux_0: 0.9976 (0.9856) loss_fgl_aux_1: 0.9637 (0.9573) loss_fgl_aux_2: 0.9572 (0.9549) loss_fgl_aux_3: 0.9567 (0.9548) loss_fgl_aux_4: 0.9568 (0.9548) loss_fgl_dn_0: 1.0830 (1.0795) loss_fgl_dn_1: 0.9728 (0.9758) loss_fgl_dn_2: 0.9677 (0.9669) loss_fgl_dn_3: 0.9682 (0.9676) loss_fgl_dn_4: 0.9682 (0.9681) loss_fgl_dn_5: 0.9682 (0.9682) loss_giou: 0.5118 (0.5404) loss_giou_aux_0: 0.5290 (0.5649) loss_giou_aux_1: 0.5156 (0.5458) loss_giou_aux_2: 0.5114 (0.5414) loss_giou_aux_3: 0.5109 (0.5405) loss_giou_aux_4: 0.5117 (0.5403) loss_giou_dn_0: 0.5233 (0.5399) loss_giou_dn_1: 0.4048 (0.4265) loss_giou_dn_2: 0.3859 (0.4093) loss_giou_dn_3: 0.3846 (0.4043) loss_giou_dn_4: 0.3836 (0.4030) loss_giou_dn_5: 0.3836 (0.4030) loss_giou_dn_pre: 0.5225 (0.5394) loss_giou_enc_0: 0.5979 (0.6347) loss_giou_pre: 0.5278 (0.5636) loss_ddf_aux_0: 0.0520 (0.0497) loss_ddf_aux_1: 0.0070 (0.0070) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2497 (0.2482) loss_ddf_dn_1: 0.0331 (0.0343) loss_ddf_dn_2: 0.0072 (0.0079) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6418 (0.6270) loss_vfl_aux_0: 0.6986 (0.6935) loss_vfl_aux_1: 0.6926 (0.6754) loss_vfl_aux_2: 0.6655 (0.6552) loss_vfl_aux_3: 0.6609 (0.6390) loss_vfl_aux_4: 0.6492 (0.6289) loss_vfl_dn_0: 0.4917 (0.4798) loss_vfl_dn_1: 0.4188 (0.4087) loss_vfl_dn_2: 0.3995 (0.3921) loss_vfl_dn_3: 0.3907 (0.3843) loss_vfl_dn_4: 0.3861 (0.3816) loss_vfl_dn_5: 0.3859 (0.3812) loss_vfl_dn_pre: 0.4902 (0.4803) loss_vfl_enc_0: 0.7122 (0.7025) loss_vfl_pre: 0.7006 (0.6957) time: 0.7748 data: 0.0428 max mem: 9142 Epoch: [66] [ 800/3696] eta: 0:37:21 lr: 0.000013 loss: 30.3744 (30.4521) loss_bbox: 0.1527 (0.1635) loss_bbox_aux_0: 0.1681 (0.1752) loss_bbox_aux_1: 0.1587 (0.1661) loss_bbox_aux_2: 0.1541 (0.1641) loss_bbox_aux_3: 0.1528 (0.1636) loss_bbox_aux_4: 0.1527 (0.1635) loss_bbox_dn_0: 0.2193 (0.2232) loss_bbox_dn_1: 0.1659 (0.1626) loss_bbox_dn_2: 0.1537 (0.1525) loss_bbox_dn_3: 0.1524 (0.1492) loss_bbox_dn_4: 0.1500 (0.1484) loss_bbox_dn_5: 0.1500 (0.1484) loss_bbox_dn_pre: 0.2301 (0.2293) loss_bbox_enc_0: 0.2088 (0.2067) loss_bbox_pre: 0.1681 (0.1754) loss_dfl: 0.9606 (0.9553) loss_fgl_aux_0: 0.9893 (0.9860) loss_fgl_aux_1: 0.9635 (0.9578) loss_fgl_aux_2: 0.9598 (0.9554) loss_fgl_aux_3: 0.9600 (0.9553) loss_fgl_aux_4: 0.9607 (0.9553) loss_fgl_dn_0: 1.0802 (1.0797) loss_fgl_dn_1: 0.9737 (0.9762) loss_fgl_dn_2: 0.9646 (0.9673) loss_fgl_dn_3: 0.9653 (0.9680) loss_fgl_dn_4: 0.9667 (0.9686) loss_fgl_dn_5: 0.9667 (0.9686) loss_giou: 0.5347 (0.5403) loss_giou_aux_0: 0.5587 (0.5648) loss_giou_aux_1: 0.5454 (0.5457) loss_giou_aux_2: 0.5372 (0.5414) loss_giou_aux_3: 0.5357 (0.5404) loss_giou_aux_4: 0.5348 (0.5403) loss_giou_dn_0: 0.5407 (0.5396) loss_giou_dn_1: 0.4320 (0.4264) loss_giou_dn_2: 0.4168 (0.4093) loss_giou_dn_3: 0.4133 (0.4043) loss_giou_dn_4: 0.4119 (0.4031) loss_giou_dn_5: 0.4119 (0.4031) loss_giou_dn_pre: 0.5413 (0.5390) loss_giou_enc_0: 0.6466 (0.6346) loss_giou_pre: 0.5564 (0.5634) loss_ddf_aux_0: 0.0475 (0.0493) loss_ddf_aux_1: 0.0069 (0.0070) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2372 (0.2464) loss_ddf_dn_1: 0.0311 (0.0339) loss_ddf_dn_2: 0.0068 (0.0078) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6152 (0.6268) loss_vfl_aux_0: 0.6992 (0.6939) loss_vfl_aux_1: 0.6813 (0.6752) loss_vfl_aux_2: 0.6429 (0.6551) loss_vfl_aux_3: 0.6281 (0.6388) loss_vfl_aux_4: 0.6242 (0.6286) loss_vfl_dn_0: 0.4777 (0.4796) loss_vfl_dn_1: 0.4053 (0.4084) loss_vfl_dn_2: 0.3874 (0.3919) loss_vfl_dn_3: 0.3814 (0.3840) loss_vfl_dn_4: 0.3793 (0.3814) loss_vfl_dn_5: 0.3792 (0.3809) loss_vfl_dn_pre: 0.4778 (0.4801) loss_vfl_enc_0: 0.7264 (0.7029) loss_vfl_pre: 0.7045 (0.6962) time: 0.7515 data: 0.0309 max mem: 9142 Epoch: [66] [ 900/3696] eta: 0:36:03 lr: 0.000013 loss: 30.3600 (30.4544) loss_bbox: 0.1531 (0.1636) loss_bbox_aux_0: 0.1606 (0.1753) loss_bbox_aux_1: 0.1564 (0.1662) loss_bbox_aux_2: 0.1538 (0.1641) loss_bbox_aux_3: 0.1532 (0.1637) loss_bbox_aux_4: 0.1530 (0.1636) loss_bbox_dn_0: 0.2424 (0.2235) loss_bbox_dn_1: 0.1677 (0.1627) loss_bbox_dn_2: 0.1542 (0.1526) loss_bbox_dn_3: 0.1496 (0.1493) loss_bbox_dn_4: 0.1499 (0.1485) loss_bbox_dn_5: 0.1500 (0.1485) loss_bbox_dn_pre: 0.2511 (0.2297) loss_bbox_enc_0: 0.1970 (0.2068) loss_bbox_pre: 0.1621 (0.1755) loss_dfl: 0.9589 (0.9556) loss_fgl_aux_0: 0.9943 (0.9864) loss_fgl_aux_1: 0.9589 (0.9581) loss_fgl_aux_2: 0.9592 (0.9557) loss_fgl_aux_3: 0.9590 (0.9556) loss_fgl_aux_4: 0.9588 (0.9556) loss_fgl_dn_0: 1.0804 (1.0798) loss_fgl_dn_1: 0.9759 (0.9762) loss_fgl_dn_2: 0.9637 (0.9674) loss_fgl_dn_3: 0.9671 (0.9681) loss_fgl_dn_4: 0.9677 (0.9687) loss_fgl_dn_5: 0.9677 (0.9687) loss_giou: 0.5177 (0.5394) loss_giou_aux_0: 0.5520 (0.5639) loss_giou_aux_1: 0.5344 (0.5449) loss_giou_aux_2: 0.5235 (0.5405) loss_giou_aux_3: 0.5178 (0.5395) loss_giou_aux_4: 0.5177 (0.5394) loss_giou_dn_0: 0.5394 (0.5393) loss_giou_dn_1: 0.4164 (0.4263) loss_giou_dn_2: 0.3973 (0.4092) loss_giou_dn_3: 0.3897 (0.4042) loss_giou_dn_4: 0.3881 (0.4029) loss_giou_dn_5: 0.3882 (0.4029) loss_giou_dn_pre: 0.5406 (0.5388) loss_giou_enc_0: 0.6224 (0.6337) loss_giou_pre: 0.5503 (0.5626) loss_ddf_aux_0: 0.0469 (0.0493) loss_ddf_aux_1: 0.0068 (0.0070) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2518 (0.2465) loss_ddf_dn_1: 0.0358 (0.0339) loss_ddf_dn_2: 0.0084 (0.0078) loss_ddf_dn_3: 0.0010 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6207 (0.6277) loss_vfl_aux_0: 0.6945 (0.6944) loss_vfl_aux_1: 0.6774 (0.6756) loss_vfl_aux_2: 0.6575 (0.6560) loss_vfl_aux_3: 0.6337 (0.6397) loss_vfl_aux_4: 0.6205 (0.6295) loss_vfl_dn_0: 0.4809 (0.4796) loss_vfl_dn_1: 0.4088 (0.4085) loss_vfl_dn_2: 0.3920 (0.3920) loss_vfl_dn_3: 0.3840 (0.3842) loss_vfl_dn_4: 0.3805 (0.3815) loss_vfl_dn_5: 0.3803 (0.3811) loss_vfl_dn_pre: 0.4818 (0.4801) loss_vfl_enc_0: 0.7033 (0.7038) loss_vfl_pre: 0.6967 (0.6966) time: 0.7651 data: 0.0296 max mem: 9142 Epoch: [66] [1000/3696] eta: 0:34:41 lr: 0.000013 loss: 30.5843 (30.4459) loss_bbox: 0.1631 (0.1633) loss_bbox_aux_0: 0.1740 (0.1749) loss_bbox_aux_1: 0.1663 (0.1659) loss_bbox_aux_2: 0.1643 (0.1638) loss_bbox_aux_3: 0.1634 (0.1634) loss_bbox_aux_4: 0.1631 (0.1633) loss_bbox_dn_0: 0.2182 (0.2230) loss_bbox_dn_1: 0.1622 (0.1623) loss_bbox_dn_2: 0.1542 (0.1522) loss_bbox_dn_3: 0.1486 (0.1489) loss_bbox_dn_4: 0.1470 (0.1482) loss_bbox_dn_5: 0.1470 (0.1482) loss_bbox_dn_pre: 0.2241 (0.2291) loss_bbox_enc_0: 0.2008 (0.2064) loss_bbox_pre: 0.1733 (0.1752) loss_dfl: 0.9486 (0.9553) loss_fgl_aux_0: 0.9724 (0.9860) loss_fgl_aux_1: 0.9495 (0.9578) loss_fgl_aux_2: 0.9478 (0.9555) loss_fgl_aux_3: 0.9487 (0.9554) loss_fgl_aux_4: 0.9485 (0.9553) loss_fgl_dn_0: 1.0825 (1.0797) loss_fgl_dn_1: 0.9706 (0.9761) loss_fgl_dn_2: 0.9616 (0.9672) loss_fgl_dn_3: 0.9611 (0.9679) loss_fgl_dn_4: 0.9620 (0.9684) loss_fgl_dn_5: 0.9621 (0.9685) loss_giou: 0.5759 (0.5400) loss_giou_aux_0: 0.6010 (0.5644) loss_giou_aux_1: 0.5803 (0.5454) loss_giou_aux_2: 0.5774 (0.5411) loss_giou_aux_3: 0.5766 (0.5401) loss_giou_aux_4: 0.5762 (0.5400) loss_giou_dn_0: 0.5479 (0.5392) loss_giou_dn_1: 0.4285 (0.4263) loss_giou_dn_2: 0.4112 (0.4093) loss_giou_dn_3: 0.4061 (0.4043) loss_giou_dn_4: 0.4054 (0.4030) loss_giou_dn_5: 0.4055 (0.4030) loss_giou_dn_pre: 0.5489 (0.5387) loss_giou_enc_0: 0.6719 (0.6340) loss_giou_pre: 0.6011 (0.5631) loss_ddf_aux_0: 0.0474 (0.0493) loss_ddf_aux_1: 0.0075 (0.0070) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2514 (0.2472) loss_ddf_dn_1: 0.0345 (0.0340) loss_ddf_dn_2: 0.0070 (0.0077) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6337 (0.6273) loss_vfl_aux_0: 0.6995 (0.6935) loss_vfl_aux_1: 0.6786 (0.6748) loss_vfl_aux_2: 0.6660 (0.6554) loss_vfl_aux_3: 0.6404 (0.6393) loss_vfl_aux_4: 0.6310 (0.6292) loss_vfl_dn_0: 0.4792 (0.4796) loss_vfl_dn_1: 0.4114 (0.4084) loss_vfl_dn_2: 0.3969 (0.3920) loss_vfl_dn_3: 0.3873 (0.3841) loss_vfl_dn_4: 0.3847 (0.3814) loss_vfl_dn_5: 0.3848 (0.3810) loss_vfl_dn_pre: 0.4795 (0.4800) loss_vfl_enc_0: 0.6993 (0.7034) loss_vfl_pre: 0.7012 (0.6957) time: 0.7434 data: 0.0299 max mem: 9142 Epoch: [66] [1100/3696] eta: 0:33:16 lr: 0.000013 loss: 30.4328 (30.4505) loss_bbox: 0.1497 (0.1633) loss_bbox_aux_0: 0.1593 (0.1749) loss_bbox_aux_1: 0.1508 (0.1659) loss_bbox_aux_2: 0.1496 (0.1638) loss_bbox_aux_3: 0.1499 (0.1634) loss_bbox_aux_4: 0.1498 (0.1633) loss_bbox_dn_0: 0.2125 (0.2235) loss_bbox_dn_1: 0.1391 (0.1626) loss_bbox_dn_2: 0.1321 (0.1525) loss_bbox_dn_3: 0.1309 (0.1492) loss_bbox_dn_4: 0.1308 (0.1485) loss_bbox_dn_5: 0.1308 (0.1485) loss_bbox_dn_pre: 0.2168 (0.2295) loss_bbox_enc_0: 0.1897 (0.2065) loss_bbox_pre: 0.1592 (0.1752) loss_dfl: 0.9392 (0.9552) loss_fgl_aux_0: 0.9730 (0.9859) loss_fgl_aux_1: 0.9405 (0.9577) loss_fgl_aux_2: 0.9406 (0.9554) loss_fgl_aux_3: 0.9392 (0.9552) loss_fgl_aux_4: 0.9392 (0.9552) loss_fgl_dn_0: 1.0785 (1.0797) loss_fgl_dn_1: 0.9758 (0.9760) loss_fgl_dn_2: 0.9677 (0.9671) loss_fgl_dn_3: 0.9666 (0.9678) loss_fgl_dn_4: 0.9673 (0.9683) loss_fgl_dn_5: 0.9673 (0.9683) loss_giou: 0.5710 (0.5399) loss_giou_aux_0: 0.5856 (0.5644) loss_giou_aux_1: 0.5794 (0.5453) loss_giou_aux_2: 0.5728 (0.5410) loss_giou_aux_3: 0.5704 (0.5400) loss_giou_aux_4: 0.5709 (0.5399) loss_giou_dn_0: 0.5436 (0.5393) loss_giou_dn_1: 0.4288 (0.4265) loss_giou_dn_2: 0.4174 (0.4094) loss_giou_dn_3: 0.4110 (0.4045) loss_giou_dn_4: 0.4096 (0.4032) loss_giou_dn_5: 0.4096 (0.4032) loss_giou_dn_pre: 0.5418 (0.5388) loss_giou_enc_0: 0.6682 (0.6340) loss_giou_pre: 0.5846 (0.5630) loss_ddf_aux_0: 0.0519 (0.0496) loss_ddf_aux_1: 0.0072 (0.0071) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2537 (0.2482) loss_ddf_dn_1: 0.0311 (0.0341) loss_ddf_dn_2: 0.0061 (0.0077) loss_ddf_dn_3: 0.0006 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6259 (0.6276) loss_vfl_aux_0: 0.6809 (0.6939) loss_vfl_aux_1: 0.6532 (0.6745) loss_vfl_aux_2: 0.6343 (0.6556) loss_vfl_aux_3: 0.6315 (0.6395) loss_vfl_aux_4: 0.6208 (0.6296) loss_vfl_dn_0: 0.4804 (0.4795) loss_vfl_dn_1: 0.4073 (0.4084) loss_vfl_dn_2: 0.3936 (0.3920) loss_vfl_dn_3: 0.3885 (0.3841) loss_vfl_dn_4: 0.3873 (0.3814) loss_vfl_dn_5: 0.3857 (0.3810) loss_vfl_dn_pre: 0.4799 (0.4800) loss_vfl_enc_0: 0.7022 (0.7033) loss_vfl_pre: 0.6798 (0.6961) time: 0.7436 data: 0.0266 max mem: 9142 Epoch: [66] [1200/3696] eta: 0:31:53 lr: 0.000013 loss: 30.4597 (30.4714) loss_bbox: 0.1591 (0.1634) loss_bbox_aux_0: 0.1707 (0.1751) loss_bbox_aux_1: 0.1618 (0.1660) loss_bbox_aux_2: 0.1602 (0.1639) loss_bbox_aux_3: 0.1586 (0.1635) loss_bbox_aux_4: 0.1591 (0.1634) loss_bbox_dn_0: 0.2116 (0.2233) loss_bbox_dn_1: 0.1563 (0.1626) loss_bbox_dn_2: 0.1499 (0.1525) loss_bbox_dn_3: 0.1483 (0.1492) loss_bbox_dn_4: 0.1475 (0.1485) loss_bbox_dn_5: 0.1475 (0.1485) loss_bbox_dn_pre: 0.2168 (0.2295) loss_bbox_enc_0: 0.2051 (0.2068) loss_bbox_pre: 0.1709 (0.1753) loss_dfl: 0.9601 (0.9555) loss_fgl_aux_0: 0.9934 (0.9862) loss_fgl_aux_1: 0.9606 (0.9580) loss_fgl_aux_2: 0.9594 (0.9556) loss_fgl_aux_3: 0.9599 (0.9555) loss_fgl_aux_4: 0.9601 (0.9555) loss_fgl_dn_0: 1.0834 (1.0798) loss_fgl_dn_1: 0.9762 (0.9762) loss_fgl_dn_2: 0.9670 (0.9674) loss_fgl_dn_3: 0.9684 (0.9680) loss_fgl_dn_4: 0.9689 (0.9686) loss_fgl_dn_5: 0.9689 (0.9686) loss_giou: 0.5560 (0.5407) loss_giou_aux_0: 0.5811 (0.5653) loss_giou_aux_1: 0.5588 (0.5461) loss_giou_aux_2: 0.5565 (0.5417) loss_giou_aux_3: 0.5558 (0.5408) loss_giou_aux_4: 0.5560 (0.5407) loss_giou_dn_0: 0.5282 (0.5400) loss_giou_dn_1: 0.4269 (0.4272) loss_giou_dn_2: 0.4098 (0.4101) loss_giou_dn_3: 0.4082 (0.4052) loss_giou_dn_4: 0.4084 (0.4040) loss_giou_dn_5: 0.4084 (0.4040) loss_giou_dn_pre: 0.5274 (0.5395) loss_giou_enc_0: 0.6497 (0.6351) loss_giou_pre: 0.5791 (0.5639) loss_ddf_aux_0: 0.0496 (0.0497) loss_ddf_aux_1: 0.0071 (0.0071) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2338 (0.2484) loss_ddf_dn_1: 0.0328 (0.0341) loss_ddf_dn_2: 0.0071 (0.0076) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6283 (0.6281) loss_vfl_aux_0: 0.7098 (0.6944) loss_vfl_aux_1: 0.6848 (0.6753) loss_vfl_aux_2: 0.6476 (0.6561) loss_vfl_aux_3: 0.6337 (0.6399) loss_vfl_aux_4: 0.6306 (0.6300) loss_vfl_dn_0: 0.4748 (0.4797) loss_vfl_dn_1: 0.4078 (0.4086) loss_vfl_dn_2: 0.3861 (0.3922) loss_vfl_dn_3: 0.3800 (0.3843) loss_vfl_dn_4: 0.3775 (0.3816) loss_vfl_dn_5: 0.3775 (0.3812) loss_vfl_dn_pre: 0.4764 (0.4801) loss_vfl_enc_0: 0.7106 (0.7034) loss_vfl_pre: 0.7111 (0.6965) time: 0.7510 data: 0.0296 max mem: 9142 Epoch: [66] [1300/3696] eta: 0:30:35 lr: 0.000013 loss: 30.5515 (30.4758) loss_bbox: 0.1630 (0.1632) loss_bbox_aux_0: 0.1708 (0.1748) loss_bbox_aux_1: 0.1661 (0.1658) loss_bbox_aux_2: 0.1632 (0.1637) loss_bbox_aux_3: 0.1625 (0.1633) loss_bbox_aux_4: 0.1630 (0.1632) loss_bbox_dn_0: 0.2184 (0.2232) loss_bbox_dn_1: 0.1587 (0.1625) loss_bbox_dn_2: 0.1511 (0.1525) loss_bbox_dn_3: 0.1480 (0.1492) loss_bbox_dn_4: 0.1462 (0.1485) loss_bbox_dn_5: 0.1462 (0.1485) loss_bbox_dn_pre: 0.2281 (0.2294) loss_bbox_enc_0: 0.1992 (0.2065) loss_bbox_pre: 0.1714 (0.1751) loss_dfl: 0.9651 (0.9561) loss_fgl_aux_0: 0.9894 (0.9868) loss_fgl_aux_1: 0.9666 (0.9585) loss_fgl_aux_2: 0.9653 (0.9562) loss_fgl_aux_3: 0.9650 (0.9561) loss_fgl_aux_4: 0.9650 (0.9561) loss_fgl_dn_0: 1.0825 (1.0799) loss_fgl_dn_1: 0.9798 (0.9764) loss_fgl_dn_2: 0.9694 (0.9675) loss_fgl_dn_3: 0.9695 (0.9682) loss_fgl_dn_4: 0.9699 (0.9687) loss_fgl_dn_5: 0.9699 (0.9687) loss_giou: 0.5179 (0.5400) loss_giou_aux_0: 0.5365 (0.5646) loss_giou_aux_1: 0.5212 (0.5454) loss_giou_aux_2: 0.5197 (0.5411) loss_giou_aux_3: 0.5191 (0.5401) loss_giou_aux_4: 0.5180 (0.5400) loss_giou_dn_0: 0.5258 (0.5399) loss_giou_dn_1: 0.4110 (0.4271) loss_giou_dn_2: 0.3940 (0.4101) loss_giou_dn_3: 0.3877 (0.4051) loss_giou_dn_4: 0.3856 (0.4039) loss_giou_dn_5: 0.3856 (0.4039) loss_giou_dn_pre: 0.5283 (0.5394) loss_giou_enc_0: 0.5992 (0.6343) loss_giou_pre: 0.5351 (0.5632) loss_ddf_aux_0: 0.0488 (0.0497) loss_ddf_aux_1: 0.0064 (0.0071) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0000 (0.0001) loss_ddf_dn_0: 0.2463 (0.2485) loss_ddf_dn_1: 0.0339 (0.0341) loss_ddf_dn_2: 0.0075 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6444 (0.6290) loss_vfl_aux_0: 0.7109 (0.6955) loss_vfl_aux_1: 0.7047 (0.6761) loss_vfl_aux_2: 0.6738 (0.6571) loss_vfl_aux_3: 0.6582 (0.6408) loss_vfl_aux_4: 0.6528 (0.6309) loss_vfl_dn_0: 0.4791 (0.4797) loss_vfl_dn_1: 0.4086 (0.4087) loss_vfl_dn_2: 0.3925 (0.3922) loss_vfl_dn_3: 0.3859 (0.3843) loss_vfl_dn_4: 0.3843 (0.3816) loss_vfl_dn_5: 0.3831 (0.3812) loss_vfl_dn_pre: 0.4796 (0.4801) loss_vfl_enc_0: 0.7217 (0.7046) loss_vfl_pre: 0.7155 (0.6977) time: 0.7447 data: 0.0283 max mem: 9142 Epoch: [66] [1400/3696] eta: 0:29:20 lr: 0.000013 loss: 30.8637 (30.4879) loss_bbox: 0.1528 (0.1632) loss_bbox_aux_0: 0.1617 (0.1748) loss_bbox_aux_1: 0.1550 (0.1658) loss_bbox_aux_2: 0.1534 (0.1637) loss_bbox_aux_3: 0.1527 (0.1633) loss_bbox_aux_4: 0.1528 (0.1632) loss_bbox_dn_0: 0.2044 (0.2228) loss_bbox_dn_1: 0.1476 (0.1622) loss_bbox_dn_2: 0.1387 (0.1522) loss_bbox_dn_3: 0.1372 (0.1489) loss_bbox_dn_4: 0.1368 (0.1482) loss_bbox_dn_5: 0.1369 (0.1482) loss_bbox_dn_pre: 0.2118 (0.2288) loss_bbox_enc_0: 0.1907 (0.2064) loss_bbox_pre: 0.1622 (0.1751) loss_dfl: 0.9728 (0.9565) loss_fgl_aux_0: 0.9992 (0.9872) loss_fgl_aux_1: 0.9750 (0.9590) loss_fgl_aux_2: 0.9714 (0.9567) loss_fgl_aux_3: 0.9735 (0.9565) loss_fgl_aux_4: 0.9728 (0.9565) loss_fgl_dn_0: 1.0845 (1.0801) loss_fgl_dn_1: 0.9904 (0.9768) loss_fgl_dn_2: 0.9866 (0.9679) loss_fgl_dn_3: 0.9869 (0.9686) loss_fgl_dn_4: 0.9881 (0.9691) loss_fgl_dn_5: 0.9881 (0.9691) loss_giou: 0.5641 (0.5405) loss_giou_aux_0: 0.5884 (0.5651) loss_giou_aux_1: 0.5712 (0.5459) loss_giou_aux_2: 0.5677 (0.5415) loss_giou_aux_3: 0.5641 (0.5406) loss_giou_aux_4: 0.5639 (0.5405) loss_giou_dn_0: 0.5519 (0.5401) loss_giou_dn_1: 0.4392 (0.4274) loss_giou_dn_2: 0.4217 (0.4104) loss_giou_dn_3: 0.4163 (0.4054) loss_giou_dn_4: 0.4158 (0.4042) loss_giou_dn_5: 0.4158 (0.4042) loss_giou_dn_pre: 0.5505 (0.5396) loss_giou_enc_0: 0.6425 (0.6348) loss_giou_pre: 0.5852 (0.5637) loss_ddf_aux_0: 0.0487 (0.0498) loss_ddf_aux_1: 0.0066 (0.0071) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2423 (0.2483) loss_ddf_dn_1: 0.0327 (0.0341) loss_ddf_dn_2: 0.0072 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6199 (0.6295) loss_vfl_aux_0: 0.7098 (0.6960) loss_vfl_aux_1: 0.6580 (0.6762) loss_vfl_aux_2: 0.6492 (0.6573) loss_vfl_aux_3: 0.6309 (0.6413) loss_vfl_aux_4: 0.6201 (0.6313) loss_vfl_dn_0: 0.4790 (0.4798) loss_vfl_dn_1: 0.4093 (0.4088) loss_vfl_dn_2: 0.3959 (0.3923) loss_vfl_dn_3: 0.3892 (0.3844) loss_vfl_dn_4: 0.3848 (0.3817) loss_vfl_dn_5: 0.3848 (0.3813) loss_vfl_dn_pre: 0.4805 (0.4803) loss_vfl_enc_0: 0.7130 (0.7051) loss_vfl_pre: 0.7120 (0.6982) time: 0.7955 data: 0.0328 max mem: 9142 Epoch: [66] [1500/3696] eta: 0:28:01 lr: 0.000013 loss: 30.5071 (30.5017) loss_bbox: 0.1555 (0.1630) loss_bbox_aux_0: 0.1612 (0.1746) loss_bbox_aux_1: 0.1562 (0.1656) loss_bbox_aux_2: 0.1553 (0.1635) loss_bbox_aux_3: 0.1557 (0.1631) loss_bbox_aux_4: 0.1556 (0.1630) loss_bbox_dn_0: 0.2175 (0.2224) loss_bbox_dn_1: 0.1534 (0.1619) loss_bbox_dn_2: 0.1441 (0.1519) loss_bbox_dn_3: 0.1416 (0.1486) loss_bbox_dn_4: 0.1424 (0.1479) loss_bbox_dn_5: 0.1424 (0.1479) loss_bbox_dn_pre: 0.2236 (0.2285) loss_bbox_enc_0: 0.1942 (0.2061) loss_bbox_pre: 0.1613 (0.1749) loss_dfl: 0.9661 (0.9565) loss_fgl_aux_0: 0.9990 (0.9871) loss_fgl_aux_1: 0.9694 (0.9589) loss_fgl_aux_2: 0.9675 (0.9566) loss_fgl_aux_3: 0.9666 (0.9565) loss_fgl_aux_4: 0.9659 (0.9565) loss_fgl_dn_0: 1.0813 (1.0802) loss_fgl_dn_1: 0.9769 (0.9770) loss_fgl_dn_2: 0.9695 (0.9681) loss_fgl_dn_3: 0.9697 (0.9688) loss_fgl_dn_4: 0.9698 (0.9694) loss_fgl_dn_5: 0.9698 (0.9694) loss_giou: 0.5366 (0.5418) loss_giou_aux_0: 0.5565 (0.5664) loss_giou_aux_1: 0.5397 (0.5471) loss_giou_aux_2: 0.5367 (0.5428) loss_giou_aux_3: 0.5365 (0.5419) loss_giou_aux_4: 0.5365 (0.5418) loss_giou_dn_0: 0.5418 (0.5409) loss_giou_dn_1: 0.4154 (0.4281) loss_giou_dn_2: 0.4002 (0.4111) loss_giou_dn_3: 0.3930 (0.4061) loss_giou_dn_4: 0.3922 (0.4049) loss_giou_dn_5: 0.3922 (0.4049) loss_giou_dn_pre: 0.5399 (0.5404) loss_giou_enc_0: 0.6324 (0.6359) loss_giou_pre: 0.5545 (0.5650) loss_ddf_aux_0: 0.0509 (0.0498) loss_ddf_aux_1: 0.0066 (0.0070) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2460 (0.2482) loss_ddf_dn_1: 0.0342 (0.0341) loss_ddf_dn_2: 0.0073 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6396 (0.6298) loss_vfl_aux_0: 0.7022 (0.6961) loss_vfl_aux_1: 0.6715 (0.6762) loss_vfl_aux_2: 0.6603 (0.6574) loss_vfl_aux_3: 0.6432 (0.6415) loss_vfl_aux_4: 0.6406 (0.6317) loss_vfl_dn_0: 0.4866 (0.4799) loss_vfl_dn_1: 0.4140 (0.4090) loss_vfl_dn_2: 0.3983 (0.3925) loss_vfl_dn_3: 0.3877 (0.3845) loss_vfl_dn_4: 0.3866 (0.3819) loss_vfl_dn_5: 0.3855 (0.3814) loss_vfl_dn_pre: 0.4866 (0.4803) loss_vfl_enc_0: 0.7054 (0.7052) loss_vfl_pre: 0.7001 (0.6983) time: 0.7761 data: 0.0322 max mem: 9142 Epoch: [66] [1600/3696] eta: 0:26:41 lr: 0.000013 loss: 30.9083 (30.5091) loss_bbox: 0.1701 (0.1633) loss_bbox_aux_0: 0.1788 (0.1749) loss_bbox_aux_1: 0.1702 (0.1658) loss_bbox_aux_2: 0.1707 (0.1638) loss_bbox_aux_3: 0.1697 (0.1634) loss_bbox_aux_4: 0.1702 (0.1633) loss_bbox_dn_0: 0.2223 (0.2229) loss_bbox_dn_1: 0.1685 (0.1623) loss_bbox_dn_2: 0.1554 (0.1523) loss_bbox_dn_3: 0.1535 (0.1490) loss_bbox_dn_4: 0.1541 (0.1483) loss_bbox_dn_5: 0.1541 (0.1483) loss_bbox_dn_pre: 0.2288 (0.2289) loss_bbox_enc_0: 0.2132 (0.2064) loss_bbox_pre: 0.1786 (0.1752) loss_dfl: 0.9353 (0.9564) loss_fgl_aux_0: 0.9617 (0.9870) loss_fgl_aux_1: 0.9360 (0.9588) loss_fgl_aux_2: 0.9348 (0.9565) loss_fgl_aux_3: 0.9350 (0.9564) loss_fgl_aux_4: 0.9353 (0.9564) loss_fgl_dn_0: 1.0699 (1.0802) loss_fgl_dn_1: 0.9682 (0.9769) loss_fgl_dn_2: 0.9588 (0.9680) loss_fgl_dn_3: 0.9584 (0.9687) loss_fgl_dn_4: 0.9587 (0.9692) loss_fgl_dn_5: 0.9587 (0.9693) loss_giou: 0.5745 (0.5421) loss_giou_aux_0: 0.6001 (0.5666) loss_giou_aux_1: 0.5798 (0.5474) loss_giou_aux_2: 0.5742 (0.5431) loss_giou_aux_3: 0.5751 (0.5422) loss_giou_aux_4: 0.5751 (0.5421) loss_giou_dn_0: 0.5354 (0.5408) loss_giou_dn_1: 0.4216 (0.4281) loss_giou_dn_2: 0.4049 (0.4110) loss_giou_dn_3: 0.4001 (0.4060) loss_giou_dn_4: 0.3997 (0.4048) loss_giou_dn_5: 0.3998 (0.4048) loss_giou_dn_pre: 0.5345 (0.5403) loss_giou_enc_0: 0.6617 (0.6361) loss_giou_pre: 0.5992 (0.5653) loss_ddf_aux_0: 0.0480 (0.0497) loss_ddf_aux_1: 0.0066 (0.0070) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2480 (0.2483) loss_ddf_dn_1: 0.0317 (0.0341) loss_ddf_dn_2: 0.0066 (0.0076) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6410 (0.6299) loss_vfl_aux_0: 0.6909 (0.6965) loss_vfl_aux_1: 0.6886 (0.6766) loss_vfl_aux_2: 0.6420 (0.6575) loss_vfl_aux_3: 0.6525 (0.6417) loss_vfl_aux_4: 0.6343 (0.6317) loss_vfl_dn_0: 0.4814 (0.4799) loss_vfl_dn_1: 0.4044 (0.4090) loss_vfl_dn_2: 0.3893 (0.3925) loss_vfl_dn_3: 0.3789 (0.3845) loss_vfl_dn_4: 0.3781 (0.3818) loss_vfl_dn_5: 0.3773 (0.3814) loss_vfl_dn_pre: 0.4810 (0.4803) loss_vfl_enc_0: 0.7183 (0.7051) loss_vfl_pre: 0.6906 (0.6986) time: 0.6783 data: 0.0210 max mem: 9142 Epoch: [66] [1700/3696] eta: 0:25:23 lr: 0.000013 loss: 30.5678 (30.5103) loss_bbox: 0.1583 (0.1632) loss_bbox_aux_0: 0.1645 (0.1749) loss_bbox_aux_1: 0.1595 (0.1658) loss_bbox_aux_2: 0.1577 (0.1637) loss_bbox_aux_3: 0.1584 (0.1633) loss_bbox_aux_4: 0.1583 (0.1633) loss_bbox_dn_0: 0.2049 (0.2227) loss_bbox_dn_1: 0.1464 (0.1621) loss_bbox_dn_2: 0.1386 (0.1521) loss_bbox_dn_3: 0.1340 (0.1489) loss_bbox_dn_4: 0.1330 (0.1482) loss_bbox_dn_5: 0.1330 (0.1482) loss_bbox_dn_pre: 0.2151 (0.2287) loss_bbox_enc_0: 0.1999 (0.2064) loss_bbox_pre: 0.1657 (0.1752) loss_dfl: 0.9400 (0.9564) loss_fgl_aux_0: 0.9781 (0.9871) loss_fgl_aux_1: 0.9408 (0.9588) loss_fgl_aux_2: 0.9402 (0.9566) loss_fgl_aux_3: 0.9400 (0.9564) loss_fgl_aux_4: 0.9401 (0.9564) loss_fgl_dn_0: 1.0797 (1.0802) loss_fgl_dn_1: 0.9764 (0.9769) loss_fgl_dn_2: 0.9633 (0.9681) loss_fgl_dn_3: 0.9659 (0.9688) loss_fgl_dn_4: 0.9662 (0.9693) loss_fgl_dn_5: 0.9662 (0.9693) loss_giou: 0.5597 (0.5424) loss_giou_aux_0: 0.5898 (0.5670) loss_giou_aux_1: 0.5666 (0.5478) loss_giou_aux_2: 0.5596 (0.5435) loss_giou_aux_3: 0.5595 (0.5425) loss_giou_aux_4: 0.5597 (0.5425) loss_giou_dn_0: 0.5408 (0.5410) loss_giou_dn_1: 0.4299 (0.4283) loss_giou_dn_2: 0.4159 (0.4112) loss_giou_dn_3: 0.4104 (0.4062) loss_giou_dn_4: 0.4102 (0.4050) loss_giou_dn_5: 0.4103 (0.4050) loss_giou_dn_pre: 0.5405 (0.5405) loss_giou_enc_0: 0.6458 (0.6364) loss_giou_pre: 0.5878 (0.5656) loss_ddf_aux_0: 0.0472 (0.0497) loss_ddf_aux_1: 0.0065 (0.0070) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2367 (0.2483) loss_ddf_dn_1: 0.0335 (0.0341) loss_ddf_dn_2: 0.0072 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6100 (0.6296) loss_vfl_aux_0: 0.6562 (0.6965) loss_vfl_aux_1: 0.6356 (0.6761) loss_vfl_aux_2: 0.6201 (0.6573) loss_vfl_aux_3: 0.6135 (0.6414) loss_vfl_aux_4: 0.6045 (0.6315) loss_vfl_dn_0: 0.4707 (0.4798) loss_vfl_dn_1: 0.4011 (0.4089) loss_vfl_dn_2: 0.3856 (0.3925) loss_vfl_dn_3: 0.3795 (0.3845) loss_vfl_dn_4: 0.3761 (0.3818) loss_vfl_dn_5: 0.3764 (0.3814) loss_vfl_dn_pre: 0.4702 (0.4802) loss_vfl_enc_0: 0.6600 (0.7049) loss_vfl_pre: 0.6588 (0.6986) time: 0.7739 data: 0.0318 max mem: 9142 Epoch: [66] [1800/3696] eta: 0:24:12 lr: 0.000013 loss: 30.8492 (30.5300) loss_bbox: 0.1640 (0.1633) loss_bbox_aux_0: 0.1777 (0.1750) loss_bbox_aux_1: 0.1687 (0.1659) loss_bbox_aux_2: 0.1649 (0.1638) loss_bbox_aux_3: 0.1644 (0.1634) loss_bbox_aux_4: 0.1641 (0.1633) loss_bbox_dn_0: 0.2208 (0.2228) loss_bbox_dn_1: 0.1678 (0.1623) loss_bbox_dn_2: 0.1564 (0.1523) loss_bbox_dn_3: 0.1508 (0.1490) loss_bbox_dn_4: 0.1499 (0.1483) loss_bbox_dn_5: 0.1499 (0.1483) loss_bbox_dn_pre: 0.2243 (0.2288) loss_bbox_enc_0: 0.2158 (0.2064) loss_bbox_pre: 0.1771 (0.1752) loss_dfl: 0.9701 (0.9562) loss_fgl_aux_0: 0.9969 (0.9868) loss_fgl_aux_1: 0.9713 (0.9586) loss_fgl_aux_2: 0.9695 (0.9564) loss_fgl_aux_3: 0.9705 (0.9562) loss_fgl_aux_4: 0.9701 (0.9562) loss_fgl_dn_0: 1.0919 (1.0803) loss_fgl_dn_1: 0.9915 (0.9772) loss_fgl_dn_2: 0.9835 (0.9684) loss_fgl_dn_3: 0.9855 (0.9691) loss_fgl_dn_4: 0.9862 (0.9697) loss_fgl_dn_5: 0.9861 (0.9697) loss_giou: 0.5396 (0.5436) loss_giou_aux_0: 0.5589 (0.5683) loss_giou_aux_1: 0.5458 (0.5490) loss_giou_aux_2: 0.5401 (0.5447) loss_giou_aux_3: 0.5387 (0.5437) loss_giou_aux_4: 0.5395 (0.5436) loss_giou_dn_0: 0.5622 (0.5417) loss_giou_dn_1: 0.4436 (0.4288) loss_giou_dn_2: 0.4236 (0.4117) loss_giou_dn_3: 0.4214 (0.4067) loss_giou_dn_4: 0.4207 (0.4055) loss_giou_dn_5: 0.4207 (0.4055) loss_giou_dn_pre: 0.5630 (0.5411) loss_giou_enc_0: 0.6324 (0.6377) loss_giou_pre: 0.5574 (0.5669) loss_ddf_aux_0: 0.0542 (0.0499) loss_ddf_aux_1: 0.0075 (0.0070) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2514 (0.2484) loss_ddf_dn_1: 0.0351 (0.0341) loss_ddf_dn_2: 0.0080 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6450 (0.6301) loss_vfl_aux_0: 0.6967 (0.6967) loss_vfl_aux_1: 0.6851 (0.6764) loss_vfl_aux_2: 0.6717 (0.6577) loss_vfl_aux_3: 0.6598 (0.6420) loss_vfl_aux_4: 0.6434 (0.6321) loss_vfl_dn_0: 0.4819 (0.4799) loss_vfl_dn_1: 0.4143 (0.4091) loss_vfl_dn_2: 0.3962 (0.3926) loss_vfl_dn_3: 0.3902 (0.3847) loss_vfl_dn_4: 0.3886 (0.3820) loss_vfl_dn_5: 0.3878 (0.3816) loss_vfl_dn_pre: 0.4819 (0.4803) loss_vfl_enc_0: 0.7081 (0.7048) loss_vfl_pre: 0.6993 (0.6988) time: 0.9298 data: 0.0325 max mem: 9142 Epoch: [66] [1900/3696] eta: 0:22:58 lr: 0.000013 loss: 30.2960 (30.5199) loss_bbox: 0.1745 (0.1631) loss_bbox_aux_0: 0.1845 (0.1747) loss_bbox_aux_1: 0.1749 (0.1657) loss_bbox_aux_2: 0.1749 (0.1636) loss_bbox_aux_3: 0.1753 (0.1632) loss_bbox_aux_4: 0.1746 (0.1631) loss_bbox_dn_0: 0.2336 (0.2225) loss_bbox_dn_1: 0.1666 (0.1620) loss_bbox_dn_2: 0.1576 (0.1520) loss_bbox_dn_3: 0.1533 (0.1487) loss_bbox_dn_4: 0.1540 (0.1480) loss_bbox_dn_5: 0.1540 (0.1480) loss_bbox_dn_pre: 0.2415 (0.2285) loss_bbox_enc_0: 0.2102 (0.2062) loss_bbox_pre: 0.1838 (0.1750) loss_dfl: 0.9561 (0.9561) loss_fgl_aux_0: 0.9797 (0.9867) loss_fgl_aux_1: 0.9576 (0.9585) loss_fgl_aux_2: 0.9567 (0.9563) loss_fgl_aux_3: 0.9566 (0.9561) loss_fgl_aux_4: 0.9561 (0.9561) loss_fgl_dn_0: 1.0875 (1.0803) loss_fgl_dn_1: 0.9830 (0.9773) loss_fgl_dn_2: 0.9723 (0.9684) loss_fgl_dn_3: 0.9728 (0.9691) loss_fgl_dn_4: 0.9736 (0.9697) loss_fgl_dn_5: 0.9736 (0.9697) loss_giou: 0.5325 (0.5435) loss_giou_aux_0: 0.5443 (0.5682) loss_giou_aux_1: 0.5339 (0.5489) loss_giou_aux_2: 0.5330 (0.5446) loss_giou_aux_3: 0.5330 (0.5436) loss_giou_aux_4: 0.5326 (0.5435) loss_giou_dn_0: 0.5265 (0.5413) loss_giou_dn_1: 0.4150 (0.4285) loss_giou_dn_2: 0.3978 (0.4114) loss_giou_dn_3: 0.3924 (0.4064) loss_giou_dn_4: 0.3911 (0.4052) loss_giou_dn_5: 0.3911 (0.4052) loss_giou_dn_pre: 0.5250 (0.5407) loss_giou_enc_0: 0.6286 (0.6375) loss_giou_pre: 0.5405 (0.5668) loss_ddf_aux_0: 0.0480 (0.0500) loss_ddf_aux_1: 0.0063 (0.0070) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2476 (0.2484) loss_ddf_dn_1: 0.0338 (0.0342) loss_ddf_dn_2: 0.0074 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6286 (0.6299) loss_vfl_aux_0: 0.6968 (0.6962) loss_vfl_aux_1: 0.6793 (0.6760) loss_vfl_aux_2: 0.6462 (0.6574) loss_vfl_aux_3: 0.6357 (0.6418) loss_vfl_aux_4: 0.6261 (0.6319) loss_vfl_dn_0: 0.4840 (0.4799) loss_vfl_dn_1: 0.4077 (0.4090) loss_vfl_dn_2: 0.3932 (0.3926) loss_vfl_dn_3: 0.3856 (0.3846) loss_vfl_dn_4: 0.3847 (0.3820) loss_vfl_dn_5: 0.3840 (0.3815) loss_vfl_dn_pre: 0.4839 (0.4803) loss_vfl_enc_0: 0.7081 (0.7047) loss_vfl_pre: 0.7051 (0.6984) time: 0.7507 data: 0.0287 max mem: 9142 Epoch: [66] [2000/3696] eta: 0:21:41 lr: 0.000013 loss: 30.7134 (30.5281) loss_bbox: 0.1649 (0.1632) loss_bbox_aux_0: 0.1718 (0.1748) loss_bbox_aux_1: 0.1678 (0.1657) loss_bbox_aux_2: 0.1668 (0.1637) loss_bbox_aux_3: 0.1653 (0.1633) loss_bbox_aux_4: 0.1649 (0.1632) loss_bbox_dn_0: 0.2112 (0.2224) loss_bbox_dn_1: 0.1540 (0.1619) loss_bbox_dn_2: 0.1477 (0.1519) loss_bbox_dn_3: 0.1425 (0.1486) loss_bbox_dn_4: 0.1432 (0.1479) loss_bbox_dn_5: 0.1432 (0.1479) loss_bbox_dn_pre: 0.2137 (0.2284) loss_bbox_enc_0: 0.2064 (0.2063) loss_bbox_pre: 0.1713 (0.1751) loss_dfl: 0.9423 (0.9558) loss_fgl_aux_0: 0.9677 (0.9864) loss_fgl_aux_1: 0.9398 (0.9582) loss_fgl_aux_2: 0.9414 (0.9559) loss_fgl_aux_3: 0.9431 (0.9558) loss_fgl_aux_4: 0.9423 (0.9558) loss_fgl_dn_0: 1.0754 (1.0803) loss_fgl_dn_1: 0.9829 (0.9774) loss_fgl_dn_2: 0.9753 (0.9686) loss_fgl_dn_3: 0.9765 (0.9693) loss_fgl_dn_4: 0.9770 (0.9698) loss_fgl_dn_5: 0.9770 (0.9698) loss_giou: 0.5721 (0.5444) loss_giou_aux_0: 0.5924 (0.5691) loss_giou_aux_1: 0.5728 (0.5498) loss_giou_aux_2: 0.5744 (0.5455) loss_giou_aux_3: 0.5735 (0.5445) loss_giou_aux_4: 0.5721 (0.5444) loss_giou_dn_0: 0.5565 (0.5417) loss_giou_dn_1: 0.4440 (0.4289) loss_giou_dn_2: 0.4221 (0.4118) loss_giou_dn_3: 0.4156 (0.4068) loss_giou_dn_4: 0.4139 (0.4056) loss_giou_dn_5: 0.4138 (0.4056) loss_giou_dn_pre: 0.5604 (0.5411) loss_giou_enc_0: 0.6631 (0.6385) loss_giou_pre: 0.5908 (0.5677) loss_ddf_aux_0: 0.0498 (0.0500) loss_ddf_aux_1: 0.0071 (0.0070) loss_ddf_aux_2: 0.0017 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2292 (0.2484) loss_ddf_dn_1: 0.0294 (0.0341) loss_ddf_dn_2: 0.0066 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6260 (0.6300) loss_vfl_aux_0: 0.6726 (0.6960) loss_vfl_aux_1: 0.6653 (0.6759) loss_vfl_aux_2: 0.6443 (0.6573) loss_vfl_aux_3: 0.6445 (0.6417) loss_vfl_aux_4: 0.6275 (0.6319) loss_vfl_dn_0: 0.4762 (0.4799) loss_vfl_dn_1: 0.4075 (0.4091) loss_vfl_dn_2: 0.3909 (0.3926) loss_vfl_dn_3: 0.3823 (0.3847) loss_vfl_dn_4: 0.3772 (0.3820) loss_vfl_dn_5: 0.3789 (0.3816) loss_vfl_dn_pre: 0.4780 (0.4804) loss_vfl_enc_0: 0.6730 (0.7045) loss_vfl_pre: 0.6782 (0.6981) time: 0.7724 data: 0.0310 max mem: 9142 Epoch: [66] [2100/3696] eta: 0:20:23 lr: 0.000013 loss: 30.6765 (30.5216) loss_bbox: 0.1559 (0.1632) loss_bbox_aux_0: 0.1685 (0.1748) loss_bbox_aux_1: 0.1587 (0.1658) loss_bbox_aux_2: 0.1577 (0.1637) loss_bbox_aux_3: 0.1583 (0.1633) loss_bbox_aux_4: 0.1559 (0.1632) loss_bbox_dn_0: 0.2019 (0.2224) loss_bbox_dn_1: 0.1438 (0.1619) loss_bbox_dn_2: 0.1384 (0.1519) loss_bbox_dn_3: 0.1368 (0.1486) loss_bbox_dn_4: 0.1364 (0.1479) loss_bbox_dn_5: 0.1365 (0.1479) loss_bbox_dn_pre: 0.2103 (0.2284) loss_bbox_enc_0: 0.2012 (0.2063) loss_bbox_pre: 0.1693 (0.1751) loss_dfl: 0.9494 (0.9558) loss_fgl_aux_0: 0.9804 (0.9864) loss_fgl_aux_1: 0.9485 (0.9582) loss_fgl_aux_2: 0.9477 (0.9559) loss_fgl_aux_3: 0.9487 (0.9558) loss_fgl_aux_4: 0.9494 (0.9558) loss_fgl_dn_0: 1.0783 (1.0802) loss_fgl_dn_1: 0.9748 (0.9772) loss_fgl_dn_2: 0.9648 (0.9683) loss_fgl_dn_3: 0.9639 (0.9690) loss_fgl_dn_4: 0.9639 (0.9696) loss_fgl_dn_5: 0.9639 (0.9696) loss_giou: 0.5460 (0.5441) loss_giou_aux_0: 0.5709 (0.5687) loss_giou_aux_1: 0.5539 (0.5495) loss_giou_aux_2: 0.5467 (0.5452) loss_giou_aux_3: 0.5475 (0.5442) loss_giou_aux_4: 0.5458 (0.5441) loss_giou_dn_0: 0.5487 (0.5414) loss_giou_dn_1: 0.4308 (0.4287) loss_giou_dn_2: 0.4139 (0.4116) loss_giou_dn_3: 0.4089 (0.4066) loss_giou_dn_4: 0.4081 (0.4054) loss_giou_dn_5: 0.4082 (0.4054) loss_giou_dn_pre: 0.5484 (0.5409) loss_giou_enc_0: 0.6402 (0.6382) loss_giou_pre: 0.5683 (0.5673) loss_ddf_aux_0: 0.0510 (0.0500) loss_ddf_aux_1: 0.0067 (0.0070) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2420 (0.2484) loss_ddf_dn_1: 0.0307 (0.0341) loss_ddf_dn_2: 0.0061 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6358 (0.6300) loss_vfl_aux_0: 0.6762 (0.6957) loss_vfl_aux_1: 0.6619 (0.6757) loss_vfl_aux_2: 0.6589 (0.6573) loss_vfl_aux_3: 0.6448 (0.6418) loss_vfl_aux_4: 0.6390 (0.6320) loss_vfl_dn_0: 0.4733 (0.4799) loss_vfl_dn_1: 0.4067 (0.4090) loss_vfl_dn_2: 0.3895 (0.3926) loss_vfl_dn_3: 0.3789 (0.3846) loss_vfl_dn_4: 0.3760 (0.3819) loss_vfl_dn_5: 0.3762 (0.3814) loss_vfl_dn_pre: 0.4738 (0.4804) loss_vfl_enc_0: 0.6858 (0.7044) loss_vfl_pre: 0.6915 (0.6979) time: 0.7532 data: 0.0314 max mem: 9142 Epoch: [66] [2200/3696] eta: 0:19:06 lr: 0.000013 loss: 30.4255 (30.5168) loss_bbox: 0.1622 (0.1630) loss_bbox_aux_0: 0.1765 (0.1746) loss_bbox_aux_1: 0.1641 (0.1655) loss_bbox_aux_2: 0.1629 (0.1635) loss_bbox_aux_3: 0.1620 (0.1631) loss_bbox_aux_4: 0.1623 (0.1630) loss_bbox_dn_0: 0.2192 (0.2223) loss_bbox_dn_1: 0.1608 (0.1618) loss_bbox_dn_2: 0.1516 (0.1518) loss_bbox_dn_3: 0.1490 (0.1485) loss_bbox_dn_4: 0.1487 (0.1478) loss_bbox_dn_5: 0.1487 (0.1478) loss_bbox_dn_pre: 0.2288 (0.2283) loss_bbox_enc_0: 0.2192 (0.2060) loss_bbox_pre: 0.1756 (0.1749) loss_dfl: 0.9600 (0.9558) loss_fgl_aux_0: 0.9892 (0.9864) loss_fgl_aux_1: 0.9626 (0.9582) loss_fgl_aux_2: 0.9604 (0.9560) loss_fgl_aux_3: 0.9601 (0.9558) loss_fgl_aux_4: 0.9600 (0.9558) loss_fgl_dn_0: 1.0844 (1.0803) loss_fgl_dn_1: 0.9780 (0.9771) loss_fgl_dn_2: 0.9666 (0.9683) loss_fgl_dn_3: 0.9675 (0.9690) loss_fgl_dn_4: 0.9682 (0.9695) loss_fgl_dn_5: 0.9682 (0.9695) loss_giou: 0.5223 (0.5436) loss_giou_aux_0: 0.5466 (0.5683) loss_giou_aux_1: 0.5284 (0.5491) loss_giou_aux_2: 0.5243 (0.5447) loss_giou_aux_3: 0.5229 (0.5437) loss_giou_aux_4: 0.5220 (0.5436) loss_giou_dn_0: 0.5271 (0.5413) loss_giou_dn_1: 0.4085 (0.4285) loss_giou_dn_2: 0.3955 (0.4114) loss_giou_dn_3: 0.3924 (0.4064) loss_giou_dn_4: 0.3905 (0.4052) loss_giou_dn_5: 0.3905 (0.4052) loss_giou_dn_pre: 0.5257 (0.5407) loss_giou_enc_0: 0.6070 (0.6377) loss_giou_pre: 0.5449 (0.5669) loss_ddf_aux_0: 0.0482 (0.0501) loss_ddf_aux_1: 0.0071 (0.0071) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2498 (0.2487) loss_ddf_dn_1: 0.0313 (0.0340) loss_ddf_dn_2: 0.0077 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6359 (0.6303) loss_vfl_aux_0: 0.6947 (0.6960) loss_vfl_aux_1: 0.6716 (0.6758) loss_vfl_aux_2: 0.6624 (0.6575) loss_vfl_aux_3: 0.6376 (0.6419) loss_vfl_aux_4: 0.6322 (0.6322) loss_vfl_dn_0: 0.4847 (0.4801) loss_vfl_dn_1: 0.4087 (0.4091) loss_vfl_dn_2: 0.3940 (0.3926) loss_vfl_dn_3: 0.3856 (0.3846) loss_vfl_dn_4: 0.3838 (0.3819) loss_vfl_dn_5: 0.3830 (0.3815) loss_vfl_dn_pre: 0.4851 (0.4805) loss_vfl_enc_0: 0.6989 (0.7047) loss_vfl_pre: 0.6996 (0.6982) time: 0.7582 data: 0.0276 max mem: 9142 Epoch: [66] [2300/3696] eta: 0:17:49 lr: 0.000013 loss: 30.3762 (30.5206) loss_bbox: 0.1759 (0.1630) loss_bbox_aux_0: 0.1805 (0.1746) loss_bbox_aux_1: 0.1784 (0.1656) loss_bbox_aux_2: 0.1762 (0.1635) loss_bbox_aux_3: 0.1762 (0.1631) loss_bbox_aux_4: 0.1759 (0.1630) loss_bbox_dn_0: 0.2327 (0.2224) loss_bbox_dn_1: 0.1758 (0.1619) loss_bbox_dn_2: 0.1700 (0.1519) loss_bbox_dn_3: 0.1629 (0.1486) loss_bbox_dn_4: 0.1619 (0.1479) loss_bbox_dn_5: 0.1619 (0.1479) loss_bbox_dn_pre: 0.2435 (0.2284) loss_bbox_enc_0: 0.2196 (0.2061) loss_bbox_pre: 0.1831 (0.1749) loss_dfl: 0.9600 (0.9558) loss_fgl_aux_0: 0.9957 (0.9864) loss_fgl_aux_1: 0.9627 (0.9582) loss_fgl_aux_2: 0.9607 (0.9559) loss_fgl_aux_3: 0.9597 (0.9558) loss_fgl_aux_4: 0.9603 (0.9558) loss_fgl_dn_0: 1.0810 (1.0803) loss_fgl_dn_1: 0.9781 (0.9771) loss_fgl_dn_2: 0.9687 (0.9683) loss_fgl_dn_3: 0.9690 (0.9690) loss_fgl_dn_4: 0.9695 (0.9695) loss_fgl_dn_5: 0.9696 (0.9695) loss_giou: 0.5118 (0.5435) loss_giou_aux_0: 0.5247 (0.5681) loss_giou_aux_1: 0.5079 (0.5489) loss_giou_aux_2: 0.5085 (0.5445) loss_giou_aux_3: 0.5105 (0.5436) loss_giou_aux_4: 0.5119 (0.5435) loss_giou_dn_0: 0.5168 (0.5413) loss_giou_dn_1: 0.4043 (0.4285) loss_giou_dn_2: 0.3942 (0.4114) loss_giou_dn_3: 0.3920 (0.4064) loss_giou_dn_4: 0.3922 (0.4053) loss_giou_dn_5: 0.3923 (0.4053) loss_giou_dn_pre: 0.5164 (0.5407) loss_giou_enc_0: 0.5899 (0.6376) loss_giou_pre: 0.5202 (0.5667) loss_ddf_aux_0: 0.0487 (0.0501) loss_ddf_aux_1: 0.0066 (0.0071) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2430 (0.2487) loss_ddf_dn_1: 0.0315 (0.0339) loss_ddf_dn_2: 0.0064 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6276 (0.6307) loss_vfl_aux_0: 0.6978 (0.6965) loss_vfl_aux_1: 0.6752 (0.6763) loss_vfl_aux_2: 0.6665 (0.6580) loss_vfl_aux_3: 0.6396 (0.6423) loss_vfl_aux_4: 0.6365 (0.6326) loss_vfl_dn_0: 0.4777 (0.4801) loss_vfl_dn_1: 0.4109 (0.4091) loss_vfl_dn_2: 0.3930 (0.3926) loss_vfl_dn_3: 0.3783 (0.3846) loss_vfl_dn_4: 0.3752 (0.3819) loss_vfl_dn_5: 0.3745 (0.3815) loss_vfl_dn_pre: 0.4780 (0.4805) loss_vfl_enc_0: 0.7178 (0.7052) loss_vfl_pre: 0.7101 (0.6987) time: 0.7542 data: 0.0282 max mem: 9142 Epoch: [66] [2400/3696] eta: 0:16:32 lr: 0.000013 loss: 30.7271 (30.5290) loss_bbox: 0.1592 (0.1631) loss_bbox_aux_0: 0.1708 (0.1747) loss_bbox_aux_1: 0.1619 (0.1657) loss_bbox_aux_2: 0.1606 (0.1636) loss_bbox_aux_3: 0.1596 (0.1632) loss_bbox_aux_4: 0.1593 (0.1631) loss_bbox_dn_0: 0.2213 (0.2225) loss_bbox_dn_1: 0.1534 (0.1620) loss_bbox_dn_2: 0.1453 (0.1521) loss_bbox_dn_3: 0.1414 (0.1488) loss_bbox_dn_4: 0.1407 (0.1481) loss_bbox_dn_5: 0.1406 (0.1481) loss_bbox_dn_pre: 0.2230 (0.2285) loss_bbox_enc_0: 0.2018 (0.2062) loss_bbox_pre: 0.1713 (0.1750) loss_dfl: 0.9640 (0.9556) loss_fgl_aux_0: 0.9930 (0.9863) loss_fgl_aux_1: 0.9658 (0.9580) loss_fgl_aux_2: 0.9646 (0.9557) loss_fgl_aux_3: 0.9642 (0.9556) loss_fgl_aux_4: 0.9640 (0.9556) loss_fgl_dn_0: 1.0799 (1.0802) loss_fgl_dn_1: 0.9877 (0.9771) loss_fgl_dn_2: 0.9784 (0.9682) loss_fgl_dn_3: 0.9784 (0.9689) loss_fgl_dn_4: 0.9786 (0.9695) loss_fgl_dn_5: 0.9786 (0.9695) loss_giou: 0.5375 (0.5440) loss_giou_aux_0: 0.5642 (0.5687) loss_giou_aux_1: 0.5428 (0.5494) loss_giou_aux_2: 0.5399 (0.5450) loss_giou_aux_3: 0.5372 (0.5441) loss_giou_aux_4: 0.5371 (0.5440) loss_giou_dn_0: 0.5495 (0.5416) loss_giou_dn_1: 0.4266 (0.4288) loss_giou_dn_2: 0.4035 (0.4118) loss_giou_dn_3: 0.3976 (0.4068) loss_giou_dn_4: 0.3973 (0.4056) loss_giou_dn_5: 0.3974 (0.4056) loss_giou_dn_pre: 0.5463 (0.5411) loss_giou_enc_0: 0.6228 (0.6381) loss_giou_pre: 0.5618 (0.5672) loss_ddf_aux_0: 0.0492 (0.0502) loss_ddf_aux_1: 0.0068 (0.0071) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2504 (0.2487) loss_ddf_dn_1: 0.0325 (0.0339) loss_ddf_dn_2: 0.0074 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6392 (0.6311) loss_vfl_aux_0: 0.6986 (0.6965) loss_vfl_aux_1: 0.6742 (0.6764) loss_vfl_aux_2: 0.6779 (0.6584) loss_vfl_aux_3: 0.6550 (0.6426) loss_vfl_aux_4: 0.6451 (0.6330) loss_vfl_dn_0: 0.4783 (0.4801) loss_vfl_dn_1: 0.4088 (0.4091) loss_vfl_dn_2: 0.3952 (0.3926) loss_vfl_dn_3: 0.3894 (0.3846) loss_vfl_dn_4: 0.3823 (0.3819) loss_vfl_dn_5: 0.3834 (0.3815) loss_vfl_dn_pre: 0.4797 (0.4805) loss_vfl_enc_0: 0.6994 (0.7052) loss_vfl_pre: 0.7034 (0.6988) time: 0.7186 data: 0.0232 max mem: 9142 Epoch: [66] [2500/3696] eta: 0:15:15 lr: 0.000013 loss: 30.7027 (30.5333) loss_bbox: 0.1613 (0.1631) loss_bbox_aux_0: 0.1735 (0.1747) loss_bbox_aux_1: 0.1640 (0.1656) loss_bbox_aux_2: 0.1623 (0.1636) loss_bbox_aux_3: 0.1617 (0.1631) loss_bbox_aux_4: 0.1613 (0.1631) loss_bbox_dn_0: 0.2350 (0.2226) loss_bbox_dn_1: 0.1652 (0.1621) loss_bbox_dn_2: 0.1513 (0.1521) loss_bbox_dn_3: 0.1469 (0.1489) loss_bbox_dn_4: 0.1465 (0.1482) loss_bbox_dn_5: 0.1465 (0.1482) loss_bbox_dn_pre: 0.2424 (0.2286) loss_bbox_enc_0: 0.2049 (0.2061) loss_bbox_pre: 0.1726 (0.1750) loss_dfl: 0.9549 (0.9558) loss_fgl_aux_0: 0.9931 (0.9865) loss_fgl_aux_1: 0.9544 (0.9582) loss_fgl_aux_2: 0.9542 (0.9560) loss_fgl_aux_3: 0.9550 (0.9559) loss_fgl_aux_4: 0.9549 (0.9558) loss_fgl_dn_0: 1.0721 (1.0803) loss_fgl_dn_1: 0.9730 (0.9772) loss_fgl_dn_2: 0.9645 (0.9683) loss_fgl_dn_3: 0.9658 (0.9690) loss_fgl_dn_4: 0.9669 (0.9695) loss_fgl_dn_5: 0.9669 (0.9696) loss_giou: 0.5345 (0.5438) loss_giou_aux_0: 0.5578 (0.5685) loss_giou_aux_1: 0.5455 (0.5493) loss_giou_aux_2: 0.5386 (0.5449) loss_giou_aux_3: 0.5350 (0.5439) loss_giou_aux_4: 0.5341 (0.5438) loss_giou_dn_0: 0.5462 (0.5418) loss_giou_dn_1: 0.4356 (0.4290) loss_giou_dn_2: 0.4192 (0.4119) loss_giou_dn_3: 0.4133 (0.4069) loss_giou_dn_4: 0.4097 (0.4058) loss_giou_dn_5: 0.4098 (0.4058) loss_giou_dn_pre: 0.5466 (0.5412) loss_giou_enc_0: 0.6281 (0.6379) loss_giou_pre: 0.5578 (0.5671) loss_ddf_aux_0: 0.0503 (0.0503) loss_ddf_aux_1: 0.0067 (0.0071) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2544 (0.2489) loss_ddf_dn_1: 0.0343 (0.0339) loss_ddf_dn_2: 0.0072 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6326 (0.6314) loss_vfl_aux_0: 0.7017 (0.6967) loss_vfl_aux_1: 0.6797 (0.6768) loss_vfl_aux_2: 0.6475 (0.6587) loss_vfl_aux_3: 0.6370 (0.6430) loss_vfl_aux_4: 0.6316 (0.6333) loss_vfl_dn_0: 0.4786 (0.4801) loss_vfl_dn_1: 0.4096 (0.4091) loss_vfl_dn_2: 0.3938 (0.3926) loss_vfl_dn_3: 0.3867 (0.3846) loss_vfl_dn_4: 0.3819 (0.3819) loss_vfl_dn_5: 0.3823 (0.3815) loss_vfl_dn_pre: 0.4797 (0.4805) loss_vfl_enc_0: 0.7098 (0.7052) loss_vfl_pre: 0.7040 (0.6990) time: 0.7477 data: 0.0275 max mem: 9142 Epoch: [66] [2600/3696] eta: 0:13:58 lr: 0.000013 loss: 31.3363 (30.5454) loss_bbox: 0.1722 (0.1632) loss_bbox_aux_0: 0.1792 (0.1748) loss_bbox_aux_1: 0.1736 (0.1657) loss_bbox_aux_2: 0.1735 (0.1637) loss_bbox_aux_3: 0.1718 (0.1632) loss_bbox_aux_4: 0.1721 (0.1632) loss_bbox_dn_0: 0.2179 (0.2228) loss_bbox_dn_1: 0.1572 (0.1623) loss_bbox_dn_2: 0.1475 (0.1523) loss_bbox_dn_3: 0.1436 (0.1490) loss_bbox_dn_4: 0.1426 (0.1483) loss_bbox_dn_5: 0.1426 (0.1483) loss_bbox_dn_pre: 0.2299 (0.2288) loss_bbox_enc_0: 0.2062 (0.2062) loss_bbox_pre: 0.1801 (0.1751) loss_dfl: 0.9693 (0.9561) loss_fgl_aux_0: 1.0011 (0.9868) loss_fgl_aux_1: 0.9662 (0.9585) loss_fgl_aux_2: 0.9673 (0.9562) loss_fgl_aux_3: 0.9688 (0.9561) loss_fgl_aux_4: 0.9691 (0.9561) loss_fgl_dn_0: 1.0859 (1.0805) loss_fgl_dn_1: 0.9839 (0.9773) loss_fgl_dn_2: 0.9750 (0.9685) loss_fgl_dn_3: 0.9768 (0.9691) loss_fgl_dn_4: 0.9775 (0.9697) loss_fgl_dn_5: 0.9776 (0.9697) loss_giou: 0.5723 (0.5439) loss_giou_aux_0: 0.5927 (0.5686) loss_giou_aux_1: 0.5754 (0.5493) loss_giou_aux_2: 0.5730 (0.5449) loss_giou_aux_3: 0.5718 (0.5440) loss_giou_aux_4: 0.5724 (0.5439) loss_giou_dn_0: 0.5741 (0.5421) loss_giou_dn_1: 0.4524 (0.4292) loss_giou_dn_2: 0.4380 (0.4121) loss_giou_dn_3: 0.4342 (0.4072) loss_giou_dn_4: 0.4326 (0.4060) loss_giou_dn_5: 0.4326 (0.4060) loss_giou_dn_pre: 0.5743 (0.5415) loss_giou_enc_0: 0.6680 (0.6380) loss_giou_pre: 0.5917 (0.5672) loss_ddf_aux_0: 0.0524 (0.0503) loss_ddf_aux_1: 0.0071 (0.0071) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2489 (0.2488) loss_ddf_dn_1: 0.0325 (0.0339) loss_ddf_dn_2: 0.0068 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6473 (0.6320) loss_vfl_aux_0: 0.7122 (0.6975) loss_vfl_aux_1: 0.6843 (0.6774) loss_vfl_aux_2: 0.6667 (0.6592) loss_vfl_aux_3: 0.6680 (0.6435) loss_vfl_aux_4: 0.6497 (0.6339) loss_vfl_dn_0: 0.4853 (0.4801) loss_vfl_dn_1: 0.4166 (0.4092) loss_vfl_dn_2: 0.3989 (0.3927) loss_vfl_dn_3: 0.3928 (0.3847) loss_vfl_dn_4: 0.3913 (0.3821) loss_vfl_dn_5: 0.3912 (0.3816) loss_vfl_dn_pre: 0.4843 (0.4806) loss_vfl_enc_0: 0.7283 (0.7058) loss_vfl_pre: 0.7180 (0.6997) time: 0.7439 data: 0.0264 max mem: 9142 Epoch: [66] [2700/3696] eta: 0:12:41 lr: 0.000013 loss: 30.7386 (30.5427) loss_bbox: 0.1688 (0.1632) loss_bbox_aux_0: 0.1782 (0.1749) loss_bbox_aux_1: 0.1708 (0.1658) loss_bbox_aux_2: 0.1691 (0.1638) loss_bbox_aux_3: 0.1688 (0.1633) loss_bbox_aux_4: 0.1687 (0.1632) loss_bbox_dn_0: 0.2207 (0.2231) loss_bbox_dn_1: 0.1627 (0.1625) loss_bbox_dn_2: 0.1561 (0.1525) loss_bbox_dn_3: 0.1526 (0.1492) loss_bbox_dn_4: 0.1504 (0.1485) loss_bbox_dn_5: 0.1503 (0.1485) loss_bbox_dn_pre: 0.2271 (0.2291) loss_bbox_enc_0: 0.2063 (0.2063) loss_bbox_pre: 0.1777 (0.1751) loss_dfl: 0.9440 (0.9561) loss_fgl_aux_0: 0.9781 (0.9869) loss_fgl_aux_1: 0.9460 (0.9585) loss_fgl_aux_2: 0.9439 (0.9562) loss_fgl_aux_3: 0.9443 (0.9561) loss_fgl_aux_4: 0.9439 (0.9561) loss_fgl_dn_0: 1.0742 (1.0805) loss_fgl_dn_1: 0.9767 (0.9772) loss_fgl_dn_2: 0.9681 (0.9683) loss_fgl_dn_3: 0.9688 (0.9690) loss_fgl_dn_4: 0.9691 (0.9695) loss_fgl_dn_5: 0.9691 (0.9695) loss_giou: 0.5489 (0.5434) loss_giou_aux_0: 0.5626 (0.5681) loss_giou_aux_1: 0.5504 (0.5489) loss_giou_aux_2: 0.5503 (0.5445) loss_giou_aux_3: 0.5489 (0.5436) loss_giou_aux_4: 0.5489 (0.5434) loss_giou_dn_0: 0.5560 (0.5419) loss_giou_dn_1: 0.4333 (0.4290) loss_giou_dn_2: 0.4121 (0.4119) loss_giou_dn_3: 0.4040 (0.4069) loss_giou_dn_4: 0.4034 (0.4058) loss_giou_dn_5: 0.4034 (0.4058) loss_giou_dn_pre: 0.5542 (0.5413) loss_giou_enc_0: 0.6199 (0.6376) loss_giou_pre: 0.5618 (0.5667) loss_ddf_aux_0: 0.0544 (0.0504) loss_ddf_aux_1: 0.0075 (0.0071) loss_ddf_aux_2: 0.0017 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2403 (0.2487) loss_ddf_dn_1: 0.0327 (0.0339) loss_ddf_dn_2: 0.0070 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6379 (0.6322) loss_vfl_aux_0: 0.7017 (0.6976) loss_vfl_aux_1: 0.6998 (0.6775) loss_vfl_aux_2: 0.6710 (0.6592) loss_vfl_aux_3: 0.6555 (0.6437) loss_vfl_aux_4: 0.6434 (0.6340) loss_vfl_dn_0: 0.4833 (0.4802) loss_vfl_dn_1: 0.4170 (0.4092) loss_vfl_dn_2: 0.3984 (0.3927) loss_vfl_dn_3: 0.3895 (0.3847) loss_vfl_dn_4: 0.3868 (0.3820) loss_vfl_dn_5: 0.3856 (0.3816) loss_vfl_dn_pre: 0.4830 (0.4806) loss_vfl_enc_0: 0.7034 (0.7058) loss_vfl_pre: 0.7070 (0.6998) time: 0.7751 data: 0.0322 max mem: 9142 Epoch: [66] [2800/3696] eta: 0:11:24 lr: 0.000013 loss: 30.5453 (30.5382) loss_bbox: 0.1616 (0.1631) loss_bbox_aux_0: 0.1713 (0.1748) loss_bbox_aux_1: 0.1626 (0.1657) loss_bbox_aux_2: 0.1629 (0.1637) loss_bbox_aux_3: 0.1619 (0.1632) loss_bbox_aux_4: 0.1617 (0.1631) loss_bbox_dn_0: 0.2165 (0.2229) loss_bbox_dn_1: 0.1565 (0.1624) loss_bbox_dn_2: 0.1452 (0.1523) loss_bbox_dn_3: 0.1427 (0.1491) loss_bbox_dn_4: 0.1426 (0.1484) loss_bbox_dn_5: 0.1425 (0.1484) loss_bbox_dn_pre: 0.2222 (0.2290) loss_bbox_enc_0: 0.1950 (0.2061) loss_bbox_pre: 0.1712 (0.1751) loss_dfl: 0.9635 (0.9563) loss_fgl_aux_0: 0.9823 (0.9871) loss_fgl_aux_1: 0.9658 (0.9587) loss_fgl_aux_2: 0.9635 (0.9564) loss_fgl_aux_3: 0.9634 (0.9563) loss_fgl_aux_4: 0.9636 (0.9563) loss_fgl_dn_0: 1.0831 (1.0805) loss_fgl_dn_1: 0.9757 (0.9772) loss_fgl_dn_2: 0.9664 (0.9683) loss_fgl_dn_3: 0.9668 (0.9690) loss_fgl_dn_4: 0.9665 (0.9696) loss_fgl_dn_5: 0.9665 (0.9696) loss_giou: 0.5382 (0.5431) loss_giou_aux_0: 0.5645 (0.5679) loss_giou_aux_1: 0.5443 (0.5486) loss_giou_aux_2: 0.5403 (0.5442) loss_giou_aux_3: 0.5387 (0.5432) loss_giou_aux_4: 0.5379 (0.5431) loss_giou_dn_0: 0.5344 (0.5415) loss_giou_dn_1: 0.4084 (0.4286) loss_giou_dn_2: 0.3912 (0.4116) loss_giou_dn_3: 0.3890 (0.4066) loss_giou_dn_4: 0.3880 (0.4054) loss_giou_dn_5: 0.3880 (0.4054) loss_giou_dn_pre: 0.5314 (0.5409) loss_giou_enc_0: 0.6436 (0.6373) loss_giou_pre: 0.5636 (0.5664) loss_ddf_aux_0: 0.0483 (0.0504) loss_ddf_aux_1: 0.0068 (0.0071) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2345 (0.2486) loss_ddf_dn_1: 0.0307 (0.0339) loss_ddf_dn_2: 0.0064 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6265 (0.6323) loss_vfl_aux_0: 0.6865 (0.6977) loss_vfl_aux_1: 0.6526 (0.6774) loss_vfl_aux_2: 0.6432 (0.6594) loss_vfl_aux_3: 0.6433 (0.6438) loss_vfl_aux_4: 0.6320 (0.6342) loss_vfl_dn_0: 0.4835 (0.4802) loss_vfl_dn_1: 0.4088 (0.4092) loss_vfl_dn_2: 0.3878 (0.3927) loss_vfl_dn_3: 0.3818 (0.3847) loss_vfl_dn_4: 0.3800 (0.3820) loss_vfl_dn_5: 0.3803 (0.3816) loss_vfl_dn_pre: 0.4846 (0.4807) loss_vfl_enc_0: 0.6972 (0.7059) loss_vfl_pre: 0.6862 (0.6998) time: 0.7496 data: 0.0288 max mem: 9142 Epoch: [66] [2900/3696] eta: 0:10:07 lr: 0.000013 loss: 30.7744 (30.5398) loss_bbox: 0.1568 (0.1633) loss_bbox_aux_0: 0.1695 (0.1749) loss_bbox_aux_1: 0.1584 (0.1659) loss_bbox_aux_2: 0.1554 (0.1638) loss_bbox_aux_3: 0.1566 (0.1634) loss_bbox_aux_4: 0.1569 (0.1633) loss_bbox_dn_0: 0.2254 (0.2231) loss_bbox_dn_1: 0.1623 (0.1625) loss_bbox_dn_2: 0.1514 (0.1525) loss_bbox_dn_3: 0.1513 (0.1492) loss_bbox_dn_4: 0.1511 (0.1485) loss_bbox_dn_5: 0.1510 (0.1485) loss_bbox_dn_pre: 0.2281 (0.2292) loss_bbox_enc_0: 0.1996 (0.2063) loss_bbox_pre: 0.1685 (0.1752) loss_dfl: 0.9413 (0.9563) loss_fgl_aux_0: 0.9743 (0.9871) loss_fgl_aux_1: 0.9470 (0.9587) loss_fgl_aux_2: 0.9432 (0.9564) loss_fgl_aux_3: 0.9423 (0.9563) loss_fgl_aux_4: 0.9414 (0.9563) loss_fgl_dn_0: 1.0736 (1.0805) loss_fgl_dn_1: 0.9788 (0.9772) loss_fgl_dn_2: 0.9695 (0.9684) loss_fgl_dn_3: 0.9698 (0.9690) loss_fgl_dn_4: 0.9706 (0.9696) loss_fgl_dn_5: 0.9706 (0.9696) loss_giou: 0.5603 (0.5430) loss_giou_aux_0: 0.5848 (0.5678) loss_giou_aux_1: 0.5642 (0.5485) loss_giou_aux_2: 0.5604 (0.5441) loss_giou_aux_3: 0.5587 (0.5431) loss_giou_aux_4: 0.5603 (0.5430) loss_giou_dn_0: 0.5444 (0.5415) loss_giou_dn_1: 0.4308 (0.4286) loss_giou_dn_2: 0.4167 (0.4116) loss_giou_dn_3: 0.4106 (0.4066) loss_giou_dn_4: 0.4100 (0.4054) loss_giou_dn_5: 0.4098 (0.4054) loss_giou_dn_pre: 0.5441 (0.5409) loss_giou_enc_0: 0.6392 (0.6372) loss_giou_pre: 0.5850 (0.5664) loss_ddf_aux_0: 0.0501 (0.0504) loss_ddf_aux_1: 0.0069 (0.0071) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2444 (0.2484) loss_ddf_dn_1: 0.0335 (0.0338) loss_ddf_dn_2: 0.0071 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6259 (0.6324) loss_vfl_aux_0: 0.7062 (0.6978) loss_vfl_aux_1: 0.6635 (0.6774) loss_vfl_aux_2: 0.6553 (0.6595) loss_vfl_aux_3: 0.6371 (0.6438) loss_vfl_aux_4: 0.6288 (0.6343) loss_vfl_dn_0: 0.4752 (0.4802) loss_vfl_dn_1: 0.4140 (0.4092) loss_vfl_dn_2: 0.3956 (0.3927) loss_vfl_dn_3: 0.3881 (0.3847) loss_vfl_dn_4: 0.3855 (0.3820) loss_vfl_dn_5: 0.3856 (0.3816) loss_vfl_dn_pre: 0.4744 (0.4806) loss_vfl_enc_0: 0.7126 (0.7060) loss_vfl_pre: 0.7019 (0.6999) time: 0.7460 data: 0.0332 max mem: 9142 Epoch: [66] [3000/3696] eta: 0:08:51 lr: 0.000013 loss: 30.6060 (30.5451) loss_bbox: 0.1682 (0.1635) loss_bbox_aux_0: 0.1789 (0.1752) loss_bbox_aux_1: 0.1712 (0.1661) loss_bbox_aux_2: 0.1683 (0.1640) loss_bbox_aux_3: 0.1678 (0.1636) loss_bbox_aux_4: 0.1682 (0.1635) loss_bbox_dn_0: 0.2362 (0.2233) loss_bbox_dn_1: 0.1699 (0.1627) loss_bbox_dn_2: 0.1589 (0.1527) loss_bbox_dn_3: 0.1580 (0.1494) loss_bbox_dn_4: 0.1589 (0.1487) loss_bbox_dn_5: 0.1589 (0.1487) loss_bbox_dn_pre: 0.2412 (0.2294) loss_bbox_enc_0: 0.2089 (0.2064) loss_bbox_pre: 0.1790 (0.1754) loss_dfl: 0.9477 (0.9563) loss_fgl_aux_0: 0.9744 (0.9871) loss_fgl_aux_1: 0.9486 (0.9587) loss_fgl_aux_2: 0.9475 (0.9564) loss_fgl_aux_3: 0.9480 (0.9563) loss_fgl_aux_4: 0.9478 (0.9562) loss_fgl_dn_0: 1.0838 (1.0804) loss_fgl_dn_1: 0.9848 (0.9772) loss_fgl_dn_2: 0.9785 (0.9683) loss_fgl_dn_3: 0.9783 (0.9690) loss_fgl_dn_4: 0.9788 (0.9695) loss_fgl_dn_5: 0.9788 (0.9696) loss_giou: 0.5426 (0.5431) loss_giou_aux_0: 0.5756 (0.5679) loss_giou_aux_1: 0.5497 (0.5486) loss_giou_aux_2: 0.5431 (0.5442) loss_giou_aux_3: 0.5420 (0.5432) loss_giou_aux_4: 0.5428 (0.5431) loss_giou_dn_0: 0.5409 (0.5415) loss_giou_dn_1: 0.4232 (0.4287) loss_giou_dn_2: 0.4020 (0.4117) loss_giou_dn_3: 0.3969 (0.4067) loss_giou_dn_4: 0.3972 (0.4055) loss_giou_dn_5: 0.3972 (0.4055) loss_giou_dn_pre: 0.5403 (0.5410) loss_giou_enc_0: 0.6376 (0.6373) loss_giou_pre: 0.5735 (0.5665) loss_ddf_aux_0: 0.0509 (0.0505) loss_ddf_aux_1: 0.0069 (0.0071) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2516 (0.2483) loss_ddf_dn_1: 0.0353 (0.0338) loss_ddf_dn_2: 0.0078 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6431 (0.6326) loss_vfl_aux_0: 0.6913 (0.6979) loss_vfl_aux_1: 0.6682 (0.6776) loss_vfl_aux_2: 0.6694 (0.6597) loss_vfl_aux_3: 0.6597 (0.6440) loss_vfl_aux_4: 0.6478 (0.6344) loss_vfl_dn_0: 0.4789 (0.4802) loss_vfl_dn_1: 0.4091 (0.4092) loss_vfl_dn_2: 0.3967 (0.3927) loss_vfl_dn_3: 0.3904 (0.3847) loss_vfl_dn_4: 0.3864 (0.3820) loss_vfl_dn_5: 0.3853 (0.3816) loss_vfl_dn_pre: 0.4792 (0.4806) loss_vfl_enc_0: 0.6997 (0.7061) loss_vfl_pre: 0.6929 (0.7001) time: 0.8888 data: 0.0256 max mem: 9142 Epoch: [66] [3100/3696] eta: 0:07:35 lr: 0.000013 loss: 30.3061 (30.5448) loss_bbox: 0.1580 (0.1635) loss_bbox_aux_0: 0.1717 (0.1752) loss_bbox_aux_1: 0.1614 (0.1661) loss_bbox_aux_2: 0.1581 (0.1641) loss_bbox_aux_3: 0.1583 (0.1636) loss_bbox_aux_4: 0.1580 (0.1635) loss_bbox_dn_0: 0.2213 (0.2236) loss_bbox_dn_1: 0.1606 (0.1630) loss_bbox_dn_2: 0.1471 (0.1529) loss_bbox_dn_3: 0.1410 (0.1496) loss_bbox_dn_4: 0.1409 (0.1489) loss_bbox_dn_5: 0.1409 (0.1489) loss_bbox_dn_pre: 0.2279 (0.2296) loss_bbox_enc_0: 0.1980 (0.2065) loss_bbox_pre: 0.1720 (0.1755) loss_dfl: 0.9544 (0.9563) loss_fgl_aux_0: 0.9926 (0.9871) loss_fgl_aux_1: 0.9608 (0.9587) loss_fgl_aux_2: 0.9544 (0.9564) loss_fgl_aux_3: 0.9539 (0.9563) loss_fgl_aux_4: 0.9544 (0.9563) loss_fgl_dn_0: 1.0773 (1.0805) loss_fgl_dn_1: 0.9790 (0.9772) loss_fgl_dn_2: 0.9658 (0.9683) loss_fgl_dn_3: 0.9681 (0.9690) loss_fgl_dn_4: 0.9696 (0.9695) loss_fgl_dn_5: 0.9696 (0.9695) loss_giou: 0.5101 (0.5431) loss_giou_aux_0: 0.5444 (0.5678) loss_giou_aux_1: 0.5164 (0.5485) loss_giou_aux_2: 0.5101 (0.5441) loss_giou_aux_3: 0.5091 (0.5432) loss_giou_aux_4: 0.5099 (0.5431) loss_giou_dn_0: 0.5275 (0.5414) loss_giou_dn_1: 0.4193 (0.4286) loss_giou_dn_2: 0.4023 (0.4116) loss_giou_dn_3: 0.3969 (0.4066) loss_giou_dn_4: 0.3963 (0.4055) loss_giou_dn_5: 0.3963 (0.4055) loss_giou_dn_pre: 0.5267 (0.5409) loss_giou_enc_0: 0.6056 (0.6373) loss_giou_pre: 0.5408 (0.5664) loss_ddf_aux_0: 0.0468 (0.0504) loss_ddf_aux_1: 0.0068 (0.0070) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2408 (0.2482) loss_ddf_dn_1: 0.0336 (0.0338) loss_ddf_dn_2: 0.0078 (0.0075) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6283 (0.6325) loss_vfl_aux_0: 0.6894 (0.6977) loss_vfl_aux_1: 0.6613 (0.6773) loss_vfl_aux_2: 0.6411 (0.6596) loss_vfl_aux_3: 0.6425 (0.6440) loss_vfl_aux_4: 0.6292 (0.6344) loss_vfl_dn_0: 0.4808 (0.4801) loss_vfl_dn_1: 0.4040 (0.4092) loss_vfl_dn_2: 0.3882 (0.3926) loss_vfl_dn_3: 0.3799 (0.3846) loss_vfl_dn_4: 0.3777 (0.3819) loss_vfl_dn_5: 0.3759 (0.3815) loss_vfl_dn_pre: 0.4806 (0.4805) loss_vfl_enc_0: 0.6993 (0.7061) loss_vfl_pre: 0.6909 (0.6999) time: 0.8960 data: 0.0226 max mem: 9142 Epoch: [66] [3200/3696] eta: 0:06:19 lr: 0.000013 loss: 30.6576 (30.5365) loss_bbox: 0.1648 (0.1636) loss_bbox_aux_0: 0.1800 (0.1753) loss_bbox_aux_1: 0.1711 (0.1662) loss_bbox_aux_2: 0.1680 (0.1642) loss_bbox_aux_3: 0.1644 (0.1637) loss_bbox_aux_4: 0.1648 (0.1636) loss_bbox_dn_0: 0.2316 (0.2237) loss_bbox_dn_1: 0.1840 (0.1630) loss_bbox_dn_2: 0.1683 (0.1529) loss_bbox_dn_3: 0.1623 (0.1496) loss_bbox_dn_4: 0.1597 (0.1489) loss_bbox_dn_5: 0.1595 (0.1489) loss_bbox_dn_pre: 0.2359 (0.2297) loss_bbox_enc_0: 0.2091 (0.2066) loss_bbox_pre: 0.1796 (0.1755) loss_dfl: 0.9571 (0.9564) loss_fgl_aux_0: 0.9808 (0.9872) loss_fgl_aux_1: 0.9594 (0.9588) loss_fgl_aux_2: 0.9577 (0.9565) loss_fgl_aux_3: 0.9576 (0.9564) loss_fgl_aux_4: 0.9571 (0.9564) loss_fgl_dn_0: 1.0752 (1.0805) loss_fgl_dn_1: 0.9725 (0.9771) loss_fgl_dn_2: 0.9634 (0.9682) loss_fgl_dn_3: 0.9648 (0.9689) loss_fgl_dn_4: 0.9655 (0.9695) loss_fgl_dn_5: 0.9656 (0.9695) loss_giou: 0.5095 (0.5424) loss_giou_aux_0: 0.5390 (0.5671) loss_giou_aux_1: 0.5163 (0.5478) loss_giou_aux_2: 0.5126 (0.5434) loss_giou_aux_3: 0.5105 (0.5425) loss_giou_aux_4: 0.5096 (0.5424) loss_giou_dn_0: 0.5484 (0.5410) loss_giou_dn_1: 0.4382 (0.4283) loss_giou_dn_2: 0.4199 (0.4113) loss_giou_dn_3: 0.4140 (0.4063) loss_giou_dn_4: 0.4115 (0.4051) loss_giou_dn_5: 0.4115 (0.4051) loss_giou_dn_pre: 0.5471 (0.5405) loss_giou_enc_0: 0.6195 (0.6366) loss_giou_pre: 0.5371 (0.5657) loss_ddf_aux_0: 0.0462 (0.0504) loss_ddf_aux_1: 0.0066 (0.0070) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2538 (0.2483) loss_ddf_dn_1: 0.0375 (0.0338) loss_ddf_dn_2: 0.0089 (0.0076) loss_ddf_dn_3: 0.0010 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6241 (0.6324) loss_vfl_aux_0: 0.7119 (0.6975) loss_vfl_aux_1: 0.6738 (0.6772) loss_vfl_aux_2: 0.6437 (0.6595) loss_vfl_aux_3: 0.6272 (0.6439) loss_vfl_aux_4: 0.6273 (0.6342) loss_vfl_dn_0: 0.4809 (0.4801) loss_vfl_dn_1: 0.4113 (0.4091) loss_vfl_dn_2: 0.3933 (0.3925) loss_vfl_dn_3: 0.3872 (0.3845) loss_vfl_dn_4: 0.3840 (0.3818) loss_vfl_dn_5: 0.3826 (0.3814) loss_vfl_dn_pre: 0.4817 (0.4805) loss_vfl_enc_0: 0.6993 (0.7060) loss_vfl_pre: 0.7087 (0.6996) time: 0.7437 data: 0.0311 max mem: 9142 Epoch: [66] [3300/3696] eta: 0:05:02 lr: 0.000013 loss: 30.7639 (30.5379) loss_bbox: 0.1571 (0.1636) loss_bbox_aux_0: 0.1725 (0.1753) loss_bbox_aux_1: 0.1592 (0.1662) loss_bbox_aux_2: 0.1568 (0.1642) loss_bbox_aux_3: 0.1570 (0.1637) loss_bbox_aux_4: 0.1571 (0.1636) loss_bbox_dn_0: 0.2166 (0.2238) loss_bbox_dn_1: 0.1587 (0.1631) loss_bbox_dn_2: 0.1506 (0.1530) loss_bbox_dn_3: 0.1468 (0.1497) loss_bbox_dn_4: 0.1455 (0.1490) loss_bbox_dn_5: 0.1455 (0.1490) loss_bbox_dn_pre: 0.2237 (0.2298) loss_bbox_enc_0: 0.2057 (0.2066) loss_bbox_pre: 0.1723 (0.1755) loss_dfl: 0.9538 (0.9562) loss_fgl_aux_0: 0.9813 (0.9871) loss_fgl_aux_1: 0.9536 (0.9586) loss_fgl_aux_2: 0.9518 (0.9564) loss_fgl_aux_3: 0.9533 (0.9563) loss_fgl_aux_4: 0.9537 (0.9562) loss_fgl_dn_0: 1.0855 (1.0804) loss_fgl_dn_1: 0.9848 (0.9771) loss_fgl_dn_2: 0.9753 (0.9682) loss_fgl_dn_3: 0.9752 (0.9689) loss_fgl_dn_4: 0.9756 (0.9694) loss_fgl_dn_5: 0.9756 (0.9695) loss_giou: 0.5387 (0.5425) loss_giou_aux_0: 0.5614 (0.5672) loss_giou_aux_1: 0.5394 (0.5479) loss_giou_aux_2: 0.5347 (0.5435) loss_giou_aux_3: 0.5380 (0.5426) loss_giou_aux_4: 0.5387 (0.5425) loss_giou_dn_0: 0.5430 (0.5410) loss_giou_dn_1: 0.4284 (0.4283) loss_giou_dn_2: 0.4134 (0.4113) loss_giou_dn_3: 0.4096 (0.4063) loss_giou_dn_4: 0.4088 (0.4051) loss_giou_dn_5: 0.4088 (0.4051) loss_giou_dn_pre: 0.5440 (0.5404) loss_giou_enc_0: 0.6387 (0.6367) loss_giou_pre: 0.5606 (0.5658) loss_ddf_aux_0: 0.0501 (0.0504) loss_ddf_aux_1: 0.0068 (0.0070) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2488 (0.2483) loss_ddf_dn_1: 0.0323 (0.0338) loss_ddf_dn_2: 0.0071 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6312 (0.6323) loss_vfl_aux_0: 0.7012 (0.6977) loss_vfl_aux_1: 0.6684 (0.6772) loss_vfl_aux_2: 0.6575 (0.6596) loss_vfl_aux_3: 0.6289 (0.6439) loss_vfl_aux_4: 0.6317 (0.6342) loss_vfl_dn_0: 0.4819 (0.4802) loss_vfl_dn_1: 0.4084 (0.4091) loss_vfl_dn_2: 0.3946 (0.3926) loss_vfl_dn_3: 0.3897 (0.3846) loss_vfl_dn_4: 0.3879 (0.3819) loss_vfl_dn_5: 0.3880 (0.3815) loss_vfl_dn_pre: 0.4835 (0.4806) loss_vfl_enc_0: 0.6890 (0.7062) loss_vfl_pre: 0.6992 (0.6998) time: 0.7697 data: 0.0283 max mem: 9142 Epoch: [66] [3400/3696] eta: 0:03:46 lr: 0.000013 loss: 30.7809 (30.5347) loss_bbox: 0.1573 (0.1636) loss_bbox_aux_0: 0.1694 (0.1753) loss_bbox_aux_1: 0.1590 (0.1661) loss_bbox_aux_2: 0.1576 (0.1641) loss_bbox_aux_3: 0.1570 (0.1636) loss_bbox_aux_4: 0.1572 (0.1636) loss_bbox_dn_0: 0.2139 (0.2237) loss_bbox_dn_1: 0.1541 (0.1631) loss_bbox_dn_2: 0.1436 (0.1530) loss_bbox_dn_3: 0.1414 (0.1497) loss_bbox_dn_4: 0.1410 (0.1489) loss_bbox_dn_5: 0.1410 (0.1489) loss_bbox_dn_pre: 0.2194 (0.2298) loss_bbox_enc_0: 0.2041 (0.2065) loss_bbox_pre: 0.1674 (0.1755) loss_dfl: 0.9637 (0.9562) loss_fgl_aux_0: 0.9902 (0.9871) loss_fgl_aux_1: 0.9642 (0.9586) loss_fgl_aux_2: 0.9644 (0.9564) loss_fgl_aux_3: 0.9640 (0.9562) loss_fgl_aux_4: 0.9640 (0.9562) loss_fgl_dn_0: 1.0810 (1.0805) loss_fgl_dn_1: 0.9890 (0.9771) loss_fgl_dn_2: 0.9804 (0.9682) loss_fgl_dn_3: 0.9820 (0.9689) loss_fgl_dn_4: 0.9826 (0.9694) loss_fgl_dn_5: 0.9826 (0.9694) loss_giou: 0.5283 (0.5423) loss_giou_aux_0: 0.5355 (0.5670) loss_giou_aux_1: 0.5286 (0.5477) loss_giou_aux_2: 0.5294 (0.5433) loss_giou_aux_3: 0.5285 (0.5424) loss_giou_aux_4: 0.5285 (0.5423) loss_giou_dn_0: 0.5565 (0.5409) loss_giou_dn_1: 0.4359 (0.4282) loss_giou_dn_2: 0.4168 (0.4112) loss_giou_dn_3: 0.4110 (0.4062) loss_giou_dn_4: 0.4086 (0.4050) loss_giou_dn_5: 0.4086 (0.4050) loss_giou_dn_pre: 0.5548 (0.5404) loss_giou_enc_0: 0.5919 (0.6365) loss_giou_pre: 0.5335 (0.5656) loss_ddf_aux_0: 0.0499 (0.0505) loss_ddf_aux_1: 0.0070 (0.0070) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2345 (0.2483) loss_ddf_dn_1: 0.0325 (0.0338) loss_ddf_dn_2: 0.0078 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6360 (0.6324) loss_vfl_aux_0: 0.6955 (0.6978) loss_vfl_aux_1: 0.6788 (0.6772) loss_vfl_aux_2: 0.6684 (0.6597) loss_vfl_aux_3: 0.6372 (0.6440) loss_vfl_aux_4: 0.6399 (0.6343) loss_vfl_dn_0: 0.4776 (0.4802) loss_vfl_dn_1: 0.4117 (0.4090) loss_vfl_dn_2: 0.3981 (0.3925) loss_vfl_dn_3: 0.3923 (0.3845) loss_vfl_dn_4: 0.3904 (0.3818) loss_vfl_dn_5: 0.3893 (0.3814) loss_vfl_dn_pre: 0.4797 (0.4806) loss_vfl_enc_0: 0.7040 (0.7062) loss_vfl_pre: 0.6979 (0.6999) time: 0.7627 data: 0.0290 max mem: 9142 Epoch: [66] [3500/3696] eta: 0:02:29 lr: 0.000013 loss: 30.0909 (30.5332) loss_bbox: 0.1619 (0.1636) loss_bbox_aux_0: 0.1658 (0.1753) loss_bbox_aux_1: 0.1607 (0.1662) loss_bbox_aux_2: 0.1601 (0.1642) loss_bbox_aux_3: 0.1612 (0.1637) loss_bbox_aux_4: 0.1618 (0.1636) loss_bbox_dn_0: 0.2215 (0.2237) loss_bbox_dn_1: 0.1583 (0.1631) loss_bbox_dn_2: 0.1475 (0.1530) loss_bbox_dn_3: 0.1450 (0.1497) loss_bbox_dn_4: 0.1443 (0.1490) loss_bbox_dn_5: 0.1443 (0.1490) loss_bbox_dn_pre: 0.2267 (0.2298) loss_bbox_enc_0: 0.2047 (0.2066) loss_bbox_pre: 0.1682 (0.1756) loss_dfl: 0.9524 (0.9562) loss_fgl_aux_0: 0.9784 (0.9871) loss_fgl_aux_1: 0.9565 (0.9586) loss_fgl_aux_2: 0.9539 (0.9563) loss_fgl_aux_3: 0.9526 (0.9562) loss_fgl_aux_4: 0.9524 (0.9562) loss_fgl_dn_0: 1.0746 (1.0804) loss_fgl_dn_1: 0.9805 (0.9770) loss_fgl_dn_2: 0.9720 (0.9682) loss_fgl_dn_3: 0.9732 (0.9689) loss_fgl_dn_4: 0.9737 (0.9694) loss_fgl_dn_5: 0.9737 (0.9694) loss_giou: 0.5453 (0.5421) loss_giou_aux_0: 0.5614 (0.5668) loss_giou_aux_1: 0.5453 (0.5476) loss_giou_aux_2: 0.5432 (0.5432) loss_giou_aux_3: 0.5457 (0.5422) loss_giou_aux_4: 0.5451 (0.5421) loss_giou_dn_0: 0.5148 (0.5407) loss_giou_dn_1: 0.4193 (0.4281) loss_giou_dn_2: 0.3991 (0.4111) loss_giou_dn_3: 0.3941 (0.4061) loss_giou_dn_4: 0.3929 (0.4049) loss_giou_dn_5: 0.3929 (0.4049) loss_giou_dn_pre: 0.5175 (0.5402) loss_giou_enc_0: 0.6078 (0.6363) loss_giou_pre: 0.5611 (0.5654) loss_ddf_aux_0: 0.0468 (0.0505) loss_ddf_aux_1: 0.0070 (0.0070) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2363 (0.2484) loss_ddf_dn_1: 0.0322 (0.0339) loss_ddf_dn_2: 0.0069 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6050 (0.6325) loss_vfl_aux_0: 0.6959 (0.6978) loss_vfl_aux_1: 0.6727 (0.6772) loss_vfl_aux_2: 0.6405 (0.6596) loss_vfl_aux_3: 0.6193 (0.6440) loss_vfl_aux_4: 0.6046 (0.6344) loss_vfl_dn_0: 0.4711 (0.4802) loss_vfl_dn_1: 0.4017 (0.4090) loss_vfl_dn_2: 0.3876 (0.3925) loss_vfl_dn_3: 0.3845 (0.3845) loss_vfl_dn_4: 0.3803 (0.3818) loss_vfl_dn_5: 0.3793 (0.3814) loss_vfl_dn_pre: 0.4716 (0.4806) loss_vfl_enc_0: 0.6932 (0.7062) loss_vfl_pre: 0.6943 (0.6999) time: 0.7107 data: 0.0285 max mem: 9142 Epoch: [66] [3600/3696] eta: 0:01:13 lr: 0.000013 loss: 30.6492 (30.5307) loss_bbox: 0.1555 (0.1634) loss_bbox_aux_0: 0.1668 (0.1752) loss_bbox_aux_1: 0.1585 (0.1660) loss_bbox_aux_2: 0.1543 (0.1640) loss_bbox_aux_3: 0.1552 (0.1635) loss_bbox_aux_4: 0.1555 (0.1634) loss_bbox_dn_0: 0.1954 (0.2236) loss_bbox_dn_1: 0.1445 (0.1630) loss_bbox_dn_2: 0.1392 (0.1529) loss_bbox_dn_3: 0.1354 (0.1496) loss_bbox_dn_4: 0.1337 (0.1489) loss_bbox_dn_5: 0.1337 (0.1488) loss_bbox_dn_pre: 0.1999 (0.2296) loss_bbox_enc_0: 0.1956 (0.2065) loss_bbox_pre: 0.1662 (0.1754) loss_dfl: 0.9559 (0.9562) loss_fgl_aux_0: 0.9876 (0.9870) loss_fgl_aux_1: 0.9613 (0.9586) loss_fgl_aux_2: 0.9555 (0.9563) loss_fgl_aux_3: 0.9565 (0.9562) loss_fgl_aux_4: 0.9557 (0.9562) loss_fgl_dn_0: 1.0788 (1.0804) loss_fgl_dn_1: 0.9821 (0.9771) loss_fgl_dn_2: 0.9709 (0.9682) loss_fgl_dn_3: 0.9723 (0.9689) loss_fgl_dn_4: 0.9719 (0.9694) loss_fgl_dn_5: 0.9718 (0.9694) loss_giou: 0.5693 (0.5422) loss_giou_aux_0: 0.5940 (0.5669) loss_giou_aux_1: 0.5760 (0.5477) loss_giou_aux_2: 0.5710 (0.5433) loss_giou_aux_3: 0.5699 (0.5423) loss_giou_aux_4: 0.5692 (0.5422) loss_giou_dn_0: 0.5606 (0.5407) loss_giou_dn_1: 0.4441 (0.4281) loss_giou_dn_2: 0.4333 (0.4111) loss_giou_dn_3: 0.4281 (0.4061) loss_giou_dn_4: 0.4272 (0.4049) loss_giou_dn_5: 0.4272 (0.4049) loss_giou_dn_pre: 0.5610 (0.5402) loss_giou_enc_0: 0.6573 (0.6364) loss_giou_pre: 0.5934 (0.5655) loss_ddf_aux_0: 0.0472 (0.0505) loss_ddf_aux_1: 0.0070 (0.0071) loss_ddf_aux_2: 0.0015 (0.0014) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2347 (0.2483) loss_ddf_dn_1: 0.0318 (0.0338) loss_ddf_dn_2: 0.0074 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6027 (0.6324) loss_vfl_aux_0: 0.6746 (0.6978) loss_vfl_aux_1: 0.6444 (0.6771) loss_vfl_aux_2: 0.6346 (0.6595) loss_vfl_aux_3: 0.6148 (0.6439) loss_vfl_aux_4: 0.6056 (0.6343) loss_vfl_dn_0: 0.4749 (0.4801) loss_vfl_dn_1: 0.4084 (0.4089) loss_vfl_dn_2: 0.3928 (0.3924) loss_vfl_dn_3: 0.3868 (0.3844) loss_vfl_dn_4: 0.3829 (0.3817) loss_vfl_dn_5: 0.3825 (0.3813) loss_vfl_dn_pre: 0.4757 (0.4805) loss_vfl_enc_0: 0.6750 (0.7061) loss_vfl_pre: 0.6788 (0.6998) time: 0.7859 data: 0.0294 max mem: 9142 Epoch: [66] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 30.6011 (30.5351) loss_bbox: 0.1607 (0.1635) loss_bbox_aux_0: 0.1650 (0.1752) loss_bbox_aux_1: 0.1631 (0.1661) loss_bbox_aux_2: 0.1613 (0.1640) loss_bbox_aux_3: 0.1605 (0.1635) loss_bbox_aux_4: 0.1607 (0.1635) loss_bbox_dn_0: 0.2014 (0.2235) loss_bbox_dn_1: 0.1579 (0.1629) loss_bbox_dn_2: 0.1454 (0.1529) loss_bbox_dn_3: 0.1442 (0.1495) loss_bbox_dn_4: 0.1449 (0.1488) loss_bbox_dn_5: 0.1449 (0.1488) loss_bbox_dn_pre: 0.2090 (0.2296) loss_bbox_enc_0: 0.1956 (0.2065) loss_bbox_pre: 0.1677 (0.1754) loss_dfl: 0.9599 (0.9561) loss_fgl_aux_0: 0.9822 (0.9870) loss_fgl_aux_1: 0.9608 (0.9585) loss_fgl_aux_2: 0.9611 (0.9563) loss_fgl_aux_3: 0.9604 (0.9562) loss_fgl_aux_4: 0.9597 (0.9561) loss_fgl_dn_0: 1.0826 (1.0804) loss_fgl_dn_1: 0.9821 (0.9771) loss_fgl_dn_2: 0.9755 (0.9683) loss_fgl_dn_3: 0.9754 (0.9690) loss_fgl_dn_4: 0.9763 (0.9695) loss_fgl_dn_5: 0.9763 (0.9695) loss_giou: 0.5851 (0.5425) loss_giou_aux_0: 0.6067 (0.5672) loss_giou_aux_1: 0.5926 (0.5479) loss_giou_aux_2: 0.5865 (0.5436) loss_giou_aux_3: 0.5846 (0.5426) loss_giou_aux_4: 0.5853 (0.5425) loss_giou_dn_0: 0.5489 (0.5408) loss_giou_dn_1: 0.4330 (0.4282) loss_giou_dn_2: 0.4173 (0.4113) loss_giou_dn_3: 0.4121 (0.4063) loss_giou_dn_4: 0.4119 (0.4051) loss_giou_dn_5: 0.4119 (0.4051) loss_giou_dn_pre: 0.5467 (0.5403) loss_giou_enc_0: 0.6687 (0.6367) loss_giou_pre: 0.6066 (0.5658) loss_ddf_aux_0: 0.0491 (0.0506) loss_ddf_aux_1: 0.0071 (0.0071) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2366 (0.2482) loss_ddf_dn_1: 0.0308 (0.0338) loss_ddf_dn_2: 0.0075 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6275 (0.6326) loss_vfl_aux_0: 0.6763 (0.6979) loss_vfl_aux_1: 0.6635 (0.6773) loss_vfl_aux_2: 0.6503 (0.6598) loss_vfl_aux_3: 0.6269 (0.6441) loss_vfl_aux_4: 0.6225 (0.6345) loss_vfl_dn_0: 0.4824 (0.4801) loss_vfl_dn_1: 0.4126 (0.4089) loss_vfl_dn_2: 0.3950 (0.3924) loss_vfl_dn_3: 0.3890 (0.3845) loss_vfl_dn_4: 0.3860 (0.3817) loss_vfl_dn_5: 0.3854 (0.3813) loss_vfl_dn_pre: 0.4837 (0.4805) loss_vfl_enc_0: 0.6888 (0.7062) loss_vfl_pre: 0.6812 (0.7000) time: 0.7112 data: 0.0265 max mem: 9142 Epoch: [66] Total time: 0:47:04 (0.7641 s / it) Averaged stats: lr: 0.000013 loss: 30.6011 (30.5351) loss_bbox: 0.1607 (0.1635) loss_bbox_aux_0: 0.1650 (0.1752) loss_bbox_aux_1: 0.1631 (0.1661) loss_bbox_aux_2: 0.1613 (0.1640) loss_bbox_aux_3: 0.1605 (0.1635) loss_bbox_aux_4: 0.1607 (0.1635) loss_bbox_dn_0: 0.2014 (0.2235) loss_bbox_dn_1: 0.1579 (0.1629) loss_bbox_dn_2: 0.1454 (0.1529) loss_bbox_dn_3: 0.1442 (0.1495) loss_bbox_dn_4: 0.1449 (0.1488) loss_bbox_dn_5: 0.1449 (0.1488) loss_bbox_dn_pre: 0.2090 (0.2296) loss_bbox_enc_0: 0.1956 (0.2065) loss_bbox_pre: 0.1677 (0.1754) loss_dfl: 0.9599 (0.9561) loss_fgl_aux_0: 0.9822 (0.9870) loss_fgl_aux_1: 0.9608 (0.9585) loss_fgl_aux_2: 0.9611 (0.9563) loss_fgl_aux_3: 0.9604 (0.9562) loss_fgl_aux_4: 0.9597 (0.9561) loss_fgl_dn_0: 1.0826 (1.0804) loss_fgl_dn_1: 0.9821 (0.9771) loss_fgl_dn_2: 0.9755 (0.9683) loss_fgl_dn_3: 0.9754 (0.9690) loss_fgl_dn_4: 0.9763 (0.9695) loss_fgl_dn_5: 0.9763 (0.9695) loss_giou: 0.5851 (0.5425) loss_giou_aux_0: 0.6067 (0.5672) loss_giou_aux_1: 0.5926 (0.5479) loss_giou_aux_2: 0.5865 (0.5436) loss_giou_aux_3: 0.5846 (0.5426) loss_giou_aux_4: 0.5853 (0.5425) loss_giou_dn_0: 0.5489 (0.5408) loss_giou_dn_1: 0.4330 (0.4282) loss_giou_dn_2: 0.4173 (0.4113) loss_giou_dn_3: 0.4121 (0.4063) loss_giou_dn_4: 0.4119 (0.4051) loss_giou_dn_5: 0.4119 (0.4051) loss_giou_dn_pre: 0.5467 (0.5403) loss_giou_enc_0: 0.6687 (0.6367) loss_giou_pre: 0.6066 (0.5658) loss_ddf_aux_0: 0.0491 (0.0506) loss_ddf_aux_1: 0.0071 (0.0071) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2366 (0.2482) loss_ddf_dn_1: 0.0308 (0.0338) loss_ddf_dn_2: 0.0075 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6275 (0.6326) loss_vfl_aux_0: 0.6763 (0.6979) loss_vfl_aux_1: 0.6635 (0.6773) loss_vfl_aux_2: 0.6503 (0.6598) loss_vfl_aux_3: 0.6269 (0.6441) loss_vfl_aux_4: 0.6225 (0.6345) loss_vfl_dn_0: 0.4824 (0.4801) loss_vfl_dn_1: 0.4126 (0.4089) loss_vfl_dn_2: 0.3950 (0.3924) loss_vfl_dn_3: 0.3890 (0.3845) loss_vfl_dn_4: 0.3860 (0.3817) loss_vfl_dn_5: 0.3854 (0.3813) loss_vfl_dn_pre: 0.4837 (0.4805) loss_vfl_enc_0: 0.6888 (0.7062) loss_vfl_pre: 0.6812 (0.7000) Test: [ 0/79] eta: 0:03:15 time: 2.4804 data: 1.9227 max mem: 9142 Test: [10/79] eta: 0:00:52 time: 0.7629 data: 0.2196 max mem: 9142 Test: [20/79] eta: 0:00:40 time: 0.5959 data: 0.0566 max mem: 9142 Test: [30/79] eta: 0:00:32 time: 0.6075 data: 0.0611 max mem: 9142 Test: [40/79] eta: 0:00:25 time: 0.6164 data: 0.0603 max mem: 9142 Test: [50/79] eta: 0:00:18 time: 0.6195 data: 0.0652 max mem: 9142 Test: [60/79] eta: 0:00:12 time: 0.7278 data: 0.0652 max mem: 9142 Test: [70/79] eta: 0:00:05 time: 0.7159 data: 0.0648 max mem: 9142 Test: [78/79] eta: 0:00:00 time: 0.5636 data: 0.0624 max mem: 9142 Test: Total time: 0:00:51 (0.6544 s / it) Averaged stats: Accumulating evaluation results... DONE (t=23.13s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.537 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.715 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.357 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.580 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.714 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.392 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.663 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.729 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.565 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.771 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 best_stat: {'epoch': 57, 'coco_eval_bbox': 0.5389768252152075} Epoch: [67] [ 0/3696] eta: 5:43:55 lr: 0.000013 loss: 27.8431 (27.8431) loss_bbox: 0.1387 (0.1387) loss_bbox_aux_0: 0.1533 (0.1533) loss_bbox_aux_1: 0.1392 (0.1392) loss_bbox_aux_2: 0.1387 (0.1387) loss_bbox_aux_3: 0.1386 (0.1386) loss_bbox_aux_4: 0.1387 (0.1387) loss_bbox_dn_0: 0.2474 (0.2474) loss_bbox_dn_1: 0.1705 (0.1705) loss_bbox_dn_2: 0.1583 (0.1583) loss_bbox_dn_3: 0.1496 (0.1496) loss_bbox_dn_4: 0.1487 (0.1487) loss_bbox_dn_5: 0.1485 (0.1485) loss_bbox_dn_pre: 0.2579 (0.2579) loss_bbox_enc_0: 0.1862 (0.1862) loss_bbox_pre: 0.1553 (0.1553) loss_dfl: 0.9634 (0.9634) loss_fgl_aux_0: 1.0075 (1.0075) loss_fgl_aux_1: 0.9704 (0.9704) loss_fgl_aux_2: 0.9654 (0.9654) loss_fgl_aux_3: 0.9640 (0.9640) loss_fgl_aux_4: 0.9634 (0.9634) loss_fgl_dn_0: 1.0715 (1.0715) loss_fgl_dn_1: 0.9569 (0.9569) loss_fgl_dn_2: 0.9487 (0.9487) loss_fgl_dn_3: 0.9492 (0.9492) loss_fgl_dn_4: 0.9497 (0.9497) loss_fgl_dn_5: 0.9497 (0.9497) loss_giou: 0.3348 (0.3348) loss_giou_aux_0: 0.3499 (0.3499) loss_giou_aux_1: 0.3359 (0.3359) loss_giou_aux_2: 0.3343 (0.3343) loss_giou_aux_3: 0.3340 (0.3340) loss_giou_aux_4: 0.3347 (0.3347) loss_giou_dn_0: 0.4276 (0.4276) loss_giou_dn_1: 0.3229 (0.3229) loss_giou_dn_2: 0.3085 (0.3085) loss_giou_dn_3: 0.2989 (0.2989) loss_giou_dn_4: 0.2974 (0.2974) loss_giou_dn_5: 0.2974 (0.2974) loss_giou_dn_pre: 0.4306 (0.4306) loss_giou_enc_0: 0.4234 (0.4234) loss_giou_pre: 0.3499 (0.3499) loss_ddf_aux_0: 0.0471 (0.0471) loss_ddf_aux_1: 0.0063 (0.0063) loss_ddf_aux_2: 0.0013 (0.0013) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2182 (0.2182) loss_ddf_dn_1: 0.0280 (0.0280) loss_ddf_dn_2: 0.0064 (0.0064) loss_ddf_dn_3: 0.0007 (0.0007) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.6105 (0.6105) loss_vfl_aux_0: 0.7551 (0.7551) loss_vfl_aux_1: 0.6987 (0.6987) loss_vfl_aux_2: 0.6707 (0.6707) loss_vfl_aux_3: 0.6339 (0.6339) loss_vfl_aux_4: 0.6123 (0.6123) loss_vfl_dn_0: 0.4609 (0.4609) loss_vfl_dn_1: 0.3821 (0.3821) loss_vfl_dn_2: 0.3657 (0.3657) loss_vfl_dn_3: 0.3597 (0.3597) loss_vfl_dn_4: 0.3576 (0.3576) loss_vfl_dn_5: 0.3549 (0.3549) loss_vfl_dn_pre: 0.4621 (0.4621) loss_vfl_enc_0: 0.7513 (0.7513) loss_vfl_pre: 0.7495 (0.7495) time: 5.5833 data: 1.7167 max mem: 9142 Epoch: [67] [ 100/3696] eta: 0:47:56 lr: 0.000013 loss: 30.3210 (30.6063) loss_bbox: 0.1578 (0.1590) loss_bbox_aux_0: 0.1723 (0.1703) loss_bbox_aux_1: 0.1585 (0.1614) loss_bbox_aux_2: 0.1578 (0.1595) loss_bbox_aux_3: 0.1580 (0.1591) loss_bbox_aux_4: 0.1578 (0.1590) loss_bbox_dn_0: 0.2151 (0.2184) loss_bbox_dn_1: 0.1629 (0.1593) loss_bbox_dn_2: 0.1538 (0.1491) loss_bbox_dn_3: 0.1533 (0.1456) loss_bbox_dn_4: 0.1525 (0.1448) loss_bbox_dn_5: 0.1524 (0.1448) loss_bbox_dn_pre: 0.2270 (0.2244) loss_bbox_enc_0: 0.2068 (0.2001) loss_bbox_pre: 0.1744 (0.1707) loss_dfl: 0.9608 (0.9539) loss_fgl_aux_0: 0.9842 (0.9841) loss_fgl_aux_1: 0.9616 (0.9562) loss_fgl_aux_2: 0.9615 (0.9542) loss_fgl_aux_3: 0.9616 (0.9540) loss_fgl_aux_4: 0.9608 (0.9540) loss_fgl_dn_0: 1.0829 (1.0798) loss_fgl_dn_1: 0.9770 (0.9800) loss_fgl_dn_2: 0.9683 (0.9713) loss_fgl_dn_3: 0.9700 (0.9720) loss_fgl_dn_4: 0.9705 (0.9726) loss_fgl_dn_5: 0.9705 (0.9726) loss_giou: 0.5461 (0.5581) loss_giou_aux_0: 0.5776 (0.5831) loss_giou_aux_1: 0.5528 (0.5638) loss_giou_aux_2: 0.5477 (0.5591) loss_giou_aux_3: 0.5459 (0.5581) loss_giou_aux_4: 0.5460 (0.5581) loss_giou_dn_0: 0.5367 (0.5512) loss_giou_dn_1: 0.4274 (0.4377) loss_giou_dn_2: 0.4114 (0.4209) loss_giou_dn_3: 0.4078 (0.4158) loss_giou_dn_4: 0.4072 (0.4146) loss_giou_dn_5: 0.4072 (0.4146) loss_giou_dn_pre: 0.5354 (0.5507) loss_giou_enc_0: 0.6417 (0.6523) loss_giou_pre: 0.5745 (0.5817) loss_ddf_aux_0: 0.0481 (0.0515) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0016 (0.0017) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2451 (0.2449) loss_ddf_dn_1: 0.0336 (0.0330) loss_ddf_dn_2: 0.0070 (0.0074) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6149 (0.6282) loss_vfl_aux_0: 0.6725 (0.6873) loss_vfl_aux_1: 0.6610 (0.6658) loss_vfl_aux_2: 0.6456 (0.6525) loss_vfl_aux_3: 0.6272 (0.6379) loss_vfl_aux_4: 0.6122 (0.6290) loss_vfl_dn_0: 0.4832 (0.4792) loss_vfl_dn_1: 0.4088 (0.4112) loss_vfl_dn_2: 0.3924 (0.3953) loss_vfl_dn_3: 0.3852 (0.3877) loss_vfl_dn_4: 0.3825 (0.3849) loss_vfl_dn_5: 0.3814 (0.3843) loss_vfl_dn_pre: 0.4836 (0.4797) loss_vfl_enc_0: 0.6799 (0.6967) loss_vfl_pre: 0.6752 (0.6896) time: 0.7481 data: 0.0278 max mem: 9142 Epoch: [67] [ 200/3696] eta: 0:45:01 lr: 0.000013 loss: 30.0401 (30.5308) loss_bbox: 0.1520 (0.1601) loss_bbox_aux_0: 0.1623 (0.1716) loss_bbox_aux_1: 0.1537 (0.1627) loss_bbox_aux_2: 0.1508 (0.1606) loss_bbox_aux_3: 0.1517 (0.1602) loss_bbox_aux_4: 0.1520 (0.1601) loss_bbox_dn_0: 0.2025 (0.2177) loss_bbox_dn_1: 0.1510 (0.1593) loss_bbox_dn_2: 0.1415 (0.1492) loss_bbox_dn_3: 0.1376 (0.1458) loss_bbox_dn_4: 0.1374 (0.1452) loss_bbox_dn_5: 0.1374 (0.1452) loss_bbox_dn_pre: 0.2085 (0.2236) loss_bbox_enc_0: 0.1923 (0.2023) loss_bbox_pre: 0.1605 (0.1720) loss_dfl: 0.9530 (0.9510) loss_fgl_aux_0: 0.9931 (0.9813) loss_fgl_aux_1: 0.9600 (0.9533) loss_fgl_aux_2: 0.9531 (0.9512) loss_fgl_aux_3: 0.9532 (0.9510) loss_fgl_aux_4: 0.9530 (0.9510) loss_fgl_dn_0: 1.0802 (1.0802) loss_fgl_dn_1: 0.9667 (0.9789) loss_fgl_dn_2: 0.9551 (0.9700) loss_fgl_dn_3: 0.9559 (0.9707) loss_fgl_dn_4: 0.9559 (0.9712) loss_fgl_dn_5: 0.9559 (0.9712) loss_giou: 0.5303 (0.5581) loss_giou_aux_0: 0.5562 (0.5833) loss_giou_aux_1: 0.5361 (0.5639) loss_giou_aux_2: 0.5278 (0.5591) loss_giou_aux_3: 0.5296 (0.5582) loss_giou_aux_4: 0.5301 (0.5580) loss_giou_dn_0: 0.5138 (0.5490) loss_giou_dn_1: 0.4193 (0.4367) loss_giou_dn_2: 0.4026 (0.4197) loss_giou_dn_3: 0.3981 (0.4148) loss_giou_dn_4: 0.3976 (0.4138) loss_giou_dn_5: 0.3978 (0.4138) loss_giou_dn_pre: 0.5163 (0.5484) loss_giou_enc_0: 0.6220 (0.6525) loss_giou_pre: 0.5538 (0.5819) loss_ddf_aux_0: 0.0509 (0.0510) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2426 (0.2417) loss_ddf_dn_1: 0.0328 (0.0327) loss_ddf_dn_2: 0.0076 (0.0072) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0000) loss_vfl: 0.5943 (0.6221) loss_vfl_aux_0: 0.6509 (0.6833) loss_vfl_aux_1: 0.6333 (0.6609) loss_vfl_aux_2: 0.6289 (0.6478) loss_vfl_aux_3: 0.6040 (0.6310) loss_vfl_aux_4: 0.5972 (0.6240) loss_vfl_dn_0: 0.4769 (0.4788) loss_vfl_dn_1: 0.4044 (0.4098) loss_vfl_dn_2: 0.3853 (0.3934) loss_vfl_dn_3: 0.3775 (0.3858) loss_vfl_dn_4: 0.3752 (0.3829) loss_vfl_dn_5: 0.3756 (0.3825) loss_vfl_dn_pre: 0.4767 (0.4792) loss_vfl_enc_0: 0.6836 (0.6944) loss_vfl_pre: 0.6523 (0.6851) time: 0.7582 data: 0.0355 max mem: 9142 Epoch: [67] [ 300/3696] eta: 0:43:14 lr: 0.000013 loss: 30.6251 (30.5295) loss_bbox: 0.1659 (0.1620) loss_bbox_aux_0: 0.1811 (0.1737) loss_bbox_aux_1: 0.1690 (0.1647) loss_bbox_aux_2: 0.1690 (0.1626) loss_bbox_aux_3: 0.1666 (0.1621) loss_bbox_aux_4: 0.1659 (0.1620) loss_bbox_dn_0: 0.2219 (0.2206) loss_bbox_dn_1: 0.1582 (0.1615) loss_bbox_dn_2: 0.1470 (0.1515) loss_bbox_dn_3: 0.1445 (0.1481) loss_bbox_dn_4: 0.1452 (0.1474) loss_bbox_dn_5: 0.1453 (0.1474) loss_bbox_dn_pre: 0.2222 (0.2266) loss_bbox_enc_0: 0.2129 (0.2045) loss_bbox_pre: 0.1809 (0.1741) loss_dfl: 0.9309 (0.9512) loss_fgl_aux_0: 0.9672 (0.9818) loss_fgl_aux_1: 0.9374 (0.9535) loss_fgl_aux_2: 0.9309 (0.9514) loss_fgl_aux_3: 0.9306 (0.9512) loss_fgl_aux_4: 0.9309 (0.9512) loss_fgl_dn_0: 1.0769 (1.0801) loss_fgl_dn_1: 0.9716 (0.9779) loss_fgl_dn_2: 0.9635 (0.9690) loss_fgl_dn_3: 0.9633 (0.9698) loss_fgl_dn_4: 0.9641 (0.9702) loss_fgl_dn_5: 0.9641 (0.9703) loss_giou: 0.5230 (0.5541) loss_giou_aux_0: 0.5505 (0.5794) loss_giou_aux_1: 0.5296 (0.5600) loss_giou_aux_2: 0.5263 (0.5553) loss_giou_aux_3: 0.5224 (0.5543) loss_giou_aux_4: 0.5229 (0.5541) loss_giou_dn_0: 0.5222 (0.5465) loss_giou_dn_1: 0.4082 (0.4339) loss_giou_dn_2: 0.3908 (0.4169) loss_giou_dn_3: 0.3827 (0.4120) loss_giou_dn_4: 0.3809 (0.4109) loss_giou_dn_5: 0.3809 (0.4109) loss_giou_dn_pre: 0.5175 (0.5459) loss_giou_enc_0: 0.6378 (0.6491) loss_giou_pre: 0.5469 (0.5780) loss_ddf_aux_0: 0.0542 (0.0513) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2528 (0.2426) loss_ddf_dn_1: 0.0328 (0.0326) loss_ddf_dn_2: 0.0073 (0.0071) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.6251 (0.6246) loss_vfl_aux_0: 0.7011 (0.6870) loss_vfl_aux_1: 0.6696 (0.6634) loss_vfl_aux_2: 0.6608 (0.6507) loss_vfl_aux_3: 0.6425 (0.6338) loss_vfl_aux_4: 0.6327 (0.6263) loss_vfl_dn_0: 0.4766 (0.4786) loss_vfl_dn_1: 0.3982 (0.4087) loss_vfl_dn_2: 0.3833 (0.3924) loss_vfl_dn_3: 0.3748 (0.3848) loss_vfl_dn_4: 0.3716 (0.3819) loss_vfl_dn_5: 0.3705 (0.3815) loss_vfl_dn_pre: 0.4765 (0.4790) loss_vfl_enc_0: 0.7005 (0.6962) loss_vfl_pre: 0.6906 (0.6891) time: 0.7622 data: 0.0302 max mem: 9142 Epoch: [67] [ 400/3696] eta: 0:42:21 lr: 0.000013 loss: 30.7854 (30.5061) loss_bbox: 0.1546 (0.1619) loss_bbox_aux_0: 0.1651 (0.1738) loss_bbox_aux_1: 0.1582 (0.1646) loss_bbox_aux_2: 0.1548 (0.1625) loss_bbox_aux_3: 0.1540 (0.1620) loss_bbox_aux_4: 0.1546 (0.1619) loss_bbox_dn_0: 0.2021 (0.2194) loss_bbox_dn_1: 0.1539 (0.1604) loss_bbox_dn_2: 0.1437 (0.1503) loss_bbox_dn_3: 0.1449 (0.1469) loss_bbox_dn_4: 0.1437 (0.1463) loss_bbox_dn_5: 0.1437 (0.1463) loss_bbox_dn_pre: 0.2109 (0.2255) loss_bbox_enc_0: 0.1935 (0.2049) loss_bbox_pre: 0.1654 (0.1742) loss_dfl: 0.9545 (0.9500) loss_fgl_aux_0: 0.9802 (0.9803) loss_fgl_aux_1: 0.9572 (0.9523) loss_fgl_aux_2: 0.9557 (0.9501) loss_fgl_aux_3: 0.9546 (0.9501) loss_fgl_aux_4: 0.9544 (0.9500) loss_fgl_dn_0: 1.0715 (1.0794) loss_fgl_dn_1: 0.9744 (0.9769) loss_fgl_dn_2: 0.9639 (0.9680) loss_fgl_dn_3: 0.9655 (0.9688) loss_fgl_dn_4: 0.9661 (0.9693) loss_fgl_dn_5: 0.9660 (0.9693) loss_giou: 0.5581 (0.5541) loss_giou_aux_0: 0.5858 (0.5795) loss_giou_aux_1: 0.5591 (0.5598) loss_giou_aux_2: 0.5581 (0.5552) loss_giou_aux_3: 0.5585 (0.5542) loss_giou_aux_4: 0.5581 (0.5540) loss_giou_dn_0: 0.5332 (0.5445) loss_giou_dn_1: 0.4179 (0.4321) loss_giou_dn_2: 0.3978 (0.4150) loss_giou_dn_3: 0.3965 (0.4100) loss_giou_dn_4: 0.3956 (0.4089) loss_giou_dn_5: 0.3956 (0.4089) loss_giou_dn_pre: 0.5296 (0.5438) loss_giou_enc_0: 0.6596 (0.6492) loss_giou_pre: 0.5810 (0.5781) loss_ddf_aux_0: 0.0485 (0.0515) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2403 (0.2441) loss_ddf_dn_1: 0.0331 (0.0329) loss_ddf_dn_2: 0.0079 (0.0073) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.6154 (0.6255) loss_vfl_aux_0: 0.6763 (0.6889) loss_vfl_aux_1: 0.6617 (0.6658) loss_vfl_aux_2: 0.6467 (0.6519) loss_vfl_aux_3: 0.6262 (0.6352) loss_vfl_aux_4: 0.6217 (0.6276) loss_vfl_dn_0: 0.4780 (0.4787) loss_vfl_dn_1: 0.4100 (0.4081) loss_vfl_dn_2: 0.3937 (0.3917) loss_vfl_dn_3: 0.3860 (0.3840) loss_vfl_dn_4: 0.3828 (0.3812) loss_vfl_dn_5: 0.3822 (0.3808) loss_vfl_dn_pre: 0.4796 (0.4792) loss_vfl_enc_0: 0.6794 (0.6973) loss_vfl_pre: 0.6805 (0.6910) time: 0.7811 data: 0.0247 max mem: 9142 Epoch: [67] [ 500/3696] eta: 0:40:54 lr: 0.000013 loss: 30.8642 (30.5139) loss_bbox: 0.1529 (0.1625) loss_bbox_aux_0: 0.1696 (0.1743) loss_bbox_aux_1: 0.1586 (0.1652) loss_bbox_aux_2: 0.1574 (0.1631) loss_bbox_aux_3: 0.1537 (0.1626) loss_bbox_aux_4: 0.1529 (0.1625) loss_bbox_dn_0: 0.2179 (0.2195) loss_bbox_dn_1: 0.1625 (0.1602) loss_bbox_dn_2: 0.1552 (0.1501) loss_bbox_dn_3: 0.1530 (0.1467) loss_bbox_dn_4: 0.1525 (0.1460) loss_bbox_dn_5: 0.1525 (0.1460) loss_bbox_dn_pre: 0.2253 (0.2257) loss_bbox_enc_0: 0.2023 (0.2053) loss_bbox_pre: 0.1694 (0.1746) loss_dfl: 0.9558 (0.9503) loss_fgl_aux_0: 0.9866 (0.9802) loss_fgl_aux_1: 0.9536 (0.9525) loss_fgl_aux_2: 0.9556 (0.9504) loss_fgl_aux_3: 0.9555 (0.9503) loss_fgl_aux_4: 0.9559 (0.9503) loss_fgl_dn_0: 1.0807 (1.0795) loss_fgl_dn_1: 0.9761 (0.9772) loss_fgl_dn_2: 0.9635 (0.9684) loss_fgl_dn_3: 0.9665 (0.9692) loss_fgl_dn_4: 0.9669 (0.9697) loss_fgl_dn_5: 0.9669 (0.9697) loss_giou: 0.5217 (0.5551) loss_giou_aux_0: 0.5489 (0.5806) loss_giou_aux_1: 0.5307 (0.5610) loss_giou_aux_2: 0.5239 (0.5563) loss_giou_aux_3: 0.5221 (0.5553) loss_giou_aux_4: 0.5217 (0.5551) loss_giou_dn_0: 0.5342 (0.5442) loss_giou_dn_1: 0.4088 (0.4318) loss_giou_dn_2: 0.3977 (0.4147) loss_giou_dn_3: 0.3947 (0.4098) loss_giou_dn_4: 0.3940 (0.4087) loss_giou_dn_5: 0.3940 (0.4087) loss_giou_dn_pre: 0.5315 (0.5437) loss_giou_enc_0: 0.6309 (0.6505) loss_giou_pre: 0.5471 (0.5792) loss_ddf_aux_0: 0.0515 (0.0516) loss_ddf_aux_1: 0.0075 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2497 (0.2451) loss_ddf_dn_1: 0.0349 (0.0331) loss_ddf_dn_2: 0.0085 (0.0074) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.6357 (0.6250) loss_vfl_aux_0: 0.6927 (0.6871) loss_vfl_aux_1: 0.6719 (0.6657) loss_vfl_aux_2: 0.6527 (0.6510) loss_vfl_aux_3: 0.6534 (0.6348) loss_vfl_aux_4: 0.6310 (0.6271) loss_vfl_dn_0: 0.4779 (0.4786) loss_vfl_dn_1: 0.4071 (0.4080) loss_vfl_dn_2: 0.3880 (0.3918) loss_vfl_dn_3: 0.3799 (0.3841) loss_vfl_dn_4: 0.3798 (0.3813) loss_vfl_dn_5: 0.3787 (0.3810) loss_vfl_dn_pre: 0.4780 (0.4791) loss_vfl_enc_0: 0.6958 (0.6958) loss_vfl_pre: 0.6924 (0.6893) time: 0.7619 data: 0.0334 max mem: 9142 Epoch: [67] [ 600/3696] eta: 0:39:33 lr: 0.000013 loss: 29.7158 (30.4713) loss_bbox: 0.1406 (0.1618) loss_bbox_aux_0: 0.1533 (0.1737) loss_bbox_aux_1: 0.1451 (0.1645) loss_bbox_aux_2: 0.1406 (0.1624) loss_bbox_aux_3: 0.1400 (0.1619) loss_bbox_aux_4: 0.1404 (0.1618) loss_bbox_dn_0: 0.1983 (0.2194) loss_bbox_dn_1: 0.1457 (0.1599) loss_bbox_dn_2: 0.1349 (0.1497) loss_bbox_dn_3: 0.1305 (0.1463) loss_bbox_dn_4: 0.1303 (0.1456) loss_bbox_dn_5: 0.1302 (0.1456) loss_bbox_dn_pre: 0.2055 (0.2256) loss_bbox_enc_0: 0.1823 (0.2047) loss_bbox_pre: 0.1537 (0.1740) loss_dfl: 0.9844 (0.9519) loss_fgl_aux_0: 1.0182 (0.9821) loss_fgl_aux_1: 0.9890 (0.9541) loss_fgl_aux_2: 0.9846 (0.9521) loss_fgl_aux_3: 0.9841 (0.9519) loss_fgl_aux_4: 0.9843 (0.9519) loss_fgl_dn_0: 1.0976 (1.0803) loss_fgl_dn_1: 0.9883 (0.9774) loss_fgl_dn_2: 0.9801 (0.9686) loss_fgl_dn_3: 0.9809 (0.9693) loss_fgl_dn_4: 0.9818 (0.9699) loss_fgl_dn_5: 0.9819 (0.9699) loss_giou: 0.4835 (0.5510) loss_giou_aux_0: 0.5152 (0.5764) loss_giou_aux_1: 0.4904 (0.5569) loss_giou_aux_2: 0.4835 (0.5522) loss_giou_aux_3: 0.4834 (0.5512) loss_giou_aux_4: 0.4836 (0.5510) loss_giou_dn_0: 0.5033 (0.5420) loss_giou_dn_1: 0.3895 (0.4296) loss_giou_dn_2: 0.3727 (0.4125) loss_giou_dn_3: 0.3690 (0.4075) loss_giou_dn_4: 0.3681 (0.4064) loss_giou_dn_5: 0.3681 (0.4064) loss_giou_dn_pre: 0.5012 (0.5415) loss_giou_enc_0: 0.6019 (0.6462) loss_giou_pre: 0.5142 (0.5750) loss_ddf_aux_0: 0.0489 (0.0513) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2459 (0.2462) loss_ddf_dn_1: 0.0352 (0.0334) loss_ddf_dn_2: 0.0078 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.5934 (0.6242) loss_vfl_aux_0: 0.6736 (0.6882) loss_vfl_aux_1: 0.6570 (0.6658) loss_vfl_aux_2: 0.6307 (0.6507) loss_vfl_aux_3: 0.6225 (0.6344) loss_vfl_aux_4: 0.6046 (0.6264) loss_vfl_dn_0: 0.4786 (0.4789) loss_vfl_dn_1: 0.4082 (0.4079) loss_vfl_dn_2: 0.3922 (0.3915) loss_vfl_dn_3: 0.3846 (0.3839) loss_vfl_dn_4: 0.3820 (0.3810) loss_vfl_dn_5: 0.3807 (0.3807) loss_vfl_dn_pre: 0.4791 (0.4794) loss_vfl_enc_0: 0.6906 (0.6972) loss_vfl_pre: 0.6792 (0.6903) time: 0.7705 data: 0.0272 max mem: 9142 Epoch: [67] [ 700/3696] eta: 0:38:13 lr: 0.000013 loss: 30.0710 (30.4527) loss_bbox: 0.1669 (0.1622) loss_bbox_aux_0: 0.1815 (0.1742) loss_bbox_aux_1: 0.1715 (0.1649) loss_bbox_aux_2: 0.1694 (0.1628) loss_bbox_aux_3: 0.1677 (0.1623) loss_bbox_aux_4: 0.1671 (0.1622) loss_bbox_dn_0: 0.2265 (0.2200) loss_bbox_dn_1: 0.1598 (0.1601) loss_bbox_dn_2: 0.1493 (0.1498) loss_bbox_dn_3: 0.1476 (0.1464) loss_bbox_dn_4: 0.1475 (0.1457) loss_bbox_dn_5: 0.1477 (0.1457) loss_bbox_dn_pre: 0.2306 (0.2262) loss_bbox_enc_0: 0.2199 (0.2053) loss_bbox_pre: 0.1835 (0.1746) loss_dfl: 0.9300 (0.9507) loss_fgl_aux_0: 0.9752 (0.9812) loss_fgl_aux_1: 0.9321 (0.9530) loss_fgl_aux_2: 0.9304 (0.9508) loss_fgl_aux_3: 0.9300 (0.9507) loss_fgl_aux_4: 0.9298 (0.9507) loss_fgl_dn_0: 1.0691 (1.0801) loss_fgl_dn_1: 0.9601 (0.9766) loss_fgl_dn_2: 0.9504 (0.9677) loss_fgl_dn_3: 0.9513 (0.9684) loss_fgl_dn_4: 0.9518 (0.9689) loss_fgl_dn_5: 0.9518 (0.9689) loss_giou: 0.5085 (0.5501) loss_giou_aux_0: 0.5316 (0.5756) loss_giou_aux_1: 0.5142 (0.5560) loss_giou_aux_2: 0.5096 (0.5513) loss_giou_aux_3: 0.5083 (0.5502) loss_giou_aux_4: 0.5088 (0.5501) loss_giou_dn_0: 0.5165 (0.5412) loss_giou_dn_1: 0.4044 (0.4287) loss_giou_dn_2: 0.3874 (0.4116) loss_giou_dn_3: 0.3794 (0.4066) loss_giou_dn_4: 0.3776 (0.4055) loss_giou_dn_5: 0.3775 (0.4055) loss_giou_dn_pre: 0.5161 (0.5406) loss_giou_enc_0: 0.6244 (0.6452) loss_giou_pre: 0.5334 (0.5742) loss_ddf_aux_0: 0.0541 (0.0516) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2533 (0.2479) loss_ddf_dn_1: 0.0355 (0.0338) loss_ddf_dn_2: 0.0082 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.5919 (0.6243) loss_vfl_aux_0: 0.6711 (0.6883) loss_vfl_aux_1: 0.6437 (0.6662) loss_vfl_aux_2: 0.6270 (0.6509) loss_vfl_aux_3: 0.6066 (0.6343) loss_vfl_aux_4: 0.5934 (0.6262) loss_vfl_dn_0: 0.4764 (0.4789) loss_vfl_dn_1: 0.4044 (0.4078) loss_vfl_dn_2: 0.3847 (0.3912) loss_vfl_dn_3: 0.3773 (0.3835) loss_vfl_dn_4: 0.3761 (0.3807) loss_vfl_dn_5: 0.3757 (0.3803) loss_vfl_dn_pre: 0.4773 (0.4794) loss_vfl_enc_0: 0.6874 (0.6971) loss_vfl_pre: 0.6766 (0.6903) time: 0.7690 data: 0.0294 max mem: 9142 Epoch: [67] [ 800/3696] eta: 0:36:49 lr: 0.000013 loss: 30.4308 (30.4722) loss_bbox: 0.1552 (0.1624) loss_bbox_aux_0: 0.1673 (0.1744) loss_bbox_aux_1: 0.1557 (0.1651) loss_bbox_aux_2: 0.1558 (0.1630) loss_bbox_aux_3: 0.1558 (0.1625) loss_bbox_aux_4: 0.1552 (0.1624) loss_bbox_dn_0: 0.2100 (0.2202) loss_bbox_dn_1: 0.1572 (0.1603) loss_bbox_dn_2: 0.1494 (0.1501) loss_bbox_dn_3: 0.1392 (0.1467) loss_bbox_dn_4: 0.1395 (0.1460) loss_bbox_dn_5: 0.1397 (0.1460) loss_bbox_dn_pre: 0.2136 (0.2264) loss_bbox_enc_0: 0.1905 (0.2054) loss_bbox_pre: 0.1664 (0.1747) loss_dfl: 0.9687 (0.9514) loss_fgl_aux_0: 0.9981 (0.9818) loss_fgl_aux_1: 0.9720 (0.9537) loss_fgl_aux_2: 0.9690 (0.9515) loss_fgl_aux_3: 0.9688 (0.9514) loss_fgl_aux_4: 0.9688 (0.9514) loss_fgl_dn_0: 1.0880 (1.0804) loss_fgl_dn_1: 0.9906 (0.9772) loss_fgl_dn_2: 0.9849 (0.9682) loss_fgl_dn_3: 0.9868 (0.9690) loss_fgl_dn_4: 0.9874 (0.9695) loss_fgl_dn_5: 0.9875 (0.9695) loss_giou: 0.5384 (0.5503) loss_giou_aux_0: 0.5553 (0.5759) loss_giou_aux_1: 0.5356 (0.5561) loss_giou_aux_2: 0.5395 (0.5515) loss_giou_aux_3: 0.5397 (0.5504) loss_giou_aux_4: 0.5389 (0.5503) loss_giou_dn_0: 0.5344 (0.5413) loss_giou_dn_1: 0.4180 (0.4289) loss_giou_dn_2: 0.4025 (0.4119) loss_giou_dn_3: 0.3975 (0.4068) loss_giou_dn_4: 0.3968 (0.4057) loss_giou_dn_5: 0.3966 (0.4057) loss_giou_dn_pre: 0.5318 (0.5407) loss_giou_enc_0: 0.6306 (0.6456) loss_giou_pre: 0.5568 (0.5746) loss_ddf_aux_0: 0.0515 (0.0516) loss_ddf_aux_1: 0.0078 (0.0075) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2503 (0.2481) loss_ddf_dn_1: 0.0330 (0.0339) loss_ddf_dn_2: 0.0071 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6214 (0.6243) loss_vfl_aux_0: 0.6826 (0.6886) loss_vfl_aux_1: 0.6755 (0.6668) loss_vfl_aux_2: 0.6471 (0.6512) loss_vfl_aux_3: 0.6298 (0.6343) loss_vfl_aux_4: 0.6182 (0.6262) loss_vfl_dn_0: 0.4828 (0.4792) loss_vfl_dn_1: 0.4121 (0.4082) loss_vfl_dn_2: 0.3973 (0.3917) loss_vfl_dn_3: 0.3887 (0.3840) loss_vfl_dn_4: 0.3832 (0.3812) loss_vfl_dn_5: 0.3828 (0.3808) loss_vfl_dn_pre: 0.4837 (0.4797) loss_vfl_enc_0: 0.6935 (0.6972) loss_vfl_pre: 0.6895 (0.6907) time: 0.7601 data: 0.0230 max mem: 9142 Epoch: [67] [ 900/3696] eta: 0:35:40 lr: 0.000013 loss: 30.5179 (30.4838) loss_bbox: 0.1727 (0.1626) loss_bbox_aux_0: 0.1793 (0.1746) loss_bbox_aux_1: 0.1755 (0.1653) loss_bbox_aux_2: 0.1731 (0.1631) loss_bbox_aux_3: 0.1725 (0.1626) loss_bbox_aux_4: 0.1727 (0.1626) loss_bbox_dn_0: 0.2065 (0.2202) loss_bbox_dn_1: 0.1515 (0.1604) loss_bbox_dn_2: 0.1431 (0.1503) loss_bbox_dn_3: 0.1422 (0.1469) loss_bbox_dn_4: 0.1411 (0.1462) loss_bbox_dn_5: 0.1411 (0.1462) loss_bbox_dn_pre: 0.2125 (0.2263) loss_bbox_enc_0: 0.2061 (0.2054) loss_bbox_pre: 0.1799 (0.1748) loss_dfl: 0.9586 (0.9521) loss_fgl_aux_0: 0.9944 (0.9827) loss_fgl_aux_1: 0.9641 (0.9544) loss_fgl_aux_2: 0.9585 (0.9523) loss_fgl_aux_3: 0.9578 (0.9521) loss_fgl_aux_4: 0.9585 (0.9521) loss_fgl_dn_0: 1.0777 (1.0808) loss_fgl_dn_1: 0.9807 (0.9775) loss_fgl_dn_2: 0.9727 (0.9685) loss_fgl_dn_3: 0.9732 (0.9692) loss_fgl_dn_4: 0.9736 (0.9697) loss_fgl_dn_5: 0.9736 (0.9697) loss_giou: 0.5361 (0.5494) loss_giou_aux_0: 0.5580 (0.5750) loss_giou_aux_1: 0.5465 (0.5552) loss_giou_aux_2: 0.5390 (0.5505) loss_giou_aux_3: 0.5362 (0.5495) loss_giou_aux_4: 0.5361 (0.5494) loss_giou_dn_0: 0.5361 (0.5409) loss_giou_dn_1: 0.4327 (0.4287) loss_giou_dn_2: 0.4182 (0.4117) loss_giou_dn_3: 0.4123 (0.4067) loss_giou_dn_4: 0.4113 (0.4056) loss_giou_dn_5: 0.4114 (0.4056) loss_giou_dn_pre: 0.5336 (0.5403) loss_giou_enc_0: 0.6366 (0.6445) loss_giou_pre: 0.5592 (0.5736) loss_ddf_aux_0: 0.0499 (0.0517) loss_ddf_aux_1: 0.0072 (0.0075) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2483 (0.2479) loss_ddf_dn_1: 0.0332 (0.0337) loss_ddf_dn_2: 0.0074 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6086 (0.6256) loss_vfl_aux_0: 0.6801 (0.6904) loss_vfl_aux_1: 0.6651 (0.6686) loss_vfl_aux_2: 0.6357 (0.6526) loss_vfl_aux_3: 0.6359 (0.6358) loss_vfl_aux_4: 0.6179 (0.6275) loss_vfl_dn_0: 0.4818 (0.4795) loss_vfl_dn_1: 0.4053 (0.4083) loss_vfl_dn_2: 0.3897 (0.3919) loss_vfl_dn_3: 0.3810 (0.3841) loss_vfl_dn_4: 0.3792 (0.3813) loss_vfl_dn_5: 0.3794 (0.3809) loss_vfl_dn_pre: 0.4828 (0.4800) loss_vfl_enc_0: 0.6843 (0.6984) loss_vfl_pre: 0.6816 (0.6926) time: 0.7594 data: 0.0312 max mem: 9142 Epoch: [67] [1000/3696] eta: 0:34:17 lr: 0.000013 loss: 30.5786 (30.4876) loss_bbox: 0.1507 (0.1624) loss_bbox_aux_0: 0.1652 (0.1744) loss_bbox_aux_1: 0.1532 (0.1652) loss_bbox_aux_2: 0.1510 (0.1629) loss_bbox_aux_3: 0.1512 (0.1625) loss_bbox_aux_4: 0.1508 (0.1624) loss_bbox_dn_0: 0.2309 (0.2203) loss_bbox_dn_1: 0.1578 (0.1605) loss_bbox_dn_2: 0.1524 (0.1504) loss_bbox_dn_3: 0.1483 (0.1471) loss_bbox_dn_4: 0.1487 (0.1464) loss_bbox_dn_5: 0.1487 (0.1464) loss_bbox_dn_pre: 0.2348 (0.2264) loss_bbox_enc_0: 0.1937 (0.2052) loss_bbox_pre: 0.1650 (0.1747) loss_dfl: 0.9466 (0.9524) loss_fgl_aux_0: 0.9763 (0.9828) loss_fgl_aux_1: 0.9493 (0.9547) loss_fgl_aux_2: 0.9470 (0.9525) loss_fgl_aux_3: 0.9467 (0.9524) loss_fgl_aux_4: 0.9465 (0.9524) loss_fgl_dn_0: 1.0778 (1.0806) loss_fgl_dn_1: 0.9769 (0.9776) loss_fgl_dn_2: 0.9686 (0.9686) loss_fgl_dn_3: 0.9716 (0.9693) loss_fgl_dn_4: 0.9719 (0.9698) loss_fgl_dn_5: 0.9718 (0.9698) loss_giou: 0.5508 (0.5494) loss_giou_aux_0: 0.5684 (0.5751) loss_giou_aux_1: 0.5552 (0.5553) loss_giou_aux_2: 0.5495 (0.5506) loss_giou_aux_3: 0.5502 (0.5496) loss_giou_aux_4: 0.5513 (0.5494) loss_giou_dn_0: 0.5589 (0.5411) loss_giou_dn_1: 0.4324 (0.4287) loss_giou_dn_2: 0.4175 (0.4118) loss_giou_dn_3: 0.4106 (0.4067) loss_giou_dn_4: 0.4093 (0.4056) loss_giou_dn_5: 0.4094 (0.4056) loss_giou_dn_pre: 0.5569 (0.5405) loss_giou_enc_0: 0.6471 (0.6446) loss_giou_pre: 0.5674 (0.5738) loss_ddf_aux_0: 0.0539 (0.0519) loss_ddf_aux_1: 0.0078 (0.0075) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2440 (0.2478) loss_ddf_dn_1: 0.0343 (0.0337) loss_ddf_dn_2: 0.0080 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6334 (0.6256) loss_vfl_aux_0: 0.6789 (0.6903) loss_vfl_aux_1: 0.6634 (0.6684) loss_vfl_aux_2: 0.6636 (0.6525) loss_vfl_aux_3: 0.6379 (0.6359) loss_vfl_aux_4: 0.6397 (0.6277) loss_vfl_dn_0: 0.4755 (0.4795) loss_vfl_dn_1: 0.4077 (0.4086) loss_vfl_dn_2: 0.3898 (0.3921) loss_vfl_dn_3: 0.3854 (0.3844) loss_vfl_dn_4: 0.3836 (0.3816) loss_vfl_dn_5: 0.3843 (0.3812) loss_vfl_dn_pre: 0.4757 (0.4800) loss_vfl_enc_0: 0.6976 (0.6983) loss_vfl_pre: 0.6813 (0.6925) time: 0.7596 data: 0.0372 max mem: 9142 Epoch: [67] [1100/3696] eta: 0:33:08 lr: 0.000013 loss: 30.4342 (30.4913) loss_bbox: 0.1649 (0.1630) loss_bbox_aux_0: 0.1711 (0.1750) loss_bbox_aux_1: 0.1656 (0.1657) loss_bbox_aux_2: 0.1645 (0.1635) loss_bbox_aux_3: 0.1649 (0.1631) loss_bbox_aux_4: 0.1650 (0.1630) loss_bbox_dn_0: 0.2499 (0.2214) loss_bbox_dn_1: 0.1719 (0.1612) loss_bbox_dn_2: 0.1597 (0.1511) loss_bbox_dn_3: 0.1554 (0.1478) loss_bbox_dn_4: 0.1530 (0.1471) loss_bbox_dn_5: 0.1530 (0.1471) loss_bbox_dn_pre: 0.2580 (0.2276) loss_bbox_enc_0: 0.2064 (0.2058) loss_bbox_pre: 0.1702 (0.1753) loss_dfl: 0.9580 (0.9526) loss_fgl_aux_0: 0.9972 (0.9831) loss_fgl_aux_1: 0.9612 (0.9549) loss_fgl_aux_2: 0.9582 (0.9527) loss_fgl_aux_3: 0.9582 (0.9526) loss_fgl_aux_4: 0.9578 (0.9526) loss_fgl_dn_0: 1.0721 (1.0804) loss_fgl_dn_1: 0.9676 (0.9773) loss_fgl_dn_2: 0.9582 (0.9684) loss_fgl_dn_3: 0.9589 (0.9691) loss_fgl_dn_4: 0.9596 (0.9696) loss_fgl_dn_5: 0.9596 (0.9696) loss_giou: 0.5015 (0.5484) loss_giou_aux_0: 0.5362 (0.5739) loss_giou_aux_1: 0.5079 (0.5542) loss_giou_aux_2: 0.5010 (0.5495) loss_giou_aux_3: 0.5011 (0.5485) loss_giou_aux_4: 0.5015 (0.5484) loss_giou_dn_0: 0.5094 (0.5404) loss_giou_dn_1: 0.3900 (0.4281) loss_giou_dn_2: 0.3765 (0.4112) loss_giou_dn_3: 0.3716 (0.4062) loss_giou_dn_4: 0.3699 (0.4051) loss_giou_dn_5: 0.3699 (0.4051) loss_giou_dn_pre: 0.5066 (0.5398) loss_giou_enc_0: 0.5915 (0.6433) loss_giou_pre: 0.5324 (0.5725) loss_ddf_aux_0: 0.0499 (0.0519) loss_ddf_aux_1: 0.0073 (0.0075) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2460 (0.2477) loss_ddf_dn_1: 0.0372 (0.0337) loss_ddf_dn_2: 0.0088 (0.0075) loss_ddf_dn_3: 0.0010 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6356 (0.6263) loss_vfl_aux_0: 0.7131 (0.6916) loss_vfl_aux_1: 0.6855 (0.6691) loss_vfl_aux_2: 0.6678 (0.6532) loss_vfl_aux_3: 0.6379 (0.6368) loss_vfl_aux_4: 0.6341 (0.6285) loss_vfl_dn_0: 0.4781 (0.4795) loss_vfl_dn_1: 0.4007 (0.4084) loss_vfl_dn_2: 0.3864 (0.3919) loss_vfl_dn_3: 0.3789 (0.3842) loss_vfl_dn_4: 0.3757 (0.3814) loss_vfl_dn_5: 0.3745 (0.3809) loss_vfl_dn_pre: 0.4794 (0.4801) loss_vfl_enc_0: 0.7127 (0.6995) loss_vfl_pre: 0.7175 (0.6937) time: 0.9165 data: 0.0212 max mem: 9142 Epoch: [67] [1200/3696] eta: 0:31:56 lr: 0.000013 loss: 30.3263 (30.4993) loss_bbox: 0.1636 (0.1629) loss_bbox_aux_0: 0.1700 (0.1749) loss_bbox_aux_1: 0.1639 (0.1657) loss_bbox_aux_2: 0.1641 (0.1635) loss_bbox_aux_3: 0.1637 (0.1630) loss_bbox_aux_4: 0.1636 (0.1629) loss_bbox_dn_0: 0.2169 (0.2215) loss_bbox_dn_1: 0.1633 (0.1613) loss_bbox_dn_2: 0.1531 (0.1512) loss_bbox_dn_3: 0.1528 (0.1479) loss_bbox_dn_4: 0.1534 (0.1472) loss_bbox_dn_5: 0.1533 (0.1472) loss_bbox_dn_pre: 0.2227 (0.2277) loss_bbox_enc_0: 0.2069 (0.2058) loss_bbox_pre: 0.1720 (0.1752) loss_dfl: 0.9461 (0.9526) loss_fgl_aux_0: 0.9797 (0.9831) loss_fgl_aux_1: 0.9494 (0.9549) loss_fgl_aux_2: 0.9466 (0.9527) loss_fgl_aux_3: 0.9458 (0.9527) loss_fgl_aux_4: 0.9463 (0.9526) loss_fgl_dn_0: 1.0785 (1.0801) loss_fgl_dn_1: 0.9700 (0.9773) loss_fgl_dn_2: 0.9573 (0.9683) loss_fgl_dn_3: 0.9574 (0.9691) loss_fgl_dn_4: 0.9575 (0.9696) loss_fgl_dn_5: 0.9575 (0.9696) loss_giou: 0.5365 (0.5485) loss_giou_aux_0: 0.5664 (0.5741) loss_giou_aux_1: 0.5473 (0.5544) loss_giou_aux_2: 0.5393 (0.5497) loss_giou_aux_3: 0.5365 (0.5487) loss_giou_aux_4: 0.5366 (0.5485) loss_giou_dn_0: 0.5427 (0.5409) loss_giou_dn_1: 0.4270 (0.4287) loss_giou_dn_2: 0.4146 (0.4118) loss_giou_dn_3: 0.4090 (0.4068) loss_giou_dn_4: 0.4086 (0.4057) loss_giou_dn_5: 0.4085 (0.4057) loss_giou_dn_pre: 0.5411 (0.5403) loss_giou_enc_0: 0.6501 (0.6434) loss_giou_pre: 0.5646 (0.5727) loss_ddf_aux_0: 0.0497 (0.0520) loss_ddf_aux_1: 0.0070 (0.0075) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2353 (0.2476) loss_ddf_dn_1: 0.0319 (0.0337) loss_ddf_dn_2: 0.0082 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6161 (0.6266) loss_vfl_aux_0: 0.6959 (0.6916) loss_vfl_aux_1: 0.6537 (0.6692) loss_vfl_aux_2: 0.6665 (0.6534) loss_vfl_aux_3: 0.6229 (0.6371) loss_vfl_aux_4: 0.6088 (0.6288) loss_vfl_dn_0: 0.4810 (0.4796) loss_vfl_dn_1: 0.4092 (0.4085) loss_vfl_dn_2: 0.3904 (0.3921) loss_vfl_dn_3: 0.3822 (0.3843) loss_vfl_dn_4: 0.3772 (0.3815) loss_vfl_dn_5: 0.3766 (0.3810) loss_vfl_dn_pre: 0.4824 (0.4801) loss_vfl_enc_0: 0.6973 (0.6998) loss_vfl_pre: 0.6956 (0.6936) time: 0.7335 data: 0.0243 max mem: 9142 Epoch: [67] [1300/3696] eta: 0:30:37 lr: 0.000013 loss: 29.8587 (30.4977) loss_bbox: 0.1516 (0.1629) loss_bbox_aux_0: 0.1633 (0.1748) loss_bbox_aux_1: 0.1559 (0.1656) loss_bbox_aux_2: 0.1529 (0.1635) loss_bbox_aux_3: 0.1516 (0.1630) loss_bbox_aux_4: 0.1516 (0.1629) loss_bbox_dn_0: 0.2240 (0.2216) loss_bbox_dn_1: 0.1533 (0.1614) loss_bbox_dn_2: 0.1417 (0.1513) loss_bbox_dn_3: 0.1382 (0.1480) loss_bbox_dn_4: 0.1369 (0.1474) loss_bbox_dn_5: 0.1368 (0.1474) loss_bbox_dn_pre: 0.2284 (0.2278) loss_bbox_enc_0: 0.1951 (0.2058) loss_bbox_pre: 0.1669 (0.1751) loss_dfl: 0.9645 (0.9531) loss_fgl_aux_0: 0.9959 (0.9835) loss_fgl_aux_1: 0.9671 (0.9555) loss_fgl_aux_2: 0.9643 (0.9533) loss_fgl_aux_3: 0.9643 (0.9532) loss_fgl_aux_4: 0.9644 (0.9531) loss_fgl_dn_0: 1.0907 (1.0804) loss_fgl_dn_1: 0.9828 (0.9774) loss_fgl_dn_2: 0.9715 (0.9685) loss_fgl_dn_3: 0.9716 (0.9692) loss_fgl_dn_4: 0.9715 (0.9697) loss_fgl_dn_5: 0.9714 (0.9697) loss_giou: 0.4857 (0.5476) loss_giou_aux_0: 0.5175 (0.5730) loss_giou_aux_1: 0.4946 (0.5534) loss_giou_aux_2: 0.4884 (0.5487) loss_giou_aux_3: 0.4861 (0.5477) loss_giou_aux_4: 0.4857 (0.5476) loss_giou_dn_0: 0.5205 (0.5407) loss_giou_dn_1: 0.4121 (0.4284) loss_giou_dn_2: 0.3934 (0.4115) loss_giou_dn_3: 0.3881 (0.4065) loss_giou_dn_4: 0.3864 (0.4054) loss_giou_dn_5: 0.3863 (0.4054) loss_giou_dn_pre: 0.5220 (0.5401) loss_giou_enc_0: 0.5983 (0.6423) loss_giou_pre: 0.5180 (0.5717) loss_ddf_aux_0: 0.0477 (0.0519) loss_ddf_aux_1: 0.0068 (0.0075) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2500 (0.2476) loss_ddf_dn_1: 0.0315 (0.0336) loss_ddf_dn_2: 0.0065 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6298 (0.6270) loss_vfl_aux_0: 0.7034 (0.6925) loss_vfl_aux_1: 0.6835 (0.6697) loss_vfl_aux_2: 0.6498 (0.6539) loss_vfl_aux_3: 0.6354 (0.6375) loss_vfl_aux_4: 0.6328 (0.6293) loss_vfl_dn_0: 0.4799 (0.4796) loss_vfl_dn_1: 0.4046 (0.4084) loss_vfl_dn_2: 0.3872 (0.3919) loss_vfl_dn_3: 0.3799 (0.3841) loss_vfl_dn_4: 0.3761 (0.3813) loss_vfl_dn_5: 0.3746 (0.3809) loss_vfl_dn_pre: 0.4811 (0.4801) loss_vfl_enc_0: 0.7017 (0.7006) loss_vfl_pre: 0.7031 (0.6944) time: 0.7494 data: 0.0293 max mem: 9142 Epoch: [67] [1400/3696] eta: 0:29:19 lr: 0.000013 loss: 30.3258 (30.4940) loss_bbox: 0.1603 (0.1629) loss_bbox_aux_0: 0.1582 (0.1749) loss_bbox_aux_1: 0.1585 (0.1657) loss_bbox_aux_2: 0.1607 (0.1635) loss_bbox_aux_3: 0.1604 (0.1630) loss_bbox_aux_4: 0.1603 (0.1629) loss_bbox_dn_0: 0.2227 (0.2215) loss_bbox_dn_1: 0.1540 (0.1612) loss_bbox_dn_2: 0.1438 (0.1511) loss_bbox_dn_3: 0.1377 (0.1478) loss_bbox_dn_4: 0.1362 (0.1471) loss_bbox_dn_5: 0.1362 (0.1471) loss_bbox_dn_pre: 0.2356 (0.2277) loss_bbox_enc_0: 0.2002 (0.2060) loss_bbox_pre: 0.1585 (0.1752) loss_dfl: 0.9256 (0.9528) loss_fgl_aux_0: 0.9730 (0.9832) loss_fgl_aux_1: 0.9287 (0.9551) loss_fgl_aux_2: 0.9250 (0.9529) loss_fgl_aux_3: 0.9257 (0.9528) loss_fgl_aux_4: 0.9255 (0.9528) loss_fgl_dn_0: 1.0713 (1.0801) loss_fgl_dn_1: 0.9721 (0.9771) loss_fgl_dn_2: 0.9615 (0.9681) loss_fgl_dn_3: 0.9627 (0.9688) loss_fgl_dn_4: 0.9640 (0.9693) loss_fgl_dn_5: 0.9639 (0.9693) loss_giou: 0.5086 (0.5477) loss_giou_aux_0: 0.5303 (0.5731) loss_giou_aux_1: 0.5092 (0.5535) loss_giou_aux_2: 0.5071 (0.5489) loss_giou_aux_3: 0.5071 (0.5479) loss_giou_aux_4: 0.5085 (0.5477) loss_giou_dn_0: 0.5336 (0.5406) loss_giou_dn_1: 0.4185 (0.4282) loss_giou_dn_2: 0.3997 (0.4113) loss_giou_dn_3: 0.3919 (0.4063) loss_giou_dn_4: 0.3913 (0.4052) loss_giou_dn_5: 0.3913 (0.4052) loss_giou_dn_pre: 0.5335 (0.5400) loss_giou_enc_0: 0.5911 (0.6426) loss_giou_pre: 0.5283 (0.5718) loss_ddf_aux_0: 0.0490 (0.0518) loss_ddf_aux_1: 0.0067 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2500 (0.2478) loss_ddf_dn_1: 0.0324 (0.0336) loss_ddf_dn_2: 0.0071 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6100 (0.6270) loss_vfl_aux_0: 0.6724 (0.6931) loss_vfl_aux_1: 0.6566 (0.6702) loss_vfl_aux_2: 0.6456 (0.6542) loss_vfl_aux_3: 0.6223 (0.6376) loss_vfl_aux_4: 0.6163 (0.6294) loss_vfl_dn_0: 0.4747 (0.4796) loss_vfl_dn_1: 0.3983 (0.4082) loss_vfl_dn_2: 0.3870 (0.3917) loss_vfl_dn_3: 0.3795 (0.3839) loss_vfl_dn_4: 0.3781 (0.3811) loss_vfl_dn_5: 0.3781 (0.3807) loss_vfl_dn_pre: 0.4750 (0.4801) loss_vfl_enc_0: 0.6717 (0.7010) loss_vfl_pre: 0.6730 (0.6951) time: 0.7311 data: 0.0268 max mem: 9142 Epoch: [67] [1500/3696] eta: 0:28:02 lr: 0.000013 loss: 30.7321 (30.4778) loss_bbox: 0.1615 (0.1628) loss_bbox_aux_0: 0.1761 (0.1746) loss_bbox_aux_1: 0.1624 (0.1655) loss_bbox_aux_2: 0.1614 (0.1633) loss_bbox_aux_3: 0.1612 (0.1629) loss_bbox_aux_4: 0.1615 (0.1628) loss_bbox_dn_0: 0.2064 (0.2214) loss_bbox_dn_1: 0.1541 (0.1611) loss_bbox_dn_2: 0.1434 (0.1510) loss_bbox_dn_3: 0.1400 (0.1477) loss_bbox_dn_4: 0.1391 (0.1470) loss_bbox_dn_5: 0.1391 (0.1470) loss_bbox_dn_pre: 0.2105 (0.2276) loss_bbox_enc_0: 0.2070 (0.2057) loss_bbox_pre: 0.1754 (0.1750) loss_dfl: 0.9614 (0.9533) loss_fgl_aux_0: 0.9883 (0.9836) loss_fgl_aux_1: 0.9659 (0.9556) loss_fgl_aux_2: 0.9617 (0.9534) loss_fgl_aux_3: 0.9621 (0.9533) loss_fgl_aux_4: 0.9615 (0.9533) loss_fgl_dn_0: 1.0753 (1.0803) loss_fgl_dn_1: 0.9748 (0.9771) loss_fgl_dn_2: 0.9687 (0.9681) loss_fgl_dn_3: 0.9708 (0.9688) loss_fgl_dn_4: 0.9715 (0.9693) loss_fgl_dn_5: 0.9716 (0.9693) loss_giou: 0.5643 (0.5465) loss_giou_aux_0: 0.5885 (0.5718) loss_giou_aux_1: 0.5712 (0.5523) loss_giou_aux_2: 0.5650 (0.5477) loss_giou_aux_3: 0.5649 (0.5466) loss_giou_aux_4: 0.5642 (0.5465) loss_giou_dn_0: 0.5431 (0.5399) loss_giou_dn_1: 0.4346 (0.4276) loss_giou_dn_2: 0.4166 (0.4107) loss_giou_dn_3: 0.4147 (0.4057) loss_giou_dn_4: 0.4137 (0.4045) loss_giou_dn_5: 0.4137 (0.4046) loss_giou_dn_pre: 0.5459 (0.5394) loss_giou_enc_0: 0.6628 (0.6414) loss_giou_pre: 0.5865 (0.5705) loss_ddf_aux_0: 0.0466 (0.0515) loss_ddf_aux_1: 0.0064 (0.0074) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2367 (0.2481) loss_ddf_dn_1: 0.0331 (0.0336) loss_ddf_dn_2: 0.0078 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.6260 (0.6267) loss_vfl_aux_0: 0.7141 (0.6931) loss_vfl_aux_1: 0.6671 (0.6700) loss_vfl_aux_2: 0.6634 (0.6540) loss_vfl_aux_3: 0.6374 (0.6372) loss_vfl_aux_4: 0.6276 (0.6290) loss_vfl_dn_0: 0.4799 (0.4795) loss_vfl_dn_1: 0.4101 (0.4081) loss_vfl_dn_2: 0.3927 (0.3916) loss_vfl_dn_3: 0.3859 (0.3837) loss_vfl_dn_4: 0.3842 (0.3810) loss_vfl_dn_5: 0.3846 (0.3805) loss_vfl_dn_pre: 0.4807 (0.4800) loss_vfl_enc_0: 0.7125 (0.7008) loss_vfl_pre: 0.7177 (0.6950) time: 0.7683 data: 0.0288 max mem: 9142 Epoch: [67] [1600/3696] eta: 0:26:44 lr: 0.000013 loss: 30.3262 (30.4644) loss_bbox: 0.1677 (0.1629) loss_bbox_aux_0: 0.1707 (0.1748) loss_bbox_aux_1: 0.1667 (0.1656) loss_bbox_aux_2: 0.1670 (0.1634) loss_bbox_aux_3: 0.1675 (0.1630) loss_bbox_aux_4: 0.1677 (0.1629) loss_bbox_dn_0: 0.2211 (0.2221) loss_bbox_dn_1: 0.1590 (0.1616) loss_bbox_dn_2: 0.1440 (0.1514) loss_bbox_dn_3: 0.1409 (0.1481) loss_bbox_dn_4: 0.1395 (0.1474) loss_bbox_dn_5: 0.1394 (0.1474) loss_bbox_dn_pre: 0.2264 (0.2283) loss_bbox_enc_0: 0.2024 (0.2060) loss_bbox_pre: 0.1725 (0.1751) loss_dfl: 0.9607 (0.9534) loss_fgl_aux_0: 0.9979 (0.9840) loss_fgl_aux_1: 0.9630 (0.9558) loss_fgl_aux_2: 0.9604 (0.9536) loss_fgl_aux_3: 0.9608 (0.9535) loss_fgl_aux_4: 0.9607 (0.9534) loss_fgl_dn_0: 1.0826 (1.0801) loss_fgl_dn_1: 0.9726 (0.9768) loss_fgl_dn_2: 0.9644 (0.9677) loss_fgl_dn_3: 0.9640 (0.9684) loss_fgl_dn_4: 0.9644 (0.9689) loss_fgl_dn_5: 0.9644 (0.9689) loss_giou: 0.4875 (0.5445) loss_giou_aux_0: 0.5178 (0.5698) loss_giou_aux_1: 0.4893 (0.5503) loss_giou_aux_2: 0.4847 (0.5457) loss_giou_aux_3: 0.4870 (0.5447) loss_giou_aux_4: 0.4875 (0.5445) loss_giou_dn_0: 0.5158 (0.5388) loss_giou_dn_1: 0.4023 (0.4265) loss_giou_dn_2: 0.3825 (0.4095) loss_giou_dn_3: 0.3748 (0.4045) loss_giou_dn_4: 0.3733 (0.4034) loss_giou_dn_5: 0.3733 (0.4034) loss_giou_dn_pre: 0.5163 (0.5383) loss_giou_enc_0: 0.5855 (0.6395) loss_giou_pre: 0.5158 (0.5685) loss_ddf_aux_0: 0.0490 (0.0516) loss_ddf_aux_1: 0.0066 (0.0074) loss_ddf_aux_2: 0.0012 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2440 (0.2481) loss_ddf_dn_1: 0.0339 (0.0337) loss_ddf_dn_2: 0.0069 (0.0076) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.6364 (0.6271) loss_vfl_aux_0: 0.7133 (0.6942) loss_vfl_aux_1: 0.6829 (0.6707) loss_vfl_aux_2: 0.6700 (0.6544) loss_vfl_aux_3: 0.6573 (0.6379) loss_vfl_aux_4: 0.6421 (0.6295) loss_vfl_dn_0: 0.4782 (0.4796) loss_vfl_dn_1: 0.3993 (0.4081) loss_vfl_dn_2: 0.3852 (0.3915) loss_vfl_dn_3: 0.3768 (0.3836) loss_vfl_dn_4: 0.3732 (0.3808) loss_vfl_dn_5: 0.3717 (0.3804) loss_vfl_dn_pre: 0.4791 (0.4801) loss_vfl_enc_0: 0.7365 (0.7022) loss_vfl_pre: 0.7152 (0.6963) time: 0.7569 data: 0.0285 max mem: 9142 Epoch: [67] [1700/3696] eta: 0:25:26 lr: 0.000013 loss: 30.8059 (30.4625) loss_bbox: 0.1641 (0.1629) loss_bbox_aux_0: 0.1739 (0.1748) loss_bbox_aux_1: 0.1681 (0.1656) loss_bbox_aux_2: 0.1650 (0.1635) loss_bbox_aux_3: 0.1646 (0.1630) loss_bbox_aux_4: 0.1640 (0.1629) loss_bbox_dn_0: 0.2079 (0.2220) loss_bbox_dn_1: 0.1530 (0.1615) loss_bbox_dn_2: 0.1435 (0.1514) loss_bbox_dn_3: 0.1414 (0.1481) loss_bbox_dn_4: 0.1404 (0.1474) loss_bbox_dn_5: 0.1404 (0.1474) loss_bbox_dn_pre: 0.2099 (0.2282) loss_bbox_enc_0: 0.1932 (0.2061) loss_bbox_pre: 0.1752 (0.1751) loss_dfl: 0.9546 (0.9537) loss_fgl_aux_0: 0.9890 (0.9844) loss_fgl_aux_1: 0.9580 (0.9561) loss_fgl_aux_2: 0.9553 (0.9539) loss_fgl_aux_3: 0.9549 (0.9538) loss_fgl_aux_4: 0.9546 (0.9537) loss_fgl_dn_0: 1.0816 (1.0803) loss_fgl_dn_1: 0.9755 (0.9768) loss_fgl_dn_2: 0.9692 (0.9678) loss_fgl_dn_3: 0.9694 (0.9685) loss_fgl_dn_4: 0.9698 (0.9690) loss_fgl_dn_5: 0.9698 (0.9690) loss_giou: 0.5442 (0.5440) loss_giou_aux_0: 0.5860 (0.5693) loss_giou_aux_1: 0.5514 (0.5498) loss_giou_aux_2: 0.5471 (0.5452) loss_giou_aux_3: 0.5456 (0.5442) loss_giou_aux_4: 0.5443 (0.5440) loss_giou_dn_0: 0.5473 (0.5385) loss_giou_dn_1: 0.4292 (0.4262) loss_giou_dn_2: 0.4145 (0.4093) loss_giou_dn_3: 0.4088 (0.4042) loss_giou_dn_4: 0.4079 (0.4031) loss_giou_dn_5: 0.4079 (0.4031) loss_giou_dn_pre: 0.5455 (0.5380) loss_giou_enc_0: 0.6651 (0.6392) loss_giou_pre: 0.5820 (0.5679) loss_ddf_aux_0: 0.0507 (0.0515) loss_ddf_aux_1: 0.0075 (0.0074) loss_ddf_aux_2: 0.0019 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2331 (0.2481) loss_ddf_dn_1: 0.0336 (0.0338) loss_ddf_dn_2: 0.0076 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6307 (0.6272) loss_vfl_aux_0: 0.7095 (0.6944) loss_vfl_aux_1: 0.7002 (0.6712) loss_vfl_aux_2: 0.6562 (0.6547) loss_vfl_aux_3: 0.6519 (0.6381) loss_vfl_aux_4: 0.6371 (0.6295) loss_vfl_dn_0: 0.4794 (0.4797) loss_vfl_dn_1: 0.4088 (0.4080) loss_vfl_dn_2: 0.3957 (0.3915) loss_vfl_dn_3: 0.3850 (0.3836) loss_vfl_dn_4: 0.3824 (0.3808) loss_vfl_dn_5: 0.3820 (0.3804) loss_vfl_dn_pre: 0.4802 (0.4802) loss_vfl_enc_0: 0.7118 (0.7025) loss_vfl_pre: 0.7126 (0.6964) time: 0.7447 data: 0.0323 max mem: 9142 Epoch: [67] [1800/3696] eta: 0:24:09 lr: 0.000013 loss: 30.8326 (30.4675) loss_bbox: 0.1585 (0.1627) loss_bbox_aux_0: 0.1700 (0.1747) loss_bbox_aux_1: 0.1592 (0.1654) loss_bbox_aux_2: 0.1596 (0.1633) loss_bbox_aux_3: 0.1589 (0.1628) loss_bbox_aux_4: 0.1585 (0.1627) loss_bbox_dn_0: 0.2230 (0.2219) loss_bbox_dn_1: 0.1622 (0.1615) loss_bbox_dn_2: 0.1540 (0.1514) loss_bbox_dn_3: 0.1474 (0.1481) loss_bbox_dn_4: 0.1467 (0.1474) loss_bbox_dn_5: 0.1466 (0.1474) loss_bbox_dn_pre: 0.2269 (0.2281) loss_bbox_enc_0: 0.2027 (0.2060) loss_bbox_pre: 0.1707 (0.1750) loss_dfl: 0.9561 (0.9539) loss_fgl_aux_0: 0.9903 (0.9845) loss_fgl_aux_1: 0.9569 (0.9563) loss_fgl_aux_2: 0.9566 (0.9540) loss_fgl_aux_3: 0.9562 (0.9539) loss_fgl_aux_4: 0.9561 (0.9539) loss_fgl_dn_0: 1.0773 (1.0804) loss_fgl_dn_1: 0.9792 (0.9769) loss_fgl_dn_2: 0.9683 (0.9678) loss_fgl_dn_3: 0.9683 (0.9686) loss_fgl_dn_4: 0.9681 (0.9691) loss_fgl_dn_5: 0.9680 (0.9691) loss_giou: 0.5127 (0.5441) loss_giou_aux_0: 0.5323 (0.5695) loss_giou_aux_1: 0.5169 (0.5499) loss_giou_aux_2: 0.5135 (0.5453) loss_giou_aux_3: 0.5128 (0.5443) loss_giou_aux_4: 0.5126 (0.5441) loss_giou_dn_0: 0.5481 (0.5389) loss_giou_dn_1: 0.4274 (0.4264) loss_giou_dn_2: 0.4130 (0.4095) loss_giou_dn_3: 0.4046 (0.4044) loss_giou_dn_4: 0.4022 (0.4033) loss_giou_dn_5: 0.4022 (0.4033) loss_giou_dn_pre: 0.5481 (0.5384) loss_giou_enc_0: 0.6014 (0.6393) loss_giou_pre: 0.5297 (0.5681) loss_ddf_aux_0: 0.0485 (0.0515) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2528 (0.2485) loss_ddf_dn_1: 0.0341 (0.0339) loss_ddf_dn_2: 0.0080 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6155 (0.6274) loss_vfl_aux_0: 0.6696 (0.6947) loss_vfl_aux_1: 0.6443 (0.6715) loss_vfl_aux_2: 0.6307 (0.6549) loss_vfl_aux_3: 0.6213 (0.6382) loss_vfl_aux_4: 0.6197 (0.6297) loss_vfl_dn_0: 0.4779 (0.4797) loss_vfl_dn_1: 0.4079 (0.4081) loss_vfl_dn_2: 0.3943 (0.3915) loss_vfl_dn_3: 0.3843 (0.3837) loss_vfl_dn_4: 0.3810 (0.3808) loss_vfl_dn_5: 0.3811 (0.3804) loss_vfl_dn_pre: 0.4788 (0.4802) loss_vfl_enc_0: 0.6904 (0.7026) loss_vfl_pre: 0.6752 (0.6967) time: 0.7756 data: 0.0257 max mem: 9142 Epoch: [67] [1900/3696] eta: 0:22:51 lr: 0.000013 loss: 30.3815 (30.4661) loss_bbox: 0.1603 (0.1629) loss_bbox_aux_0: 0.1661 (0.1748) loss_bbox_aux_1: 0.1621 (0.1656) loss_bbox_aux_2: 0.1609 (0.1635) loss_bbox_aux_3: 0.1608 (0.1630) loss_bbox_aux_4: 0.1605 (0.1629) loss_bbox_dn_0: 0.2147 (0.2220) loss_bbox_dn_1: 0.1590 (0.1615) loss_bbox_dn_2: 0.1488 (0.1514) loss_bbox_dn_3: 0.1460 (0.1481) loss_bbox_dn_4: 0.1456 (0.1474) loss_bbox_dn_5: 0.1456 (0.1474) loss_bbox_dn_pre: 0.2219 (0.2282) loss_bbox_enc_0: 0.2054 (0.2060) loss_bbox_pre: 0.1674 (0.1751) loss_dfl: 0.9491 (0.9540) loss_fgl_aux_0: 0.9861 (0.9847) loss_fgl_aux_1: 0.9553 (0.9564) loss_fgl_aux_2: 0.9502 (0.9542) loss_fgl_aux_3: 0.9495 (0.9541) loss_fgl_aux_4: 0.9492 (0.9540) loss_fgl_dn_0: 1.0823 (1.0805) loss_fgl_dn_1: 0.9770 (0.9768) loss_fgl_dn_2: 0.9675 (0.9677) loss_fgl_dn_3: 0.9678 (0.9684) loss_fgl_dn_4: 0.9682 (0.9689) loss_fgl_dn_5: 0.9682 (0.9690) loss_giou: 0.5269 (0.5437) loss_giou_aux_0: 0.5483 (0.5690) loss_giou_aux_1: 0.5315 (0.5495) loss_giou_aux_2: 0.5274 (0.5449) loss_giou_aux_3: 0.5285 (0.5438) loss_giou_aux_4: 0.5269 (0.5437) loss_giou_dn_0: 0.5309 (0.5387) loss_giou_dn_1: 0.4144 (0.4261) loss_giou_dn_2: 0.3948 (0.4092) loss_giou_dn_3: 0.3910 (0.4041) loss_giou_dn_4: 0.3884 (0.4030) loss_giou_dn_5: 0.3884 (0.4030) loss_giou_dn_pre: 0.5315 (0.5382) loss_giou_enc_0: 0.6092 (0.6388) loss_giou_pre: 0.5484 (0.5676) loss_ddf_aux_0: 0.0508 (0.0514) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2407 (0.2488) loss_ddf_dn_1: 0.0338 (0.0339) loss_ddf_dn_2: 0.0081 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6390 (0.6277) loss_vfl_aux_0: 0.7120 (0.6949) loss_vfl_aux_1: 0.6945 (0.6717) loss_vfl_aux_2: 0.6638 (0.6552) loss_vfl_aux_3: 0.6556 (0.6386) loss_vfl_aux_4: 0.6439 (0.6299) loss_vfl_dn_0: 0.4831 (0.4797) loss_vfl_dn_1: 0.4023 (0.4080) loss_vfl_dn_2: 0.3871 (0.3914) loss_vfl_dn_3: 0.3816 (0.3836) loss_vfl_dn_4: 0.3787 (0.3808) loss_vfl_dn_5: 0.3789 (0.3804) loss_vfl_dn_pre: 0.4828 (0.4802) loss_vfl_enc_0: 0.7109 (0.7030) loss_vfl_pre: 0.7114 (0.6970) time: 0.7638 data: 0.0300 max mem: 9142 Epoch: [67] [2000/3696] eta: 0:21:34 lr: 0.000013 loss: 30.6753 (30.4662) loss_bbox: 0.1609 (0.1628) loss_bbox_aux_0: 0.1682 (0.1748) loss_bbox_aux_1: 0.1602 (0.1655) loss_bbox_aux_2: 0.1609 (0.1634) loss_bbox_aux_3: 0.1608 (0.1630) loss_bbox_aux_4: 0.1608 (0.1629) loss_bbox_dn_0: 0.2295 (0.2222) loss_bbox_dn_1: 0.1758 (0.1617) loss_bbox_dn_2: 0.1645 (0.1516) loss_bbox_dn_3: 0.1617 (0.1483) loss_bbox_dn_4: 0.1622 (0.1476) loss_bbox_dn_5: 0.1620 (0.1476) loss_bbox_dn_pre: 0.2366 (0.2283) loss_bbox_enc_0: 0.2048 (0.2061) loss_bbox_pre: 0.1690 (0.1751) loss_dfl: 0.9634 (0.9543) loss_fgl_aux_0: 0.9929 (0.9850) loss_fgl_aux_1: 0.9646 (0.9567) loss_fgl_aux_2: 0.9640 (0.9545) loss_fgl_aux_3: 0.9636 (0.9544) loss_fgl_aux_4: 0.9635 (0.9543) loss_fgl_dn_0: 1.0818 (1.0805) loss_fgl_dn_1: 0.9740 (0.9769) loss_fgl_dn_2: 0.9654 (0.9678) loss_fgl_dn_3: 0.9658 (0.9685) loss_fgl_dn_4: 0.9663 (0.9690) loss_fgl_dn_5: 0.9663 (0.9690) loss_giou: 0.5067 (0.5433) loss_giou_aux_0: 0.5311 (0.5685) loss_giou_aux_1: 0.5118 (0.5490) loss_giou_aux_2: 0.5114 (0.5444) loss_giou_aux_3: 0.5072 (0.5434) loss_giou_aux_4: 0.5067 (0.5433) loss_giou_dn_0: 0.5201 (0.5385) loss_giou_dn_1: 0.4075 (0.4260) loss_giou_dn_2: 0.3897 (0.4090) loss_giou_dn_3: 0.3867 (0.4040) loss_giou_dn_4: 0.3873 (0.4029) loss_giou_dn_5: 0.3874 (0.4029) loss_giou_dn_pre: 0.5250 (0.5380) loss_giou_enc_0: 0.6038 (0.6384) loss_giou_pre: 0.5306 (0.5671) loss_ddf_aux_0: 0.0511 (0.0514) loss_ddf_aux_1: 0.0067 (0.0073) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2491 (0.2486) loss_ddf_dn_1: 0.0329 (0.0339) loss_ddf_dn_2: 0.0066 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6373 (0.6280) loss_vfl_aux_0: 0.7180 (0.6952) loss_vfl_aux_1: 0.6824 (0.6719) loss_vfl_aux_2: 0.6693 (0.6554) loss_vfl_aux_3: 0.6577 (0.6389) loss_vfl_aux_4: 0.6453 (0.6303) loss_vfl_dn_0: 0.4767 (0.4797) loss_vfl_dn_1: 0.4089 (0.4079) loss_vfl_dn_2: 0.3939 (0.3913) loss_vfl_dn_3: 0.3855 (0.3835) loss_vfl_dn_4: 0.3817 (0.3807) loss_vfl_dn_5: 0.3820 (0.3803) loss_vfl_dn_pre: 0.4775 (0.4801) loss_vfl_enc_0: 0.7142 (0.7033) loss_vfl_pre: 0.7190 (0.6973) time: 0.7235 data: 0.0240 max mem: 9142 Epoch: [67] [2100/3696] eta: 0:20:16 lr: 0.000013 loss: 31.0218 (30.4713) loss_bbox: 0.1707 (0.1628) loss_bbox_aux_0: 0.1812 (0.1747) loss_bbox_aux_1: 0.1698 (0.1655) loss_bbox_aux_2: 0.1715 (0.1634) loss_bbox_aux_3: 0.1706 (0.1629) loss_bbox_aux_4: 0.1708 (0.1628) loss_bbox_dn_0: 0.2089 (0.2220) loss_bbox_dn_1: 0.1561 (0.1616) loss_bbox_dn_2: 0.1471 (0.1515) loss_bbox_dn_3: 0.1401 (0.1482) loss_bbox_dn_4: 0.1400 (0.1475) loss_bbox_dn_5: 0.1400 (0.1475) loss_bbox_dn_pre: 0.2161 (0.2282) loss_bbox_enc_0: 0.2164 (0.2060) loss_bbox_pre: 0.1822 (0.1750) loss_dfl: 0.9510 (0.9542) loss_fgl_aux_0: 0.9907 (0.9848) loss_fgl_aux_1: 0.9538 (0.9565) loss_fgl_aux_2: 0.9507 (0.9543) loss_fgl_aux_3: 0.9509 (0.9542) loss_fgl_aux_4: 0.9510 (0.9542) loss_fgl_dn_0: 1.0823 (1.0804) loss_fgl_dn_1: 0.9822 (0.9769) loss_fgl_dn_2: 0.9738 (0.9679) loss_fgl_dn_3: 0.9749 (0.9686) loss_fgl_dn_4: 0.9755 (0.9691) loss_fgl_dn_5: 0.9755 (0.9691) loss_giou: 0.5691 (0.5440) loss_giou_aux_0: 0.5932 (0.5692) loss_giou_aux_1: 0.5689 (0.5497) loss_giou_aux_2: 0.5721 (0.5451) loss_giou_aux_3: 0.5695 (0.5441) loss_giou_aux_4: 0.5691 (0.5440) loss_giou_dn_0: 0.5399 (0.5390) loss_giou_dn_1: 0.4403 (0.4264) loss_giou_dn_2: 0.4159 (0.4095) loss_giou_dn_3: 0.4124 (0.4044) loss_giou_dn_4: 0.4110 (0.4033) loss_giou_dn_5: 0.4111 (0.4033) loss_giou_dn_pre: 0.5394 (0.5385) loss_giou_enc_0: 0.6658 (0.6390) loss_giou_pre: 0.5884 (0.5678) loss_ddf_aux_0: 0.0522 (0.0514) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2465 (0.2484) loss_ddf_dn_1: 0.0355 (0.0339) loss_ddf_dn_2: 0.0089 (0.0077) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6108 (0.6278) loss_vfl_aux_0: 0.6776 (0.6948) loss_vfl_aux_1: 0.6536 (0.6715) loss_vfl_aux_2: 0.6301 (0.6550) loss_vfl_aux_3: 0.6240 (0.6387) loss_vfl_aux_4: 0.6104 (0.6301) loss_vfl_dn_0: 0.4774 (0.4797) loss_vfl_dn_1: 0.4127 (0.4081) loss_vfl_dn_2: 0.3994 (0.3915) loss_vfl_dn_3: 0.3921 (0.3837) loss_vfl_dn_4: 0.3898 (0.3809) loss_vfl_dn_5: 0.3892 (0.3804) loss_vfl_dn_pre: 0.4803 (0.4801) loss_vfl_enc_0: 0.6952 (0.7032) loss_vfl_pre: 0.6788 (0.6969) time: 0.7512 data: 0.0288 max mem: 9142 Epoch: [67] [2200/3696] eta: 0:19:04 lr: 0.000013 loss: 30.9539 (30.4672) loss_bbox: 0.1505 (0.1626) loss_bbox_aux_0: 0.1630 (0.1745) loss_bbox_aux_1: 0.1540 (0.1653) loss_bbox_aux_2: 0.1505 (0.1632) loss_bbox_aux_3: 0.1503 (0.1627) loss_bbox_aux_4: 0.1505 (0.1626) loss_bbox_dn_0: 0.2083 (0.2218) loss_bbox_dn_1: 0.1508 (0.1614) loss_bbox_dn_2: 0.1424 (0.1513) loss_bbox_dn_3: 0.1419 (0.1480) loss_bbox_dn_4: 0.1410 (0.1473) loss_bbox_dn_5: 0.1411 (0.1473) loss_bbox_dn_pre: 0.2114 (0.2279) loss_bbox_enc_0: 0.1886 (0.2058) loss_bbox_pre: 0.1629 (0.1748) loss_dfl: 0.9453 (0.9542) loss_fgl_aux_0: 0.9753 (0.9847) loss_fgl_aux_1: 0.9468 (0.9565) loss_fgl_aux_2: 0.9477 (0.9543) loss_fgl_aux_3: 0.9459 (0.9542) loss_fgl_aux_4: 0.9453 (0.9542) loss_fgl_dn_0: 1.0736 (1.0803) loss_fgl_dn_1: 0.9778 (0.9769) loss_fgl_dn_2: 0.9706 (0.9679) loss_fgl_dn_3: 0.9705 (0.9686) loss_fgl_dn_4: 0.9704 (0.9691) loss_fgl_dn_5: 0.9705 (0.9691) loss_giou: 0.5976 (0.5443) loss_giou_aux_0: 0.6258 (0.5694) loss_giou_aux_1: 0.6001 (0.5499) loss_giou_aux_2: 0.5988 (0.5454) loss_giou_aux_3: 0.5979 (0.5444) loss_giou_aux_4: 0.5976 (0.5443) loss_giou_dn_0: 0.5570 (0.5390) loss_giou_dn_1: 0.4364 (0.4264) loss_giou_dn_2: 0.4195 (0.4094) loss_giou_dn_3: 0.4157 (0.4044) loss_giou_dn_4: 0.4136 (0.4033) loss_giou_dn_5: 0.4135 (0.4033) loss_giou_dn_pre: 0.5559 (0.5385) loss_giou_enc_0: 0.6870 (0.6393) loss_giou_pre: 0.6260 (0.5680) loss_ddf_aux_0: 0.0475 (0.0513) loss_ddf_aux_1: 0.0065 (0.0073) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2427 (0.2483) loss_ddf_dn_1: 0.0318 (0.0339) loss_ddf_dn_2: 0.0066 (0.0077) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6281 (0.6276) loss_vfl_aux_0: 0.6783 (0.6946) loss_vfl_aux_1: 0.6574 (0.6713) loss_vfl_aux_2: 0.6365 (0.6547) loss_vfl_aux_3: 0.6331 (0.6386) loss_vfl_aux_4: 0.6246 (0.6299) loss_vfl_dn_0: 0.4775 (0.4795) loss_vfl_dn_1: 0.4111 (0.4080) loss_vfl_dn_2: 0.3925 (0.3914) loss_vfl_dn_3: 0.3881 (0.3835) loss_vfl_dn_4: 0.3876 (0.3808) loss_vfl_dn_5: 0.3856 (0.3803) loss_vfl_dn_pre: 0.4786 (0.4800) loss_vfl_enc_0: 0.6840 (0.7030) loss_vfl_pre: 0.6805 (0.6967) time: 0.7529 data: 0.0328 max mem: 9142 Epoch: [67] [2300/3696] eta: 0:17:47 lr: 0.000013 loss: 30.4750 (30.4744) loss_bbox: 0.1645 (0.1628) loss_bbox_aux_0: 0.1719 (0.1746) loss_bbox_aux_1: 0.1656 (0.1654) loss_bbox_aux_2: 0.1636 (0.1633) loss_bbox_aux_3: 0.1639 (0.1628) loss_bbox_aux_4: 0.1646 (0.1628) loss_bbox_dn_0: 0.2197 (0.2217) loss_bbox_dn_1: 0.1567 (0.1613) loss_bbox_dn_2: 0.1482 (0.1513) loss_bbox_dn_3: 0.1460 (0.1480) loss_bbox_dn_4: 0.1454 (0.1473) loss_bbox_dn_5: 0.1454 (0.1473) loss_bbox_dn_pre: 0.2256 (0.2278) loss_bbox_enc_0: 0.2047 (0.2059) loss_bbox_pre: 0.1729 (0.1749) loss_dfl: 0.9570 (0.9543) loss_fgl_aux_0: 0.9847 (0.9848) loss_fgl_aux_1: 0.9580 (0.9567) loss_fgl_aux_2: 0.9569 (0.9545) loss_fgl_aux_3: 0.9574 (0.9544) loss_fgl_aux_4: 0.9569 (0.9543) loss_fgl_dn_0: 1.0756 (1.0804) loss_fgl_dn_1: 0.9834 (0.9771) loss_fgl_dn_2: 0.9741 (0.9681) loss_fgl_dn_3: 0.9771 (0.9688) loss_fgl_dn_4: 0.9784 (0.9693) loss_fgl_dn_5: 0.9783 (0.9693) loss_giou: 0.5429 (0.5447) loss_giou_aux_0: 0.5796 (0.5697) loss_giou_aux_1: 0.5593 (0.5504) loss_giou_aux_2: 0.5484 (0.5458) loss_giou_aux_3: 0.5441 (0.5448) loss_giou_aux_4: 0.5430 (0.5447) loss_giou_dn_0: 0.5596 (0.5394) loss_giou_dn_1: 0.4447 (0.4268) loss_giou_dn_2: 0.4290 (0.4099) loss_giou_dn_3: 0.4225 (0.4048) loss_giou_dn_4: 0.4208 (0.4037) loss_giou_dn_5: 0.4208 (0.4037) loss_giou_dn_pre: 0.5556 (0.5389) loss_giou_enc_0: 0.6604 (0.6396) loss_giou_pre: 0.5791 (0.5684) loss_ddf_aux_0: 0.0458 (0.0511) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2334 (0.2480) loss_ddf_dn_1: 0.0332 (0.0339) loss_ddf_dn_2: 0.0080 (0.0077) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6474 (0.6277) loss_vfl_aux_0: 0.6792 (0.6944) loss_vfl_aux_1: 0.6777 (0.6713) loss_vfl_aux_2: 0.6600 (0.6548) loss_vfl_aux_3: 0.6487 (0.6386) loss_vfl_aux_4: 0.6421 (0.6299) loss_vfl_dn_0: 0.4744 (0.4795) loss_vfl_dn_1: 0.4059 (0.4079) loss_vfl_dn_2: 0.3932 (0.3914) loss_vfl_dn_3: 0.3845 (0.3836) loss_vfl_dn_4: 0.3842 (0.3808) loss_vfl_dn_5: 0.3835 (0.3804) loss_vfl_dn_pre: 0.4742 (0.4799) loss_vfl_enc_0: 0.7007 (0.7028) loss_vfl_pre: 0.6875 (0.6965) time: 0.7821 data: 0.0322 max mem: 9142 Epoch: [67] [2400/3696] eta: 0:16:30 lr: 0.000013 loss: 31.1572 (30.4739) loss_bbox: 0.1821 (0.1628) loss_bbox_aux_0: 0.1900 (0.1747) loss_bbox_aux_1: 0.1845 (0.1655) loss_bbox_aux_2: 0.1813 (0.1634) loss_bbox_aux_3: 0.1822 (0.1629) loss_bbox_aux_4: 0.1822 (0.1628) loss_bbox_dn_0: 0.2226 (0.2220) loss_bbox_dn_1: 0.1668 (0.1616) loss_bbox_dn_2: 0.1589 (0.1515) loss_bbox_dn_3: 0.1587 (0.1482) loss_bbox_dn_4: 0.1578 (0.1475) loss_bbox_dn_5: 0.1578 (0.1475) loss_bbox_dn_pre: 0.2334 (0.2281) loss_bbox_enc_0: 0.2272 (0.2060) loss_bbox_pre: 0.1918 (0.1750) loss_dfl: 0.9337 (0.9543) loss_fgl_aux_0: 0.9770 (0.9848) loss_fgl_aux_1: 0.9379 (0.9566) loss_fgl_aux_2: 0.9356 (0.9544) loss_fgl_aux_3: 0.9339 (0.9543) loss_fgl_aux_4: 0.9339 (0.9543) loss_fgl_dn_0: 1.0773 (1.0803) loss_fgl_dn_1: 0.9698 (0.9769) loss_fgl_dn_2: 0.9602 (0.9679) loss_fgl_dn_3: 0.9623 (0.9686) loss_fgl_dn_4: 0.9631 (0.9691) loss_fgl_dn_5: 0.9631 (0.9691) loss_giou: 0.5573 (0.5442) loss_giou_aux_0: 0.5884 (0.5693) loss_giou_aux_1: 0.5621 (0.5499) loss_giou_aux_2: 0.5602 (0.5453) loss_giou_aux_3: 0.5577 (0.5443) loss_giou_aux_4: 0.5571 (0.5442) loss_giou_dn_0: 0.5413 (0.5394) loss_giou_dn_1: 0.4344 (0.4268) loss_giou_dn_2: 0.4167 (0.4098) loss_giou_dn_3: 0.4113 (0.4048) loss_giou_dn_4: 0.4095 (0.4036) loss_giou_dn_5: 0.4095 (0.4037) loss_giou_dn_pre: 0.5414 (0.5389) loss_giou_enc_0: 0.6470 (0.6391) loss_giou_pre: 0.5845 (0.5679) loss_ddf_aux_0: 0.0499 (0.0511) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2477 (0.2483) loss_ddf_dn_1: 0.0355 (0.0340) loss_ddf_dn_2: 0.0071 (0.0077) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6365 (0.6280) loss_vfl_aux_0: 0.7026 (0.6946) loss_vfl_aux_1: 0.6918 (0.6718) loss_vfl_aux_2: 0.6639 (0.6551) loss_vfl_aux_3: 0.6444 (0.6390) loss_vfl_aux_4: 0.6390 (0.6302) loss_vfl_dn_0: 0.4751 (0.4795) loss_vfl_dn_1: 0.3972 (0.4080) loss_vfl_dn_2: 0.3874 (0.3914) loss_vfl_dn_3: 0.3808 (0.3836) loss_vfl_dn_4: 0.3773 (0.3808) loss_vfl_dn_5: 0.3774 (0.3804) loss_vfl_dn_pre: 0.4740 (0.4799) loss_vfl_enc_0: 0.6995 (0.7031) loss_vfl_pre: 0.7035 (0.6967) time: 0.6967 data: 0.0212 max mem: 9142 Epoch: [67] [2500/3696] eta: 0:15:15 lr: 0.000013 loss: 30.3516 (30.4792) loss_bbox: 0.1628 (0.1628) loss_bbox_aux_0: 0.1703 (0.1748) loss_bbox_aux_1: 0.1647 (0.1655) loss_bbox_aux_2: 0.1641 (0.1634) loss_bbox_aux_3: 0.1626 (0.1629) loss_bbox_aux_4: 0.1627 (0.1629) loss_bbox_dn_0: 0.2143 (0.2221) loss_bbox_dn_1: 0.1555 (0.1617) loss_bbox_dn_2: 0.1446 (0.1516) loss_bbox_dn_3: 0.1400 (0.1483) loss_bbox_dn_4: 0.1404 (0.1476) loss_bbox_dn_5: 0.1404 (0.1476) loss_bbox_dn_pre: 0.2210 (0.2282) loss_bbox_enc_0: 0.1995 (0.2061) loss_bbox_pre: 0.1701 (0.1751) loss_dfl: 0.9681 (0.9543) loss_fgl_aux_0: 1.0014 (0.9848) loss_fgl_aux_1: 0.9713 (0.9566) loss_fgl_aux_2: 0.9687 (0.9544) loss_fgl_aux_3: 0.9679 (0.9543) loss_fgl_aux_4: 0.9681 (0.9543) loss_fgl_dn_0: 1.0871 (1.0804) loss_fgl_dn_1: 0.9771 (0.9769) loss_fgl_dn_2: 0.9672 (0.9679) loss_fgl_dn_3: 0.9669 (0.9686) loss_fgl_dn_4: 0.9677 (0.9691) loss_fgl_dn_5: 0.9677 (0.9691) loss_giou: 0.5041 (0.5443) loss_giou_aux_0: 0.5250 (0.5694) loss_giou_aux_1: 0.5056 (0.5500) loss_giou_aux_2: 0.5001 (0.5454) loss_giou_aux_3: 0.5024 (0.5444) loss_giou_aux_4: 0.5042 (0.5443) loss_giou_dn_0: 0.5316 (0.5395) loss_giou_dn_1: 0.4104 (0.4268) loss_giou_dn_2: 0.3881 (0.4099) loss_giou_dn_3: 0.3821 (0.4048) loss_giou_dn_4: 0.3813 (0.4037) loss_giou_dn_5: 0.3812 (0.4037) loss_giou_dn_pre: 0.5304 (0.5390) loss_giou_enc_0: 0.5887 (0.6393) loss_giou_pre: 0.5207 (0.5681) loss_ddf_aux_0: 0.0520 (0.0512) loss_ddf_aux_1: 0.0078 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2548 (0.2488) loss_ddf_dn_1: 0.0388 (0.0341) loss_ddf_dn_2: 0.0094 (0.0077) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6465 (0.6281) loss_vfl_aux_0: 0.7100 (0.6946) loss_vfl_aux_1: 0.6956 (0.6719) loss_vfl_aux_2: 0.6711 (0.6553) loss_vfl_aux_3: 0.6617 (0.6391) loss_vfl_aux_4: 0.6495 (0.6303) loss_vfl_dn_0: 0.4848 (0.4796) loss_vfl_dn_1: 0.4115 (0.4081) loss_vfl_dn_2: 0.3931 (0.3915) loss_vfl_dn_3: 0.3846 (0.3837) loss_vfl_dn_4: 0.3798 (0.3809) loss_vfl_dn_5: 0.3799 (0.3805) loss_vfl_dn_pre: 0.4845 (0.4800) loss_vfl_enc_0: 0.7031 (0.7031) loss_vfl_pre: 0.7086 (0.6968) time: 0.7400 data: 0.0296 max mem: 9142 Epoch: [67] [2600/3696] eta: 0:13:59 lr: 0.000013 loss: 30.3385 (30.4787) loss_bbox: 0.1574 (0.1629) loss_bbox_aux_0: 0.1717 (0.1748) loss_bbox_aux_1: 0.1602 (0.1656) loss_bbox_aux_2: 0.1593 (0.1635) loss_bbox_aux_3: 0.1574 (0.1630) loss_bbox_aux_4: 0.1574 (0.1629) loss_bbox_dn_0: 0.2159 (0.2222) loss_bbox_dn_1: 0.1548 (0.1617) loss_bbox_dn_2: 0.1486 (0.1516) loss_bbox_dn_3: 0.1482 (0.1483) loss_bbox_dn_4: 0.1479 (0.1476) loss_bbox_dn_5: 0.1479 (0.1476) loss_bbox_dn_pre: 0.2178 (0.2283) loss_bbox_enc_0: 0.2029 (0.2061) loss_bbox_pre: 0.1713 (0.1751) loss_dfl: 0.9738 (0.9544) loss_fgl_aux_0: 1.0000 (0.9850) loss_fgl_aux_1: 0.9765 (0.9568) loss_fgl_aux_2: 0.9730 (0.9546) loss_fgl_aux_3: 0.9735 (0.9545) loss_fgl_aux_4: 0.9738 (0.9544) loss_fgl_dn_0: 1.0800 (1.0804) loss_fgl_dn_1: 0.9777 (0.9770) loss_fgl_dn_2: 0.9721 (0.9680) loss_fgl_dn_3: 0.9720 (0.9687) loss_fgl_dn_4: 0.9731 (0.9692) loss_fgl_dn_5: 0.9730 (0.9692) loss_giou: 0.5789 (0.5441) loss_giou_aux_0: 0.5950 (0.5691) loss_giou_aux_1: 0.5809 (0.5497) loss_giou_aux_2: 0.5788 (0.5452) loss_giou_aux_3: 0.5790 (0.5442) loss_giou_aux_4: 0.5789 (0.5441) loss_giou_dn_0: 0.5555 (0.5394) loss_giou_dn_1: 0.4468 (0.4268) loss_giou_dn_2: 0.4373 (0.4098) loss_giou_dn_3: 0.4331 (0.4048) loss_giou_dn_4: 0.4326 (0.4036) loss_giou_dn_5: 0.4326 (0.4036) loss_giou_dn_pre: 0.5573 (0.5389) loss_giou_enc_0: 0.6725 (0.6389) loss_giou_pre: 0.5925 (0.5678) loss_ddf_aux_0: 0.0447 (0.0511) loss_ddf_aux_1: 0.0062 (0.0073) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0000 (0.0001) loss_ddf_dn_0: 0.2369 (0.2487) loss_ddf_dn_1: 0.0323 (0.0341) loss_ddf_dn_2: 0.0082 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6283 (0.6281) loss_vfl_aux_0: 0.6835 (0.6946) loss_vfl_aux_1: 0.6587 (0.6720) loss_vfl_aux_2: 0.6396 (0.6554) loss_vfl_aux_3: 0.6399 (0.6392) loss_vfl_aux_4: 0.6233 (0.6303) loss_vfl_dn_0: 0.4763 (0.4796) loss_vfl_dn_1: 0.4056 (0.4080) loss_vfl_dn_2: 0.3896 (0.3915) loss_vfl_dn_3: 0.3822 (0.3837) loss_vfl_dn_4: 0.3774 (0.3809) loss_vfl_dn_5: 0.3745 (0.3805) loss_vfl_dn_pre: 0.4766 (0.4800) loss_vfl_enc_0: 0.6972 (0.7031) loss_vfl_pre: 0.6875 (0.6967) time: 0.7565 data: 0.0260 max mem: 9142 Epoch: [67] [2700/3696] eta: 0:12:42 lr: 0.000013 loss: 30.9802 (30.4753) loss_bbox: 0.1730 (0.1630) loss_bbox_aux_0: 0.1858 (0.1749) loss_bbox_aux_1: 0.1745 (0.1657) loss_bbox_aux_2: 0.1737 (0.1636) loss_bbox_aux_3: 0.1736 (0.1631) loss_bbox_aux_4: 0.1730 (0.1630) loss_bbox_dn_0: 0.2215 (0.2221) loss_bbox_dn_1: 0.1741 (0.1617) loss_bbox_dn_2: 0.1649 (0.1516) loss_bbox_dn_3: 0.1628 (0.1483) loss_bbox_dn_4: 0.1611 (0.1476) loss_bbox_dn_5: 0.1611 (0.1476) loss_bbox_dn_pre: 0.2259 (0.2282) loss_bbox_enc_0: 0.2136 (0.2062) loss_bbox_pre: 0.1858 (0.1752) loss_dfl: 0.9467 (0.9545) loss_fgl_aux_0: 0.9732 (0.9851) loss_fgl_aux_1: 0.9497 (0.9569) loss_fgl_aux_2: 0.9467 (0.9547) loss_fgl_aux_3: 0.9463 (0.9546) loss_fgl_aux_4: 0.9468 (0.9545) loss_fgl_dn_0: 1.0684 (1.0803) loss_fgl_dn_1: 0.9792 (0.9769) loss_fgl_dn_2: 0.9722 (0.9679) loss_fgl_dn_3: 0.9742 (0.9686) loss_fgl_dn_4: 0.9745 (0.9691) loss_fgl_dn_5: 0.9745 (0.9691) loss_giou: 0.5438 (0.5437) loss_giou_aux_0: 0.5767 (0.5688) loss_giou_aux_1: 0.5545 (0.5494) loss_giou_aux_2: 0.5474 (0.5448) loss_giou_aux_3: 0.5446 (0.5438) loss_giou_aux_4: 0.5439 (0.5437) loss_giou_dn_0: 0.5614 (0.5392) loss_giou_dn_1: 0.4406 (0.4267) loss_giou_dn_2: 0.4203 (0.4097) loss_giou_dn_3: 0.4144 (0.4047) loss_giou_dn_4: 0.4124 (0.4035) loss_giou_dn_5: 0.4124 (0.4035) loss_giou_dn_pre: 0.5597 (0.5387) loss_giou_enc_0: 0.6444 (0.6385) loss_giou_pre: 0.5747 (0.5674) loss_ddf_aux_0: 0.0501 (0.0510) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2426 (0.2486) loss_ddf_dn_1: 0.0342 (0.0341) loss_ddf_dn_2: 0.0079 (0.0077) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6348 (0.6279) loss_vfl_aux_0: 0.7029 (0.6944) loss_vfl_aux_1: 0.6920 (0.6719) loss_vfl_aux_2: 0.6731 (0.6554) loss_vfl_aux_3: 0.6592 (0.6391) loss_vfl_aux_4: 0.6445 (0.6301) loss_vfl_dn_0: 0.4762 (0.4796) loss_vfl_dn_1: 0.4174 (0.4081) loss_vfl_dn_2: 0.4002 (0.3916) loss_vfl_dn_3: 0.3935 (0.3837) loss_vfl_dn_4: 0.3893 (0.3810) loss_vfl_dn_5: 0.3885 (0.3806) loss_vfl_dn_pre: 0.4790 (0.4800) loss_vfl_enc_0: 0.7292 (0.7032) loss_vfl_pre: 0.7047 (0.6965) time: 0.7885 data: 0.0300 max mem: 9142 Epoch: [67] [2800/3696] eta: 0:11:26 lr: 0.000013 loss: 30.4372 (30.4780) loss_bbox: 0.1601 (0.1631) loss_bbox_aux_0: 0.1698 (0.1750) loss_bbox_aux_1: 0.1611 (0.1658) loss_bbox_aux_2: 0.1597 (0.1637) loss_bbox_aux_3: 0.1598 (0.1632) loss_bbox_aux_4: 0.1601 (0.1631) loss_bbox_dn_0: 0.2139 (0.2221) loss_bbox_dn_1: 0.1585 (0.1617) loss_bbox_dn_2: 0.1504 (0.1516) loss_bbox_dn_3: 0.1491 (0.1483) loss_bbox_dn_4: 0.1488 (0.1476) loss_bbox_dn_5: 0.1488 (0.1476) loss_bbox_dn_pre: 0.2275 (0.2282) loss_bbox_enc_0: 0.1976 (0.2063) loss_bbox_pre: 0.1695 (0.1753) loss_dfl: 0.9701 (0.9546) loss_fgl_aux_0: 0.9975 (0.9853) loss_fgl_aux_1: 0.9714 (0.9570) loss_fgl_aux_2: 0.9693 (0.9548) loss_fgl_aux_3: 0.9695 (0.9547) loss_fgl_aux_4: 0.9700 (0.9546) loss_fgl_dn_0: 1.0809 (1.0803) loss_fgl_dn_1: 0.9782 (0.9769) loss_fgl_dn_2: 0.9706 (0.9679) loss_fgl_dn_3: 0.9719 (0.9687) loss_fgl_dn_4: 0.9728 (0.9692) loss_fgl_dn_5: 0.9728 (0.9692) loss_giou: 0.5104 (0.5436) loss_giou_aux_0: 0.5372 (0.5687) loss_giou_aux_1: 0.5151 (0.5492) loss_giou_aux_2: 0.5110 (0.5447) loss_giou_aux_3: 0.5103 (0.5437) loss_giou_aux_4: 0.5103 (0.5436) loss_giou_dn_0: 0.5260 (0.5392) loss_giou_dn_1: 0.4124 (0.4267) loss_giou_dn_2: 0.3931 (0.4097) loss_giou_dn_3: 0.3918 (0.4046) loss_giou_dn_4: 0.3926 (0.4035) loss_giou_dn_5: 0.3926 (0.4035) loss_giou_dn_pre: 0.5239 (0.5387) loss_giou_enc_0: 0.6138 (0.6383) loss_giou_pre: 0.5368 (0.5673) loss_ddf_aux_0: 0.0493 (0.0511) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2499 (0.2487) loss_ddf_dn_1: 0.0334 (0.0341) loss_ddf_dn_2: 0.0086 (0.0077) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6204 (0.6281) loss_vfl_aux_0: 0.7048 (0.6949) loss_vfl_aux_1: 0.6754 (0.6722) loss_vfl_aux_2: 0.6542 (0.6556) loss_vfl_aux_3: 0.6324 (0.6393) loss_vfl_aux_4: 0.6309 (0.6303) loss_vfl_dn_0: 0.4803 (0.4795) loss_vfl_dn_1: 0.4126 (0.4081) loss_vfl_dn_2: 0.3956 (0.3915) loss_vfl_dn_3: 0.3890 (0.3837) loss_vfl_dn_4: 0.3872 (0.3810) loss_vfl_dn_5: 0.3869 (0.3806) loss_vfl_dn_pre: 0.4815 (0.4800) loss_vfl_enc_0: 0.7053 (0.7035) loss_vfl_pre: 0.7067 (0.6971) time: 0.7745 data: 0.0299 max mem: 9142 Epoch: [67] [2900/3696] eta: 0:10:09 lr: 0.000013 loss: 31.3992 (30.4825) loss_bbox: 0.1673 (0.1630) loss_bbox_aux_0: 0.1711 (0.1749) loss_bbox_aux_1: 0.1688 (0.1657) loss_bbox_aux_2: 0.1652 (0.1636) loss_bbox_aux_3: 0.1671 (0.1631) loss_bbox_aux_4: 0.1673 (0.1630) loss_bbox_dn_0: 0.1996 (0.2218) loss_bbox_dn_1: 0.1428 (0.1616) loss_bbox_dn_2: 0.1355 (0.1515) loss_bbox_dn_3: 0.1322 (0.1481) loss_bbox_dn_4: 0.1321 (0.1474) loss_bbox_dn_5: 0.1321 (0.1474) loss_bbox_dn_pre: 0.2066 (0.2279) loss_bbox_enc_0: 0.1969 (0.2061) loss_bbox_pre: 0.1726 (0.1751) loss_dfl: 0.9630 (0.9547) loss_fgl_aux_0: 0.9901 (0.9853) loss_fgl_aux_1: 0.9640 (0.9571) loss_fgl_aux_2: 0.9636 (0.9549) loss_fgl_aux_3: 0.9634 (0.9548) loss_fgl_aux_4: 0.9631 (0.9547) loss_fgl_dn_0: 1.0839 (1.0803) loss_fgl_dn_1: 0.9912 (0.9771) loss_fgl_dn_2: 0.9830 (0.9681) loss_fgl_dn_3: 0.9827 (0.9688) loss_fgl_dn_4: 0.9830 (0.9693) loss_fgl_dn_5: 0.9830 (0.9693) loss_giou: 0.5791 (0.5439) loss_giou_aux_0: 0.5985 (0.5689) loss_giou_aux_1: 0.5894 (0.5495) loss_giou_aux_2: 0.5820 (0.5450) loss_giou_aux_3: 0.5786 (0.5440) loss_giou_aux_4: 0.5792 (0.5439) loss_giou_dn_0: 0.5715 (0.5394) loss_giou_dn_1: 0.4565 (0.4269) loss_giou_dn_2: 0.4388 (0.4099) loss_giou_dn_3: 0.4328 (0.4048) loss_giou_dn_4: 0.4312 (0.4037) loss_giou_dn_5: 0.4312 (0.4037) loss_giou_dn_pre: 0.5719 (0.5389) loss_giou_enc_0: 0.6762 (0.6385) loss_giou_pre: 0.5968 (0.5676) loss_ddf_aux_0: 0.0454 (0.0510) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2445 (0.2486) loss_ddf_dn_1: 0.0326 (0.0341) loss_ddf_dn_2: 0.0075 (0.0077) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6339 (0.6284) loss_vfl_aux_0: 0.7026 (0.6951) loss_vfl_aux_1: 0.6659 (0.6724) loss_vfl_aux_2: 0.6668 (0.6559) loss_vfl_aux_3: 0.6449 (0.6395) loss_vfl_aux_4: 0.6325 (0.6306) loss_vfl_dn_0: 0.4771 (0.4795) loss_vfl_dn_1: 0.4148 (0.4081) loss_vfl_dn_2: 0.3990 (0.3916) loss_vfl_dn_3: 0.3911 (0.3838) loss_vfl_dn_4: 0.3867 (0.3810) loss_vfl_dn_5: 0.3871 (0.3806) loss_vfl_dn_pre: 0.4786 (0.4800) loss_vfl_enc_0: 0.7039 (0.7036) loss_vfl_pre: 0.7021 (0.6973) time: 0.7524 data: 0.0348 max mem: 9142 Epoch: [67] [3000/3696] eta: 0:08:52 lr: 0.000013 loss: 30.4212 (30.4792) loss_bbox: 0.1616 (0.1629) loss_bbox_aux_0: 0.1698 (0.1747) loss_bbox_aux_1: 0.1623 (0.1655) loss_bbox_aux_2: 0.1612 (0.1635) loss_bbox_aux_3: 0.1614 (0.1630) loss_bbox_aux_4: 0.1617 (0.1629) loss_bbox_dn_0: 0.2459 (0.2218) loss_bbox_dn_1: 0.1830 (0.1615) loss_bbox_dn_2: 0.1710 (0.1514) loss_bbox_dn_3: 0.1660 (0.1481) loss_bbox_dn_4: 0.1646 (0.1474) loss_bbox_dn_5: 0.1646 (0.1474) loss_bbox_dn_pre: 0.2521 (0.2279) loss_bbox_enc_0: 0.2045 (0.2059) loss_bbox_pre: 0.1700 (0.1750) loss_dfl: 0.9841 (0.9549) loss_fgl_aux_0: 1.0192 (0.9855) loss_fgl_aux_1: 0.9876 (0.9573) loss_fgl_aux_2: 0.9863 (0.9551) loss_fgl_aux_3: 0.9849 (0.9550) loss_fgl_aux_4: 0.9841 (0.9549) loss_fgl_dn_0: 1.0818 (1.0803) loss_fgl_dn_1: 0.9749 (0.9772) loss_fgl_dn_2: 0.9654 (0.9682) loss_fgl_dn_3: 0.9656 (0.9689) loss_fgl_dn_4: 0.9652 (0.9694) loss_fgl_dn_5: 0.9652 (0.9694) loss_giou: 0.4841 (0.5437) loss_giou_aux_0: 0.5097 (0.5686) loss_giou_aux_1: 0.4873 (0.5493) loss_giou_aux_2: 0.4851 (0.5448) loss_giou_aux_3: 0.4828 (0.5438) loss_giou_aux_4: 0.4841 (0.5437) loss_giou_dn_0: 0.5180 (0.5393) loss_giou_dn_1: 0.4162 (0.4267) loss_giou_dn_2: 0.3992 (0.4098) loss_giou_dn_3: 0.3941 (0.4047) loss_giou_dn_4: 0.3928 (0.4036) loss_giou_dn_5: 0.3928 (0.4036) loss_giou_dn_pre: 0.5194 (0.5388) loss_giou_enc_0: 0.5817 (0.6381) loss_giou_pre: 0.5053 (0.5673) loss_ddf_aux_0: 0.0468 (0.0509) loss_ddf_aux_1: 0.0065 (0.0072) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2458 (0.2486) loss_ddf_dn_1: 0.0328 (0.0341) loss_ddf_dn_2: 0.0080 (0.0077) loss_ddf_dn_3: 0.0010 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6155 (0.6283) loss_vfl_aux_0: 0.7146 (0.6951) loss_vfl_aux_1: 0.6697 (0.6723) loss_vfl_aux_2: 0.6522 (0.6557) loss_vfl_aux_3: 0.6313 (0.6394) loss_vfl_aux_4: 0.6193 (0.6305) loss_vfl_dn_0: 0.4813 (0.4795) loss_vfl_dn_1: 0.4117 (0.4081) loss_vfl_dn_2: 0.3979 (0.3916) loss_vfl_dn_3: 0.3875 (0.3838) loss_vfl_dn_4: 0.3830 (0.3810) loss_vfl_dn_5: 0.3824 (0.3806) loss_vfl_dn_pre: 0.4823 (0.4800) loss_vfl_enc_0: 0.7336 (0.7039) loss_vfl_pre: 0.7192 (0.6973) time: 0.7436 data: 0.0288 max mem: 9142 Epoch: [67] [3100/3696] eta: 0:07:36 lr: 0.000013 loss: 30.3246 (30.4828) loss_bbox: 0.1482 (0.1629) loss_bbox_aux_0: 0.1625 (0.1747) loss_bbox_aux_1: 0.1540 (0.1655) loss_bbox_aux_2: 0.1523 (0.1635) loss_bbox_aux_3: 0.1492 (0.1630) loss_bbox_aux_4: 0.1482 (0.1629) loss_bbox_dn_0: 0.2238 (0.2219) loss_bbox_dn_1: 0.1648 (0.1616) loss_bbox_dn_2: 0.1521 (0.1515) loss_bbox_dn_3: 0.1497 (0.1482) loss_bbox_dn_4: 0.1495 (0.1474) loss_bbox_dn_5: 0.1495 (0.1474) loss_bbox_dn_pre: 0.2303 (0.2280) loss_bbox_enc_0: 0.1951 (0.2059) loss_bbox_pre: 0.1629 (0.1750) loss_dfl: 0.9625 (0.9548) loss_fgl_aux_0: 0.9950 (0.9854) loss_fgl_aux_1: 0.9671 (0.9572) loss_fgl_aux_2: 0.9627 (0.9550) loss_fgl_aux_3: 0.9627 (0.9549) loss_fgl_aux_4: 0.9624 (0.9548) loss_fgl_dn_0: 1.0816 (1.0803) loss_fgl_dn_1: 0.9763 (0.9772) loss_fgl_dn_2: 0.9667 (0.9682) loss_fgl_dn_3: 0.9686 (0.9689) loss_fgl_dn_4: 0.9694 (0.9694) loss_fgl_dn_5: 0.9694 (0.9694) loss_giou: 0.5213 (0.5438) loss_giou_aux_0: 0.5454 (0.5687) loss_giou_aux_1: 0.5265 (0.5494) loss_giou_aux_2: 0.5236 (0.5449) loss_giou_aux_3: 0.5210 (0.5439) loss_giou_aux_4: 0.5214 (0.5438) loss_giou_dn_0: 0.5427 (0.5394) loss_giou_dn_1: 0.4189 (0.4269) loss_giou_dn_2: 0.4018 (0.4100) loss_giou_dn_3: 0.3980 (0.4049) loss_giou_dn_4: 0.3968 (0.4037) loss_giou_dn_5: 0.3967 (0.4038) loss_giou_dn_pre: 0.5391 (0.5389) loss_giou_enc_0: 0.6194 (0.6383) loss_giou_pre: 0.5430 (0.5673) loss_ddf_aux_0: 0.0533 (0.0509) loss_ddf_aux_1: 0.0074 (0.0072) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2590 (0.2487) loss_ddf_dn_1: 0.0367 (0.0341) loss_ddf_dn_2: 0.0086 (0.0078) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6359 (0.6285) loss_vfl_aux_0: 0.7118 (0.6953) loss_vfl_aux_1: 0.6835 (0.6724) loss_vfl_aux_2: 0.6666 (0.6559) loss_vfl_aux_3: 0.6423 (0.6395) loss_vfl_aux_4: 0.6420 (0.6307) loss_vfl_dn_0: 0.4851 (0.4796) loss_vfl_dn_1: 0.4075 (0.4082) loss_vfl_dn_2: 0.3888 (0.3917) loss_vfl_dn_3: 0.3845 (0.3838) loss_vfl_dn_4: 0.3806 (0.3811) loss_vfl_dn_5: 0.3789 (0.3806) loss_vfl_dn_pre: 0.4844 (0.4800) loss_vfl_enc_0: 0.7031 (0.7042) loss_vfl_pre: 0.7094 (0.6975) time: 0.6829 data: 0.0248 max mem: 9142 Epoch: [67] [3200/3696] eta: 0:06:19 lr: 0.000013 loss: 30.7216 (30.4859) loss_bbox: 0.1586 (0.1629) loss_bbox_aux_0: 0.1748 (0.1747) loss_bbox_aux_1: 0.1578 (0.1655) loss_bbox_aux_2: 0.1583 (0.1635) loss_bbox_aux_3: 0.1590 (0.1630) loss_bbox_aux_4: 0.1586 (0.1629) loss_bbox_dn_0: 0.2103 (0.2218) loss_bbox_dn_1: 0.1460 (0.1615) loss_bbox_dn_2: 0.1395 (0.1514) loss_bbox_dn_3: 0.1395 (0.1481) loss_bbox_dn_4: 0.1390 (0.1474) loss_bbox_dn_5: 0.1390 (0.1474) loss_bbox_dn_pre: 0.2221 (0.2279) loss_bbox_enc_0: 0.1936 (0.2058) loss_bbox_pre: 0.1760 (0.1750) loss_dfl: 0.9753 (0.9550) loss_fgl_aux_0: 1.0000 (0.9855) loss_fgl_aux_1: 0.9753 (0.9574) loss_fgl_aux_2: 0.9736 (0.9551) loss_fgl_aux_3: 0.9746 (0.9550) loss_fgl_aux_4: 0.9752 (0.9550) loss_fgl_dn_0: 1.0938 (1.0804) loss_fgl_dn_1: 0.9917 (0.9773) loss_fgl_dn_2: 0.9822 (0.9683) loss_fgl_dn_3: 0.9835 (0.9690) loss_fgl_dn_4: 0.9845 (0.9695) loss_fgl_dn_5: 0.9845 (0.9695) loss_giou: 0.5162 (0.5438) loss_giou_aux_0: 0.5407 (0.5687) loss_giou_aux_1: 0.5239 (0.5494) loss_giou_aux_2: 0.5191 (0.5449) loss_giou_aux_3: 0.5165 (0.5439) loss_giou_aux_4: 0.5162 (0.5438) loss_giou_dn_0: 0.5373 (0.5395) loss_giou_dn_1: 0.4283 (0.4269) loss_giou_dn_2: 0.4099 (0.4100) loss_giou_dn_3: 0.4037 (0.4049) loss_giou_dn_4: 0.4029 (0.4038) loss_giou_dn_5: 0.4030 (0.4038) loss_giou_dn_pre: 0.5373 (0.5389) loss_giou_enc_0: 0.6117 (0.6383) loss_giou_pre: 0.5377 (0.5673) loss_ddf_aux_0: 0.0514 (0.0508) loss_ddf_aux_1: 0.0073 (0.0072) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2454 (0.2489) loss_ddf_dn_1: 0.0323 (0.0341) loss_ddf_dn_2: 0.0074 (0.0078) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6638 (0.6287) loss_vfl_aux_0: 0.7145 (0.6955) loss_vfl_aux_1: 0.7069 (0.6726) loss_vfl_aux_2: 0.6774 (0.6560) loss_vfl_aux_3: 0.6708 (0.6396) loss_vfl_aux_4: 0.6623 (0.6309) loss_vfl_dn_0: 0.4852 (0.4796) loss_vfl_dn_1: 0.4126 (0.4082) loss_vfl_dn_2: 0.4005 (0.3917) loss_vfl_dn_3: 0.3889 (0.3838) loss_vfl_dn_4: 0.3864 (0.3811) loss_vfl_dn_5: 0.3862 (0.3807) loss_vfl_dn_pre: 0.4852 (0.4801) loss_vfl_enc_0: 0.7361 (0.7044) loss_vfl_pre: 0.7192 (0.6977) time: 0.7502 data: 0.0300 max mem: 9142 Epoch: [67] [3300/3696] eta: 0:05:03 lr: 0.000013 loss: 29.9205 (30.4917) loss_bbox: 0.1657 (0.1629) loss_bbox_aux_0: 0.1756 (0.1746) loss_bbox_aux_1: 0.1687 (0.1655) loss_bbox_aux_2: 0.1669 (0.1635) loss_bbox_aux_3: 0.1662 (0.1629) loss_bbox_aux_4: 0.1657 (0.1629) loss_bbox_dn_0: 0.1992 (0.2217) loss_bbox_dn_1: 0.1540 (0.1614) loss_bbox_dn_2: 0.1428 (0.1513) loss_bbox_dn_3: 0.1404 (0.1480) loss_bbox_dn_4: 0.1389 (0.1473) loss_bbox_dn_5: 0.1389 (0.1473) loss_bbox_dn_pre: 0.2071 (0.2278) loss_bbox_enc_0: 0.2044 (0.2057) loss_bbox_pre: 0.1759 (0.1749) loss_dfl: 0.9595 (0.9549) loss_fgl_aux_0: 0.9940 (0.9854) loss_fgl_aux_1: 0.9608 (0.9572) loss_fgl_aux_2: 0.9596 (0.9550) loss_fgl_aux_3: 0.9595 (0.9549) loss_fgl_aux_4: 0.9594 (0.9549) loss_fgl_dn_0: 1.0867 (1.0804) loss_fgl_dn_1: 0.9776 (0.9773) loss_fgl_dn_2: 0.9689 (0.9683) loss_fgl_dn_3: 0.9699 (0.9690) loss_fgl_dn_4: 0.9702 (0.9695) loss_fgl_dn_5: 0.9701 (0.9695) loss_giou: 0.5357 (0.5443) loss_giou_aux_0: 0.5580 (0.5692) loss_giou_aux_1: 0.5422 (0.5499) loss_giou_aux_2: 0.5362 (0.5454) loss_giou_aux_3: 0.5361 (0.5445) loss_giou_aux_4: 0.5359 (0.5443) loss_giou_dn_0: 0.5349 (0.5399) loss_giou_dn_1: 0.4178 (0.4273) loss_giou_dn_2: 0.4011 (0.4104) loss_giou_dn_3: 0.3981 (0.4053) loss_giou_dn_4: 0.3968 (0.4042) loss_giou_dn_5: 0.3968 (0.4042) loss_giou_dn_pre: 0.5356 (0.5394) loss_giou_enc_0: 0.6384 (0.6389) loss_giou_pre: 0.5597 (0.5679) loss_ddf_aux_0: 0.0482 (0.0508) loss_ddf_aux_1: 0.0067 (0.0072) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2402 (0.2491) loss_ddf_dn_1: 0.0322 (0.0342) loss_ddf_dn_2: 0.0070 (0.0078) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6163 (0.6287) loss_vfl_aux_0: 0.6724 (0.6953) loss_vfl_aux_1: 0.6458 (0.6724) loss_vfl_aux_2: 0.6343 (0.6560) loss_vfl_aux_3: 0.6285 (0.6396) loss_vfl_aux_4: 0.6119 (0.6309) loss_vfl_dn_0: 0.4777 (0.4796) loss_vfl_dn_1: 0.4059 (0.4083) loss_vfl_dn_2: 0.3903 (0.3918) loss_vfl_dn_3: 0.3828 (0.3840) loss_vfl_dn_4: 0.3812 (0.3812) loss_vfl_dn_5: 0.3806 (0.3808) loss_vfl_dn_pre: 0.4786 (0.4800) loss_vfl_enc_0: 0.6853 (0.7042) loss_vfl_pre: 0.6748 (0.6975) time: 0.7727 data: 0.0279 max mem: 9142 Epoch: [67] [3400/3696] eta: 0:03:46 lr: 0.000013 loss: 30.8035 (30.4922) loss_bbox: 0.1775 (0.1628) loss_bbox_aux_0: 0.1838 (0.1746) loss_bbox_aux_1: 0.1764 (0.1655) loss_bbox_aux_2: 0.1759 (0.1634) loss_bbox_aux_3: 0.1778 (0.1629) loss_bbox_aux_4: 0.1775 (0.1628) loss_bbox_dn_0: 0.2361 (0.2217) loss_bbox_dn_1: 0.1761 (0.1614) loss_bbox_dn_2: 0.1610 (0.1513) loss_bbox_dn_3: 0.1579 (0.1481) loss_bbox_dn_4: 0.1579 (0.1473) loss_bbox_dn_5: 0.1579 (0.1473) loss_bbox_dn_pre: 0.2399 (0.2278) loss_bbox_enc_0: 0.2144 (0.2057) loss_bbox_pre: 0.1835 (0.1749) loss_dfl: 0.9588 (0.9551) loss_fgl_aux_0: 0.9893 (0.9857) loss_fgl_aux_1: 0.9611 (0.9575) loss_fgl_aux_2: 0.9585 (0.9553) loss_fgl_aux_3: 0.9587 (0.9552) loss_fgl_aux_4: 0.9587 (0.9551) loss_fgl_dn_0: 1.0770 (1.0804) loss_fgl_dn_1: 0.9680 (0.9773) loss_fgl_dn_2: 0.9583 (0.9684) loss_fgl_dn_3: 0.9597 (0.9691) loss_fgl_dn_4: 0.9595 (0.9696) loss_fgl_dn_5: 0.9594 (0.9696) loss_giou: 0.5149 (0.5442) loss_giou_aux_0: 0.5448 (0.5691) loss_giou_aux_1: 0.5221 (0.5498) loss_giou_aux_2: 0.5153 (0.5453) loss_giou_aux_3: 0.5155 (0.5443) loss_giou_aux_4: 0.5146 (0.5442) loss_giou_dn_0: 0.5288 (0.5399) loss_giou_dn_1: 0.4143 (0.4273) loss_giou_dn_2: 0.3974 (0.4104) loss_giou_dn_3: 0.3916 (0.4053) loss_giou_dn_4: 0.3908 (0.4042) loss_giou_dn_5: 0.3908 (0.4042) loss_giou_dn_pre: 0.5266 (0.5394) loss_giou_enc_0: 0.6171 (0.6387) loss_giou_pre: 0.5429 (0.5677) loss_ddf_aux_0: 0.0541 (0.0508) loss_ddf_aux_1: 0.0071 (0.0072) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2445 (0.2489) loss_ddf_dn_1: 0.0339 (0.0341) loss_ddf_dn_2: 0.0073 (0.0078) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6270 (0.6288) loss_vfl_aux_0: 0.6869 (0.6953) loss_vfl_aux_1: 0.6567 (0.6724) loss_vfl_aux_2: 0.6460 (0.6560) loss_vfl_aux_3: 0.6267 (0.6396) loss_vfl_aux_4: 0.6255 (0.6309) loss_vfl_dn_0: 0.4744 (0.4796) loss_vfl_dn_1: 0.4105 (0.4084) loss_vfl_dn_2: 0.3922 (0.3919) loss_vfl_dn_3: 0.3843 (0.3840) loss_vfl_dn_4: 0.3825 (0.3812) loss_vfl_dn_5: 0.3810 (0.3808) loss_vfl_dn_pre: 0.4749 (0.4801) loss_vfl_enc_0: 0.7062 (0.7041) loss_vfl_pre: 0.6889 (0.6975) time: 0.7495 data: 0.0291 max mem: 9142 Epoch: [67] [3500/3696] eta: 0:02:30 lr: 0.000013 loss: 31.1960 (30.4928) loss_bbox: 0.1612 (0.1628) loss_bbox_aux_0: 0.1720 (0.1746) loss_bbox_aux_1: 0.1626 (0.1655) loss_bbox_aux_2: 0.1621 (0.1634) loss_bbox_aux_3: 0.1613 (0.1629) loss_bbox_aux_4: 0.1612 (0.1628) loss_bbox_dn_0: 0.2139 (0.2217) loss_bbox_dn_1: 0.1497 (0.1614) loss_bbox_dn_2: 0.1421 (0.1513) loss_bbox_dn_3: 0.1398 (0.1481) loss_bbox_dn_4: 0.1387 (0.1473) loss_bbox_dn_5: 0.1389 (0.1473) loss_bbox_dn_pre: 0.2235 (0.2279) loss_bbox_enc_0: 0.1966 (0.2057) loss_bbox_pre: 0.1719 (0.1749) loss_dfl: 0.9574 (0.9551) loss_fgl_aux_0: 0.9784 (0.9856) loss_fgl_aux_1: 0.9590 (0.9574) loss_fgl_aux_2: 0.9566 (0.9552) loss_fgl_aux_3: 0.9579 (0.9551) loss_fgl_aux_4: 0.9574 (0.9551) loss_fgl_dn_0: 1.0760 (1.0804) loss_fgl_dn_1: 0.9844 (0.9773) loss_fgl_dn_2: 0.9767 (0.9683) loss_fgl_dn_3: 0.9793 (0.9691) loss_fgl_dn_4: 0.9796 (0.9696) loss_fgl_dn_5: 0.9795 (0.9696) loss_giou: 0.5665 (0.5441) loss_giou_aux_0: 0.6087 (0.5690) loss_giou_aux_1: 0.5811 (0.5497) loss_giou_aux_2: 0.5715 (0.5452) loss_giou_aux_3: 0.5691 (0.5442) loss_giou_aux_4: 0.5667 (0.5441) loss_giou_dn_0: 0.5448 (0.5399) loss_giou_dn_1: 0.4352 (0.4273) loss_giou_dn_2: 0.4191 (0.4103) loss_giou_dn_3: 0.4114 (0.4053) loss_giou_dn_4: 0.4102 (0.4041) loss_giou_dn_5: 0.4102 (0.4042) loss_giou_dn_pre: 0.5438 (0.5393) loss_giou_enc_0: 0.6635 (0.6386) loss_giou_pre: 0.6085 (0.5677) loss_ddf_aux_0: 0.0493 (0.0508) loss_ddf_aux_1: 0.0074 (0.0072) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2431 (0.2489) loss_ddf_dn_1: 0.0350 (0.0342) loss_ddf_dn_2: 0.0081 (0.0078) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6435 (0.6290) loss_vfl_aux_0: 0.7125 (0.6955) loss_vfl_aux_1: 0.6873 (0.6727) loss_vfl_aux_2: 0.6711 (0.6563) loss_vfl_aux_3: 0.6500 (0.6398) loss_vfl_aux_4: 0.6458 (0.6311) loss_vfl_dn_0: 0.4792 (0.4796) loss_vfl_dn_1: 0.4115 (0.4084) loss_vfl_dn_2: 0.3921 (0.3918) loss_vfl_dn_3: 0.3858 (0.3840) loss_vfl_dn_4: 0.3827 (0.3812) loss_vfl_dn_5: 0.3824 (0.3808) loss_vfl_dn_pre: 0.4785 (0.4801) loss_vfl_enc_0: 0.7029 (0.7043) loss_vfl_pre: 0.7136 (0.6977) time: 0.7457 data: 0.0245 max mem: 9142 Epoch: [67] [3600/3696] eta: 0:01:13 lr: 0.000013 loss: 30.9011 (30.4969) loss_bbox: 0.1631 (0.1629) loss_bbox_aux_0: 0.1735 (0.1747) loss_bbox_aux_1: 0.1650 (0.1655) loss_bbox_aux_2: 0.1642 (0.1635) loss_bbox_aux_3: 0.1632 (0.1630) loss_bbox_aux_4: 0.1631 (0.1629) loss_bbox_dn_0: 0.2341 (0.2220) loss_bbox_dn_1: 0.1771 (0.1616) loss_bbox_dn_2: 0.1666 (0.1515) loss_bbox_dn_3: 0.1644 (0.1482) loss_bbox_dn_4: 0.1650 (0.1475) loss_bbox_dn_5: 0.1651 (0.1475) loss_bbox_dn_pre: 0.2441 (0.2282) loss_bbox_enc_0: 0.1983 (0.2058) loss_bbox_pre: 0.1731 (0.1750) loss_dfl: 0.9599 (0.9551) loss_fgl_aux_0: 0.9946 (0.9857) loss_fgl_aux_1: 0.9603 (0.9575) loss_fgl_aux_2: 0.9598 (0.9553) loss_fgl_aux_3: 0.9597 (0.9551) loss_fgl_aux_4: 0.9600 (0.9551) loss_fgl_dn_0: 1.0734 (1.0804) loss_fgl_dn_1: 0.9801 (0.9773) loss_fgl_dn_2: 0.9718 (0.9683) loss_fgl_dn_3: 0.9732 (0.9690) loss_fgl_dn_4: 0.9732 (0.9695) loss_fgl_dn_5: 0.9732 (0.9695) loss_giou: 0.5327 (0.5440) loss_giou_aux_0: 0.5480 (0.5689) loss_giou_aux_1: 0.5381 (0.5496) loss_giou_aux_2: 0.5351 (0.5451) loss_giou_aux_3: 0.5325 (0.5441) loss_giou_aux_4: 0.5328 (0.5440) loss_giou_dn_0: 0.5316 (0.5399) loss_giou_dn_1: 0.4347 (0.4273) loss_giou_dn_2: 0.4187 (0.4104) loss_giou_dn_3: 0.4121 (0.4053) loss_giou_dn_4: 0.4110 (0.4042) loss_giou_dn_5: 0.4110 (0.4042) loss_giou_dn_pre: 0.5290 (0.5394) loss_giou_enc_0: 0.6188 (0.6386) loss_giou_pre: 0.5461 (0.5675) loss_ddf_aux_0: 0.0527 (0.0508) loss_ddf_aux_1: 0.0073 (0.0072) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2473 (0.2488) loss_ddf_dn_1: 0.0343 (0.0341) loss_ddf_dn_2: 0.0072 (0.0078) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6459 (0.6293) loss_vfl_aux_0: 0.6973 (0.6959) loss_vfl_aux_1: 0.6799 (0.6730) loss_vfl_aux_2: 0.6487 (0.6566) loss_vfl_aux_3: 0.6592 (0.6401) loss_vfl_aux_4: 0.6464 (0.6314) loss_vfl_dn_0: 0.4857 (0.4796) loss_vfl_dn_1: 0.4119 (0.4084) loss_vfl_dn_2: 0.3916 (0.3918) loss_vfl_dn_3: 0.3853 (0.3840) loss_vfl_dn_4: 0.3817 (0.3812) loss_vfl_dn_5: 0.3818 (0.3808) loss_vfl_dn_pre: 0.4849 (0.4801) loss_vfl_enc_0: 0.7096 (0.7045) loss_vfl_pre: 0.6925 (0.6981) time: 0.7644 data: 0.0308 max mem: 9142 Epoch: [67] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 31.1259 (30.4963) loss_bbox: 0.1572 (0.1628) loss_bbox_aux_0: 0.1715 (0.1746) loss_bbox_aux_1: 0.1636 (0.1655) loss_bbox_aux_2: 0.1574 (0.1634) loss_bbox_aux_3: 0.1571 (0.1629) loss_bbox_aux_4: 0.1572 (0.1628) loss_bbox_dn_0: 0.2127 (0.2221) loss_bbox_dn_1: 0.1510 (0.1617) loss_bbox_dn_2: 0.1405 (0.1516) loss_bbox_dn_3: 0.1409 (0.1483) loss_bbox_dn_4: 0.1401 (0.1475) loss_bbox_dn_5: 0.1401 (0.1475) loss_bbox_dn_pre: 0.2186 (0.2283) loss_bbox_enc_0: 0.2009 (0.2058) loss_bbox_pre: 0.1733 (0.1749) loss_dfl: 0.9595 (0.9550) loss_fgl_aux_0: 0.9882 (0.9856) loss_fgl_aux_1: 0.9605 (0.9574) loss_fgl_aux_2: 0.9589 (0.9552) loss_fgl_aux_3: 0.9600 (0.9550) loss_fgl_aux_4: 0.9596 (0.9550) loss_fgl_dn_0: 1.0944 (1.0804) loss_fgl_dn_1: 0.9910 (0.9772) loss_fgl_dn_2: 0.9776 (0.9682) loss_fgl_dn_3: 0.9799 (0.9689) loss_fgl_dn_4: 0.9802 (0.9694) loss_fgl_dn_5: 0.9802 (0.9694) loss_giou: 0.5521 (0.5439) loss_giou_aux_0: 0.5706 (0.5688) loss_giou_aux_1: 0.5544 (0.5495) loss_giou_aux_2: 0.5491 (0.5450) loss_giou_aux_3: 0.5519 (0.5440) loss_giou_aux_4: 0.5521 (0.5439) loss_giou_dn_0: 0.5559 (0.5400) loss_giou_dn_1: 0.4421 (0.4273) loss_giou_dn_2: 0.4286 (0.4104) loss_giou_dn_3: 0.4214 (0.4053) loss_giou_dn_4: 0.4201 (0.4042) loss_giou_dn_5: 0.4200 (0.4042) loss_giou_dn_pre: 0.5571 (0.5395) loss_giou_enc_0: 0.6347 (0.6385) loss_giou_pre: 0.5715 (0.5674) loss_ddf_aux_0: 0.0553 (0.0509) loss_ddf_aux_1: 0.0080 (0.0072) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2667 (0.2488) loss_ddf_dn_1: 0.0347 (0.0341) loss_ddf_dn_2: 0.0071 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6262 (0.6295) loss_vfl_aux_0: 0.6881 (0.6961) loss_vfl_aux_1: 0.6620 (0.6732) loss_vfl_aux_2: 0.6513 (0.6567) loss_vfl_aux_3: 0.6396 (0.6403) loss_vfl_aux_4: 0.6334 (0.6316) loss_vfl_dn_0: 0.4831 (0.4797) loss_vfl_dn_1: 0.4214 (0.4084) loss_vfl_dn_2: 0.3996 (0.3918) loss_vfl_dn_3: 0.3914 (0.3840) loss_vfl_dn_4: 0.3884 (0.3812) loss_vfl_dn_5: 0.3879 (0.3808) loss_vfl_dn_pre: 0.4821 (0.4801) loss_vfl_enc_0: 0.7133 (0.7047) loss_vfl_pre: 0.6913 (0.6982) time: 0.7568 data: 0.0338 max mem: 9142 Epoch: [67] Total time: 0:47:10 (0.7659 s / it) Averaged stats: lr: 0.000013 loss: 31.1259 (30.4963) loss_bbox: 0.1572 (0.1628) loss_bbox_aux_0: 0.1715 (0.1746) loss_bbox_aux_1: 0.1636 (0.1655) loss_bbox_aux_2: 0.1574 (0.1634) loss_bbox_aux_3: 0.1571 (0.1629) loss_bbox_aux_4: 0.1572 (0.1628) loss_bbox_dn_0: 0.2127 (0.2221) loss_bbox_dn_1: 0.1510 (0.1617) loss_bbox_dn_2: 0.1405 (0.1516) loss_bbox_dn_3: 0.1409 (0.1483) loss_bbox_dn_4: 0.1401 (0.1475) loss_bbox_dn_5: 0.1401 (0.1475) loss_bbox_dn_pre: 0.2186 (0.2283) loss_bbox_enc_0: 0.2009 (0.2058) loss_bbox_pre: 0.1733 (0.1749) loss_dfl: 0.9595 (0.9550) loss_fgl_aux_0: 0.9882 (0.9856) loss_fgl_aux_1: 0.9605 (0.9574) loss_fgl_aux_2: 0.9589 (0.9552) loss_fgl_aux_3: 0.9600 (0.9550) loss_fgl_aux_4: 0.9596 (0.9550) loss_fgl_dn_0: 1.0944 (1.0804) loss_fgl_dn_1: 0.9910 (0.9772) loss_fgl_dn_2: 0.9776 (0.9682) loss_fgl_dn_3: 0.9799 (0.9689) loss_fgl_dn_4: 0.9802 (0.9694) loss_fgl_dn_5: 0.9802 (0.9694) loss_giou: 0.5521 (0.5439) loss_giou_aux_0: 0.5706 (0.5688) loss_giou_aux_1: 0.5544 (0.5495) loss_giou_aux_2: 0.5491 (0.5450) loss_giou_aux_3: 0.5519 (0.5440) loss_giou_aux_4: 0.5521 (0.5439) loss_giou_dn_0: 0.5559 (0.5400) loss_giou_dn_1: 0.4421 (0.4273) loss_giou_dn_2: 0.4286 (0.4104) loss_giou_dn_3: 0.4214 (0.4053) loss_giou_dn_4: 0.4201 (0.4042) loss_giou_dn_5: 0.4200 (0.4042) loss_giou_dn_pre: 0.5571 (0.5395) loss_giou_enc_0: 0.6347 (0.6385) loss_giou_pre: 0.5715 (0.5674) loss_ddf_aux_0: 0.0553 (0.0509) loss_ddf_aux_1: 0.0080 (0.0072) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2667 (0.2488) loss_ddf_dn_1: 0.0347 (0.0341) loss_ddf_dn_2: 0.0071 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6262 (0.6295) loss_vfl_aux_0: 0.6881 (0.6961) loss_vfl_aux_1: 0.6620 (0.6732) loss_vfl_aux_2: 0.6513 (0.6567) loss_vfl_aux_3: 0.6396 (0.6403) loss_vfl_aux_4: 0.6334 (0.6316) loss_vfl_dn_0: 0.4831 (0.4797) loss_vfl_dn_1: 0.4214 (0.4084) loss_vfl_dn_2: 0.3996 (0.3918) loss_vfl_dn_3: 0.3914 (0.3840) loss_vfl_dn_4: 0.3884 (0.3812) loss_vfl_dn_5: 0.3879 (0.3808) loss_vfl_dn_pre: 0.4821 (0.4801) loss_vfl_enc_0: 0.7133 (0.7047) loss_vfl_pre: 0.6913 (0.6982) Test: [ 0/79] eta: 0:03:19 time: 2.5246 data: 1.9631 max mem: 9142 Test: [10/79] eta: 0:00:53 time: 0.7811 data: 0.2386 max mem: 9142 Test: [20/79] eta: 0:00:41 time: 0.6047 data: 0.0665 max mem: 9142 Test: [30/79] eta: 0:00:33 time: 0.6166 data: 0.0664 max mem: 9142 Test: [40/79] eta: 0:00:25 time: 0.6161 data: 0.0646 max mem: 9142 Test: [50/79] eta: 0:00:20 time: 0.7349 data: 0.0595 max mem: 9142 Test: [60/79] eta: 0:00:12 time: 0.7222 data: 0.0608 max mem: 9142 Test: [70/79] eta: 0:00:05 time: 0.5853 data: 0.0647 max mem: 9142 Test: [78/79] eta: 0:00:00 time: 0.6704 data: 0.0655 max mem: 9142 Test: Total time: 0:00:53 (0.6820 s / it) Averaged stats: Accumulating evaluation results... DONE (t=27.52s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.538 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.715 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.583 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.355 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.715 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.393 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.662 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.728 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.566 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.772 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 best_stat: {'epoch': 57, 'coco_eval_bbox': 0.5389768252152075} Epoch: [68] [ 0/3696] eta: 2:37:25 lr: 0.000013 loss: 29.5887 (29.5887) loss_bbox: 0.1456 (0.1456) loss_bbox_aux_0: 0.1667 (0.1667) loss_bbox_aux_1: 0.1485 (0.1485) loss_bbox_aux_2: 0.1466 (0.1466) loss_bbox_aux_3: 0.1465 (0.1465) loss_bbox_aux_4: 0.1456 (0.1456) loss_bbox_dn_0: 0.2384 (0.2384) loss_bbox_dn_1: 0.1669 (0.1669) loss_bbox_dn_2: 0.1529 (0.1529) loss_bbox_dn_3: 0.1466 (0.1466) loss_bbox_dn_4: 0.1447 (0.1447) loss_bbox_dn_5: 0.1447 (0.1447) loss_bbox_dn_pre: 0.2403 (0.2403) loss_bbox_enc_0: 0.1971 (0.1971) loss_bbox_pre: 0.1672 (0.1672) loss_dfl: 0.8878 (0.8878) loss_fgl_aux_0: 0.9269 (0.9269) loss_fgl_aux_1: 0.8895 (0.8895) loss_fgl_aux_2: 0.8887 (0.8887) loss_fgl_aux_3: 0.8883 (0.8883) loss_fgl_aux_4: 0.8878 (0.8878) loss_fgl_dn_0: 1.0672 (1.0672) loss_fgl_dn_1: 0.9510 (0.9510) loss_fgl_dn_2: 0.9406 (0.9406) loss_fgl_dn_3: 0.9427 (0.9427) loss_fgl_dn_4: 0.9433 (0.9433) loss_fgl_dn_5: 0.9433 (0.9433) loss_giou: 0.5324 (0.5324) loss_giou_aux_0: 0.5572 (0.5572) loss_giou_aux_1: 0.5382 (0.5382) loss_giou_aux_2: 0.5328 (0.5328) loss_giou_aux_3: 0.5322 (0.5322) loss_giou_aux_4: 0.5323 (0.5323) loss_giou_dn_0: 0.4799 (0.4799) loss_giou_dn_1: 0.3798 (0.3798) loss_giou_dn_2: 0.3694 (0.3694) loss_giou_dn_3: 0.3635 (0.3635) loss_giou_dn_4: 0.3626 (0.3626) loss_giou_dn_5: 0.3626 (0.3626) loss_giou_dn_pre: 0.4781 (0.4781) loss_giou_enc_0: 0.6173 (0.6173) loss_giou_pre: 0.5572 (0.5572) loss_ddf_aux_0: 0.0508 (0.0508) loss_ddf_aux_1: 0.0068 (0.0068) loss_ddf_aux_2: 0.0011 (0.0011) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0000 (0.0000) loss_ddf_dn_0: 0.2227 (0.2227) loss_ddf_dn_1: 0.0256 (0.0256) loss_ddf_dn_2: 0.0051 (0.0051) loss_ddf_dn_3: 0.0006 (0.0006) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6454 (0.6454) loss_vfl_aux_0: 0.7288 (0.7288) loss_vfl_aux_1: 0.7102 (0.7102) loss_vfl_aux_2: 0.6769 (0.6769) loss_vfl_aux_3: 0.6573 (0.6573) loss_vfl_aux_4: 0.6518 (0.6518) loss_vfl_dn_0: 0.4746 (0.4746) loss_vfl_dn_1: 0.4033 (0.4033) loss_vfl_dn_2: 0.3900 (0.3900) loss_vfl_dn_3: 0.3782 (0.3782) loss_vfl_dn_4: 0.3710 (0.3710) loss_vfl_dn_5: 0.3682 (0.3682) loss_vfl_dn_pre: 0.4771 (0.4771) loss_vfl_enc_0: 0.7665 (0.7665) loss_vfl_pre: 0.7260 (0.7260) time: 2.5556 data: 1.8582 max mem: 9142 Epoch: [68] [ 100/3696] eta: 0:46:30 lr: 0.000013 loss: 30.8012 (30.5330) loss_bbox: 0.1592 (0.1679) loss_bbox_aux_0: 0.1682 (0.1792) loss_bbox_aux_1: 0.1637 (0.1701) loss_bbox_aux_2: 0.1609 (0.1682) loss_bbox_aux_3: 0.1597 (0.1679) loss_bbox_aux_4: 0.1594 (0.1679) loss_bbox_dn_0: 0.2356 (0.2309) loss_bbox_dn_1: 0.1730 (0.1687) loss_bbox_dn_2: 0.1611 (0.1581) loss_bbox_dn_3: 0.1597 (0.1548) loss_bbox_dn_4: 0.1575 (0.1542) loss_bbox_dn_5: 0.1575 (0.1542) loss_bbox_dn_pre: 0.2415 (0.2369) loss_bbox_enc_0: 0.2005 (0.2112) loss_bbox_pre: 0.1674 (0.1794) loss_dfl: 0.9687 (0.9613) loss_fgl_aux_0: 0.9967 (0.9916) loss_fgl_aux_1: 0.9691 (0.9641) loss_fgl_aux_2: 0.9695 (0.9615) loss_fgl_aux_3: 0.9688 (0.9613) loss_fgl_aux_4: 0.9686 (0.9613) loss_fgl_dn_0: 1.0781 (1.0816) loss_fgl_dn_1: 0.9810 (0.9780) loss_fgl_dn_2: 0.9739 (0.9690) loss_fgl_dn_3: 0.9731 (0.9697) loss_fgl_dn_4: 0.9734 (0.9702) loss_fgl_dn_5: 0.9734 (0.9702) loss_giou: 0.5077 (0.5282) loss_giou_aux_0: 0.5451 (0.5520) loss_giou_aux_1: 0.5206 (0.5331) loss_giou_aux_2: 0.5105 (0.5292) loss_giou_aux_3: 0.5086 (0.5283) loss_giou_aux_4: 0.5080 (0.5282) loss_giou_dn_0: 0.5230 (0.5348) loss_giou_dn_1: 0.4113 (0.4235) loss_giou_dn_2: 0.3956 (0.4066) loss_giou_dn_3: 0.3902 (0.4013) loss_giou_dn_4: 0.3890 (0.4002) loss_giou_dn_5: 0.3890 (0.4002) loss_giou_dn_pre: 0.5237 (0.5344) loss_giou_enc_0: 0.6029 (0.6231) loss_giou_pre: 0.5406 (0.5509) loss_ddf_aux_0: 0.0460 (0.0517) loss_ddf_aux_1: 0.0067 (0.0073) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2449 (0.2512) loss_ddf_dn_1: 0.0327 (0.0343) loss_ddf_dn_2: 0.0068 (0.0079) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.6418 (0.6359) loss_vfl_aux_0: 0.6974 (0.7032) loss_vfl_aux_1: 0.6731 (0.6778) loss_vfl_aux_2: 0.6554 (0.6611) loss_vfl_aux_3: 0.6549 (0.6480) loss_vfl_aux_4: 0.6429 (0.6376) loss_vfl_dn_0: 0.4777 (0.4816) loss_vfl_dn_1: 0.4044 (0.4095) loss_vfl_dn_2: 0.3898 (0.3933) loss_vfl_dn_3: 0.3838 (0.3853) loss_vfl_dn_4: 0.3813 (0.3824) loss_vfl_dn_5: 0.3806 (0.3820) loss_vfl_dn_pre: 0.4791 (0.4819) loss_vfl_enc_0: 0.7079 (0.7094) loss_vfl_pre: 0.7069 (0.7053) time: 0.7681 data: 0.0286 max mem: 9142 Epoch: [68] [ 200/3696] eta: 0:44:35 lr: 0.000013 loss: 29.5682 (30.3549) loss_bbox: 0.1510 (0.1632) loss_bbox_aux_0: 0.1625 (0.1745) loss_bbox_aux_1: 0.1520 (0.1657) loss_bbox_aux_2: 0.1519 (0.1637) loss_bbox_aux_3: 0.1515 (0.1633) loss_bbox_aux_4: 0.1511 (0.1633) loss_bbox_dn_0: 0.2197 (0.2250) loss_bbox_dn_1: 0.1631 (0.1636) loss_bbox_dn_2: 0.1553 (0.1533) loss_bbox_dn_3: 0.1492 (0.1501) loss_bbox_dn_4: 0.1475 (0.1494) loss_bbox_dn_5: 0.1475 (0.1494) loss_bbox_dn_pre: 0.2282 (0.2309) loss_bbox_enc_0: 0.1910 (0.2053) loss_bbox_pre: 0.1633 (0.1748) loss_dfl: 0.9573 (0.9582) loss_fgl_aux_0: 0.9833 (0.9880) loss_fgl_aux_1: 0.9588 (0.9608) loss_fgl_aux_2: 0.9559 (0.9583) loss_fgl_aux_3: 0.9576 (0.9582) loss_fgl_aux_4: 0.9575 (0.9582) loss_fgl_dn_0: 1.0814 (1.0800) loss_fgl_dn_1: 0.9661 (0.9757) loss_fgl_dn_2: 0.9548 (0.9668) loss_fgl_dn_3: 0.9561 (0.9675) loss_fgl_dn_4: 0.9562 (0.9680) loss_fgl_dn_5: 0.9562 (0.9680) loss_giou: 0.4825 (0.5313) loss_giou_aux_0: 0.5078 (0.5551) loss_giou_aux_1: 0.4900 (0.5363) loss_giou_aux_2: 0.4827 (0.5323) loss_giou_aux_3: 0.4814 (0.5314) loss_giou_aux_4: 0.4824 (0.5313) loss_giou_dn_0: 0.5229 (0.5354) loss_giou_dn_1: 0.4091 (0.4236) loss_giou_dn_2: 0.3917 (0.4068) loss_giou_dn_3: 0.3876 (0.4017) loss_giou_dn_4: 0.3869 (0.4006) loss_giou_dn_5: 0.3869 (0.4006) loss_giou_dn_pre: 0.5242 (0.5348) loss_giou_enc_0: 0.5772 (0.6258) loss_giou_pre: 0.5060 (0.5539) loss_ddf_aux_0: 0.0518 (0.0507) loss_ddf_aux_1: 0.0070 (0.0072) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2495 (0.2473) loss_ddf_dn_1: 0.0338 (0.0331) loss_ddf_dn_2: 0.0077 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5933 (0.6263) loss_vfl_aux_0: 0.6682 (0.6905) loss_vfl_aux_1: 0.6486 (0.6683) loss_vfl_aux_2: 0.6316 (0.6522) loss_vfl_aux_3: 0.6062 (0.6378) loss_vfl_aux_4: 0.5950 (0.6283) loss_vfl_dn_0: 0.4755 (0.4806) loss_vfl_dn_1: 0.3986 (0.4076) loss_vfl_dn_2: 0.3835 (0.3915) loss_vfl_dn_3: 0.3755 (0.3836) loss_vfl_dn_4: 0.3744 (0.3808) loss_vfl_dn_5: 0.3738 (0.3802) loss_vfl_dn_pre: 0.4759 (0.4810) loss_vfl_enc_0: 0.6757 (0.7008) loss_vfl_pre: 0.6689 (0.6925) time: 0.7371 data: 0.0279 max mem: 9142 Epoch: [68] [ 300/3696] eta: 0:43:58 lr: 0.000013 loss: 30.5889 (30.4154) loss_bbox: 0.1654 (0.1625) loss_bbox_aux_0: 0.1768 (0.1739) loss_bbox_aux_1: 0.1661 (0.1650) loss_bbox_aux_2: 0.1660 (0.1630) loss_bbox_aux_3: 0.1660 (0.1626) loss_bbox_aux_4: 0.1654 (0.1625) loss_bbox_dn_0: 0.1996 (0.2222) loss_bbox_dn_1: 0.1516 (0.1616) loss_bbox_dn_2: 0.1462 (0.1516) loss_bbox_dn_3: 0.1429 (0.1484) loss_bbox_dn_4: 0.1425 (0.1477) loss_bbox_dn_5: 0.1426 (0.1477) loss_bbox_dn_pre: 0.2003 (0.2281) loss_bbox_enc_0: 0.2076 (0.2043) loss_bbox_pre: 0.1764 (0.1742) loss_dfl: 0.9321 (0.9570) loss_fgl_aux_0: 0.9650 (0.9867) loss_fgl_aux_1: 0.9345 (0.9597) loss_fgl_aux_2: 0.9311 (0.9572) loss_fgl_aux_3: 0.9321 (0.9571) loss_fgl_aux_4: 0.9321 (0.9571) loss_fgl_dn_0: 1.0729 (1.0791) loss_fgl_dn_1: 0.9835 (0.9763) loss_fgl_dn_2: 0.9760 (0.9674) loss_fgl_dn_3: 0.9754 (0.9681) loss_fgl_dn_4: 0.9763 (0.9686) loss_fgl_dn_5: 0.9764 (0.9686) loss_giou: 0.5604 (0.5389) loss_giou_aux_0: 0.5851 (0.5631) loss_giou_aux_1: 0.5627 (0.5441) loss_giou_aux_2: 0.5595 (0.5399) loss_giou_aux_3: 0.5619 (0.5390) loss_giou_aux_4: 0.5608 (0.5389) loss_giou_dn_0: 0.5472 (0.5386) loss_giou_dn_1: 0.4359 (0.4267) loss_giou_dn_2: 0.4170 (0.4099) loss_giou_dn_3: 0.4161 (0.4047) loss_giou_dn_4: 0.4156 (0.4036) loss_giou_dn_5: 0.4156 (0.4036) loss_giou_dn_pre: 0.5447 (0.5380) loss_giou_enc_0: 0.6552 (0.6338) loss_giou_pre: 0.5849 (0.5618) loss_ddf_aux_0: 0.0502 (0.0509) loss_ddf_aux_1: 0.0073 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2294 (0.2463) loss_ddf_dn_1: 0.0299 (0.0329) loss_ddf_dn_2: 0.0076 (0.0075) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6306 (0.6264) loss_vfl_aux_0: 0.6724 (0.6907) loss_vfl_aux_1: 0.6604 (0.6692) loss_vfl_aux_2: 0.6446 (0.6521) loss_vfl_aux_3: 0.6253 (0.6379) loss_vfl_aux_4: 0.6242 (0.6282) loss_vfl_dn_0: 0.4791 (0.4798) loss_vfl_dn_1: 0.4096 (0.4082) loss_vfl_dn_2: 0.3938 (0.3920) loss_vfl_dn_3: 0.3847 (0.3842) loss_vfl_dn_4: 0.3833 (0.3814) loss_vfl_dn_5: 0.3813 (0.3808) loss_vfl_dn_pre: 0.4800 (0.4802) loss_vfl_enc_0: 0.6836 (0.7013) loss_vfl_pre: 0.6780 (0.6928) time: 0.7584 data: 0.0338 max mem: 9142 Epoch: [68] [ 400/3696] eta: 0:42:23 lr: 0.000013 loss: 30.6535 (30.4368) loss_bbox: 0.1433 (0.1619) loss_bbox_aux_0: 0.1554 (0.1736) loss_bbox_aux_1: 0.1467 (0.1645) loss_bbox_aux_2: 0.1441 (0.1624) loss_bbox_aux_3: 0.1431 (0.1620) loss_bbox_aux_4: 0.1434 (0.1619) loss_bbox_dn_0: 0.2101 (0.2222) loss_bbox_dn_1: 0.1456 (0.1611) loss_bbox_dn_2: 0.1356 (0.1510) loss_bbox_dn_3: 0.1344 (0.1477) loss_bbox_dn_4: 0.1336 (0.1470) loss_bbox_dn_5: 0.1335 (0.1470) loss_bbox_dn_pre: 0.2237 (0.2281) loss_bbox_enc_0: 0.1834 (0.2042) loss_bbox_pre: 0.1572 (0.1738) loss_dfl: 0.9594 (0.9564) loss_fgl_aux_0: 1.0062 (0.9871) loss_fgl_aux_1: 0.9630 (0.9590) loss_fgl_aux_2: 0.9588 (0.9565) loss_fgl_aux_3: 0.9592 (0.9564) loss_fgl_aux_4: 0.9595 (0.9564) loss_fgl_dn_0: 1.0897 (1.0807) loss_fgl_dn_1: 0.9780 (0.9766) loss_fgl_dn_2: 0.9721 (0.9675) loss_fgl_dn_3: 0.9730 (0.9682) loss_fgl_dn_4: 0.9735 (0.9687) loss_fgl_dn_5: 0.9736 (0.9687) loss_giou: 0.5265 (0.5390) loss_giou_aux_0: 0.5546 (0.5638) loss_giou_aux_1: 0.5334 (0.5444) loss_giou_aux_2: 0.5279 (0.5401) loss_giou_aux_3: 0.5265 (0.5391) loss_giou_aux_4: 0.5262 (0.5390) loss_giou_dn_0: 0.5549 (0.5394) loss_giou_dn_1: 0.4384 (0.4263) loss_giou_dn_2: 0.4261 (0.4094) loss_giou_dn_3: 0.4172 (0.4042) loss_giou_dn_4: 0.4156 (0.4031) loss_giou_dn_5: 0.4156 (0.4031) loss_giou_dn_pre: 0.5537 (0.5388) loss_giou_enc_0: 0.6132 (0.6351) loss_giou_pre: 0.5520 (0.5625) loss_ddf_aux_0: 0.0556 (0.0522) loss_ddf_aux_1: 0.0083 (0.0073) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2681 (0.2493) loss_ddf_dn_1: 0.0364 (0.0332) loss_ddf_dn_2: 0.0077 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6400 (0.6288) loss_vfl_aux_0: 0.6953 (0.6933) loss_vfl_aux_1: 0.6745 (0.6721) loss_vfl_aux_2: 0.6685 (0.6544) loss_vfl_aux_3: 0.6427 (0.6400) loss_vfl_aux_4: 0.6356 (0.6307) loss_vfl_dn_0: 0.4806 (0.4803) loss_vfl_dn_1: 0.4092 (0.4086) loss_vfl_dn_2: 0.3941 (0.3921) loss_vfl_dn_3: 0.3892 (0.3842) loss_vfl_dn_4: 0.3834 (0.3814) loss_vfl_dn_5: 0.3840 (0.3809) loss_vfl_dn_pre: 0.4800 (0.4806) loss_vfl_enc_0: 0.7153 (0.7037) loss_vfl_pre: 0.6915 (0.6954) time: 0.7668 data: 0.0242 max mem: 9142 Epoch: [68] [ 500/3696] eta: 0:40:50 lr: 0.000013 loss: 30.1164 (30.4148) loss_bbox: 0.1599 (0.1613) loss_bbox_aux_0: 0.1705 (0.1728) loss_bbox_aux_1: 0.1598 (0.1639) loss_bbox_aux_2: 0.1605 (0.1618) loss_bbox_aux_3: 0.1598 (0.1613) loss_bbox_aux_4: 0.1599 (0.1613) loss_bbox_dn_0: 0.2086 (0.2207) loss_bbox_dn_1: 0.1479 (0.1601) loss_bbox_dn_2: 0.1363 (0.1502) loss_bbox_dn_3: 0.1317 (0.1469) loss_bbox_dn_4: 0.1315 (0.1462) loss_bbox_dn_5: 0.1315 (0.1462) loss_bbox_dn_pre: 0.2141 (0.2266) loss_bbox_enc_0: 0.1952 (0.2035) loss_bbox_pre: 0.1710 (0.1730) loss_dfl: 0.9550 (0.9558) loss_fgl_aux_0: 0.9832 (0.9864) loss_fgl_aux_1: 0.9551 (0.9582) loss_fgl_aux_2: 0.9543 (0.9559) loss_fgl_aux_3: 0.9548 (0.9558) loss_fgl_aux_4: 0.9548 (0.9558) loss_fgl_dn_0: 1.0834 (1.0803) loss_fgl_dn_1: 0.9817 (0.9768) loss_fgl_dn_2: 0.9786 (0.9679) loss_fgl_dn_3: 0.9805 (0.9686) loss_fgl_dn_4: 0.9815 (0.9691) loss_fgl_dn_5: 0.9816 (0.9691) loss_giou: 0.5258 (0.5394) loss_giou_aux_0: 0.5508 (0.5639) loss_giou_aux_1: 0.5324 (0.5448) loss_giou_aux_2: 0.5269 (0.5405) loss_giou_aux_3: 0.5256 (0.5395) loss_giou_aux_4: 0.5259 (0.5394) loss_giou_dn_0: 0.5380 (0.5390) loss_giou_dn_1: 0.4189 (0.4263) loss_giou_dn_2: 0.3974 (0.4094) loss_giou_dn_3: 0.3938 (0.4043) loss_giou_dn_4: 0.3931 (0.4032) loss_giou_dn_5: 0.3931 (0.4032) loss_giou_dn_pre: 0.5363 (0.5384) loss_giou_enc_0: 0.6247 (0.6350) loss_giou_pre: 0.5519 (0.5626) loss_ddf_aux_0: 0.0474 (0.0518) loss_ddf_aux_1: 0.0067 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2373 (0.2478) loss_ddf_dn_1: 0.0329 (0.0330) loss_ddf_dn_2: 0.0070 (0.0075) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6066 (0.6276) loss_vfl_aux_0: 0.6716 (0.6934) loss_vfl_aux_1: 0.6462 (0.6725) loss_vfl_aux_2: 0.6332 (0.6541) loss_vfl_aux_3: 0.6154 (0.6395) loss_vfl_aux_4: 0.6097 (0.6297) loss_vfl_dn_0: 0.4808 (0.4799) loss_vfl_dn_1: 0.4079 (0.4083) loss_vfl_dn_2: 0.3884 (0.3916) loss_vfl_dn_3: 0.3853 (0.3839) loss_vfl_dn_4: 0.3805 (0.3810) loss_vfl_dn_5: 0.3795 (0.3805) loss_vfl_dn_pre: 0.4811 (0.4803) loss_vfl_enc_0: 0.6851 (0.7032) loss_vfl_pre: 0.6729 (0.6954) time: 0.7409 data: 0.0288 max mem: 9142 Epoch: [68] [ 600/3696] eta: 0:39:26 lr: 0.000013 loss: 30.2493 (30.4373) loss_bbox: 0.1529 (0.1611) loss_bbox_aux_0: 0.1658 (0.1726) loss_bbox_aux_1: 0.1562 (0.1638) loss_bbox_aux_2: 0.1535 (0.1617) loss_bbox_aux_3: 0.1528 (0.1612) loss_bbox_aux_4: 0.1529 (0.1612) loss_bbox_dn_0: 0.2074 (0.2196) loss_bbox_dn_1: 0.1458 (0.1595) loss_bbox_dn_2: 0.1375 (0.1495) loss_bbox_dn_3: 0.1315 (0.1463) loss_bbox_dn_4: 0.1284 (0.1455) loss_bbox_dn_5: 0.1284 (0.1455) loss_bbox_dn_pre: 0.2128 (0.2255) loss_bbox_enc_0: 0.1952 (0.2030) loss_bbox_pre: 0.1657 (0.1728) loss_dfl: 0.9524 (0.9549) loss_fgl_aux_0: 0.9852 (0.9854) loss_fgl_aux_1: 0.9519 (0.9572) loss_fgl_aux_2: 0.9533 (0.9549) loss_fgl_aux_3: 0.9525 (0.9549) loss_fgl_aux_4: 0.9522 (0.9549) loss_fgl_dn_0: 1.0752 (1.0802) loss_fgl_dn_1: 0.9690 (0.9771) loss_fgl_dn_2: 0.9576 (0.9683) loss_fgl_dn_3: 0.9586 (0.9690) loss_fgl_dn_4: 0.9594 (0.9695) loss_fgl_dn_5: 0.9594 (0.9695) loss_giou: 0.5304 (0.5423) loss_giou_aux_0: 0.5540 (0.5669) loss_giou_aux_1: 0.5341 (0.5478) loss_giou_aux_2: 0.5304 (0.5434) loss_giou_aux_3: 0.5295 (0.5424) loss_giou_aux_4: 0.5305 (0.5423) loss_giou_dn_0: 0.5252 (0.5405) loss_giou_dn_1: 0.4172 (0.4278) loss_giou_dn_2: 0.3974 (0.4109) loss_giou_dn_3: 0.3927 (0.4058) loss_giou_dn_4: 0.3929 (0.4046) loss_giou_dn_5: 0.3929 (0.4046) loss_giou_dn_pre: 0.5230 (0.5400) loss_giou_enc_0: 0.6244 (0.6381) loss_giou_pre: 0.5536 (0.5657) loss_ddf_aux_0: 0.0511 (0.0517) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2475 (0.2475) loss_ddf_dn_1: 0.0340 (0.0330) loss_ddf_dn_2: 0.0073 (0.0075) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6050 (0.6275) loss_vfl_aux_0: 0.6782 (0.6930) loss_vfl_aux_1: 0.6550 (0.6721) loss_vfl_aux_2: 0.6445 (0.6542) loss_vfl_aux_3: 0.6296 (0.6392) loss_vfl_aux_4: 0.6185 (0.6295) loss_vfl_dn_0: 0.4802 (0.4797) loss_vfl_dn_1: 0.4070 (0.4084) loss_vfl_dn_2: 0.3936 (0.3919) loss_vfl_dn_3: 0.3838 (0.3841) loss_vfl_dn_4: 0.3812 (0.3812) loss_vfl_dn_5: 0.3804 (0.3807) loss_vfl_dn_pre: 0.4790 (0.4801) loss_vfl_enc_0: 0.6777 (0.7031) loss_vfl_pre: 0.6777 (0.6950) time: 0.7404 data: 0.0288 max mem: 9142 Epoch: [68] [ 700/3696] eta: 0:38:10 lr: 0.000013 loss: 30.3976 (30.4244) loss_bbox: 0.1552 (0.1608) loss_bbox_aux_0: 0.1639 (0.1723) loss_bbox_aux_1: 0.1574 (0.1634) loss_bbox_aux_2: 0.1554 (0.1614) loss_bbox_aux_3: 0.1549 (0.1609) loss_bbox_aux_4: 0.1551 (0.1608) loss_bbox_dn_0: 0.2265 (0.2202) loss_bbox_dn_1: 0.1567 (0.1599) loss_bbox_dn_2: 0.1492 (0.1499) loss_bbox_dn_3: 0.1433 (0.1467) loss_bbox_dn_4: 0.1431 (0.1459) loss_bbox_dn_5: 0.1430 (0.1459) loss_bbox_dn_pre: 0.2302 (0.2261) loss_bbox_enc_0: 0.1936 (0.2027) loss_bbox_pre: 0.1637 (0.1725) loss_dfl: 0.9599 (0.9553) loss_fgl_aux_0: 0.9970 (0.9861) loss_fgl_aux_1: 0.9620 (0.9576) loss_fgl_aux_2: 0.9595 (0.9554) loss_fgl_aux_3: 0.9598 (0.9553) loss_fgl_aux_4: 0.9598 (0.9553) loss_fgl_dn_0: 1.0772 (1.0801) loss_fgl_dn_1: 0.9740 (0.9767) loss_fgl_dn_2: 0.9670 (0.9679) loss_fgl_dn_3: 0.9683 (0.9686) loss_fgl_dn_4: 0.9683 (0.9691) loss_fgl_dn_5: 0.9683 (0.9691) loss_giou: 0.5132 (0.5402) loss_giou_aux_0: 0.5411 (0.5649) loss_giou_aux_1: 0.5236 (0.5457) loss_giou_aux_2: 0.5161 (0.5414) loss_giou_aux_3: 0.5142 (0.5403) loss_giou_aux_4: 0.5134 (0.5402) loss_giou_dn_0: 0.5382 (0.5395) loss_giou_dn_1: 0.4199 (0.4268) loss_giou_dn_2: 0.4007 (0.4099) loss_giou_dn_3: 0.4012 (0.4048) loss_giou_dn_4: 0.4006 (0.4036) loss_giou_dn_5: 0.4007 (0.4036) loss_giou_dn_pre: 0.5393 (0.5390) loss_giou_enc_0: 0.6071 (0.6360) loss_giou_pre: 0.5429 (0.5637) loss_ddf_aux_0: 0.0501 (0.0520) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2433 (0.2481) loss_ddf_dn_1: 0.0321 (0.0333) loss_ddf_dn_2: 0.0078 (0.0076) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6312 (0.6283) loss_vfl_aux_0: 0.6779 (0.6938) loss_vfl_aux_1: 0.6768 (0.6733) loss_vfl_aux_2: 0.6556 (0.6552) loss_vfl_aux_3: 0.6433 (0.6403) loss_vfl_aux_4: 0.6378 (0.6305) loss_vfl_dn_0: 0.4803 (0.4799) loss_vfl_dn_1: 0.4094 (0.4084) loss_vfl_dn_2: 0.3888 (0.3919) loss_vfl_dn_3: 0.3808 (0.3840) loss_vfl_dn_4: 0.3778 (0.3812) loss_vfl_dn_5: 0.3769 (0.3806) loss_vfl_dn_pre: 0.4807 (0.4803) loss_vfl_enc_0: 0.6868 (0.7039) loss_vfl_pre: 0.6758 (0.6959) time: 0.7437 data: 0.0336 max mem: 9142 Epoch: [68] [ 800/3696] eta: 0:36:43 lr: 0.000013 loss: 30.5384 (30.4390) loss_bbox: 0.1575 (0.1612) loss_bbox_aux_0: 0.1661 (0.1726) loss_bbox_aux_1: 0.1593 (0.1639) loss_bbox_aux_2: 0.1580 (0.1618) loss_bbox_aux_3: 0.1572 (0.1613) loss_bbox_aux_4: 0.1576 (0.1612) loss_bbox_dn_0: 0.1995 (0.2201) loss_bbox_dn_1: 0.1419 (0.1599) loss_bbox_dn_2: 0.1356 (0.1499) loss_bbox_dn_3: 0.1321 (0.1468) loss_bbox_dn_4: 0.1329 (0.1460) loss_bbox_dn_5: 0.1329 (0.1460) loss_bbox_dn_pre: 0.2020 (0.2260) loss_bbox_enc_0: 0.1946 (0.2030) loss_bbox_pre: 0.1654 (0.1728) loss_dfl: 0.9525 (0.9552) loss_fgl_aux_0: 0.9912 (0.9859) loss_fgl_aux_1: 0.9561 (0.9576) loss_fgl_aux_2: 0.9500 (0.9553) loss_fgl_aux_3: 0.9522 (0.9552) loss_fgl_aux_4: 0.9524 (0.9552) loss_fgl_dn_0: 1.0812 (1.0801) loss_fgl_dn_1: 0.9738 (0.9767) loss_fgl_dn_2: 0.9657 (0.9679) loss_fgl_dn_3: 0.9672 (0.9686) loss_fgl_dn_4: 0.9683 (0.9691) loss_fgl_dn_5: 0.9683 (0.9691) loss_giou: 0.5636 (0.5412) loss_giou_aux_0: 0.5718 (0.5658) loss_giou_aux_1: 0.5604 (0.5467) loss_giou_aux_2: 0.5593 (0.5424) loss_giou_aux_3: 0.5613 (0.5414) loss_giou_aux_4: 0.5636 (0.5412) loss_giou_dn_0: 0.5465 (0.5396) loss_giou_dn_1: 0.4351 (0.4269) loss_giou_dn_2: 0.4203 (0.4100) loss_giou_dn_3: 0.4162 (0.4049) loss_giou_dn_4: 0.4152 (0.4038) loss_giou_dn_5: 0.4152 (0.4038) loss_giou_dn_pre: 0.5459 (0.5392) loss_giou_enc_0: 0.6414 (0.6365) loss_giou_pre: 0.5677 (0.5645) loss_ddf_aux_0: 0.0515 (0.0518) loss_ddf_aux_1: 0.0076 (0.0073) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0004 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2536 (0.2485) loss_ddf_dn_1: 0.0351 (0.0336) loss_ddf_dn_2: 0.0078 (0.0076) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6236 (0.6287) loss_vfl_aux_0: 0.6960 (0.6945) loss_vfl_aux_1: 0.6657 (0.6735) loss_vfl_aux_2: 0.6462 (0.6557) loss_vfl_aux_3: 0.6374 (0.6404) loss_vfl_aux_4: 0.6307 (0.6309) loss_vfl_dn_0: 0.4755 (0.4800) loss_vfl_dn_1: 0.4121 (0.4085) loss_vfl_dn_2: 0.3929 (0.3920) loss_vfl_dn_3: 0.3838 (0.3840) loss_vfl_dn_4: 0.3783 (0.3812) loss_vfl_dn_5: 0.3787 (0.3807) loss_vfl_dn_pre: 0.4759 (0.4803) loss_vfl_enc_0: 0.7131 (0.7041) loss_vfl_pre: 0.6954 (0.6966) time: 0.7683 data: 0.0348 max mem: 9142 Epoch: [68] [ 900/3696] eta: 0:35:25 lr: 0.000013 loss: 30.6778 (30.4395) loss_bbox: 0.1619 (0.1619) loss_bbox_aux_0: 0.1690 (0.1733) loss_bbox_aux_1: 0.1639 (0.1645) loss_bbox_aux_2: 0.1624 (0.1624) loss_bbox_aux_3: 0.1618 (0.1619) loss_bbox_aux_4: 0.1619 (0.1619) loss_bbox_dn_0: 0.2216 (0.2210) loss_bbox_dn_1: 0.1543 (0.1606) loss_bbox_dn_2: 0.1441 (0.1505) loss_bbox_dn_3: 0.1396 (0.1473) loss_bbox_dn_4: 0.1395 (0.1466) loss_bbox_dn_5: 0.1395 (0.1466) loss_bbox_dn_pre: 0.2298 (0.2270) loss_bbox_enc_0: 0.2071 (0.2039) loss_bbox_pre: 0.1711 (0.1735) loss_dfl: 0.9608 (0.9557) loss_fgl_aux_0: 0.9935 (0.9866) loss_fgl_aux_1: 0.9639 (0.9581) loss_fgl_aux_2: 0.9604 (0.9559) loss_fgl_aux_3: 0.9604 (0.9558) loss_fgl_aux_4: 0.9605 (0.9558) loss_fgl_dn_0: 1.0784 (1.0802) loss_fgl_dn_1: 0.9785 (0.9768) loss_fgl_dn_2: 0.9701 (0.9680) loss_fgl_dn_3: 0.9708 (0.9687) loss_fgl_dn_4: 0.9716 (0.9692) loss_fgl_dn_5: 0.9716 (0.9692) loss_giou: 0.4948 (0.5394) loss_giou_aux_0: 0.5213 (0.5641) loss_giou_aux_1: 0.4961 (0.5449) loss_giou_aux_2: 0.4950 (0.5406) loss_giou_aux_3: 0.4935 (0.5396) loss_giou_aux_4: 0.4946 (0.5394) loss_giou_dn_0: 0.5191 (0.5386) loss_giou_dn_1: 0.4048 (0.4259) loss_giou_dn_2: 0.3878 (0.4090) loss_giou_dn_3: 0.3820 (0.4039) loss_giou_dn_4: 0.3807 (0.4028) loss_giou_dn_5: 0.3807 (0.4028) loss_giou_dn_pre: 0.5195 (0.5381) loss_giou_enc_0: 0.6034 (0.6346) loss_giou_pre: 0.5167 (0.5628) loss_ddf_aux_0: 0.0488 (0.0520) loss_ddf_aux_1: 0.0067 (0.0074) loss_ddf_aux_2: 0.0013 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2400 (0.2485) loss_ddf_dn_1: 0.0309 (0.0336) loss_ddf_dn_2: 0.0076 (0.0076) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6475 (0.6293) loss_vfl_aux_0: 0.7205 (0.6958) loss_vfl_aux_1: 0.6960 (0.6742) loss_vfl_aux_2: 0.6743 (0.6567) loss_vfl_aux_3: 0.6555 (0.6411) loss_vfl_aux_4: 0.6486 (0.6315) loss_vfl_dn_0: 0.4769 (0.4801) loss_vfl_dn_1: 0.4062 (0.4085) loss_vfl_dn_2: 0.3856 (0.3919) loss_vfl_dn_3: 0.3747 (0.3839) loss_vfl_dn_4: 0.3720 (0.3811) loss_vfl_dn_5: 0.3718 (0.3806) loss_vfl_dn_pre: 0.4766 (0.4805) loss_vfl_enc_0: 0.7262 (0.7049) loss_vfl_pre: 0.7220 (0.6978) time: 0.7479 data: 0.0284 max mem: 9142 Epoch: [68] [1000/3696] eta: 0:34:17 lr: 0.000013 loss: 30.0496 (30.4456) loss_bbox: 0.1624 (0.1615) loss_bbox_aux_0: 0.1801 (0.1730) loss_bbox_aux_1: 0.1646 (0.1642) loss_bbox_aux_2: 0.1622 (0.1621) loss_bbox_aux_3: 0.1617 (0.1616) loss_bbox_aux_4: 0.1622 (0.1615) loss_bbox_dn_0: 0.2404 (0.2207) loss_bbox_dn_1: 0.1659 (0.1603) loss_bbox_dn_2: 0.1560 (0.1503) loss_bbox_dn_3: 0.1535 (0.1471) loss_bbox_dn_4: 0.1531 (0.1463) loss_bbox_dn_5: 0.1531 (0.1463) loss_bbox_dn_pre: 0.2471 (0.2267) loss_bbox_enc_0: 0.2179 (0.2038) loss_bbox_pre: 0.1791 (0.1732) loss_dfl: 0.9552 (0.9553) loss_fgl_aux_0: 0.9952 (0.9861) loss_fgl_aux_1: 0.9638 (0.9577) loss_fgl_aux_2: 0.9559 (0.9555) loss_fgl_aux_3: 0.9552 (0.9554) loss_fgl_aux_4: 0.9553 (0.9554) loss_fgl_dn_0: 1.0719 (1.0800) loss_fgl_dn_1: 0.9704 (0.9768) loss_fgl_dn_2: 0.9597 (0.9679) loss_fgl_dn_3: 0.9602 (0.9686) loss_fgl_dn_4: 0.9610 (0.9691) loss_fgl_dn_5: 0.9610 (0.9691) loss_giou: 0.4788 (0.5407) loss_giou_aux_0: 0.5129 (0.5655) loss_giou_aux_1: 0.4853 (0.5462) loss_giou_aux_2: 0.4814 (0.5418) loss_giou_aux_3: 0.4792 (0.5408) loss_giou_aux_4: 0.4788 (0.5407) loss_giou_dn_0: 0.5083 (0.5397) loss_giou_dn_1: 0.3942 (0.4267) loss_giou_dn_2: 0.3772 (0.4099) loss_giou_dn_3: 0.3728 (0.4048) loss_giou_dn_4: 0.3720 (0.4037) loss_giou_dn_5: 0.3720 (0.4037) loss_giou_dn_pre: 0.5091 (0.5392) loss_giou_enc_0: 0.5672 (0.6362) loss_giou_pre: 0.5118 (0.5642) loss_ddf_aux_0: 0.0536 (0.0522) loss_ddf_aux_1: 0.0075 (0.0074) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2480 (0.2484) loss_ddf_dn_1: 0.0339 (0.0336) loss_ddf_dn_2: 0.0078 (0.0077) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6307 (0.6291) loss_vfl_aux_0: 0.6797 (0.6953) loss_vfl_aux_1: 0.6616 (0.6735) loss_vfl_aux_2: 0.6514 (0.6564) loss_vfl_aux_3: 0.6425 (0.6410) loss_vfl_aux_4: 0.6411 (0.6312) loss_vfl_dn_0: 0.4755 (0.4799) loss_vfl_dn_1: 0.4037 (0.4084) loss_vfl_dn_2: 0.3849 (0.3918) loss_vfl_dn_3: 0.3793 (0.3838) loss_vfl_dn_4: 0.3755 (0.3810) loss_vfl_dn_5: 0.3754 (0.3805) loss_vfl_dn_pre: 0.4748 (0.4803) loss_vfl_enc_0: 0.6998 (0.7045) loss_vfl_pre: 0.6796 (0.6972) time: 0.9196 data: 0.0199 max mem: 9142 Epoch: [68] [1100/3696] eta: 0:32:58 lr: 0.000013 loss: 31.0678 (30.4724) loss_bbox: 0.1576 (0.1616) loss_bbox_aux_0: 0.1715 (0.1731) loss_bbox_aux_1: 0.1624 (0.1643) loss_bbox_aux_2: 0.1593 (0.1622) loss_bbox_aux_3: 0.1581 (0.1617) loss_bbox_aux_4: 0.1576 (0.1616) loss_bbox_dn_0: 0.2159 (0.2204) loss_bbox_dn_1: 0.1601 (0.1601) loss_bbox_dn_2: 0.1509 (0.1501) loss_bbox_dn_3: 0.1430 (0.1469) loss_bbox_dn_4: 0.1428 (0.1461) loss_bbox_dn_5: 0.1428 (0.1461) loss_bbox_dn_pre: 0.2219 (0.2264) loss_bbox_enc_0: 0.2028 (0.2039) loss_bbox_pre: 0.1721 (0.1733) loss_dfl: 0.9447 (0.9553) loss_fgl_aux_0: 0.9745 (0.9861) loss_fgl_aux_1: 0.9443 (0.9577) loss_fgl_aux_2: 0.9457 (0.9554) loss_fgl_aux_3: 0.9451 (0.9553) loss_fgl_aux_4: 0.9447 (0.9553) loss_fgl_dn_0: 1.0804 (1.0803) loss_fgl_dn_1: 0.9847 (0.9771) loss_fgl_dn_2: 0.9729 (0.9682) loss_fgl_dn_3: 0.9743 (0.9689) loss_fgl_dn_4: 0.9745 (0.9694) loss_fgl_dn_5: 0.9744 (0.9694) loss_giou: 0.5861 (0.5426) loss_giou_aux_0: 0.6054 (0.5673) loss_giou_aux_1: 0.5907 (0.5480) loss_giou_aux_2: 0.5850 (0.5437) loss_giou_aux_3: 0.5854 (0.5427) loss_giou_aux_4: 0.5861 (0.5425) loss_giou_dn_0: 0.5423 (0.5409) loss_giou_dn_1: 0.4232 (0.4278) loss_giou_dn_2: 0.4102 (0.4110) loss_giou_dn_3: 0.4052 (0.4059) loss_giou_dn_4: 0.4052 (0.4047) loss_giou_dn_5: 0.4051 (0.4047) loss_giou_dn_pre: 0.5405 (0.5404) loss_giou_enc_0: 0.6663 (0.6377) loss_giou_pre: 0.6040 (0.5660) loss_ddf_aux_0: 0.0515 (0.0522) loss_ddf_aux_1: 0.0076 (0.0074) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2480 (0.2485) loss_ddf_dn_1: 0.0355 (0.0336) loss_ddf_dn_2: 0.0082 (0.0077) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6318 (0.6295) loss_vfl_aux_0: 0.6974 (0.6955) loss_vfl_aux_1: 0.6680 (0.6736) loss_vfl_aux_2: 0.6484 (0.6567) loss_vfl_aux_3: 0.6367 (0.6415) loss_vfl_aux_4: 0.6355 (0.6317) loss_vfl_dn_0: 0.4778 (0.4801) loss_vfl_dn_1: 0.4105 (0.4087) loss_vfl_dn_2: 0.3972 (0.3921) loss_vfl_dn_3: 0.3930 (0.3842) loss_vfl_dn_4: 0.3888 (0.3813) loss_vfl_dn_5: 0.3891 (0.3808) loss_vfl_dn_pre: 0.4785 (0.4804) loss_vfl_enc_0: 0.6841 (0.7044) loss_vfl_pre: 0.6991 (0.6974) time: 0.7485 data: 0.0320 max mem: 9142 Epoch: [68] [1200/3696] eta: 0:31:42 lr: 0.000013 loss: 29.8164 (30.4572) loss_bbox: 0.1515 (0.1615) loss_bbox_aux_0: 0.1622 (0.1729) loss_bbox_aux_1: 0.1552 (0.1641) loss_bbox_aux_2: 0.1518 (0.1620) loss_bbox_aux_3: 0.1517 (0.1615) loss_bbox_aux_4: 0.1514 (0.1615) loss_bbox_dn_0: 0.2097 (0.2204) loss_bbox_dn_1: 0.1508 (0.1601) loss_bbox_dn_2: 0.1446 (0.1501) loss_bbox_dn_3: 0.1417 (0.1469) loss_bbox_dn_4: 0.1409 (0.1461) loss_bbox_dn_5: 0.1409 (0.1461) loss_bbox_dn_pre: 0.2194 (0.2264) loss_bbox_enc_0: 0.1903 (0.2038) loss_bbox_pre: 0.1617 (0.1731) loss_dfl: 0.9524 (0.9554) loss_fgl_aux_0: 0.9835 (0.9861) loss_fgl_aux_1: 0.9554 (0.9577) loss_fgl_aux_2: 0.9539 (0.9555) loss_fgl_aux_3: 0.9526 (0.9554) loss_fgl_aux_4: 0.9523 (0.9554) loss_fgl_dn_0: 1.0761 (1.0804) loss_fgl_dn_1: 0.9744 (0.9772) loss_fgl_dn_2: 0.9627 (0.9683) loss_fgl_dn_3: 0.9633 (0.9690) loss_fgl_dn_4: 0.9639 (0.9695) loss_fgl_dn_5: 0.9639 (0.9695) loss_giou: 0.5460 (0.5421) loss_giou_aux_0: 0.5720 (0.5668) loss_giou_aux_1: 0.5512 (0.5476) loss_giou_aux_2: 0.5473 (0.5432) loss_giou_aux_3: 0.5463 (0.5422) loss_giou_aux_4: 0.5461 (0.5421) loss_giou_dn_0: 0.5346 (0.5402) loss_giou_dn_1: 0.4283 (0.4272) loss_giou_dn_2: 0.4094 (0.4104) loss_giou_dn_3: 0.4044 (0.4053) loss_giou_dn_4: 0.4032 (0.4041) loss_giou_dn_5: 0.4032 (0.4041) loss_giou_dn_pre: 0.5371 (0.5397) loss_giou_enc_0: 0.6256 (0.6371) loss_giou_pre: 0.5709 (0.5655) loss_ddf_aux_0: 0.0481 (0.0521) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2329 (0.2484) loss_ddf_dn_1: 0.0334 (0.0337) loss_ddf_dn_2: 0.0072 (0.0077) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6038 (0.6288) loss_vfl_aux_0: 0.6733 (0.6948) loss_vfl_aux_1: 0.6412 (0.6727) loss_vfl_aux_2: 0.6248 (0.6560) loss_vfl_aux_3: 0.6061 (0.6407) loss_vfl_aux_4: 0.6057 (0.6310) loss_vfl_dn_0: 0.4765 (0.4801) loss_vfl_dn_1: 0.4056 (0.4086) loss_vfl_dn_2: 0.3895 (0.3920) loss_vfl_dn_3: 0.3846 (0.3841) loss_vfl_dn_4: 0.3825 (0.3812) loss_vfl_dn_5: 0.3820 (0.3807) loss_vfl_dn_pre: 0.4767 (0.4804) loss_vfl_enc_0: 0.6812 (0.7039) loss_vfl_pre: 0.6800 (0.6968) time: 0.7664 data: 0.0274 max mem: 9142 Epoch: [68] [1300/3696] eta: 0:30:26 lr: 0.000013 loss: 30.5736 (30.4426) loss_bbox: 0.1480 (0.1611) loss_bbox_aux_0: 0.1569 (0.1726) loss_bbox_aux_1: 0.1526 (0.1637) loss_bbox_aux_2: 0.1486 (0.1617) loss_bbox_aux_3: 0.1479 (0.1612) loss_bbox_aux_4: 0.1479 (0.1611) loss_bbox_dn_0: 0.2065 (0.2204) loss_bbox_dn_1: 0.1499 (0.1601) loss_bbox_dn_2: 0.1451 (0.1502) loss_bbox_dn_3: 0.1396 (0.1470) loss_bbox_dn_4: 0.1401 (0.1462) loss_bbox_dn_5: 0.1401 (0.1462) loss_bbox_dn_pre: 0.2137 (0.2264) loss_bbox_enc_0: 0.1965 (0.2035) loss_bbox_pre: 0.1590 (0.1727) loss_dfl: 0.9521 (0.9550) loss_fgl_aux_0: 0.9824 (0.9858) loss_fgl_aux_1: 0.9549 (0.9573) loss_fgl_aux_2: 0.9517 (0.9551) loss_fgl_aux_3: 0.9522 (0.9550) loss_fgl_aux_4: 0.9521 (0.9550) loss_fgl_dn_0: 1.0833 (1.0804) loss_fgl_dn_1: 0.9769 (0.9769) loss_fgl_dn_2: 0.9714 (0.9680) loss_fgl_dn_3: 0.9725 (0.9687) loss_fgl_dn_4: 0.9734 (0.9692) loss_fgl_dn_5: 0.9734 (0.9692) loss_giou: 0.5443 (0.5412) loss_giou_aux_0: 0.5663 (0.5660) loss_giou_aux_1: 0.5513 (0.5468) loss_giou_aux_2: 0.5470 (0.5423) loss_giou_aux_3: 0.5459 (0.5414) loss_giou_aux_4: 0.5440 (0.5412) loss_giou_dn_0: 0.5397 (0.5396) loss_giou_dn_1: 0.4280 (0.4267) loss_giou_dn_2: 0.4162 (0.4099) loss_giou_dn_3: 0.4115 (0.4048) loss_giou_dn_4: 0.4099 (0.4037) loss_giou_dn_5: 0.4100 (0.4037) loss_giou_dn_pre: 0.5387 (0.5391) loss_giou_enc_0: 0.6426 (0.6364) loss_giou_pre: 0.5641 (0.5647) loss_ddf_aux_0: 0.0505 (0.0521) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2464 (0.2485) loss_ddf_dn_1: 0.0361 (0.0338) loss_ddf_dn_2: 0.0081 (0.0077) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6345 (0.6291) loss_vfl_aux_0: 0.7158 (0.6953) loss_vfl_aux_1: 0.6796 (0.6731) loss_vfl_aux_2: 0.6704 (0.6564) loss_vfl_aux_3: 0.6528 (0.6410) loss_vfl_aux_4: 0.6372 (0.6313) loss_vfl_dn_0: 0.4811 (0.4800) loss_vfl_dn_1: 0.4013 (0.4084) loss_vfl_dn_2: 0.3863 (0.3918) loss_vfl_dn_3: 0.3808 (0.3839) loss_vfl_dn_4: 0.3767 (0.3810) loss_vfl_dn_5: 0.3745 (0.3806) loss_vfl_dn_pre: 0.4805 (0.4804) loss_vfl_enc_0: 0.7095 (0.7039) loss_vfl_pre: 0.7180 (0.6972) time: 0.7821 data: 0.0305 max mem: 9142 Epoch: [68] [1400/3696] eta: 0:29:09 lr: 0.000013 loss: 30.6734 (30.4544) loss_bbox: 0.1607 (0.1616) loss_bbox_aux_0: 0.1691 (0.1731) loss_bbox_aux_1: 0.1628 (0.1642) loss_bbox_aux_2: 0.1597 (0.1621) loss_bbox_aux_3: 0.1605 (0.1617) loss_bbox_aux_4: 0.1607 (0.1616) loss_bbox_dn_0: 0.2158 (0.2211) loss_bbox_dn_1: 0.1588 (0.1607) loss_bbox_dn_2: 0.1437 (0.1507) loss_bbox_dn_3: 0.1403 (0.1474) loss_bbox_dn_4: 0.1400 (0.1467) loss_bbox_dn_5: 0.1401 (0.1467) loss_bbox_dn_pre: 0.2222 (0.2271) loss_bbox_enc_0: 0.1932 (0.2041) loss_bbox_pre: 0.1702 (0.1733) loss_dfl: 0.9463 (0.9549) loss_fgl_aux_0: 0.9777 (0.9857) loss_fgl_aux_1: 0.9469 (0.9572) loss_fgl_aux_2: 0.9462 (0.9550) loss_fgl_aux_3: 0.9459 (0.9549) loss_fgl_aux_4: 0.9463 (0.9549) loss_fgl_dn_0: 1.0758 (1.0804) loss_fgl_dn_1: 0.9769 (0.9769) loss_fgl_dn_2: 0.9681 (0.9681) loss_fgl_dn_3: 0.9701 (0.9688) loss_fgl_dn_4: 0.9715 (0.9692) loss_fgl_dn_5: 0.9715 (0.9693) loss_giou: 0.5749 (0.5417) loss_giou_aux_0: 0.6036 (0.5665) loss_giou_aux_1: 0.5766 (0.5472) loss_giou_aux_2: 0.5724 (0.5428) loss_giou_aux_3: 0.5738 (0.5418) loss_giou_aux_4: 0.5747 (0.5416) loss_giou_dn_0: 0.5542 (0.5397) loss_giou_dn_1: 0.4416 (0.4269) loss_giou_dn_2: 0.4274 (0.4100) loss_giou_dn_3: 0.4215 (0.4049) loss_giou_dn_4: 0.4188 (0.4037) loss_giou_dn_5: 0.4188 (0.4037) loss_giou_dn_pre: 0.5557 (0.5393) loss_giou_enc_0: 0.6943 (0.6370) loss_giou_pre: 0.6024 (0.5651) loss_ddf_aux_0: 0.0474 (0.0522) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2410 (0.2489) loss_ddf_dn_1: 0.0333 (0.0339) loss_ddf_dn_2: 0.0073 (0.0077) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6214 (0.6290) loss_vfl_aux_0: 0.6943 (0.6949) loss_vfl_aux_1: 0.6694 (0.6730) loss_vfl_aux_2: 0.6451 (0.6563) loss_vfl_aux_3: 0.6281 (0.6408) loss_vfl_aux_4: 0.6260 (0.6312) loss_vfl_dn_0: 0.4794 (0.4801) loss_vfl_dn_1: 0.4141 (0.4085) loss_vfl_dn_2: 0.3968 (0.3920) loss_vfl_dn_3: 0.3871 (0.3840) loss_vfl_dn_4: 0.3853 (0.3812) loss_vfl_dn_5: 0.3849 (0.3807) loss_vfl_dn_pre: 0.4792 (0.4804) loss_vfl_enc_0: 0.6858 (0.7034) loss_vfl_pre: 0.6919 (0.6968) time: 0.7496 data: 0.0286 max mem: 9142 Epoch: [68] [1500/3696] eta: 0:28:02 lr: 0.000013 loss: 30.6173 (30.4557) loss_bbox: 0.1506 (0.1614) loss_bbox_aux_0: 0.1621 (0.1729) loss_bbox_aux_1: 0.1547 (0.1640) loss_bbox_aux_2: 0.1520 (0.1620) loss_bbox_aux_3: 0.1510 (0.1615) loss_bbox_aux_4: 0.1506 (0.1614) loss_bbox_dn_0: 0.2081 (0.2206) loss_bbox_dn_1: 0.1455 (0.1603) loss_bbox_dn_2: 0.1410 (0.1503) loss_bbox_dn_3: 0.1369 (0.1471) loss_bbox_dn_4: 0.1331 (0.1464) loss_bbox_dn_5: 0.1329 (0.1464) loss_bbox_dn_pre: 0.2135 (0.2266) loss_bbox_enc_0: 0.1850 (0.2038) loss_bbox_pre: 0.1622 (0.1731) loss_dfl: 0.9577 (0.9554) loss_fgl_aux_0: 0.9843 (0.9862) loss_fgl_aux_1: 0.9596 (0.9577) loss_fgl_aux_2: 0.9582 (0.9555) loss_fgl_aux_3: 0.9581 (0.9554) loss_fgl_aux_4: 0.9579 (0.9554) loss_fgl_dn_0: 1.0831 (1.0806) loss_fgl_dn_1: 0.9893 (0.9772) loss_fgl_dn_2: 0.9825 (0.9683) loss_fgl_dn_3: 0.9846 (0.9690) loss_fgl_dn_4: 0.9852 (0.9695) loss_fgl_dn_5: 0.9852 (0.9695) loss_giou: 0.5589 (0.5416) loss_giou_aux_0: 0.5881 (0.5664) loss_giou_aux_1: 0.5662 (0.5472) loss_giou_aux_2: 0.5603 (0.5427) loss_giou_aux_3: 0.5596 (0.5417) loss_giou_aux_4: 0.5590 (0.5416) loss_giou_dn_0: 0.5440 (0.5396) loss_giou_dn_1: 0.4306 (0.4267) loss_giou_dn_2: 0.4125 (0.4099) loss_giou_dn_3: 0.4060 (0.4048) loss_giou_dn_4: 0.4053 (0.4036) loss_giou_dn_5: 0.4053 (0.4036) loss_giou_dn_pre: 0.5441 (0.5391) loss_giou_enc_0: 0.6624 (0.6369) loss_giou_pre: 0.5864 (0.5651) loss_ddf_aux_0: 0.0499 (0.0520) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2574 (0.2488) loss_ddf_dn_1: 0.0344 (0.0338) loss_ddf_dn_2: 0.0083 (0.0077) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6337 (0.6294) loss_vfl_aux_0: 0.6954 (0.6952) loss_vfl_aux_1: 0.6807 (0.6735) loss_vfl_aux_2: 0.6636 (0.6565) loss_vfl_aux_3: 0.6464 (0.6411) loss_vfl_aux_4: 0.6351 (0.6316) loss_vfl_dn_0: 0.4809 (0.4801) loss_vfl_dn_1: 0.4163 (0.4086) loss_vfl_dn_2: 0.3998 (0.3921) loss_vfl_dn_3: 0.3892 (0.3841) loss_vfl_dn_4: 0.3879 (0.3813) loss_vfl_dn_5: 0.3883 (0.3808) loss_vfl_dn_pre: 0.4812 (0.4805) loss_vfl_enc_0: 0.6913 (0.7035) loss_vfl_pre: 0.6965 (0.6971) time: 0.8740 data: 0.0223 max mem: 9142 Epoch: [68] [1600/3696] eta: 0:26:48 lr: 0.000013 loss: 30.0153 (30.4439) loss_bbox: 0.1625 (0.1614) loss_bbox_aux_0: 0.1687 (0.1729) loss_bbox_aux_1: 0.1632 (0.1640) loss_bbox_aux_2: 0.1623 (0.1619) loss_bbox_aux_3: 0.1626 (0.1615) loss_bbox_aux_4: 0.1625 (0.1614) loss_bbox_dn_0: 0.2291 (0.2207) loss_bbox_dn_1: 0.1628 (0.1604) loss_bbox_dn_2: 0.1545 (0.1505) loss_bbox_dn_3: 0.1523 (0.1473) loss_bbox_dn_4: 0.1527 (0.1465) loss_bbox_dn_5: 0.1528 (0.1465) loss_bbox_dn_pre: 0.2360 (0.2267) loss_bbox_enc_0: 0.2068 (0.2040) loss_bbox_pre: 0.1692 (0.1731) loss_dfl: 0.9438 (0.9548) loss_fgl_aux_0: 0.9824 (0.9856) loss_fgl_aux_1: 0.9464 (0.9571) loss_fgl_aux_2: 0.9449 (0.9549) loss_fgl_aux_3: 0.9432 (0.9548) loss_fgl_aux_4: 0.9438 (0.9548) loss_fgl_dn_0: 1.0816 (1.0804) loss_fgl_dn_1: 0.9626 (0.9768) loss_fgl_dn_2: 0.9550 (0.9679) loss_fgl_dn_3: 0.9555 (0.9686) loss_fgl_dn_4: 0.9561 (0.9691) loss_fgl_dn_5: 0.9561 (0.9691) loss_giou: 0.4907 (0.5414) loss_giou_aux_0: 0.5155 (0.5663) loss_giou_aux_1: 0.4951 (0.5470) loss_giou_aux_2: 0.4913 (0.5425) loss_giou_aux_3: 0.4905 (0.5416) loss_giou_aux_4: 0.4909 (0.5414) loss_giou_dn_0: 0.5019 (0.5392) loss_giou_dn_1: 0.3804 (0.4263) loss_giou_dn_2: 0.3626 (0.4095) loss_giou_dn_3: 0.3580 (0.4044) loss_giou_dn_4: 0.3568 (0.4032) loss_giou_dn_5: 0.3567 (0.4032) loss_giou_dn_pre: 0.5024 (0.5387) loss_giou_enc_0: 0.5856 (0.6369) loss_giou_pre: 0.5143 (0.5650) loss_ddf_aux_0: 0.0509 (0.0519) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2457 (0.2489) loss_ddf_dn_1: 0.0335 (0.0338) loss_ddf_dn_2: 0.0075 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6204 (0.6291) loss_vfl_aux_0: 0.6976 (0.6950) loss_vfl_aux_1: 0.6729 (0.6730) loss_vfl_aux_2: 0.6634 (0.6563) loss_vfl_aux_3: 0.6478 (0.6408) loss_vfl_aux_4: 0.6285 (0.6312) loss_vfl_dn_0: 0.4777 (0.4800) loss_vfl_dn_1: 0.3983 (0.4083) loss_vfl_dn_2: 0.3803 (0.3918) loss_vfl_dn_3: 0.3714 (0.3839) loss_vfl_dn_4: 0.3701 (0.3811) loss_vfl_dn_5: 0.3698 (0.3806) loss_vfl_dn_pre: 0.4780 (0.4804) loss_vfl_enc_0: 0.7227 (0.7035) loss_vfl_pre: 0.6987 (0.6969) time: 0.7568 data: 0.0289 max mem: 9142 Epoch: [68] [1700/3696] eta: 0:25:31 lr: 0.000013 loss: 30.3180 (30.4509) loss_bbox: 0.1586 (0.1614) loss_bbox_aux_0: 0.1747 (0.1730) loss_bbox_aux_1: 0.1624 (0.1641) loss_bbox_aux_2: 0.1591 (0.1620) loss_bbox_aux_3: 0.1585 (0.1615) loss_bbox_aux_4: 0.1586 (0.1614) loss_bbox_dn_0: 0.2057 (0.2210) loss_bbox_dn_1: 0.1444 (0.1606) loss_bbox_dn_2: 0.1411 (0.1507) loss_bbox_dn_3: 0.1413 (0.1475) loss_bbox_dn_4: 0.1415 (0.1467) loss_bbox_dn_5: 0.1416 (0.1467) loss_bbox_dn_pre: 0.2127 (0.2269) loss_bbox_enc_0: 0.2077 (0.2042) loss_bbox_pre: 0.1731 (0.1732) loss_dfl: 0.9399 (0.9546) loss_fgl_aux_0: 0.9721 (0.9854) loss_fgl_aux_1: 0.9458 (0.9569) loss_fgl_aux_2: 0.9415 (0.9547) loss_fgl_aux_3: 0.9403 (0.9546) loss_fgl_aux_4: 0.9398 (0.9546) loss_fgl_dn_0: 1.0808 (1.0804) loss_fgl_dn_1: 0.9825 (0.9768) loss_fgl_dn_2: 0.9723 (0.9679) loss_fgl_dn_3: 0.9733 (0.9686) loss_fgl_dn_4: 0.9743 (0.9691) loss_fgl_dn_5: 0.9744 (0.9691) loss_giou: 0.5192 (0.5419) loss_giou_aux_0: 0.5419 (0.5667) loss_giou_aux_1: 0.5205 (0.5475) loss_giou_aux_2: 0.5188 (0.5430) loss_giou_aux_3: 0.5179 (0.5420) loss_giou_aux_4: 0.5192 (0.5419) loss_giou_dn_0: 0.5222 (0.5395) loss_giou_dn_1: 0.4067 (0.4267) loss_giou_dn_2: 0.3913 (0.4098) loss_giou_dn_3: 0.3905 (0.4047) loss_giou_dn_4: 0.3896 (0.4036) loss_giou_dn_5: 0.3894 (0.4036) loss_giou_dn_pre: 0.5207 (0.5390) loss_giou_enc_0: 0.6050 (0.6374) loss_giou_pre: 0.5380 (0.5654) loss_ddf_aux_0: 0.0521 (0.0519) loss_ddf_aux_1: 0.0076 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2472 (0.2490) loss_ddf_dn_1: 0.0333 (0.0338) loss_ddf_dn_2: 0.0071 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6187 (0.6290) loss_vfl_aux_0: 0.6713 (0.6952) loss_vfl_aux_1: 0.6597 (0.6731) loss_vfl_aux_2: 0.6392 (0.6561) loss_vfl_aux_3: 0.6414 (0.6406) loss_vfl_aux_4: 0.6205 (0.6311) loss_vfl_dn_0: 0.4785 (0.4800) loss_vfl_dn_1: 0.4012 (0.4083) loss_vfl_dn_2: 0.3909 (0.3919) loss_vfl_dn_3: 0.3830 (0.3839) loss_vfl_dn_4: 0.3816 (0.3811) loss_vfl_dn_5: 0.3810 (0.3807) loss_vfl_dn_pre: 0.4803 (0.4803) loss_vfl_enc_0: 0.6865 (0.7035) loss_vfl_pre: 0.6708 (0.6971) time: 0.7716 data: 0.0318 max mem: 9142 Epoch: [68] [1800/3696] eta: 0:24:13 lr: 0.000013 loss: 30.2520 (30.4581) loss_bbox: 0.1453 (0.1612) loss_bbox_aux_0: 0.1573 (0.1727) loss_bbox_aux_1: 0.1485 (0.1638) loss_bbox_aux_2: 0.1450 (0.1618) loss_bbox_aux_3: 0.1451 (0.1613) loss_bbox_aux_4: 0.1453 (0.1612) loss_bbox_dn_0: 0.2064 (0.2206) loss_bbox_dn_1: 0.1542 (0.1604) loss_bbox_dn_2: 0.1437 (0.1505) loss_bbox_dn_3: 0.1396 (0.1473) loss_bbox_dn_4: 0.1390 (0.1466) loss_bbox_dn_5: 0.1390 (0.1466) loss_bbox_dn_pre: 0.2127 (0.2265) loss_bbox_enc_0: 0.1909 (0.2038) loss_bbox_pre: 0.1568 (0.1729) loss_dfl: 0.9557 (0.9546) loss_fgl_aux_0: 0.9893 (0.9853) loss_fgl_aux_1: 0.9571 (0.9569) loss_fgl_aux_2: 0.9560 (0.9547) loss_fgl_aux_3: 0.9563 (0.9546) loss_fgl_aux_4: 0.9558 (0.9546) loss_fgl_dn_0: 1.0876 (1.0806) loss_fgl_dn_1: 0.9855 (0.9771) loss_fgl_dn_2: 0.9745 (0.9682) loss_fgl_dn_3: 0.9751 (0.9689) loss_fgl_dn_4: 0.9758 (0.9693) loss_fgl_dn_5: 0.9758 (0.9693) loss_giou: 0.5159 (0.5427) loss_giou_aux_0: 0.5359 (0.5675) loss_giou_aux_1: 0.5207 (0.5483) loss_giou_aux_2: 0.5160 (0.5438) loss_giou_aux_3: 0.5160 (0.5428) loss_giou_aux_4: 0.5159 (0.5427) loss_giou_dn_0: 0.5314 (0.5398) loss_giou_dn_1: 0.4136 (0.4270) loss_giou_dn_2: 0.3969 (0.4101) loss_giou_dn_3: 0.3889 (0.4050) loss_giou_dn_4: 0.3861 (0.4039) loss_giou_dn_5: 0.3861 (0.4039) loss_giou_dn_pre: 0.5327 (0.5393) loss_giou_enc_0: 0.6133 (0.6382) loss_giou_pre: 0.5344 (0.5661) loss_ddf_aux_0: 0.0516 (0.0518) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2539 (0.2491) loss_ddf_dn_1: 0.0320 (0.0338) loss_ddf_dn_2: 0.0076 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6428 (0.6291) loss_vfl_aux_0: 0.7052 (0.6952) loss_vfl_aux_1: 0.6862 (0.6732) loss_vfl_aux_2: 0.6753 (0.6563) loss_vfl_aux_3: 0.6583 (0.6407) loss_vfl_aux_4: 0.6483 (0.6312) loss_vfl_dn_0: 0.4780 (0.4800) loss_vfl_dn_1: 0.4077 (0.4085) loss_vfl_dn_2: 0.3900 (0.3920) loss_vfl_dn_3: 0.3793 (0.3840) loss_vfl_dn_4: 0.3761 (0.3812) loss_vfl_dn_5: 0.3749 (0.3808) loss_vfl_dn_pre: 0.4794 (0.4803) loss_vfl_enc_0: 0.7051 (0.7032) loss_vfl_pre: 0.7069 (0.6971) time: 0.7696 data: 0.0296 max mem: 9142 Epoch: [68] [1900/3696] eta: 0:22:55 lr: 0.000013 loss: 30.2895 (30.4553) loss_bbox: 0.1600 (0.1613) loss_bbox_aux_0: 0.1725 (0.1728) loss_bbox_aux_1: 0.1615 (0.1639) loss_bbox_aux_2: 0.1603 (0.1618) loss_bbox_aux_3: 0.1598 (0.1614) loss_bbox_aux_4: 0.1600 (0.1613) loss_bbox_dn_0: 0.2196 (0.2207) loss_bbox_dn_1: 0.1602 (0.1607) loss_bbox_dn_2: 0.1504 (0.1507) loss_bbox_dn_3: 0.1465 (0.1475) loss_bbox_dn_4: 0.1472 (0.1468) loss_bbox_dn_5: 0.1472 (0.1468) loss_bbox_dn_pre: 0.2305 (0.2267) loss_bbox_enc_0: 0.2052 (0.2038) loss_bbox_pre: 0.1733 (0.1729) loss_dfl: 0.9651 (0.9547) loss_fgl_aux_0: 0.9915 (0.9853) loss_fgl_aux_1: 0.9653 (0.9569) loss_fgl_aux_2: 0.9649 (0.9548) loss_fgl_aux_3: 0.9653 (0.9547) loss_fgl_aux_4: 0.9652 (0.9547) loss_fgl_dn_0: 1.0835 (1.0805) loss_fgl_dn_1: 0.9834 (0.9771) loss_fgl_dn_2: 0.9762 (0.9682) loss_fgl_dn_3: 0.9748 (0.9689) loss_fgl_dn_4: 0.9758 (0.9693) loss_fgl_dn_5: 0.9760 (0.9694) loss_giou: 0.5188 (0.5426) loss_giou_aux_0: 0.5439 (0.5673) loss_giou_aux_1: 0.5280 (0.5482) loss_giou_aux_2: 0.5202 (0.5438) loss_giou_aux_3: 0.5189 (0.5428) loss_giou_aux_4: 0.5183 (0.5426) loss_giou_dn_0: 0.5120 (0.5396) loss_giou_dn_1: 0.4119 (0.4269) loss_giou_dn_2: 0.3954 (0.4100) loss_giou_dn_3: 0.3912 (0.4049) loss_giou_dn_4: 0.3898 (0.4038) loss_giou_dn_5: 0.3898 (0.4038) loss_giou_dn_pre: 0.5141 (0.5391) loss_giou_enc_0: 0.5982 (0.6379) loss_giou_pre: 0.5407 (0.5660) loss_ddf_aux_0: 0.0497 (0.0517) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0004 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2536 (0.2490) loss_ddf_dn_1: 0.0322 (0.0338) loss_ddf_dn_2: 0.0075 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6293 (0.6290) loss_vfl_aux_0: 0.6808 (0.6949) loss_vfl_aux_1: 0.6614 (0.6727) loss_vfl_aux_2: 0.6555 (0.6560) loss_vfl_aux_3: 0.6385 (0.6406) loss_vfl_aux_4: 0.6281 (0.6310) loss_vfl_dn_0: 0.4798 (0.4799) loss_vfl_dn_1: 0.4083 (0.4083) loss_vfl_dn_2: 0.3905 (0.3919) loss_vfl_dn_3: 0.3851 (0.3839) loss_vfl_dn_4: 0.3829 (0.3811) loss_vfl_dn_5: 0.3817 (0.3807) loss_vfl_dn_pre: 0.4799 (0.4803) loss_vfl_enc_0: 0.6876 (0.7030) loss_vfl_pre: 0.6820 (0.6968) time: 0.7602 data: 0.0309 max mem: 9142 Epoch: [68] [2000/3696] eta: 0:21:38 lr: 0.000013 loss: 30.1656 (30.4523) loss_bbox: 0.1596 (0.1613) loss_bbox_aux_0: 0.1729 (0.1729) loss_bbox_aux_1: 0.1608 (0.1640) loss_bbox_aux_2: 0.1597 (0.1619) loss_bbox_aux_3: 0.1596 (0.1615) loss_bbox_aux_4: 0.1596 (0.1614) loss_bbox_dn_0: 0.2096 (0.2208) loss_bbox_dn_1: 0.1601 (0.1607) loss_bbox_dn_2: 0.1505 (0.1508) loss_bbox_dn_3: 0.1460 (0.1476) loss_bbox_dn_4: 0.1443 (0.1469) loss_bbox_dn_5: 0.1444 (0.1469) loss_bbox_dn_pre: 0.2136 (0.2268) loss_bbox_enc_0: 0.1997 (0.2040) loss_bbox_pre: 0.1727 (0.1731) loss_dfl: 0.9619 (0.9547) loss_fgl_aux_0: 0.9866 (0.9854) loss_fgl_aux_1: 0.9577 (0.9570) loss_fgl_aux_2: 0.9596 (0.9548) loss_fgl_aux_3: 0.9610 (0.9548) loss_fgl_aux_4: 0.9620 (0.9547) loss_fgl_dn_0: 1.0777 (1.0804) loss_fgl_dn_1: 0.9668 (0.9769) loss_fgl_dn_2: 0.9571 (0.9680) loss_fgl_dn_3: 0.9582 (0.9687) loss_fgl_dn_4: 0.9588 (0.9692) loss_fgl_dn_5: 0.9588 (0.9692) loss_giou: 0.5181 (0.5423) loss_giou_aux_0: 0.5419 (0.5670) loss_giou_aux_1: 0.5238 (0.5478) loss_giou_aux_2: 0.5218 (0.5434) loss_giou_aux_3: 0.5198 (0.5424) loss_giou_aux_4: 0.5181 (0.5423) loss_giou_dn_0: 0.5259 (0.5395) loss_giou_dn_1: 0.4169 (0.4269) loss_giou_dn_2: 0.3943 (0.4100) loss_giou_dn_3: 0.3894 (0.4049) loss_giou_dn_4: 0.3885 (0.4038) loss_giou_dn_5: 0.3886 (0.4038) loss_giou_dn_pre: 0.5283 (0.5390) loss_giou_enc_0: 0.6107 (0.6376) loss_giou_pre: 0.5382 (0.5657) loss_ddf_aux_0: 0.0512 (0.0517) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2455 (0.2491) loss_ddf_dn_1: 0.0311 (0.0338) loss_ddf_dn_2: 0.0072 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6236 (0.6290) loss_vfl_aux_0: 0.6819 (0.6948) loss_vfl_aux_1: 0.6702 (0.6727) loss_vfl_aux_2: 0.6555 (0.6560) loss_vfl_aux_3: 0.6471 (0.6407) loss_vfl_aux_4: 0.6331 (0.6311) loss_vfl_dn_0: 0.4716 (0.4797) loss_vfl_dn_1: 0.4050 (0.4082) loss_vfl_dn_2: 0.3856 (0.3917) loss_vfl_dn_3: 0.3774 (0.3838) loss_vfl_dn_4: 0.3755 (0.3810) loss_vfl_dn_5: 0.3746 (0.3805) loss_vfl_dn_pre: 0.4730 (0.4801) loss_vfl_enc_0: 0.6993 (0.7031) loss_vfl_pre: 0.6876 (0.6967) time: 0.7510 data: 0.0260 max mem: 9142 Epoch: [68] [2100/3696] eta: 0:20:20 lr: 0.000013 loss: 30.7460 (30.4507) loss_bbox: 0.1491 (0.1613) loss_bbox_aux_0: 0.1602 (0.1728) loss_bbox_aux_1: 0.1509 (0.1639) loss_bbox_aux_2: 0.1491 (0.1619) loss_bbox_aux_3: 0.1489 (0.1614) loss_bbox_aux_4: 0.1491 (0.1613) loss_bbox_dn_0: 0.2079 (0.2208) loss_bbox_dn_1: 0.1486 (0.1607) loss_bbox_dn_2: 0.1377 (0.1508) loss_bbox_dn_3: 0.1332 (0.1476) loss_bbox_dn_4: 0.1335 (0.1468) loss_bbox_dn_5: 0.1335 (0.1468) loss_bbox_dn_pre: 0.2120 (0.2268) loss_bbox_enc_0: 0.1884 (0.2039) loss_bbox_pre: 0.1610 (0.1730) loss_dfl: 0.9511 (0.9546) loss_fgl_aux_0: 0.9684 (0.9851) loss_fgl_aux_1: 0.9512 (0.9569) loss_fgl_aux_2: 0.9507 (0.9547) loss_fgl_aux_3: 0.9504 (0.9546) loss_fgl_aux_4: 0.9510 (0.9546) loss_fgl_dn_0: 1.0771 (1.0804) loss_fgl_dn_1: 0.9794 (0.9768) loss_fgl_dn_2: 0.9710 (0.9680) loss_fgl_dn_3: 0.9708 (0.9686) loss_fgl_dn_4: 0.9706 (0.9691) loss_fgl_dn_5: 0.9706 (0.9691) loss_giou: 0.5964 (0.5424) loss_giou_aux_0: 0.6251 (0.5671) loss_giou_aux_1: 0.6040 (0.5479) loss_giou_aux_2: 0.5996 (0.5435) loss_giou_aux_3: 0.5958 (0.5425) loss_giou_aux_4: 0.5961 (0.5424) loss_giou_dn_0: 0.5679 (0.5394) loss_giou_dn_1: 0.4423 (0.4267) loss_giou_dn_2: 0.4251 (0.4099) loss_giou_dn_3: 0.4203 (0.4048) loss_giou_dn_4: 0.4204 (0.4037) loss_giou_dn_5: 0.4201 (0.4037) loss_giou_dn_pre: 0.5674 (0.5389) loss_giou_enc_0: 0.6950 (0.6377) loss_giou_pre: 0.6237 (0.5658) loss_ddf_aux_0: 0.0513 (0.0517) loss_ddf_aux_1: 0.0069 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2549 (0.2495) loss_ddf_dn_1: 0.0342 (0.0338) loss_ddf_dn_2: 0.0075 (0.0078) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6451 (0.6292) loss_vfl_aux_0: 0.7053 (0.6948) loss_vfl_aux_1: 0.6755 (0.6725) loss_vfl_aux_2: 0.6666 (0.6560) loss_vfl_aux_3: 0.6556 (0.6406) loss_vfl_aux_4: 0.6541 (0.6313) loss_vfl_dn_0: 0.4781 (0.4797) loss_vfl_dn_1: 0.4123 (0.4081) loss_vfl_dn_2: 0.3958 (0.3917) loss_vfl_dn_3: 0.3853 (0.3837) loss_vfl_dn_4: 0.3820 (0.3809) loss_vfl_dn_5: 0.3837 (0.3805) loss_vfl_dn_pre: 0.4781 (0.4801) loss_vfl_enc_0: 0.7047 (0.7030) loss_vfl_pre: 0.7059 (0.6967) time: 0.7686 data: 0.0330 max mem: 9142 Epoch: [68] [2200/3696] eta: 0:19:04 lr: 0.000013 loss: 30.3591 (30.4442) loss_bbox: 0.1553 (0.1612) loss_bbox_aux_0: 0.1691 (0.1727) loss_bbox_aux_1: 0.1602 (0.1638) loss_bbox_aux_2: 0.1560 (0.1618) loss_bbox_aux_3: 0.1552 (0.1613) loss_bbox_aux_4: 0.1553 (0.1612) loss_bbox_dn_0: 0.2239 (0.2209) loss_bbox_dn_1: 0.1625 (0.1607) loss_bbox_dn_2: 0.1509 (0.1507) loss_bbox_dn_3: 0.1488 (0.1475) loss_bbox_dn_4: 0.1474 (0.1468) loss_bbox_dn_5: 0.1474 (0.1468) loss_bbox_dn_pre: 0.2332 (0.2268) loss_bbox_enc_0: 0.2010 (0.2039) loss_bbox_pre: 0.1702 (0.1729) loss_dfl: 0.9504 (0.9544) loss_fgl_aux_0: 0.9892 (0.9850) loss_fgl_aux_1: 0.9528 (0.9567) loss_fgl_aux_2: 0.9511 (0.9545) loss_fgl_aux_3: 0.9507 (0.9544) loss_fgl_aux_4: 0.9505 (0.9544) loss_fgl_dn_0: 1.0862 (1.0802) loss_fgl_dn_1: 0.9769 (0.9767) loss_fgl_dn_2: 0.9670 (0.9678) loss_fgl_dn_3: 0.9673 (0.9685) loss_fgl_dn_4: 0.9674 (0.9690) loss_fgl_dn_5: 0.9674 (0.9690) loss_giou: 0.5144 (0.5424) loss_giou_aux_0: 0.5320 (0.5671) loss_giou_aux_1: 0.5162 (0.5479) loss_giou_aux_2: 0.5149 (0.5435) loss_giou_aux_3: 0.5144 (0.5425) loss_giou_aux_4: 0.5144 (0.5424) loss_giou_dn_0: 0.5279 (0.5393) loss_giou_dn_1: 0.4129 (0.4266) loss_giou_dn_2: 0.3950 (0.4098) loss_giou_dn_3: 0.3887 (0.4047) loss_giou_dn_4: 0.3855 (0.4036) loss_giou_dn_5: 0.3856 (0.4036) loss_giou_dn_pre: 0.5281 (0.5388) loss_giou_enc_0: 0.5856 (0.6378) loss_giou_pre: 0.5282 (0.5658) loss_ddf_aux_0: 0.0470 (0.0517) loss_ddf_aux_1: 0.0069 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2406 (0.2493) loss_ddf_dn_1: 0.0331 (0.0338) loss_ddf_dn_2: 0.0076 (0.0077) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6357 (0.6290) loss_vfl_aux_0: 0.7013 (0.6946) loss_vfl_aux_1: 0.6846 (0.6722) loss_vfl_aux_2: 0.6606 (0.6558) loss_vfl_aux_3: 0.6446 (0.6403) loss_vfl_aux_4: 0.6395 (0.6311) loss_vfl_dn_0: 0.4771 (0.4796) loss_vfl_dn_1: 0.4052 (0.4080) loss_vfl_dn_2: 0.3864 (0.3916) loss_vfl_dn_3: 0.3781 (0.3836) loss_vfl_dn_4: 0.3739 (0.3808) loss_vfl_dn_5: 0.3753 (0.3803) loss_vfl_dn_pre: 0.4774 (0.4799) loss_vfl_enc_0: 0.7073 (0.7026) loss_vfl_pre: 0.7029 (0.6965) time: 0.7201 data: 0.0278 max mem: 9142 Epoch: [68] [2300/3696] eta: 0:17:47 lr: 0.000013 loss: 30.5292 (30.4441) loss_bbox: 0.1608 (0.1614) loss_bbox_aux_0: 0.1728 (0.1729) loss_bbox_aux_1: 0.1632 (0.1640) loss_bbox_aux_2: 0.1618 (0.1619) loss_bbox_aux_3: 0.1606 (0.1615) loss_bbox_aux_4: 0.1608 (0.1614) loss_bbox_dn_0: 0.2189 (0.2211) loss_bbox_dn_1: 0.1520 (0.1609) loss_bbox_dn_2: 0.1433 (0.1510) loss_bbox_dn_3: 0.1396 (0.1478) loss_bbox_dn_4: 0.1388 (0.1471) loss_bbox_dn_5: 0.1387 (0.1471) loss_bbox_dn_pre: 0.2243 (0.2271) loss_bbox_enc_0: 0.2015 (0.2040) loss_bbox_pre: 0.1740 (0.1731) loss_dfl: 0.9520 (0.9546) loss_fgl_aux_0: 0.9940 (0.9851) loss_fgl_aux_1: 0.9551 (0.9568) loss_fgl_aux_2: 0.9522 (0.9547) loss_fgl_aux_3: 0.9526 (0.9546) loss_fgl_aux_4: 0.9523 (0.9546) loss_fgl_dn_0: 1.0793 (1.0803) loss_fgl_dn_1: 0.9782 (0.9767) loss_fgl_dn_2: 0.9669 (0.9678) loss_fgl_dn_3: 0.9682 (0.9685) loss_fgl_dn_4: 0.9692 (0.9690) loss_fgl_dn_5: 0.9693 (0.9690) loss_giou: 0.5321 (0.5420) loss_giou_aux_0: 0.5638 (0.5667) loss_giou_aux_1: 0.5362 (0.5476) loss_giou_aux_2: 0.5336 (0.5432) loss_giou_aux_3: 0.5339 (0.5422) loss_giou_aux_4: 0.5323 (0.5420) loss_giou_dn_0: 0.5376 (0.5392) loss_giou_dn_1: 0.4324 (0.4265) loss_giou_dn_2: 0.4176 (0.4097) loss_giou_dn_3: 0.4142 (0.4046) loss_giou_dn_4: 0.4125 (0.4035) loss_giou_dn_5: 0.4125 (0.4035) loss_giou_dn_pre: 0.5359 (0.5387) loss_giou_enc_0: 0.6190 (0.6373) loss_giou_pre: 0.5626 (0.5654) loss_ddf_aux_0: 0.0474 (0.0517) loss_ddf_aux_1: 0.0066 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2386 (0.2491) loss_ddf_dn_1: 0.0306 (0.0337) loss_ddf_dn_2: 0.0066 (0.0077) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6231 (0.6290) loss_vfl_aux_0: 0.6787 (0.6945) loss_vfl_aux_1: 0.6560 (0.6722) loss_vfl_aux_2: 0.6395 (0.6557) loss_vfl_aux_3: 0.6324 (0.6403) loss_vfl_aux_4: 0.6254 (0.6311) loss_vfl_dn_0: 0.4769 (0.4795) loss_vfl_dn_1: 0.4021 (0.4079) loss_vfl_dn_2: 0.3830 (0.3915) loss_vfl_dn_3: 0.3775 (0.3835) loss_vfl_dn_4: 0.3739 (0.3807) loss_vfl_dn_5: 0.3741 (0.3803) loss_vfl_dn_pre: 0.4774 (0.4799) loss_vfl_enc_0: 0.7059 (0.7029) loss_vfl_pre: 0.6798 (0.6964) time: 0.7545 data: 0.0329 max mem: 9142 Epoch: [68] [2400/3696] eta: 0:16:31 lr: 0.000013 loss: 30.4843 (30.4432) loss_bbox: 0.1658 (0.1615) loss_bbox_aux_0: 0.1803 (0.1731) loss_bbox_aux_1: 0.1701 (0.1641) loss_bbox_aux_2: 0.1678 (0.1621) loss_bbox_aux_3: 0.1661 (0.1616) loss_bbox_aux_4: 0.1658 (0.1615) loss_bbox_dn_0: 0.2170 (0.2211) loss_bbox_dn_1: 0.1582 (0.1609) loss_bbox_dn_2: 0.1501 (0.1510) loss_bbox_dn_3: 0.1479 (0.1478) loss_bbox_dn_4: 0.1472 (0.1471) loss_bbox_dn_5: 0.1473 (0.1471) loss_bbox_dn_pre: 0.2263 (0.2271) loss_bbox_enc_0: 0.2157 (0.2042) loss_bbox_pre: 0.1805 (0.1732) loss_dfl: 0.9446 (0.9546) loss_fgl_aux_0: 0.9796 (0.9851) loss_fgl_aux_1: 0.9479 (0.9568) loss_fgl_aux_2: 0.9451 (0.9547) loss_fgl_aux_3: 0.9449 (0.9546) loss_fgl_aux_4: 0.9447 (0.9546) loss_fgl_dn_0: 1.0793 (1.0802) loss_fgl_dn_1: 0.9720 (0.9767) loss_fgl_dn_2: 0.9635 (0.9678) loss_fgl_dn_3: 0.9642 (0.9684) loss_fgl_dn_4: 0.9651 (0.9689) loss_fgl_dn_5: 0.9651 (0.9689) loss_giou: 0.5101 (0.5418) loss_giou_aux_0: 0.5324 (0.5665) loss_giou_aux_1: 0.5104 (0.5474) loss_giou_aux_2: 0.5085 (0.5430) loss_giou_aux_3: 0.5093 (0.5420) loss_giou_aux_4: 0.5101 (0.5418) loss_giou_dn_0: 0.5207 (0.5391) loss_giou_dn_1: 0.4139 (0.4264) loss_giou_dn_2: 0.3985 (0.4096) loss_giou_dn_3: 0.3888 (0.4046) loss_giou_dn_4: 0.3876 (0.4034) loss_giou_dn_5: 0.3876 (0.4034) loss_giou_dn_pre: 0.5238 (0.5386) loss_giou_enc_0: 0.6171 (0.6371) loss_giou_pre: 0.5302 (0.5652) loss_ddf_aux_0: 0.0526 (0.0517) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2481 (0.2492) loss_ddf_dn_1: 0.0353 (0.0337) loss_ddf_dn_2: 0.0086 (0.0077) loss_ddf_dn_3: 0.0010 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6230 (0.6290) loss_vfl_aux_0: 0.7001 (0.6947) loss_vfl_aux_1: 0.6672 (0.6723) loss_vfl_aux_2: 0.6571 (0.6558) loss_vfl_aux_3: 0.6298 (0.6403) loss_vfl_aux_4: 0.6292 (0.6310) loss_vfl_dn_0: 0.4764 (0.4795) loss_vfl_dn_1: 0.4082 (0.4080) loss_vfl_dn_2: 0.3900 (0.3915) loss_vfl_dn_3: 0.3823 (0.3834) loss_vfl_dn_4: 0.3799 (0.3807) loss_vfl_dn_5: 0.3807 (0.3802) loss_vfl_dn_pre: 0.4762 (0.4799) loss_vfl_enc_0: 0.7036 (0.7030) loss_vfl_pre: 0.7016 (0.6966) time: 0.7279 data: 0.0260 max mem: 9142 Epoch: [68] [2500/3696] eta: 0:15:14 lr: 0.000013 loss: 30.8621 (30.4489) loss_bbox: 0.1437 (0.1615) loss_bbox_aux_0: 0.1589 (0.1730) loss_bbox_aux_1: 0.1486 (0.1641) loss_bbox_aux_2: 0.1443 (0.1620) loss_bbox_aux_3: 0.1439 (0.1616) loss_bbox_aux_4: 0.1436 (0.1615) loss_bbox_dn_0: 0.1965 (0.2211) loss_bbox_dn_1: 0.1402 (0.1609) loss_bbox_dn_2: 0.1341 (0.1509) loss_bbox_dn_3: 0.1322 (0.1478) loss_bbox_dn_4: 0.1319 (0.1470) loss_bbox_dn_5: 0.1319 (0.1470) loss_bbox_dn_pre: 0.1995 (0.2271) loss_bbox_enc_0: 0.1802 (0.2042) loss_bbox_pre: 0.1597 (0.1732) loss_dfl: 0.9535 (0.9545) loss_fgl_aux_0: 0.9896 (0.9851) loss_fgl_aux_1: 0.9530 (0.9567) loss_fgl_aux_2: 0.9545 (0.9546) loss_fgl_aux_3: 0.9543 (0.9545) loss_fgl_aux_4: 0.9536 (0.9545) loss_fgl_dn_0: 1.0704 (1.0801) loss_fgl_dn_1: 0.9696 (0.9766) loss_fgl_dn_2: 0.9611 (0.9677) loss_fgl_dn_3: 0.9615 (0.9683) loss_fgl_dn_4: 0.9614 (0.9688) loss_fgl_dn_5: 0.9615 (0.9688) loss_giou: 0.5574 (0.5422) loss_giou_aux_0: 0.5882 (0.5669) loss_giou_aux_1: 0.5656 (0.5478) loss_giou_aux_2: 0.5597 (0.5433) loss_giou_aux_3: 0.5569 (0.5423) loss_giou_aux_4: 0.5572 (0.5421) loss_giou_dn_0: 0.5501 (0.5395) loss_giou_dn_1: 0.4249 (0.4268) loss_giou_dn_2: 0.4089 (0.4099) loss_giou_dn_3: 0.4082 (0.4049) loss_giou_dn_4: 0.4077 (0.4037) loss_giou_dn_5: 0.4078 (0.4037) loss_giou_dn_pre: 0.5473 (0.5390) loss_giou_enc_0: 0.6540 (0.6374) loss_giou_pre: 0.5859 (0.5656) loss_ddf_aux_0: 0.0510 (0.0518) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2504 (0.2494) loss_ddf_dn_1: 0.0351 (0.0338) loss_ddf_dn_2: 0.0081 (0.0077) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6153 (0.6291) loss_vfl_aux_0: 0.6995 (0.6951) loss_vfl_aux_1: 0.6639 (0.6727) loss_vfl_aux_2: 0.6471 (0.6561) loss_vfl_aux_3: 0.6238 (0.6403) loss_vfl_aux_4: 0.6118 (0.6311) loss_vfl_dn_0: 0.4758 (0.4795) loss_vfl_dn_1: 0.4094 (0.4080) loss_vfl_dn_2: 0.3957 (0.3915) loss_vfl_dn_3: 0.3899 (0.3835) loss_vfl_dn_4: 0.3857 (0.3807) loss_vfl_dn_5: 0.3855 (0.3803) loss_vfl_dn_pre: 0.4764 (0.4799) loss_vfl_enc_0: 0.6860 (0.7031) loss_vfl_pre: 0.7048 (0.6969) time: 0.7424 data: 0.0283 max mem: 9142 Epoch: [68] [2600/3696] eta: 0:13:57 lr: 0.000013 loss: 30.3573 (30.4556) loss_bbox: 0.1582 (0.1615) loss_bbox_aux_0: 0.1719 (0.1731) loss_bbox_aux_1: 0.1604 (0.1641) loss_bbox_aux_2: 0.1584 (0.1620) loss_bbox_aux_3: 0.1583 (0.1616) loss_bbox_aux_4: 0.1583 (0.1615) loss_bbox_dn_0: 0.2273 (0.2210) loss_bbox_dn_1: 0.1638 (0.1608) loss_bbox_dn_2: 0.1522 (0.1509) loss_bbox_dn_3: 0.1488 (0.1477) loss_bbox_dn_4: 0.1475 (0.1469) loss_bbox_dn_5: 0.1474 (0.1469) loss_bbox_dn_pre: 0.2321 (0.2270) loss_bbox_enc_0: 0.2056 (0.2042) loss_bbox_pre: 0.1728 (0.1733) loss_dfl: 0.9662 (0.9547) loss_fgl_aux_0: 0.9961 (0.9853) loss_fgl_aux_1: 0.9693 (0.9569) loss_fgl_aux_2: 0.9666 (0.9548) loss_fgl_aux_3: 0.9671 (0.9547) loss_fgl_aux_4: 0.9662 (0.9547) loss_fgl_dn_0: 1.0831 (1.0801) loss_fgl_dn_1: 0.9822 (0.9766) loss_fgl_dn_2: 0.9720 (0.9678) loss_fgl_dn_3: 0.9720 (0.9684) loss_fgl_dn_4: 0.9729 (0.9689) loss_fgl_dn_5: 0.9729 (0.9689) loss_giou: 0.5226 (0.5423) loss_giou_aux_0: 0.5477 (0.5670) loss_giou_aux_1: 0.5278 (0.5479) loss_giou_aux_2: 0.5220 (0.5434) loss_giou_aux_3: 0.5232 (0.5424) loss_giou_aux_4: 0.5226 (0.5423) loss_giou_dn_0: 0.5207 (0.5396) loss_giou_dn_1: 0.4144 (0.4269) loss_giou_dn_2: 0.3979 (0.4100) loss_giou_dn_3: 0.3914 (0.4049) loss_giou_dn_4: 0.3907 (0.4038) loss_giou_dn_5: 0.3906 (0.4038) loss_giou_dn_pre: 0.5220 (0.5391) loss_giou_enc_0: 0.6065 (0.6374) loss_giou_pre: 0.5455 (0.5657) loss_ddf_aux_0: 0.0497 (0.0518) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2405 (0.2495) loss_ddf_dn_1: 0.0330 (0.0338) loss_ddf_dn_2: 0.0074 (0.0077) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6381 (0.6296) loss_vfl_aux_0: 0.6977 (0.6957) loss_vfl_aux_1: 0.6673 (0.6731) loss_vfl_aux_2: 0.6624 (0.6564) loss_vfl_aux_3: 0.6356 (0.6406) loss_vfl_aux_4: 0.6330 (0.6315) loss_vfl_dn_0: 0.4854 (0.4796) loss_vfl_dn_1: 0.4153 (0.4081) loss_vfl_dn_2: 0.3979 (0.3916) loss_vfl_dn_3: 0.3868 (0.3836) loss_vfl_dn_4: 0.3860 (0.3808) loss_vfl_dn_5: 0.3865 (0.3804) loss_vfl_dn_pre: 0.4856 (0.4800) loss_vfl_enc_0: 0.7074 (0.7033) loss_vfl_pre: 0.6987 (0.6976) time: 0.7672 data: 0.0277 max mem: 9142 Epoch: [68] [2700/3696] eta: 0:12:40 lr: 0.000013 loss: 30.8746 (30.4499) loss_bbox: 0.1494 (0.1614) loss_bbox_aux_0: 0.1599 (0.1730) loss_bbox_aux_1: 0.1499 (0.1640) loss_bbox_aux_2: 0.1476 (0.1620) loss_bbox_aux_3: 0.1497 (0.1615) loss_bbox_aux_4: 0.1493 (0.1614) loss_bbox_dn_0: 0.2045 (0.2209) loss_bbox_dn_1: 0.1483 (0.1607) loss_bbox_dn_2: 0.1380 (0.1507) loss_bbox_dn_3: 0.1358 (0.1476) loss_bbox_dn_4: 0.1357 (0.1468) loss_bbox_dn_5: 0.1357 (0.1468) loss_bbox_dn_pre: 0.2146 (0.2268) loss_bbox_enc_0: 0.1925 (0.2041) loss_bbox_pre: 0.1600 (0.1732) loss_dfl: 0.9540 (0.9546) loss_fgl_aux_0: 0.9909 (0.9852) loss_fgl_aux_1: 0.9562 (0.9568) loss_fgl_aux_2: 0.9531 (0.9547) loss_fgl_aux_3: 0.9541 (0.9546) loss_fgl_aux_4: 0.9542 (0.9546) loss_fgl_dn_0: 1.0807 (1.0800) loss_fgl_dn_1: 0.9815 (0.9766) loss_fgl_dn_2: 0.9709 (0.9677) loss_fgl_dn_3: 0.9734 (0.9684) loss_fgl_dn_4: 0.9742 (0.9689) loss_fgl_dn_5: 0.9741 (0.9689) loss_giou: 0.5802 (0.5425) loss_giou_aux_0: 0.6107 (0.5672) loss_giou_aux_1: 0.5868 (0.5481) loss_giou_aux_2: 0.5834 (0.5436) loss_giou_aux_3: 0.5807 (0.5426) loss_giou_aux_4: 0.5800 (0.5425) loss_giou_dn_0: 0.5511 (0.5395) loss_giou_dn_1: 0.4454 (0.4269) loss_giou_dn_2: 0.4276 (0.4100) loss_giou_dn_3: 0.4227 (0.4049) loss_giou_dn_4: 0.4226 (0.4038) loss_giou_dn_5: 0.4226 (0.4038) loss_giou_dn_pre: 0.5514 (0.5390) loss_giou_enc_0: 0.6833 (0.6376) loss_giou_pre: 0.6078 (0.5659) loss_ddf_aux_0: 0.0494 (0.0518) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2375 (0.2494) loss_ddf_dn_1: 0.0316 (0.0338) loss_ddf_dn_2: 0.0069 (0.0077) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6020 (0.6291) loss_vfl_aux_0: 0.6808 (0.6952) loss_vfl_aux_1: 0.6545 (0.6725) loss_vfl_aux_2: 0.6366 (0.6560) loss_vfl_aux_3: 0.6043 (0.6399) loss_vfl_aux_4: 0.6054 (0.6309) loss_vfl_dn_0: 0.4780 (0.4795) loss_vfl_dn_1: 0.4108 (0.4080) loss_vfl_dn_2: 0.3966 (0.3914) loss_vfl_dn_3: 0.3884 (0.3835) loss_vfl_dn_4: 0.3855 (0.3807) loss_vfl_dn_5: 0.3837 (0.3802) loss_vfl_dn_pre: 0.4791 (0.4799) loss_vfl_enc_0: 0.6842 (0.7030) loss_vfl_pre: 0.6813 (0.6971) time: 0.7308 data: 0.0269 max mem: 9142 Epoch: [68] [2800/3696] eta: 0:11:24 lr: 0.000013 loss: 30.8825 (30.4596) loss_bbox: 0.1543 (0.1614) loss_bbox_aux_0: 0.1638 (0.1730) loss_bbox_aux_1: 0.1571 (0.1640) loss_bbox_aux_2: 0.1538 (0.1619) loss_bbox_aux_3: 0.1543 (0.1615) loss_bbox_aux_4: 0.1543 (0.1614) loss_bbox_dn_0: 0.2027 (0.2207) loss_bbox_dn_1: 0.1463 (0.1605) loss_bbox_dn_2: 0.1400 (0.1506) loss_bbox_dn_3: 0.1349 (0.1474) loss_bbox_dn_4: 0.1334 (0.1467) loss_bbox_dn_5: 0.1334 (0.1467) loss_bbox_dn_pre: 0.2044 (0.2266) loss_bbox_enc_0: 0.2007 (0.2040) loss_bbox_pre: 0.1647 (0.1732) loss_dfl: 0.9487 (0.9548) loss_fgl_aux_0: 0.9833 (0.9854) loss_fgl_aux_1: 0.9495 (0.9570) loss_fgl_aux_2: 0.9491 (0.9549) loss_fgl_aux_3: 0.9487 (0.9548) loss_fgl_aux_4: 0.9487 (0.9548) loss_fgl_dn_0: 1.0839 (1.0801) loss_fgl_dn_1: 0.9800 (0.9767) loss_fgl_dn_2: 0.9685 (0.9679) loss_fgl_dn_3: 0.9697 (0.9686) loss_fgl_dn_4: 0.9694 (0.9691) loss_fgl_dn_5: 0.9694 (0.9691) loss_giou: 0.5474 (0.5430) loss_giou_aux_0: 0.5687 (0.5677) loss_giou_aux_1: 0.5506 (0.5486) loss_giou_aux_2: 0.5489 (0.5441) loss_giou_aux_3: 0.5479 (0.5431) loss_giou_aux_4: 0.5475 (0.5429) loss_giou_dn_0: 0.5532 (0.5398) loss_giou_dn_1: 0.4424 (0.4271) loss_giou_dn_2: 0.4233 (0.4102) loss_giou_dn_3: 0.4172 (0.4052) loss_giou_dn_4: 0.4160 (0.4040) loss_giou_dn_5: 0.4160 (0.4040) loss_giou_dn_pre: 0.5522 (0.5392) loss_giou_enc_0: 0.6468 (0.6381) loss_giou_pre: 0.5677 (0.5664) loss_ddf_aux_0: 0.0478 (0.0518) loss_ddf_aux_1: 0.0067 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2349 (0.2491) loss_ddf_dn_1: 0.0296 (0.0337) loss_ddf_dn_2: 0.0067 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6191 (0.6295) loss_vfl_aux_0: 0.6824 (0.6957) loss_vfl_aux_1: 0.6613 (0.6730) loss_vfl_aux_2: 0.6374 (0.6565) loss_vfl_aux_3: 0.6331 (0.6404) loss_vfl_aux_4: 0.6234 (0.6314) loss_vfl_dn_0: 0.4791 (0.4795) loss_vfl_dn_1: 0.4177 (0.4080) loss_vfl_dn_2: 0.3973 (0.3915) loss_vfl_dn_3: 0.3841 (0.3835) loss_vfl_dn_4: 0.3810 (0.3807) loss_vfl_dn_5: 0.3809 (0.3803) loss_vfl_dn_pre: 0.4788 (0.4799) loss_vfl_enc_0: 0.7009 (0.7035) loss_vfl_pre: 0.6816 (0.6976) time: 0.7565 data: 0.0283 max mem: 9142 Epoch: [68] [2900/3696] eta: 0:10:09 lr: 0.000013 loss: 31.1023 (30.4734) loss_bbox: 0.1533 (0.1616) loss_bbox_aux_0: 0.1627 (0.1731) loss_bbox_aux_1: 0.1564 (0.1642) loss_bbox_aux_2: 0.1542 (0.1621) loss_bbox_aux_3: 0.1535 (0.1617) loss_bbox_aux_4: 0.1532 (0.1616) loss_bbox_dn_0: 0.2094 (0.2207) loss_bbox_dn_1: 0.1561 (0.1606) loss_bbox_dn_2: 0.1473 (0.1507) loss_bbox_dn_3: 0.1440 (0.1475) loss_bbox_dn_4: 0.1433 (0.1468) loss_bbox_dn_5: 0.1433 (0.1468) loss_bbox_dn_pre: 0.2175 (0.2267) loss_bbox_enc_0: 0.1891 (0.2041) loss_bbox_pre: 0.1627 (0.1734) loss_dfl: 0.9601 (0.9546) loss_fgl_aux_0: 0.9844 (0.9851) loss_fgl_aux_1: 0.9598 (0.9569) loss_fgl_aux_2: 0.9593 (0.9548) loss_fgl_aux_3: 0.9596 (0.9547) loss_fgl_aux_4: 0.9600 (0.9546) loss_fgl_dn_0: 1.0641 (1.0801) loss_fgl_dn_1: 0.9837 (0.9768) loss_fgl_dn_2: 0.9765 (0.9680) loss_fgl_dn_3: 0.9774 (0.9687) loss_fgl_dn_4: 0.9780 (0.9692) loss_fgl_dn_5: 0.9780 (0.9692) loss_giou: 0.6026 (0.5438) loss_giou_aux_0: 0.6307 (0.5685) loss_giou_aux_1: 0.6135 (0.5494) loss_giou_aux_2: 0.6048 (0.5449) loss_giou_aux_3: 0.6026 (0.5439) loss_giou_aux_4: 0.6030 (0.5437) loss_giou_dn_0: 0.5860 (0.5402) loss_giou_dn_1: 0.4657 (0.4275) loss_giou_dn_2: 0.4433 (0.4107) loss_giou_dn_3: 0.4405 (0.4056) loss_giou_dn_4: 0.4386 (0.4045) loss_giou_dn_5: 0.4385 (0.4045) loss_giou_dn_pre: 0.5864 (0.5397) loss_giou_enc_0: 0.6786 (0.6387) loss_giou_pre: 0.6292 (0.5672) loss_ddf_aux_0: 0.0432 (0.0516) loss_ddf_aux_1: 0.0065 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2374 (0.2488) loss_ddf_dn_1: 0.0337 (0.0337) loss_ddf_dn_2: 0.0076 (0.0077) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6441 (0.6298) loss_vfl_aux_0: 0.7035 (0.6962) loss_vfl_aux_1: 0.6793 (0.6734) loss_vfl_aux_2: 0.6599 (0.6568) loss_vfl_aux_3: 0.6536 (0.6407) loss_vfl_aux_4: 0.6398 (0.6317) loss_vfl_dn_0: 0.4769 (0.4795) loss_vfl_dn_1: 0.4087 (0.4081) loss_vfl_dn_2: 0.3896 (0.3916) loss_vfl_dn_3: 0.3806 (0.3836) loss_vfl_dn_4: 0.3806 (0.3808) loss_vfl_dn_5: 0.3799 (0.3804) loss_vfl_dn_pre: 0.4771 (0.4799) loss_vfl_enc_0: 0.7007 (0.7039) loss_vfl_pre: 0.7037 (0.6981) time: 0.7657 data: 0.0292 max mem: 9142 Epoch: [68] [3000/3696] eta: 0:08:52 lr: 0.000013 loss: 30.0232 (30.4711) loss_bbox: 0.1615 (0.1616) loss_bbox_aux_0: 0.1689 (0.1732) loss_bbox_aux_1: 0.1624 (0.1642) loss_bbox_aux_2: 0.1618 (0.1621) loss_bbox_aux_3: 0.1617 (0.1617) loss_bbox_aux_4: 0.1613 (0.1616) loss_bbox_dn_0: 0.2062 (0.2207) loss_bbox_dn_1: 0.1538 (0.1606) loss_bbox_dn_2: 0.1470 (0.1506) loss_bbox_dn_3: 0.1460 (0.1475) loss_bbox_dn_4: 0.1453 (0.1467) loss_bbox_dn_5: 0.1453 (0.1467) loss_bbox_dn_pre: 0.2155 (0.2266) loss_bbox_enc_0: 0.1961 (0.2041) loss_bbox_pre: 0.1708 (0.1734) loss_dfl: 0.9582 (0.9547) loss_fgl_aux_0: 0.9966 (0.9851) loss_fgl_aux_1: 0.9588 (0.9569) loss_fgl_aux_2: 0.9575 (0.9548) loss_fgl_aux_3: 0.9584 (0.9547) loss_fgl_aux_4: 0.9582 (0.9547) loss_fgl_dn_0: 1.0789 (1.0800) loss_fgl_dn_1: 0.9674 (0.9768) loss_fgl_dn_2: 0.9597 (0.9680) loss_fgl_dn_3: 0.9610 (0.9687) loss_fgl_dn_4: 0.9615 (0.9692) loss_fgl_dn_5: 0.9615 (0.9692) loss_giou: 0.4878 (0.5437) loss_giou_aux_0: 0.5134 (0.5685) loss_giou_aux_1: 0.4920 (0.5493) loss_giou_aux_2: 0.4906 (0.5448) loss_giou_aux_3: 0.4887 (0.5438) loss_giou_aux_4: 0.4878 (0.5437) loss_giou_dn_0: 0.5042 (0.5401) loss_giou_dn_1: 0.3932 (0.4275) loss_giou_dn_2: 0.3747 (0.4106) loss_giou_dn_3: 0.3678 (0.4055) loss_giou_dn_4: 0.3668 (0.4044) loss_giou_dn_5: 0.3668 (0.4044) loss_giou_dn_pre: 0.5047 (0.5396) loss_giou_enc_0: 0.5835 (0.6386) loss_giou_pre: 0.5128 (0.5671) loss_ddf_aux_0: 0.0448 (0.0515) loss_ddf_aux_1: 0.0065 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2398 (0.2488) loss_ddf_dn_1: 0.0324 (0.0337) loss_ddf_dn_2: 0.0071 (0.0077) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6102 (0.6296) loss_vfl_aux_0: 0.6712 (0.6961) loss_vfl_aux_1: 0.6496 (0.6733) loss_vfl_aux_2: 0.6298 (0.6566) loss_vfl_aux_3: 0.6194 (0.6406) loss_vfl_aux_4: 0.6085 (0.6316) loss_vfl_dn_0: 0.4753 (0.4794) loss_vfl_dn_1: 0.4022 (0.4081) loss_vfl_dn_2: 0.3845 (0.3916) loss_vfl_dn_3: 0.3755 (0.3836) loss_vfl_dn_4: 0.3754 (0.3808) loss_vfl_dn_5: 0.3751 (0.3803) loss_vfl_dn_pre: 0.4757 (0.4798) loss_vfl_enc_0: 0.6862 (0.7038) loss_vfl_pre: 0.6708 (0.6980) time: 0.7625 data: 0.0282 max mem: 9142 Epoch: [68] [3100/3696] eta: 0:07:35 lr: 0.000013 loss: 30.2062 (30.4664) loss_bbox: 0.1558 (0.1616) loss_bbox_aux_0: 0.1623 (0.1732) loss_bbox_aux_1: 0.1542 (0.1642) loss_bbox_aux_2: 0.1562 (0.1621) loss_bbox_aux_3: 0.1559 (0.1617) loss_bbox_aux_4: 0.1555 (0.1616) loss_bbox_dn_0: 0.2313 (0.2209) loss_bbox_dn_1: 0.1643 (0.1607) loss_bbox_dn_2: 0.1513 (0.1507) loss_bbox_dn_3: 0.1482 (0.1476) loss_bbox_dn_4: 0.1483 (0.1468) loss_bbox_dn_5: 0.1483 (0.1468) loss_bbox_dn_pre: 0.2403 (0.2269) loss_bbox_enc_0: 0.2015 (0.2042) loss_bbox_pre: 0.1615 (0.1734) loss_dfl: 0.9522 (0.9545) loss_fgl_aux_0: 0.9842 (0.9850) loss_fgl_aux_1: 0.9556 (0.9567) loss_fgl_aux_2: 0.9542 (0.9546) loss_fgl_aux_3: 0.9527 (0.9545) loss_fgl_aux_4: 0.9524 (0.9545) loss_fgl_dn_0: 1.0769 (1.0799) loss_fgl_dn_1: 0.9740 (0.9766) loss_fgl_dn_2: 0.9673 (0.9678) loss_fgl_dn_3: 0.9662 (0.9685) loss_fgl_dn_4: 0.9665 (0.9690) loss_fgl_dn_5: 0.9665 (0.9690) loss_giou: 0.4932 (0.5434) loss_giou_aux_0: 0.5228 (0.5682) loss_giou_aux_1: 0.4984 (0.5491) loss_giou_aux_2: 0.4955 (0.5446) loss_giou_aux_3: 0.4930 (0.5436) loss_giou_aux_4: 0.4925 (0.5434) loss_giou_dn_0: 0.5219 (0.5399) loss_giou_dn_1: 0.4015 (0.4273) loss_giou_dn_2: 0.3841 (0.4104) loss_giou_dn_3: 0.3787 (0.4053) loss_giou_dn_4: 0.3777 (0.4042) loss_giou_dn_5: 0.3779 (0.4042) loss_giou_dn_pre: 0.5210 (0.5394) loss_giou_enc_0: 0.6127 (0.6383) loss_giou_pre: 0.5172 (0.5669) loss_ddf_aux_0: 0.0489 (0.0515) loss_ddf_aux_1: 0.0065 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2323 (0.2488) loss_ddf_dn_1: 0.0296 (0.0337) loss_ddf_dn_2: 0.0073 (0.0077) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6244 (0.6296) loss_vfl_aux_0: 0.7076 (0.6962) loss_vfl_aux_1: 0.6587 (0.6734) loss_vfl_aux_2: 0.6473 (0.6567) loss_vfl_aux_3: 0.6222 (0.6407) loss_vfl_aux_4: 0.6279 (0.6316) loss_vfl_dn_0: 0.4769 (0.4794) loss_vfl_dn_1: 0.4038 (0.4080) loss_vfl_dn_2: 0.3883 (0.3915) loss_vfl_dn_3: 0.3824 (0.3835) loss_vfl_dn_4: 0.3824 (0.3807) loss_vfl_dn_5: 0.3818 (0.3803) loss_vfl_dn_pre: 0.4767 (0.4798) loss_vfl_enc_0: 0.7081 (0.7040) loss_vfl_pre: 0.7142 (0.6981) time: 0.7874 data: 0.0297 max mem: 9142 Epoch: [68] [3200/3696] eta: 0:06:19 lr: 0.000013 loss: 30.4925 (30.4687) loss_bbox: 0.1536 (0.1615) loss_bbox_aux_0: 0.1707 (0.1731) loss_bbox_aux_1: 0.1568 (0.1642) loss_bbox_aux_2: 0.1524 (0.1621) loss_bbox_aux_3: 0.1537 (0.1616) loss_bbox_aux_4: 0.1536 (0.1616) loss_bbox_dn_0: 0.2154 (0.2208) loss_bbox_dn_1: 0.1604 (0.1606) loss_bbox_dn_2: 0.1509 (0.1507) loss_bbox_dn_3: 0.1458 (0.1475) loss_bbox_dn_4: 0.1453 (0.1468) loss_bbox_dn_5: 0.1453 (0.1468) loss_bbox_dn_pre: 0.2198 (0.2267) loss_bbox_enc_0: 0.1969 (0.2040) loss_bbox_pre: 0.1709 (0.1734) loss_dfl: 0.9522 (0.9547) loss_fgl_aux_0: 0.9915 (0.9851) loss_fgl_aux_1: 0.9534 (0.9570) loss_fgl_aux_2: 0.9528 (0.9548) loss_fgl_aux_3: 0.9521 (0.9547) loss_fgl_aux_4: 0.9521 (0.9547) loss_fgl_dn_0: 1.0812 (1.0799) loss_fgl_dn_1: 0.9790 (0.9768) loss_fgl_dn_2: 0.9707 (0.9679) loss_fgl_dn_3: 0.9711 (0.9686) loss_fgl_dn_4: 0.9721 (0.9691) loss_fgl_dn_5: 0.9720 (0.9691) loss_giou: 0.5434 (0.5434) loss_giou_aux_0: 0.5638 (0.5682) loss_giou_aux_1: 0.5456 (0.5491) loss_giou_aux_2: 0.5421 (0.5446) loss_giou_aux_3: 0.5427 (0.5436) loss_giou_aux_4: 0.5439 (0.5434) loss_giou_dn_0: 0.5485 (0.5399) loss_giou_dn_1: 0.4289 (0.4273) loss_giou_dn_2: 0.4129 (0.4104) loss_giou_dn_3: 0.4085 (0.4053) loss_giou_dn_4: 0.4062 (0.4042) loss_giou_dn_5: 0.4062 (0.4042) loss_giou_dn_pre: 0.5516 (0.5394) loss_giou_enc_0: 0.6251 (0.6382) loss_giou_pre: 0.5620 (0.5668) loss_ddf_aux_0: 0.0501 (0.0514) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0004 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2553 (0.2487) loss_ddf_dn_1: 0.0347 (0.0336) loss_ddf_dn_2: 0.0076 (0.0077) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6556 (0.6298) loss_vfl_aux_0: 0.7068 (0.6963) loss_vfl_aux_1: 0.6853 (0.6736) loss_vfl_aux_2: 0.6852 (0.6570) loss_vfl_aux_3: 0.6611 (0.6408) loss_vfl_aux_4: 0.6619 (0.6317) loss_vfl_dn_0: 0.4861 (0.4794) loss_vfl_dn_1: 0.4113 (0.4080) loss_vfl_dn_2: 0.3976 (0.3915) loss_vfl_dn_3: 0.3855 (0.3836) loss_vfl_dn_4: 0.3837 (0.3808) loss_vfl_dn_5: 0.3827 (0.3803) loss_vfl_dn_pre: 0.4854 (0.4798) loss_vfl_enc_0: 0.7230 (0.7042) loss_vfl_pre: 0.7161 (0.6982) time: 0.7692 data: 0.0305 max mem: 9142 Epoch: [68] [3300/3696] eta: 0:05:02 lr: 0.000013 loss: 30.2062 (30.4730) loss_bbox: 0.1565 (0.1617) loss_bbox_aux_0: 0.1696 (0.1732) loss_bbox_aux_1: 0.1589 (0.1643) loss_bbox_aux_2: 0.1559 (0.1622) loss_bbox_aux_3: 0.1563 (0.1618) loss_bbox_aux_4: 0.1565 (0.1617) loss_bbox_dn_0: 0.2188 (0.2208) loss_bbox_dn_1: 0.1660 (0.1607) loss_bbox_dn_2: 0.1516 (0.1508) loss_bbox_dn_3: 0.1471 (0.1476) loss_bbox_dn_4: 0.1459 (0.1469) loss_bbox_dn_5: 0.1459 (0.1469) loss_bbox_dn_pre: 0.2286 (0.2268) loss_bbox_enc_0: 0.2071 (0.2041) loss_bbox_pre: 0.1695 (0.1735) loss_dfl: 0.9602 (0.9549) loss_fgl_aux_0: 0.9849 (0.9853) loss_fgl_aux_1: 0.9615 (0.9572) loss_fgl_aux_2: 0.9608 (0.9550) loss_fgl_aux_3: 0.9603 (0.9549) loss_fgl_aux_4: 0.9601 (0.9549) loss_fgl_dn_0: 1.0727 (1.0800) loss_fgl_dn_1: 0.9745 (0.9768) loss_fgl_dn_2: 0.9641 (0.9680) loss_fgl_dn_3: 0.9639 (0.9687) loss_fgl_dn_4: 0.9641 (0.9692) loss_fgl_dn_5: 0.9641 (0.9692) loss_giou: 0.5062 (0.5433) loss_giou_aux_0: 0.5282 (0.5681) loss_giou_aux_1: 0.5101 (0.5489) loss_giou_aux_2: 0.5065 (0.5444) loss_giou_aux_3: 0.5055 (0.5434) loss_giou_aux_4: 0.5062 (0.5433) loss_giou_dn_0: 0.5253 (0.5399) loss_giou_dn_1: 0.4159 (0.4273) loss_giou_dn_2: 0.3962 (0.4104) loss_giou_dn_3: 0.3904 (0.4053) loss_giou_dn_4: 0.3885 (0.4042) loss_giou_dn_5: 0.3885 (0.4042) loss_giou_dn_pre: 0.5261 (0.5394) loss_giou_enc_0: 0.6002 (0.6380) loss_giou_pre: 0.5239 (0.5667) loss_ddf_aux_0: 0.0506 (0.0514) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2420 (0.2486) loss_ddf_dn_1: 0.0332 (0.0336) loss_ddf_dn_2: 0.0080 (0.0077) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6324 (0.6301) loss_vfl_aux_0: 0.6966 (0.6966) loss_vfl_aux_1: 0.6695 (0.6738) loss_vfl_aux_2: 0.6599 (0.6573) loss_vfl_aux_3: 0.6355 (0.6411) loss_vfl_aux_4: 0.6294 (0.6320) loss_vfl_dn_0: 0.4783 (0.4795) loss_vfl_dn_1: 0.4073 (0.4081) loss_vfl_dn_2: 0.3882 (0.3916) loss_vfl_dn_3: 0.3849 (0.3836) loss_vfl_dn_4: 0.3803 (0.3808) loss_vfl_dn_5: 0.3797 (0.3804) loss_vfl_dn_pre: 0.4794 (0.4799) loss_vfl_enc_0: 0.7089 (0.7045) loss_vfl_pre: 0.6996 (0.6985) time: 0.9175 data: 0.0252 max mem: 9142 Epoch: [68] [3400/3696] eta: 0:03:46 lr: 0.000013 loss: 30.3120 (30.4746) loss_bbox: 0.1588 (0.1617) loss_bbox_aux_0: 0.1699 (0.1733) loss_bbox_aux_1: 0.1661 (0.1643) loss_bbox_aux_2: 0.1595 (0.1623) loss_bbox_aux_3: 0.1588 (0.1618) loss_bbox_aux_4: 0.1588 (0.1617) loss_bbox_dn_0: 0.2141 (0.2209) loss_bbox_dn_1: 0.1522 (0.1608) loss_bbox_dn_2: 0.1430 (0.1508) loss_bbox_dn_3: 0.1379 (0.1476) loss_bbox_dn_4: 0.1381 (0.1469) loss_bbox_dn_5: 0.1380 (0.1469) loss_bbox_dn_pre: 0.2162 (0.2269) loss_bbox_enc_0: 0.1939 (0.2041) loss_bbox_pre: 0.1703 (0.1736) loss_dfl: 0.9552 (0.9551) loss_fgl_aux_0: 0.9881 (0.9855) loss_fgl_aux_1: 0.9538 (0.9573) loss_fgl_aux_2: 0.9554 (0.9552) loss_fgl_aux_3: 0.9556 (0.9551) loss_fgl_aux_4: 0.9551 (0.9551) loss_fgl_dn_0: 1.0851 (1.0801) loss_fgl_dn_1: 0.9766 (0.9769) loss_fgl_dn_2: 0.9713 (0.9681) loss_fgl_dn_3: 0.9716 (0.9687) loss_fgl_dn_4: 0.9721 (0.9692) loss_fgl_dn_5: 0.9721 (0.9693) loss_giou: 0.5099 (0.5431) loss_giou_aux_0: 0.5377 (0.5679) loss_giou_aux_1: 0.5217 (0.5487) loss_giou_aux_2: 0.5128 (0.5443) loss_giou_aux_3: 0.5100 (0.5433) loss_giou_aux_4: 0.5099 (0.5431) loss_giou_dn_0: 0.5290 (0.5398) loss_giou_dn_1: 0.4138 (0.4271) loss_giou_dn_2: 0.3989 (0.4103) loss_giou_dn_3: 0.3956 (0.4052) loss_giou_dn_4: 0.3956 (0.4041) loss_giou_dn_5: 0.3957 (0.4041) loss_giou_dn_pre: 0.5278 (0.5393) loss_giou_enc_0: 0.6076 (0.6378) loss_giou_pre: 0.5368 (0.5666) loss_ddf_aux_0: 0.0487 (0.0514) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2473 (0.2488) loss_ddf_dn_1: 0.0353 (0.0337) loss_ddf_dn_2: 0.0084 (0.0077) loss_ddf_dn_3: 0.0010 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6384 (0.6302) loss_vfl_aux_0: 0.7086 (0.6967) loss_vfl_aux_1: 0.6752 (0.6739) loss_vfl_aux_2: 0.6505 (0.6574) loss_vfl_aux_3: 0.6539 (0.6412) loss_vfl_aux_4: 0.6415 (0.6321) loss_vfl_dn_0: 0.4780 (0.4795) loss_vfl_dn_1: 0.4079 (0.4082) loss_vfl_dn_2: 0.3909 (0.3916) loss_vfl_dn_3: 0.3813 (0.3836) loss_vfl_dn_4: 0.3793 (0.3808) loss_vfl_dn_5: 0.3806 (0.3804) loss_vfl_dn_pre: 0.4783 (0.4799) loss_vfl_enc_0: 0.6949 (0.7046) loss_vfl_pre: 0.7086 (0.6986) time: 0.7531 data: 0.0304 max mem: 9142 Epoch: [68] [3500/3696] eta: 0:02:29 lr: 0.000013 loss: 31.2058 (30.4830) loss_bbox: 0.1539 (0.1619) loss_bbox_aux_0: 0.1661 (0.1735) loss_bbox_aux_1: 0.1563 (0.1645) loss_bbox_aux_2: 0.1538 (0.1624) loss_bbox_aux_3: 0.1541 (0.1620) loss_bbox_aux_4: 0.1539 (0.1619) loss_bbox_dn_0: 0.2085 (0.2209) loss_bbox_dn_1: 0.1603 (0.1608) loss_bbox_dn_2: 0.1521 (0.1508) loss_bbox_dn_3: 0.1485 (0.1476) loss_bbox_dn_4: 0.1468 (0.1469) loss_bbox_dn_5: 0.1469 (0.1469) loss_bbox_dn_pre: 0.2169 (0.2269) loss_bbox_enc_0: 0.1954 (0.2043) loss_bbox_pre: 0.1664 (0.1737) loss_dfl: 0.9540 (0.9550) loss_fgl_aux_0: 0.9843 (0.9854) loss_fgl_aux_1: 0.9563 (0.9573) loss_fgl_aux_2: 0.9551 (0.9551) loss_fgl_aux_3: 0.9533 (0.9550) loss_fgl_aux_4: 0.9539 (0.9550) loss_fgl_dn_0: 1.0772 (1.0801) loss_fgl_dn_1: 0.9853 (0.9770) loss_fgl_dn_2: 0.9781 (0.9681) loss_fgl_dn_3: 0.9802 (0.9688) loss_fgl_dn_4: 0.9806 (0.9693) loss_fgl_dn_5: 0.9806 (0.9693) loss_giou: 0.5770 (0.5436) loss_giou_aux_0: 0.5949 (0.5684) loss_giou_aux_1: 0.5833 (0.5492) loss_giou_aux_2: 0.5801 (0.5448) loss_giou_aux_3: 0.5780 (0.5437) loss_giou_aux_4: 0.5770 (0.5436) loss_giou_dn_0: 0.5681 (0.5401) loss_giou_dn_1: 0.4530 (0.4274) loss_giou_dn_2: 0.4288 (0.4105) loss_giou_dn_3: 0.4231 (0.4054) loss_giou_dn_4: 0.4216 (0.4043) loss_giou_dn_5: 0.4218 (0.4043) loss_giou_dn_pre: 0.5642 (0.5396) loss_giou_enc_0: 0.6655 (0.6383) loss_giou_pre: 0.5913 (0.5670) loss_ddf_aux_0: 0.0492 (0.0514) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2395 (0.2488) loss_ddf_dn_1: 0.0332 (0.0337) loss_ddf_dn_2: 0.0074 (0.0077) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6356 (0.6304) loss_vfl_aux_0: 0.7147 (0.6969) loss_vfl_aux_1: 0.6791 (0.6740) loss_vfl_aux_2: 0.6650 (0.6575) loss_vfl_aux_3: 0.6531 (0.6414) loss_vfl_aux_4: 0.6411 (0.6323) loss_vfl_dn_0: 0.4773 (0.4796) loss_vfl_dn_1: 0.4196 (0.4083) loss_vfl_dn_2: 0.4041 (0.3917) loss_vfl_dn_3: 0.3966 (0.3837) loss_vfl_dn_4: 0.3954 (0.3809) loss_vfl_dn_5: 0.3951 (0.3805) loss_vfl_dn_pre: 0.4782 (0.4800) loss_vfl_enc_0: 0.7079 (0.7047) loss_vfl_pre: 0.7153 (0.6989) time: 0.7652 data: 0.0269 max mem: 9142 Epoch: [68] [3600/3696] eta: 0:01:13 lr: 0.000013 loss: 30.5521 (30.4799) loss_bbox: 0.1642 (0.1619) loss_bbox_aux_0: 0.1695 (0.1735) loss_bbox_aux_1: 0.1655 (0.1645) loss_bbox_aux_2: 0.1639 (0.1624) loss_bbox_aux_3: 0.1640 (0.1620) loss_bbox_aux_4: 0.1642 (0.1619) loss_bbox_dn_0: 0.2323 (0.2211) loss_bbox_dn_1: 0.1633 (0.1609) loss_bbox_dn_2: 0.1485 (0.1509) loss_bbox_dn_3: 0.1442 (0.1477) loss_bbox_dn_4: 0.1437 (0.1470) loss_bbox_dn_5: 0.1437 (0.1470) loss_bbox_dn_pre: 0.2390 (0.2271) loss_bbox_enc_0: 0.2054 (0.2043) loss_bbox_pre: 0.1701 (0.1737) loss_dfl: 0.9568 (0.9551) loss_fgl_aux_0: 0.9884 (0.9855) loss_fgl_aux_1: 0.9602 (0.9574) loss_fgl_aux_2: 0.9568 (0.9552) loss_fgl_aux_3: 0.9563 (0.9551) loss_fgl_aux_4: 0.9568 (0.9551) loss_fgl_dn_0: 1.0728 (1.0802) loss_fgl_dn_1: 0.9737 (0.9769) loss_fgl_dn_2: 0.9638 (0.9681) loss_fgl_dn_3: 0.9654 (0.9687) loss_fgl_dn_4: 0.9656 (0.9692) loss_fgl_dn_5: 0.9656 (0.9693) loss_giou: 0.4986 (0.5432) loss_giou_aux_0: 0.5216 (0.5679) loss_giou_aux_1: 0.5024 (0.5488) loss_giou_aux_2: 0.4974 (0.5443) loss_giou_aux_3: 0.4978 (0.5433) loss_giou_aux_4: 0.4984 (0.5432) loss_giou_dn_0: 0.5256 (0.5399) loss_giou_dn_1: 0.4168 (0.4272) loss_giou_dn_2: 0.3951 (0.4103) loss_giou_dn_3: 0.3923 (0.4052) loss_giou_dn_4: 0.3902 (0.4041) loss_giou_dn_5: 0.3903 (0.4041) loss_giou_dn_pre: 0.5249 (0.5394) loss_giou_enc_0: 0.5880 (0.6378) loss_giou_pre: 0.5220 (0.5666) loss_ddf_aux_0: 0.0502 (0.0514) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2583 (0.2490) loss_ddf_dn_1: 0.0343 (0.0337) loss_ddf_dn_2: 0.0073 (0.0077) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6303 (0.6304) loss_vfl_aux_0: 0.7064 (0.6970) loss_vfl_aux_1: 0.6805 (0.6741) loss_vfl_aux_2: 0.6595 (0.6575) loss_vfl_aux_3: 0.6407 (0.6414) loss_vfl_aux_4: 0.6388 (0.6323) loss_vfl_dn_0: 0.4760 (0.4796) loss_vfl_dn_1: 0.4071 (0.4082) loss_vfl_dn_2: 0.3909 (0.3917) loss_vfl_dn_3: 0.3820 (0.3837) loss_vfl_dn_4: 0.3792 (0.3809) loss_vfl_dn_5: 0.3785 (0.3804) loss_vfl_dn_pre: 0.4764 (0.4800) loss_vfl_enc_0: 0.7114 (0.7048) loss_vfl_pre: 0.7097 (0.6989) time: 0.7489 data: 0.0320 max mem: 9142 Epoch: [68] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 30.5913 (30.4782) loss_bbox: 0.1578 (0.1618) loss_bbox_aux_0: 0.1722 (0.1734) loss_bbox_aux_1: 0.1616 (0.1644) loss_bbox_aux_2: 0.1583 (0.1624) loss_bbox_aux_3: 0.1580 (0.1619) loss_bbox_aux_4: 0.1578 (0.1618) loss_bbox_dn_0: 0.2196 (0.2211) loss_bbox_dn_1: 0.1585 (0.1609) loss_bbox_dn_2: 0.1460 (0.1509) loss_bbox_dn_3: 0.1453 (0.1477) loss_bbox_dn_4: 0.1427 (0.1470) loss_bbox_dn_5: 0.1427 (0.1470) loss_bbox_dn_pre: 0.2243 (0.2271) loss_bbox_enc_0: 0.2027 (0.2042) loss_bbox_pre: 0.1725 (0.1737) loss_dfl: 0.9670 (0.9552) loss_fgl_aux_0: 0.9996 (0.9856) loss_fgl_aux_1: 0.9683 (0.9575) loss_fgl_aux_2: 0.9667 (0.9553) loss_fgl_aux_3: 0.9674 (0.9552) loss_fgl_aux_4: 0.9671 (0.9552) loss_fgl_dn_0: 1.0838 (1.0802) loss_fgl_dn_1: 0.9885 (0.9769) loss_fgl_dn_2: 0.9752 (0.9681) loss_fgl_dn_3: 0.9758 (0.9687) loss_fgl_dn_4: 0.9764 (0.9693) loss_fgl_dn_5: 0.9764 (0.9693) loss_giou: 0.5346 (0.5429) loss_giou_aux_0: 0.5544 (0.5677) loss_giou_aux_1: 0.5340 (0.5485) loss_giou_aux_2: 0.5339 (0.5441) loss_giou_aux_3: 0.5345 (0.5431) loss_giou_aux_4: 0.5346 (0.5429) loss_giou_dn_0: 0.5392 (0.5399) loss_giou_dn_1: 0.4316 (0.4271) loss_giou_dn_2: 0.4132 (0.4102) loss_giou_dn_3: 0.4086 (0.4052) loss_giou_dn_4: 0.4079 (0.4040) loss_giou_dn_5: 0.4079 (0.4040) loss_giou_dn_pre: 0.5356 (0.5393) loss_giou_enc_0: 0.6403 (0.6376) loss_giou_pre: 0.5563 (0.5663) loss_ddf_aux_0: 0.0469 (0.0514) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2469 (0.2490) loss_ddf_dn_1: 0.0323 (0.0337) loss_ddf_dn_2: 0.0075 (0.0077) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6129 (0.6304) loss_vfl_aux_0: 0.6989 (0.6972) loss_vfl_aux_1: 0.6679 (0.6742) loss_vfl_aux_2: 0.6473 (0.6575) loss_vfl_aux_3: 0.6208 (0.6414) loss_vfl_aux_4: 0.6114 (0.6323) loss_vfl_dn_0: 0.4768 (0.4796) loss_vfl_dn_1: 0.4115 (0.4082) loss_vfl_dn_2: 0.3914 (0.3916) loss_vfl_dn_3: 0.3862 (0.3836) loss_vfl_dn_4: 0.3840 (0.3809) loss_vfl_dn_5: 0.3835 (0.3804) loss_vfl_dn_pre: 0.4771 (0.4800) loss_vfl_enc_0: 0.7070 (0.7049) loss_vfl_pre: 0.7070 (0.6992) time: 0.7381 data: 0.0293 max mem: 9142 Epoch: [68] Total time: 0:47:04 (0.7641 s / it) Averaged stats: lr: 0.000013 loss: 30.5913 (30.4782) loss_bbox: 0.1578 (0.1618) loss_bbox_aux_0: 0.1722 (0.1734) loss_bbox_aux_1: 0.1616 (0.1644) loss_bbox_aux_2: 0.1583 (0.1624) loss_bbox_aux_3: 0.1580 (0.1619) loss_bbox_aux_4: 0.1578 (0.1618) loss_bbox_dn_0: 0.2196 (0.2211) loss_bbox_dn_1: 0.1585 (0.1609) loss_bbox_dn_2: 0.1460 (0.1509) loss_bbox_dn_3: 0.1453 (0.1477) loss_bbox_dn_4: 0.1427 (0.1470) loss_bbox_dn_5: 0.1427 (0.1470) loss_bbox_dn_pre: 0.2243 (0.2271) loss_bbox_enc_0: 0.2027 (0.2042) loss_bbox_pre: 0.1725 (0.1737) loss_dfl: 0.9670 (0.9552) loss_fgl_aux_0: 0.9996 (0.9856) loss_fgl_aux_1: 0.9683 (0.9575) loss_fgl_aux_2: 0.9667 (0.9553) loss_fgl_aux_3: 0.9674 (0.9552) loss_fgl_aux_4: 0.9671 (0.9552) loss_fgl_dn_0: 1.0838 (1.0802) loss_fgl_dn_1: 0.9885 (0.9769) loss_fgl_dn_2: 0.9752 (0.9681) loss_fgl_dn_3: 0.9758 (0.9687) loss_fgl_dn_4: 0.9764 (0.9693) loss_fgl_dn_5: 0.9764 (0.9693) loss_giou: 0.5346 (0.5429) loss_giou_aux_0: 0.5544 (0.5677) loss_giou_aux_1: 0.5340 (0.5485) loss_giou_aux_2: 0.5339 (0.5441) loss_giou_aux_3: 0.5345 (0.5431) loss_giou_aux_4: 0.5346 (0.5429) loss_giou_dn_0: 0.5392 (0.5399) loss_giou_dn_1: 0.4316 (0.4271) loss_giou_dn_2: 0.4132 (0.4102) loss_giou_dn_3: 0.4086 (0.4052) loss_giou_dn_4: 0.4079 (0.4040) loss_giou_dn_5: 0.4079 (0.4040) loss_giou_dn_pre: 0.5356 (0.5393) loss_giou_enc_0: 0.6403 (0.6376) loss_giou_pre: 0.5563 (0.5663) loss_ddf_aux_0: 0.0469 (0.0514) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2469 (0.2490) loss_ddf_dn_1: 0.0323 (0.0337) loss_ddf_dn_2: 0.0075 (0.0077) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6129 (0.6304) loss_vfl_aux_0: 0.6989 (0.6972) loss_vfl_aux_1: 0.6679 (0.6742) loss_vfl_aux_2: 0.6473 (0.6575) loss_vfl_aux_3: 0.6208 (0.6414) loss_vfl_aux_4: 0.6114 (0.6323) loss_vfl_dn_0: 0.4768 (0.4796) loss_vfl_dn_1: 0.4115 (0.4082) loss_vfl_dn_2: 0.3914 (0.3916) loss_vfl_dn_3: 0.3862 (0.3836) loss_vfl_dn_4: 0.3840 (0.3809) loss_vfl_dn_5: 0.3835 (0.3804) loss_vfl_dn_pre: 0.4771 (0.4800) loss_vfl_enc_0: 0.7070 (0.7049) loss_vfl_pre: 0.7070 (0.6992) Test: [ 0/79] eta: 0:03:03 time: 2.3266 data: 1.7577 max mem: 9142 Test: [10/79] eta: 0:00:52 time: 0.7603 data: 0.2157 max mem: 9142 Test: [20/79] eta: 0:00:40 time: 0.6028 data: 0.0635 max mem: 9142 Test: [30/79] eta: 0:00:37 time: 0.7578 data: 0.0663 max mem: 9142 Test: [40/79] eta: 0:00:27 time: 0.7492 data: 0.0633 max mem: 9142 Test: [50/79] eta: 0:00:19 time: 0.5681 data: 0.0606 max mem: 9142 Test: [60/79] eta: 0:00:12 time: 0.5686 data: 0.0606 max mem: 9142 Test: [70/79] eta: 0:00:06 time: 0.6844 data: 0.0599 max mem: 9142 Test: [78/79] eta: 0:00:00 time: 0.6628 data: 0.0595 max mem: 9142 Test: Total time: 0:00:53 (0.6723 s / it) Averaged stats: Accumulating evaluation results... DONE (t=22.92s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.538 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.716 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.583 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.356 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.715 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.396 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.664 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.730 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.568 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.773 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.890 best_stat: {'epoch': 57, 'coco_eval_bbox': 0.5389768252152075} Epoch: [69] [ 0/3696] eta: 4:33:44 lr: 0.000013 loss: 31.4409 (31.4409) loss_bbox: 0.1422 (0.1422) loss_bbox_aux_0: 0.1600 (0.1600) loss_bbox_aux_1: 0.1469 (0.1469) loss_bbox_aux_2: 0.1425 (0.1425) loss_bbox_aux_3: 0.1422 (0.1422) loss_bbox_aux_4: 0.1422 (0.1422) loss_bbox_dn_0: 0.1861 (0.1861) loss_bbox_dn_1: 0.1449 (0.1449) loss_bbox_dn_2: 0.1322 (0.1322) loss_bbox_dn_3: 0.1312 (0.1312) loss_bbox_dn_4: 0.1304 (0.1304) loss_bbox_dn_5: 0.1304 (0.1304) loss_bbox_dn_pre: 0.1912 (0.1912) loss_bbox_enc_0: 0.1799 (0.1799) loss_bbox_pre: 0.1599 (0.1599) loss_dfl: 0.9660 (0.9660) loss_fgl_aux_0: 0.9867 (0.9867) loss_fgl_aux_1: 0.9642 (0.9642) loss_fgl_aux_2: 0.9641 (0.9641) loss_fgl_aux_3: 0.9647 (0.9647) loss_fgl_aux_4: 0.9659 (0.9659) loss_fgl_dn_0: 1.0790 (1.0790) loss_fgl_dn_1: 0.9993 (0.9993) loss_fgl_dn_2: 0.9941 (0.9941) loss_fgl_dn_3: 0.9932 (0.9932) loss_fgl_dn_4: 0.9944 (0.9944) loss_fgl_dn_5: 0.9945 (0.9945) loss_giou: 0.6220 (0.6220) loss_giou_aux_0: 0.6504 (0.6504) loss_giou_aux_1: 0.6301 (0.6301) loss_giou_aux_2: 0.6267 (0.6267) loss_giou_aux_3: 0.6235 (0.6235) loss_giou_aux_4: 0.6221 (0.6221) loss_giou_dn_0: 0.5957 (0.5957) loss_giou_dn_1: 0.4935 (0.4935) loss_giou_dn_2: 0.4747 (0.4747) loss_giou_dn_3: 0.4752 (0.4752) loss_giou_dn_4: 0.4736 (0.4736) loss_giou_dn_5: 0.4737 (0.4737) loss_giou_dn_pre: 0.5924 (0.5924) loss_giou_enc_0: 0.7250 (0.7250) loss_giou_pre: 0.6497 (0.6497) loss_ddf_aux_0: 0.0488 (0.0488) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2421 (0.2421) loss_ddf_dn_1: 0.0368 (0.0368) loss_ddf_dn_2: 0.0078 (0.0078) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6271 (0.6271) loss_vfl_aux_0: 0.6782 (0.6782) loss_vfl_aux_1: 0.6714 (0.6714) loss_vfl_aux_2: 0.6511 (0.6511) loss_vfl_aux_3: 0.6330 (0.6330) loss_vfl_aux_4: 0.6298 (0.6298) loss_vfl_dn_0: 0.4740 (0.4740) loss_vfl_dn_1: 0.4263 (0.4263) loss_vfl_dn_2: 0.4175 (0.4175) loss_vfl_dn_3: 0.4116 (0.4116) loss_vfl_dn_4: 0.4120 (0.4120) loss_vfl_dn_5: 0.4123 (0.4123) loss_vfl_dn_pre: 0.4764 (0.4764) loss_vfl_enc_0: 0.6332 (0.6332) loss_vfl_pre: 0.6851 (0.6851) time: 4.4440 data: 1.7708 max mem: 9142 Epoch: [69] [ 100/3696] eta: 0:49:13 lr: 0.000013 loss: 30.0908 (30.4957) loss_bbox: 0.1594 (0.1647) loss_bbox_aux_0: 0.1708 (0.1758) loss_bbox_aux_1: 0.1622 (0.1673) loss_bbox_aux_2: 0.1609 (0.1654) loss_bbox_aux_3: 0.1597 (0.1648) loss_bbox_aux_4: 0.1594 (0.1647) loss_bbox_dn_0: 0.1977 (0.2205) loss_bbox_dn_1: 0.1414 (0.1617) loss_bbox_dn_2: 0.1286 (0.1517) loss_bbox_dn_3: 0.1296 (0.1482) loss_bbox_dn_4: 0.1310 (0.1475) loss_bbox_dn_5: 0.1310 (0.1475) loss_bbox_dn_pre: 0.2043 (0.2275) loss_bbox_enc_0: 0.1968 (0.2066) loss_bbox_pre: 0.1720 (0.1759) loss_dfl: 0.9509 (0.9523) loss_fgl_aux_0: 0.9880 (0.9809) loss_fgl_aux_1: 0.9540 (0.9541) loss_fgl_aux_2: 0.9503 (0.9522) loss_fgl_aux_3: 0.9506 (0.9522) loss_fgl_aux_4: 0.9508 (0.9522) loss_fgl_dn_0: 1.0759 (1.0778) loss_fgl_dn_1: 0.9784 (0.9764) loss_fgl_dn_2: 0.9687 (0.9675) loss_fgl_dn_3: 0.9717 (0.9684) loss_fgl_dn_4: 0.9725 (0.9689) loss_fgl_dn_5: 0.9725 (0.9689) loss_giou: 0.5112 (0.5465) loss_giou_aux_0: 0.5413 (0.5714) loss_giou_aux_1: 0.5149 (0.5524) loss_giou_aux_2: 0.5136 (0.5478) loss_giou_aux_3: 0.5107 (0.5467) loss_giou_aux_4: 0.5107 (0.5465) loss_giou_dn_0: 0.5187 (0.5386) loss_giou_dn_1: 0.4137 (0.4270) loss_giou_dn_2: 0.3986 (0.4101) loss_giou_dn_3: 0.3950 (0.4051) loss_giou_dn_4: 0.3939 (0.4039) loss_giou_dn_5: 0.3938 (0.4039) loss_giou_dn_pre: 0.5197 (0.5384) loss_giou_enc_0: 0.6124 (0.6429) loss_giou_pre: 0.5416 (0.5701) loss_ddf_aux_0: 0.0488 (0.0481) loss_ddf_aux_1: 0.0070 (0.0069) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2499 (0.2452) loss_ddf_dn_1: 0.0335 (0.0336) loss_ddf_dn_2: 0.0076 (0.0076) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6422 (0.6296) loss_vfl_aux_0: 0.6871 (0.6955) loss_vfl_aux_1: 0.6821 (0.6753) loss_vfl_aux_2: 0.6552 (0.6575) loss_vfl_aux_3: 0.6512 (0.6428) loss_vfl_aux_4: 0.6334 (0.6316) loss_vfl_dn_0: 0.4761 (0.4794) loss_vfl_dn_1: 0.4037 (0.4078) loss_vfl_dn_2: 0.3907 (0.3928) loss_vfl_dn_3: 0.3829 (0.3847) loss_vfl_dn_4: 0.3786 (0.3818) loss_vfl_dn_5: 0.3785 (0.3815) loss_vfl_dn_pre: 0.4760 (0.4798) loss_vfl_enc_0: 0.7020 (0.7006) loss_vfl_pre: 0.6854 (0.6977) time: 0.7115 data: 0.0280 max mem: 9142 Epoch: [69] [ 200/3696] eta: 0:45:49 lr: 0.000013 loss: 30.5954 (30.5176) loss_bbox: 0.1455 (0.1620) loss_bbox_aux_0: 0.1544 (0.1730) loss_bbox_aux_1: 0.1483 (0.1647) loss_bbox_aux_2: 0.1469 (0.1626) loss_bbox_aux_3: 0.1461 (0.1621) loss_bbox_aux_4: 0.1455 (0.1620) loss_bbox_dn_0: 0.1968 (0.2182) loss_bbox_dn_1: 0.1357 (0.1589) loss_bbox_dn_2: 0.1237 (0.1491) loss_bbox_dn_3: 0.1191 (0.1457) loss_bbox_dn_4: 0.1183 (0.1450) loss_bbox_dn_5: 0.1183 (0.1450) loss_bbox_dn_pre: 0.2044 (0.2249) loss_bbox_enc_0: 0.1897 (0.2035) loss_bbox_pre: 0.1557 (0.1731) loss_dfl: 0.9380 (0.9555) loss_fgl_aux_0: 0.9665 (0.9845) loss_fgl_aux_1: 0.9423 (0.9577) loss_fgl_aux_2: 0.9393 (0.9555) loss_fgl_aux_3: 0.9381 (0.9554) loss_fgl_aux_4: 0.9380 (0.9555) loss_fgl_dn_0: 1.0697 (1.0801) loss_fgl_dn_1: 0.9678 (0.9787) loss_fgl_dn_2: 0.9562 (0.9698) loss_fgl_dn_3: 0.9556 (0.9707) loss_fgl_dn_4: 0.9556 (0.9712) loss_fgl_dn_5: 0.9556 (0.9712) loss_giou: 0.5497 (0.5470) loss_giou_aux_0: 0.5678 (0.5715) loss_giou_aux_1: 0.5498 (0.5526) loss_giou_aux_2: 0.5472 (0.5483) loss_giou_aux_3: 0.5496 (0.5472) loss_giou_aux_4: 0.5497 (0.5470) loss_giou_dn_0: 0.5307 (0.5416) loss_giou_dn_1: 0.4136 (0.4284) loss_giou_dn_2: 0.3935 (0.4113) loss_giou_dn_3: 0.3892 (0.4061) loss_giou_dn_4: 0.3871 (0.4049) loss_giou_dn_5: 0.3871 (0.4049) loss_giou_dn_pre: 0.5302 (0.5414) loss_giou_enc_0: 0.6470 (0.6410) loss_giou_pre: 0.5650 (0.5701) loss_ddf_aux_0: 0.0530 (0.0491) loss_ddf_aux_1: 0.0072 (0.0070) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2617 (0.2487) loss_ddf_dn_1: 0.0355 (0.0340) loss_ddf_dn_2: 0.0080 (0.0078) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6223 (0.6301) loss_vfl_aux_0: 0.6935 (0.6960) loss_vfl_aux_1: 0.6672 (0.6758) loss_vfl_aux_2: 0.6533 (0.6579) loss_vfl_aux_3: 0.6371 (0.6431) loss_vfl_aux_4: 0.6212 (0.6320) loss_vfl_dn_0: 0.4803 (0.4803) loss_vfl_dn_1: 0.4078 (0.4092) loss_vfl_dn_2: 0.3871 (0.3933) loss_vfl_dn_3: 0.3793 (0.3851) loss_vfl_dn_4: 0.3770 (0.3823) loss_vfl_dn_5: 0.3764 (0.3819) loss_vfl_dn_pre: 0.4814 (0.4809) loss_vfl_enc_0: 0.7042 (0.7032) loss_vfl_pre: 0.6927 (0.6983) time: 0.7536 data: 0.0260 max mem: 9142 Epoch: [69] [ 300/3696] eta: 0:44:13 lr: 0.000013 loss: 30.2507 (30.4430) loss_bbox: 0.1553 (0.1603) loss_bbox_aux_0: 0.1663 (0.1716) loss_bbox_aux_1: 0.1567 (0.1628) loss_bbox_aux_2: 0.1565 (0.1609) loss_bbox_aux_3: 0.1555 (0.1604) loss_bbox_aux_4: 0.1553 (0.1603) loss_bbox_dn_0: 0.2062 (0.2178) loss_bbox_dn_1: 0.1478 (0.1583) loss_bbox_dn_2: 0.1381 (0.1486) loss_bbox_dn_3: 0.1354 (0.1452) loss_bbox_dn_4: 0.1351 (0.1445) loss_bbox_dn_5: 0.1351 (0.1445) loss_bbox_dn_pre: 0.2145 (0.2241) loss_bbox_enc_0: 0.1947 (0.2029) loss_bbox_pre: 0.1674 (0.1717) loss_dfl: 0.9528 (0.9566) loss_fgl_aux_0: 0.9847 (0.9864) loss_fgl_aux_1: 0.9514 (0.9589) loss_fgl_aux_2: 0.9518 (0.9567) loss_fgl_aux_3: 0.9523 (0.9566) loss_fgl_aux_4: 0.9529 (0.9566) loss_fgl_dn_0: 1.0880 (1.0813) loss_fgl_dn_1: 0.9792 (0.9789) loss_fgl_dn_2: 0.9715 (0.9701) loss_fgl_dn_3: 0.9718 (0.9709) loss_fgl_dn_4: 0.9722 (0.9714) loss_fgl_dn_5: 0.9722 (0.9714) loss_giou: 0.4892 (0.5422) loss_giou_aux_0: 0.5138 (0.5668) loss_giou_aux_1: 0.4940 (0.5478) loss_giou_aux_2: 0.4876 (0.5434) loss_giou_aux_3: 0.4886 (0.5424) loss_giou_aux_4: 0.4891 (0.5422) loss_giou_dn_0: 0.5290 (0.5386) loss_giou_dn_1: 0.4177 (0.4260) loss_giou_dn_2: 0.4095 (0.4090) loss_giou_dn_3: 0.4058 (0.4040) loss_giou_dn_4: 0.4032 (0.4028) loss_giou_dn_5: 0.4032 (0.4028) loss_giou_dn_pre: 0.5284 (0.5383) loss_giou_enc_0: 0.5835 (0.6383) loss_giou_pre: 0.5127 (0.5655) loss_ddf_aux_0: 0.0495 (0.0501) loss_ddf_aux_1: 0.0064 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2443 (0.2510) loss_ddf_dn_1: 0.0319 (0.0345) loss_ddf_dn_2: 0.0078 (0.0080) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5981 (0.6275) loss_vfl_aux_0: 0.6767 (0.6950) loss_vfl_aux_1: 0.6501 (0.6747) loss_vfl_aux_2: 0.6333 (0.6563) loss_vfl_aux_3: 0.6111 (0.6401) loss_vfl_aux_4: 0.6052 (0.6292) loss_vfl_dn_0: 0.4785 (0.4800) loss_vfl_dn_1: 0.4113 (0.4086) loss_vfl_dn_2: 0.3932 (0.3920) loss_vfl_dn_3: 0.3867 (0.3841) loss_vfl_dn_4: 0.3817 (0.3813) loss_vfl_dn_5: 0.3797 (0.3808) loss_vfl_dn_pre: 0.4792 (0.4805) loss_vfl_enc_0: 0.6973 (0.7027) loss_vfl_pre: 0.6788 (0.6974) time: 0.7511 data: 0.0316 max mem: 9142 Epoch: [69] [ 400/3696] eta: 0:42:52 lr: 0.000013 loss: 30.5069 (30.4391) loss_bbox: 0.1627 (0.1614) loss_bbox_aux_0: 0.1743 (0.1731) loss_bbox_aux_1: 0.1645 (0.1640) loss_bbox_aux_2: 0.1613 (0.1620) loss_bbox_aux_3: 0.1624 (0.1615) loss_bbox_aux_4: 0.1627 (0.1614) loss_bbox_dn_0: 0.2298 (0.2203) loss_bbox_dn_1: 0.1670 (0.1602) loss_bbox_dn_2: 0.1573 (0.1504) loss_bbox_dn_3: 0.1510 (0.1470) loss_bbox_dn_4: 0.1492 (0.1463) loss_bbox_dn_5: 0.1493 (0.1463) loss_bbox_dn_pre: 0.2336 (0.2265) loss_bbox_enc_0: 0.2033 (0.2043) loss_bbox_pre: 0.1732 (0.1732) loss_dfl: 0.9681 (0.9562) loss_fgl_aux_0: 0.9991 (0.9863) loss_fgl_aux_1: 0.9726 (0.9586) loss_fgl_aux_2: 0.9684 (0.9563) loss_fgl_aux_3: 0.9675 (0.9562) loss_fgl_aux_4: 0.9684 (0.9562) loss_fgl_dn_0: 1.0799 (1.0816) loss_fgl_dn_1: 0.9832 (0.9783) loss_fgl_dn_2: 0.9728 (0.9694) loss_fgl_dn_3: 0.9737 (0.9701) loss_fgl_dn_4: 0.9750 (0.9706) loss_fgl_dn_5: 0.9750 (0.9706) loss_giou: 0.5414 (0.5407) loss_giou_aux_0: 0.5622 (0.5656) loss_giou_aux_1: 0.5477 (0.5464) loss_giou_aux_2: 0.5411 (0.5420) loss_giou_aux_3: 0.5415 (0.5409) loss_giou_aux_4: 0.5415 (0.5408) loss_giou_dn_0: 0.5473 (0.5374) loss_giou_dn_1: 0.4377 (0.4252) loss_giou_dn_2: 0.4149 (0.4083) loss_giou_dn_3: 0.4048 (0.4034) loss_giou_dn_4: 0.4016 (0.4022) loss_giou_dn_5: 0.4015 (0.4022) loss_giou_dn_pre: 0.5464 (0.5372) loss_giou_enc_0: 0.6322 (0.6364) loss_giou_pre: 0.5589 (0.5644) loss_ddf_aux_0: 0.0471 (0.0502) loss_ddf_aux_1: 0.0074 (0.0071) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2429 (0.2503) loss_ddf_dn_1: 0.0331 (0.0343) loss_ddf_dn_2: 0.0079 (0.0079) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6235 (0.6270) loss_vfl_aux_0: 0.6910 (0.6938) loss_vfl_aux_1: 0.6694 (0.6737) loss_vfl_aux_2: 0.6503 (0.6556) loss_vfl_aux_3: 0.6431 (0.6392) loss_vfl_aux_4: 0.6320 (0.6287) loss_vfl_dn_0: 0.4740 (0.4804) loss_vfl_dn_1: 0.4053 (0.4087) loss_vfl_dn_2: 0.3930 (0.3921) loss_vfl_dn_3: 0.3846 (0.3842) loss_vfl_dn_4: 0.3798 (0.3813) loss_vfl_dn_5: 0.3805 (0.3809) loss_vfl_dn_pre: 0.4748 (0.4808) loss_vfl_enc_0: 0.7030 (0.7024) loss_vfl_pre: 0.6890 (0.6960) time: 0.7675 data: 0.0394 max mem: 9142 Epoch: [69] [ 500/3696] eta: 0:41:36 lr: 0.000013 loss: 30.0647 (30.4253) loss_bbox: 0.1611 (0.1614) loss_bbox_aux_0: 0.1725 (0.1731) loss_bbox_aux_1: 0.1634 (0.1640) loss_bbox_aux_2: 0.1621 (0.1619) loss_bbox_aux_3: 0.1613 (0.1615) loss_bbox_aux_4: 0.1611 (0.1614) loss_bbox_dn_0: 0.2230 (0.2200) loss_bbox_dn_1: 0.1647 (0.1601) loss_bbox_dn_2: 0.1535 (0.1502) loss_bbox_dn_3: 0.1509 (0.1469) loss_bbox_dn_4: 0.1510 (0.1462) loss_bbox_dn_5: 0.1510 (0.1462) loss_bbox_dn_pre: 0.2314 (0.2261) loss_bbox_enc_0: 0.2181 (0.2042) loss_bbox_pre: 0.1717 (0.1732) loss_dfl: 0.9616 (0.9571) loss_fgl_aux_0: 1.0011 (0.9870) loss_fgl_aux_1: 0.9683 (0.9595) loss_fgl_aux_2: 0.9637 (0.9572) loss_fgl_aux_3: 0.9621 (0.9571) loss_fgl_aux_4: 0.9616 (0.9571) loss_fgl_dn_0: 1.0833 (1.0812) loss_fgl_dn_1: 0.9829 (0.9781) loss_fgl_dn_2: 0.9698 (0.9691) loss_fgl_dn_3: 0.9697 (0.9698) loss_fgl_dn_4: 0.9697 (0.9703) loss_fgl_dn_5: 0.9697 (0.9703) loss_giou: 0.4862 (0.5390) loss_giou_aux_0: 0.5118 (0.5640) loss_giou_aux_1: 0.4965 (0.5448) loss_giou_aux_2: 0.4901 (0.5403) loss_giou_aux_3: 0.4865 (0.5392) loss_giou_aux_4: 0.4867 (0.5390) loss_giou_dn_0: 0.5031 (0.5360) loss_giou_dn_1: 0.3973 (0.4239) loss_giou_dn_2: 0.3782 (0.4071) loss_giou_dn_3: 0.3694 (0.4021) loss_giou_dn_4: 0.3675 (0.4009) loss_giou_dn_5: 0.3674 (0.4009) loss_giou_dn_pre: 0.5067 (0.5356) loss_giou_enc_0: 0.5786 (0.6345) loss_giou_pre: 0.5099 (0.5627) loss_ddf_aux_0: 0.0499 (0.0504) loss_ddf_aux_1: 0.0069 (0.0072) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2560 (0.2492) loss_ddf_dn_1: 0.0364 (0.0342) loss_ddf_dn_2: 0.0105 (0.0080) loss_ddf_dn_3: 0.0010 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6205 (0.6287) loss_vfl_aux_0: 0.6926 (0.6945) loss_vfl_aux_1: 0.6900 (0.6749) loss_vfl_aux_2: 0.6655 (0.6577) loss_vfl_aux_3: 0.6326 (0.6410) loss_vfl_aux_4: 0.6276 (0.6307) loss_vfl_dn_0: 0.4738 (0.4801) loss_vfl_dn_1: 0.4068 (0.4082) loss_vfl_dn_2: 0.3850 (0.3914) loss_vfl_dn_3: 0.3778 (0.3835) loss_vfl_dn_4: 0.3762 (0.3807) loss_vfl_dn_5: 0.3761 (0.3803) loss_vfl_dn_pre: 0.4749 (0.4805) loss_vfl_enc_0: 0.7166 (0.7037) loss_vfl_pre: 0.7018 (0.6970) time: 0.7714 data: 0.0386 max mem: 9142 Epoch: [69] [ 600/3696] eta: 0:39:55 lr: 0.000013 loss: 30.8380 (30.4188) loss_bbox: 0.1609 (0.1613) loss_bbox_aux_0: 0.1731 (0.1730) loss_bbox_aux_1: 0.1641 (0.1639) loss_bbox_aux_2: 0.1609 (0.1619) loss_bbox_aux_3: 0.1608 (0.1614) loss_bbox_aux_4: 0.1609 (0.1613) loss_bbox_dn_0: 0.2248 (0.2198) loss_bbox_dn_1: 0.1641 (0.1599) loss_bbox_dn_2: 0.1520 (0.1500) loss_bbox_dn_3: 0.1511 (0.1467) loss_bbox_dn_4: 0.1499 (0.1460) loss_bbox_dn_5: 0.1499 (0.1460) loss_bbox_dn_pre: 0.2258 (0.2260) loss_bbox_enc_0: 0.2049 (0.2040) loss_bbox_pre: 0.1731 (0.1731) loss_dfl: 0.9360 (0.9570) loss_fgl_aux_0: 0.9640 (0.9868) loss_fgl_aux_1: 0.9397 (0.9593) loss_fgl_aux_2: 0.9371 (0.9572) loss_fgl_aux_3: 0.9368 (0.9570) loss_fgl_aux_4: 0.9360 (0.9570) loss_fgl_dn_0: 1.0761 (1.0809) loss_fgl_dn_1: 0.9685 (0.9780) loss_fgl_dn_2: 0.9618 (0.9690) loss_fgl_dn_3: 0.9632 (0.9697) loss_fgl_dn_4: 0.9637 (0.9702) loss_fgl_dn_5: 0.9637 (0.9702) loss_giou: 0.5523 (0.5396) loss_giou_aux_0: 0.5788 (0.5648) loss_giou_aux_1: 0.5645 (0.5455) loss_giou_aux_2: 0.5550 (0.5408) loss_giou_aux_3: 0.5517 (0.5398) loss_giou_aux_4: 0.5523 (0.5396) loss_giou_dn_0: 0.5477 (0.5358) loss_giou_dn_1: 0.4316 (0.4239) loss_giou_dn_2: 0.4085 (0.4071) loss_giou_dn_3: 0.4010 (0.4021) loss_giou_dn_4: 0.4002 (0.4010) loss_giou_dn_5: 0.4002 (0.4010) loss_giou_dn_pre: 0.5461 (0.5354) loss_giou_enc_0: 0.6591 (0.6354) loss_giou_pre: 0.5805 (0.5634) loss_ddf_aux_0: 0.0535 (0.0505) loss_ddf_aux_1: 0.0080 (0.0073) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2425 (0.2482) loss_ddf_dn_1: 0.0341 (0.0341) loss_ddf_dn_2: 0.0075 (0.0080) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6180 (0.6283) loss_vfl_aux_0: 0.6784 (0.6937) loss_vfl_aux_1: 0.6588 (0.6743) loss_vfl_aux_2: 0.6463 (0.6574) loss_vfl_aux_3: 0.6303 (0.6406) loss_vfl_aux_4: 0.6229 (0.6301) loss_vfl_dn_0: 0.4783 (0.4799) loss_vfl_dn_1: 0.4173 (0.4081) loss_vfl_dn_2: 0.3981 (0.3912) loss_vfl_dn_3: 0.3900 (0.3833) loss_vfl_dn_4: 0.3875 (0.3806) loss_vfl_dn_5: 0.3885 (0.3802) loss_vfl_dn_pre: 0.4783 (0.4804) loss_vfl_enc_0: 0.6710 (0.7019) loss_vfl_pre: 0.6812 (0.6962) time: 0.7237 data: 0.0257 max mem: 9142 Epoch: [69] [ 700/3696] eta: 0:38:46 lr: 0.000013 loss: 30.2532 (30.4432) loss_bbox: 0.1517 (0.1611) loss_bbox_aux_0: 0.1642 (0.1728) loss_bbox_aux_1: 0.1550 (0.1638) loss_bbox_aux_2: 0.1535 (0.1617) loss_bbox_aux_3: 0.1521 (0.1612) loss_bbox_aux_4: 0.1517 (0.1611) loss_bbox_dn_0: 0.2102 (0.2198) loss_bbox_dn_1: 0.1457 (0.1600) loss_bbox_dn_2: 0.1414 (0.1500) loss_bbox_dn_3: 0.1355 (0.1467) loss_bbox_dn_4: 0.1346 (0.1460) loss_bbox_dn_5: 0.1346 (0.1460) loss_bbox_dn_pre: 0.2152 (0.2260) loss_bbox_enc_0: 0.1907 (0.2039) loss_bbox_pre: 0.1639 (0.1730) loss_dfl: 0.9538 (0.9566) loss_fgl_aux_0: 0.9850 (0.9865) loss_fgl_aux_1: 0.9566 (0.9589) loss_fgl_aux_2: 0.9549 (0.9567) loss_fgl_aux_3: 0.9544 (0.9566) loss_fgl_aux_4: 0.9537 (0.9566) loss_fgl_dn_0: 1.0810 (1.0803) loss_fgl_dn_1: 0.9795 (0.9773) loss_fgl_dn_2: 0.9686 (0.9684) loss_fgl_dn_3: 0.9679 (0.9691) loss_fgl_dn_4: 0.9682 (0.9696) loss_fgl_dn_5: 0.9682 (0.9696) loss_giou: 0.5608 (0.5416) loss_giou_aux_0: 0.5775 (0.5669) loss_giou_aux_1: 0.5623 (0.5476) loss_giou_aux_2: 0.5604 (0.5429) loss_giou_aux_3: 0.5609 (0.5418) loss_giou_aux_4: 0.5607 (0.5416) loss_giou_dn_0: 0.5577 (0.5375) loss_giou_dn_1: 0.4369 (0.4255) loss_giou_dn_2: 0.4199 (0.4087) loss_giou_dn_3: 0.4157 (0.4037) loss_giou_dn_4: 0.4149 (0.4026) loss_giou_dn_5: 0.4147 (0.4026) loss_giou_dn_pre: 0.5566 (0.5372) loss_giou_enc_0: 0.6478 (0.6378) loss_giou_pre: 0.5745 (0.5656) loss_ddf_aux_0: 0.0497 (0.0506) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2415 (0.2485) loss_ddf_dn_1: 0.0329 (0.0342) loss_ddf_dn_2: 0.0071 (0.0080) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6261 (0.6287) loss_vfl_aux_0: 0.7009 (0.6937) loss_vfl_aux_1: 0.6726 (0.6743) loss_vfl_aux_2: 0.6523 (0.6576) loss_vfl_aux_3: 0.6395 (0.6415) loss_vfl_aux_4: 0.6289 (0.6305) loss_vfl_dn_0: 0.4789 (0.4798) loss_vfl_dn_1: 0.3978 (0.4082) loss_vfl_dn_2: 0.3844 (0.3915) loss_vfl_dn_3: 0.3768 (0.3836) loss_vfl_dn_4: 0.3770 (0.3808) loss_vfl_dn_5: 0.3773 (0.3804) loss_vfl_dn_pre: 0.4812 (0.4802) loss_vfl_enc_0: 0.6868 (0.7016) loss_vfl_pre: 0.7040 (0.6964) time: 0.9325 data: 0.0280 max mem: 9142 Epoch: [69] [ 800/3696] eta: 0:37:22 lr: 0.000013 loss: 30.4879 (30.4572) loss_bbox: 0.1524 (0.1617) loss_bbox_aux_0: 0.1674 (0.1733) loss_bbox_aux_1: 0.1582 (0.1644) loss_bbox_aux_2: 0.1549 (0.1623) loss_bbox_aux_3: 0.1529 (0.1618) loss_bbox_aux_4: 0.1526 (0.1617) loss_bbox_dn_0: 0.2179 (0.2208) loss_bbox_dn_1: 0.1599 (0.1607) loss_bbox_dn_2: 0.1501 (0.1507) loss_bbox_dn_3: 0.1443 (0.1474) loss_bbox_dn_4: 0.1424 (0.1467) loss_bbox_dn_5: 0.1424 (0.1467) loss_bbox_dn_pre: 0.2265 (0.2270) loss_bbox_enc_0: 0.1987 (0.2046) loss_bbox_pre: 0.1685 (0.1735) loss_dfl: 0.9584 (0.9562) loss_fgl_aux_0: 0.9867 (0.9862) loss_fgl_aux_1: 0.9600 (0.9585) loss_fgl_aux_2: 0.9590 (0.9563) loss_fgl_aux_3: 0.9580 (0.9562) loss_fgl_aux_4: 0.9582 (0.9562) loss_fgl_dn_0: 1.0788 (1.0798) loss_fgl_dn_1: 0.9793 (0.9769) loss_fgl_dn_2: 0.9741 (0.9680) loss_fgl_dn_3: 0.9767 (0.9686) loss_fgl_dn_4: 0.9776 (0.9691) loss_fgl_dn_5: 0.9775 (0.9692) loss_giou: 0.5583 (0.5416) loss_giou_aux_0: 0.5748 (0.5668) loss_giou_aux_1: 0.5656 (0.5475) loss_giou_aux_2: 0.5624 (0.5429) loss_giou_aux_3: 0.5597 (0.5418) loss_giou_aux_4: 0.5591 (0.5416) loss_giou_dn_0: 0.5287 (0.5376) loss_giou_dn_1: 0.4203 (0.4257) loss_giou_dn_2: 0.4013 (0.4088) loss_giou_dn_3: 0.4008 (0.4039) loss_giou_dn_4: 0.3990 (0.4028) loss_giou_dn_5: 0.3990 (0.4028) loss_giou_dn_pre: 0.5267 (0.5373) loss_giou_enc_0: 0.6436 (0.6376) loss_giou_pre: 0.5687 (0.5656) loss_ddf_aux_0: 0.0492 (0.0508) loss_ddf_aux_1: 0.0067 (0.0073) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2403 (0.2487) loss_ddf_dn_1: 0.0315 (0.0343) loss_ddf_dn_2: 0.0082 (0.0080) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6419 (0.6296) loss_vfl_aux_0: 0.7204 (0.6950) loss_vfl_aux_1: 0.6993 (0.6759) loss_vfl_aux_2: 0.6680 (0.6585) loss_vfl_aux_3: 0.6619 (0.6426) loss_vfl_aux_4: 0.6437 (0.6315) loss_vfl_dn_0: 0.4796 (0.4795) loss_vfl_dn_1: 0.4037 (0.4081) loss_vfl_dn_2: 0.3878 (0.3913) loss_vfl_dn_3: 0.3735 (0.3833) loss_vfl_dn_4: 0.3707 (0.3805) loss_vfl_dn_5: 0.3707 (0.3801) loss_vfl_dn_pre: 0.4807 (0.4800) loss_vfl_enc_0: 0.7203 (0.7029) loss_vfl_pre: 0.7230 (0.6975) time: 0.7703 data: 0.0264 max mem: 9142 Epoch: [69] [ 900/3696] eta: 0:36:14 lr: 0.000013 loss: 29.9740 (30.4580) loss_bbox: 0.1516 (0.1615) loss_bbox_aux_0: 0.1659 (0.1732) loss_bbox_aux_1: 0.1524 (0.1642) loss_bbox_aux_2: 0.1518 (0.1622) loss_bbox_aux_3: 0.1520 (0.1616) loss_bbox_aux_4: 0.1517 (0.1615) loss_bbox_dn_0: 0.2139 (0.2207) loss_bbox_dn_1: 0.1571 (0.1606) loss_bbox_dn_2: 0.1460 (0.1505) loss_bbox_dn_3: 0.1414 (0.1473) loss_bbox_dn_4: 0.1402 (0.1466) loss_bbox_dn_5: 0.1403 (0.1466) loss_bbox_dn_pre: 0.2221 (0.2268) loss_bbox_enc_0: 0.1999 (0.2046) loss_bbox_pre: 0.1674 (0.1734) loss_dfl: 0.9434 (0.9561) loss_fgl_aux_0: 0.9773 (0.9861) loss_fgl_aux_1: 0.9472 (0.9584) loss_fgl_aux_2: 0.9445 (0.9562) loss_fgl_aux_3: 0.9432 (0.9561) loss_fgl_aux_4: 0.9435 (0.9561) loss_fgl_dn_0: 1.0710 (1.0798) loss_fgl_dn_1: 0.9753 (0.9770) loss_fgl_dn_2: 0.9666 (0.9681) loss_fgl_dn_3: 0.9670 (0.9688) loss_fgl_dn_4: 0.9683 (0.9693) loss_fgl_dn_5: 0.9683 (0.9693) loss_giou: 0.5157 (0.5422) loss_giou_aux_0: 0.5417 (0.5675) loss_giou_aux_1: 0.5163 (0.5481) loss_giou_aux_2: 0.5132 (0.5435) loss_giou_aux_3: 0.5141 (0.5424) loss_giou_aux_4: 0.5155 (0.5422) loss_giou_dn_0: 0.5342 (0.5382) loss_giou_dn_1: 0.4268 (0.4263) loss_giou_dn_2: 0.4147 (0.4094) loss_giou_dn_3: 0.4072 (0.4045) loss_giou_dn_4: 0.4054 (0.4034) loss_giou_dn_5: 0.4053 (0.4034) loss_giou_dn_pre: 0.5351 (0.5379) loss_giou_enc_0: 0.6113 (0.6382) loss_giou_pre: 0.5419 (0.5662) loss_ddf_aux_0: 0.0494 (0.0507) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2518 (0.2487) loss_ddf_dn_1: 0.0357 (0.0345) loss_ddf_dn_2: 0.0088 (0.0081) loss_ddf_dn_3: 0.0010 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6061 (0.6288) loss_vfl_aux_0: 0.6688 (0.6939) loss_vfl_aux_1: 0.6522 (0.6746) loss_vfl_aux_2: 0.6340 (0.6572) loss_vfl_aux_3: 0.6224 (0.6418) loss_vfl_aux_4: 0.6075 (0.6307) loss_vfl_dn_0: 0.4795 (0.4795) loss_vfl_dn_1: 0.4050 (0.4081) loss_vfl_dn_2: 0.3880 (0.3914) loss_vfl_dn_3: 0.3802 (0.3834) loss_vfl_dn_4: 0.3758 (0.3807) loss_vfl_dn_5: 0.3749 (0.3803) loss_vfl_dn_pre: 0.4807 (0.4800) loss_vfl_enc_0: 0.6798 (0.7029) loss_vfl_pre: 0.6721 (0.6964) time: 0.7288 data: 0.0259 max mem: 9142 Epoch: [69] [1000/3696] eta: 0:34:52 lr: 0.000013 loss: 30.6905 (30.4554) loss_bbox: 0.1656 (0.1620) loss_bbox_aux_0: 0.1744 (0.1736) loss_bbox_aux_1: 0.1684 (0.1647) loss_bbox_aux_2: 0.1657 (0.1626) loss_bbox_aux_3: 0.1657 (0.1621) loss_bbox_aux_4: 0.1656 (0.1620) loss_bbox_dn_0: 0.2143 (0.2213) loss_bbox_dn_1: 0.1534 (0.1612) loss_bbox_dn_2: 0.1411 (0.1511) loss_bbox_dn_3: 0.1393 (0.1478) loss_bbox_dn_4: 0.1388 (0.1470) loss_bbox_dn_5: 0.1388 (0.1470) loss_bbox_dn_pre: 0.2229 (0.2275) loss_bbox_enc_0: 0.2070 (0.2050) loss_bbox_pre: 0.1751 (0.1739) loss_dfl: 0.9426 (0.9557) loss_fgl_aux_0: 0.9718 (0.9858) loss_fgl_aux_1: 0.9434 (0.9580) loss_fgl_aux_2: 0.9419 (0.9559) loss_fgl_aux_3: 0.9420 (0.9557) loss_fgl_aux_4: 0.9427 (0.9557) loss_fgl_dn_0: 1.0775 (1.0797) loss_fgl_dn_1: 0.9730 (0.9769) loss_fgl_dn_2: 0.9702 (0.9679) loss_fgl_dn_3: 0.9721 (0.9686) loss_fgl_dn_4: 0.9726 (0.9691) loss_fgl_dn_5: 0.9726 (0.9691) loss_giou: 0.5558 (0.5414) loss_giou_aux_0: 0.5894 (0.5665) loss_giou_aux_1: 0.5648 (0.5473) loss_giou_aux_2: 0.5603 (0.5427) loss_giou_aux_3: 0.5577 (0.5416) loss_giou_aux_4: 0.5558 (0.5414) loss_giou_dn_0: 0.5543 (0.5378) loss_giou_dn_1: 0.4452 (0.4259) loss_giou_dn_2: 0.4308 (0.4090) loss_giou_dn_3: 0.4251 (0.4041) loss_giou_dn_4: 0.4239 (0.4029) loss_giou_dn_5: 0.4239 (0.4029) loss_giou_dn_pre: 0.5543 (0.5373) loss_giou_enc_0: 0.6431 (0.6372) loss_giou_pre: 0.5881 (0.5652) loss_ddf_aux_0: 0.0526 (0.0507) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0004 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2433 (0.2488) loss_ddf_dn_1: 0.0349 (0.0345) loss_ddf_dn_2: 0.0085 (0.0081) loss_ddf_dn_3: 0.0010 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6129 (0.6294) loss_vfl_aux_0: 0.6692 (0.6943) loss_vfl_aux_1: 0.6519 (0.6751) loss_vfl_aux_2: 0.6359 (0.6578) loss_vfl_aux_3: 0.6208 (0.6422) loss_vfl_aux_4: 0.6116 (0.6314) loss_vfl_dn_0: 0.4753 (0.4795) loss_vfl_dn_1: 0.4134 (0.4079) loss_vfl_dn_2: 0.3953 (0.3913) loss_vfl_dn_3: 0.3882 (0.3832) loss_vfl_dn_4: 0.3862 (0.3805) loss_vfl_dn_5: 0.3858 (0.3801) loss_vfl_dn_pre: 0.4771 (0.4801) loss_vfl_enc_0: 0.6889 (0.7035) loss_vfl_pre: 0.6699 (0.6967) time: 0.7702 data: 0.0315 max mem: 9142 Epoch: [69] [1100/3696] eta: 0:33:33 lr: 0.000013 loss: 29.7122 (30.4530) loss_bbox: 0.1527 (0.1621) loss_bbox_aux_0: 0.1614 (0.1737) loss_bbox_aux_1: 0.1544 (0.1648) loss_bbox_aux_2: 0.1541 (0.1627) loss_bbox_aux_3: 0.1528 (0.1622) loss_bbox_aux_4: 0.1526 (0.1621) loss_bbox_dn_0: 0.2212 (0.2213) loss_bbox_dn_1: 0.1635 (0.1612) loss_bbox_dn_2: 0.1483 (0.1510) loss_bbox_dn_3: 0.1444 (0.1478) loss_bbox_dn_4: 0.1417 (0.1470) loss_bbox_dn_5: 0.1417 (0.1470) loss_bbox_dn_pre: 0.2273 (0.2275) loss_bbox_enc_0: 0.1985 (0.2053) loss_bbox_pre: 0.1635 (0.1739) loss_dfl: 0.9614 (0.9556) loss_fgl_aux_0: 1.0106 (0.9858) loss_fgl_aux_1: 0.9665 (0.9578) loss_fgl_aux_2: 0.9617 (0.9557) loss_fgl_aux_3: 0.9617 (0.9556) loss_fgl_aux_4: 0.9612 (0.9556) loss_fgl_dn_0: 1.0854 (1.0798) loss_fgl_dn_1: 0.9645 (0.9769) loss_fgl_dn_2: 0.9556 (0.9680) loss_fgl_dn_3: 0.9560 (0.9687) loss_fgl_dn_4: 0.9568 (0.9692) loss_fgl_dn_5: 0.9568 (0.9692) loss_giou: 0.4646 (0.5415) loss_giou_aux_0: 0.5012 (0.5666) loss_giou_aux_1: 0.4736 (0.5473) loss_giou_aux_2: 0.4655 (0.5427) loss_giou_aux_3: 0.4647 (0.5417) loss_giou_aux_4: 0.4646 (0.5415) loss_giou_dn_0: 0.5129 (0.5378) loss_giou_dn_1: 0.4026 (0.4258) loss_giou_dn_2: 0.3822 (0.4088) loss_giou_dn_3: 0.3752 (0.4039) loss_giou_dn_4: 0.3738 (0.4028) loss_giou_dn_5: 0.3739 (0.4028) loss_giou_dn_pre: 0.5137 (0.5374) loss_giou_enc_0: 0.5705 (0.6372) loss_giou_pre: 0.4987 (0.5652) loss_ddf_aux_0: 0.0490 (0.0507) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2532 (0.2485) loss_ddf_dn_1: 0.0343 (0.0345) loss_ddf_dn_2: 0.0085 (0.0081) loss_ddf_dn_3: 0.0011 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6230 (0.6290) loss_vfl_aux_0: 0.7015 (0.6941) loss_vfl_aux_1: 0.6701 (0.6749) loss_vfl_aux_2: 0.6616 (0.6573) loss_vfl_aux_3: 0.6439 (0.6418) loss_vfl_aux_4: 0.6323 (0.6310) loss_vfl_dn_0: 0.4831 (0.4795) loss_vfl_dn_1: 0.4064 (0.4079) loss_vfl_dn_2: 0.3906 (0.3913) loss_vfl_dn_3: 0.3817 (0.3832) loss_vfl_dn_4: 0.3792 (0.3805) loss_vfl_dn_5: 0.3764 (0.3801) loss_vfl_dn_pre: 0.4830 (0.4800) loss_vfl_enc_0: 0.7095 (0.7036) loss_vfl_pre: 0.7028 (0.6965) time: 0.7692 data: 0.0295 max mem: 9142 Epoch: [69] [1200/3696] eta: 0:32:14 lr: 0.000013 loss: 30.7555 (30.4621) loss_bbox: 0.1692 (0.1622) loss_bbox_aux_0: 0.1837 (0.1739) loss_bbox_aux_1: 0.1722 (0.1649) loss_bbox_aux_2: 0.1691 (0.1628) loss_bbox_aux_3: 0.1693 (0.1624) loss_bbox_aux_4: 0.1690 (0.1623) loss_bbox_dn_0: 0.2114 (0.2217) loss_bbox_dn_1: 0.1632 (0.1615) loss_bbox_dn_2: 0.1564 (0.1514) loss_bbox_dn_3: 0.1527 (0.1481) loss_bbox_dn_4: 0.1520 (0.1474) loss_bbox_dn_5: 0.1520 (0.1474) loss_bbox_dn_pre: 0.2168 (0.2278) loss_bbox_enc_0: 0.2169 (0.2056) loss_bbox_pre: 0.1833 (0.1741) loss_dfl: 0.9473 (0.9561) loss_fgl_aux_0: 0.9827 (0.9863) loss_fgl_aux_1: 0.9483 (0.9584) loss_fgl_aux_2: 0.9463 (0.9562) loss_fgl_aux_3: 0.9468 (0.9561) loss_fgl_aux_4: 0.9473 (0.9561) loss_fgl_dn_0: 1.0641 (1.0797) loss_fgl_dn_1: 0.9763 (0.9771) loss_fgl_dn_2: 0.9720 (0.9682) loss_fgl_dn_3: 0.9695 (0.9688) loss_fgl_dn_4: 0.9695 (0.9694) loss_fgl_dn_5: 0.9696 (0.9694) loss_giou: 0.5782 (0.5410) loss_giou_aux_0: 0.5888 (0.5662) loss_giou_aux_1: 0.5801 (0.5469) loss_giou_aux_2: 0.5751 (0.5422) loss_giou_aux_3: 0.5768 (0.5412) loss_giou_aux_4: 0.5783 (0.5410) loss_giou_dn_0: 0.5265 (0.5382) loss_giou_dn_1: 0.4221 (0.4262) loss_giou_dn_2: 0.4008 (0.4092) loss_giou_dn_3: 0.3993 (0.4043) loss_giou_dn_4: 0.3992 (0.4031) loss_giou_dn_5: 0.3991 (0.4031) loss_giou_dn_pre: 0.5271 (0.5378) loss_giou_enc_0: 0.6523 (0.6366) loss_giou_pre: 0.5847 (0.5648) loss_ddf_aux_0: 0.0472 (0.0508) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2466 (0.2487) loss_ddf_dn_1: 0.0336 (0.0347) loss_ddf_dn_2: 0.0077 (0.0081) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6200 (0.6290) loss_vfl_aux_0: 0.6990 (0.6944) loss_vfl_aux_1: 0.6845 (0.6751) loss_vfl_aux_2: 0.6620 (0.6575) loss_vfl_aux_3: 0.6336 (0.6418) loss_vfl_aux_4: 0.6221 (0.6311) loss_vfl_dn_0: 0.4781 (0.4794) loss_vfl_dn_1: 0.4105 (0.4079) loss_vfl_dn_2: 0.3989 (0.3915) loss_vfl_dn_3: 0.3911 (0.3834) loss_vfl_dn_4: 0.3885 (0.3807) loss_vfl_dn_5: 0.3885 (0.3803) loss_vfl_dn_pre: 0.4793 (0.4799) loss_vfl_enc_0: 0.7023 (0.7041) loss_vfl_pre: 0.6995 (0.6968) time: 0.7423 data: 0.0260 max mem: 9142 Epoch: [69] [1300/3696] eta: 0:30:52 lr: 0.000013 loss: 30.3830 (30.4581) loss_bbox: 0.1572 (0.1620) loss_bbox_aux_0: 0.1685 (0.1736) loss_bbox_aux_1: 0.1590 (0.1646) loss_bbox_aux_2: 0.1573 (0.1625) loss_bbox_aux_3: 0.1574 (0.1621) loss_bbox_aux_4: 0.1573 (0.1620) loss_bbox_dn_0: 0.2141 (0.2213) loss_bbox_dn_1: 0.1560 (0.1613) loss_bbox_dn_2: 0.1415 (0.1511) loss_bbox_dn_3: 0.1407 (0.1479) loss_bbox_dn_4: 0.1399 (0.1472) loss_bbox_dn_5: 0.1399 (0.1472) loss_bbox_dn_pre: 0.2199 (0.2274) loss_bbox_enc_0: 0.2048 (0.2052) loss_bbox_pre: 0.1687 (0.1738) loss_dfl: 0.9622 (0.9562) loss_fgl_aux_0: 0.9949 (0.9865) loss_fgl_aux_1: 0.9656 (0.9585) loss_fgl_aux_2: 0.9622 (0.9564) loss_fgl_aux_3: 0.9621 (0.9562) loss_fgl_aux_4: 0.9621 (0.9562) loss_fgl_dn_0: 1.0835 (1.0796) loss_fgl_dn_1: 0.9812 (0.9771) loss_fgl_dn_2: 0.9716 (0.9681) loss_fgl_dn_3: 0.9719 (0.9688) loss_fgl_dn_4: 0.9721 (0.9693) loss_fgl_dn_5: 0.9721 (0.9693) loss_giou: 0.5013 (0.5409) loss_giou_aux_0: 0.5281 (0.5661) loss_giou_aux_1: 0.5048 (0.5467) loss_giou_aux_2: 0.5003 (0.5422) loss_giou_aux_3: 0.5017 (0.5411) loss_giou_aux_4: 0.5014 (0.5409) loss_giou_dn_0: 0.5225 (0.5384) loss_giou_dn_1: 0.4102 (0.4263) loss_giou_dn_2: 0.3930 (0.4093) loss_giou_dn_3: 0.3877 (0.4044) loss_giou_dn_4: 0.3868 (0.4033) loss_giou_dn_5: 0.3868 (0.4033) loss_giou_dn_pre: 0.5220 (0.5380) loss_giou_enc_0: 0.5984 (0.6365) loss_giou_pre: 0.5264 (0.5647) loss_ddf_aux_0: 0.0525 (0.0508) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2517 (0.2486) loss_ddf_dn_1: 0.0336 (0.0346) loss_ddf_dn_2: 0.0070 (0.0081) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6262 (0.6292) loss_vfl_aux_0: 0.6995 (0.6943) loss_vfl_aux_1: 0.6731 (0.6749) loss_vfl_aux_2: 0.6571 (0.6576) loss_vfl_aux_3: 0.6392 (0.6418) loss_vfl_aux_4: 0.6249 (0.6313) loss_vfl_dn_0: 0.4743 (0.4791) loss_vfl_dn_1: 0.4055 (0.4078) loss_vfl_dn_2: 0.3938 (0.3914) loss_vfl_dn_3: 0.3859 (0.3833) loss_vfl_dn_4: 0.3806 (0.3806) loss_vfl_dn_5: 0.3814 (0.3801) loss_vfl_dn_pre: 0.4747 (0.4797) loss_vfl_enc_0: 0.7114 (0.7044) loss_vfl_pre: 0.7029 (0.6967) time: 0.7519 data: 0.0288 max mem: 9142 Epoch: [69] [1400/3696] eta: 0:29:41 lr: 0.000013 loss: 30.1715 (30.4624) loss_bbox: 0.1479 (0.1616) loss_bbox_aux_0: 0.1655 (0.1732) loss_bbox_aux_1: 0.1531 (0.1643) loss_bbox_aux_2: 0.1493 (0.1622) loss_bbox_aux_3: 0.1481 (0.1617) loss_bbox_aux_4: 0.1479 (0.1616) loss_bbox_dn_0: 0.2192 (0.2209) loss_bbox_dn_1: 0.1609 (0.1609) loss_bbox_dn_2: 0.1466 (0.1508) loss_bbox_dn_3: 0.1422 (0.1475) loss_bbox_dn_4: 0.1412 (0.1468) loss_bbox_dn_5: 0.1413 (0.1468) loss_bbox_dn_pre: 0.2274 (0.2269) loss_bbox_enc_0: 0.1953 (0.2049) loss_bbox_pre: 0.1634 (0.1735) loss_dfl: 0.9499 (0.9564) loss_fgl_aux_0: 0.9852 (0.9869) loss_fgl_aux_1: 0.9525 (0.9587) loss_fgl_aux_2: 0.9473 (0.9566) loss_fgl_aux_3: 0.9482 (0.9564) loss_fgl_aux_4: 0.9498 (0.9564) loss_fgl_dn_0: 1.0744 (1.0798) loss_fgl_dn_1: 0.9686 (0.9773) loss_fgl_dn_2: 0.9550 (0.9684) loss_fgl_dn_3: 0.9546 (0.9690) loss_fgl_dn_4: 0.9555 (0.9695) loss_fgl_dn_5: 0.9555 (0.9695) loss_giou: 0.5005 (0.5413) loss_giou_aux_0: 0.5257 (0.5664) loss_giou_aux_1: 0.5087 (0.5471) loss_giou_aux_2: 0.5054 (0.5425) loss_giou_aux_3: 0.5034 (0.5415) loss_giou_aux_4: 0.5004 (0.5413) loss_giou_dn_0: 0.5327 (0.5389) loss_giou_dn_1: 0.4084 (0.4266) loss_giou_dn_2: 0.3915 (0.4096) loss_giou_dn_3: 0.3856 (0.4047) loss_giou_dn_4: 0.3843 (0.4036) loss_giou_dn_5: 0.3843 (0.4036) loss_giou_dn_pre: 0.5301 (0.5384) loss_giou_enc_0: 0.5926 (0.6369) loss_giou_pre: 0.5231 (0.5650) loss_ddf_aux_0: 0.0503 (0.0509) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2510 (0.2490) loss_ddf_dn_1: 0.0345 (0.0346) loss_ddf_dn_2: 0.0083 (0.0081) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6287 (0.6290) loss_vfl_aux_0: 0.7023 (0.6947) loss_vfl_aux_1: 0.6726 (0.6749) loss_vfl_aux_2: 0.6576 (0.6576) loss_vfl_aux_3: 0.6429 (0.6415) loss_vfl_aux_4: 0.6299 (0.6311) loss_vfl_dn_0: 0.4769 (0.4793) loss_vfl_dn_1: 0.4087 (0.4079) loss_vfl_dn_2: 0.3890 (0.3915) loss_vfl_dn_3: 0.3806 (0.3834) loss_vfl_dn_4: 0.3812 (0.3807) loss_vfl_dn_5: 0.3815 (0.3803) loss_vfl_dn_pre: 0.4776 (0.4798) loss_vfl_enc_0: 0.7205 (0.7046) loss_vfl_pre: 0.6998 (0.6971) time: 0.9551 data: 0.0297 max mem: 9142 Epoch: [69] [1500/3696] eta: 0:28:18 lr: 0.000013 loss: 29.8556 (30.4609) loss_bbox: 0.1656 (0.1616) loss_bbox_aux_0: 0.1772 (0.1733) loss_bbox_aux_1: 0.1694 (0.1643) loss_bbox_aux_2: 0.1663 (0.1623) loss_bbox_aux_3: 0.1661 (0.1618) loss_bbox_aux_4: 0.1657 (0.1616) loss_bbox_dn_0: 0.2209 (0.2213) loss_bbox_dn_1: 0.1690 (0.1611) loss_bbox_dn_2: 0.1583 (0.1510) loss_bbox_dn_3: 0.1579 (0.1477) loss_bbox_dn_4: 0.1577 (0.1470) loss_bbox_dn_5: 0.1577 (0.1470) loss_bbox_dn_pre: 0.2323 (0.2273) loss_bbox_enc_0: 0.2169 (0.2051) loss_bbox_pre: 0.1778 (0.1735) loss_dfl: 0.9440 (0.9561) loss_fgl_aux_0: 0.9763 (0.9866) loss_fgl_aux_1: 0.9467 (0.9584) loss_fgl_aux_2: 0.9433 (0.9562) loss_fgl_aux_3: 0.9438 (0.9561) loss_fgl_aux_4: 0.9440 (0.9561) loss_fgl_dn_0: 1.0790 (1.0796) loss_fgl_dn_1: 0.9651 (0.9770) loss_fgl_dn_2: 0.9561 (0.9680) loss_fgl_dn_3: 0.9577 (0.9687) loss_fgl_dn_4: 0.9581 (0.9692) loss_fgl_dn_5: 0.9581 (0.9692) loss_giou: 0.5612 (0.5415) loss_giou_aux_0: 0.6001 (0.5665) loss_giou_aux_1: 0.5672 (0.5473) loss_giou_aux_2: 0.5610 (0.5427) loss_giou_aux_3: 0.5617 (0.5417) loss_giou_aux_4: 0.5611 (0.5415) loss_giou_dn_0: 0.5301 (0.5389) loss_giou_dn_1: 0.4156 (0.4266) loss_giou_dn_2: 0.4015 (0.4095) loss_giou_dn_3: 0.3928 (0.4046) loss_giou_dn_4: 0.3917 (0.4035) loss_giou_dn_5: 0.3916 (0.4035) loss_giou_dn_pre: 0.5299 (0.5384) loss_giou_enc_0: 0.6780 (0.6371) loss_giou_pre: 0.5986 (0.5652) loss_ddf_aux_0: 0.0513 (0.0509) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2361 (0.2491) loss_ddf_dn_1: 0.0331 (0.0347) loss_ddf_dn_2: 0.0075 (0.0081) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5925 (0.6289) loss_vfl_aux_0: 0.6725 (0.6950) loss_vfl_aux_1: 0.6542 (0.6748) loss_vfl_aux_2: 0.6285 (0.6575) loss_vfl_aux_3: 0.6069 (0.6414) loss_vfl_aux_4: 0.5940 (0.6310) loss_vfl_dn_0: 0.4777 (0.4791) loss_vfl_dn_1: 0.4021 (0.4078) loss_vfl_dn_2: 0.3788 (0.3913) loss_vfl_dn_3: 0.3774 (0.3833) loss_vfl_dn_4: 0.3725 (0.3805) loss_vfl_dn_5: 0.3720 (0.3801) loss_vfl_dn_pre: 0.4779 (0.4796) loss_vfl_enc_0: 0.6747 (0.7044) loss_vfl_pre: 0.6746 (0.6973) time: 0.7436 data: 0.0338 max mem: 9142 Epoch: [69] [1600/3696] eta: 0:26:57 lr: 0.000013 loss: 30.2696 (30.4649) loss_bbox: 0.1568 (0.1616) loss_bbox_aux_0: 0.1670 (0.1732) loss_bbox_aux_1: 0.1583 (0.1643) loss_bbox_aux_2: 0.1572 (0.1622) loss_bbox_aux_3: 0.1568 (0.1617) loss_bbox_aux_4: 0.1569 (0.1616) loss_bbox_dn_0: 0.2220 (0.2211) loss_bbox_dn_1: 0.1514 (0.1609) loss_bbox_dn_2: 0.1435 (0.1508) loss_bbox_dn_3: 0.1370 (0.1476) loss_bbox_dn_4: 0.1364 (0.1469) loss_bbox_dn_5: 0.1364 (0.1469) loss_bbox_dn_pre: 0.2270 (0.2271) loss_bbox_enc_0: 0.1994 (0.2050) loss_bbox_pre: 0.1660 (0.1734) loss_dfl: 0.9625 (0.9561) loss_fgl_aux_0: 0.9970 (0.9867) loss_fgl_aux_1: 0.9678 (0.9585) loss_fgl_aux_2: 0.9629 (0.9563) loss_fgl_aux_3: 0.9623 (0.9562) loss_fgl_aux_4: 0.9624 (0.9561) loss_fgl_dn_0: 1.0810 (1.0796) loss_fgl_dn_1: 0.9839 (0.9770) loss_fgl_dn_2: 0.9707 (0.9680) loss_fgl_dn_3: 0.9723 (0.9687) loss_fgl_dn_4: 0.9729 (0.9692) loss_fgl_dn_5: 0.9728 (0.9692) loss_giou: 0.5354 (0.5419) loss_giou_aux_0: 0.5654 (0.5668) loss_giou_aux_1: 0.5408 (0.5476) loss_giou_aux_2: 0.5354 (0.5431) loss_giou_aux_3: 0.5354 (0.5420) loss_giou_aux_4: 0.5355 (0.5419) loss_giou_dn_0: 0.5427 (0.5390) loss_giou_dn_1: 0.4209 (0.4267) loss_giou_dn_2: 0.4010 (0.4097) loss_giou_dn_3: 0.3959 (0.4048) loss_giou_dn_4: 0.3948 (0.4037) loss_giou_dn_5: 0.3948 (0.4037) loss_giou_dn_pre: 0.5408 (0.5386) loss_giou_enc_0: 0.6493 (0.6373) loss_giou_pre: 0.5646 (0.5654) loss_ddf_aux_0: 0.0495 (0.0509) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2553 (0.2492) loss_ddf_dn_1: 0.0347 (0.0347) loss_ddf_dn_2: 0.0081 (0.0081) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6344 (0.6289) loss_vfl_aux_0: 0.6990 (0.6954) loss_vfl_aux_1: 0.6797 (0.6750) loss_vfl_aux_2: 0.6694 (0.6574) loss_vfl_aux_3: 0.6434 (0.6415) loss_vfl_aux_4: 0.6345 (0.6310) loss_vfl_dn_0: 0.4727 (0.4791) loss_vfl_dn_1: 0.4079 (0.4078) loss_vfl_dn_2: 0.3956 (0.3914) loss_vfl_dn_3: 0.3867 (0.3833) loss_vfl_dn_4: 0.3824 (0.3806) loss_vfl_dn_5: 0.3822 (0.3802) loss_vfl_dn_pre: 0.4733 (0.4796) loss_vfl_enc_0: 0.7160 (0.7047) loss_vfl_pre: 0.7015 (0.6977) time: 0.7385 data: 0.0288 max mem: 9142 Epoch: [69] [1700/3696] eta: 0:25:36 lr: 0.000013 loss: 30.3528 (30.4661) loss_bbox: 0.1455 (0.1614) loss_bbox_aux_0: 0.1546 (0.1730) loss_bbox_aux_1: 0.1473 (0.1641) loss_bbox_aux_2: 0.1466 (0.1620) loss_bbox_aux_3: 0.1454 (0.1615) loss_bbox_aux_4: 0.1455 (0.1614) loss_bbox_dn_0: 0.2193 (0.2211) loss_bbox_dn_1: 0.1512 (0.1609) loss_bbox_dn_2: 0.1413 (0.1508) loss_bbox_dn_3: 0.1390 (0.1476) loss_bbox_dn_4: 0.1383 (0.1468) loss_bbox_dn_5: 0.1383 (0.1468) loss_bbox_dn_pre: 0.2226 (0.2272) loss_bbox_enc_0: 0.1851 (0.2048) loss_bbox_pre: 0.1532 (0.1732) loss_dfl: 0.9530 (0.9561) loss_fgl_aux_0: 0.9787 (0.9867) loss_fgl_aux_1: 0.9555 (0.9585) loss_fgl_aux_2: 0.9511 (0.9562) loss_fgl_aux_3: 0.9525 (0.9561) loss_fgl_aux_4: 0.9528 (0.9561) loss_fgl_dn_0: 1.0725 (1.0797) loss_fgl_dn_1: 0.9776 (0.9770) loss_fgl_dn_2: 0.9670 (0.9680) loss_fgl_dn_3: 0.9664 (0.9687) loss_fgl_dn_4: 0.9673 (0.9692) loss_fgl_dn_5: 0.9673 (0.9692) loss_giou: 0.5366 (0.5417) loss_giou_aux_0: 0.5624 (0.5666) loss_giou_aux_1: 0.5491 (0.5474) loss_giou_aux_2: 0.5416 (0.5429) loss_giou_aux_3: 0.5377 (0.5418) loss_giou_aux_4: 0.5366 (0.5417) loss_giou_dn_0: 0.5420 (0.5390) loss_giou_dn_1: 0.4232 (0.4267) loss_giou_dn_2: 0.4091 (0.4097) loss_giou_dn_3: 0.4046 (0.4048) loss_giou_dn_4: 0.4041 (0.4036) loss_giou_dn_5: 0.4041 (0.4036) loss_giou_dn_pre: 0.5403 (0.5386) loss_giou_enc_0: 0.6245 (0.6371) loss_giou_pre: 0.5597 (0.5652) loss_ddf_aux_0: 0.0472 (0.0509) loss_ddf_aux_1: 0.0064 (0.0073) loss_ddf_aux_2: 0.0013 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2398 (0.2493) loss_ddf_dn_1: 0.0352 (0.0347) loss_ddf_dn_2: 0.0082 (0.0080) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6285 (0.6295) loss_vfl_aux_0: 0.7039 (0.6959) loss_vfl_aux_1: 0.6738 (0.6755) loss_vfl_aux_2: 0.6576 (0.6581) loss_vfl_aux_3: 0.6459 (0.6421) loss_vfl_aux_4: 0.6277 (0.6317) loss_vfl_dn_0: 0.4813 (0.4791) loss_vfl_dn_1: 0.4119 (0.4078) loss_vfl_dn_2: 0.3927 (0.3914) loss_vfl_dn_3: 0.3842 (0.3833) loss_vfl_dn_4: 0.3811 (0.3806) loss_vfl_dn_5: 0.3797 (0.3802) loss_vfl_dn_pre: 0.4822 (0.4796) loss_vfl_enc_0: 0.7153 (0.7052) loss_vfl_pre: 0.7161 (0.6983) time: 0.7319 data: 0.0300 max mem: 9142 Epoch: [69] [1800/3696] eta: 0:24:19 lr: 0.000013 loss: 29.3132 (30.4436) loss_bbox: 0.1512 (0.1611) loss_bbox_aux_0: 0.1626 (0.1727) loss_bbox_aux_1: 0.1551 (0.1638) loss_bbox_aux_2: 0.1527 (0.1617) loss_bbox_aux_3: 0.1514 (0.1612) loss_bbox_aux_4: 0.1512 (0.1611) loss_bbox_dn_0: 0.2036 (0.2209) loss_bbox_dn_1: 0.1448 (0.1606) loss_bbox_dn_2: 0.1383 (0.1506) loss_bbox_dn_3: 0.1348 (0.1474) loss_bbox_dn_4: 0.1343 (0.1466) loss_bbox_dn_5: 0.1343 (0.1466) loss_bbox_dn_pre: 0.2084 (0.2269) loss_bbox_enc_0: 0.1914 (0.2046) loss_bbox_pre: 0.1628 (0.1729) loss_dfl: 0.9549 (0.9563) loss_fgl_aux_0: 0.9847 (0.9869) loss_fgl_aux_1: 0.9559 (0.9587) loss_fgl_aux_2: 0.9567 (0.9564) loss_fgl_aux_3: 0.9557 (0.9563) loss_fgl_aux_4: 0.9550 (0.9563) loss_fgl_dn_0: 1.0871 (1.0797) loss_fgl_dn_1: 0.9662 (0.9769) loss_fgl_dn_2: 0.9566 (0.9679) loss_fgl_dn_3: 0.9586 (0.9686) loss_fgl_dn_4: 0.9588 (0.9691) loss_fgl_dn_5: 0.9588 (0.9691) loss_giou: 0.4722 (0.5405) loss_giou_aux_0: 0.4911 (0.5653) loss_giou_aux_1: 0.4766 (0.5462) loss_giou_aux_2: 0.4737 (0.5417) loss_giou_aux_3: 0.4710 (0.5407) loss_giou_aux_4: 0.4721 (0.5405) loss_giou_dn_0: 0.4921 (0.5383) loss_giou_dn_1: 0.3761 (0.4259) loss_giou_dn_2: 0.3594 (0.4090) loss_giou_dn_3: 0.3538 (0.4041) loss_giou_dn_4: 0.3529 (0.4029) loss_giou_dn_5: 0.3529 (0.4029) loss_giou_dn_pre: 0.4901 (0.5378) loss_giou_enc_0: 0.5702 (0.6359) loss_giou_pre: 0.4901 (0.5640) loss_ddf_aux_0: 0.0489 (0.0508) loss_ddf_aux_1: 0.0069 (0.0072) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2435 (0.2491) loss_ddf_dn_1: 0.0330 (0.0346) loss_ddf_dn_2: 0.0075 (0.0080) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6011 (0.6291) loss_vfl_aux_0: 0.6714 (0.6954) loss_vfl_aux_1: 0.6531 (0.6751) loss_vfl_aux_2: 0.6260 (0.6574) loss_vfl_aux_3: 0.6179 (0.6417) loss_vfl_aux_4: 0.5946 (0.6313) loss_vfl_dn_0: 0.4781 (0.4791) loss_vfl_dn_1: 0.4014 (0.4077) loss_vfl_dn_2: 0.3833 (0.3912) loss_vfl_dn_3: 0.3750 (0.3832) loss_vfl_dn_4: 0.3729 (0.3804) loss_vfl_dn_5: 0.3721 (0.3800) loss_vfl_dn_pre: 0.4784 (0.4796) loss_vfl_enc_0: 0.6895 (0.7052) loss_vfl_pre: 0.6685 (0.6977) time: 0.7701 data: 0.0286 max mem: 9142 Epoch: [69] [1900/3696] eta: 0:23:00 lr: 0.000013 loss: 29.9340 (30.4398) loss_bbox: 0.1685 (0.1612) loss_bbox_aux_0: 0.1743 (0.1728) loss_bbox_aux_1: 0.1674 (0.1639) loss_bbox_aux_2: 0.1683 (0.1618) loss_bbox_aux_3: 0.1687 (0.1614) loss_bbox_aux_4: 0.1685 (0.1612) loss_bbox_dn_0: 0.2232 (0.2209) loss_bbox_dn_1: 0.1656 (0.1607) loss_bbox_dn_2: 0.1536 (0.1507) loss_bbox_dn_3: 0.1505 (0.1475) loss_bbox_dn_4: 0.1491 (0.1467) loss_bbox_dn_5: 0.1491 (0.1467) loss_bbox_dn_pre: 0.2271 (0.2269) loss_bbox_enc_0: 0.2085 (0.2047) loss_bbox_pre: 0.1746 (0.1730) loss_dfl: 0.9569 (0.9566) loss_fgl_aux_0: 0.9832 (0.9872) loss_fgl_aux_1: 0.9572 (0.9590) loss_fgl_aux_2: 0.9554 (0.9567) loss_fgl_aux_3: 0.9562 (0.9566) loss_fgl_aux_4: 0.9567 (0.9566) loss_fgl_dn_0: 1.0823 (1.0799) loss_fgl_dn_1: 0.9750 (0.9771) loss_fgl_dn_2: 0.9645 (0.9681) loss_fgl_dn_3: 0.9652 (0.9687) loss_fgl_dn_4: 0.9661 (0.9693) loss_fgl_dn_5: 0.9661 (0.9693) loss_giou: 0.4844 (0.5400) loss_giou_aux_0: 0.4961 (0.5648) loss_giou_aux_1: 0.4849 (0.5457) loss_giou_aux_2: 0.4849 (0.5412) loss_giou_aux_3: 0.4852 (0.5402) loss_giou_aux_4: 0.4846 (0.5400) loss_giou_dn_0: 0.5167 (0.5380) loss_giou_dn_1: 0.4060 (0.4258) loss_giou_dn_2: 0.3850 (0.4088) loss_giou_dn_3: 0.3794 (0.4039) loss_giou_dn_4: 0.3782 (0.4027) loss_giou_dn_5: 0.3782 (0.4027) loss_giou_dn_pre: 0.5155 (0.5376) loss_giou_enc_0: 0.5749 (0.6351) loss_giou_pre: 0.4950 (0.5634) loss_ddf_aux_0: 0.0487 (0.0507) loss_ddf_aux_1: 0.0069 (0.0072) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2365 (0.2487) loss_ddf_dn_1: 0.0332 (0.0346) loss_ddf_dn_2: 0.0075 (0.0080) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6051 (0.6290) loss_vfl_aux_0: 0.6833 (0.6952) loss_vfl_aux_1: 0.6451 (0.6749) loss_vfl_aux_2: 0.6354 (0.6570) loss_vfl_aux_3: 0.6256 (0.6414) loss_vfl_aux_4: 0.6151 (0.6312) loss_vfl_dn_0: 0.4792 (0.4791) loss_vfl_dn_1: 0.4061 (0.4076) loss_vfl_dn_2: 0.3846 (0.3912) loss_vfl_dn_3: 0.3776 (0.3831) loss_vfl_dn_4: 0.3777 (0.3804) loss_vfl_dn_5: 0.3782 (0.3799) loss_vfl_dn_pre: 0.4804 (0.4796) loss_vfl_enc_0: 0.7075 (0.7051) loss_vfl_pre: 0.6914 (0.6975) time: 0.7458 data: 0.0292 max mem: 9142 Epoch: [69] [2000/3696] eta: 0:21:44 lr: 0.000013 loss: 30.6082 (30.4300) loss_bbox: 0.1556 (0.1611) loss_bbox_aux_0: 0.1707 (0.1727) loss_bbox_aux_1: 0.1602 (0.1638) loss_bbox_aux_2: 0.1572 (0.1617) loss_bbox_aux_3: 0.1560 (0.1613) loss_bbox_aux_4: 0.1556 (0.1612) loss_bbox_dn_0: 0.2250 (0.2209) loss_bbox_dn_1: 0.1636 (0.1608) loss_bbox_dn_2: 0.1530 (0.1507) loss_bbox_dn_3: 0.1454 (0.1475) loss_bbox_dn_4: 0.1446 (0.1468) loss_bbox_dn_5: 0.1446 (0.1468) loss_bbox_dn_pre: 0.2298 (0.2269) loss_bbox_enc_0: 0.1995 (0.2046) loss_bbox_pre: 0.1712 (0.1729) loss_dfl: 0.9431 (0.9565) loss_fgl_aux_0: 0.9948 (0.9872) loss_fgl_aux_1: 0.9509 (0.9589) loss_fgl_aux_2: 0.9461 (0.9567) loss_fgl_aux_3: 0.9438 (0.9566) loss_fgl_aux_4: 0.9430 (0.9565) loss_fgl_dn_0: 1.0766 (1.0799) loss_fgl_dn_1: 0.9778 (0.9770) loss_fgl_dn_2: 0.9706 (0.9679) loss_fgl_dn_3: 0.9723 (0.9686) loss_fgl_dn_4: 0.9729 (0.9691) loss_fgl_dn_5: 0.9729 (0.9691) loss_giou: 0.5063 (0.5397) loss_giou_aux_0: 0.5387 (0.5644) loss_giou_aux_1: 0.5102 (0.5453) loss_giou_aux_2: 0.5072 (0.5408) loss_giou_aux_3: 0.5062 (0.5398) loss_giou_aux_4: 0.5062 (0.5397) loss_giou_dn_0: 0.5196 (0.5376) loss_giou_dn_1: 0.3952 (0.4254) loss_giou_dn_2: 0.3760 (0.4085) loss_giou_dn_3: 0.3704 (0.4036) loss_giou_dn_4: 0.3694 (0.4024) loss_giou_dn_5: 0.3695 (0.4024) loss_giou_dn_pre: 0.5218 (0.5372) loss_giou_enc_0: 0.6325 (0.6347) loss_giou_pre: 0.5356 (0.5630) loss_ddf_aux_0: 0.0486 (0.0507) loss_ddf_aux_1: 0.0068 (0.0072) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2396 (0.2485) loss_ddf_dn_1: 0.0336 (0.0345) loss_ddf_dn_2: 0.0074 (0.0080) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6303 (0.6289) loss_vfl_aux_0: 0.7018 (0.6951) loss_vfl_aux_1: 0.6717 (0.6745) loss_vfl_aux_2: 0.6529 (0.6568) loss_vfl_aux_3: 0.6430 (0.6411) loss_vfl_aux_4: 0.6397 (0.6311) loss_vfl_dn_0: 0.4816 (0.4792) loss_vfl_dn_1: 0.4023 (0.4075) loss_vfl_dn_2: 0.3874 (0.3910) loss_vfl_dn_3: 0.3831 (0.3830) loss_vfl_dn_4: 0.3803 (0.3803) loss_vfl_dn_5: 0.3805 (0.3798) loss_vfl_dn_pre: 0.4814 (0.4797) loss_vfl_enc_0: 0.6957 (0.7051) loss_vfl_pre: 0.7042 (0.6973) time: 0.7471 data: 0.0311 max mem: 9142 Epoch: [69] [2100/3696] eta: 0:20:27 lr: 0.000013 loss: 29.8464 (30.4271) loss_bbox: 0.1447 (0.1610) loss_bbox_aux_0: 0.1577 (0.1726) loss_bbox_aux_1: 0.1476 (0.1637) loss_bbox_aux_2: 0.1451 (0.1616) loss_bbox_aux_3: 0.1448 (0.1612) loss_bbox_aux_4: 0.1447 (0.1610) loss_bbox_dn_0: 0.1918 (0.2206) loss_bbox_dn_1: 0.1415 (0.1606) loss_bbox_dn_2: 0.1334 (0.1506) loss_bbox_dn_3: 0.1329 (0.1473) loss_bbox_dn_4: 0.1328 (0.1466) loss_bbox_dn_5: 0.1328 (0.1466) loss_bbox_dn_pre: 0.2008 (0.2266) loss_bbox_enc_0: 0.1867 (0.2044) loss_bbox_pre: 0.1573 (0.1728) loss_dfl: 0.9744 (0.9565) loss_fgl_aux_0: 1.0012 (0.9872) loss_fgl_aux_1: 0.9816 (0.9589) loss_fgl_aux_2: 0.9749 (0.9567) loss_fgl_aux_3: 0.9744 (0.9566) loss_fgl_aux_4: 0.9746 (0.9565) loss_fgl_dn_0: 1.0923 (1.0800) loss_fgl_dn_1: 0.9742 (0.9770) loss_fgl_dn_2: 0.9686 (0.9680) loss_fgl_dn_3: 0.9690 (0.9687) loss_fgl_dn_4: 0.9700 (0.9692) loss_fgl_dn_5: 0.9700 (0.9692) loss_giou: 0.4941 (0.5398) loss_giou_aux_0: 0.5153 (0.5644) loss_giou_aux_1: 0.4948 (0.5454) loss_giou_aux_2: 0.4948 (0.5410) loss_giou_aux_3: 0.4939 (0.5399) loss_giou_aux_4: 0.4939 (0.5398) loss_giou_dn_0: 0.5158 (0.5377) loss_giou_dn_1: 0.4037 (0.4254) loss_giou_dn_2: 0.3851 (0.4085) loss_giou_dn_3: 0.3783 (0.4035) loss_giou_dn_4: 0.3767 (0.4024) loss_giou_dn_5: 0.3768 (0.4024) loss_giou_dn_pre: 0.5174 (0.5372) loss_giou_enc_0: 0.5910 (0.6347) loss_giou_pre: 0.5145 (0.5631) loss_ddf_aux_0: 0.0444 (0.0506) loss_ddf_aux_1: 0.0064 (0.0072) loss_ddf_aux_2: 0.0013 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2402 (0.2484) loss_ddf_dn_1: 0.0322 (0.0345) loss_ddf_dn_2: 0.0075 (0.0080) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6217 (0.6287) loss_vfl_aux_0: 0.6934 (0.6951) loss_vfl_aux_1: 0.6644 (0.6743) loss_vfl_aux_2: 0.6444 (0.6565) loss_vfl_aux_3: 0.6314 (0.6410) loss_vfl_aux_4: 0.6279 (0.6310) loss_vfl_dn_0: 0.4663 (0.4791) loss_vfl_dn_1: 0.3966 (0.4074) loss_vfl_dn_2: 0.3847 (0.3910) loss_vfl_dn_3: 0.3774 (0.3830) loss_vfl_dn_4: 0.3756 (0.3802) loss_vfl_dn_5: 0.3752 (0.3798) loss_vfl_dn_pre: 0.4662 (0.4795) loss_vfl_enc_0: 0.7010 (0.7048) loss_vfl_pre: 0.6930 (0.6972) time: 0.7538 data: 0.0296 max mem: 9142 Epoch: [69] [2200/3696] eta: 0:19:12 lr: 0.000013 loss: 30.4639 (30.4319) loss_bbox: 0.1422 (0.1611) loss_bbox_aux_0: 0.1528 (0.1726) loss_bbox_aux_1: 0.1469 (0.1637) loss_bbox_aux_2: 0.1427 (0.1616) loss_bbox_aux_3: 0.1421 (0.1612) loss_bbox_aux_4: 0.1422 (0.1611) loss_bbox_dn_0: 0.2163 (0.2208) loss_bbox_dn_1: 0.1584 (0.1608) loss_bbox_dn_2: 0.1400 (0.1507) loss_bbox_dn_3: 0.1348 (0.1475) loss_bbox_dn_4: 0.1352 (0.1468) loss_bbox_dn_5: 0.1353 (0.1468) loss_bbox_dn_pre: 0.2209 (0.2268) loss_bbox_enc_0: 0.1863 (0.2044) loss_bbox_pre: 0.1530 (0.1728) loss_dfl: 0.9665 (0.9564) loss_fgl_aux_0: 1.0026 (0.9871) loss_fgl_aux_1: 0.9676 (0.9588) loss_fgl_aux_2: 0.9668 (0.9566) loss_fgl_aux_3: 0.9663 (0.9565) loss_fgl_aux_4: 0.9664 (0.9564) loss_fgl_dn_0: 1.0874 (1.0800) loss_fgl_dn_1: 0.9755 (0.9770) loss_fgl_dn_2: 0.9631 (0.9679) loss_fgl_dn_3: 0.9624 (0.9686) loss_fgl_dn_4: 0.9633 (0.9691) loss_fgl_dn_5: 0.9634 (0.9691) loss_giou: 0.5126 (0.5400) loss_giou_aux_0: 0.5399 (0.5646) loss_giou_aux_1: 0.5177 (0.5456) loss_giou_aux_2: 0.5134 (0.5412) loss_giou_aux_3: 0.5122 (0.5402) loss_giou_aux_4: 0.5122 (0.5400) loss_giou_dn_0: 0.5416 (0.5379) loss_giou_dn_1: 0.4340 (0.4256) loss_giou_dn_2: 0.4155 (0.4087) loss_giou_dn_3: 0.4082 (0.4037) loss_giou_dn_4: 0.4079 (0.4026) loss_giou_dn_5: 0.4079 (0.4026) loss_giou_dn_pre: 0.5380 (0.5374) loss_giou_enc_0: 0.6071 (0.6347) loss_giou_pre: 0.5369 (0.5633) loss_ddf_aux_0: 0.0484 (0.0506) loss_ddf_aux_1: 0.0066 (0.0072) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2421 (0.2483) loss_ddf_dn_1: 0.0326 (0.0345) loss_ddf_dn_2: 0.0076 (0.0080) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6497 (0.6290) loss_vfl_aux_0: 0.7235 (0.6952) loss_vfl_aux_1: 0.7019 (0.6745) loss_vfl_aux_2: 0.6835 (0.6566) loss_vfl_aux_3: 0.6620 (0.6412) loss_vfl_aux_4: 0.6528 (0.6313) loss_vfl_dn_0: 0.4825 (0.4791) loss_vfl_dn_1: 0.4139 (0.4076) loss_vfl_dn_2: 0.3913 (0.3911) loss_vfl_dn_3: 0.3812 (0.3830) loss_vfl_dn_4: 0.3775 (0.3803) loss_vfl_dn_5: 0.3772 (0.3799) loss_vfl_dn_pre: 0.4833 (0.4796) loss_vfl_enc_0: 0.7101 (0.7048) loss_vfl_pre: 0.7258 (0.6973) time: 0.7549 data: 0.0332 max mem: 9142 Epoch: [69] [2300/3696] eta: 0:17:53 lr: 0.000013 loss: 29.7947 (30.4335) loss_bbox: 0.1559 (0.1612) loss_bbox_aux_0: 0.1656 (0.1727) loss_bbox_aux_1: 0.1585 (0.1639) loss_bbox_aux_2: 0.1560 (0.1618) loss_bbox_aux_3: 0.1558 (0.1613) loss_bbox_aux_4: 0.1558 (0.1612) loss_bbox_dn_0: 0.1911 (0.2208) loss_bbox_dn_1: 0.1406 (0.1607) loss_bbox_dn_2: 0.1315 (0.1507) loss_bbox_dn_3: 0.1288 (0.1475) loss_bbox_dn_4: 0.1271 (0.1467) loss_bbox_dn_5: 0.1271 (0.1467) loss_bbox_dn_pre: 0.2002 (0.2267) loss_bbox_enc_0: 0.1866 (0.2043) loss_bbox_pre: 0.1660 (0.1729) loss_dfl: 0.9550 (0.9565) loss_fgl_aux_0: 0.9912 (0.9870) loss_fgl_aux_1: 0.9575 (0.9588) loss_fgl_aux_2: 0.9558 (0.9566) loss_fgl_aux_3: 0.9557 (0.9565) loss_fgl_aux_4: 0.9550 (0.9565) loss_fgl_dn_0: 1.0765 (1.0800) loss_fgl_dn_1: 0.9676 (0.9771) loss_fgl_dn_2: 0.9611 (0.9681) loss_fgl_dn_3: 0.9625 (0.9688) loss_fgl_dn_4: 0.9629 (0.9693) loss_fgl_dn_5: 0.9629 (0.9693) loss_giou: 0.4958 (0.5404) loss_giou_aux_0: 0.5140 (0.5649) loss_giou_aux_1: 0.4929 (0.5460) loss_giou_aux_2: 0.4922 (0.5416) loss_giou_aux_3: 0.4931 (0.5406) loss_giou_aux_4: 0.4960 (0.5404) loss_giou_dn_0: 0.5023 (0.5380) loss_giou_dn_1: 0.3937 (0.4257) loss_giou_dn_2: 0.3756 (0.4088) loss_giou_dn_3: 0.3721 (0.4038) loss_giou_dn_4: 0.3714 (0.4026) loss_giou_dn_5: 0.3714 (0.4026) loss_giou_dn_pre: 0.4972 (0.5375) loss_giou_enc_0: 0.5832 (0.6349) loss_giou_pre: 0.5133 (0.5636) loss_ddf_aux_0: 0.0452 (0.0504) loss_ddf_aux_1: 0.0059 (0.0071) loss_ddf_aux_2: 0.0013 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2402 (0.2481) loss_ddf_dn_1: 0.0306 (0.0345) loss_ddf_dn_2: 0.0073 (0.0080) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6063 (0.6286) loss_vfl_aux_0: 0.6688 (0.6950) loss_vfl_aux_1: 0.6346 (0.6741) loss_vfl_aux_2: 0.6295 (0.6561) loss_vfl_aux_3: 0.6176 (0.6407) loss_vfl_aux_4: 0.6054 (0.6308) loss_vfl_dn_0: 0.4732 (0.4791) loss_vfl_dn_1: 0.3936 (0.4076) loss_vfl_dn_2: 0.3745 (0.3911) loss_vfl_dn_3: 0.3654 (0.3830) loss_vfl_dn_4: 0.3612 (0.3803) loss_vfl_dn_5: 0.3608 (0.3799) loss_vfl_dn_pre: 0.4742 (0.4796) loss_vfl_enc_0: 0.6985 (0.7047) loss_vfl_pre: 0.6772 (0.6971) time: 0.7532 data: 0.0380 max mem: 9142 Epoch: [69] [2400/3696] eta: 0:16:36 lr: 0.000013 loss: 31.1249 (30.4409) loss_bbox: 0.1545 (0.1615) loss_bbox_aux_0: 0.1645 (0.1729) loss_bbox_aux_1: 0.1552 (0.1641) loss_bbox_aux_2: 0.1552 (0.1620) loss_bbox_aux_3: 0.1544 (0.1616) loss_bbox_aux_4: 0.1545 (0.1615) loss_bbox_dn_0: 0.2209 (0.2210) loss_bbox_dn_1: 0.1590 (0.1609) loss_bbox_dn_2: 0.1505 (0.1508) loss_bbox_dn_3: 0.1494 (0.1476) loss_bbox_dn_4: 0.1486 (0.1469) loss_bbox_dn_5: 0.1487 (0.1469) loss_bbox_dn_pre: 0.2232 (0.2269) loss_bbox_enc_0: 0.2014 (0.2045) loss_bbox_pre: 0.1631 (0.1731) loss_dfl: 0.9490 (0.9563) loss_fgl_aux_0: 0.9796 (0.9868) loss_fgl_aux_1: 0.9516 (0.9586) loss_fgl_aux_2: 0.9494 (0.9564) loss_fgl_aux_3: 0.9488 (0.9563) loss_fgl_aux_4: 0.9490 (0.9563) loss_fgl_dn_0: 1.0771 (1.0799) loss_fgl_dn_1: 0.9750 (0.9771) loss_fgl_dn_2: 0.9648 (0.9681) loss_fgl_dn_3: 0.9652 (0.9687) loss_fgl_dn_4: 0.9663 (0.9693) loss_fgl_dn_5: 0.9663 (0.9693) loss_giou: 0.5531 (0.5409) loss_giou_aux_0: 0.5844 (0.5653) loss_giou_aux_1: 0.5628 (0.5464) loss_giou_aux_2: 0.5526 (0.5420) loss_giou_aux_3: 0.5540 (0.5410) loss_giou_aux_4: 0.5532 (0.5409) loss_giou_dn_0: 0.5853 (0.5383) loss_giou_dn_1: 0.4627 (0.4259) loss_giou_dn_2: 0.4402 (0.4090) loss_giou_dn_3: 0.4305 (0.4040) loss_giou_dn_4: 0.4279 (0.4029) loss_giou_dn_5: 0.4278 (0.4029) loss_giou_dn_pre: 0.5842 (0.5378) loss_giou_enc_0: 0.6441 (0.6351) loss_giou_pre: 0.5816 (0.5640) loss_ddf_aux_0: 0.0479 (0.0502) loss_ddf_aux_1: 0.0067 (0.0071) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2472 (0.2480) loss_ddf_dn_1: 0.0349 (0.0344) loss_ddf_dn_2: 0.0084 (0.0080) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6580 (0.6288) loss_vfl_aux_0: 0.7278 (0.6950) loss_vfl_aux_1: 0.6992 (0.6740) loss_vfl_aux_2: 0.6885 (0.6562) loss_vfl_aux_3: 0.6708 (0.6409) loss_vfl_aux_4: 0.6597 (0.6310) loss_vfl_dn_0: 0.4829 (0.4791) loss_vfl_dn_1: 0.4172 (0.4076) loss_vfl_dn_2: 0.4002 (0.3912) loss_vfl_dn_3: 0.3913 (0.3831) loss_vfl_dn_4: 0.3871 (0.3804) loss_vfl_dn_5: 0.3872 (0.3799) loss_vfl_dn_pre: 0.4838 (0.4796) loss_vfl_enc_0: 0.7382 (0.7048) loss_vfl_pre: 0.7308 (0.6972) time: 0.7520 data: 0.0296 max mem: 9142 Epoch: [69] [2500/3696] eta: 0:15:19 lr: 0.000013 loss: 30.4405 (30.4491) loss_bbox: 0.1543 (0.1616) loss_bbox_aux_0: 0.1638 (0.1730) loss_bbox_aux_1: 0.1542 (0.1642) loss_bbox_aux_2: 0.1530 (0.1621) loss_bbox_aux_3: 0.1549 (0.1617) loss_bbox_aux_4: 0.1543 (0.1616) loss_bbox_dn_0: 0.2195 (0.2210) loss_bbox_dn_1: 0.1611 (0.1609) loss_bbox_dn_2: 0.1478 (0.1509) loss_bbox_dn_3: 0.1448 (0.1477) loss_bbox_dn_4: 0.1454 (0.1470) loss_bbox_dn_5: 0.1454 (0.1470) loss_bbox_dn_pre: 0.2251 (0.2270) loss_bbox_enc_0: 0.1934 (0.2046) loss_bbox_pre: 0.1637 (0.1732) loss_dfl: 0.9385 (0.9561) loss_fgl_aux_0: 0.9795 (0.9866) loss_fgl_aux_1: 0.9408 (0.9585) loss_fgl_aux_2: 0.9384 (0.9563) loss_fgl_aux_3: 0.9389 (0.9561) loss_fgl_aux_4: 0.9387 (0.9561) loss_fgl_dn_0: 1.0788 (1.0798) loss_fgl_dn_1: 0.9766 (0.9771) loss_fgl_dn_2: 0.9682 (0.9681) loss_fgl_dn_3: 0.9687 (0.9688) loss_fgl_dn_4: 0.9695 (0.9693) loss_fgl_dn_5: 0.9696 (0.9693) loss_giou: 0.5665 (0.5413) loss_giou_aux_0: 0.5882 (0.5657) loss_giou_aux_1: 0.5699 (0.5468) loss_giou_aux_2: 0.5682 (0.5424) loss_giou_aux_3: 0.5671 (0.5414) loss_giou_aux_4: 0.5667 (0.5413) loss_giou_dn_0: 0.5492 (0.5386) loss_giou_dn_1: 0.4421 (0.4262) loss_giou_dn_2: 0.4238 (0.4093) loss_giou_dn_3: 0.4180 (0.4043) loss_giou_dn_4: 0.4170 (0.4032) loss_giou_dn_5: 0.4170 (0.4032) loss_giou_dn_pre: 0.5494 (0.5381) loss_giou_enc_0: 0.6584 (0.6354) loss_giou_pre: 0.5866 (0.5644) loss_ddf_aux_0: 0.0464 (0.0502) loss_ddf_aux_1: 0.0065 (0.0071) loss_ddf_aux_2: 0.0013 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2334 (0.2480) loss_ddf_dn_1: 0.0307 (0.0344) loss_ddf_dn_2: 0.0065 (0.0080) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6265 (0.6291) loss_vfl_aux_0: 0.6872 (0.6953) loss_vfl_aux_1: 0.6737 (0.6745) loss_vfl_aux_2: 0.6589 (0.6566) loss_vfl_aux_3: 0.6447 (0.6412) loss_vfl_aux_4: 0.6332 (0.6313) loss_vfl_dn_0: 0.4820 (0.4791) loss_vfl_dn_1: 0.4122 (0.4077) loss_vfl_dn_2: 0.3981 (0.3913) loss_vfl_dn_3: 0.3875 (0.3832) loss_vfl_dn_4: 0.3826 (0.3804) loss_vfl_dn_5: 0.3836 (0.3800) loss_vfl_dn_pre: 0.4824 (0.4796) loss_vfl_enc_0: 0.6990 (0.7049) loss_vfl_pre: 0.6946 (0.6975) time: 0.7705 data: 0.0270 max mem: 9142 Epoch: [69] [2600/3696] eta: 0:14:02 lr: 0.000013 loss: 30.4773 (30.4534) loss_bbox: 0.1522 (0.1614) loss_bbox_aux_0: 0.1619 (0.1729) loss_bbox_aux_1: 0.1560 (0.1640) loss_bbox_aux_2: 0.1534 (0.1620) loss_bbox_aux_3: 0.1524 (0.1615) loss_bbox_aux_4: 0.1522 (0.1614) loss_bbox_dn_0: 0.2087 (0.2208) loss_bbox_dn_1: 0.1508 (0.1607) loss_bbox_dn_2: 0.1407 (0.1507) loss_bbox_dn_3: 0.1396 (0.1475) loss_bbox_dn_4: 0.1382 (0.1468) loss_bbox_dn_5: 0.1382 (0.1468) loss_bbox_dn_pre: 0.2148 (0.2268) loss_bbox_enc_0: 0.1919 (0.2045) loss_bbox_pre: 0.1623 (0.1731) loss_dfl: 0.9582 (0.9562) loss_fgl_aux_0: 0.9894 (0.9867) loss_fgl_aux_1: 0.9612 (0.9586) loss_fgl_aux_2: 0.9587 (0.9564) loss_fgl_aux_3: 0.9581 (0.9563) loss_fgl_aux_4: 0.9581 (0.9562) loss_fgl_dn_0: 1.0820 (1.0799) loss_fgl_dn_1: 0.9735 (0.9773) loss_fgl_dn_2: 0.9656 (0.9683) loss_fgl_dn_3: 0.9663 (0.9690) loss_fgl_dn_4: 0.9670 (0.9695) loss_fgl_dn_5: 0.9670 (0.9695) loss_giou: 0.5177 (0.5416) loss_giou_aux_0: 0.5415 (0.5660) loss_giou_aux_1: 0.5185 (0.5471) loss_giou_aux_2: 0.5208 (0.5427) loss_giou_aux_3: 0.5200 (0.5417) loss_giou_aux_4: 0.5176 (0.5416) loss_giou_dn_0: 0.5417 (0.5388) loss_giou_dn_1: 0.4260 (0.4264) loss_giou_dn_2: 0.4038 (0.4095) loss_giou_dn_3: 0.4009 (0.4045) loss_giou_dn_4: 0.3997 (0.4034) loss_giou_dn_5: 0.3997 (0.4034) loss_giou_dn_pre: 0.5419 (0.5383) loss_giou_enc_0: 0.6169 (0.6357) loss_giou_pre: 0.5385 (0.5647) loss_ddf_aux_0: 0.0507 (0.0502) loss_ddf_aux_1: 0.0067 (0.0071) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2531 (0.2479) loss_ddf_dn_1: 0.0363 (0.0344) loss_ddf_dn_2: 0.0081 (0.0080) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6404 (0.6291) loss_vfl_aux_0: 0.6991 (0.6954) loss_vfl_aux_1: 0.6837 (0.6746) loss_vfl_aux_2: 0.6633 (0.6566) loss_vfl_aux_3: 0.6442 (0.6411) loss_vfl_aux_4: 0.6336 (0.6313) loss_vfl_dn_0: 0.4823 (0.4792) loss_vfl_dn_1: 0.4090 (0.4078) loss_vfl_dn_2: 0.3928 (0.3914) loss_vfl_dn_3: 0.3848 (0.3833) loss_vfl_dn_4: 0.3808 (0.3806) loss_vfl_dn_5: 0.3810 (0.3801) loss_vfl_dn_pre: 0.4822 (0.4796) loss_vfl_enc_0: 0.6919 (0.7049) loss_vfl_pre: 0.6969 (0.6975) time: 0.7614 data: 0.0293 max mem: 9142 Epoch: [69] [2700/3696] eta: 0:12:45 lr: 0.000013 loss: 30.6818 (30.4524) loss_bbox: 0.1504 (0.1614) loss_bbox_aux_0: 0.1641 (0.1728) loss_bbox_aux_1: 0.1539 (0.1640) loss_bbox_aux_2: 0.1511 (0.1619) loss_bbox_aux_3: 0.1506 (0.1615) loss_bbox_aux_4: 0.1504 (0.1614) loss_bbox_dn_0: 0.2055 (0.2208) loss_bbox_dn_1: 0.1441 (0.1607) loss_bbox_dn_2: 0.1328 (0.1506) loss_bbox_dn_3: 0.1315 (0.1474) loss_bbox_dn_4: 0.1301 (0.1467) loss_bbox_dn_5: 0.1301 (0.1467) loss_bbox_dn_pre: 0.2109 (0.2268) loss_bbox_enc_0: 0.1948 (0.2044) loss_bbox_pre: 0.1656 (0.1731) loss_dfl: 0.9667 (0.9564) loss_fgl_aux_0: 1.0040 (0.9869) loss_fgl_aux_1: 0.9716 (0.9587) loss_fgl_aux_2: 0.9673 (0.9565) loss_fgl_aux_3: 0.9673 (0.9564) loss_fgl_aux_4: 0.9667 (0.9564) loss_fgl_dn_0: 1.0856 (1.0801) loss_fgl_dn_1: 0.9881 (0.9774) loss_fgl_dn_2: 0.9766 (0.9684) loss_fgl_dn_3: 0.9760 (0.9691) loss_fgl_dn_4: 0.9762 (0.9696) loss_fgl_dn_5: 0.9763 (0.9696) loss_giou: 0.5453 (0.5415) loss_giou_aux_0: 0.5816 (0.5659) loss_giou_aux_1: 0.5552 (0.5470) loss_giou_aux_2: 0.5481 (0.5426) loss_giou_aux_3: 0.5462 (0.5416) loss_giou_aux_4: 0.5449 (0.5415) loss_giou_dn_0: 0.5550 (0.5388) loss_giou_dn_1: 0.4450 (0.4264) loss_giou_dn_2: 0.4243 (0.4095) loss_giou_dn_3: 0.4162 (0.4045) loss_giou_dn_4: 0.4139 (0.4034) loss_giou_dn_5: 0.4139 (0.4034) loss_giou_dn_pre: 0.5525 (0.5383) loss_giou_enc_0: 0.6530 (0.6355) loss_giou_pre: 0.5804 (0.5645) loss_ddf_aux_0: 0.0538 (0.0502) loss_ddf_aux_1: 0.0076 (0.0071) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2520 (0.2478) loss_ddf_dn_1: 0.0345 (0.0344) loss_ddf_dn_2: 0.0078 (0.0080) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6337 (0.6291) loss_vfl_aux_0: 0.6946 (0.6952) loss_vfl_aux_1: 0.6723 (0.6745) loss_vfl_aux_2: 0.6547 (0.6565) loss_vfl_aux_3: 0.6369 (0.6411) loss_vfl_aux_4: 0.6397 (0.6313) loss_vfl_dn_0: 0.4762 (0.4791) loss_vfl_dn_1: 0.4169 (0.4079) loss_vfl_dn_2: 0.4031 (0.3914) loss_vfl_dn_3: 0.3963 (0.3834) loss_vfl_dn_4: 0.3932 (0.3806) loss_vfl_dn_5: 0.3904 (0.3802) loss_vfl_dn_pre: 0.4766 (0.4796) loss_vfl_enc_0: 0.6971 (0.7047) loss_vfl_pre: 0.6941 (0.6974) time: 0.7583 data: 0.0322 max mem: 9142 Epoch: [69] [2800/3696] eta: 0:11:27 lr: 0.000013 loss: 30.8835 (30.4582) loss_bbox: 0.1619 (0.1613) loss_bbox_aux_0: 0.1725 (0.1728) loss_bbox_aux_1: 0.1651 (0.1639) loss_bbox_aux_2: 0.1628 (0.1619) loss_bbox_aux_3: 0.1623 (0.1614) loss_bbox_aux_4: 0.1619 (0.1613) loss_bbox_dn_0: 0.2209 (0.2208) loss_bbox_dn_1: 0.1644 (0.1607) loss_bbox_dn_2: 0.1569 (0.1506) loss_bbox_dn_3: 0.1546 (0.1475) loss_bbox_dn_4: 0.1528 (0.1467) loss_bbox_dn_5: 0.1529 (0.1467) loss_bbox_dn_pre: 0.2260 (0.2268) loss_bbox_enc_0: 0.2001 (0.2043) loss_bbox_pre: 0.1727 (0.1730) loss_dfl: 0.9650 (0.9567) loss_fgl_aux_0: 0.9914 (0.9872) loss_fgl_aux_1: 0.9663 (0.9591) loss_fgl_aux_2: 0.9649 (0.9569) loss_fgl_aux_3: 0.9651 (0.9567) loss_fgl_aux_4: 0.9650 (0.9567) loss_fgl_dn_0: 1.0785 (1.0802) loss_fgl_dn_1: 0.9887 (0.9776) loss_fgl_dn_2: 0.9797 (0.9685) loss_fgl_dn_3: 0.9798 (0.9692) loss_fgl_dn_4: 0.9802 (0.9698) loss_fgl_dn_5: 0.9801 (0.9698) loss_giou: 0.5508 (0.5413) loss_giou_aux_0: 0.5669 (0.5657) loss_giou_aux_1: 0.5564 (0.5468) loss_giou_aux_2: 0.5530 (0.5424) loss_giou_aux_3: 0.5514 (0.5414) loss_giou_aux_4: 0.5510 (0.5413) loss_giou_dn_0: 0.5478 (0.5390) loss_giou_dn_1: 0.4416 (0.4265) loss_giou_dn_2: 0.4192 (0.4096) loss_giou_dn_3: 0.4139 (0.4046) loss_giou_dn_4: 0.4121 (0.4035) loss_giou_dn_5: 0.4121 (0.4035) loss_giou_dn_pre: 0.5467 (0.5385) loss_giou_enc_0: 0.6405 (0.6354) loss_giou_pre: 0.5641 (0.5643) loss_ddf_aux_0: 0.0493 (0.0502) loss_ddf_aux_1: 0.0073 (0.0071) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2464 (0.2478) loss_ddf_dn_1: 0.0349 (0.0344) loss_ddf_dn_2: 0.0080 (0.0080) loss_ddf_dn_3: 0.0010 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6492 (0.6294) loss_vfl_aux_0: 0.7112 (0.6957) loss_vfl_aux_1: 0.6952 (0.6749) loss_vfl_aux_2: 0.6834 (0.6569) loss_vfl_aux_3: 0.6683 (0.6414) loss_vfl_aux_4: 0.6519 (0.6316) loss_vfl_dn_0: 0.4813 (0.4792) loss_vfl_dn_1: 0.4156 (0.4080) loss_vfl_dn_2: 0.3954 (0.3915) loss_vfl_dn_3: 0.3888 (0.3835) loss_vfl_dn_4: 0.3864 (0.3808) loss_vfl_dn_5: 0.3852 (0.3803) loss_vfl_dn_pre: 0.4810 (0.4797) loss_vfl_enc_0: 0.7144 (0.7050) loss_vfl_pre: 0.7171 (0.6978) time: 0.6962 data: 0.0246 max mem: 9142 Epoch: [69] [2900/3696] eta: 0:10:10 lr: 0.000013 loss: 30.7153 (30.4596) loss_bbox: 0.1629 (0.1613) loss_bbox_aux_0: 0.1753 (0.1728) loss_bbox_aux_1: 0.1666 (0.1639) loss_bbox_aux_2: 0.1638 (0.1619) loss_bbox_aux_3: 0.1632 (0.1614) loss_bbox_aux_4: 0.1629 (0.1613) loss_bbox_dn_0: 0.2058 (0.2208) loss_bbox_dn_1: 0.1488 (0.1608) loss_bbox_dn_2: 0.1373 (0.1507) loss_bbox_dn_3: 0.1357 (0.1475) loss_bbox_dn_4: 0.1334 (0.1468) loss_bbox_dn_5: 0.1334 (0.1467) loss_bbox_dn_pre: 0.2119 (0.2269) loss_bbox_enc_0: 0.2012 (0.2043) loss_bbox_pre: 0.1762 (0.1731) loss_dfl: 0.9448 (0.9566) loss_fgl_aux_0: 0.9752 (0.9872) loss_fgl_aux_1: 0.9473 (0.9590) loss_fgl_aux_2: 0.9455 (0.9568) loss_fgl_aux_3: 0.9456 (0.9566) loss_fgl_aux_4: 0.9448 (0.9566) loss_fgl_dn_0: 1.0778 (1.0801) loss_fgl_dn_1: 0.9736 (0.9774) loss_fgl_dn_2: 0.9659 (0.9684) loss_fgl_dn_3: 0.9668 (0.9691) loss_fgl_dn_4: 0.9679 (0.9697) loss_fgl_dn_5: 0.9679 (0.9697) loss_giou: 0.5662 (0.5415) loss_giou_aux_0: 0.5897 (0.5659) loss_giou_aux_1: 0.5718 (0.5469) loss_giou_aux_2: 0.5662 (0.5425) loss_giou_aux_3: 0.5665 (0.5416) loss_giou_aux_4: 0.5660 (0.5414) loss_giou_dn_0: 0.5439 (0.5392) loss_giou_dn_1: 0.4404 (0.4267) loss_giou_dn_2: 0.4221 (0.4097) loss_giou_dn_3: 0.4186 (0.4048) loss_giou_dn_4: 0.4175 (0.4036) loss_giou_dn_5: 0.4174 (0.4036) loss_giou_dn_pre: 0.5416 (0.5387) loss_giou_enc_0: 0.6526 (0.6355) loss_giou_pre: 0.5889 (0.5645) loss_ddf_aux_0: 0.0531 (0.0502) loss_ddf_aux_1: 0.0079 (0.0071) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2525 (0.2479) loss_ddf_dn_1: 0.0331 (0.0344) loss_ddf_dn_2: 0.0081 (0.0080) loss_ddf_dn_3: 0.0010 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6121 (0.6294) loss_vfl_aux_0: 0.6817 (0.6956) loss_vfl_aux_1: 0.6639 (0.6749) loss_vfl_aux_2: 0.6346 (0.6569) loss_vfl_aux_3: 0.6218 (0.6414) loss_vfl_aux_4: 0.6146 (0.6316) loss_vfl_dn_0: 0.4781 (0.4792) loss_vfl_dn_1: 0.4138 (0.4081) loss_vfl_dn_2: 0.4028 (0.3916) loss_vfl_dn_3: 0.3943 (0.3835) loss_vfl_dn_4: 0.3923 (0.3808) loss_vfl_dn_5: 0.3926 (0.3803) loss_vfl_dn_pre: 0.4778 (0.4797) loss_vfl_enc_0: 0.6844 (0.7049) loss_vfl_pre: 0.6826 (0.6978) time: 0.7599 data: 0.0320 max mem: 9142 Epoch: [69] [3000/3696] eta: 0:08:54 lr: 0.000013 loss: 30.2884 (30.4601) loss_bbox: 0.1496 (0.1613) loss_bbox_aux_0: 0.1643 (0.1728) loss_bbox_aux_1: 0.1498 (0.1639) loss_bbox_aux_2: 0.1503 (0.1618) loss_bbox_aux_3: 0.1496 (0.1614) loss_bbox_aux_4: 0.1496 (0.1613) loss_bbox_dn_0: 0.2160 (0.2209) loss_bbox_dn_1: 0.1544 (0.1608) loss_bbox_dn_2: 0.1472 (0.1507) loss_bbox_dn_3: 0.1446 (0.1475) loss_bbox_dn_4: 0.1443 (0.1468) loss_bbox_dn_5: 0.1443 (0.1468) loss_bbox_dn_pre: 0.2231 (0.2269) loss_bbox_enc_0: 0.1884 (0.2042) loss_bbox_pre: 0.1653 (0.1730) loss_dfl: 0.9585 (0.9568) loss_fgl_aux_0: 0.9903 (0.9873) loss_fgl_aux_1: 0.9621 (0.9592) loss_fgl_aux_2: 0.9597 (0.9570) loss_fgl_aux_3: 0.9591 (0.9568) loss_fgl_aux_4: 0.9582 (0.9568) loss_fgl_dn_0: 1.0795 (1.0801) loss_fgl_dn_1: 0.9804 (0.9775) loss_fgl_dn_2: 0.9701 (0.9685) loss_fgl_dn_3: 0.9704 (0.9691) loss_fgl_dn_4: 0.9711 (0.9697) loss_fgl_dn_5: 0.9712 (0.9697) loss_giou: 0.4908 (0.5412) loss_giou_aux_0: 0.5246 (0.5656) loss_giou_aux_1: 0.5017 (0.5467) loss_giou_aux_2: 0.4946 (0.5423) loss_giou_aux_3: 0.4908 (0.5413) loss_giou_aux_4: 0.4908 (0.5412) loss_giou_dn_0: 0.5288 (0.5391) loss_giou_dn_1: 0.4235 (0.4266) loss_giou_dn_2: 0.4075 (0.4096) loss_giou_dn_3: 0.4016 (0.4046) loss_giou_dn_4: 0.3993 (0.4035) loss_giou_dn_5: 0.3992 (0.4035) loss_giou_dn_pre: 0.5280 (0.5386) loss_giou_enc_0: 0.6041 (0.6353) loss_giou_pre: 0.5247 (0.5643) loss_ddf_aux_0: 0.0503 (0.0503) loss_ddf_aux_1: 0.0072 (0.0071) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2377 (0.2479) loss_ddf_dn_1: 0.0317 (0.0344) loss_ddf_dn_2: 0.0075 (0.0080) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6268 (0.6298) loss_vfl_aux_0: 0.6750 (0.6958) loss_vfl_aux_1: 0.6518 (0.6752) loss_vfl_aux_2: 0.6664 (0.6572) loss_vfl_aux_3: 0.6301 (0.6416) loss_vfl_aux_4: 0.6361 (0.6319) loss_vfl_dn_0: 0.4828 (0.4793) loss_vfl_dn_1: 0.4088 (0.4080) loss_vfl_dn_2: 0.3916 (0.3915) loss_vfl_dn_3: 0.3856 (0.3835) loss_vfl_dn_4: 0.3816 (0.3807) loss_vfl_dn_5: 0.3816 (0.3803) loss_vfl_dn_pre: 0.4829 (0.4797) loss_vfl_enc_0: 0.7045 (0.7051) loss_vfl_pre: 0.6757 (0.6980) time: 0.7601 data: 0.0290 max mem: 9142 Epoch: [69] [3100/3696] eta: 0:07:37 lr: 0.000013 loss: 30.5666 (30.4613) loss_bbox: 0.1625 (0.1613) loss_bbox_aux_0: 0.1755 (0.1728) loss_bbox_aux_1: 0.1670 (0.1640) loss_bbox_aux_2: 0.1636 (0.1619) loss_bbox_aux_3: 0.1626 (0.1614) loss_bbox_aux_4: 0.1625 (0.1614) loss_bbox_dn_0: 0.2382 (0.2211) loss_bbox_dn_1: 0.1665 (0.1609) loss_bbox_dn_2: 0.1529 (0.1508) loss_bbox_dn_3: 0.1490 (0.1476) loss_bbox_dn_4: 0.1475 (0.1469) loss_bbox_dn_5: 0.1475 (0.1469) loss_bbox_dn_pre: 0.2417 (0.2271) loss_bbox_enc_0: 0.2099 (0.2043) loss_bbox_pre: 0.1754 (0.1731) loss_dfl: 0.9480 (0.9569) loss_fgl_aux_0: 0.9897 (0.9875) loss_fgl_aux_1: 0.9513 (0.9593) loss_fgl_aux_2: 0.9467 (0.9571) loss_fgl_aux_3: 0.9470 (0.9569) loss_fgl_aux_4: 0.9479 (0.9569) loss_fgl_dn_0: 1.0811 (1.0802) loss_fgl_dn_1: 0.9685 (0.9775) loss_fgl_dn_2: 0.9591 (0.9684) loss_fgl_dn_3: 0.9610 (0.9691) loss_fgl_dn_4: 0.9619 (0.9697) loss_fgl_dn_5: 0.9620 (0.9697) loss_giou: 0.5076 (0.5406) loss_giou_aux_0: 0.5207 (0.5651) loss_giou_aux_1: 0.5058 (0.5461) loss_giou_aux_2: 0.5071 (0.5417) loss_giou_aux_3: 0.5069 (0.5408) loss_giou_aux_4: 0.5074 (0.5406) loss_giou_dn_0: 0.5307 (0.5390) loss_giou_dn_1: 0.4158 (0.4264) loss_giou_dn_2: 0.4012 (0.4095) loss_giou_dn_3: 0.3945 (0.4045) loss_giou_dn_4: 0.3939 (0.4034) loss_giou_dn_5: 0.3939 (0.4034) loss_giou_dn_pre: 0.5286 (0.5385) loss_giou_enc_0: 0.5864 (0.6347) loss_giou_pre: 0.5187 (0.5637) loss_ddf_aux_0: 0.0518 (0.0503) loss_ddf_aux_1: 0.0079 (0.0071) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0000 (0.0001) loss_ddf_dn_0: 0.2526 (0.2481) loss_ddf_dn_1: 0.0368 (0.0345) loss_ddf_dn_2: 0.0084 (0.0080) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6420 (0.6302) loss_vfl_aux_0: 0.7120 (0.6964) loss_vfl_aux_1: 0.6768 (0.6756) loss_vfl_aux_2: 0.6646 (0.6578) loss_vfl_aux_3: 0.6500 (0.6420) loss_vfl_aux_4: 0.6390 (0.6323) loss_vfl_dn_0: 0.4802 (0.4793) loss_vfl_dn_1: 0.4060 (0.4081) loss_vfl_dn_2: 0.3905 (0.3916) loss_vfl_dn_3: 0.3806 (0.3835) loss_vfl_dn_4: 0.3788 (0.3808) loss_vfl_dn_5: 0.3776 (0.3804) loss_vfl_dn_pre: 0.4813 (0.4798) loss_vfl_enc_0: 0.7202 (0.7055) loss_vfl_pre: 0.7111 (0.6985) time: 0.7770 data: 0.0269 max mem: 9142 Epoch: [69] [3200/3696] eta: 0:06:20 lr: 0.000013 loss: 29.9758 (30.4570) loss_bbox: 0.1602 (0.1614) loss_bbox_aux_0: 0.1685 (0.1729) loss_bbox_aux_1: 0.1631 (0.1640) loss_bbox_aux_2: 0.1606 (0.1619) loss_bbox_aux_3: 0.1602 (0.1615) loss_bbox_aux_4: 0.1602 (0.1614) loss_bbox_dn_0: 0.2072 (0.2210) loss_bbox_dn_1: 0.1523 (0.1609) loss_bbox_dn_2: 0.1434 (0.1508) loss_bbox_dn_3: 0.1410 (0.1476) loss_bbox_dn_4: 0.1404 (0.1468) loss_bbox_dn_5: 0.1404 (0.1468) loss_bbox_dn_pre: 0.2166 (0.2270) loss_bbox_enc_0: 0.1979 (0.2043) loss_bbox_pre: 0.1691 (0.1731) loss_dfl: 0.9649 (0.9569) loss_fgl_aux_0: 0.9997 (0.9874) loss_fgl_aux_1: 0.9700 (0.9593) loss_fgl_aux_2: 0.9650 (0.9571) loss_fgl_aux_3: 0.9648 (0.9569) loss_fgl_aux_4: 0.9649 (0.9569) loss_fgl_dn_0: 1.0820 (1.0802) loss_fgl_dn_1: 0.9853 (0.9774) loss_fgl_dn_2: 0.9750 (0.9684) loss_fgl_dn_3: 0.9741 (0.9691) loss_fgl_dn_4: 0.9753 (0.9696) loss_fgl_dn_5: 0.9753 (0.9696) loss_giou: 0.4992 (0.5404) loss_giou_aux_0: 0.5240 (0.5648) loss_giou_aux_1: 0.5008 (0.5459) loss_giou_aux_2: 0.4984 (0.5415) loss_giou_aux_3: 0.4992 (0.5405) loss_giou_aux_4: 0.4994 (0.5404) loss_giou_dn_0: 0.5096 (0.5388) loss_giou_dn_1: 0.4052 (0.4262) loss_giou_dn_2: 0.3840 (0.4093) loss_giou_dn_3: 0.3794 (0.4043) loss_giou_dn_4: 0.3796 (0.4031) loss_giou_dn_5: 0.3795 (0.4031) loss_giou_dn_pre: 0.5086 (0.5382) loss_giou_enc_0: 0.5816 (0.6345) loss_giou_pre: 0.5214 (0.5634) loss_ddf_aux_0: 0.0497 (0.0503) loss_ddf_aux_1: 0.0065 (0.0071) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2501 (0.2482) loss_ddf_dn_1: 0.0341 (0.0345) loss_ddf_dn_2: 0.0076 (0.0080) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6252 (0.6303) loss_vfl_aux_0: 0.7180 (0.6963) loss_vfl_aux_1: 0.6837 (0.6756) loss_vfl_aux_2: 0.6654 (0.6578) loss_vfl_aux_3: 0.6416 (0.6421) loss_vfl_aux_4: 0.6296 (0.6324) loss_vfl_dn_0: 0.4792 (0.4792) loss_vfl_dn_1: 0.4065 (0.4080) loss_vfl_dn_2: 0.3895 (0.3915) loss_vfl_dn_3: 0.3758 (0.3835) loss_vfl_dn_4: 0.3721 (0.3807) loss_vfl_dn_5: 0.3714 (0.3803) loss_vfl_dn_pre: 0.4789 (0.4797) loss_vfl_enc_0: 0.7078 (0.7055) loss_vfl_pre: 0.7184 (0.6984) time: 0.7301 data: 0.0235 max mem: 9142 Epoch: [69] [3300/3696] eta: 0:05:03 lr: 0.000013 loss: 30.4965 (30.4578) loss_bbox: 0.1737 (0.1615) loss_bbox_aux_0: 0.1899 (0.1730) loss_bbox_aux_1: 0.1770 (0.1641) loss_bbox_aux_2: 0.1738 (0.1621) loss_bbox_aux_3: 0.1740 (0.1616) loss_bbox_aux_4: 0.1736 (0.1615) loss_bbox_dn_0: 0.2172 (0.2212) loss_bbox_dn_1: 0.1583 (0.1611) loss_bbox_dn_2: 0.1496 (0.1509) loss_bbox_dn_3: 0.1467 (0.1477) loss_bbox_dn_4: 0.1475 (0.1470) loss_bbox_dn_5: 0.1474 (0.1470) loss_bbox_dn_pre: 0.2225 (0.2272) loss_bbox_enc_0: 0.2130 (0.2045) loss_bbox_pre: 0.1887 (0.1732) loss_dfl: 0.9506 (0.9568) loss_fgl_aux_0: 0.9722 (0.9874) loss_fgl_aux_1: 0.9497 (0.9592) loss_fgl_aux_2: 0.9507 (0.9570) loss_fgl_aux_3: 0.9508 (0.9569) loss_fgl_aux_4: 0.9506 (0.9568) loss_fgl_dn_0: 1.0801 (1.0801) loss_fgl_dn_1: 0.9748 (0.9773) loss_fgl_dn_2: 0.9655 (0.9683) loss_fgl_dn_3: 0.9655 (0.9690) loss_fgl_dn_4: 0.9660 (0.9695) loss_fgl_dn_5: 0.9660 (0.9695) loss_giou: 0.5260 (0.5403) loss_giou_aux_0: 0.5466 (0.5647) loss_giou_aux_1: 0.5343 (0.5458) loss_giou_aux_2: 0.5284 (0.5414) loss_giou_aux_3: 0.5272 (0.5404) loss_giou_aux_4: 0.5260 (0.5403) loss_giou_dn_0: 0.5429 (0.5387) loss_giou_dn_1: 0.4273 (0.4262) loss_giou_dn_2: 0.4090 (0.4093) loss_giou_dn_3: 0.4038 (0.4043) loss_giou_dn_4: 0.4028 (0.4031) loss_giou_dn_5: 0.4028 (0.4031) loss_giou_dn_pre: 0.5415 (0.5382) loss_giou_enc_0: 0.6341 (0.6344) loss_giou_pre: 0.5472 (0.5634) loss_ddf_aux_0: 0.0504 (0.0502) loss_ddf_aux_1: 0.0075 (0.0071) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2508 (0.2482) loss_ddf_dn_1: 0.0331 (0.0345) loss_ddf_dn_2: 0.0074 (0.0080) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6389 (0.6303) loss_vfl_aux_0: 0.6824 (0.6965) loss_vfl_aux_1: 0.6670 (0.6757) loss_vfl_aux_2: 0.6586 (0.6578) loss_vfl_aux_3: 0.6559 (0.6421) loss_vfl_aux_4: 0.6379 (0.6324) loss_vfl_dn_0: 0.4779 (0.4792) loss_vfl_dn_1: 0.4062 (0.4079) loss_vfl_dn_2: 0.3911 (0.3914) loss_vfl_dn_3: 0.3832 (0.3834) loss_vfl_dn_4: 0.3816 (0.3807) loss_vfl_dn_5: 0.3808 (0.3803) loss_vfl_dn_pre: 0.4786 (0.4797) loss_vfl_enc_0: 0.7061 (0.7057) loss_vfl_pre: 0.6833 (0.6985) time: 0.7486 data: 0.0327 max mem: 9142 Epoch: [69] [3400/3696] eta: 0:03:46 lr: 0.000013 loss: 30.4192 (30.4565) loss_bbox: 0.1637 (0.1615) loss_bbox_aux_0: 0.1750 (0.1730) loss_bbox_aux_1: 0.1660 (0.1641) loss_bbox_aux_2: 0.1651 (0.1621) loss_bbox_aux_3: 0.1638 (0.1616) loss_bbox_aux_4: 0.1637 (0.1615) loss_bbox_dn_0: 0.2064 (0.2211) loss_bbox_dn_1: 0.1506 (0.1609) loss_bbox_dn_2: 0.1411 (0.1508) loss_bbox_dn_3: 0.1380 (0.1476) loss_bbox_dn_4: 0.1371 (0.1469) loss_bbox_dn_5: 0.1371 (0.1469) loss_bbox_dn_pre: 0.2131 (0.2271) loss_bbox_enc_0: 0.2067 (0.2045) loss_bbox_pre: 0.1755 (0.1732) loss_dfl: 0.9382 (0.9566) loss_fgl_aux_0: 0.9661 (0.9872) loss_fgl_aux_1: 0.9426 (0.9590) loss_fgl_aux_2: 0.9385 (0.9568) loss_fgl_aux_3: 0.9382 (0.9567) loss_fgl_aux_4: 0.9381 (0.9566) loss_fgl_dn_0: 1.0752 (1.0801) loss_fgl_dn_1: 0.9759 (0.9772) loss_fgl_dn_2: 0.9711 (0.9682) loss_fgl_dn_3: 0.9708 (0.9689) loss_fgl_dn_4: 0.9709 (0.9695) loss_fgl_dn_5: 0.9709 (0.9695) loss_giou: 0.5614 (0.5408) loss_giou_aux_0: 0.5836 (0.5651) loss_giou_aux_1: 0.5654 (0.5462) loss_giou_aux_2: 0.5634 (0.5418) loss_giou_aux_3: 0.5611 (0.5409) loss_giou_aux_4: 0.5608 (0.5407) loss_giou_dn_0: 0.5444 (0.5388) loss_giou_dn_1: 0.4337 (0.4263) loss_giou_dn_2: 0.4098 (0.4094) loss_giou_dn_3: 0.4052 (0.4044) loss_giou_dn_4: 0.4041 (0.4032) loss_giou_dn_5: 0.4041 (0.4032) loss_giou_dn_pre: 0.5427 (0.5383) loss_giou_enc_0: 0.6549 (0.6347) loss_giou_pre: 0.5818 (0.5638) loss_ddf_aux_0: 0.0486 (0.0502) loss_ddf_aux_1: 0.0068 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2421 (0.2481) loss_ddf_dn_1: 0.0327 (0.0344) loss_ddf_dn_2: 0.0080 (0.0080) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6102 (0.6301) loss_vfl_aux_0: 0.6697 (0.6961) loss_vfl_aux_1: 0.6387 (0.6753) loss_vfl_aux_2: 0.6323 (0.6576) loss_vfl_aux_3: 0.6183 (0.6419) loss_vfl_aux_4: 0.6100 (0.6322) loss_vfl_dn_0: 0.4749 (0.4792) loss_vfl_dn_1: 0.4088 (0.4078) loss_vfl_dn_2: 0.3969 (0.3914) loss_vfl_dn_3: 0.3845 (0.3834) loss_vfl_dn_4: 0.3811 (0.3806) loss_vfl_dn_5: 0.3818 (0.3802) loss_vfl_dn_pre: 0.4755 (0.4796) loss_vfl_enc_0: 0.6785 (0.7056) loss_vfl_pre: 0.6691 (0.6982) time: 0.7475 data: 0.0299 max mem: 9142 Epoch: [69] [3500/3696] eta: 0:02:30 lr: 0.000013 loss: 30.8263 (30.4551) loss_bbox: 0.1621 (0.1616) loss_bbox_aux_0: 0.1692 (0.1731) loss_bbox_aux_1: 0.1633 (0.1642) loss_bbox_aux_2: 0.1631 (0.1621) loss_bbox_aux_3: 0.1622 (0.1617) loss_bbox_aux_4: 0.1621 (0.1616) loss_bbox_dn_0: 0.2312 (0.2212) loss_bbox_dn_1: 0.1626 (0.1610) loss_bbox_dn_2: 0.1580 (0.1509) loss_bbox_dn_3: 0.1541 (0.1477) loss_bbox_dn_4: 0.1544 (0.1469) loss_bbox_dn_5: 0.1544 (0.1469) loss_bbox_dn_pre: 0.2385 (0.2273) loss_bbox_enc_0: 0.2117 (0.2046) loss_bbox_pre: 0.1702 (0.1734) loss_dfl: 0.9867 (0.9566) loss_fgl_aux_0: 1.0186 (0.9872) loss_fgl_aux_1: 0.9895 (0.9590) loss_fgl_aux_2: 0.9870 (0.9568) loss_fgl_aux_3: 0.9861 (0.9567) loss_fgl_aux_4: 0.9866 (0.9566) loss_fgl_dn_0: 1.0786 (1.0800) loss_fgl_dn_1: 0.9783 (0.9771) loss_fgl_dn_2: 0.9710 (0.9682) loss_fgl_dn_3: 0.9712 (0.9688) loss_fgl_dn_4: 0.9714 (0.9694) loss_fgl_dn_5: 0.9714 (0.9694) loss_giou: 0.5304 (0.5404) loss_giou_aux_0: 0.5550 (0.5648) loss_giou_aux_1: 0.5323 (0.5459) loss_giou_aux_2: 0.5300 (0.5415) loss_giou_aux_3: 0.5312 (0.5405) loss_giou_aux_4: 0.5305 (0.5404) loss_giou_dn_0: 0.5386 (0.5387) loss_giou_dn_1: 0.4311 (0.4262) loss_giou_dn_2: 0.4126 (0.4092) loss_giou_dn_3: 0.4081 (0.4042) loss_giou_dn_4: 0.4071 (0.4031) loss_giou_dn_5: 0.4071 (0.4031) loss_giou_dn_pre: 0.5396 (0.5381) loss_giou_enc_0: 0.6119 (0.6344) loss_giou_pre: 0.5534 (0.5635) loss_ddf_aux_0: 0.0491 (0.0503) loss_ddf_aux_1: 0.0073 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2456 (0.2482) loss_ddf_dn_1: 0.0337 (0.0344) loss_ddf_dn_2: 0.0085 (0.0080) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6550 (0.6303) loss_vfl_aux_0: 0.7034 (0.6961) loss_vfl_aux_1: 0.6915 (0.6754) loss_vfl_aux_2: 0.6752 (0.6578) loss_vfl_aux_3: 0.6752 (0.6421) loss_vfl_aux_4: 0.6536 (0.6323) loss_vfl_dn_0: 0.4814 (0.4792) loss_vfl_dn_1: 0.4149 (0.4078) loss_vfl_dn_2: 0.3981 (0.3914) loss_vfl_dn_3: 0.3903 (0.3834) loss_vfl_dn_4: 0.3864 (0.3806) loss_vfl_dn_5: 0.3874 (0.3802) loss_vfl_dn_pre: 0.4841 (0.4797) loss_vfl_enc_0: 0.7058 (0.7056) loss_vfl_pre: 0.7114 (0.6982) time: 0.9516 data: 0.0283 max mem: 9142 Epoch: [69] [3600/3696] eta: 0:01:13 lr: 0.000013 loss: 29.7567 (30.4546) loss_bbox: 0.1581 (0.1617) loss_bbox_aux_0: 0.1710 (0.1733) loss_bbox_aux_1: 0.1635 (0.1643) loss_bbox_aux_2: 0.1591 (0.1623) loss_bbox_aux_3: 0.1583 (0.1618) loss_bbox_aux_4: 0.1581 (0.1617) loss_bbox_dn_0: 0.2277 (0.2213) loss_bbox_dn_1: 0.1645 (0.1611) loss_bbox_dn_2: 0.1526 (0.1510) loss_bbox_dn_3: 0.1458 (0.1477) loss_bbox_dn_4: 0.1429 (0.1470) loss_bbox_dn_5: 0.1429 (0.1470) loss_bbox_dn_pre: 0.2342 (0.2273) loss_bbox_enc_0: 0.1992 (0.2048) loss_bbox_pre: 0.1718 (0.1735) loss_dfl: 0.9565 (0.9566) loss_fgl_aux_0: 0.9995 (0.9872) loss_fgl_aux_1: 0.9590 (0.9590) loss_fgl_aux_2: 0.9574 (0.9568) loss_fgl_aux_3: 0.9563 (0.9566) loss_fgl_aux_4: 0.9565 (0.9566) loss_fgl_dn_0: 1.0824 (1.0800) loss_fgl_dn_1: 0.9771 (0.9770) loss_fgl_dn_2: 0.9714 (0.9681) loss_fgl_dn_3: 0.9713 (0.9687) loss_fgl_dn_4: 0.9725 (0.9693) loss_fgl_dn_5: 0.9725 (0.9693) loss_giou: 0.5217 (0.5402) loss_giou_aux_0: 0.5382 (0.5646) loss_giou_aux_1: 0.5272 (0.5457) loss_giou_aux_2: 0.5223 (0.5412) loss_giou_aux_3: 0.5225 (0.5403) loss_giou_aux_4: 0.5217 (0.5402) loss_giou_dn_0: 0.5165 (0.5385) loss_giou_dn_1: 0.4007 (0.4260) loss_giou_dn_2: 0.3845 (0.4090) loss_giou_dn_3: 0.3784 (0.4040) loss_giou_dn_4: 0.3764 (0.4029) loss_giou_dn_5: 0.3764 (0.4029) loss_giou_dn_pre: 0.5199 (0.5380) loss_giou_enc_0: 0.6103 (0.6342) loss_giou_pre: 0.5357 (0.5633) loss_ddf_aux_0: 0.0489 (0.0503) loss_ddf_aux_1: 0.0074 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2365 (0.2482) loss_ddf_dn_1: 0.0317 (0.0344) loss_ddf_dn_2: 0.0069 (0.0080) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6462 (0.6305) loss_vfl_aux_0: 0.7157 (0.6964) loss_vfl_aux_1: 0.6949 (0.6756) loss_vfl_aux_2: 0.6625 (0.6580) loss_vfl_aux_3: 0.6596 (0.6424) loss_vfl_aux_4: 0.6443 (0.6325) loss_vfl_dn_0: 0.4776 (0.4792) loss_vfl_dn_1: 0.4040 (0.4078) loss_vfl_dn_2: 0.3851 (0.3914) loss_vfl_dn_3: 0.3799 (0.3834) loss_vfl_dn_4: 0.3777 (0.3806) loss_vfl_dn_5: 0.3773 (0.3801) loss_vfl_dn_pre: 0.4788 (0.4797) loss_vfl_enc_0: 0.7086 (0.7059) loss_vfl_pre: 0.7161 (0.6985) time: 0.7516 data: 0.0295 max mem: 9142 Epoch: [69] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 30.2052 (30.4575) loss_bbox: 0.1583 (0.1617) loss_bbox_aux_0: 0.1794 (0.1733) loss_bbox_aux_1: 0.1641 (0.1644) loss_bbox_aux_2: 0.1589 (0.1623) loss_bbox_aux_3: 0.1584 (0.1618) loss_bbox_aux_4: 0.1583 (0.1617) loss_bbox_dn_0: 0.2259 (0.2215) loss_bbox_dn_1: 0.1568 (0.1612) loss_bbox_dn_2: 0.1470 (0.1511) loss_bbox_dn_3: 0.1443 (0.1479) loss_bbox_dn_4: 0.1434 (0.1471) loss_bbox_dn_5: 0.1434 (0.1471) loss_bbox_dn_pre: 0.2307 (0.2275) loss_bbox_enc_0: 0.2042 (0.2048) loss_bbox_pre: 0.1775 (0.1736) loss_dfl: 0.9686 (0.9567) loss_fgl_aux_0: 1.0062 (0.9873) loss_fgl_aux_1: 0.9737 (0.9591) loss_fgl_aux_2: 0.9697 (0.9569) loss_fgl_aux_3: 0.9689 (0.9567) loss_fgl_aux_4: 0.9686 (0.9567) loss_fgl_dn_0: 1.0872 (1.0799) loss_fgl_dn_1: 0.9734 (0.9770) loss_fgl_dn_2: 0.9632 (0.9680) loss_fgl_dn_3: 0.9657 (0.9687) loss_fgl_dn_4: 0.9661 (0.9692) loss_fgl_dn_5: 0.9661 (0.9692) loss_giou: 0.4881 (0.5399) loss_giou_aux_0: 0.5164 (0.5644) loss_giou_aux_1: 0.4960 (0.5454) loss_giou_aux_2: 0.4887 (0.5410) loss_giou_aux_3: 0.4884 (0.5401) loss_giou_aux_4: 0.4882 (0.5399) loss_giou_dn_0: 0.5051 (0.5385) loss_giou_dn_1: 0.3914 (0.4260) loss_giou_dn_2: 0.3746 (0.4090) loss_giou_dn_3: 0.3713 (0.4040) loss_giou_dn_4: 0.3710 (0.4029) loss_giou_dn_5: 0.3710 (0.4029) loss_giou_dn_pre: 0.5060 (0.5380) loss_giou_enc_0: 0.5804 (0.6339) loss_giou_pre: 0.5180 (0.5630) loss_ddf_aux_0: 0.0526 (0.0504) loss_ddf_aux_1: 0.0067 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2498 (0.2482) loss_ddf_dn_1: 0.0317 (0.0344) loss_ddf_dn_2: 0.0068 (0.0080) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6338 (0.6308) loss_vfl_aux_0: 0.6932 (0.6968) loss_vfl_aux_1: 0.6844 (0.6761) loss_vfl_aux_2: 0.6541 (0.6583) loss_vfl_aux_3: 0.6467 (0.6427) loss_vfl_aux_4: 0.6394 (0.6329) loss_vfl_dn_0: 0.4808 (0.4793) loss_vfl_dn_1: 0.4009 (0.4078) loss_vfl_dn_2: 0.3866 (0.3914) loss_vfl_dn_3: 0.3781 (0.3834) loss_vfl_dn_4: 0.3760 (0.3806) loss_vfl_dn_5: 0.3755 (0.3802) loss_vfl_dn_pre: 0.4806 (0.4797) loss_vfl_enc_0: 0.7106 (0.7061) loss_vfl_pre: 0.6965 (0.6989) time: 0.7709 data: 0.0302 max mem: 9142 Epoch: [69] Total time: 0:47:14 (0.7669 s / it) Averaged stats: lr: 0.000013 loss: 30.2052 (30.4575) loss_bbox: 0.1583 (0.1617) loss_bbox_aux_0: 0.1794 (0.1733) loss_bbox_aux_1: 0.1641 (0.1644) loss_bbox_aux_2: 0.1589 (0.1623) loss_bbox_aux_3: 0.1584 (0.1618) loss_bbox_aux_4: 0.1583 (0.1617) loss_bbox_dn_0: 0.2259 (0.2215) loss_bbox_dn_1: 0.1568 (0.1612) loss_bbox_dn_2: 0.1470 (0.1511) loss_bbox_dn_3: 0.1443 (0.1479) loss_bbox_dn_4: 0.1434 (0.1471) loss_bbox_dn_5: 0.1434 (0.1471) loss_bbox_dn_pre: 0.2307 (0.2275) loss_bbox_enc_0: 0.2042 (0.2048) loss_bbox_pre: 0.1775 (0.1736) loss_dfl: 0.9686 (0.9567) loss_fgl_aux_0: 1.0062 (0.9873) loss_fgl_aux_1: 0.9737 (0.9591) loss_fgl_aux_2: 0.9697 (0.9569) loss_fgl_aux_3: 0.9689 (0.9567) loss_fgl_aux_4: 0.9686 (0.9567) loss_fgl_dn_0: 1.0872 (1.0799) loss_fgl_dn_1: 0.9734 (0.9770) loss_fgl_dn_2: 0.9632 (0.9680) loss_fgl_dn_3: 0.9657 (0.9687) loss_fgl_dn_4: 0.9661 (0.9692) loss_fgl_dn_5: 0.9661 (0.9692) loss_giou: 0.4881 (0.5399) loss_giou_aux_0: 0.5164 (0.5644) loss_giou_aux_1: 0.4960 (0.5454) loss_giou_aux_2: 0.4887 (0.5410) loss_giou_aux_3: 0.4884 (0.5401) loss_giou_aux_4: 0.4882 (0.5399) loss_giou_dn_0: 0.5051 (0.5385) loss_giou_dn_1: 0.3914 (0.4260) loss_giou_dn_2: 0.3746 (0.4090) loss_giou_dn_3: 0.3713 (0.4040) loss_giou_dn_4: 0.3710 (0.4029) loss_giou_dn_5: 0.3710 (0.4029) loss_giou_dn_pre: 0.5060 (0.5380) loss_giou_enc_0: 0.5804 (0.6339) loss_giou_pre: 0.5180 (0.5630) loss_ddf_aux_0: 0.0526 (0.0504) loss_ddf_aux_1: 0.0067 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2498 (0.2482) loss_ddf_dn_1: 0.0317 (0.0344) loss_ddf_dn_2: 0.0068 (0.0080) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6338 (0.6308) loss_vfl_aux_0: 0.6932 (0.6968) loss_vfl_aux_1: 0.6844 (0.6761) loss_vfl_aux_2: 0.6541 (0.6583) loss_vfl_aux_3: 0.6467 (0.6427) loss_vfl_aux_4: 0.6394 (0.6329) loss_vfl_dn_0: 0.4808 (0.4793) loss_vfl_dn_1: 0.4009 (0.4078) loss_vfl_dn_2: 0.3866 (0.3914) loss_vfl_dn_3: 0.3781 (0.3834) loss_vfl_dn_4: 0.3760 (0.3806) loss_vfl_dn_5: 0.3755 (0.3802) loss_vfl_dn_pre: 0.4806 (0.4797) loss_vfl_enc_0: 0.7106 (0.7061) loss_vfl_pre: 0.6965 (0.6989) Test: [ 0/79] eta: 0:03:15 time: 2.4727 data: 1.8871 max mem: 9142 Test: [10/79] eta: 0:00:53 time: 0.7735 data: 0.2348 max mem: 9142 Test: [20/79] eta: 0:00:40 time: 0.6027 data: 0.0684 max mem: 9142 Test: [30/79] eta: 0:00:32 time: 0.6092 data: 0.0636 max mem: 9142 Test: [40/79] eta: 0:00:25 time: 0.6155 data: 0.0616 max mem: 9142 Test: [50/79] eta: 0:00:20 time: 0.7506 data: 0.0623 max mem: 9142 Test: [60/79] eta: 0:00:12 time: 0.7336 data: 0.0605 max mem: 9142 Test: [70/79] eta: 0:00:06 time: 0.5856 data: 0.0609 max mem: 9142 Test: [78/79] eta: 0:00:00 time: 0.5608 data: 0.0592 max mem: 9142 Test: Total time: 0:00:51 (0.6561 s / it) Averaged stats: Accumulating evaluation results... DONE (t=25.71s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.538 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.715 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.357 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.580 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.717 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.396 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.663 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.730 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.569 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.773 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.891 best_stat: {'epoch': 57, 'coco_eval_bbox': 0.5389768252152075} Epoch: [70] [ 0/3696] eta: 5:20:32 lr: 0.000013 loss: 29.6516 (29.6516) loss_bbox: 0.1943 (0.1943) loss_bbox_aux_0: 0.2128 (0.2128) loss_bbox_aux_1: 0.1972 (0.1972) loss_bbox_aux_2: 0.1957 (0.1957) loss_bbox_aux_3: 0.1942 (0.1942) loss_bbox_aux_4: 0.1944 (0.1944) loss_bbox_dn_0: 0.2675 (0.2675) loss_bbox_dn_1: 0.2062 (0.2062) loss_bbox_dn_2: 0.1980 (0.1980) loss_bbox_dn_3: 0.1955 (0.1955) loss_bbox_dn_4: 0.1953 (0.1953) loss_bbox_dn_5: 0.1953 (0.1953) loss_bbox_dn_pre: 0.2748 (0.2748) loss_bbox_enc_0: 0.2444 (0.2444) loss_bbox_pre: 0.2088 (0.2088) loss_dfl: 0.9506 (0.9506) loss_fgl_aux_0: 0.9973 (0.9973) loss_fgl_aux_1: 0.9528 (0.9528) loss_fgl_aux_2: 0.9511 (0.9511) loss_fgl_aux_3: 0.9509 (0.9509) loss_fgl_aux_4: 0.9506 (0.9506) loss_fgl_dn_0: 1.0708 (1.0708) loss_fgl_dn_1: 0.9577 (0.9577) loss_fgl_dn_2: 0.9485 (0.9485) loss_fgl_dn_3: 0.9488 (0.9488) loss_fgl_dn_4: 0.9495 (0.9495) loss_fgl_dn_5: 0.9495 (0.9495) loss_giou: 0.4339 (0.4339) loss_giou_aux_0: 0.4578 (0.4578) loss_giou_aux_1: 0.4389 (0.4389) loss_giou_aux_2: 0.4362 (0.4362) loss_giou_aux_3: 0.4327 (0.4327) loss_giou_aux_4: 0.4340 (0.4340) loss_giou_dn_0: 0.4752 (0.4752) loss_giou_dn_1: 0.3744 (0.3744) loss_giou_dn_2: 0.3595 (0.3595) loss_giou_dn_3: 0.3553 (0.3553) loss_giou_dn_4: 0.3543 (0.3543) loss_giou_dn_5: 0.3543 (0.3543) loss_giou_dn_pre: 0.4757 (0.4757) loss_giou_enc_0: 0.5077 (0.5077) loss_giou_pre: 0.4565 (0.4565) loss_ddf_aux_0: 0.0451 (0.0451) loss_ddf_aux_1: 0.0047 (0.0047) loss_ddf_aux_2: 0.0011 (0.0011) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2376 (0.2376) loss_ddf_dn_1: 0.0273 (0.0273) loss_ddf_dn_2: 0.0054 (0.0054) loss_ddf_dn_3: 0.0005 (0.0005) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.6204 (0.6204) loss_vfl_aux_0: 0.6813 (0.6813) loss_vfl_aux_1: 0.6758 (0.6758) loss_vfl_aux_2: 0.6527 (0.6527) loss_vfl_aux_3: 0.6172 (0.6172) loss_vfl_aux_4: 0.6167 (0.6167) loss_vfl_dn_0: 0.4958 (0.4958) loss_vfl_dn_1: 0.4097 (0.4097) loss_vfl_dn_2: 0.3972 (0.3972) loss_vfl_dn_3: 0.3871 (0.3871) loss_vfl_dn_4: 0.3834 (0.3834) loss_vfl_dn_5: 0.3849 (0.3849) loss_vfl_dn_pre: 0.4955 (0.4955) loss_vfl_enc_0: 0.7279 (0.7279) loss_vfl_pre: 0.6855 (0.6855) time: 5.2037 data: 1.6396 max mem: 9142 Epoch: [70] [ 100/3696] eta: 0:46:07 lr: 0.000013 loss: 30.6122 (30.4609) loss_bbox: 0.1630 (0.1630) loss_bbox_aux_0: 0.1755 (0.1734) loss_bbox_aux_1: 0.1668 (0.1653) loss_bbox_aux_2: 0.1632 (0.1634) loss_bbox_aux_3: 0.1632 (0.1630) loss_bbox_aux_4: 0.1630 (0.1630) loss_bbox_dn_0: 0.2322 (0.2248) loss_bbox_dn_1: 0.1630 (0.1650) loss_bbox_dn_2: 0.1484 (0.1545) loss_bbox_dn_3: 0.1459 (0.1512) loss_bbox_dn_4: 0.1443 (0.1503) loss_bbox_dn_5: 0.1442 (0.1503) loss_bbox_dn_pre: 0.2384 (0.2311) loss_bbox_enc_0: 0.2040 (0.2036) loss_bbox_pre: 0.1783 (0.1738) loss_dfl: 0.9344 (0.9543) loss_fgl_aux_0: 0.9741 (0.9835) loss_fgl_aux_1: 0.9406 (0.9567) loss_fgl_aux_2: 0.9344 (0.9546) loss_fgl_aux_3: 0.9344 (0.9543) loss_fgl_aux_4: 0.9346 (0.9543) loss_fgl_dn_0: 1.0743 (1.0783) loss_fgl_dn_1: 0.9800 (0.9774) loss_fgl_dn_2: 0.9726 (0.9687) loss_fgl_dn_3: 0.9721 (0.9694) loss_fgl_dn_4: 0.9721 (0.9699) loss_fgl_dn_5: 0.9721 (0.9699) loss_giou: 0.5466 (0.5387) loss_giou_aux_0: 0.5805 (0.5621) loss_giou_aux_1: 0.5547 (0.5437) loss_giou_aux_2: 0.5483 (0.5395) loss_giou_aux_3: 0.5465 (0.5388) loss_giou_aux_4: 0.5463 (0.5387) loss_giou_dn_0: 0.5627 (0.5400) loss_giou_dn_1: 0.4446 (0.4283) loss_giou_dn_2: 0.4279 (0.4112) loss_giou_dn_3: 0.4219 (0.4062) loss_giou_dn_4: 0.4202 (0.4051) loss_giou_dn_5: 0.4202 (0.4051) loss_giou_dn_pre: 0.5603 (0.5395) loss_giou_enc_0: 0.6403 (0.6303) loss_giou_pre: 0.5786 (0.5609) loss_ddf_aux_0: 0.0467 (0.0476) loss_ddf_aux_1: 0.0064 (0.0065) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2240 (0.2397) loss_ddf_dn_1: 0.0313 (0.0325) loss_ddf_dn_2: 0.0071 (0.0073) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0000) loss_vfl: 0.6163 (0.6302) loss_vfl_aux_0: 0.6834 (0.6983) loss_vfl_aux_1: 0.6680 (0.6762) loss_vfl_aux_2: 0.6495 (0.6572) loss_vfl_aux_3: 0.6367 (0.6441) loss_vfl_aux_4: 0.6158 (0.6326) loss_vfl_dn_0: 0.4765 (0.4795) loss_vfl_dn_1: 0.4071 (0.4081) loss_vfl_dn_2: 0.3902 (0.3919) loss_vfl_dn_3: 0.3832 (0.3840) loss_vfl_dn_4: 0.3802 (0.3814) loss_vfl_dn_5: 0.3798 (0.3807) loss_vfl_dn_pre: 0.4781 (0.4800) loss_vfl_enc_0: 0.6873 (0.7047) loss_vfl_pre: 0.6843 (0.7003) time: 0.7156 data: 0.0282 max mem: 9142 Epoch: [70] [ 200/3696] eta: 0:45:10 lr: 0.000013 loss: 30.8350 (30.3907) loss_bbox: 0.1496 (0.1623) loss_bbox_aux_0: 0.1632 (0.1732) loss_bbox_aux_1: 0.1536 (0.1647) loss_bbox_aux_2: 0.1499 (0.1628) loss_bbox_aux_3: 0.1497 (0.1624) loss_bbox_aux_4: 0.1496 (0.1623) loss_bbox_dn_0: 0.2085 (0.2249) loss_bbox_dn_1: 0.1509 (0.1651) loss_bbox_dn_2: 0.1405 (0.1547) loss_bbox_dn_3: 0.1400 (0.1515) loss_bbox_dn_4: 0.1391 (0.1507) loss_bbox_dn_5: 0.1391 (0.1507) loss_bbox_dn_pre: 0.2141 (0.2311) loss_bbox_enc_0: 0.1896 (0.2038) loss_bbox_pre: 0.1620 (0.1735) loss_dfl: 0.9469 (0.9528) loss_fgl_aux_0: 0.9799 (0.9824) loss_fgl_aux_1: 0.9457 (0.9551) loss_fgl_aux_2: 0.9467 (0.9530) loss_fgl_aux_3: 0.9468 (0.9528) loss_fgl_aux_4: 0.9469 (0.9528) loss_fgl_dn_0: 1.0742 (1.0766) loss_fgl_dn_1: 0.9768 (0.9748) loss_fgl_dn_2: 0.9685 (0.9659) loss_fgl_dn_3: 0.9679 (0.9667) loss_fgl_dn_4: 0.9679 (0.9672) loss_fgl_dn_5: 0.9680 (0.9672) loss_giou: 0.5476 (0.5362) loss_giou_aux_0: 0.5803 (0.5592) loss_giou_aux_1: 0.5538 (0.5413) loss_giou_aux_2: 0.5491 (0.5371) loss_giou_aux_3: 0.5474 (0.5362) loss_giou_aux_4: 0.5476 (0.5361) loss_giou_dn_0: 0.5495 (0.5376) loss_giou_dn_1: 0.4321 (0.4266) loss_giou_dn_2: 0.4160 (0.4098) loss_giou_dn_3: 0.4114 (0.4048) loss_giou_dn_4: 0.4092 (0.4036) loss_giou_dn_5: 0.4092 (0.4036) loss_giou_dn_pre: 0.5475 (0.5372) loss_giou_enc_0: 0.6367 (0.6260) loss_giou_pre: 0.5772 (0.5580) loss_ddf_aux_0: 0.0520 (0.0492) loss_ddf_aux_1: 0.0073 (0.0068) loss_ddf_aux_2: 0.0014 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2569 (0.2440) loss_ddf_dn_1: 0.0360 (0.0337) loss_ddf_dn_2: 0.0073 (0.0076) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.6030 (0.6297) loss_vfl_aux_0: 0.6581 (0.6947) loss_vfl_aux_1: 0.6530 (0.6750) loss_vfl_aux_2: 0.6489 (0.6570) loss_vfl_aux_3: 0.6290 (0.6438) loss_vfl_aux_4: 0.6154 (0.6321) loss_vfl_dn_0: 0.4789 (0.4790) loss_vfl_dn_1: 0.4105 (0.4072) loss_vfl_dn_2: 0.3961 (0.3909) loss_vfl_dn_3: 0.3854 (0.3832) loss_vfl_dn_4: 0.3828 (0.3806) loss_vfl_dn_5: 0.3828 (0.3801) loss_vfl_dn_pre: 0.4804 (0.4794) loss_vfl_enc_0: 0.6750 (0.7026) loss_vfl_pre: 0.6676 (0.6970) time: 0.7725 data: 0.0255 max mem: 9142 Epoch: [70] [ 300/3696] eta: 0:43:42 lr: 0.000013 loss: 30.6335 (30.3788) loss_bbox: 0.1694 (0.1603) loss_bbox_aux_0: 0.1757 (0.1716) loss_bbox_aux_1: 0.1714 (0.1630) loss_bbox_aux_2: 0.1701 (0.1609) loss_bbox_aux_3: 0.1694 (0.1604) loss_bbox_aux_4: 0.1693 (0.1604) loss_bbox_dn_0: 0.2296 (0.2214) loss_bbox_dn_1: 0.1645 (0.1613) loss_bbox_dn_2: 0.1567 (0.1510) loss_bbox_dn_3: 0.1535 (0.1478) loss_bbox_dn_4: 0.1529 (0.1471) loss_bbox_dn_5: 0.1532 (0.1471) loss_bbox_dn_pre: 0.2345 (0.2274) loss_bbox_enc_0: 0.2062 (0.2027) loss_bbox_pre: 0.1789 (0.1718) loss_dfl: 0.9519 (0.9529) loss_fgl_aux_0: 0.9780 (0.9829) loss_fgl_aux_1: 0.9516 (0.9553) loss_fgl_aux_2: 0.9509 (0.9532) loss_fgl_aux_3: 0.9519 (0.9530) loss_fgl_aux_4: 0.9521 (0.9529) loss_fgl_dn_0: 1.0778 (1.0780) loss_fgl_dn_1: 0.9817 (0.9761) loss_fgl_dn_2: 0.9704 (0.9672) loss_fgl_dn_3: 0.9701 (0.9680) loss_fgl_dn_4: 0.9705 (0.9685) loss_fgl_dn_5: 0.9705 (0.9685) loss_giou: 0.5313 (0.5403) loss_giou_aux_0: 0.5489 (0.5638) loss_giou_aux_1: 0.5342 (0.5457) loss_giou_aux_2: 0.5333 (0.5412) loss_giou_aux_3: 0.5311 (0.5404) loss_giou_aux_4: 0.5311 (0.5403) loss_giou_dn_0: 0.5374 (0.5380) loss_giou_dn_1: 0.4280 (0.4262) loss_giou_dn_2: 0.4140 (0.4094) loss_giou_dn_3: 0.4088 (0.4044) loss_giou_dn_4: 0.4074 (0.4032) loss_giou_dn_5: 0.4074 (0.4032) loss_giou_dn_pre: 0.5354 (0.5374) loss_giou_enc_0: 0.6237 (0.6318) loss_giou_pre: 0.5482 (0.5625) loss_ddf_aux_0: 0.0530 (0.0498) loss_ddf_aux_1: 0.0074 (0.0070) loss_ddf_aux_2: 0.0013 (0.0014) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2542 (0.2472) loss_ddf_dn_1: 0.0335 (0.0341) loss_ddf_dn_2: 0.0075 (0.0076) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6190 (0.6271) loss_vfl_aux_0: 0.6998 (0.6937) loss_vfl_aux_1: 0.6744 (0.6734) loss_vfl_aux_2: 0.6404 (0.6537) loss_vfl_aux_3: 0.6266 (0.6399) loss_vfl_aux_4: 0.6125 (0.6291) loss_vfl_dn_0: 0.4827 (0.4783) loss_vfl_dn_1: 0.4103 (0.4069) loss_vfl_dn_2: 0.3915 (0.3905) loss_vfl_dn_3: 0.3856 (0.3828) loss_vfl_dn_4: 0.3818 (0.3801) loss_vfl_dn_5: 0.3815 (0.3797) loss_vfl_dn_pre: 0.4826 (0.4786) loss_vfl_enc_0: 0.7095 (0.7023) loss_vfl_pre: 0.7177 (0.6958) time: 0.7749 data: 0.0290 max mem: 9142 Epoch: [70] [ 400/3696] eta: 0:42:24 lr: 0.000013 loss: 30.7258 (30.3589) loss_bbox: 0.1666 (0.1610) loss_bbox_aux_0: 0.1805 (0.1725) loss_bbox_aux_1: 0.1685 (0.1635) loss_bbox_aux_2: 0.1662 (0.1615) loss_bbox_aux_3: 0.1665 (0.1611) loss_bbox_aux_4: 0.1667 (0.1610) loss_bbox_dn_0: 0.2220 (0.2213) loss_bbox_dn_1: 0.1623 (0.1610) loss_bbox_dn_2: 0.1531 (0.1507) loss_bbox_dn_3: 0.1474 (0.1475) loss_bbox_dn_4: 0.1471 (0.1468) loss_bbox_dn_5: 0.1471 (0.1468) loss_bbox_dn_pre: 0.2292 (0.2272) loss_bbox_enc_0: 0.2176 (0.2034) loss_bbox_pre: 0.1817 (0.1727) loss_dfl: 0.9467 (0.9523) loss_fgl_aux_0: 0.9874 (0.9827) loss_fgl_aux_1: 0.9488 (0.9547) loss_fgl_aux_2: 0.9460 (0.9526) loss_fgl_aux_3: 0.9469 (0.9523) loss_fgl_aux_4: 0.9467 (0.9523) loss_fgl_dn_0: 1.0799 (1.0783) loss_fgl_dn_1: 0.9707 (0.9753) loss_fgl_dn_2: 0.9642 (0.9663) loss_fgl_dn_3: 0.9657 (0.9671) loss_fgl_dn_4: 0.9667 (0.9676) loss_fgl_dn_5: 0.9666 (0.9676) loss_giou: 0.5294 (0.5402) loss_giou_aux_0: 0.5479 (0.5640) loss_giou_aux_1: 0.5359 (0.5456) loss_giou_aux_2: 0.5315 (0.5412) loss_giou_aux_3: 0.5298 (0.5403) loss_giou_aux_4: 0.5296 (0.5402) loss_giou_dn_0: 0.5403 (0.5379) loss_giou_dn_1: 0.4273 (0.4257) loss_giou_dn_2: 0.4172 (0.4088) loss_giou_dn_3: 0.4111 (0.4038) loss_giou_dn_4: 0.4102 (0.4027) loss_giou_dn_5: 0.4102 (0.4026) loss_giou_dn_pre: 0.5380 (0.5372) loss_giou_enc_0: 0.6294 (0.6324) loss_giou_pre: 0.5464 (0.5628) loss_ddf_aux_0: 0.0536 (0.0504) loss_ddf_aux_1: 0.0077 (0.0071) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2536 (0.2475) loss_ddf_dn_1: 0.0362 (0.0339) loss_ddf_dn_2: 0.0078 (0.0076) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6261 (0.6265) loss_vfl_aux_0: 0.6742 (0.6916) loss_vfl_aux_1: 0.6636 (0.6718) loss_vfl_aux_2: 0.6544 (0.6525) loss_vfl_aux_3: 0.6407 (0.6391) loss_vfl_aux_4: 0.6288 (0.6285) loss_vfl_dn_0: 0.4766 (0.4780) loss_vfl_dn_1: 0.4106 (0.4064) loss_vfl_dn_2: 0.3953 (0.3901) loss_vfl_dn_3: 0.3857 (0.3823) loss_vfl_dn_4: 0.3829 (0.3797) loss_vfl_dn_5: 0.3823 (0.3793) loss_vfl_dn_pre: 0.4774 (0.4784) loss_vfl_enc_0: 0.6749 (0.6990) loss_vfl_pre: 0.6799 (0.6937) time: 0.7539 data: 0.0280 max mem: 9142 Epoch: [70] [ 500/3696] eta: 0:40:54 lr: 0.000013 loss: 30.1758 (30.3285) loss_bbox: 0.1514 (0.1605) loss_bbox_aux_0: 0.1598 (0.1719) loss_bbox_aux_1: 0.1532 (0.1630) loss_bbox_aux_2: 0.1516 (0.1609) loss_bbox_aux_3: 0.1514 (0.1606) loss_bbox_aux_4: 0.1514 (0.1605) loss_bbox_dn_0: 0.2166 (0.2200) loss_bbox_dn_1: 0.1519 (0.1598) loss_bbox_dn_2: 0.1412 (0.1495) loss_bbox_dn_3: 0.1375 (0.1463) loss_bbox_dn_4: 0.1373 (0.1456) loss_bbox_dn_5: 0.1378 (0.1456) loss_bbox_dn_pre: 0.2181 (0.2259) loss_bbox_enc_0: 0.1943 (0.2029) loss_bbox_pre: 0.1626 (0.1721) loss_dfl: 0.9654 (0.9536) loss_fgl_aux_0: 0.9972 (0.9841) loss_fgl_aux_1: 0.9689 (0.9559) loss_fgl_aux_2: 0.9667 (0.9538) loss_fgl_aux_3: 0.9659 (0.9536) loss_fgl_aux_4: 0.9654 (0.9536) loss_fgl_dn_0: 1.0867 (1.0790) loss_fgl_dn_1: 0.9827 (0.9759) loss_fgl_dn_2: 0.9746 (0.9669) loss_fgl_dn_3: 0.9753 (0.9676) loss_fgl_dn_4: 0.9757 (0.9681) loss_fgl_dn_5: 0.9757 (0.9681) loss_giou: 0.5127 (0.5385) loss_giou_aux_0: 0.5331 (0.5626) loss_giou_aux_1: 0.5189 (0.5439) loss_giou_aux_2: 0.5140 (0.5396) loss_giou_aux_3: 0.5138 (0.5386) loss_giou_aux_4: 0.5128 (0.5385) loss_giou_dn_0: 0.5333 (0.5368) loss_giou_dn_1: 0.4109 (0.4244) loss_giou_dn_2: 0.3978 (0.4075) loss_giou_dn_3: 0.3909 (0.4025) loss_giou_dn_4: 0.3882 (0.4013) loss_giou_dn_5: 0.3881 (0.4013) loss_giou_dn_pre: 0.5339 (0.5361) loss_giou_enc_0: 0.6033 (0.6311) loss_giou_pre: 0.5320 (0.5614) loss_ddf_aux_0: 0.0479 (0.0511) loss_ddf_aux_1: 0.0068 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2440 (0.2495) loss_ddf_dn_1: 0.0329 (0.0343) loss_ddf_dn_2: 0.0083 (0.0078) loss_ddf_dn_3: 0.0010 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6275 (0.6254) loss_vfl_aux_0: 0.6976 (0.6912) loss_vfl_aux_1: 0.6732 (0.6707) loss_vfl_aux_2: 0.6512 (0.6512) loss_vfl_aux_3: 0.6407 (0.6373) loss_vfl_aux_4: 0.6306 (0.6276) loss_vfl_dn_0: 0.4796 (0.4778) loss_vfl_dn_1: 0.4079 (0.4060) loss_vfl_dn_2: 0.3896 (0.3898) loss_vfl_dn_3: 0.3816 (0.3819) loss_vfl_dn_4: 0.3799 (0.3793) loss_vfl_dn_5: 0.3791 (0.3789) loss_vfl_dn_pre: 0.4803 (0.4782) loss_vfl_enc_0: 0.6956 (0.6979) loss_vfl_pre: 0.6971 (0.6932) time: 0.7706 data: 0.0285 max mem: 9142 Epoch: [70] [ 600/3696] eta: 0:39:30 lr: 0.000013 loss: 30.6258 (30.3384) loss_bbox: 0.1557 (0.1611) loss_bbox_aux_0: 0.1678 (0.1727) loss_bbox_aux_1: 0.1595 (0.1637) loss_bbox_aux_2: 0.1563 (0.1616) loss_bbox_aux_3: 0.1559 (0.1613) loss_bbox_aux_4: 0.1557 (0.1612) loss_bbox_dn_0: 0.2225 (0.2205) loss_bbox_dn_1: 0.1595 (0.1601) loss_bbox_dn_2: 0.1519 (0.1499) loss_bbox_dn_3: 0.1464 (0.1467) loss_bbox_dn_4: 0.1463 (0.1460) loss_bbox_dn_5: 0.1462 (0.1460) loss_bbox_dn_pre: 0.2278 (0.2264) loss_bbox_enc_0: 0.1935 (0.2037) loss_bbox_pre: 0.1672 (0.1729) loss_dfl: 0.9508 (0.9541) loss_fgl_aux_0: 0.9844 (0.9847) loss_fgl_aux_1: 0.9550 (0.9564) loss_fgl_aux_2: 0.9516 (0.9542) loss_fgl_aux_3: 0.9508 (0.9541) loss_fgl_aux_4: 0.9507 (0.9541) loss_fgl_dn_0: 1.0760 (1.0789) loss_fgl_dn_1: 0.9826 (0.9756) loss_fgl_dn_2: 0.9770 (0.9666) loss_fgl_dn_3: 0.9771 (0.9673) loss_fgl_dn_4: 0.9774 (0.9678) loss_fgl_dn_5: 0.9775 (0.9678) loss_giou: 0.5486 (0.5382) loss_giou_aux_0: 0.5832 (0.5625) loss_giou_aux_1: 0.5576 (0.5437) loss_giou_aux_2: 0.5466 (0.5394) loss_giou_aux_3: 0.5487 (0.5384) loss_giou_aux_4: 0.5488 (0.5382) loss_giou_dn_0: 0.5408 (0.5366) loss_giou_dn_1: 0.4303 (0.4241) loss_giou_dn_2: 0.4155 (0.4070) loss_giou_dn_3: 0.4135 (0.4020) loss_giou_dn_4: 0.4129 (0.4009) loss_giou_dn_5: 0.4129 (0.4009) loss_giou_dn_pre: 0.5403 (0.5360) loss_giou_enc_0: 0.6559 (0.6314) loss_giou_pre: 0.5803 (0.5613) loss_ddf_aux_0: 0.0533 (0.0514) loss_ddf_aux_1: 0.0080 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2603 (0.2507) loss_ddf_dn_1: 0.0345 (0.0347) loss_ddf_dn_2: 0.0077 (0.0079) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6238 (0.6256) loss_vfl_aux_0: 0.6986 (0.6912) loss_vfl_aux_1: 0.6638 (0.6708) loss_vfl_aux_2: 0.6504 (0.6513) loss_vfl_aux_3: 0.6412 (0.6374) loss_vfl_aux_4: 0.6242 (0.6278) loss_vfl_dn_0: 0.4749 (0.4779) loss_vfl_dn_1: 0.4092 (0.4061) loss_vfl_dn_2: 0.3951 (0.3898) loss_vfl_dn_3: 0.3865 (0.3819) loss_vfl_dn_4: 0.3837 (0.3793) loss_vfl_dn_5: 0.3829 (0.3788) loss_vfl_dn_pre: 0.4750 (0.4783) loss_vfl_enc_0: 0.6903 (0.6983) loss_vfl_pre: 0.6969 (0.6932) time: 0.7580 data: 0.0257 max mem: 9142 Epoch: [70] [ 700/3696] eta: 0:38:27 lr: 0.000013 loss: 30.1873 (30.3462) loss_bbox: 0.1512 (0.1611) loss_bbox_aux_0: 0.1580 (0.1726) loss_bbox_aux_1: 0.1545 (0.1637) loss_bbox_aux_2: 0.1519 (0.1616) loss_bbox_aux_3: 0.1514 (0.1612) loss_bbox_aux_4: 0.1512 (0.1611) loss_bbox_dn_0: 0.2100 (0.2204) loss_bbox_dn_1: 0.1626 (0.1603) loss_bbox_dn_2: 0.1479 (0.1500) loss_bbox_dn_3: 0.1403 (0.1468) loss_bbox_dn_4: 0.1381 (0.1461) loss_bbox_dn_5: 0.1381 (0.1461) loss_bbox_dn_pre: 0.2171 (0.2263) loss_bbox_enc_0: 0.1896 (0.2034) loss_bbox_pre: 0.1588 (0.1728) loss_dfl: 0.9605 (0.9547) loss_fgl_aux_0: 0.9796 (0.9853) loss_fgl_aux_1: 0.9613 (0.9570) loss_fgl_aux_2: 0.9596 (0.9549) loss_fgl_aux_3: 0.9603 (0.9548) loss_fgl_aux_4: 0.9606 (0.9547) loss_fgl_dn_0: 1.0810 (1.0788) loss_fgl_dn_1: 0.9737 (0.9755) loss_fgl_dn_2: 0.9667 (0.9667) loss_fgl_dn_3: 0.9673 (0.9674) loss_fgl_dn_4: 0.9677 (0.9679) loss_fgl_dn_5: 0.9676 (0.9679) loss_giou: 0.5421 (0.5380) loss_giou_aux_0: 0.5654 (0.5621) loss_giou_aux_1: 0.5445 (0.5435) loss_giou_aux_2: 0.5414 (0.5391) loss_giou_aux_3: 0.5410 (0.5381) loss_giou_aux_4: 0.5420 (0.5379) loss_giou_dn_0: 0.5234 (0.5367) loss_giou_dn_1: 0.4159 (0.4241) loss_giou_dn_2: 0.3984 (0.4071) loss_giou_dn_3: 0.3943 (0.4021) loss_giou_dn_4: 0.3932 (0.4009) loss_giou_dn_5: 0.3931 (0.4009) loss_giou_dn_pre: 0.5230 (0.5361) loss_giou_enc_0: 0.6261 (0.6307) loss_giou_pre: 0.5644 (0.5609) loss_ddf_aux_0: 0.0529 (0.0516) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2502 (0.2505) loss_ddf_dn_1: 0.0339 (0.0346) loss_ddf_dn_2: 0.0081 (0.0078) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6316 (0.6264) loss_vfl_aux_0: 0.6887 (0.6918) loss_vfl_aux_1: 0.6654 (0.6707) loss_vfl_aux_2: 0.6561 (0.6519) loss_vfl_aux_3: 0.6447 (0.6380) loss_vfl_aux_4: 0.6324 (0.6286) loss_vfl_dn_0: 0.4798 (0.4780) loss_vfl_dn_1: 0.4130 (0.4063) loss_vfl_dn_2: 0.3973 (0.3901) loss_vfl_dn_3: 0.3886 (0.3822) loss_vfl_dn_4: 0.3860 (0.3796) loss_vfl_dn_5: 0.3864 (0.3791) loss_vfl_dn_pre: 0.4801 (0.4784) loss_vfl_enc_0: 0.7208 (0.6994) loss_vfl_pre: 0.6906 (0.6939) time: 0.7672 data: 0.0256 max mem: 9142 Epoch: [70] [ 800/3696] eta: 0:37:00 lr: 0.000013 loss: 30.2539 (30.3541) loss_bbox: 0.1531 (0.1612) loss_bbox_aux_0: 0.1673 (0.1728) loss_bbox_aux_1: 0.1564 (0.1638) loss_bbox_aux_2: 0.1533 (0.1617) loss_bbox_aux_3: 0.1525 (0.1613) loss_bbox_aux_4: 0.1531 (0.1612) loss_bbox_dn_0: 0.1992 (0.2201) loss_bbox_dn_1: 0.1516 (0.1601) loss_bbox_dn_2: 0.1336 (0.1499) loss_bbox_dn_3: 0.1295 (0.1467) loss_bbox_dn_4: 0.1289 (0.1460) loss_bbox_dn_5: 0.1289 (0.1460) loss_bbox_dn_pre: 0.2148 (0.2260) loss_bbox_enc_0: 0.1915 (0.2034) loss_bbox_pre: 0.1667 (0.1729) loss_dfl: 0.9485 (0.9539) loss_fgl_aux_0: 0.9883 (0.9842) loss_fgl_aux_1: 0.9550 (0.9562) loss_fgl_aux_2: 0.9474 (0.9541) loss_fgl_aux_3: 0.9482 (0.9539) loss_fgl_aux_4: 0.9484 (0.9539) loss_fgl_dn_0: 1.0784 (1.0785) loss_fgl_dn_1: 0.9665 (0.9755) loss_fgl_dn_2: 0.9565 (0.9667) loss_fgl_dn_3: 0.9558 (0.9674) loss_fgl_dn_4: 0.9561 (0.9679) loss_fgl_dn_5: 0.9561 (0.9679) loss_giou: 0.5049 (0.5394) loss_giou_aux_0: 0.5223 (0.5636) loss_giou_aux_1: 0.5083 (0.5450) loss_giou_aux_2: 0.5051 (0.5405) loss_giou_aux_3: 0.5046 (0.5395) loss_giou_aux_4: 0.5049 (0.5394) loss_giou_dn_0: 0.5300 (0.5371) loss_giou_dn_1: 0.4105 (0.4245) loss_giou_dn_2: 0.3949 (0.4074) loss_giou_dn_3: 0.3895 (0.4024) loss_giou_dn_4: 0.3892 (0.4013) loss_giou_dn_5: 0.3895 (0.4013) loss_giou_dn_pre: 0.5277 (0.5365) loss_giou_enc_0: 0.5956 (0.6320) loss_giou_pre: 0.5193 (0.5624) loss_ddf_aux_0: 0.0540 (0.0515) loss_ddf_aux_1: 0.0078 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2491 (0.2501) loss_ddf_dn_1: 0.0318 (0.0345) loss_ddf_dn_2: 0.0074 (0.0079) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6393 (0.6266) loss_vfl_aux_0: 0.6837 (0.6913) loss_vfl_aux_1: 0.6670 (0.6710) loss_vfl_aux_2: 0.6488 (0.6522) loss_vfl_aux_3: 0.6492 (0.6383) loss_vfl_aux_4: 0.6362 (0.6289) loss_vfl_dn_0: 0.4812 (0.4780) loss_vfl_dn_1: 0.4095 (0.4064) loss_vfl_dn_2: 0.3913 (0.3902) loss_vfl_dn_3: 0.3854 (0.3822) loss_vfl_dn_4: 0.3829 (0.3795) loss_vfl_dn_5: 0.3833 (0.3791) loss_vfl_dn_pre: 0.4810 (0.4784) loss_vfl_enc_0: 0.6956 (0.6992) loss_vfl_pre: 0.6785 (0.6933) time: 0.7120 data: 0.0258 max mem: 9142 Epoch: [70] [ 900/3696] eta: 0:35:42 lr: 0.000013 loss: 30.5713 (30.3566) loss_bbox: 0.1624 (0.1613) loss_bbox_aux_0: 0.1749 (0.1728) loss_bbox_aux_1: 0.1660 (0.1639) loss_bbox_aux_2: 0.1648 (0.1618) loss_bbox_aux_3: 0.1627 (0.1614) loss_bbox_aux_4: 0.1624 (0.1613) loss_bbox_dn_0: 0.2263 (0.2208) loss_bbox_dn_1: 0.1635 (0.1608) loss_bbox_dn_2: 0.1520 (0.1506) loss_bbox_dn_3: 0.1482 (0.1474) loss_bbox_dn_4: 0.1478 (0.1467) loss_bbox_dn_5: 0.1477 (0.1467) loss_bbox_dn_pre: 0.2306 (0.2267) loss_bbox_enc_0: 0.2052 (0.2036) loss_bbox_pre: 0.1734 (0.1730) loss_dfl: 0.9724 (0.9548) loss_fgl_aux_0: 0.9965 (0.9852) loss_fgl_aux_1: 0.9733 (0.9571) loss_fgl_aux_2: 0.9717 (0.9550) loss_fgl_aux_3: 0.9713 (0.9548) loss_fgl_aux_4: 0.9723 (0.9548) loss_fgl_dn_0: 1.0843 (1.0787) loss_fgl_dn_1: 0.9803 (0.9755) loss_fgl_dn_2: 0.9740 (0.9667) loss_fgl_dn_3: 0.9742 (0.9674) loss_fgl_dn_4: 0.9745 (0.9679) loss_fgl_dn_5: 0.9745 (0.9679) loss_giou: 0.5009 (0.5376) loss_giou_aux_0: 0.5221 (0.5619) loss_giou_aux_1: 0.5103 (0.5432) loss_giou_aux_2: 0.5022 (0.5387) loss_giou_aux_3: 0.5016 (0.5377) loss_giou_aux_4: 0.5009 (0.5376) loss_giou_dn_0: 0.5491 (0.5366) loss_giou_dn_1: 0.4221 (0.4240) loss_giou_dn_2: 0.4084 (0.4069) loss_giou_dn_3: 0.4058 (0.4019) loss_giou_dn_4: 0.4045 (0.4008) loss_giou_dn_5: 0.4046 (0.4008) loss_giou_dn_pre: 0.5483 (0.5361) loss_giou_enc_0: 0.5913 (0.6303) loss_giou_pre: 0.5201 (0.5607) loss_ddf_aux_0: 0.0493 (0.0515) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2485 (0.2496) loss_ddf_dn_1: 0.0363 (0.0343) loss_ddf_dn_2: 0.0076 (0.0078) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6400 (0.6279) loss_vfl_aux_0: 0.6860 (0.6920) loss_vfl_aux_1: 0.6740 (0.6721) loss_vfl_aux_2: 0.6711 (0.6538) loss_vfl_aux_3: 0.6481 (0.6397) loss_vfl_aux_4: 0.6412 (0.6303) loss_vfl_dn_0: 0.4736 (0.4781) loss_vfl_dn_1: 0.4040 (0.4065) loss_vfl_dn_2: 0.3878 (0.3903) loss_vfl_dn_3: 0.3803 (0.3824) loss_vfl_dn_4: 0.3792 (0.3797) loss_vfl_dn_5: 0.3786 (0.3792) loss_vfl_dn_pre: 0.4751 (0.4785) loss_vfl_enc_0: 0.7120 (0.7000) loss_vfl_pre: 0.6910 (0.6941) time: 0.7754 data: 0.0344 max mem: 9142 Epoch: [70] [1000/3696] eta: 0:34:31 lr: 0.000013 loss: 30.3924 (30.3639) loss_bbox: 0.1517 (0.1614) loss_bbox_aux_0: 0.1643 (0.1730) loss_bbox_aux_1: 0.1527 (0.1640) loss_bbox_aux_2: 0.1520 (0.1619) loss_bbox_aux_3: 0.1523 (0.1615) loss_bbox_aux_4: 0.1516 (0.1614) loss_bbox_dn_0: 0.2191 (0.2213) loss_bbox_dn_1: 0.1495 (0.1612) loss_bbox_dn_2: 0.1462 (0.1509) loss_bbox_dn_3: 0.1449 (0.1478) loss_bbox_dn_4: 0.1446 (0.1470) loss_bbox_dn_5: 0.1447 (0.1470) loss_bbox_dn_pre: 0.2295 (0.2272) loss_bbox_enc_0: 0.1895 (0.2038) loss_bbox_pre: 0.1643 (0.1732) loss_dfl: 0.9684 (0.9551) loss_fgl_aux_0: 0.9975 (0.9856) loss_fgl_aux_1: 0.9706 (0.9573) loss_fgl_aux_2: 0.9685 (0.9552) loss_fgl_aux_3: 0.9686 (0.9551) loss_fgl_aux_4: 0.9684 (0.9551) loss_fgl_dn_0: 1.0774 (1.0789) loss_fgl_dn_1: 0.9725 (0.9756) loss_fgl_dn_2: 0.9647 (0.9668) loss_fgl_dn_3: 0.9652 (0.9675) loss_fgl_dn_4: 0.9662 (0.9680) loss_fgl_dn_5: 0.9662 (0.9680) loss_giou: 0.5310 (0.5370) loss_giou_aux_0: 0.5537 (0.5613) loss_giou_aux_1: 0.5321 (0.5426) loss_giou_aux_2: 0.5308 (0.5381) loss_giou_aux_3: 0.5307 (0.5371) loss_giou_aux_4: 0.5311 (0.5370) loss_giou_dn_0: 0.5418 (0.5368) loss_giou_dn_1: 0.4240 (0.4243) loss_giou_dn_2: 0.4046 (0.4071) loss_giou_dn_3: 0.4019 (0.4021) loss_giou_dn_4: 0.3999 (0.4010) loss_giou_dn_5: 0.3998 (0.4010) loss_giou_dn_pre: 0.5409 (0.5362) loss_giou_enc_0: 0.6284 (0.6299) loss_giou_pre: 0.5519 (0.5601) loss_ddf_aux_0: 0.0523 (0.0515) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2342 (0.2494) loss_ddf_dn_1: 0.0323 (0.0343) loss_ddf_dn_2: 0.0072 (0.0078) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6316 (0.6282) loss_vfl_aux_0: 0.6867 (0.6925) loss_vfl_aux_1: 0.6805 (0.6725) loss_vfl_aux_2: 0.6573 (0.6542) loss_vfl_aux_3: 0.6448 (0.6400) loss_vfl_aux_4: 0.6389 (0.6307) loss_vfl_dn_0: 0.4743 (0.4781) loss_vfl_dn_1: 0.4001 (0.4065) loss_vfl_dn_2: 0.3895 (0.3904) loss_vfl_dn_3: 0.3833 (0.3825) loss_vfl_dn_4: 0.3801 (0.3797) loss_vfl_dn_5: 0.3806 (0.3793) loss_vfl_dn_pre: 0.4750 (0.4785) loss_vfl_enc_0: 0.7080 (0.7007) loss_vfl_pre: 0.6896 (0.6946) time: 0.7485 data: 0.0289 max mem: 9142 Epoch: [70] [1100/3696] eta: 0:33:22 lr: 0.000013 loss: 30.5002 (30.3753) loss_bbox: 0.1384 (0.1614) loss_bbox_aux_0: 0.1442 (0.1730) loss_bbox_aux_1: 0.1403 (0.1640) loss_bbox_aux_2: 0.1391 (0.1619) loss_bbox_aux_3: 0.1386 (0.1615) loss_bbox_aux_4: 0.1385 (0.1614) loss_bbox_dn_0: 0.2010 (0.2209) loss_bbox_dn_1: 0.1419 (0.1609) loss_bbox_dn_2: 0.1348 (0.1506) loss_bbox_dn_3: 0.1268 (0.1475) loss_bbox_dn_4: 0.1244 (0.1468) loss_bbox_dn_5: 0.1244 (0.1468) loss_bbox_dn_pre: 0.2059 (0.2268) loss_bbox_enc_0: 0.1668 (0.2037) loss_bbox_pre: 0.1443 (0.1732) loss_dfl: 0.9593 (0.9554) loss_fgl_aux_0: 0.9849 (0.9860) loss_fgl_aux_1: 0.9559 (0.9577) loss_fgl_aux_2: 0.9594 (0.9556) loss_fgl_aux_3: 0.9593 (0.9555) loss_fgl_aux_4: 0.9592 (0.9554) loss_fgl_dn_0: 1.0837 (1.0791) loss_fgl_dn_1: 0.9830 (0.9761) loss_fgl_dn_2: 0.9755 (0.9673) loss_fgl_dn_3: 0.9743 (0.9680) loss_fgl_dn_4: 0.9738 (0.9685) loss_fgl_dn_5: 0.9738 (0.9685) loss_giou: 0.5345 (0.5375) loss_giou_aux_0: 0.5521 (0.5618) loss_giou_aux_1: 0.5329 (0.5431) loss_giou_aux_2: 0.5344 (0.5387) loss_giou_aux_3: 0.5335 (0.5376) loss_giou_aux_4: 0.5345 (0.5375) loss_giou_dn_0: 0.5298 (0.5371) loss_giou_dn_1: 0.4163 (0.4245) loss_giou_dn_2: 0.4047 (0.4074) loss_giou_dn_3: 0.4005 (0.4024) loss_giou_dn_4: 0.3990 (0.4013) loss_giou_dn_5: 0.3990 (0.4013) loss_giou_dn_pre: 0.5309 (0.5365) loss_giou_enc_0: 0.6151 (0.6304) loss_giou_pre: 0.5504 (0.5606) loss_ddf_aux_0: 0.0475 (0.0514) loss_ddf_aux_1: 0.0066 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2470 (0.2496) loss_ddf_dn_1: 0.0356 (0.0344) loss_ddf_dn_2: 0.0083 (0.0078) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6138 (0.6283) loss_vfl_aux_0: 0.6743 (0.6927) loss_vfl_aux_1: 0.6420 (0.6727) loss_vfl_aux_2: 0.6461 (0.6547) loss_vfl_aux_3: 0.6395 (0.6400) loss_vfl_aux_4: 0.6153 (0.6308) loss_vfl_dn_0: 0.4760 (0.4782) loss_vfl_dn_1: 0.4018 (0.4066) loss_vfl_dn_2: 0.3885 (0.3905) loss_vfl_dn_3: 0.3815 (0.3825) loss_vfl_dn_4: 0.3791 (0.3798) loss_vfl_dn_5: 0.3782 (0.3793) loss_vfl_dn_pre: 0.4766 (0.4786) loss_vfl_enc_0: 0.6851 (0.7009) loss_vfl_pre: 0.6743 (0.6948) time: 0.9461 data: 0.0256 max mem: 9142 Epoch: [70] [1200/3696] eta: 0:32:02 lr: 0.000013 loss: 30.8051 (30.3878) loss_bbox: 0.1519 (0.1616) loss_bbox_aux_0: 0.1644 (0.1732) loss_bbox_aux_1: 0.1541 (0.1642) loss_bbox_aux_2: 0.1539 (0.1621) loss_bbox_aux_3: 0.1527 (0.1617) loss_bbox_aux_4: 0.1519 (0.1616) loss_bbox_dn_0: 0.2075 (0.2210) loss_bbox_dn_1: 0.1463 (0.1610) loss_bbox_dn_2: 0.1392 (0.1507) loss_bbox_dn_3: 0.1385 (0.1475) loss_bbox_dn_4: 0.1374 (0.1468) loss_bbox_dn_5: 0.1374 (0.1468) loss_bbox_dn_pre: 0.2131 (0.2270) loss_bbox_enc_0: 0.1947 (0.2041) loss_bbox_pre: 0.1644 (0.1734) loss_dfl: 0.9577 (0.9556) loss_fgl_aux_0: 0.9819 (0.9861) loss_fgl_aux_1: 0.9581 (0.9578) loss_fgl_aux_2: 0.9567 (0.9558) loss_fgl_aux_3: 0.9573 (0.9556) loss_fgl_aux_4: 0.9578 (0.9556) loss_fgl_dn_0: 1.0815 (1.0794) loss_fgl_dn_1: 0.9799 (0.9765) loss_fgl_dn_2: 0.9705 (0.9677) loss_fgl_dn_3: 0.9721 (0.9684) loss_fgl_dn_4: 0.9724 (0.9688) loss_fgl_dn_5: 0.9724 (0.9689) loss_giou: 0.5502 (0.5377) loss_giou_aux_0: 0.5726 (0.5620) loss_giou_aux_1: 0.5539 (0.5433) loss_giou_aux_2: 0.5499 (0.5388) loss_giou_aux_3: 0.5494 (0.5378) loss_giou_aux_4: 0.5503 (0.5376) loss_giou_dn_0: 0.5390 (0.5373) loss_giou_dn_1: 0.4333 (0.4247) loss_giou_dn_2: 0.4197 (0.4077) loss_giou_dn_3: 0.4082 (0.4027) loss_giou_dn_4: 0.4066 (0.4015) loss_giou_dn_5: 0.4065 (0.4015) loss_giou_dn_pre: 0.5379 (0.5367) loss_giou_enc_0: 0.6420 (0.6308) loss_giou_pre: 0.5694 (0.5608) loss_ddf_aux_0: 0.0486 (0.0514) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2423 (0.2501) loss_ddf_dn_1: 0.0326 (0.0344) loss_ddf_dn_2: 0.0075 (0.0078) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6179 (0.6285) loss_vfl_aux_0: 0.6902 (0.6930) loss_vfl_aux_1: 0.6574 (0.6729) loss_vfl_aux_2: 0.6569 (0.6548) loss_vfl_aux_3: 0.6288 (0.6400) loss_vfl_aux_4: 0.6217 (0.6309) loss_vfl_dn_0: 0.4796 (0.4785) loss_vfl_dn_1: 0.4065 (0.4068) loss_vfl_dn_2: 0.3919 (0.3907) loss_vfl_dn_3: 0.3867 (0.3827) loss_vfl_dn_4: 0.3809 (0.3800) loss_vfl_dn_5: 0.3817 (0.3796) loss_vfl_dn_pre: 0.4816 (0.4789) loss_vfl_enc_0: 0.7035 (0.7015) loss_vfl_pre: 0.6916 (0.6951) time: 0.7584 data: 0.0342 max mem: 9142 Epoch: [70] [1300/3696] eta: 0:30:43 lr: 0.000013 loss: 30.1791 (30.3896) loss_bbox: 0.1704 (0.1617) loss_bbox_aux_0: 0.1807 (0.1733) loss_bbox_aux_1: 0.1715 (0.1644) loss_bbox_aux_2: 0.1717 (0.1623) loss_bbox_aux_3: 0.1704 (0.1618) loss_bbox_aux_4: 0.1703 (0.1618) loss_bbox_dn_0: 0.2201 (0.2209) loss_bbox_dn_1: 0.1618 (0.1609) loss_bbox_dn_2: 0.1495 (0.1506) loss_bbox_dn_3: 0.1454 (0.1474) loss_bbox_dn_4: 0.1439 (0.1467) loss_bbox_dn_5: 0.1440 (0.1467) loss_bbox_dn_pre: 0.2233 (0.2269) loss_bbox_enc_0: 0.2145 (0.2041) loss_bbox_pre: 0.1818 (0.1735) loss_dfl: 0.9552 (0.9555) loss_fgl_aux_0: 0.9875 (0.9860) loss_fgl_aux_1: 0.9590 (0.9578) loss_fgl_aux_2: 0.9550 (0.9557) loss_fgl_aux_3: 0.9556 (0.9556) loss_fgl_aux_4: 0.9551 (0.9555) loss_fgl_dn_0: 1.0756 (1.0792) loss_fgl_dn_1: 0.9690 (0.9764) loss_fgl_dn_2: 0.9608 (0.9676) loss_fgl_dn_3: 0.9606 (0.9682) loss_fgl_dn_4: 0.9606 (0.9687) loss_fgl_dn_5: 0.9605 (0.9687) loss_giou: 0.5134 (0.5383) loss_giou_aux_0: 0.5261 (0.5626) loss_giou_aux_1: 0.5129 (0.5438) loss_giou_aux_2: 0.5133 (0.5394) loss_giou_aux_3: 0.5121 (0.5384) loss_giou_aux_4: 0.5135 (0.5382) loss_giou_dn_0: 0.4959 (0.5375) loss_giou_dn_1: 0.3949 (0.4249) loss_giou_dn_2: 0.3761 (0.4079) loss_giou_dn_3: 0.3740 (0.4029) loss_giou_dn_4: 0.3732 (0.4017) loss_giou_dn_5: 0.3734 (0.4017) loss_giou_dn_pre: 0.4971 (0.5369) loss_giou_enc_0: 0.5922 (0.6315) loss_giou_pre: 0.5243 (0.5614) loss_ddf_aux_0: 0.0475 (0.0511) loss_ddf_aux_1: 0.0071 (0.0072) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2407 (0.2497) loss_ddf_dn_1: 0.0357 (0.0345) loss_ddf_dn_2: 0.0082 (0.0078) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6229 (0.6284) loss_vfl_aux_0: 0.6818 (0.6928) loss_vfl_aux_1: 0.6746 (0.6726) loss_vfl_aux_2: 0.6536 (0.6546) loss_vfl_aux_3: 0.6390 (0.6398) loss_vfl_aux_4: 0.6252 (0.6308) loss_vfl_dn_0: 0.4687 (0.4783) loss_vfl_dn_1: 0.4000 (0.4067) loss_vfl_dn_2: 0.3811 (0.3905) loss_vfl_dn_3: 0.3748 (0.3826) loss_vfl_dn_4: 0.3715 (0.3799) loss_vfl_dn_5: 0.3716 (0.3795) loss_vfl_dn_pre: 0.4691 (0.4787) loss_vfl_enc_0: 0.6718 (0.7015) loss_vfl_pre: 0.6843 (0.6950) time: 0.7522 data: 0.0297 max mem: 9142 Epoch: [70] [1400/3696] eta: 0:29:23 lr: 0.000013 loss: 30.3256 (30.3919) loss_bbox: 0.1526 (0.1615) loss_bbox_aux_0: 0.1619 (0.1730) loss_bbox_aux_1: 0.1558 (0.1641) loss_bbox_aux_2: 0.1539 (0.1620) loss_bbox_aux_3: 0.1527 (0.1616) loss_bbox_aux_4: 0.1526 (0.1615) loss_bbox_dn_0: 0.2142 (0.2204) loss_bbox_dn_1: 0.1563 (0.1605) loss_bbox_dn_2: 0.1440 (0.1503) loss_bbox_dn_3: 0.1374 (0.1471) loss_bbox_dn_4: 0.1357 (0.1464) loss_bbox_dn_5: 0.1357 (0.1464) loss_bbox_dn_pre: 0.2213 (0.2264) loss_bbox_enc_0: 0.1930 (0.2036) loss_bbox_pre: 0.1622 (0.1732) loss_dfl: 0.9479 (0.9555) loss_fgl_aux_0: 0.9726 (0.9858) loss_fgl_aux_1: 0.9523 (0.9578) loss_fgl_aux_2: 0.9493 (0.9557) loss_fgl_aux_3: 0.9489 (0.9555) loss_fgl_aux_4: 0.9479 (0.9555) loss_fgl_dn_0: 1.0688 (1.0792) loss_fgl_dn_1: 0.9721 (0.9766) loss_fgl_dn_2: 0.9672 (0.9678) loss_fgl_dn_3: 0.9682 (0.9685) loss_fgl_dn_4: 0.9685 (0.9690) loss_fgl_dn_5: 0.9684 (0.9690) loss_giou: 0.5776 (0.5392) loss_giou_aux_0: 0.5988 (0.5634) loss_giou_aux_1: 0.5825 (0.5448) loss_giou_aux_2: 0.5759 (0.5403) loss_giou_aux_3: 0.5765 (0.5393) loss_giou_aux_4: 0.5773 (0.5392) loss_giou_dn_0: 0.5455 (0.5378) loss_giou_dn_1: 0.4240 (0.4252) loss_giou_dn_2: 0.4090 (0.4082) loss_giou_dn_3: 0.4048 (0.4031) loss_giou_dn_4: 0.4041 (0.4020) loss_giou_dn_5: 0.4041 (0.4020) loss_giou_dn_pre: 0.5452 (0.5372) loss_giou_enc_0: 0.6492 (0.6324) loss_giou_pre: 0.5972 (0.5622) loss_ddf_aux_0: 0.0469 (0.0509) loss_ddf_aux_1: 0.0067 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2375 (0.2496) loss_ddf_dn_1: 0.0332 (0.0345) loss_ddf_dn_2: 0.0076 (0.0078) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6000 (0.6279) loss_vfl_aux_0: 0.6702 (0.6923) loss_vfl_aux_1: 0.6462 (0.6722) loss_vfl_aux_2: 0.6254 (0.6543) loss_vfl_aux_3: 0.6188 (0.6394) loss_vfl_aux_4: 0.6007 (0.6303) loss_vfl_dn_0: 0.4728 (0.4782) loss_vfl_dn_1: 0.4067 (0.4068) loss_vfl_dn_2: 0.3925 (0.3906) loss_vfl_dn_3: 0.3860 (0.3827) loss_vfl_dn_4: 0.3862 (0.3800) loss_vfl_dn_5: 0.3851 (0.3796) loss_vfl_dn_pre: 0.4742 (0.4787) loss_vfl_enc_0: 0.6730 (0.7011) loss_vfl_pre: 0.6921 (0.6946) time: 0.7394 data: 0.0274 max mem: 9142 Epoch: [70] [1500/3696] eta: 0:28:06 lr: 0.000013 loss: 29.8467 (30.3857) loss_bbox: 0.1553 (0.1615) loss_bbox_aux_0: 0.1699 (0.1730) loss_bbox_aux_1: 0.1610 (0.1641) loss_bbox_aux_2: 0.1568 (0.1620) loss_bbox_aux_3: 0.1555 (0.1616) loss_bbox_aux_4: 0.1554 (0.1615) loss_bbox_dn_0: 0.2049 (0.2204) loss_bbox_dn_1: 0.1523 (0.1605) loss_bbox_dn_2: 0.1448 (0.1503) loss_bbox_dn_3: 0.1434 (0.1471) loss_bbox_dn_4: 0.1423 (0.1464) loss_bbox_dn_5: 0.1423 (0.1464) loss_bbox_dn_pre: 0.2100 (0.2264) loss_bbox_enc_0: 0.2048 (0.2037) loss_bbox_pre: 0.1712 (0.1732) loss_dfl: 0.9460 (0.9558) loss_fgl_aux_0: 0.9760 (0.9861) loss_fgl_aux_1: 0.9516 (0.9581) loss_fgl_aux_2: 0.9456 (0.9560) loss_fgl_aux_3: 0.9461 (0.9558) loss_fgl_aux_4: 0.9460 (0.9558) loss_fgl_dn_0: 1.0782 (1.0791) loss_fgl_dn_1: 0.9642 (0.9764) loss_fgl_dn_2: 0.9565 (0.9676) loss_fgl_dn_3: 0.9561 (0.9683) loss_fgl_dn_4: 0.9569 (0.9688) loss_fgl_dn_5: 0.9569 (0.9688) loss_giou: 0.5086 (0.5381) loss_giou_aux_0: 0.5220 (0.5624) loss_giou_aux_1: 0.5094 (0.5437) loss_giou_aux_2: 0.5093 (0.5392) loss_giou_aux_3: 0.5089 (0.5383) loss_giou_aux_4: 0.5085 (0.5381) loss_giou_dn_0: 0.5100 (0.5374) loss_giou_dn_1: 0.4018 (0.4249) loss_giou_dn_2: 0.3805 (0.4078) loss_giou_dn_3: 0.3762 (0.4028) loss_giou_dn_4: 0.3740 (0.4017) loss_giou_dn_5: 0.3741 (0.4017) loss_giou_dn_pre: 0.5079 (0.5368) loss_giou_enc_0: 0.5817 (0.6316) loss_giou_pre: 0.5206 (0.5611) loss_ddf_aux_0: 0.0538 (0.0511) loss_ddf_aux_1: 0.0078 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2522 (0.2501) loss_ddf_dn_1: 0.0328 (0.0345) loss_ddf_dn_2: 0.0067 (0.0078) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6358 (0.6285) loss_vfl_aux_0: 0.6943 (0.6929) loss_vfl_aux_1: 0.6700 (0.6728) loss_vfl_aux_2: 0.6504 (0.6549) loss_vfl_aux_3: 0.6391 (0.6399) loss_vfl_aux_4: 0.6321 (0.6308) loss_vfl_dn_0: 0.4811 (0.4782) loss_vfl_dn_1: 0.4003 (0.4067) loss_vfl_dn_2: 0.3857 (0.3905) loss_vfl_dn_3: 0.3789 (0.3826) loss_vfl_dn_4: 0.3761 (0.3799) loss_vfl_dn_5: 0.3762 (0.3795) loss_vfl_dn_pre: 0.4828 (0.4787) loss_vfl_enc_0: 0.7050 (0.7013) loss_vfl_pre: 0.6959 (0.6952) time: 0.7716 data: 0.0285 max mem: 9142 Epoch: [70] [1600/3696] eta: 0:26:49 lr: 0.000013 loss: 30.6721 (30.4037) loss_bbox: 0.1648 (0.1618) loss_bbox_aux_0: 0.1796 (0.1734) loss_bbox_aux_1: 0.1691 (0.1644) loss_bbox_aux_2: 0.1676 (0.1623) loss_bbox_aux_3: 0.1652 (0.1619) loss_bbox_aux_4: 0.1647 (0.1618) loss_bbox_dn_0: 0.2191 (0.2207) loss_bbox_dn_1: 0.1480 (0.1606) loss_bbox_dn_2: 0.1352 (0.1504) loss_bbox_dn_3: 0.1319 (0.1472) loss_bbox_dn_4: 0.1312 (0.1464) loss_bbox_dn_5: 0.1312 (0.1464) loss_bbox_dn_pre: 0.2235 (0.2266) loss_bbox_enc_0: 0.2064 (0.2041) loss_bbox_pre: 0.1810 (0.1736) loss_dfl: 0.9541 (0.9561) loss_fgl_aux_0: 0.9839 (0.9865) loss_fgl_aux_1: 0.9533 (0.9584) loss_fgl_aux_2: 0.9542 (0.9562) loss_fgl_aux_3: 0.9546 (0.9561) loss_fgl_aux_4: 0.9542 (0.9561) loss_fgl_dn_0: 1.0756 (1.0795) loss_fgl_dn_1: 0.9908 (0.9766) loss_fgl_dn_2: 0.9865 (0.9679) loss_fgl_dn_3: 0.9863 (0.9685) loss_fgl_dn_4: 0.9870 (0.9690) loss_fgl_dn_5: 0.9870 (0.9690) loss_giou: 0.5371 (0.5384) loss_giou_aux_0: 0.5573 (0.5626) loss_giou_aux_1: 0.5385 (0.5439) loss_giou_aux_2: 0.5373 (0.5395) loss_giou_aux_3: 0.5369 (0.5385) loss_giou_aux_4: 0.5371 (0.5384) loss_giou_dn_0: 0.5401 (0.5376) loss_giou_dn_1: 0.4339 (0.4250) loss_giou_dn_2: 0.4168 (0.4080) loss_giou_dn_3: 0.4131 (0.4029) loss_giou_dn_4: 0.4125 (0.4018) loss_giou_dn_5: 0.4123 (0.4018) loss_giou_dn_pre: 0.5355 (0.5370) loss_giou_enc_0: 0.6443 (0.6321) loss_giou_pre: 0.5575 (0.5614) loss_ddf_aux_0: 0.0530 (0.0511) loss_ddf_aux_1: 0.0081 (0.0073) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2546 (0.2504) loss_ddf_dn_1: 0.0360 (0.0346) loss_ddf_dn_2: 0.0079 (0.0078) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6337 (0.6291) loss_vfl_aux_0: 0.6964 (0.6937) loss_vfl_aux_1: 0.6838 (0.6733) loss_vfl_aux_2: 0.6766 (0.6558) loss_vfl_aux_3: 0.6509 (0.6407) loss_vfl_aux_4: 0.6412 (0.6314) loss_vfl_dn_0: 0.4831 (0.4783) loss_vfl_dn_1: 0.4184 (0.4069) loss_vfl_dn_2: 0.3962 (0.3907) loss_vfl_dn_3: 0.3863 (0.3828) loss_vfl_dn_4: 0.3887 (0.3801) loss_vfl_dn_5: 0.3870 (0.3797) loss_vfl_dn_pre: 0.4833 (0.4788) loss_vfl_enc_0: 0.6928 (0.7018) loss_vfl_pre: 0.6984 (0.6960) time: 0.6988 data: 0.0231 max mem: 9142 Epoch: [70] [1700/3696] eta: 0:25:31 lr: 0.000013 loss: 29.7987 (30.4023) loss_bbox: 0.1449 (0.1617) loss_bbox_aux_0: 0.1537 (0.1733) loss_bbox_aux_1: 0.1459 (0.1644) loss_bbox_aux_2: 0.1441 (0.1622) loss_bbox_aux_3: 0.1448 (0.1618) loss_bbox_aux_4: 0.1449 (0.1617) loss_bbox_dn_0: 0.2150 (0.2209) loss_bbox_dn_1: 0.1479 (0.1608) loss_bbox_dn_2: 0.1338 (0.1505) loss_bbox_dn_3: 0.1306 (0.1473) loss_bbox_dn_4: 0.1296 (0.1466) loss_bbox_dn_5: 0.1295 (0.1466) loss_bbox_dn_pre: 0.2255 (0.2269) loss_bbox_enc_0: 0.1789 (0.2040) loss_bbox_pre: 0.1549 (0.1735) loss_dfl: 0.9745 (0.9563) loss_fgl_aux_0: 1.0097 (0.9869) loss_fgl_aux_1: 0.9777 (0.9587) loss_fgl_aux_2: 0.9751 (0.9565) loss_fgl_aux_3: 0.9742 (0.9564) loss_fgl_aux_4: 0.9745 (0.9563) loss_fgl_dn_0: 1.0804 (1.0796) loss_fgl_dn_1: 0.9800 (0.9768) loss_fgl_dn_2: 0.9754 (0.9680) loss_fgl_dn_3: 0.9760 (0.9687) loss_fgl_dn_4: 0.9763 (0.9692) loss_fgl_dn_5: 0.9763 (0.9692) loss_giou: 0.4729 (0.5378) loss_giou_aux_0: 0.4929 (0.5620) loss_giou_aux_1: 0.4782 (0.5433) loss_giou_aux_2: 0.4719 (0.5389) loss_giou_aux_3: 0.4740 (0.5379) loss_giou_aux_4: 0.4729 (0.5378) loss_giou_dn_0: 0.5199 (0.5372) loss_giou_dn_1: 0.4076 (0.4247) loss_giou_dn_2: 0.3874 (0.4076) loss_giou_dn_3: 0.3785 (0.4026) loss_giou_dn_4: 0.3771 (0.4014) loss_giou_dn_5: 0.3771 (0.4014) loss_giou_dn_pre: 0.5185 (0.5366) loss_giou_enc_0: 0.5659 (0.6315) loss_giou_pre: 0.4915 (0.5608) loss_ddf_aux_0: 0.0492 (0.0512) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2473 (0.2504) loss_ddf_dn_1: 0.0356 (0.0346) loss_ddf_dn_2: 0.0077 (0.0079) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6370 (0.6295) loss_vfl_aux_0: 0.7126 (0.6942) loss_vfl_aux_1: 0.6811 (0.6735) loss_vfl_aux_2: 0.6686 (0.6562) loss_vfl_aux_3: 0.6475 (0.6411) loss_vfl_aux_4: 0.6407 (0.6318) loss_vfl_dn_0: 0.4726 (0.4783) loss_vfl_dn_1: 0.3984 (0.4069) loss_vfl_dn_2: 0.3834 (0.3906) loss_vfl_dn_3: 0.3787 (0.3827) loss_vfl_dn_4: 0.3769 (0.3800) loss_vfl_dn_5: 0.3767 (0.3796) loss_vfl_dn_pre: 0.4716 (0.4788) loss_vfl_enc_0: 0.7241 (0.7024) loss_vfl_pre: 0.7139 (0.6965) time: 0.7597 data: 0.0307 max mem: 9142 Epoch: [70] [1800/3696] eta: 0:24:12 lr: 0.000013 loss: 30.3045 (30.3999) loss_bbox: 0.1581 (0.1613) loss_bbox_aux_0: 0.1685 (0.1729) loss_bbox_aux_1: 0.1640 (0.1640) loss_bbox_aux_2: 0.1597 (0.1619) loss_bbox_aux_3: 0.1585 (0.1614) loss_bbox_aux_4: 0.1582 (0.1613) loss_bbox_dn_0: 0.2065 (0.2207) loss_bbox_dn_1: 0.1461 (0.1605) loss_bbox_dn_2: 0.1362 (0.1503) loss_bbox_dn_3: 0.1343 (0.1471) loss_bbox_dn_4: 0.1342 (0.1463) loss_bbox_dn_5: 0.1342 (0.1463) loss_bbox_dn_pre: 0.2127 (0.2267) loss_bbox_enc_0: 0.2030 (0.2037) loss_bbox_pre: 0.1691 (0.1731) loss_dfl: 0.9652 (0.9565) loss_fgl_aux_0: 1.0037 (0.9871) loss_fgl_aux_1: 0.9699 (0.9589) loss_fgl_aux_2: 0.9667 (0.9567) loss_fgl_aux_3: 0.9656 (0.9565) loss_fgl_aux_4: 0.9651 (0.9565) loss_fgl_dn_0: 1.0792 (1.0796) loss_fgl_dn_1: 0.9733 (0.9768) loss_fgl_dn_2: 0.9634 (0.9681) loss_fgl_dn_3: 0.9634 (0.9687) loss_fgl_dn_4: 0.9636 (0.9692) loss_fgl_dn_5: 0.9637 (0.9692) loss_giou: 0.5063 (0.5375) loss_giou_aux_0: 0.5289 (0.5617) loss_giou_aux_1: 0.5167 (0.5430) loss_giou_aux_2: 0.5104 (0.5386) loss_giou_aux_3: 0.5075 (0.5376) loss_giou_aux_4: 0.5061 (0.5375) loss_giou_dn_0: 0.5289 (0.5371) loss_giou_dn_1: 0.4078 (0.4246) loss_giou_dn_2: 0.3866 (0.4075) loss_giou_dn_3: 0.3842 (0.4024) loss_giou_dn_4: 0.3852 (0.4013) loss_giou_dn_5: 0.3853 (0.4013) loss_giou_dn_pre: 0.5288 (0.5366) loss_giou_enc_0: 0.5986 (0.6312) loss_giou_pre: 0.5267 (0.5604) loss_ddf_aux_0: 0.0503 (0.0512) loss_ddf_aux_1: 0.0078 (0.0073) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2531 (0.2503) loss_ddf_dn_1: 0.0349 (0.0346) loss_ddf_dn_2: 0.0088 (0.0079) loss_ddf_dn_3: 0.0010 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6235 (0.6299) loss_vfl_aux_0: 0.7067 (0.6949) loss_vfl_aux_1: 0.6793 (0.6739) loss_vfl_aux_2: 0.6448 (0.6564) loss_vfl_aux_3: 0.6353 (0.6413) loss_vfl_aux_4: 0.6250 (0.6322) loss_vfl_dn_0: 0.4828 (0.4784) loss_vfl_dn_1: 0.4066 (0.4070) loss_vfl_dn_2: 0.3904 (0.3907) loss_vfl_dn_3: 0.3797 (0.3828) loss_vfl_dn_4: 0.3768 (0.3801) loss_vfl_dn_5: 0.3787 (0.3797) loss_vfl_dn_pre: 0.4839 (0.4789) loss_vfl_enc_0: 0.7076 (0.7030) loss_vfl_pre: 0.7121 (0.6972) time: 0.7447 data: 0.0270 max mem: 9142 Epoch: [70] [1900/3696] eta: 0:22:58 lr: 0.000013 loss: 30.4263 (30.3994) loss_bbox: 0.1404 (0.1611) loss_bbox_aux_0: 0.1562 (0.1727) loss_bbox_aux_1: 0.1450 (0.1638) loss_bbox_aux_2: 0.1413 (0.1617) loss_bbox_aux_3: 0.1409 (0.1612) loss_bbox_aux_4: 0.1404 (0.1611) loss_bbox_dn_0: 0.1991 (0.2205) loss_bbox_dn_1: 0.1464 (0.1603) loss_bbox_dn_2: 0.1355 (0.1501) loss_bbox_dn_3: 0.1320 (0.1469) loss_bbox_dn_4: 0.1312 (0.1461) loss_bbox_dn_5: 0.1312 (0.1461) loss_bbox_dn_pre: 0.2029 (0.2265) loss_bbox_enc_0: 0.1921 (0.2035) loss_bbox_pre: 0.1555 (0.1729) loss_dfl: 0.9450 (0.9566) loss_fgl_aux_0: 0.9731 (0.9872) loss_fgl_aux_1: 0.9487 (0.9589) loss_fgl_aux_2: 0.9443 (0.9567) loss_fgl_aux_3: 0.9456 (0.9566) loss_fgl_aux_4: 0.9450 (0.9566) loss_fgl_dn_0: 1.0776 (1.0797) loss_fgl_dn_1: 0.9753 (0.9770) loss_fgl_dn_2: 0.9680 (0.9682) loss_fgl_dn_3: 0.9701 (0.9689) loss_fgl_dn_4: 0.9711 (0.9694) loss_fgl_dn_5: 0.9711 (0.9694) loss_giou: 0.5528 (0.5377) loss_giou_aux_0: 0.5743 (0.5619) loss_giou_aux_1: 0.5590 (0.5433) loss_giou_aux_2: 0.5537 (0.5388) loss_giou_aux_3: 0.5525 (0.5378) loss_giou_aux_4: 0.5528 (0.5377) loss_giou_dn_0: 0.5500 (0.5374) loss_giou_dn_1: 0.4435 (0.4248) loss_giou_dn_2: 0.4259 (0.4077) loss_giou_dn_3: 0.4197 (0.4027) loss_giou_dn_4: 0.4192 (0.4015) loss_giou_dn_5: 0.4192 (0.4015) loss_giou_dn_pre: 0.5490 (0.5369) loss_giou_enc_0: 0.6507 (0.6316) loss_giou_pre: 0.5737 (0.5607) loss_ddf_aux_0: 0.0496 (0.0511) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2502 (0.2503) loss_ddf_dn_1: 0.0331 (0.0345) loss_ddf_dn_2: 0.0078 (0.0079) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6236 (0.6296) loss_vfl_aux_0: 0.6792 (0.6946) loss_vfl_aux_1: 0.6622 (0.6733) loss_vfl_aux_2: 0.6509 (0.6559) loss_vfl_aux_3: 0.6352 (0.6409) loss_vfl_aux_4: 0.6274 (0.6318) loss_vfl_dn_0: 0.4784 (0.4784) loss_vfl_dn_1: 0.4153 (0.4071) loss_vfl_dn_2: 0.4000 (0.3908) loss_vfl_dn_3: 0.3893 (0.3829) loss_vfl_dn_4: 0.3884 (0.3802) loss_vfl_dn_5: 0.3870 (0.3798) loss_vfl_dn_pre: 0.4791 (0.4789) loss_vfl_enc_0: 0.6855 (0.7031) loss_vfl_pre: 0.6760 (0.6969) time: 0.9086 data: 0.0298 max mem: 9142 Epoch: [70] [2000/3696] eta: 0:21:39 lr: 0.000013 loss: 29.9623 (30.3923) loss_bbox: 0.1584 (0.1612) loss_bbox_aux_0: 0.1667 (0.1727) loss_bbox_aux_1: 0.1592 (0.1638) loss_bbox_aux_2: 0.1586 (0.1617) loss_bbox_aux_3: 0.1584 (0.1612) loss_bbox_aux_4: 0.1584 (0.1612) loss_bbox_dn_0: 0.2044 (0.2207) loss_bbox_dn_1: 0.1506 (0.1606) loss_bbox_dn_2: 0.1442 (0.1503) loss_bbox_dn_3: 0.1396 (0.1471) loss_bbox_dn_4: 0.1394 (0.1463) loss_bbox_dn_5: 0.1393 (0.1463) loss_bbox_dn_pre: 0.2124 (0.2267) loss_bbox_enc_0: 0.1980 (0.2036) loss_bbox_pre: 0.1672 (0.1729) loss_dfl: 0.9610 (0.9569) loss_fgl_aux_0: 0.9832 (0.9875) loss_fgl_aux_1: 0.9621 (0.9592) loss_fgl_aux_2: 0.9616 (0.9571) loss_fgl_aux_3: 0.9612 (0.9569) loss_fgl_aux_4: 0.9610 (0.9569) loss_fgl_dn_0: 1.0862 (1.0798) loss_fgl_dn_1: 0.9747 (0.9769) loss_fgl_dn_2: 0.9658 (0.9682) loss_fgl_dn_3: 0.9662 (0.9688) loss_fgl_dn_4: 0.9664 (0.9693) loss_fgl_dn_5: 0.9664 (0.9694) loss_giou: 0.5277 (0.5367) loss_giou_aux_0: 0.5448 (0.5609) loss_giou_aux_1: 0.5350 (0.5422) loss_giou_aux_2: 0.5281 (0.5378) loss_giou_aux_3: 0.5288 (0.5369) loss_giou_aux_4: 0.5278 (0.5367) loss_giou_dn_0: 0.5082 (0.5368) loss_giou_dn_1: 0.4000 (0.4243) loss_giou_dn_2: 0.3873 (0.4072) loss_giou_dn_3: 0.3787 (0.4022) loss_giou_dn_4: 0.3776 (0.4011) loss_giou_dn_5: 0.3776 (0.4011) loss_giou_dn_pre: 0.5084 (0.5363) loss_giou_enc_0: 0.6060 (0.6305) loss_giou_pre: 0.5419 (0.5596) loss_ddf_aux_0: 0.0486 (0.0510) loss_ddf_aux_1: 0.0067 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2383 (0.2500) loss_ddf_dn_1: 0.0305 (0.0344) loss_ddf_dn_2: 0.0077 (0.0078) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6352 (0.6297) loss_vfl_aux_0: 0.7151 (0.6949) loss_vfl_aux_1: 0.6890 (0.6736) loss_vfl_aux_2: 0.6689 (0.6561) loss_vfl_aux_3: 0.6542 (0.6411) loss_vfl_aux_4: 0.6391 (0.6319) loss_vfl_dn_0: 0.4780 (0.4784) loss_vfl_dn_1: 0.4016 (0.4070) loss_vfl_dn_2: 0.3825 (0.3906) loss_vfl_dn_3: 0.3786 (0.3827) loss_vfl_dn_4: 0.3731 (0.3800) loss_vfl_dn_5: 0.3728 (0.3796) loss_vfl_dn_pre: 0.4782 (0.4789) loss_vfl_enc_0: 0.7231 (0.7036) loss_vfl_pre: 0.7148 (0.6972) time: 0.7582 data: 0.0278 max mem: 9142 Epoch: [70] [2100/3696] eta: 0:20:21 lr: 0.000013 loss: 30.3731 (30.3992) loss_bbox: 0.1502 (0.1609) loss_bbox_aux_0: 0.1623 (0.1724) loss_bbox_aux_1: 0.1519 (0.1635) loss_bbox_aux_2: 0.1504 (0.1614) loss_bbox_aux_3: 0.1503 (0.1610) loss_bbox_aux_4: 0.1502 (0.1609) loss_bbox_dn_0: 0.2046 (0.2202) loss_bbox_dn_1: 0.1428 (0.1602) loss_bbox_dn_2: 0.1341 (0.1500) loss_bbox_dn_3: 0.1319 (0.1468) loss_bbox_dn_4: 0.1314 (0.1460) loss_bbox_dn_5: 0.1315 (0.1460) loss_bbox_dn_pre: 0.2078 (0.2262) loss_bbox_enc_0: 0.1871 (0.2033) loss_bbox_pre: 0.1603 (0.1726) loss_dfl: 0.9630 (0.9571) loss_fgl_aux_0: 0.9934 (0.9876) loss_fgl_aux_1: 0.9647 (0.9594) loss_fgl_aux_2: 0.9622 (0.9573) loss_fgl_aux_3: 0.9629 (0.9571) loss_fgl_aux_4: 0.9630 (0.9571) loss_fgl_dn_0: 1.0861 (1.0799) loss_fgl_dn_1: 0.9882 (0.9772) loss_fgl_dn_2: 0.9769 (0.9685) loss_fgl_dn_3: 0.9774 (0.9691) loss_fgl_dn_4: 0.9780 (0.9696) loss_fgl_dn_5: 0.9780 (0.9696) loss_giou: 0.5424 (0.5375) loss_giou_aux_0: 0.5710 (0.5617) loss_giou_aux_1: 0.5504 (0.5429) loss_giou_aux_2: 0.5420 (0.5385) loss_giou_aux_3: 0.5419 (0.5376) loss_giou_aux_4: 0.5425 (0.5374) loss_giou_dn_0: 0.5506 (0.5373) loss_giou_dn_1: 0.4316 (0.4246) loss_giou_dn_2: 0.4161 (0.4076) loss_giou_dn_3: 0.4077 (0.4026) loss_giou_dn_4: 0.4060 (0.4014) loss_giou_dn_5: 0.4060 (0.4014) loss_giou_dn_pre: 0.5482 (0.5367) loss_giou_enc_0: 0.6504 (0.6312) loss_giou_pre: 0.5700 (0.5604) loss_ddf_aux_0: 0.0511 (0.0510) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2447 (0.2500) loss_ddf_dn_1: 0.0333 (0.0344) loss_ddf_dn_2: 0.0069 (0.0078) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6176 (0.6297) loss_vfl_aux_0: 0.6658 (0.6948) loss_vfl_aux_1: 0.6393 (0.6734) loss_vfl_aux_2: 0.6335 (0.6560) loss_vfl_aux_3: 0.6323 (0.6410) loss_vfl_aux_4: 0.6219 (0.6320) loss_vfl_dn_0: 0.4808 (0.4784) loss_vfl_dn_1: 0.4108 (0.4072) loss_vfl_dn_2: 0.3951 (0.3908) loss_vfl_dn_3: 0.3847 (0.3829) loss_vfl_dn_4: 0.3824 (0.3802) loss_vfl_dn_5: 0.3803 (0.3798) loss_vfl_dn_pre: 0.4802 (0.4789) loss_vfl_enc_0: 0.6748 (0.7035) loss_vfl_pre: 0.6768 (0.6971) time: 0.7453 data: 0.0294 max mem: 9142 Epoch: [70] [2200/3696] eta: 0:19:04 lr: 0.000013 loss: 30.7295 (30.4050) loss_bbox: 0.1599 (0.1609) loss_bbox_aux_0: 0.1711 (0.1724) loss_bbox_aux_1: 0.1636 (0.1635) loss_bbox_aux_2: 0.1582 (0.1614) loss_bbox_aux_3: 0.1594 (0.1610) loss_bbox_aux_4: 0.1599 (0.1609) loss_bbox_dn_0: 0.2179 (0.2202) loss_bbox_dn_1: 0.1550 (0.1602) loss_bbox_dn_2: 0.1455 (0.1500) loss_bbox_dn_3: 0.1430 (0.1468) loss_bbox_dn_4: 0.1421 (0.1460) loss_bbox_dn_5: 0.1421 (0.1460) loss_bbox_dn_pre: 0.2215 (0.2262) loss_bbox_enc_0: 0.2097 (0.2032) loss_bbox_pre: 0.1715 (0.1726) loss_dfl: 0.9615 (0.9570) loss_fgl_aux_0: 0.9879 (0.9875) loss_fgl_aux_1: 0.9619 (0.9593) loss_fgl_aux_2: 0.9621 (0.9572) loss_fgl_aux_3: 0.9619 (0.9571) loss_fgl_aux_4: 0.9616 (0.9570) loss_fgl_dn_0: 1.0841 (1.0799) loss_fgl_dn_1: 0.9854 (0.9773) loss_fgl_dn_2: 0.9798 (0.9686) loss_fgl_dn_3: 0.9816 (0.9692) loss_fgl_dn_4: 0.9822 (0.9697) loss_fgl_dn_5: 0.9822 (0.9697) loss_giou: 0.5565 (0.5379) loss_giou_aux_0: 0.5826 (0.5622) loss_giou_aux_1: 0.5614 (0.5435) loss_giou_aux_2: 0.5548 (0.5390) loss_giou_aux_3: 0.5559 (0.5381) loss_giou_aux_4: 0.5564 (0.5379) loss_giou_dn_0: 0.5516 (0.5376) loss_giou_dn_1: 0.4350 (0.4249) loss_giou_dn_2: 0.4190 (0.4078) loss_giou_dn_3: 0.4100 (0.4028) loss_giou_dn_4: 0.4086 (0.4016) loss_giou_dn_5: 0.4086 (0.4016) loss_giou_dn_pre: 0.5493 (0.5370) loss_giou_enc_0: 0.6566 (0.6318) loss_giou_pre: 0.5800 (0.5609) loss_ddf_aux_0: 0.0484 (0.0511) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2351 (0.2500) loss_ddf_dn_1: 0.0329 (0.0344) loss_ddf_dn_2: 0.0074 (0.0078) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6277 (0.6298) loss_vfl_aux_0: 0.6981 (0.6948) loss_vfl_aux_1: 0.6758 (0.6733) loss_vfl_aux_2: 0.6642 (0.6561) loss_vfl_aux_3: 0.6427 (0.6410) loss_vfl_aux_4: 0.6342 (0.6321) loss_vfl_dn_0: 0.4781 (0.4784) loss_vfl_dn_1: 0.4086 (0.4072) loss_vfl_dn_2: 0.3941 (0.3909) loss_vfl_dn_3: 0.3894 (0.3830) loss_vfl_dn_4: 0.3870 (0.3803) loss_vfl_dn_5: 0.3851 (0.3798) loss_vfl_dn_pre: 0.4788 (0.4789) loss_vfl_enc_0: 0.6927 (0.7033) loss_vfl_pre: 0.6954 (0.6970) time: 0.7584 data: 0.0325 max mem: 9142 Epoch: [70] [2300/3696] eta: 0:17:48 lr: 0.000013 loss: 30.6861 (30.4060) loss_bbox: 0.1617 (0.1609) loss_bbox_aux_0: 0.1747 (0.1724) loss_bbox_aux_1: 0.1662 (0.1635) loss_bbox_aux_2: 0.1634 (0.1614) loss_bbox_aux_3: 0.1619 (0.1610) loss_bbox_aux_4: 0.1617 (0.1609) loss_bbox_dn_0: 0.2208 (0.2203) loss_bbox_dn_1: 0.1632 (0.1602) loss_bbox_dn_2: 0.1492 (0.1500) loss_bbox_dn_3: 0.1449 (0.1468) loss_bbox_dn_4: 0.1445 (0.1460) loss_bbox_dn_5: 0.1445 (0.1460) loss_bbox_dn_pre: 0.2299 (0.2263) loss_bbox_enc_0: 0.2025 (0.2033) loss_bbox_pre: 0.1736 (0.1726) loss_dfl: 0.9637 (0.9569) loss_fgl_aux_0: 1.0032 (0.9875) loss_fgl_aux_1: 0.9659 (0.9592) loss_fgl_aux_2: 0.9636 (0.9571) loss_fgl_aux_3: 0.9641 (0.9569) loss_fgl_aux_4: 0.9638 (0.9569) loss_fgl_dn_0: 1.0807 (1.0799) loss_fgl_dn_1: 0.9810 (0.9773) loss_fgl_dn_2: 0.9711 (0.9685) loss_fgl_dn_3: 0.9716 (0.9692) loss_fgl_dn_4: 0.9719 (0.9697) loss_fgl_dn_5: 0.9719 (0.9697) loss_giou: 0.5051 (0.5381) loss_giou_aux_0: 0.5317 (0.5624) loss_giou_aux_1: 0.5134 (0.5436) loss_giou_aux_2: 0.5079 (0.5391) loss_giou_aux_3: 0.5050 (0.5382) loss_giou_aux_4: 0.5050 (0.5381) loss_giou_dn_0: 0.5320 (0.5375) loss_giou_dn_1: 0.4201 (0.4249) loss_giou_dn_2: 0.3998 (0.4078) loss_giou_dn_3: 0.3923 (0.4028) loss_giou_dn_4: 0.3907 (0.4016) loss_giou_dn_5: 0.3907 (0.4016) loss_giou_dn_pre: 0.5299 (0.5370) loss_giou_enc_0: 0.6079 (0.6320) loss_giou_pre: 0.5312 (0.5611) loss_ddf_aux_0: 0.0504 (0.0511) loss_ddf_aux_1: 0.0078 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2492 (0.2501) loss_ddf_dn_1: 0.0353 (0.0345) loss_ddf_dn_2: 0.0076 (0.0079) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6443 (0.6298) loss_vfl_aux_0: 0.7059 (0.6947) loss_vfl_aux_1: 0.6776 (0.6734) loss_vfl_aux_2: 0.6592 (0.6562) loss_vfl_aux_3: 0.6577 (0.6411) loss_vfl_aux_4: 0.6441 (0.6321) loss_vfl_dn_0: 0.4764 (0.4784) loss_vfl_dn_1: 0.4055 (0.4073) loss_vfl_dn_2: 0.3946 (0.3909) loss_vfl_dn_3: 0.3862 (0.3830) loss_vfl_dn_4: 0.3797 (0.3803) loss_vfl_dn_5: 0.3790 (0.3799) loss_vfl_dn_pre: 0.4771 (0.4789) loss_vfl_enc_0: 0.7147 (0.7033) loss_vfl_pre: 0.7081 (0.6970) time: 0.7688 data: 0.0299 max mem: 9142 Epoch: [70] [2400/3696] eta: 0:16:31 lr: 0.000013 loss: 30.8223 (30.4041) loss_bbox: 0.1589 (0.1610) loss_bbox_aux_0: 0.1700 (0.1726) loss_bbox_aux_1: 0.1628 (0.1636) loss_bbox_aux_2: 0.1596 (0.1615) loss_bbox_aux_3: 0.1593 (0.1611) loss_bbox_aux_4: 0.1589 (0.1610) loss_bbox_dn_0: 0.2204 (0.2205) loss_bbox_dn_1: 0.1609 (0.1605) loss_bbox_dn_2: 0.1533 (0.1503) loss_bbox_dn_3: 0.1517 (0.1470) loss_bbox_dn_4: 0.1496 (0.1463) loss_bbox_dn_5: 0.1496 (0.1463) loss_bbox_dn_pre: 0.2305 (0.2265) loss_bbox_enc_0: 0.2022 (0.2035) loss_bbox_pre: 0.1696 (0.1728) loss_dfl: 0.9595 (0.9569) loss_fgl_aux_0: 0.9935 (0.9875) loss_fgl_aux_1: 0.9630 (0.9592) loss_fgl_aux_2: 0.9597 (0.9571) loss_fgl_aux_3: 0.9591 (0.9570) loss_fgl_aux_4: 0.9595 (0.9569) loss_fgl_dn_0: 1.0785 (1.0799) loss_fgl_dn_1: 0.9746 (0.9772) loss_fgl_dn_2: 0.9656 (0.9684) loss_fgl_dn_3: 0.9655 (0.9691) loss_fgl_dn_4: 0.9665 (0.9696) loss_fgl_dn_5: 0.9665 (0.9696) loss_giou: 0.5048 (0.5378) loss_giou_aux_0: 0.5326 (0.5621) loss_giou_aux_1: 0.5113 (0.5433) loss_giou_aux_2: 0.5052 (0.5388) loss_giou_aux_3: 0.5056 (0.5379) loss_giou_aux_4: 0.5049 (0.5378) loss_giou_dn_0: 0.5307 (0.5373) loss_giou_dn_1: 0.4156 (0.4246) loss_giou_dn_2: 0.3977 (0.4076) loss_giou_dn_3: 0.3921 (0.4026) loss_giou_dn_4: 0.3903 (0.4014) loss_giou_dn_5: 0.3902 (0.4014) loss_giou_dn_pre: 0.5295 (0.5367) loss_giou_enc_0: 0.6025 (0.6316) loss_giou_pre: 0.5301 (0.5608) loss_ddf_aux_0: 0.0468 (0.0511) loss_ddf_aux_1: 0.0067 (0.0073) loss_ddf_aux_2: 0.0012 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2396 (0.2499) loss_ddf_dn_1: 0.0322 (0.0344) loss_ddf_dn_2: 0.0069 (0.0078) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6432 (0.6298) loss_vfl_aux_0: 0.6947 (0.6947) loss_vfl_aux_1: 0.6779 (0.6734) loss_vfl_aux_2: 0.6576 (0.6562) loss_vfl_aux_3: 0.6425 (0.6411) loss_vfl_aux_4: 0.6449 (0.6321) loss_vfl_dn_0: 0.4811 (0.4785) loss_vfl_dn_1: 0.4054 (0.4072) loss_vfl_dn_2: 0.3924 (0.3908) loss_vfl_dn_3: 0.3816 (0.3830) loss_vfl_dn_4: 0.3771 (0.3802) loss_vfl_dn_5: 0.3757 (0.3798) loss_vfl_dn_pre: 0.4815 (0.4789) loss_vfl_enc_0: 0.7078 (0.7035) loss_vfl_pre: 0.7023 (0.6970) time: 0.7572 data: 0.0299 max mem: 9142 Epoch: [70] [2500/3696] eta: 0:15:14 lr: 0.000013 loss: 30.8192 (30.4078) loss_bbox: 0.1660 (0.1611) loss_bbox_aux_0: 0.1726 (0.1727) loss_bbox_aux_1: 0.1656 (0.1637) loss_bbox_aux_2: 0.1652 (0.1617) loss_bbox_aux_3: 0.1658 (0.1612) loss_bbox_aux_4: 0.1660 (0.1611) loss_bbox_dn_0: 0.2026 (0.2207) loss_bbox_dn_1: 0.1459 (0.1605) loss_bbox_dn_2: 0.1383 (0.1503) loss_bbox_dn_3: 0.1356 (0.1470) loss_bbox_dn_4: 0.1346 (0.1463) loss_bbox_dn_5: 0.1346 (0.1463) loss_bbox_dn_pre: 0.2113 (0.2267) loss_bbox_enc_0: 0.1960 (0.2037) loss_bbox_pre: 0.1725 (0.1729) loss_dfl: 0.9507 (0.9567) loss_fgl_aux_0: 0.9763 (0.9873) loss_fgl_aux_1: 0.9489 (0.9590) loss_fgl_aux_2: 0.9511 (0.9569) loss_fgl_aux_3: 0.9510 (0.9568) loss_fgl_aux_4: 0.9507 (0.9567) loss_fgl_dn_0: 1.0707 (1.0799) loss_fgl_dn_1: 0.9760 (0.9771) loss_fgl_dn_2: 0.9719 (0.9683) loss_fgl_dn_3: 0.9713 (0.9690) loss_fgl_dn_4: 0.9718 (0.9695) loss_fgl_dn_5: 0.9718 (0.9695) loss_giou: 0.5572 (0.5379) loss_giou_aux_0: 0.5813 (0.5623) loss_giou_aux_1: 0.5688 (0.5435) loss_giou_aux_2: 0.5609 (0.5390) loss_giou_aux_3: 0.5582 (0.5380) loss_giou_aux_4: 0.5571 (0.5379) loss_giou_dn_0: 0.5598 (0.5374) loss_giou_dn_1: 0.4599 (0.4247) loss_giou_dn_2: 0.4430 (0.4076) loss_giou_dn_3: 0.4359 (0.4026) loss_giou_dn_4: 0.4360 (0.4014) loss_giou_dn_5: 0.4360 (0.4014) loss_giou_dn_pre: 0.5579 (0.5368) loss_giou_enc_0: 0.6475 (0.6318) loss_giou_pre: 0.5787 (0.5610) loss_ddf_aux_0: 0.0486 (0.0511) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2460 (0.2499) loss_ddf_dn_1: 0.0354 (0.0344) loss_ddf_dn_2: 0.0092 (0.0079) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6323 (0.6300) loss_vfl_aux_0: 0.6927 (0.6949) loss_vfl_aux_1: 0.6776 (0.6736) loss_vfl_aux_2: 0.6531 (0.6565) loss_vfl_aux_3: 0.6385 (0.6414) loss_vfl_aux_4: 0.6332 (0.6323) loss_vfl_dn_0: 0.4766 (0.4785) loss_vfl_dn_1: 0.4125 (0.4073) loss_vfl_dn_2: 0.3965 (0.3909) loss_vfl_dn_3: 0.3882 (0.3830) loss_vfl_dn_4: 0.3856 (0.3803) loss_vfl_dn_5: 0.3850 (0.3798) loss_vfl_dn_pre: 0.4773 (0.4790) loss_vfl_enc_0: 0.6971 (0.7036) loss_vfl_pre: 0.6900 (0.6972) time: 0.7548 data: 0.0278 max mem: 9142 Epoch: [70] [2600/3696] eta: 0:13:58 lr: 0.000013 loss: 30.4424 (30.4117) loss_bbox: 0.1596 (0.1611) loss_bbox_aux_0: 0.1714 (0.1728) loss_bbox_aux_1: 0.1630 (0.1638) loss_bbox_aux_2: 0.1604 (0.1617) loss_bbox_aux_3: 0.1601 (0.1612) loss_bbox_aux_4: 0.1596 (0.1611) loss_bbox_dn_0: 0.2340 (0.2208) loss_bbox_dn_1: 0.1692 (0.1607) loss_bbox_dn_2: 0.1606 (0.1505) loss_bbox_dn_3: 0.1546 (0.1472) loss_bbox_dn_4: 0.1543 (0.1465) loss_bbox_dn_5: 0.1544 (0.1465) loss_bbox_dn_pre: 0.2400 (0.2268) loss_bbox_enc_0: 0.1904 (0.2037) loss_bbox_pre: 0.1694 (0.1730) loss_dfl: 0.9522 (0.9566) loss_fgl_aux_0: 0.9880 (0.9872) loss_fgl_aux_1: 0.9559 (0.9589) loss_fgl_aux_2: 0.9525 (0.9568) loss_fgl_aux_3: 0.9529 (0.9566) loss_fgl_aux_4: 0.9523 (0.9566) loss_fgl_dn_0: 1.0795 (1.0798) loss_fgl_dn_1: 0.9758 (0.9770) loss_fgl_dn_2: 0.9676 (0.9682) loss_fgl_dn_3: 0.9685 (0.9689) loss_fgl_dn_4: 0.9691 (0.9694) loss_fgl_dn_5: 0.9691 (0.9694) loss_giou: 0.5124 (0.5380) loss_giou_aux_0: 0.5456 (0.5624) loss_giou_aux_1: 0.5178 (0.5436) loss_giou_aux_2: 0.5130 (0.5391) loss_giou_aux_3: 0.5122 (0.5381) loss_giou_aux_4: 0.5122 (0.5380) loss_giou_dn_0: 0.5313 (0.5373) loss_giou_dn_1: 0.4176 (0.4247) loss_giou_dn_2: 0.4065 (0.4076) loss_giou_dn_3: 0.4041 (0.4025) loss_giou_dn_4: 0.4046 (0.4014) loss_giou_dn_5: 0.4046 (0.4014) loss_giou_dn_pre: 0.5328 (0.5368) loss_giou_enc_0: 0.5990 (0.6318) loss_giou_pre: 0.5443 (0.5611) loss_ddf_aux_0: 0.0498 (0.0511) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2332 (0.2498) loss_ddf_dn_1: 0.0324 (0.0345) loss_ddf_dn_2: 0.0080 (0.0079) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6245 (0.6303) loss_vfl_aux_0: 0.6831 (0.6952) loss_vfl_aux_1: 0.6602 (0.6740) loss_vfl_aux_2: 0.6496 (0.6569) loss_vfl_aux_3: 0.6299 (0.6418) loss_vfl_aux_4: 0.6237 (0.6327) loss_vfl_dn_0: 0.4791 (0.4786) loss_vfl_dn_1: 0.4078 (0.4074) loss_vfl_dn_2: 0.3907 (0.3909) loss_vfl_dn_3: 0.3816 (0.3831) loss_vfl_dn_4: 0.3790 (0.3803) loss_vfl_dn_5: 0.3789 (0.3799) loss_vfl_dn_pre: 0.4807 (0.4791) loss_vfl_enc_0: 0.6974 (0.7040) loss_vfl_pre: 0.6874 (0.6975) time: 0.7557 data: 0.0365 max mem: 9142 Epoch: [70] [2700/3696] eta: 0:12:40 lr: 0.000013 loss: 30.5877 (30.4117) loss_bbox: 0.1632 (0.1611) loss_bbox_aux_0: 0.1764 (0.1728) loss_bbox_aux_1: 0.1642 (0.1638) loss_bbox_aux_2: 0.1632 (0.1617) loss_bbox_aux_3: 0.1628 (0.1612) loss_bbox_aux_4: 0.1632 (0.1611) loss_bbox_dn_0: 0.2208 (0.2209) loss_bbox_dn_1: 0.1607 (0.1607) loss_bbox_dn_2: 0.1475 (0.1505) loss_bbox_dn_3: 0.1441 (0.1473) loss_bbox_dn_4: 0.1439 (0.1465) loss_bbox_dn_5: 0.1440 (0.1465) loss_bbox_dn_pre: 0.2228 (0.2269) loss_bbox_enc_0: 0.2098 (0.2038) loss_bbox_pre: 0.1783 (0.1730) loss_dfl: 0.9432 (0.9566) loss_fgl_aux_0: 0.9666 (0.9872) loss_fgl_aux_1: 0.9455 (0.9589) loss_fgl_aux_2: 0.9436 (0.9568) loss_fgl_aux_3: 0.9429 (0.9566) loss_fgl_aux_4: 0.9431 (0.9566) loss_fgl_dn_0: 1.0805 (1.0799) loss_fgl_dn_1: 0.9724 (0.9770) loss_fgl_dn_2: 0.9637 (0.9681) loss_fgl_dn_3: 0.9637 (0.9688) loss_fgl_dn_4: 0.9644 (0.9693) loss_fgl_dn_5: 0.9644 (0.9693) loss_giou: 0.5271 (0.5380) loss_giou_aux_0: 0.5505 (0.5624) loss_giou_aux_1: 0.5293 (0.5436) loss_giou_aux_2: 0.5257 (0.5391) loss_giou_aux_3: 0.5253 (0.5381) loss_giou_aux_4: 0.5270 (0.5380) loss_giou_dn_0: 0.5280 (0.5373) loss_giou_dn_1: 0.4156 (0.4246) loss_giou_dn_2: 0.3937 (0.4076) loss_giou_dn_3: 0.3934 (0.4025) loss_giou_dn_4: 0.3936 (0.4014) loss_giou_dn_5: 0.3935 (0.4014) loss_giou_dn_pre: 0.5313 (0.5367) loss_giou_enc_0: 0.6371 (0.6318) loss_giou_pre: 0.5476 (0.5611) loss_ddf_aux_0: 0.0539 (0.0512) loss_ddf_aux_1: 0.0075 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2646 (0.2496) loss_ddf_dn_1: 0.0338 (0.0344) loss_ddf_dn_2: 0.0082 (0.0079) loss_ddf_dn_3: 0.0011 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6147 (0.6302) loss_vfl_aux_0: 0.6970 (0.6952) loss_vfl_aux_1: 0.6667 (0.6741) loss_vfl_aux_2: 0.6520 (0.6568) loss_vfl_aux_3: 0.6237 (0.6418) loss_vfl_aux_4: 0.6171 (0.6326) loss_vfl_dn_0: 0.4830 (0.4787) loss_vfl_dn_1: 0.4125 (0.4073) loss_vfl_dn_2: 0.3917 (0.3909) loss_vfl_dn_3: 0.3842 (0.3831) loss_vfl_dn_4: 0.3810 (0.3803) loss_vfl_dn_5: 0.3807 (0.3799) loss_vfl_dn_pre: 0.4830 (0.4792) loss_vfl_enc_0: 0.6993 (0.7041) loss_vfl_pre: 0.7021 (0.6975) time: 0.7092 data: 0.0240 max mem: 9142 Epoch: [70] [2800/3696] eta: 0:11:25 lr: 0.000013 loss: 30.0749 (30.4071) loss_bbox: 0.1688 (0.1611) loss_bbox_aux_0: 0.1824 (0.1728) loss_bbox_aux_1: 0.1732 (0.1638) loss_bbox_aux_2: 0.1702 (0.1617) loss_bbox_aux_3: 0.1700 (0.1612) loss_bbox_aux_4: 0.1689 (0.1611) loss_bbox_dn_0: 0.2278 (0.2211) loss_bbox_dn_1: 0.1619 (0.1608) loss_bbox_dn_2: 0.1508 (0.1506) loss_bbox_dn_3: 0.1473 (0.1474) loss_bbox_dn_4: 0.1464 (0.1466) loss_bbox_dn_5: 0.1464 (0.1466) loss_bbox_dn_pre: 0.2341 (0.2271) loss_bbox_enc_0: 0.2156 (0.2039) loss_bbox_pre: 0.1825 (0.1730) loss_dfl: 0.9571 (0.9565) loss_fgl_aux_0: 0.9958 (0.9871) loss_fgl_aux_1: 0.9616 (0.9587) loss_fgl_aux_2: 0.9572 (0.9566) loss_fgl_aux_3: 0.9574 (0.9565) loss_fgl_aux_4: 0.9571 (0.9565) loss_fgl_dn_0: 1.0796 (1.0798) loss_fgl_dn_1: 0.9708 (0.9769) loss_fgl_dn_2: 0.9596 (0.9680) loss_fgl_dn_3: 0.9594 (0.9687) loss_fgl_dn_4: 0.9600 (0.9692) loss_fgl_dn_5: 0.9600 (0.9692) loss_giou: 0.5177 (0.5375) loss_giou_aux_0: 0.5423 (0.5619) loss_giou_aux_1: 0.5305 (0.5431) loss_giou_aux_2: 0.5205 (0.5386) loss_giou_aux_3: 0.5174 (0.5376) loss_giou_aux_4: 0.5178 (0.5375) loss_giou_dn_0: 0.5309 (0.5371) loss_giou_dn_1: 0.4154 (0.4244) loss_giou_dn_2: 0.3978 (0.4073) loss_giou_dn_3: 0.3962 (0.4023) loss_giou_dn_4: 0.3946 (0.4011) loss_giou_dn_5: 0.3946 (0.4011) loss_giou_dn_pre: 0.5339 (0.5365) loss_giou_enc_0: 0.6168 (0.6313) loss_giou_pre: 0.5406 (0.5606) loss_ddf_aux_0: 0.0539 (0.0512) loss_ddf_aux_1: 0.0076 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2468 (0.2496) loss_ddf_dn_1: 0.0341 (0.0344) loss_ddf_dn_2: 0.0078 (0.0079) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6104 (0.6304) loss_vfl_aux_0: 0.6993 (0.6954) loss_vfl_aux_1: 0.6749 (0.6742) loss_vfl_aux_2: 0.6633 (0.6569) loss_vfl_aux_3: 0.6393 (0.6419) loss_vfl_aux_4: 0.6227 (0.6328) loss_vfl_dn_0: 0.4764 (0.4787) loss_vfl_dn_1: 0.4095 (0.4074) loss_vfl_dn_2: 0.3917 (0.3910) loss_vfl_dn_3: 0.3850 (0.3831) loss_vfl_dn_4: 0.3848 (0.3803) loss_vfl_dn_5: 0.3836 (0.3799) loss_vfl_dn_pre: 0.4767 (0.4792) loss_vfl_enc_0: 0.7068 (0.7044) loss_vfl_pre: 0.7013 (0.6977) time: 0.7447 data: 0.0292 max mem: 9142 Epoch: [70] [2900/3696] eta: 0:10:09 lr: 0.000013 loss: 30.2737 (30.4089) loss_bbox: 0.1573 (0.1614) loss_bbox_aux_0: 0.1659 (0.1730) loss_bbox_aux_1: 0.1568 (0.1640) loss_bbox_aux_2: 0.1565 (0.1619) loss_bbox_aux_3: 0.1573 (0.1615) loss_bbox_aux_4: 0.1573 (0.1614) loss_bbox_dn_0: 0.2117 (0.2211) loss_bbox_dn_1: 0.1496 (0.1609) loss_bbox_dn_2: 0.1397 (0.1507) loss_bbox_dn_3: 0.1392 (0.1474) loss_bbox_dn_4: 0.1388 (0.1467) loss_bbox_dn_5: 0.1388 (0.1467) loss_bbox_dn_pre: 0.2172 (0.2272) loss_bbox_enc_0: 0.1905 (0.2041) loss_bbox_pre: 0.1667 (0.1733) loss_dfl: 0.9534 (0.9561) loss_fgl_aux_0: 0.9749 (0.9867) loss_fgl_aux_1: 0.9575 (0.9584) loss_fgl_aux_2: 0.9556 (0.9563) loss_fgl_aux_3: 0.9542 (0.9561) loss_fgl_aux_4: 0.9535 (0.9561) loss_fgl_dn_0: 1.0735 (1.0797) loss_fgl_dn_1: 0.9613 (0.9767) loss_fgl_dn_2: 0.9550 (0.9678) loss_fgl_dn_3: 0.9549 (0.9685) loss_fgl_dn_4: 0.9567 (0.9690) loss_fgl_dn_5: 0.9567 (0.9690) loss_giou: 0.5664 (0.5379) loss_giou_aux_0: 0.5785 (0.5623) loss_giou_aux_1: 0.5698 (0.5435) loss_giou_aux_2: 0.5669 (0.5389) loss_giou_aux_3: 0.5666 (0.5380) loss_giou_aux_4: 0.5664 (0.5379) loss_giou_dn_0: 0.5242 (0.5371) loss_giou_dn_1: 0.4178 (0.4245) loss_giou_dn_2: 0.4026 (0.4074) loss_giou_dn_3: 0.3992 (0.4024) loss_giou_dn_4: 0.3996 (0.4012) loss_giou_dn_5: 0.3995 (0.4012) loss_giou_dn_pre: 0.5235 (0.5365) loss_giou_enc_0: 0.6492 (0.6316) loss_giou_pre: 0.5781 (0.5610) loss_ddf_aux_0: 0.0481 (0.0513) loss_ddf_aux_1: 0.0066 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0000 (0.0001) loss_ddf_dn_0: 0.2379 (0.2493) loss_ddf_dn_1: 0.0321 (0.0344) loss_ddf_dn_2: 0.0076 (0.0079) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6143 (0.6303) loss_vfl_aux_0: 0.6638 (0.6952) loss_vfl_aux_1: 0.6805 (0.6741) loss_vfl_aux_2: 0.6583 (0.6568) loss_vfl_aux_3: 0.6311 (0.6418) loss_vfl_aux_4: 0.6155 (0.6327) loss_vfl_dn_0: 0.4748 (0.4788) loss_vfl_dn_1: 0.4011 (0.4075) loss_vfl_dn_2: 0.3866 (0.3910) loss_vfl_dn_3: 0.3803 (0.3831) loss_vfl_dn_4: 0.3772 (0.3803) loss_vfl_dn_5: 0.3775 (0.3799) loss_vfl_dn_pre: 0.4747 (0.4793) loss_vfl_enc_0: 0.6857 (0.7045) loss_vfl_pre: 0.6714 (0.6975) time: 0.7684 data: 0.0285 max mem: 9142 Epoch: [70] [3000/3696] eta: 0:08:52 lr: 0.000013 loss: 30.5705 (30.4111) loss_bbox: 0.1486 (0.1613) loss_bbox_aux_0: 0.1614 (0.1730) loss_bbox_aux_1: 0.1528 (0.1640) loss_bbox_aux_2: 0.1501 (0.1619) loss_bbox_aux_3: 0.1488 (0.1614) loss_bbox_aux_4: 0.1486 (0.1613) loss_bbox_dn_0: 0.2032 (0.2210) loss_bbox_dn_1: 0.1439 (0.1608) loss_bbox_dn_2: 0.1363 (0.1506) loss_bbox_dn_3: 0.1392 (0.1474) loss_bbox_dn_4: 0.1384 (0.1466) loss_bbox_dn_5: 0.1386 (0.1466) loss_bbox_dn_pre: 0.2152 (0.2270) loss_bbox_enc_0: 0.1881 (0.2040) loss_bbox_pre: 0.1612 (0.1732) loss_dfl: 0.9706 (0.9559) loss_fgl_aux_0: 1.0030 (0.9865) loss_fgl_aux_1: 0.9760 (0.9582) loss_fgl_aux_2: 0.9714 (0.9561) loss_fgl_aux_3: 0.9709 (0.9560) loss_fgl_aux_4: 0.9704 (0.9559) loss_fgl_dn_0: 1.0736 (1.0796) loss_fgl_dn_1: 0.9811 (0.9766) loss_fgl_dn_2: 0.9716 (0.9678) loss_fgl_dn_3: 0.9731 (0.9685) loss_fgl_dn_4: 0.9735 (0.9690) loss_fgl_dn_5: 0.9736 (0.9690) loss_giou: 0.5313 (0.5382) loss_giou_aux_0: 0.5472 (0.5626) loss_giou_aux_1: 0.5380 (0.5438) loss_giou_aux_2: 0.5305 (0.5393) loss_giou_aux_3: 0.5317 (0.5383) loss_giou_aux_4: 0.5313 (0.5382) loss_giou_dn_0: 0.5292 (0.5371) loss_giou_dn_1: 0.4284 (0.4245) loss_giou_dn_2: 0.4149 (0.4075) loss_giou_dn_3: 0.4087 (0.4024) loss_giou_dn_4: 0.4089 (0.4013) loss_giou_dn_5: 0.4087 (0.4013) loss_giou_dn_pre: 0.5301 (0.5365) loss_giou_enc_0: 0.6355 (0.6319) loss_giou_pre: 0.5437 (0.5613) loss_ddf_aux_0: 0.0488 (0.0512) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2452 (0.2492) loss_ddf_dn_1: 0.0323 (0.0344) loss_ddf_dn_2: 0.0072 (0.0079) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6341 (0.6304) loss_vfl_aux_0: 0.6979 (0.6954) loss_vfl_aux_1: 0.6587 (0.6743) loss_vfl_aux_2: 0.6536 (0.6570) loss_vfl_aux_3: 0.6301 (0.6420) loss_vfl_aux_4: 0.6295 (0.6328) loss_vfl_dn_0: 0.4777 (0.4788) loss_vfl_dn_1: 0.4058 (0.4075) loss_vfl_dn_2: 0.3912 (0.3910) loss_vfl_dn_3: 0.3823 (0.3832) loss_vfl_dn_4: 0.3799 (0.3804) loss_vfl_dn_5: 0.3808 (0.3799) loss_vfl_dn_pre: 0.4776 (0.4793) loss_vfl_enc_0: 0.6978 (0.7045) loss_vfl_pre: 0.7040 (0.6977) time: 0.7351 data: 0.0320 max mem: 9142 Epoch: [70] [3100/3696] eta: 0:07:35 lr: 0.000013 loss: 30.2700 (30.4124) loss_bbox: 0.1486 (0.1614) loss_bbox_aux_0: 0.1602 (0.1730) loss_bbox_aux_1: 0.1517 (0.1640) loss_bbox_aux_2: 0.1488 (0.1620) loss_bbox_aux_3: 0.1487 (0.1615) loss_bbox_aux_4: 0.1486 (0.1614) loss_bbox_dn_0: 0.2200 (0.2211) loss_bbox_dn_1: 0.1540 (0.1609) loss_bbox_dn_2: 0.1435 (0.1508) loss_bbox_dn_3: 0.1431 (0.1475) loss_bbox_dn_4: 0.1427 (0.1467) loss_bbox_dn_5: 0.1427 (0.1467) loss_bbox_dn_pre: 0.2273 (0.2272) loss_bbox_enc_0: 0.1911 (0.2040) loss_bbox_pre: 0.1604 (0.1732) loss_dfl: 0.9548 (0.9560) loss_fgl_aux_0: 0.9842 (0.9866) loss_fgl_aux_1: 0.9583 (0.9582) loss_fgl_aux_2: 0.9550 (0.9561) loss_fgl_aux_3: 0.9546 (0.9560) loss_fgl_aux_4: 0.9547 (0.9560) loss_fgl_dn_0: 1.0730 (1.0796) loss_fgl_dn_1: 0.9727 (0.9766) loss_fgl_dn_2: 0.9639 (0.9677) loss_fgl_dn_3: 0.9641 (0.9684) loss_fgl_dn_4: 0.9644 (0.9689) loss_fgl_dn_5: 0.9644 (0.9689) loss_giou: 0.5463 (0.5382) loss_giou_aux_0: 0.5752 (0.5626) loss_giou_aux_1: 0.5539 (0.5438) loss_giou_aux_2: 0.5492 (0.5393) loss_giou_aux_3: 0.5469 (0.5384) loss_giou_aux_4: 0.5467 (0.5382) loss_giou_dn_0: 0.5457 (0.5371) loss_giou_dn_1: 0.4251 (0.4245) loss_giou_dn_2: 0.4060 (0.4075) loss_giou_dn_3: 0.4018 (0.4024) loss_giou_dn_4: 0.4007 (0.4013) loss_giou_dn_5: 0.4008 (0.4013) loss_giou_dn_pre: 0.5448 (0.5365) loss_giou_enc_0: 0.6429 (0.6319) loss_giou_pre: 0.5725 (0.5613) loss_ddf_aux_0: 0.0494 (0.0512) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2382 (0.2490) loss_ddf_dn_1: 0.0317 (0.0344) loss_ddf_dn_2: 0.0071 (0.0079) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6313 (0.6305) loss_vfl_aux_0: 0.6736 (0.6955) loss_vfl_aux_1: 0.6582 (0.6745) loss_vfl_aux_2: 0.6481 (0.6572) loss_vfl_aux_3: 0.6400 (0.6421) loss_vfl_aux_4: 0.6320 (0.6329) loss_vfl_dn_0: 0.4763 (0.4788) loss_vfl_dn_1: 0.4052 (0.4075) loss_vfl_dn_2: 0.3900 (0.3910) loss_vfl_dn_3: 0.3839 (0.3832) loss_vfl_dn_4: 0.3810 (0.3804) loss_vfl_dn_5: 0.3798 (0.3799) loss_vfl_dn_pre: 0.4767 (0.4793) loss_vfl_enc_0: 0.6780 (0.7045) loss_vfl_pre: 0.6809 (0.6979) time: 0.7428 data: 0.0266 max mem: 9142 Epoch: [70] [3200/3696] eta: 0:06:19 lr: 0.000013 loss: 30.9594 (30.4249) loss_bbox: 0.1719 (0.1616) loss_bbox_aux_0: 0.1851 (0.1732) loss_bbox_aux_1: 0.1751 (0.1642) loss_bbox_aux_2: 0.1726 (0.1621) loss_bbox_aux_3: 0.1723 (0.1617) loss_bbox_aux_4: 0.1719 (0.1616) loss_bbox_dn_0: 0.2253 (0.2212) loss_bbox_dn_1: 0.1616 (0.1610) loss_bbox_dn_2: 0.1495 (0.1509) loss_bbox_dn_3: 0.1446 (0.1476) loss_bbox_dn_4: 0.1446 (0.1469) loss_bbox_dn_5: 0.1446 (0.1469) loss_bbox_dn_pre: 0.2366 (0.2272) loss_bbox_enc_0: 0.2184 (0.2042) loss_bbox_pre: 0.1852 (0.1734) loss_dfl: 0.9380 (0.9559) loss_fgl_aux_0: 0.9646 (0.9865) loss_fgl_aux_1: 0.9402 (0.9582) loss_fgl_aux_2: 0.9392 (0.9560) loss_fgl_aux_3: 0.9392 (0.9559) loss_fgl_aux_4: 0.9381 (0.9559) loss_fgl_dn_0: 1.0728 (1.0796) loss_fgl_dn_1: 0.9855 (0.9767) loss_fgl_dn_2: 0.9796 (0.9679) loss_fgl_dn_3: 0.9812 (0.9686) loss_fgl_dn_4: 0.9815 (0.9691) loss_fgl_dn_5: 0.9815 (0.9691) loss_giou: 0.5809 (0.5388) loss_giou_aux_0: 0.5966 (0.5632) loss_giou_aux_1: 0.5815 (0.5444) loss_giou_aux_2: 0.5831 (0.5399) loss_giou_aux_3: 0.5801 (0.5389) loss_giou_aux_4: 0.5808 (0.5388) loss_giou_dn_0: 0.5477 (0.5374) loss_giou_dn_1: 0.4416 (0.4248) loss_giou_dn_2: 0.4246 (0.4078) loss_giou_dn_3: 0.4201 (0.4028) loss_giou_dn_4: 0.4197 (0.4016) loss_giou_dn_5: 0.4198 (0.4016) loss_giou_dn_pre: 0.5478 (0.5369) loss_giou_enc_0: 0.6495 (0.6324) loss_giou_pre: 0.5941 (0.5619) loss_ddf_aux_0: 0.0499 (0.0512) loss_ddf_aux_1: 0.0069 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2394 (0.2489) loss_ddf_dn_1: 0.0316 (0.0343) loss_ddf_dn_2: 0.0074 (0.0079) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6215 (0.6309) loss_vfl_aux_0: 0.6761 (0.6958) loss_vfl_aux_1: 0.6830 (0.6748) loss_vfl_aux_2: 0.6577 (0.6577) loss_vfl_aux_3: 0.6444 (0.6423) loss_vfl_aux_4: 0.6267 (0.6332) loss_vfl_dn_0: 0.4791 (0.4789) loss_vfl_dn_1: 0.4121 (0.4076) loss_vfl_dn_2: 0.3945 (0.3912) loss_vfl_dn_3: 0.3856 (0.3833) loss_vfl_dn_4: 0.3825 (0.3805) loss_vfl_dn_5: 0.3810 (0.3800) loss_vfl_dn_pre: 0.4792 (0.4794) loss_vfl_enc_0: 0.6998 (0.7048) loss_vfl_pre: 0.6758 (0.6981) time: 0.7555 data: 0.0291 max mem: 9142 Epoch: [70] [3300/3696] eta: 0:05:02 lr: 0.000013 loss: 30.6483 (30.4265) loss_bbox: 0.1606 (0.1616) loss_bbox_aux_0: 0.1709 (0.1733) loss_bbox_aux_1: 0.1633 (0.1643) loss_bbox_aux_2: 0.1602 (0.1622) loss_bbox_aux_3: 0.1605 (0.1617) loss_bbox_aux_4: 0.1606 (0.1616) loss_bbox_dn_0: 0.2219 (0.2214) loss_bbox_dn_1: 0.1591 (0.1612) loss_bbox_dn_2: 0.1502 (0.1510) loss_bbox_dn_3: 0.1468 (0.1477) loss_bbox_dn_4: 0.1456 (0.1470) loss_bbox_dn_5: 0.1456 (0.1470) loss_bbox_dn_pre: 0.2278 (0.2274) loss_bbox_enc_0: 0.2025 (0.2043) loss_bbox_pre: 0.1709 (0.1735) loss_dfl: 0.9746 (0.9559) loss_fgl_aux_0: 0.9977 (0.9864) loss_fgl_aux_1: 0.9750 (0.9582) loss_fgl_aux_2: 0.9720 (0.9560) loss_fgl_aux_3: 0.9747 (0.9559) loss_fgl_aux_4: 0.9748 (0.9559) loss_fgl_dn_0: 1.0766 (1.0795) loss_fgl_dn_1: 0.9760 (0.9767) loss_fgl_dn_2: 0.9667 (0.9678) loss_fgl_dn_3: 0.9672 (0.9685) loss_fgl_dn_4: 0.9677 (0.9690) loss_fgl_dn_5: 0.9677 (0.9691) loss_giou: 0.5106 (0.5388) loss_giou_aux_0: 0.5421 (0.5632) loss_giou_aux_1: 0.5168 (0.5444) loss_giou_aux_2: 0.5135 (0.5399) loss_giou_aux_3: 0.5104 (0.5389) loss_giou_aux_4: 0.5105 (0.5388) loss_giou_dn_0: 0.5102 (0.5376) loss_giou_dn_1: 0.4097 (0.4250) loss_giou_dn_2: 0.3976 (0.4080) loss_giou_dn_3: 0.3903 (0.4029) loss_giou_dn_4: 0.3899 (0.4018) loss_giou_dn_5: 0.3899 (0.4018) loss_giou_dn_pre: 0.5084 (0.5370) loss_giou_enc_0: 0.6218 (0.6324) loss_giou_pre: 0.5407 (0.5619) loss_ddf_aux_0: 0.0504 (0.0511) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2397 (0.2488) loss_ddf_dn_1: 0.0355 (0.0343) loss_ddf_dn_2: 0.0081 (0.0079) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6423 (0.6307) loss_vfl_aux_0: 0.7026 (0.6958) loss_vfl_aux_1: 0.6769 (0.6748) loss_vfl_aux_2: 0.6565 (0.6576) loss_vfl_aux_3: 0.6485 (0.6421) loss_vfl_aux_4: 0.6464 (0.6331) loss_vfl_dn_0: 0.4751 (0.4788) loss_vfl_dn_1: 0.4026 (0.4076) loss_vfl_dn_2: 0.3903 (0.3912) loss_vfl_dn_3: 0.3827 (0.3833) loss_vfl_dn_4: 0.3827 (0.3805) loss_vfl_dn_5: 0.3809 (0.3801) loss_vfl_dn_pre: 0.4758 (0.4793) loss_vfl_enc_0: 0.6913 (0.7048) loss_vfl_pre: 0.7075 (0.6981) time: 0.7481 data: 0.0263 max mem: 9142 Epoch: [70] [3400/3696] eta: 0:03:46 lr: 0.000013 loss: 30.0457 (30.4184) loss_bbox: 0.1424 (0.1615) loss_bbox_aux_0: 0.1513 (0.1731) loss_bbox_aux_1: 0.1445 (0.1641) loss_bbox_aux_2: 0.1425 (0.1620) loss_bbox_aux_3: 0.1426 (0.1616) loss_bbox_aux_4: 0.1423 (0.1615) loss_bbox_dn_0: 0.1929 (0.2211) loss_bbox_dn_1: 0.1399 (0.1610) loss_bbox_dn_2: 0.1300 (0.1509) loss_bbox_dn_3: 0.1284 (0.1476) loss_bbox_dn_4: 0.1281 (0.1468) loss_bbox_dn_5: 0.1282 (0.1468) loss_bbox_dn_pre: 0.2011 (0.2272) loss_bbox_enc_0: 0.1786 (0.2041) loss_bbox_pre: 0.1515 (0.1733) loss_dfl: 0.9646 (0.9559) loss_fgl_aux_0: 0.9993 (0.9865) loss_fgl_aux_1: 0.9721 (0.9582) loss_fgl_aux_2: 0.9657 (0.9561) loss_fgl_aux_3: 0.9647 (0.9560) loss_fgl_aux_4: 0.9647 (0.9559) loss_fgl_dn_0: 1.0703 (1.0794) loss_fgl_dn_1: 0.9682 (0.9766) loss_fgl_dn_2: 0.9612 (0.9678) loss_fgl_dn_3: 0.9596 (0.9685) loss_fgl_dn_4: 0.9596 (0.9690) loss_fgl_dn_5: 0.9596 (0.9690) loss_giou: 0.5239 (0.5387) loss_giou_aux_0: 0.5521 (0.5630) loss_giou_aux_1: 0.5298 (0.5442) loss_giou_aux_2: 0.5262 (0.5397) loss_giou_aux_3: 0.5230 (0.5388) loss_giou_aux_4: 0.5239 (0.5387) loss_giou_dn_0: 0.5422 (0.5374) loss_giou_dn_1: 0.4225 (0.4248) loss_giou_dn_2: 0.4028 (0.4078) loss_giou_dn_3: 0.3992 (0.4027) loss_giou_dn_4: 0.3976 (0.4016) loss_giou_dn_5: 0.3976 (0.4016) loss_giou_dn_pre: 0.5428 (0.5368) loss_giou_enc_0: 0.6248 (0.6322) loss_giou_pre: 0.5506 (0.5617) loss_ddf_aux_0: 0.0450 (0.0511) loss_ddf_aux_1: 0.0067 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2407 (0.2486) loss_ddf_dn_1: 0.0333 (0.0343) loss_ddf_dn_2: 0.0074 (0.0079) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6191 (0.6305) loss_vfl_aux_0: 0.6729 (0.6957) loss_vfl_aux_1: 0.6564 (0.6745) loss_vfl_aux_2: 0.6432 (0.6574) loss_vfl_aux_3: 0.6205 (0.6419) loss_vfl_aux_4: 0.6224 (0.6329) loss_vfl_dn_0: 0.4775 (0.4788) loss_vfl_dn_1: 0.3999 (0.4075) loss_vfl_dn_2: 0.3838 (0.3911) loss_vfl_dn_3: 0.3771 (0.3832) loss_vfl_dn_4: 0.3754 (0.3804) loss_vfl_dn_5: 0.3739 (0.3800) loss_vfl_dn_pre: 0.4788 (0.4793) loss_vfl_enc_0: 0.6915 (0.7046) loss_vfl_pre: 0.6788 (0.6980) time: 0.7386 data: 0.0279 max mem: 9142 Epoch: [70] [3500/3696] eta: 0:02:29 lr: 0.000013 loss: 30.2877 (30.4174) loss_bbox: 0.1579 (0.1614) loss_bbox_aux_0: 0.1680 (0.1730) loss_bbox_aux_1: 0.1604 (0.1640) loss_bbox_aux_2: 0.1575 (0.1619) loss_bbox_aux_3: 0.1581 (0.1615) loss_bbox_aux_4: 0.1579 (0.1614) loss_bbox_dn_0: 0.2124 (0.2210) loss_bbox_dn_1: 0.1540 (0.1608) loss_bbox_dn_2: 0.1438 (0.1507) loss_bbox_dn_3: 0.1425 (0.1474) loss_bbox_dn_4: 0.1407 (0.1467) loss_bbox_dn_5: 0.1407 (0.1467) loss_bbox_dn_pre: 0.2178 (0.2270) loss_bbox_enc_0: 0.1904 (0.2040) loss_bbox_pre: 0.1698 (0.1732) loss_dfl: 0.9526 (0.9558) loss_fgl_aux_0: 0.9870 (0.9863) loss_fgl_aux_1: 0.9570 (0.9581) loss_fgl_aux_2: 0.9534 (0.9560) loss_fgl_aux_3: 0.9530 (0.9558) loss_fgl_aux_4: 0.9526 (0.9558) loss_fgl_dn_0: 1.0790 (1.0793) loss_fgl_dn_1: 0.9695 (0.9766) loss_fgl_dn_2: 0.9612 (0.9677) loss_fgl_dn_3: 0.9613 (0.9684) loss_fgl_dn_4: 0.9613 (0.9689) loss_fgl_dn_5: 0.9613 (0.9689) loss_giou: 0.5484 (0.5390) loss_giou_aux_0: 0.5770 (0.5633) loss_giou_aux_1: 0.5508 (0.5445) loss_giou_aux_2: 0.5479 (0.5400) loss_giou_aux_3: 0.5479 (0.5391) loss_giou_aux_4: 0.5485 (0.5389) loss_giou_dn_0: 0.5510 (0.5375) loss_giou_dn_1: 0.4310 (0.4249) loss_giou_dn_2: 0.4143 (0.4079) loss_giou_dn_3: 0.4148 (0.4028) loss_giou_dn_4: 0.4145 (0.4017) loss_giou_dn_5: 0.4144 (0.4017) loss_giou_dn_pre: 0.5481 (0.5369) loss_giou_enc_0: 0.6395 (0.6326) loss_giou_pre: 0.5743 (0.5620) loss_ddf_aux_0: 0.0468 (0.0510) loss_ddf_aux_1: 0.0066 (0.0073) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2371 (0.2485) loss_ddf_dn_1: 0.0312 (0.0343) loss_ddf_dn_2: 0.0071 (0.0079) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6284 (0.6305) loss_vfl_aux_0: 0.6836 (0.6955) loss_vfl_aux_1: 0.6525 (0.6744) loss_vfl_aux_2: 0.6570 (0.6572) loss_vfl_aux_3: 0.6414 (0.6418) loss_vfl_aux_4: 0.6194 (0.6329) loss_vfl_dn_0: 0.4761 (0.4787) loss_vfl_dn_1: 0.4025 (0.4075) loss_vfl_dn_2: 0.3892 (0.3910) loss_vfl_dn_3: 0.3815 (0.3832) loss_vfl_dn_4: 0.3784 (0.3804) loss_vfl_dn_5: 0.3788 (0.3799) loss_vfl_dn_pre: 0.4769 (0.4792) loss_vfl_enc_0: 0.7008 (0.7045) loss_vfl_pre: 0.6849 (0.6978) time: 0.7421 data: 0.0249 max mem: 9142 Epoch: [70] [3600/3696] eta: 0:01:13 lr: 0.000013 loss: 30.3270 (30.4200) loss_bbox: 0.1583 (0.1613) loss_bbox_aux_0: 0.1669 (0.1729) loss_bbox_aux_1: 0.1590 (0.1640) loss_bbox_aux_2: 0.1581 (0.1619) loss_bbox_aux_3: 0.1585 (0.1615) loss_bbox_aux_4: 0.1583 (0.1614) loss_bbox_dn_0: 0.1968 (0.2208) loss_bbox_dn_1: 0.1451 (0.1607) loss_bbox_dn_2: 0.1370 (0.1506) loss_bbox_dn_3: 0.1294 (0.1473) loss_bbox_dn_4: 0.1290 (0.1466) loss_bbox_dn_5: 0.1290 (0.1466) loss_bbox_dn_pre: 0.1994 (0.2268) loss_bbox_enc_0: 0.2002 (0.2039) loss_bbox_pre: 0.1688 (0.1731) loss_dfl: 0.9578 (0.9559) loss_fgl_aux_0: 0.9872 (0.9864) loss_fgl_aux_1: 0.9593 (0.9582) loss_fgl_aux_2: 0.9575 (0.9561) loss_fgl_aux_3: 0.9576 (0.9560) loss_fgl_aux_4: 0.9578 (0.9559) loss_fgl_dn_0: 1.0831 (1.0794) loss_fgl_dn_1: 0.9893 (0.9767) loss_fgl_dn_2: 0.9805 (0.9678) loss_fgl_dn_3: 0.9810 (0.9685) loss_fgl_dn_4: 0.9813 (0.9690) loss_fgl_dn_5: 0.9813 (0.9690) loss_giou: 0.5292 (0.5393) loss_giou_aux_0: 0.5529 (0.5637) loss_giou_aux_1: 0.5326 (0.5448) loss_giou_aux_2: 0.5300 (0.5404) loss_giou_aux_3: 0.5304 (0.5394) loss_giou_aux_4: 0.5293 (0.5393) loss_giou_dn_0: 0.5197 (0.5376) loss_giou_dn_1: 0.4130 (0.4250) loss_giou_dn_2: 0.3956 (0.4080) loss_giou_dn_3: 0.3932 (0.4029) loss_giou_dn_4: 0.3924 (0.4018) loss_giou_dn_5: 0.3923 (0.4018) loss_giou_dn_pre: 0.5196 (0.5370) loss_giou_enc_0: 0.6133 (0.6329) loss_giou_pre: 0.5527 (0.5623) loss_ddf_aux_0: 0.0503 (0.0509) loss_ddf_aux_1: 0.0072 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2489 (0.2484) loss_ddf_dn_1: 0.0358 (0.0343) loss_ddf_dn_2: 0.0082 (0.0079) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6344 (0.6304) loss_vfl_aux_0: 0.7007 (0.6954) loss_vfl_aux_1: 0.6785 (0.6744) loss_vfl_aux_2: 0.6579 (0.6572) loss_vfl_aux_3: 0.6420 (0.6417) loss_vfl_aux_4: 0.6337 (0.6328) loss_vfl_dn_0: 0.4778 (0.4787) loss_vfl_dn_1: 0.4045 (0.4075) loss_vfl_dn_2: 0.3899 (0.3911) loss_vfl_dn_3: 0.3828 (0.3832) loss_vfl_dn_4: 0.3805 (0.3804) loss_vfl_dn_5: 0.3782 (0.3800) loss_vfl_dn_pre: 0.4777 (0.4792) loss_vfl_enc_0: 0.7161 (0.7044) loss_vfl_pre: 0.7008 (0.6977) time: 0.7723 data: 0.0278 max mem: 9142 Epoch: [70] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 30.2742 (30.4170) loss_bbox: 0.1651 (0.1613) loss_bbox_aux_0: 0.1739 (0.1729) loss_bbox_aux_1: 0.1662 (0.1639) loss_bbox_aux_2: 0.1663 (0.1619) loss_bbox_aux_3: 0.1654 (0.1614) loss_bbox_aux_4: 0.1651 (0.1613) loss_bbox_dn_0: 0.2275 (0.2208) loss_bbox_dn_1: 0.1738 (0.1607) loss_bbox_dn_2: 0.1620 (0.1506) loss_bbox_dn_3: 0.1565 (0.1473) loss_bbox_dn_4: 0.1558 (0.1466) loss_bbox_dn_5: 0.1558 (0.1466) loss_bbox_dn_pre: 0.2357 (0.2269) loss_bbox_enc_0: 0.2145 (0.2039) loss_bbox_pre: 0.1731 (0.1731) loss_dfl: 0.9482 (0.9559) loss_fgl_aux_0: 0.9865 (0.9863) loss_fgl_aux_1: 0.9534 (0.9582) loss_fgl_aux_2: 0.9489 (0.9560) loss_fgl_aux_3: 0.9491 (0.9559) loss_fgl_aux_4: 0.9484 (0.9559) loss_fgl_dn_0: 1.0790 (1.0794) loss_fgl_dn_1: 0.9762 (0.9766) loss_fgl_dn_2: 0.9661 (0.9678) loss_fgl_dn_3: 0.9671 (0.9685) loss_fgl_dn_4: 0.9679 (0.9690) loss_fgl_dn_5: 0.9679 (0.9690) loss_giou: 0.5173 (0.5391) loss_giou_aux_0: 0.5410 (0.5635) loss_giou_aux_1: 0.5223 (0.5447) loss_giou_aux_2: 0.5210 (0.5402) loss_giou_aux_3: 0.5179 (0.5392) loss_giou_aux_4: 0.5173 (0.5391) loss_giou_dn_0: 0.5195 (0.5375) loss_giou_dn_1: 0.4065 (0.4249) loss_giou_dn_2: 0.3866 (0.4079) loss_giou_dn_3: 0.3793 (0.4028) loss_giou_dn_4: 0.3781 (0.4017) loss_giou_dn_5: 0.3781 (0.4017) loss_giou_dn_pre: 0.5200 (0.5369) loss_giou_enc_0: 0.6092 (0.6328) loss_giou_pre: 0.5381 (0.5621) loss_ddf_aux_0: 0.0496 (0.0509) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2417 (0.2484) loss_ddf_dn_1: 0.0336 (0.0342) loss_ddf_dn_2: 0.0080 (0.0079) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6249 (0.6305) loss_vfl_aux_0: 0.6807 (0.6954) loss_vfl_aux_1: 0.6567 (0.6743) loss_vfl_aux_2: 0.6472 (0.6572) loss_vfl_aux_3: 0.6331 (0.6418) loss_vfl_aux_4: 0.6199 (0.6328) loss_vfl_dn_0: 0.4747 (0.4787) loss_vfl_dn_1: 0.4031 (0.4074) loss_vfl_dn_2: 0.3862 (0.3910) loss_vfl_dn_3: 0.3790 (0.3831) loss_vfl_dn_4: 0.3779 (0.3803) loss_vfl_dn_5: 0.3771 (0.3799) loss_vfl_dn_pre: 0.4754 (0.4792) loss_vfl_enc_0: 0.7020 (0.7044) loss_vfl_pre: 0.6818 (0.6977) time: 0.7666 data: 0.0313 max mem: 9142 Epoch: [70] Total time: 0:47:05 (0.7643 s / it) Averaged stats: lr: 0.000013 loss: 30.2742 (30.4170) loss_bbox: 0.1651 (0.1613) loss_bbox_aux_0: 0.1739 (0.1729) loss_bbox_aux_1: 0.1662 (0.1639) loss_bbox_aux_2: 0.1663 (0.1619) loss_bbox_aux_3: 0.1654 (0.1614) loss_bbox_aux_4: 0.1651 (0.1613) loss_bbox_dn_0: 0.2275 (0.2208) loss_bbox_dn_1: 0.1738 (0.1607) loss_bbox_dn_2: 0.1620 (0.1506) loss_bbox_dn_3: 0.1565 (0.1473) loss_bbox_dn_4: 0.1558 (0.1466) loss_bbox_dn_5: 0.1558 (0.1466) loss_bbox_dn_pre: 0.2357 (0.2269) loss_bbox_enc_0: 0.2145 (0.2039) loss_bbox_pre: 0.1731 (0.1731) loss_dfl: 0.9482 (0.9559) loss_fgl_aux_0: 0.9865 (0.9863) loss_fgl_aux_1: 0.9534 (0.9582) loss_fgl_aux_2: 0.9489 (0.9560) loss_fgl_aux_3: 0.9491 (0.9559) loss_fgl_aux_4: 0.9484 (0.9559) loss_fgl_dn_0: 1.0790 (1.0794) loss_fgl_dn_1: 0.9762 (0.9766) loss_fgl_dn_2: 0.9661 (0.9678) loss_fgl_dn_3: 0.9671 (0.9685) loss_fgl_dn_4: 0.9679 (0.9690) loss_fgl_dn_5: 0.9679 (0.9690) loss_giou: 0.5173 (0.5391) loss_giou_aux_0: 0.5410 (0.5635) loss_giou_aux_1: 0.5223 (0.5447) loss_giou_aux_2: 0.5210 (0.5402) loss_giou_aux_3: 0.5179 (0.5392) loss_giou_aux_4: 0.5173 (0.5391) loss_giou_dn_0: 0.5195 (0.5375) loss_giou_dn_1: 0.4065 (0.4249) loss_giou_dn_2: 0.3866 (0.4079) loss_giou_dn_3: 0.3793 (0.4028) loss_giou_dn_4: 0.3781 (0.4017) loss_giou_dn_5: 0.3781 (0.4017) loss_giou_dn_pre: 0.5200 (0.5369) loss_giou_enc_0: 0.6092 (0.6328) loss_giou_pre: 0.5381 (0.5621) loss_ddf_aux_0: 0.0496 (0.0509) loss_ddf_aux_1: 0.0073 (0.0073) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2417 (0.2484) loss_ddf_dn_1: 0.0336 (0.0342) loss_ddf_dn_2: 0.0080 (0.0079) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6249 (0.6305) loss_vfl_aux_0: 0.6807 (0.6954) loss_vfl_aux_1: 0.6567 (0.6743) loss_vfl_aux_2: 0.6472 (0.6572) loss_vfl_aux_3: 0.6331 (0.6418) loss_vfl_aux_4: 0.6199 (0.6328) loss_vfl_dn_0: 0.4747 (0.4787) loss_vfl_dn_1: 0.4031 (0.4074) loss_vfl_dn_2: 0.3862 (0.3910) loss_vfl_dn_3: 0.3790 (0.3831) loss_vfl_dn_4: 0.3779 (0.3803) loss_vfl_dn_5: 0.3771 (0.3799) loss_vfl_dn_pre: 0.4754 (0.4792) loss_vfl_enc_0: 0.7020 (0.7044) loss_vfl_pre: 0.6818 (0.6977) Test: [ 0/79] eta: 0:02:59 time: 2.2683 data: 1.7100 max mem: 9142 Test: [10/79] eta: 0:00:52 time: 0.7557 data: 0.2160 max mem: 9142 Test: [20/79] eta: 0:00:40 time: 0.6141 data: 0.0708 max mem: 9142 Test: [30/79] eta: 0:00:37 time: 0.7745 data: 0.0747 max mem: 9142 Test: [40/79] eta: 0:00:28 time: 0.7674 data: 0.0701 max mem: 9142 Test: [50/79] eta: 0:00:20 time: 0.6119 data: 0.0667 max mem: 9142 Test: [60/79] eta: 0:00:13 time: 0.6202 data: 0.0746 max mem: 9142 Test: [70/79] eta: 0:00:06 time: 0.7259 data: 0.0754 max mem: 9142 Test: [78/79] eta: 0:00:00 time: 0.6847 data: 0.0656 max mem: 9142 Test: Total time: 0:00:55 (0.6984 s / it) Averaged stats: Accumulating evaluation results... DONE (t=24.17s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.538 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.716 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.359 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.578 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.719 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.396 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.662 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.729 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.568 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.772 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.889 best_stat: {'epoch': 57, 'coco_eval_bbox': 0.5389768252152075} Epoch: [71] [ 0/3696] eta: 2:32:56 lr: 0.000013 loss: 30.9073 (30.9073) loss_bbox: 0.2137 (0.2137) loss_bbox_aux_0: 0.2238 (0.2238) loss_bbox_aux_1: 0.2169 (0.2169) loss_bbox_aux_2: 0.2142 (0.2142) loss_bbox_aux_3: 0.2136 (0.2136) loss_bbox_aux_4: 0.2137 (0.2137) loss_bbox_dn_0: 0.2244 (0.2244) loss_bbox_dn_1: 0.1666 (0.1666) loss_bbox_dn_2: 0.1628 (0.1628) loss_bbox_dn_3: 0.1568 (0.1568) loss_bbox_dn_4: 0.1567 (0.1567) loss_bbox_dn_5: 0.1567 (0.1567) loss_bbox_dn_pre: 0.2333 (0.2333) loss_bbox_enc_0: 0.2461 (0.2461) loss_bbox_pre: 0.2244 (0.2244) loss_dfl: 0.9931 (0.9931) loss_fgl_aux_0: 1.0129 (1.0129) loss_fgl_aux_1: 0.9910 (0.9910) loss_fgl_aux_2: 0.9902 (0.9902) loss_fgl_aux_3: 0.9929 (0.9929) loss_fgl_aux_4: 0.9931 (0.9931) loss_fgl_dn_0: 1.1066 (1.1066) loss_fgl_dn_1: 1.0040 (1.0040) loss_fgl_dn_2: 0.9969 (0.9969) loss_fgl_dn_3: 0.9972 (0.9972) loss_fgl_dn_4: 0.9979 (0.9979) loss_fgl_dn_5: 0.9980 (0.9980) loss_giou: 0.5154 (0.5154) loss_giou_aux_0: 0.5453 (0.5453) loss_giou_aux_1: 0.5245 (0.5245) loss_giou_aux_2: 0.5221 (0.5221) loss_giou_aux_3: 0.5158 (0.5158) loss_giou_aux_4: 0.5154 (0.5154) loss_giou_dn_0: 0.5088 (0.5088) loss_giou_dn_1: 0.3855 (0.3855) loss_giou_dn_2: 0.3690 (0.3690) loss_giou_dn_3: 0.3604 (0.3604) loss_giou_dn_4: 0.3584 (0.3584) loss_giou_dn_5: 0.3583 (0.3583) loss_giou_dn_pre: 0.5101 (0.5101) loss_giou_enc_0: 0.6051 (0.6051) loss_giou_pre: 0.5433 (0.5433) loss_ddf_aux_0: 0.0421 (0.0421) loss_ddf_aux_1: 0.0068 (0.0068) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2507 (0.2507) loss_ddf_dn_1: 0.0376 (0.0376) loss_ddf_dn_2: 0.0090 (0.0090) loss_ddf_dn_3: 0.0010 (0.0010) loss_ddf_dn_4: 0.0000 (0.0000) loss_vfl: 0.6432 (0.6432) loss_vfl_aux_0: 0.6872 (0.6872) loss_vfl_aux_1: 0.6656 (0.6656) loss_vfl_aux_2: 0.6534 (0.6534) loss_vfl_aux_3: 0.6503 (0.6503) loss_vfl_aux_4: 0.6422 (0.6422) loss_vfl_dn_0: 0.4967 (0.4967) loss_vfl_dn_1: 0.4212 (0.4212) loss_vfl_dn_2: 0.3984 (0.3984) loss_vfl_dn_3: 0.3886 (0.3886) loss_vfl_dn_4: 0.3860 (0.3860) loss_vfl_dn_5: 0.3857 (0.3857) loss_vfl_dn_pre: 0.4967 (0.4967) loss_vfl_enc_0: 0.7138 (0.7138) loss_vfl_pre: 0.6944 (0.6944) time: 2.4829 data: 1.7989 max mem: 9142 Epoch: [71] [ 100/3696] eta: 0:48:45 lr: 0.000013 loss: 30.4899 (30.3137) loss_bbox: 0.1663 (0.1637) loss_bbox_aux_0: 0.1736 (0.1757) loss_bbox_aux_1: 0.1691 (0.1661) loss_bbox_aux_2: 0.1672 (0.1643) loss_bbox_aux_3: 0.1664 (0.1637) loss_bbox_aux_4: 0.1663 (0.1637) loss_bbox_dn_0: 0.1995 (0.2187) loss_bbox_dn_1: 0.1456 (0.1577) loss_bbox_dn_2: 0.1351 (0.1477) loss_bbox_dn_3: 0.1333 (0.1445) loss_bbox_dn_4: 0.1322 (0.1438) loss_bbox_dn_5: 0.1322 (0.1438) loss_bbox_dn_pre: 0.2030 (0.2251) loss_bbox_enc_0: 0.1959 (0.2068) loss_bbox_pre: 0.1737 (0.1761) loss_dfl: 0.9509 (0.9466) loss_fgl_aux_0: 0.9816 (0.9761) loss_fgl_aux_1: 0.9527 (0.9486) loss_fgl_aux_2: 0.9540 (0.9467) loss_fgl_aux_3: 0.9518 (0.9466) loss_fgl_aux_4: 0.9509 (0.9466) loss_fgl_dn_0: 1.0809 (1.0778) loss_fgl_dn_1: 0.9814 (0.9740) loss_fgl_dn_2: 0.9728 (0.9647) loss_fgl_dn_3: 0.9738 (0.9654) loss_fgl_dn_4: 0.9750 (0.9659) loss_fgl_dn_5: 0.9751 (0.9659) loss_giou: 0.5650 (0.5505) loss_giou_aux_0: 0.5929 (0.5755) loss_giou_aux_1: 0.5672 (0.5563) loss_giou_aux_2: 0.5697 (0.5517) loss_giou_aux_3: 0.5645 (0.5507) loss_giou_aux_4: 0.5654 (0.5505) loss_giou_dn_0: 0.5429 (0.5377) loss_giou_dn_1: 0.4239 (0.4240) loss_giou_dn_2: 0.4106 (0.4074) loss_giou_dn_3: 0.4057 (0.4021) loss_giou_dn_4: 0.4049 (0.4009) loss_giou_dn_5: 0.4049 (0.4009) loss_giou_dn_pre: 0.5433 (0.5371) loss_giou_enc_0: 0.6584 (0.6439) loss_giou_pre: 0.5912 (0.5741) loss_ddf_aux_0: 0.0451 (0.0483) loss_ddf_aux_1: 0.0070 (0.0071) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2374 (0.2468) loss_ddf_dn_1: 0.0317 (0.0332) loss_ddf_dn_2: 0.0072 (0.0077) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5970 (0.6171) loss_vfl_aux_0: 0.6464 (0.6844) loss_vfl_aux_1: 0.6297 (0.6621) loss_vfl_aux_2: 0.6187 (0.6431) loss_vfl_aux_3: 0.6216 (0.6304) loss_vfl_aux_4: 0.6022 (0.6184) loss_vfl_dn_0: 0.4696 (0.4769) loss_vfl_dn_1: 0.4037 (0.4037) loss_vfl_dn_2: 0.3893 (0.3867) loss_vfl_dn_3: 0.3806 (0.3793) loss_vfl_dn_4: 0.3783 (0.3767) loss_vfl_dn_5: 0.3785 (0.3764) loss_vfl_dn_pre: 0.4699 (0.4773) loss_vfl_enc_0: 0.6887 (0.6988) loss_vfl_pre: 0.6389 (0.6871) time: 1.0007 data: 0.0306 max mem: 9142 Epoch: [71] [ 200/3696] eta: 0:45:29 lr: 0.000013 loss: 30.1796 (30.2370) loss_bbox: 0.1414 (0.1616) loss_bbox_aux_0: 0.1541 (0.1732) loss_bbox_aux_1: 0.1457 (0.1640) loss_bbox_aux_2: 0.1419 (0.1622) loss_bbox_aux_3: 0.1410 (0.1617) loss_bbox_aux_4: 0.1414 (0.1616) loss_bbox_dn_0: 0.2023 (0.2184) loss_bbox_dn_1: 0.1385 (0.1581) loss_bbox_dn_2: 0.1322 (0.1481) loss_bbox_dn_3: 0.1257 (0.1450) loss_bbox_dn_4: 0.1253 (0.1443) loss_bbox_dn_5: 0.1253 (0.1443) loss_bbox_dn_pre: 0.2032 (0.2246) loss_bbox_enc_0: 0.1897 (0.2042) loss_bbox_pre: 0.1539 (0.1737) loss_dfl: 0.9733 (0.9525) loss_fgl_aux_0: 1.0088 (0.9827) loss_fgl_aux_1: 0.9763 (0.9547) loss_fgl_aux_2: 0.9733 (0.9526) loss_fgl_aux_3: 0.9736 (0.9524) loss_fgl_aux_4: 0.9735 (0.9525) loss_fgl_dn_0: 1.0818 (1.0795) loss_fgl_dn_1: 0.9811 (0.9743) loss_fgl_dn_2: 0.9739 (0.9649) loss_fgl_dn_3: 0.9742 (0.9656) loss_fgl_dn_4: 0.9756 (0.9661) loss_fgl_dn_5: 0.9756 (0.9661) loss_giou: 0.5275 (0.5387) loss_giou_aux_0: 0.5577 (0.5636) loss_giou_aux_1: 0.5333 (0.5444) loss_giou_aux_2: 0.5289 (0.5398) loss_giou_aux_3: 0.5276 (0.5389) loss_giou_aux_4: 0.5274 (0.5387) loss_giou_dn_0: 0.5279 (0.5335) loss_giou_dn_1: 0.4153 (0.4201) loss_giou_dn_2: 0.3949 (0.4033) loss_giou_dn_3: 0.3901 (0.3980) loss_giou_dn_4: 0.3902 (0.3969) loss_giou_dn_5: 0.3902 (0.3969) loss_giou_dn_pre: 0.5248 (0.5328) loss_giou_enc_0: 0.6317 (0.6318) loss_giou_pre: 0.5552 (0.5623) loss_ddf_aux_0: 0.0485 (0.0491) loss_ddf_aux_1: 0.0071 (0.0071) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2483 (0.2472) loss_ddf_dn_1: 0.0343 (0.0331) loss_ddf_dn_2: 0.0076 (0.0077) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6263 (0.6206) loss_vfl_aux_0: 0.6946 (0.6847) loss_vfl_aux_1: 0.6754 (0.6667) loss_vfl_aux_2: 0.6597 (0.6464) loss_vfl_aux_3: 0.6378 (0.6334) loss_vfl_aux_4: 0.6249 (0.6221) loss_vfl_dn_0: 0.4823 (0.4777) loss_vfl_dn_1: 0.4077 (0.4045) loss_vfl_dn_2: 0.3915 (0.3878) loss_vfl_dn_3: 0.3845 (0.3800) loss_vfl_dn_4: 0.3813 (0.3773) loss_vfl_dn_5: 0.3813 (0.3769) loss_vfl_dn_pre: 0.4828 (0.4782) loss_vfl_enc_0: 0.7010 (0.6980) loss_vfl_pre: 0.7031 (0.6874) time: 0.7673 data: 0.0374 max mem: 9142 Epoch: [71] [ 300/3696] eta: 0:43:32 lr: 0.000013 loss: 29.3352 (30.2782) loss_bbox: 0.1541 (0.1605) loss_bbox_aux_0: 0.1628 (0.1718) loss_bbox_aux_1: 0.1549 (0.1628) loss_bbox_aux_2: 0.1526 (0.1610) loss_bbox_aux_3: 0.1538 (0.1606) loss_bbox_aux_4: 0.1541 (0.1605) loss_bbox_dn_0: 0.2022 (0.2173) loss_bbox_dn_1: 0.1452 (0.1571) loss_bbox_dn_2: 0.1372 (0.1471) loss_bbox_dn_3: 0.1349 (0.1441) loss_bbox_dn_4: 0.1341 (0.1433) loss_bbox_dn_5: 0.1341 (0.1433) loss_bbox_dn_pre: 0.2020 (0.2233) loss_bbox_enc_0: 0.1853 (0.2022) loss_bbox_pre: 0.1630 (0.1723) loss_dfl: 0.9611 (0.9553) loss_fgl_aux_0: 0.9957 (0.9851) loss_fgl_aux_1: 0.9607 (0.9574) loss_fgl_aux_2: 0.9615 (0.9554) loss_fgl_aux_3: 0.9611 (0.9553) loss_fgl_aux_4: 0.9610 (0.9553) loss_fgl_dn_0: 1.0810 (1.0797) loss_fgl_dn_1: 0.9609 (0.9759) loss_fgl_dn_2: 0.9476 (0.9667) loss_fgl_dn_3: 0.9464 (0.9674) loss_fgl_dn_4: 0.9470 (0.9679) loss_fgl_dn_5: 0.9470 (0.9679) loss_giou: 0.4565 (0.5376) loss_giou_aux_0: 0.4797 (0.5624) loss_giou_aux_1: 0.4658 (0.5433) loss_giou_aux_2: 0.4568 (0.5387) loss_giou_aux_3: 0.4553 (0.5378) loss_giou_aux_4: 0.4564 (0.5377) loss_giou_dn_0: 0.4955 (0.5353) loss_giou_dn_1: 0.3833 (0.4217) loss_giou_dn_2: 0.3689 (0.4046) loss_giou_dn_3: 0.3627 (0.3994) loss_giou_dn_4: 0.3613 (0.3982) loss_giou_dn_5: 0.3613 (0.3982) loss_giou_dn_pre: 0.4966 (0.5347) loss_giou_enc_0: 0.5403 (0.6307) loss_giou_pre: 0.4772 (0.5610) loss_ddf_aux_0: 0.0493 (0.0495) loss_ddf_aux_1: 0.0069 (0.0071) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2567 (0.2483) loss_ddf_dn_1: 0.0337 (0.0334) loss_ddf_dn_2: 0.0076 (0.0077) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6219 (0.6246) loss_vfl_aux_0: 0.6907 (0.6869) loss_vfl_aux_1: 0.6595 (0.6691) loss_vfl_aux_2: 0.6578 (0.6500) loss_vfl_aux_3: 0.6379 (0.6369) loss_vfl_aux_4: 0.6244 (0.6258) loss_vfl_dn_0: 0.4785 (0.4783) loss_vfl_dn_1: 0.4027 (0.4059) loss_vfl_dn_2: 0.3847 (0.3891) loss_vfl_dn_3: 0.3764 (0.3814) loss_vfl_dn_4: 0.3735 (0.3786) loss_vfl_dn_5: 0.3732 (0.3783) loss_vfl_dn_pre: 0.4790 (0.4788) loss_vfl_enc_0: 0.6912 (0.6984) loss_vfl_pre: 0.6906 (0.6896) time: 0.7120 data: 0.0255 max mem: 9142 Epoch: [71] [ 400/3696] eta: 0:42:27 lr: 0.000013 loss: 30.3842 (30.3038) loss_bbox: 0.1528 (0.1601) loss_bbox_aux_0: 0.1606 (0.1716) loss_bbox_aux_1: 0.1555 (0.1624) loss_bbox_aux_2: 0.1539 (0.1606) loss_bbox_aux_3: 0.1528 (0.1601) loss_bbox_aux_4: 0.1528 (0.1601) loss_bbox_dn_0: 0.2071 (0.2171) loss_bbox_dn_1: 0.1541 (0.1571) loss_bbox_dn_2: 0.1413 (0.1472) loss_bbox_dn_3: 0.1391 (0.1441) loss_bbox_dn_4: 0.1371 (0.1434) loss_bbox_dn_5: 0.1371 (0.1434) loss_bbox_dn_pre: 0.2119 (0.2231) loss_bbox_enc_0: 0.1960 (0.2021) loss_bbox_pre: 0.1622 (0.1719) loss_dfl: 0.9541 (0.9546) loss_fgl_aux_0: 0.9825 (0.9842) loss_fgl_aux_1: 0.9570 (0.9568) loss_fgl_aux_2: 0.9550 (0.9547) loss_fgl_aux_3: 0.9544 (0.9546) loss_fgl_aux_4: 0.9541 (0.9545) loss_fgl_dn_0: 1.0845 (1.0799) loss_fgl_dn_1: 0.9729 (0.9762) loss_fgl_dn_2: 0.9622 (0.9670) loss_fgl_dn_3: 0.9626 (0.9677) loss_fgl_dn_4: 0.9634 (0.9682) loss_fgl_dn_5: 0.9634 (0.9682) loss_giou: 0.5497 (0.5392) loss_giou_aux_0: 0.5727 (0.5641) loss_giou_aux_1: 0.5544 (0.5449) loss_giou_aux_2: 0.5487 (0.5402) loss_giou_aux_3: 0.5493 (0.5394) loss_giou_aux_4: 0.5497 (0.5392) loss_giou_dn_0: 0.5372 (0.5356) loss_giou_dn_1: 0.4281 (0.4226) loss_giou_dn_2: 0.4124 (0.4057) loss_giou_dn_3: 0.4088 (0.4005) loss_giou_dn_4: 0.4075 (0.3994) loss_giou_dn_5: 0.4075 (0.3994) loss_giou_dn_pre: 0.5385 (0.5350) loss_giou_enc_0: 0.6364 (0.6324) loss_giou_pre: 0.5717 (0.5628) loss_ddf_aux_0: 0.0509 (0.0500) loss_ddf_aux_1: 0.0072 (0.0072) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2466 (0.2488) loss_ddf_dn_1: 0.0341 (0.0335) loss_ddf_dn_2: 0.0075 (0.0076) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6230 (0.6262) loss_vfl_aux_0: 0.6904 (0.6877) loss_vfl_aux_1: 0.6761 (0.6697) loss_vfl_aux_2: 0.6550 (0.6510) loss_vfl_aux_3: 0.6395 (0.6377) loss_vfl_aux_4: 0.6254 (0.6274) loss_vfl_dn_0: 0.4833 (0.4784) loss_vfl_dn_1: 0.4073 (0.4062) loss_vfl_dn_2: 0.3892 (0.3897) loss_vfl_dn_3: 0.3810 (0.3818) loss_vfl_dn_4: 0.3765 (0.3789) loss_vfl_dn_5: 0.3758 (0.3786) loss_vfl_dn_pre: 0.4833 (0.4789) loss_vfl_enc_0: 0.7042 (0.7003) loss_vfl_pre: 0.6926 (0.6904) time: 0.9222 data: 0.0225 max mem: 9142 Epoch: [71] [ 500/3696] eta: 0:41:01 lr: 0.000013 loss: 30.3519 (30.3249) loss_bbox: 0.1487 (0.1599) loss_bbox_aux_0: 0.1617 (0.1716) loss_bbox_aux_1: 0.1505 (0.1624) loss_bbox_aux_2: 0.1492 (0.1605) loss_bbox_aux_3: 0.1490 (0.1600) loss_bbox_aux_4: 0.1487 (0.1599) loss_bbox_dn_0: 0.1986 (0.2175) loss_bbox_dn_1: 0.1435 (0.1574) loss_bbox_dn_2: 0.1386 (0.1475) loss_bbox_dn_3: 0.1381 (0.1443) loss_bbox_dn_4: 0.1365 (0.1437) loss_bbox_dn_5: 0.1364 (0.1437) loss_bbox_dn_pre: 0.2083 (0.2234) loss_bbox_enc_0: 0.1912 (0.2024) loss_bbox_pre: 0.1622 (0.1719) loss_dfl: 0.9240 (0.9532) loss_fgl_aux_0: 0.9622 (0.9828) loss_fgl_aux_1: 0.9272 (0.9554) loss_fgl_aux_2: 0.9241 (0.9534) loss_fgl_aux_3: 0.9237 (0.9532) loss_fgl_aux_4: 0.9241 (0.9532) loss_fgl_dn_0: 1.0727 (1.0794) loss_fgl_dn_1: 0.9729 (0.9758) loss_fgl_dn_2: 0.9655 (0.9666) loss_fgl_dn_3: 0.9666 (0.9673) loss_fgl_dn_4: 0.9669 (0.9678) loss_fgl_dn_5: 0.9669 (0.9678) loss_giou: 0.5582 (0.5424) loss_giou_aux_0: 0.5880 (0.5672) loss_giou_aux_1: 0.5658 (0.5481) loss_giou_aux_2: 0.5604 (0.5434) loss_giou_aux_3: 0.5584 (0.5425) loss_giou_aux_4: 0.5583 (0.5424) loss_giou_dn_0: 0.5452 (0.5368) loss_giou_dn_1: 0.4415 (0.4240) loss_giou_dn_2: 0.4257 (0.4071) loss_giou_dn_3: 0.4233 (0.4019) loss_giou_dn_4: 0.4223 (0.4008) loss_giou_dn_5: 0.4222 (0.4008) loss_giou_dn_pre: 0.5444 (0.5362) loss_giou_enc_0: 0.6361 (0.6356) loss_giou_pre: 0.5867 (0.5659) loss_ddf_aux_0: 0.0532 (0.0501) loss_ddf_aux_1: 0.0073 (0.0072) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2482 (0.2492) loss_ddf_dn_1: 0.0300 (0.0336) loss_ddf_dn_2: 0.0069 (0.0076) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6105 (0.6254) loss_vfl_aux_0: 0.6891 (0.6883) loss_vfl_aux_1: 0.6679 (0.6689) loss_vfl_aux_2: 0.6290 (0.6501) loss_vfl_aux_3: 0.6152 (0.6369) loss_vfl_aux_4: 0.6074 (0.6266) loss_vfl_dn_0: 0.4724 (0.4781) loss_vfl_dn_1: 0.4051 (0.4059) loss_vfl_dn_2: 0.3910 (0.3894) loss_vfl_dn_3: 0.3823 (0.3816) loss_vfl_dn_4: 0.3785 (0.3788) loss_vfl_dn_5: 0.3788 (0.3785) loss_vfl_dn_pre: 0.4733 (0.4787) loss_vfl_enc_0: 0.6931 (0.6994) loss_vfl_pre: 0.6901 (0.6909) time: 0.7643 data: 0.0347 max mem: 9142 Epoch: [71] [ 600/3696] eta: 0:39:37 lr: 0.000013 loss: 30.4197 (30.3271) loss_bbox: 0.1524 (0.1596) loss_bbox_aux_0: 0.1663 (0.1713) loss_bbox_aux_1: 0.1563 (0.1621) loss_bbox_aux_2: 0.1530 (0.1602) loss_bbox_aux_3: 0.1525 (0.1597) loss_bbox_aux_4: 0.1523 (0.1596) loss_bbox_dn_0: 0.2031 (0.2173) loss_bbox_dn_1: 0.1560 (0.1572) loss_bbox_dn_2: 0.1442 (0.1473) loss_bbox_dn_3: 0.1384 (0.1440) loss_bbox_dn_4: 0.1355 (0.1434) loss_bbox_dn_5: 0.1355 (0.1434) loss_bbox_dn_pre: 0.2094 (0.2231) loss_bbox_enc_0: 0.1956 (0.2020) loss_bbox_pre: 0.1679 (0.1716) loss_dfl: 0.9706 (0.9533) loss_fgl_aux_0: 0.9978 (0.9830) loss_fgl_aux_1: 0.9744 (0.9555) loss_fgl_aux_2: 0.9705 (0.9535) loss_fgl_aux_3: 0.9706 (0.9533) loss_fgl_aux_4: 0.9708 (0.9533) loss_fgl_dn_0: 1.0854 (1.0796) loss_fgl_dn_1: 0.9824 (0.9760) loss_fgl_dn_2: 0.9748 (0.9668) loss_fgl_dn_3: 0.9741 (0.9675) loss_fgl_dn_4: 0.9743 (0.9680) loss_fgl_dn_5: 0.9743 (0.9680) loss_giou: 0.5209 (0.5421) loss_giou_aux_0: 0.5428 (0.5673) loss_giou_aux_1: 0.5270 (0.5481) loss_giou_aux_2: 0.5224 (0.5431) loss_giou_aux_3: 0.5219 (0.5423) loss_giou_aux_4: 0.5209 (0.5421) loss_giou_dn_0: 0.5033 (0.5369) loss_giou_dn_1: 0.3912 (0.4239) loss_giou_dn_2: 0.3780 (0.4069) loss_giou_dn_3: 0.3744 (0.4017) loss_giou_dn_4: 0.3722 (0.4006) loss_giou_dn_5: 0.3721 (0.4006) loss_giou_dn_pre: 0.4993 (0.5362) loss_giou_enc_0: 0.6077 (0.6355) loss_giou_pre: 0.5441 (0.5659) loss_ddf_aux_0: 0.0553 (0.0506) loss_ddf_aux_1: 0.0085 (0.0073) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2451 (0.2496) loss_ddf_dn_1: 0.0352 (0.0339) loss_ddf_dn_2: 0.0081 (0.0078) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6298 (0.6260) loss_vfl_aux_0: 0.6863 (0.6885) loss_vfl_aux_1: 0.6796 (0.6691) loss_vfl_aux_2: 0.6636 (0.6513) loss_vfl_aux_3: 0.6508 (0.6375) loss_vfl_aux_4: 0.6352 (0.6274) loss_vfl_dn_0: 0.4810 (0.4782) loss_vfl_dn_1: 0.4049 (0.4061) loss_vfl_dn_2: 0.3919 (0.3896) loss_vfl_dn_3: 0.3835 (0.3818) loss_vfl_dn_4: 0.3795 (0.3791) loss_vfl_dn_5: 0.3797 (0.3788) loss_vfl_dn_pre: 0.4800 (0.4787) loss_vfl_enc_0: 0.7096 (0.6994) loss_vfl_pre: 0.6816 (0.6909) time: 0.7619 data: 0.0281 max mem: 9142 Epoch: [71] [ 700/3696] eta: 0:38:14 lr: 0.000013 loss: 30.5568 (30.3556) loss_bbox: 0.1556 (0.1600) loss_bbox_aux_0: 0.1682 (0.1716) loss_bbox_aux_1: 0.1579 (0.1624) loss_bbox_aux_2: 0.1558 (0.1605) loss_bbox_aux_3: 0.1561 (0.1601) loss_bbox_aux_4: 0.1557 (0.1600) loss_bbox_dn_0: 0.2245 (0.2181) loss_bbox_dn_1: 0.1570 (0.1578) loss_bbox_dn_2: 0.1522 (0.1479) loss_bbox_dn_3: 0.1484 (0.1447) loss_bbox_dn_4: 0.1466 (0.1440) loss_bbox_dn_5: 0.1465 (0.1440) loss_bbox_dn_pre: 0.2305 (0.2239) loss_bbox_enc_0: 0.1946 (0.2024) loss_bbox_pre: 0.1691 (0.1719) loss_dfl: 0.9440 (0.9526) loss_fgl_aux_0: 0.9750 (0.9824) loss_fgl_aux_1: 0.9448 (0.9549) loss_fgl_aux_2: 0.9439 (0.9529) loss_fgl_aux_3: 0.9439 (0.9527) loss_fgl_aux_4: 0.9439 (0.9526) loss_fgl_dn_0: 1.0754 (1.0793) loss_fgl_dn_1: 0.9707 (0.9756) loss_fgl_dn_2: 0.9593 (0.9665) loss_fgl_dn_3: 0.9615 (0.9672) loss_fgl_dn_4: 0.9616 (0.9677) loss_fgl_dn_5: 0.9616 (0.9677) loss_giou: 0.5325 (0.5432) loss_giou_aux_0: 0.5608 (0.5683) loss_giou_aux_1: 0.5359 (0.5490) loss_giou_aux_2: 0.5332 (0.5442) loss_giou_aux_3: 0.5322 (0.5434) loss_giou_aux_4: 0.5325 (0.5433) loss_giou_dn_0: 0.5461 (0.5374) loss_giou_dn_1: 0.4344 (0.4245) loss_giou_dn_2: 0.4154 (0.4076) loss_giou_dn_3: 0.4114 (0.4024) loss_giou_dn_4: 0.4102 (0.4014) loss_giou_dn_5: 0.4102 (0.4014) loss_giou_dn_pre: 0.5474 (0.5368) loss_giou_enc_0: 0.6324 (0.6364) loss_giou_pre: 0.5622 (0.5669) loss_ddf_aux_0: 0.0522 (0.0509) loss_ddf_aux_1: 0.0075 (0.0074) loss_ddf_aux_2: 0.0015 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2459 (0.2492) loss_ddf_dn_1: 0.0315 (0.0337) loss_ddf_dn_2: 0.0073 (0.0078) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6268 (0.6279) loss_vfl_aux_0: 0.6993 (0.6899) loss_vfl_aux_1: 0.6736 (0.6706) loss_vfl_aux_2: 0.6406 (0.6530) loss_vfl_aux_3: 0.6377 (0.6392) loss_vfl_aux_4: 0.6293 (0.6291) loss_vfl_dn_0: 0.4720 (0.4785) loss_vfl_dn_1: 0.3983 (0.4063) loss_vfl_dn_2: 0.3839 (0.3897) loss_vfl_dn_3: 0.3774 (0.3819) loss_vfl_dn_4: 0.3743 (0.3792) loss_vfl_dn_5: 0.3735 (0.3788) loss_vfl_dn_pre: 0.4733 (0.4790) loss_vfl_enc_0: 0.7039 (0.7008) loss_vfl_pre: 0.6932 (0.6922) time: 0.7691 data: 0.0286 max mem: 9142 Epoch: [71] [ 800/3696] eta: 0:36:56 lr: 0.000013 loss: 30.7526 (30.3732) loss_bbox: 0.1416 (0.1598) loss_bbox_aux_0: 0.1537 (0.1715) loss_bbox_aux_1: 0.1434 (0.1623) loss_bbox_aux_2: 0.1404 (0.1604) loss_bbox_aux_3: 0.1413 (0.1599) loss_bbox_aux_4: 0.1416 (0.1598) loss_bbox_dn_0: 0.1966 (0.2177) loss_bbox_dn_1: 0.1445 (0.1577) loss_bbox_dn_2: 0.1356 (0.1478) loss_bbox_dn_3: 0.1331 (0.1445) loss_bbox_dn_4: 0.1335 (0.1438) loss_bbox_dn_5: 0.1334 (0.1438) loss_bbox_dn_pre: 0.2020 (0.2236) loss_bbox_enc_0: 0.1867 (0.2023) loss_bbox_pre: 0.1525 (0.1718) loss_dfl: 0.9587 (0.9527) loss_fgl_aux_0: 0.9912 (0.9825) loss_fgl_aux_1: 0.9637 (0.9550) loss_fgl_aux_2: 0.9586 (0.9529) loss_fgl_aux_3: 0.9595 (0.9527) loss_fgl_aux_4: 0.9587 (0.9527) loss_fgl_dn_0: 1.0761 (1.0795) loss_fgl_dn_1: 0.9788 (0.9761) loss_fgl_dn_2: 0.9707 (0.9671) loss_fgl_dn_3: 0.9718 (0.9678) loss_fgl_dn_4: 0.9721 (0.9682) loss_fgl_dn_5: 0.9721 (0.9683) loss_giou: 0.5538 (0.5446) loss_giou_aux_0: 0.5815 (0.5696) loss_giou_aux_1: 0.5561 (0.5503) loss_giou_aux_2: 0.5549 (0.5456) loss_giou_aux_3: 0.5531 (0.5447) loss_giou_aux_4: 0.5538 (0.5446) loss_giou_dn_0: 0.5431 (0.5382) loss_giou_dn_1: 0.4344 (0.4254) loss_giou_dn_2: 0.4220 (0.4084) loss_giou_dn_3: 0.4164 (0.4032) loss_giou_dn_4: 0.4147 (0.4021) loss_giou_dn_5: 0.4147 (0.4021) loss_giou_dn_pre: 0.5454 (0.5377) loss_giou_enc_0: 0.6455 (0.6380) loss_giou_pre: 0.5809 (0.5683) loss_ddf_aux_0: 0.0513 (0.0512) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0013 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2459 (0.2493) loss_ddf_dn_1: 0.0353 (0.0338) loss_ddf_dn_2: 0.0085 (0.0079) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6298 (0.6279) loss_vfl_aux_0: 0.7018 (0.6900) loss_vfl_aux_1: 0.6842 (0.6702) loss_vfl_aux_2: 0.6617 (0.6530) loss_vfl_aux_3: 0.6392 (0.6392) loss_vfl_aux_4: 0.6306 (0.6290) loss_vfl_dn_0: 0.4778 (0.4784) loss_vfl_dn_1: 0.4078 (0.4065) loss_vfl_dn_2: 0.3887 (0.3898) loss_vfl_dn_3: 0.3838 (0.3820) loss_vfl_dn_4: 0.3808 (0.3793) loss_vfl_dn_5: 0.3801 (0.3789) loss_vfl_dn_pre: 0.4784 (0.4789) loss_vfl_enc_0: 0.7030 (0.7004) loss_vfl_pre: 0.7043 (0.6923) time: 0.7245 data: 0.0262 max mem: 9142 Epoch: [71] [ 900/3696] eta: 0:35:53 lr: 0.000013 loss: 30.2764 (30.3855) loss_bbox: 0.1543 (0.1598) loss_bbox_aux_0: 0.1708 (0.1715) loss_bbox_aux_1: 0.1574 (0.1623) loss_bbox_aux_2: 0.1551 (0.1604) loss_bbox_aux_3: 0.1543 (0.1599) loss_bbox_aux_4: 0.1543 (0.1598) loss_bbox_dn_0: 0.2167 (0.2181) loss_bbox_dn_1: 0.1610 (0.1579) loss_bbox_dn_2: 0.1521 (0.1480) loss_bbox_dn_3: 0.1499 (0.1448) loss_bbox_dn_4: 0.1481 (0.1441) loss_bbox_dn_5: 0.1480 (0.1441) loss_bbox_dn_pre: 0.2215 (0.2239) loss_bbox_enc_0: 0.2045 (0.2025) loss_bbox_pre: 0.1698 (0.1718) loss_dfl: 0.9716 (0.9534) loss_fgl_aux_0: 1.0046 (0.9831) loss_fgl_aux_1: 0.9724 (0.9556) loss_fgl_aux_2: 0.9730 (0.9536) loss_fgl_aux_3: 0.9714 (0.9534) loss_fgl_aux_4: 0.9715 (0.9533) loss_fgl_dn_0: 1.0835 (1.0797) loss_fgl_dn_1: 0.9749 (0.9764) loss_fgl_dn_2: 0.9694 (0.9674) loss_fgl_dn_3: 0.9680 (0.9681) loss_fgl_dn_4: 0.9687 (0.9686) loss_fgl_dn_5: 0.9687 (0.9686) loss_giou: 0.4952 (0.5442) loss_giou_aux_0: 0.5268 (0.5692) loss_giou_aux_1: 0.5050 (0.5499) loss_giou_aux_2: 0.4975 (0.5452) loss_giou_aux_3: 0.4963 (0.5443) loss_giou_aux_4: 0.4951 (0.5442) loss_giou_dn_0: 0.5135 (0.5387) loss_giou_dn_1: 0.3929 (0.4256) loss_giou_dn_2: 0.3804 (0.4087) loss_giou_dn_3: 0.3752 (0.4036) loss_giou_dn_4: 0.3737 (0.4025) loss_giou_dn_5: 0.3737 (0.4025) loss_giou_dn_pre: 0.5119 (0.5381) loss_giou_enc_0: 0.6128 (0.6376) loss_giou_pre: 0.5288 (0.5679) loss_ddf_aux_0: 0.0501 (0.0514) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2519 (0.2494) loss_ddf_dn_1: 0.0327 (0.0339) loss_ddf_dn_2: 0.0068 (0.0078) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6290 (0.6281) loss_vfl_aux_0: 0.7164 (0.6909) loss_vfl_aux_1: 0.6702 (0.6702) loss_vfl_aux_2: 0.6545 (0.6532) loss_vfl_aux_3: 0.6394 (0.6394) loss_vfl_aux_4: 0.6327 (0.6293) loss_vfl_dn_0: 0.4719 (0.4786) loss_vfl_dn_1: 0.4065 (0.4068) loss_vfl_dn_2: 0.3923 (0.3901) loss_vfl_dn_3: 0.3811 (0.3823) loss_vfl_dn_4: 0.3785 (0.3796) loss_vfl_dn_5: 0.3773 (0.3793) loss_vfl_dn_pre: 0.4728 (0.4791) loss_vfl_enc_0: 0.7118 (0.7006) loss_vfl_pre: 0.7200 (0.6932) time: 0.7565 data: 0.0285 max mem: 9142 Epoch: [71] [1000/3696] eta: 0:34:36 lr: 0.000013 loss: 30.7069 (30.3909) loss_bbox: 0.1609 (0.1598) loss_bbox_aux_0: 0.1672 (0.1714) loss_bbox_aux_1: 0.1614 (0.1622) loss_bbox_aux_2: 0.1622 (0.1603) loss_bbox_aux_3: 0.1612 (0.1598) loss_bbox_aux_4: 0.1609 (0.1598) loss_bbox_dn_0: 0.2198 (0.2182) loss_bbox_dn_1: 0.1586 (0.1581) loss_bbox_dn_2: 0.1464 (0.1482) loss_bbox_dn_3: 0.1446 (0.1450) loss_bbox_dn_4: 0.1433 (0.1443) loss_bbox_dn_5: 0.1434 (0.1443) loss_bbox_dn_pre: 0.2228 (0.2240) loss_bbox_enc_0: 0.2018 (0.2023) loss_bbox_pre: 0.1668 (0.1717) loss_dfl: 0.9643 (0.9540) loss_fgl_aux_0: 0.9888 (0.9837) loss_fgl_aux_1: 0.9648 (0.9563) loss_fgl_aux_2: 0.9644 (0.9542) loss_fgl_aux_3: 0.9634 (0.9540) loss_fgl_aux_4: 0.9643 (0.9540) loss_fgl_dn_0: 1.0782 (1.0797) loss_fgl_dn_1: 0.9875 (0.9767) loss_fgl_dn_2: 0.9761 (0.9677) loss_fgl_dn_3: 0.9759 (0.9684) loss_fgl_dn_4: 0.9763 (0.9688) loss_fgl_dn_5: 0.9763 (0.9689) loss_giou: 0.5529 (0.5440) loss_giou_aux_0: 0.5891 (0.5691) loss_giou_aux_1: 0.5614 (0.5497) loss_giou_aux_2: 0.5559 (0.5449) loss_giou_aux_3: 0.5541 (0.5441) loss_giou_aux_4: 0.5527 (0.5440) loss_giou_dn_0: 0.5410 (0.5388) loss_giou_dn_1: 0.4242 (0.4258) loss_giou_dn_2: 0.4083 (0.4089) loss_giou_dn_3: 0.4020 (0.4038) loss_giou_dn_4: 0.4009 (0.4026) loss_giou_dn_5: 0.4010 (0.4026) loss_giou_dn_pre: 0.5383 (0.5382) loss_giou_enc_0: 0.6504 (0.6376) loss_giou_pre: 0.5872 (0.5678) loss_ddf_aux_0: 0.0540 (0.0515) loss_ddf_aux_1: 0.0076 (0.0074) loss_ddf_aux_2: 0.0016 (0.0015) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2413 (0.2488) loss_ddf_dn_1: 0.0332 (0.0338) loss_ddf_dn_2: 0.0069 (0.0078) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6252 (0.6280) loss_vfl_aux_0: 0.6783 (0.6913) loss_vfl_aux_1: 0.6609 (0.6706) loss_vfl_aux_2: 0.6505 (0.6534) loss_vfl_aux_3: 0.6421 (0.6394) loss_vfl_aux_4: 0.6305 (0.6295) loss_vfl_dn_0: 0.4775 (0.4784) loss_vfl_dn_1: 0.4066 (0.4066) loss_vfl_dn_2: 0.3927 (0.3900) loss_vfl_dn_3: 0.3871 (0.3823) loss_vfl_dn_4: 0.3836 (0.3796) loss_vfl_dn_5: 0.3838 (0.3792) loss_vfl_dn_pre: 0.4780 (0.4789) loss_vfl_enc_0: 0.6829 (0.7004) loss_vfl_pre: 0.6803 (0.6936) time: 0.7857 data: 0.0349 max mem: 9142 Epoch: [71] [1100/3696] eta: 0:33:04 lr: 0.000013 loss: 30.5555 (30.3836) loss_bbox: 0.1624 (0.1596) loss_bbox_aux_0: 0.1775 (0.1712) loss_bbox_aux_1: 0.1683 (0.1621) loss_bbox_aux_2: 0.1650 (0.1602) loss_bbox_aux_3: 0.1618 (0.1597) loss_bbox_aux_4: 0.1623 (0.1596) loss_bbox_dn_0: 0.2043 (0.2174) loss_bbox_dn_1: 0.1524 (0.1575) loss_bbox_dn_2: 0.1445 (0.1476) loss_bbox_dn_3: 0.1385 (0.1444) loss_bbox_dn_4: 0.1401 (0.1437) loss_bbox_dn_5: 0.1401 (0.1437) loss_bbox_dn_pre: 0.2155 (0.2232) loss_bbox_enc_0: 0.2080 (0.2020) loss_bbox_pre: 0.1768 (0.1715) loss_dfl: 0.9693 (0.9545) loss_fgl_aux_0: 0.9951 (0.9843) loss_fgl_aux_1: 0.9687 (0.9568) loss_fgl_aux_2: 0.9682 (0.9548) loss_fgl_aux_3: 0.9693 (0.9546) loss_fgl_aux_4: 0.9691 (0.9545) loss_fgl_dn_0: 1.0833 (1.0800) loss_fgl_dn_1: 0.9857 (0.9769) loss_fgl_dn_2: 0.9743 (0.9680) loss_fgl_dn_3: 0.9753 (0.9687) loss_fgl_dn_4: 0.9759 (0.9691) loss_fgl_dn_5: 0.9759 (0.9692) loss_giou: 0.5140 (0.5439) loss_giou_aux_0: 0.5510 (0.5689) loss_giou_aux_1: 0.5218 (0.5496) loss_giou_aux_2: 0.5214 (0.5449) loss_giou_aux_3: 0.5172 (0.5440) loss_giou_aux_4: 0.5146 (0.5439) loss_giou_dn_0: 0.5245 (0.5386) loss_giou_dn_1: 0.4120 (0.4257) loss_giou_dn_2: 0.3992 (0.4088) loss_giou_dn_3: 0.3950 (0.4037) loss_giou_dn_4: 0.3947 (0.4026) loss_giou_dn_5: 0.3946 (0.4026) loss_giou_dn_pre: 0.5260 (0.5380) loss_giou_enc_0: 0.6120 (0.6378) loss_giou_pre: 0.5512 (0.5676) loss_ddf_aux_0: 0.0567 (0.0516) loss_ddf_aux_1: 0.0077 (0.0074) loss_ddf_aux_2: 0.0017 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2599 (0.2488) loss_ddf_dn_1: 0.0376 (0.0339) loss_ddf_dn_2: 0.0091 (0.0079) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6267 (0.6274) loss_vfl_aux_0: 0.7042 (0.6908) loss_vfl_aux_1: 0.6732 (0.6700) loss_vfl_aux_2: 0.6551 (0.6528) loss_vfl_aux_3: 0.6388 (0.6386) loss_vfl_aux_4: 0.6279 (0.6288) loss_vfl_dn_0: 0.4730 (0.4783) loss_vfl_dn_1: 0.4087 (0.4066) loss_vfl_dn_2: 0.3913 (0.3900) loss_vfl_dn_3: 0.3833 (0.3822) loss_vfl_dn_4: 0.3812 (0.3795) loss_vfl_dn_5: 0.3804 (0.3792) loss_vfl_dn_pre: 0.4728 (0.4788) loss_vfl_enc_0: 0.7001 (0.6997) loss_vfl_pre: 0.7051 (0.6930) time: 0.7248 data: 0.0267 max mem: 9142 Epoch: [71] [1200/3696] eta: 0:31:53 lr: 0.000013 loss: 30.3408 (30.3771) loss_bbox: 0.1524 (0.1596) loss_bbox_aux_0: 0.1593 (0.1711) loss_bbox_aux_1: 0.1516 (0.1620) loss_bbox_aux_2: 0.1540 (0.1601) loss_bbox_aux_3: 0.1525 (0.1596) loss_bbox_aux_4: 0.1524 (0.1596) loss_bbox_dn_0: 0.2059 (0.2171) loss_bbox_dn_1: 0.1483 (0.1574) loss_bbox_dn_2: 0.1402 (0.1476) loss_bbox_dn_3: 0.1381 (0.1444) loss_bbox_dn_4: 0.1374 (0.1437) loss_bbox_dn_5: 0.1374 (0.1437) loss_bbox_dn_pre: 0.2072 (0.2230) loss_bbox_enc_0: 0.1919 (0.2017) loss_bbox_pre: 0.1606 (0.1713) loss_dfl: 0.9602 (0.9548) loss_fgl_aux_0: 0.9871 (0.9845) loss_fgl_aux_1: 0.9619 (0.9570) loss_fgl_aux_2: 0.9606 (0.9550) loss_fgl_aux_3: 0.9600 (0.9548) loss_fgl_aux_4: 0.9601 (0.9548) loss_fgl_dn_0: 1.0816 (1.0802) loss_fgl_dn_1: 0.9816 (0.9772) loss_fgl_dn_2: 0.9756 (0.9683) loss_fgl_dn_3: 0.9783 (0.9689) loss_fgl_dn_4: 0.9788 (0.9694) loss_fgl_dn_5: 0.9788 (0.9694) loss_giou: 0.5472 (0.5434) loss_giou_aux_0: 0.5739 (0.5684) loss_giou_aux_1: 0.5537 (0.5491) loss_giou_aux_2: 0.5477 (0.5444) loss_giou_aux_3: 0.5477 (0.5435) loss_giou_aux_4: 0.5473 (0.5434) loss_giou_dn_0: 0.5414 (0.5380) loss_giou_dn_1: 0.4230 (0.4254) loss_giou_dn_2: 0.4090 (0.4085) loss_giou_dn_3: 0.4059 (0.4034) loss_giou_dn_4: 0.4049 (0.4023) loss_giou_dn_5: 0.4048 (0.4023) loss_giou_dn_pre: 0.5395 (0.5375) loss_giou_enc_0: 0.6320 (0.6373) loss_giou_pre: 0.5718 (0.5671) loss_ddf_aux_0: 0.0472 (0.0516) loss_ddf_aux_1: 0.0064 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2324 (0.2487) loss_ddf_dn_1: 0.0290 (0.0338) loss_ddf_dn_2: 0.0066 (0.0078) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6097 (0.6269) loss_vfl_aux_0: 0.6919 (0.6911) loss_vfl_aux_1: 0.6680 (0.6700) loss_vfl_aux_2: 0.6451 (0.6526) loss_vfl_aux_3: 0.6229 (0.6381) loss_vfl_aux_4: 0.6084 (0.6284) loss_vfl_dn_0: 0.4772 (0.4783) loss_vfl_dn_1: 0.4083 (0.4065) loss_vfl_dn_2: 0.3917 (0.3899) loss_vfl_dn_3: 0.3846 (0.3822) loss_vfl_dn_4: 0.3807 (0.3795) loss_vfl_dn_5: 0.3812 (0.3791) loss_vfl_dn_pre: 0.4781 (0.4788) loss_vfl_enc_0: 0.7003 (0.6999) loss_vfl_pre: 0.6912 (0.6932) time: 0.9583 data: 0.0291 max mem: 9142 Epoch: [71] [1300/3696] eta: 0:30:35 lr: 0.000013 loss: 30.0178 (30.3827) loss_bbox: 0.1533 (0.1599) loss_bbox_aux_0: 0.1690 (0.1714) loss_bbox_aux_1: 0.1596 (0.1624) loss_bbox_aux_2: 0.1553 (0.1605) loss_bbox_aux_3: 0.1539 (0.1600) loss_bbox_aux_4: 0.1534 (0.1599) loss_bbox_dn_0: 0.2160 (0.2174) loss_bbox_dn_1: 0.1518 (0.1576) loss_bbox_dn_2: 0.1396 (0.1478) loss_bbox_dn_3: 0.1375 (0.1446) loss_bbox_dn_4: 0.1379 (0.1439) loss_bbox_dn_5: 0.1380 (0.1439) loss_bbox_dn_pre: 0.2239 (0.2232) loss_bbox_enc_0: 0.1981 (0.2020) loss_bbox_pre: 0.1706 (0.1716) loss_dfl: 0.9489 (0.9551) loss_fgl_aux_0: 0.9792 (0.9849) loss_fgl_aux_1: 0.9515 (0.9573) loss_fgl_aux_2: 0.9490 (0.9553) loss_fgl_aux_3: 0.9484 (0.9551) loss_fgl_aux_4: 0.9488 (0.9551) loss_fgl_dn_0: 1.0806 (1.0805) loss_fgl_dn_1: 0.9755 (0.9773) loss_fgl_dn_2: 0.9694 (0.9684) loss_fgl_dn_3: 0.9687 (0.9690) loss_fgl_dn_4: 0.9693 (0.9695) loss_fgl_dn_5: 0.9693 (0.9695) loss_giou: 0.5195 (0.5432) loss_giou_aux_0: 0.5427 (0.5681) loss_giou_aux_1: 0.5242 (0.5489) loss_giou_aux_2: 0.5197 (0.5443) loss_giou_aux_3: 0.5196 (0.5434) loss_giou_aux_4: 0.5194 (0.5433) loss_giou_dn_0: 0.5407 (0.5381) loss_giou_dn_1: 0.4142 (0.4253) loss_giou_dn_2: 0.4002 (0.4084) loss_giou_dn_3: 0.3972 (0.4033) loss_giou_dn_4: 0.3964 (0.4022) loss_giou_dn_5: 0.3964 (0.4022) loss_giou_dn_pre: 0.5395 (0.5376) loss_giou_enc_0: 0.6052 (0.6370) loss_giou_pre: 0.5423 (0.5668) loss_ddf_aux_0: 0.0461 (0.0513) loss_ddf_aux_1: 0.0065 (0.0074) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2376 (0.2485) loss_ddf_dn_1: 0.0306 (0.0337) loss_ddf_dn_2: 0.0064 (0.0078) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6102 (0.6269) loss_vfl_aux_0: 0.6724 (0.6916) loss_vfl_aux_1: 0.6494 (0.6702) loss_vfl_aux_2: 0.6367 (0.6526) loss_vfl_aux_3: 0.6194 (0.6380) loss_vfl_aux_4: 0.6119 (0.6284) loss_vfl_dn_0: 0.4763 (0.4784) loss_vfl_dn_1: 0.4034 (0.4065) loss_vfl_dn_2: 0.3840 (0.3900) loss_vfl_dn_3: 0.3787 (0.3822) loss_vfl_dn_4: 0.3765 (0.3795) loss_vfl_dn_5: 0.3755 (0.3791) loss_vfl_dn_pre: 0.4763 (0.4789) loss_vfl_enc_0: 0.6849 (0.6998) loss_vfl_pre: 0.6747 (0.6937) time: 0.7585 data: 0.0292 max mem: 9142 Epoch: [71] [1400/3696] eta: 0:29:17 lr: 0.000013 loss: 31.1074 (30.3818) loss_bbox: 0.1516 (0.1600) loss_bbox_aux_0: 0.1588 (0.1715) loss_bbox_aux_1: 0.1539 (0.1625) loss_bbox_aux_2: 0.1531 (0.1606) loss_bbox_aux_3: 0.1516 (0.1600) loss_bbox_aux_4: 0.1516 (0.1600) loss_bbox_dn_0: 0.1960 (0.2177) loss_bbox_dn_1: 0.1455 (0.1579) loss_bbox_dn_2: 0.1376 (0.1481) loss_bbox_dn_3: 0.1339 (0.1448) loss_bbox_dn_4: 0.1329 (0.1441) loss_bbox_dn_5: 0.1329 (0.1441) loss_bbox_dn_pre: 0.2011 (0.2236) loss_bbox_enc_0: 0.1823 (0.2021) loss_bbox_pre: 0.1606 (0.1717) loss_dfl: 0.9538 (0.9551) loss_fgl_aux_0: 0.9877 (0.9850) loss_fgl_aux_1: 0.9575 (0.9574) loss_fgl_aux_2: 0.9548 (0.9553) loss_fgl_aux_3: 0.9538 (0.9551) loss_fgl_aux_4: 0.9540 (0.9551) loss_fgl_dn_0: 1.0736 (1.0804) loss_fgl_dn_1: 0.9749 (0.9773) loss_fgl_dn_2: 0.9664 (0.9683) loss_fgl_dn_3: 0.9658 (0.9690) loss_fgl_dn_4: 0.9666 (0.9695) loss_fgl_dn_5: 0.9666 (0.9695) loss_giou: 0.5736 (0.5427) loss_giou_aux_0: 0.5991 (0.5676) loss_giou_aux_1: 0.5768 (0.5483) loss_giou_aux_2: 0.5728 (0.5438) loss_giou_aux_3: 0.5736 (0.5429) loss_giou_aux_4: 0.5737 (0.5427) loss_giou_dn_0: 0.5438 (0.5379) loss_giou_dn_1: 0.4367 (0.4252) loss_giou_dn_2: 0.4225 (0.4083) loss_giou_dn_3: 0.4164 (0.4032) loss_giou_dn_4: 0.4141 (0.4021) loss_giou_dn_5: 0.4140 (0.4021) loss_giou_dn_pre: 0.5464 (0.5373) loss_giou_enc_0: 0.6519 (0.6364) loss_giou_pre: 0.5969 (0.5663) loss_ddf_aux_0: 0.0510 (0.0513) loss_ddf_aux_1: 0.0074 (0.0073) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2302 (0.2482) loss_ddf_dn_1: 0.0328 (0.0336) loss_ddf_dn_2: 0.0078 (0.0078) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6176 (0.6269) loss_vfl_aux_0: 0.6816 (0.6921) loss_vfl_aux_1: 0.6603 (0.6707) loss_vfl_aux_2: 0.6368 (0.6528) loss_vfl_aux_3: 0.6311 (0.6380) loss_vfl_aux_4: 0.6166 (0.6284) loss_vfl_dn_0: 0.4784 (0.4785) loss_vfl_dn_1: 0.4070 (0.4065) loss_vfl_dn_2: 0.3929 (0.3899) loss_vfl_dn_3: 0.3872 (0.3821) loss_vfl_dn_4: 0.3844 (0.3794) loss_vfl_dn_5: 0.3836 (0.3790) loss_vfl_dn_pre: 0.4781 (0.4790) loss_vfl_enc_0: 0.6933 (0.7004) loss_vfl_pre: 0.6859 (0.6942) time: 0.7482 data: 0.0286 max mem: 9142 Epoch: [71] [1500/3696] eta: 0:28:00 lr: 0.000013 loss: 30.2494 (30.3839) loss_bbox: 0.1484 (0.1603) loss_bbox_aux_0: 0.1576 (0.1718) loss_bbox_aux_1: 0.1493 (0.1628) loss_bbox_aux_2: 0.1492 (0.1609) loss_bbox_aux_3: 0.1486 (0.1604) loss_bbox_aux_4: 0.1485 (0.1603) loss_bbox_dn_0: 0.2079 (0.2183) loss_bbox_dn_1: 0.1523 (0.1583) loss_bbox_dn_2: 0.1425 (0.1485) loss_bbox_dn_3: 0.1406 (0.1452) loss_bbox_dn_4: 0.1398 (0.1445) loss_bbox_dn_5: 0.1398 (0.1445) loss_bbox_dn_pre: 0.2088 (0.2241) loss_bbox_enc_0: 0.1877 (0.2025) loss_bbox_pre: 0.1587 (0.1721) loss_dfl: 0.9650 (0.9554) loss_fgl_aux_0: 0.9958 (0.9853) loss_fgl_aux_1: 0.9689 (0.9576) loss_fgl_aux_2: 0.9651 (0.9556) loss_fgl_aux_3: 0.9649 (0.9554) loss_fgl_aux_4: 0.9649 (0.9554) loss_fgl_dn_0: 1.0822 (1.0802) loss_fgl_dn_1: 0.9777 (0.9772) loss_fgl_dn_2: 0.9699 (0.9682) loss_fgl_dn_3: 0.9718 (0.9688) loss_fgl_dn_4: 0.9723 (0.9693) loss_fgl_dn_5: 0.9723 (0.9693) loss_giou: 0.5151 (0.5420) loss_giou_aux_0: 0.5340 (0.5669) loss_giou_aux_1: 0.5226 (0.5476) loss_giou_aux_2: 0.5190 (0.5431) loss_giou_aux_3: 0.5160 (0.5422) loss_giou_aux_4: 0.5154 (0.5420) loss_giou_dn_0: 0.5436 (0.5377) loss_giou_dn_1: 0.4162 (0.4250) loss_giou_dn_2: 0.3987 (0.4081) loss_giou_dn_3: 0.3914 (0.4030) loss_giou_dn_4: 0.3903 (0.4019) loss_giou_dn_5: 0.3903 (0.4019) loss_giou_dn_pre: 0.5386 (0.5372) loss_giou_enc_0: 0.6019 (0.6356) loss_giou_pre: 0.5329 (0.5656) loss_ddf_aux_0: 0.0512 (0.0516) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2518 (0.2484) loss_ddf_dn_1: 0.0357 (0.0337) loss_ddf_dn_2: 0.0087 (0.0078) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6112 (0.6272) loss_vfl_aux_0: 0.6870 (0.6923) loss_vfl_aux_1: 0.6624 (0.6709) loss_vfl_aux_2: 0.6466 (0.6534) loss_vfl_aux_3: 0.6349 (0.6383) loss_vfl_aux_4: 0.6132 (0.6287) loss_vfl_dn_0: 0.4847 (0.4786) loss_vfl_dn_1: 0.4174 (0.4065) loss_vfl_dn_2: 0.3982 (0.3898) loss_vfl_dn_3: 0.3872 (0.3820) loss_vfl_dn_4: 0.3840 (0.3793) loss_vfl_dn_5: 0.3837 (0.3790) loss_vfl_dn_pre: 0.4863 (0.4791) loss_vfl_enc_0: 0.6931 (0.7007) loss_vfl_pre: 0.6949 (0.6945) time: 0.7540 data: 0.0322 max mem: 9142 Epoch: [71] [1600/3696] eta: 0:26:42 lr: 0.000013 loss: 30.4513 (30.3831) loss_bbox: 0.1635 (0.1602) loss_bbox_aux_0: 0.1700 (0.1717) loss_bbox_aux_1: 0.1665 (0.1627) loss_bbox_aux_2: 0.1635 (0.1607) loss_bbox_aux_3: 0.1636 (0.1602) loss_bbox_aux_4: 0.1636 (0.1602) loss_bbox_dn_0: 0.2131 (0.2180) loss_bbox_dn_1: 0.1510 (0.1582) loss_bbox_dn_2: 0.1428 (0.1483) loss_bbox_dn_3: 0.1405 (0.1451) loss_bbox_dn_4: 0.1398 (0.1444) loss_bbox_dn_5: 0.1397 (0.1444) loss_bbox_dn_pre: 0.2204 (0.2238) loss_bbox_enc_0: 0.1979 (0.2024) loss_bbox_pre: 0.1711 (0.1719) loss_dfl: 0.9586 (0.9554) loss_fgl_aux_0: 0.9859 (0.9853) loss_fgl_aux_1: 0.9591 (0.9576) loss_fgl_aux_2: 0.9593 (0.9556) loss_fgl_aux_3: 0.9592 (0.9554) loss_fgl_aux_4: 0.9586 (0.9554) loss_fgl_dn_0: 1.0818 (1.0802) loss_fgl_dn_1: 0.9750 (0.9773) loss_fgl_dn_2: 0.9703 (0.9683) loss_fgl_dn_3: 0.9703 (0.9690) loss_fgl_dn_4: 0.9705 (0.9695) loss_fgl_dn_5: 0.9705 (0.9695) loss_giou: 0.5604 (0.5423) loss_giou_aux_0: 0.5865 (0.5672) loss_giou_aux_1: 0.5660 (0.5479) loss_giou_aux_2: 0.5605 (0.5434) loss_giou_aux_3: 0.5605 (0.5424) loss_giou_aux_4: 0.5604 (0.5423) loss_giou_dn_0: 0.5344 (0.5380) loss_giou_dn_1: 0.4299 (0.4252) loss_giou_dn_2: 0.4155 (0.4083) loss_giou_dn_3: 0.4113 (0.4032) loss_giou_dn_4: 0.4097 (0.4021) loss_giou_dn_5: 0.4097 (0.4021) loss_giou_dn_pre: 0.5330 (0.5374) loss_giou_enc_0: 0.6606 (0.6361) loss_giou_pre: 0.5840 (0.5659) loss_ddf_aux_0: 0.0553 (0.0517) loss_ddf_aux_1: 0.0075 (0.0074) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2389 (0.2484) loss_ddf_dn_1: 0.0329 (0.0337) loss_ddf_dn_2: 0.0078 (0.0078) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6100 (0.6267) loss_vfl_aux_0: 0.6784 (0.6921) loss_vfl_aux_1: 0.6541 (0.6707) loss_vfl_aux_2: 0.6404 (0.6530) loss_vfl_aux_3: 0.6205 (0.6378) loss_vfl_aux_4: 0.6113 (0.6282) loss_vfl_dn_0: 0.4802 (0.4785) loss_vfl_dn_1: 0.4039 (0.4065) loss_vfl_dn_2: 0.3853 (0.3898) loss_vfl_dn_3: 0.3807 (0.3821) loss_vfl_dn_4: 0.3778 (0.3794) loss_vfl_dn_5: 0.3781 (0.3790) loss_vfl_dn_pre: 0.4801 (0.4790) loss_vfl_enc_0: 0.6929 (0.7005) loss_vfl_pre: 0.6815 (0.6942) time: 0.7539 data: 0.0260 max mem: 9142 Epoch: [71] [1700/3696] eta: 0:25:28 lr: 0.000013 loss: 30.1359 (30.3877) loss_bbox: 0.1507 (0.1605) loss_bbox_aux_0: 0.1659 (0.1721) loss_bbox_aux_1: 0.1541 (0.1630) loss_bbox_aux_2: 0.1525 (0.1611) loss_bbox_aux_3: 0.1502 (0.1606) loss_bbox_aux_4: 0.1505 (0.1605) loss_bbox_dn_0: 0.2229 (0.2185) loss_bbox_dn_1: 0.1600 (0.1585) loss_bbox_dn_2: 0.1494 (0.1486) loss_bbox_dn_3: 0.1458 (0.1453) loss_bbox_dn_4: 0.1455 (0.1447) loss_bbox_dn_5: 0.1454 (0.1447) loss_bbox_dn_pre: 0.2306 (0.2244) loss_bbox_enc_0: 0.1979 (0.2028) loss_bbox_pre: 0.1656 (0.1723) loss_dfl: 0.9649 (0.9554) loss_fgl_aux_0: 0.9963 (0.9856) loss_fgl_aux_1: 0.9670 (0.9577) loss_fgl_aux_2: 0.9630 (0.9557) loss_fgl_aux_3: 0.9644 (0.9555) loss_fgl_aux_4: 0.9649 (0.9554) loss_fgl_dn_0: 1.0796 (1.0803) loss_fgl_dn_1: 0.9707 (0.9772) loss_fgl_dn_2: 0.9656 (0.9682) loss_fgl_dn_3: 0.9652 (0.9688) loss_fgl_dn_4: 0.9661 (0.9693) loss_fgl_dn_5: 0.9661 (0.9693) loss_giou: 0.4623 (0.5416) loss_giou_aux_0: 0.4843 (0.5664) loss_giou_aux_1: 0.4630 (0.5472) loss_giou_aux_2: 0.4624 (0.5426) loss_giou_aux_3: 0.4617 (0.5417) loss_giou_aux_4: 0.4624 (0.5416) loss_giou_dn_0: 0.5071 (0.5378) loss_giou_dn_1: 0.3924 (0.4250) loss_giou_dn_2: 0.3743 (0.4081) loss_giou_dn_3: 0.3706 (0.4030) loss_giou_dn_4: 0.3698 (0.4019) loss_giou_dn_5: 0.3698 (0.4019) loss_giou_dn_pre: 0.5080 (0.5372) loss_giou_enc_0: 0.5609 (0.6354) loss_giou_pre: 0.4811 (0.5651) loss_ddf_aux_0: 0.0538 (0.0520) loss_ddf_aux_1: 0.0075 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2487 (0.2487) loss_ddf_dn_1: 0.0352 (0.0338) loss_ddf_dn_2: 0.0076 (0.0078) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6212 (0.6270) loss_vfl_aux_0: 0.7145 (0.6929) loss_vfl_aux_1: 0.6713 (0.6711) loss_vfl_aux_2: 0.6573 (0.6534) loss_vfl_aux_3: 0.6359 (0.6383) loss_vfl_aux_4: 0.6267 (0.6286) loss_vfl_dn_0: 0.4804 (0.4786) loss_vfl_dn_1: 0.4000 (0.4066) loss_vfl_dn_2: 0.3844 (0.3899) loss_vfl_dn_3: 0.3763 (0.3821) loss_vfl_dn_4: 0.3735 (0.3794) loss_vfl_dn_5: 0.3733 (0.3791) loss_vfl_dn_pre: 0.4808 (0.4791) loss_vfl_enc_0: 0.7239 (0.7013) loss_vfl_pre: 0.7084 (0.6950) time: 0.7682 data: 0.0393 max mem: 9142 Epoch: [71] [1800/3696] eta: 0:24:10 lr: 0.000013 loss: 30.7189 (30.3851) loss_bbox: 0.1563 (0.1607) loss_bbox_aux_0: 0.1663 (0.1722) loss_bbox_aux_1: 0.1575 (0.1632) loss_bbox_aux_2: 0.1565 (0.1613) loss_bbox_aux_3: 0.1567 (0.1607) loss_bbox_aux_4: 0.1564 (0.1607) loss_bbox_dn_0: 0.2008 (0.2188) loss_bbox_dn_1: 0.1499 (0.1589) loss_bbox_dn_2: 0.1417 (0.1489) loss_bbox_dn_3: 0.1360 (0.1456) loss_bbox_dn_4: 0.1344 (0.1449) loss_bbox_dn_5: 0.1344 (0.1449) loss_bbox_dn_pre: 0.2081 (0.2247) loss_bbox_enc_0: 0.1963 (0.2030) loss_bbox_pre: 0.1694 (0.1725) loss_dfl: 0.9623 (0.9551) loss_fgl_aux_0: 0.9960 (0.9852) loss_fgl_aux_1: 0.9646 (0.9574) loss_fgl_aux_2: 0.9630 (0.9553) loss_fgl_aux_3: 0.9627 (0.9551) loss_fgl_aux_4: 0.9623 (0.9551) loss_fgl_dn_0: 1.0833 (1.0801) loss_fgl_dn_1: 0.9941 (0.9771) loss_fgl_dn_2: 0.9872 (0.9681) loss_fgl_dn_3: 0.9867 (0.9688) loss_fgl_dn_4: 0.9872 (0.9693) loss_fgl_dn_5: 0.9873 (0.9693) loss_giou: 0.5575 (0.5416) loss_giou_aux_0: 0.5815 (0.5663) loss_giou_aux_1: 0.5644 (0.5471) loss_giou_aux_2: 0.5590 (0.5426) loss_giou_aux_3: 0.5580 (0.5417) loss_giou_aux_4: 0.5576 (0.5416) loss_giou_dn_0: 0.5395 (0.5374) loss_giou_dn_1: 0.4358 (0.4248) loss_giou_dn_2: 0.4194 (0.4079) loss_giou_dn_3: 0.4120 (0.4028) loss_giou_dn_4: 0.4119 (0.4017) loss_giou_dn_5: 0.4119 (0.4017) loss_giou_dn_pre: 0.5386 (0.5368) loss_giou_enc_0: 0.6464 (0.6352) loss_giou_pre: 0.5808 (0.5650) loss_ddf_aux_0: 0.0498 (0.0520) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2550 (0.2487) loss_ddf_dn_1: 0.0348 (0.0339) loss_ddf_dn_2: 0.0085 (0.0078) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6264 (0.6268) loss_vfl_aux_0: 0.6920 (0.6928) loss_vfl_aux_1: 0.6533 (0.6707) loss_vfl_aux_2: 0.6575 (0.6532) loss_vfl_aux_3: 0.6455 (0.6380) loss_vfl_aux_4: 0.6271 (0.6284) loss_vfl_dn_0: 0.4844 (0.4787) loss_vfl_dn_1: 0.4185 (0.4067) loss_vfl_dn_2: 0.4019 (0.3900) loss_vfl_dn_3: 0.3968 (0.3822) loss_vfl_dn_4: 0.3936 (0.3795) loss_vfl_dn_5: 0.3924 (0.3791) loss_vfl_dn_pre: 0.4838 (0.4792) loss_vfl_enc_0: 0.6829 (0.7014) loss_vfl_pre: 0.6935 (0.6949) time: 0.7474 data: 0.0285 max mem: 9142 Epoch: [71] [1900/3696] eta: 0:22:55 lr: 0.000013 loss: 29.8623 (30.3847) loss_bbox: 0.1521 (0.1606) loss_bbox_aux_0: 0.1603 (0.1722) loss_bbox_aux_1: 0.1537 (0.1631) loss_bbox_aux_2: 0.1520 (0.1612) loss_bbox_aux_3: 0.1520 (0.1606) loss_bbox_aux_4: 0.1521 (0.1606) loss_bbox_dn_0: 0.2024 (0.2188) loss_bbox_dn_1: 0.1437 (0.1589) loss_bbox_dn_2: 0.1365 (0.1489) loss_bbox_dn_3: 0.1356 (0.1457) loss_bbox_dn_4: 0.1347 (0.1450) loss_bbox_dn_5: 0.1347 (0.1450) loss_bbox_dn_pre: 0.2121 (0.2247) loss_bbox_enc_0: 0.1996 (0.2030) loss_bbox_pre: 0.1607 (0.1724) loss_dfl: 0.9429 (0.9547) loss_fgl_aux_0: 0.9662 (0.9849) loss_fgl_aux_1: 0.9421 (0.9570) loss_fgl_aux_2: 0.9429 (0.9549) loss_fgl_aux_3: 0.9435 (0.9547) loss_fgl_aux_4: 0.9428 (0.9547) loss_fgl_dn_0: 1.0700 (1.0799) loss_fgl_dn_1: 0.9769 (0.9769) loss_fgl_dn_2: 0.9691 (0.9679) loss_fgl_dn_3: 0.9699 (0.9685) loss_fgl_dn_4: 0.9704 (0.9690) loss_fgl_dn_5: 0.9704 (0.9690) loss_giou: 0.5434 (0.5417) loss_giou_aux_0: 0.5596 (0.5665) loss_giou_aux_1: 0.5467 (0.5473) loss_giou_aux_2: 0.5452 (0.5428) loss_giou_aux_3: 0.5437 (0.5418) loss_giou_aux_4: 0.5435 (0.5417) loss_giou_dn_0: 0.5381 (0.5374) loss_giou_dn_1: 0.4236 (0.4248) loss_giou_dn_2: 0.4091 (0.4079) loss_giou_dn_3: 0.4054 (0.4029) loss_giou_dn_4: 0.4046 (0.4018) loss_giou_dn_5: 0.4046 (0.4018) loss_giou_dn_pre: 0.5407 (0.5369) loss_giou_enc_0: 0.6261 (0.6354) loss_giou_pre: 0.5573 (0.5652) loss_ddf_aux_0: 0.0499 (0.0520) loss_ddf_aux_1: 0.0067 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2342 (0.2487) loss_ddf_dn_1: 0.0312 (0.0339) loss_ddf_dn_2: 0.0066 (0.0078) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5908 (0.6270) loss_vfl_aux_0: 0.6603 (0.6931) loss_vfl_aux_1: 0.6415 (0.6710) loss_vfl_aux_2: 0.6161 (0.6533) loss_vfl_aux_3: 0.6081 (0.6381) loss_vfl_aux_4: 0.6031 (0.6287) loss_vfl_dn_0: 0.4735 (0.4787) loss_vfl_dn_1: 0.4044 (0.4067) loss_vfl_dn_2: 0.3893 (0.3900) loss_vfl_dn_3: 0.3811 (0.3822) loss_vfl_dn_4: 0.3789 (0.3794) loss_vfl_dn_5: 0.3775 (0.3790) loss_vfl_dn_pre: 0.4756 (0.4792) loss_vfl_enc_0: 0.6624 (0.7015) loss_vfl_pre: 0.6654 (0.6953) time: 0.7448 data: 0.0238 max mem: 9142 Epoch: [71] [2000/3696] eta: 0:21:36 lr: 0.000013 loss: 30.4203 (30.3800) loss_bbox: 0.1600 (0.1605) loss_bbox_aux_0: 0.1721 (0.1721) loss_bbox_aux_1: 0.1594 (0.1630) loss_bbox_aux_2: 0.1616 (0.1611) loss_bbox_aux_3: 0.1601 (0.1605) loss_bbox_aux_4: 0.1600 (0.1605) loss_bbox_dn_0: 0.2196 (0.2188) loss_bbox_dn_1: 0.1662 (0.1588) loss_bbox_dn_2: 0.1535 (0.1489) loss_bbox_dn_3: 0.1504 (0.1456) loss_bbox_dn_4: 0.1505 (0.1449) loss_bbox_dn_5: 0.1504 (0.1449) loss_bbox_dn_pre: 0.2286 (0.2246) loss_bbox_enc_0: 0.1969 (0.2029) loss_bbox_pre: 0.1723 (0.1723) loss_dfl: 0.9552 (0.9545) loss_fgl_aux_0: 0.9855 (0.9848) loss_fgl_aux_1: 0.9584 (0.9568) loss_fgl_aux_2: 0.9557 (0.9547) loss_fgl_aux_3: 0.9551 (0.9545) loss_fgl_aux_4: 0.9552 (0.9545) loss_fgl_dn_0: 1.0720 (1.0799) loss_fgl_dn_1: 0.9741 (0.9769) loss_fgl_dn_2: 0.9621 (0.9679) loss_fgl_dn_3: 0.9626 (0.9685) loss_fgl_dn_4: 0.9625 (0.9690) loss_fgl_dn_5: 0.9626 (0.9690) loss_giou: 0.5384 (0.5417) loss_giou_aux_0: 0.5737 (0.5666) loss_giou_aux_1: 0.5452 (0.5473) loss_giou_aux_2: 0.5410 (0.5428) loss_giou_aux_3: 0.5387 (0.5419) loss_giou_aux_4: 0.5384 (0.5417) loss_giou_dn_0: 0.5347 (0.5373) loss_giou_dn_1: 0.4248 (0.4247) loss_giou_dn_2: 0.4072 (0.4078) loss_giou_dn_3: 0.4009 (0.4027) loss_giou_dn_4: 0.3996 (0.4016) loss_giou_dn_5: 0.3997 (0.4016) loss_giou_dn_pre: 0.5332 (0.5368) loss_giou_enc_0: 0.6420 (0.6355) loss_giou_pre: 0.5728 (0.5653) loss_ddf_aux_0: 0.0530 (0.0520) loss_ddf_aux_1: 0.0078 (0.0074) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2475 (0.2489) loss_ddf_dn_1: 0.0317 (0.0339) loss_ddf_dn_2: 0.0071 (0.0078) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6484 (0.6269) loss_vfl_aux_0: 0.7019 (0.6930) loss_vfl_aux_1: 0.6857 (0.6707) loss_vfl_aux_2: 0.6584 (0.6530) loss_vfl_aux_3: 0.6495 (0.6379) loss_vfl_aux_4: 0.6372 (0.6285) loss_vfl_dn_0: 0.4702 (0.4787) loss_vfl_dn_1: 0.4050 (0.4066) loss_vfl_dn_2: 0.3887 (0.3900) loss_vfl_dn_3: 0.3814 (0.3821) loss_vfl_dn_4: 0.3791 (0.3794) loss_vfl_dn_5: 0.3783 (0.3789) loss_vfl_dn_pre: 0.4716 (0.4791) loss_vfl_enc_0: 0.7111 (0.7015) loss_vfl_pre: 0.6931 (0.6951) time: 0.7281 data: 0.0239 max mem: 9142 Epoch: [71] [2100/3696] eta: 0:20:20 lr: 0.000013 loss: 30.2166 (30.3776) loss_bbox: 0.1595 (0.1606) loss_bbox_aux_0: 0.1691 (0.1723) loss_bbox_aux_1: 0.1624 (0.1632) loss_bbox_aux_2: 0.1601 (0.1613) loss_bbox_aux_3: 0.1598 (0.1607) loss_bbox_aux_4: 0.1595 (0.1607) loss_bbox_dn_0: 0.2080 (0.2191) loss_bbox_dn_1: 0.1483 (0.1590) loss_bbox_dn_2: 0.1379 (0.1491) loss_bbox_dn_3: 0.1335 (0.1458) loss_bbox_dn_4: 0.1323 (0.1451) loss_bbox_dn_5: 0.1324 (0.1451) loss_bbox_dn_pre: 0.2132 (0.2250) loss_bbox_enc_0: 0.1919 (0.2031) loss_bbox_pre: 0.1682 (0.1725) loss_dfl: 0.9480 (0.9548) loss_fgl_aux_0: 0.9706 (0.9851) loss_fgl_aux_1: 0.9462 (0.9570) loss_fgl_aux_2: 0.9471 (0.9550) loss_fgl_aux_3: 0.9481 (0.9548) loss_fgl_aux_4: 0.9479 (0.9548) loss_fgl_dn_0: 1.0769 (1.0798) loss_fgl_dn_1: 0.9680 (0.9766) loss_fgl_dn_2: 0.9611 (0.9676) loss_fgl_dn_3: 0.9607 (0.9682) loss_fgl_dn_4: 0.9618 (0.9687) loss_fgl_dn_5: 0.9618 (0.9687) loss_giou: 0.5408 (0.5407) loss_giou_aux_0: 0.5701 (0.5655) loss_giou_aux_1: 0.5483 (0.5463) loss_giou_aux_2: 0.5437 (0.5418) loss_giou_aux_3: 0.5410 (0.5408) loss_giou_aux_4: 0.5409 (0.5407) loss_giou_dn_0: 0.5383 (0.5369) loss_giou_dn_1: 0.4218 (0.4243) loss_giou_dn_2: 0.4060 (0.4074) loss_giou_dn_3: 0.4062 (0.4024) loss_giou_dn_4: 0.4040 (0.4013) loss_giou_dn_5: 0.4040 (0.4013) loss_giou_dn_pre: 0.5392 (0.5364) loss_giou_enc_0: 0.6276 (0.6343) loss_giou_pre: 0.5690 (0.5642) loss_ddf_aux_0: 0.0513 (0.0520) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2467 (0.2487) loss_ddf_dn_1: 0.0325 (0.0338) loss_ddf_dn_2: 0.0080 (0.0078) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6161 (0.6276) loss_vfl_aux_0: 0.6627 (0.6937) loss_vfl_aux_1: 0.6625 (0.6712) loss_vfl_aux_2: 0.6311 (0.6535) loss_vfl_aux_3: 0.6217 (0.6385) loss_vfl_aux_4: 0.6230 (0.6292) loss_vfl_dn_0: 0.4818 (0.4788) loss_vfl_dn_1: 0.4089 (0.4066) loss_vfl_dn_2: 0.3920 (0.3899) loss_vfl_dn_3: 0.3851 (0.3821) loss_vfl_dn_4: 0.3828 (0.3793) loss_vfl_dn_5: 0.3822 (0.3789) loss_vfl_dn_pre: 0.4817 (0.4792) loss_vfl_enc_0: 0.6899 (0.7024) loss_vfl_pre: 0.6807 (0.6959) time: 0.7759 data: 0.0275 max mem: 9142 Epoch: [71] [2200/3696] eta: 0:19:04 lr: 0.000013 loss: 30.4270 (30.3824) loss_bbox: 0.1499 (0.1606) loss_bbox_aux_0: 0.1628 (0.1722) loss_bbox_aux_1: 0.1524 (0.1631) loss_bbox_aux_2: 0.1514 (0.1612) loss_bbox_aux_3: 0.1500 (0.1606) loss_bbox_aux_4: 0.1499 (0.1606) loss_bbox_dn_0: 0.2141 (0.2192) loss_bbox_dn_1: 0.1520 (0.1591) loss_bbox_dn_2: 0.1409 (0.1491) loss_bbox_dn_3: 0.1296 (0.1458) loss_bbox_dn_4: 0.1286 (0.1451) loss_bbox_dn_5: 0.1286 (0.1451) loss_bbox_dn_pre: 0.2186 (0.2251) loss_bbox_enc_0: 0.1862 (0.2030) loss_bbox_pre: 0.1613 (0.1724) loss_dfl: 0.9418 (0.9546) loss_fgl_aux_0: 0.9692 (0.9850) loss_fgl_aux_1: 0.9410 (0.9569) loss_fgl_aux_2: 0.9371 (0.9548) loss_fgl_aux_3: 0.9373 (0.9546) loss_fgl_aux_4: 0.9393 (0.9546) loss_fgl_dn_0: 1.0927 (1.0800) loss_fgl_dn_1: 0.9769 (0.9766) loss_fgl_dn_2: 0.9721 (0.9676) loss_fgl_dn_3: 0.9710 (0.9682) loss_fgl_dn_4: 0.9722 (0.9687) loss_fgl_dn_5: 0.9723 (0.9687) loss_giou: 0.5398 (0.5409) loss_giou_aux_0: 0.5687 (0.5657) loss_giou_aux_1: 0.5485 (0.5465) loss_giou_aux_2: 0.5444 (0.5420) loss_giou_aux_3: 0.5399 (0.5411) loss_giou_aux_4: 0.5398 (0.5409) loss_giou_dn_0: 0.5454 (0.5373) loss_giou_dn_1: 0.4270 (0.4246) loss_giou_dn_2: 0.4059 (0.4077) loss_giou_dn_3: 0.3984 (0.4026) loss_giou_dn_4: 0.3978 (0.4015) loss_giou_dn_5: 0.3978 (0.4015) loss_giou_dn_pre: 0.5497 (0.5368) loss_giou_enc_0: 0.6376 (0.6345) loss_giou_pre: 0.5656 (0.5644) loss_ddf_aux_0: 0.0545 (0.0522) loss_ddf_aux_1: 0.0076 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2638 (0.2491) loss_ddf_dn_1: 0.0330 (0.0338) loss_ddf_dn_2: 0.0076 (0.0077) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6387 (0.6279) loss_vfl_aux_0: 0.7140 (0.6938) loss_vfl_aux_1: 0.6752 (0.6713) loss_vfl_aux_2: 0.6651 (0.6536) loss_vfl_aux_3: 0.6548 (0.6388) loss_vfl_aux_4: 0.6475 (0.6295) loss_vfl_dn_0: 0.4851 (0.4788) loss_vfl_dn_1: 0.4139 (0.4067) loss_vfl_dn_2: 0.3975 (0.3901) loss_vfl_dn_3: 0.3884 (0.3822) loss_vfl_dn_4: 0.3871 (0.3795) loss_vfl_dn_5: 0.3876 (0.3790) loss_vfl_dn_pre: 0.4850 (0.4793) loss_vfl_enc_0: 0.7081 (0.7024) loss_vfl_pre: 0.7192 (0.6959) time: 0.7144 data: 0.0236 max mem: 9142 Epoch: [71] [2300/3696] eta: 0:17:47 lr: 0.000013 loss: 30.6319 (30.3866) loss_bbox: 0.1557 (0.1606) loss_bbox_aux_0: 0.1674 (0.1722) loss_bbox_aux_1: 0.1585 (0.1631) loss_bbox_aux_2: 0.1559 (0.1612) loss_bbox_aux_3: 0.1559 (0.1606) loss_bbox_aux_4: 0.1559 (0.1606) loss_bbox_dn_0: 0.2126 (0.2192) loss_bbox_dn_1: 0.1541 (0.1591) loss_bbox_dn_2: 0.1468 (0.1491) loss_bbox_dn_3: 0.1441 (0.1459) loss_bbox_dn_4: 0.1439 (0.1451) loss_bbox_dn_5: 0.1439 (0.1451) loss_bbox_dn_pre: 0.2203 (0.2252) loss_bbox_enc_0: 0.1919 (0.2030) loss_bbox_pre: 0.1676 (0.1725) loss_dfl: 0.9576 (0.9548) loss_fgl_aux_0: 0.9968 (0.9853) loss_fgl_aux_1: 0.9601 (0.9571) loss_fgl_aux_2: 0.9561 (0.9550) loss_fgl_aux_3: 0.9569 (0.9549) loss_fgl_aux_4: 0.9575 (0.9548) loss_fgl_dn_0: 1.0835 (1.0801) loss_fgl_dn_1: 0.9841 (0.9767) loss_fgl_dn_2: 0.9752 (0.9676) loss_fgl_dn_3: 0.9764 (0.9683) loss_fgl_dn_4: 0.9766 (0.9688) loss_fgl_dn_5: 0.9766 (0.9688) loss_giou: 0.5335 (0.5407) loss_giou_aux_0: 0.5517 (0.5655) loss_giou_aux_1: 0.5379 (0.5462) loss_giou_aux_2: 0.5344 (0.5417) loss_giou_aux_3: 0.5339 (0.5408) loss_giou_aux_4: 0.5337 (0.5407) loss_giou_dn_0: 0.5542 (0.5373) loss_giou_dn_1: 0.4420 (0.4245) loss_giou_dn_2: 0.4293 (0.4076) loss_giou_dn_3: 0.4250 (0.4025) loss_giou_dn_4: 0.4226 (0.4014) loss_giou_dn_5: 0.4227 (0.4014) loss_giou_dn_pre: 0.5504 (0.5368) loss_giou_enc_0: 0.6233 (0.6342) loss_giou_pre: 0.5473 (0.5642) loss_ddf_aux_0: 0.0544 (0.0523) loss_ddf_aux_1: 0.0076 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2518 (0.2496) loss_ddf_dn_1: 0.0328 (0.0339) loss_ddf_dn_2: 0.0070 (0.0078) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6134 (0.6282) loss_vfl_aux_0: 0.6888 (0.6941) loss_vfl_aux_1: 0.6626 (0.6718) loss_vfl_aux_2: 0.6482 (0.6540) loss_vfl_aux_3: 0.6251 (0.6391) loss_vfl_aux_4: 0.6227 (0.6299) loss_vfl_dn_0: 0.4795 (0.4789) loss_vfl_dn_1: 0.4073 (0.4068) loss_vfl_dn_2: 0.3890 (0.3901) loss_vfl_dn_3: 0.3847 (0.3823) loss_vfl_dn_4: 0.3823 (0.3795) loss_vfl_dn_5: 0.3821 (0.3791) loss_vfl_dn_pre: 0.4804 (0.4794) loss_vfl_enc_0: 0.6957 (0.7029) loss_vfl_pre: 0.6969 (0.6963) time: 0.7661 data: 0.0363 max mem: 9142 Epoch: [71] [2400/3696] eta: 0:16:32 lr: 0.000013 loss: 30.1587 (30.3910) loss_bbox: 0.1672 (0.1609) loss_bbox_aux_0: 0.1895 (0.1725) loss_bbox_aux_1: 0.1702 (0.1634) loss_bbox_aux_2: 0.1675 (0.1615) loss_bbox_aux_3: 0.1671 (0.1609) loss_bbox_aux_4: 0.1671 (0.1609) loss_bbox_dn_0: 0.2385 (0.2197) loss_bbox_dn_1: 0.1668 (0.1594) loss_bbox_dn_2: 0.1576 (0.1494) loss_bbox_dn_3: 0.1535 (0.1461) loss_bbox_dn_4: 0.1532 (0.1454) loss_bbox_dn_5: 0.1533 (0.1454) loss_bbox_dn_pre: 0.2452 (0.2257) loss_bbox_enc_0: 0.2189 (0.2033) loss_bbox_pre: 0.1887 (0.1728) loss_dfl: 0.9448 (0.9548) loss_fgl_aux_0: 0.9762 (0.9853) loss_fgl_aux_1: 0.9466 (0.9571) loss_fgl_aux_2: 0.9462 (0.9550) loss_fgl_aux_3: 0.9460 (0.9549) loss_fgl_aux_4: 0.9447 (0.9548) loss_fgl_dn_0: 1.0801 (1.0801) loss_fgl_dn_1: 0.9680 (0.9766) loss_fgl_dn_2: 0.9608 (0.9675) loss_fgl_dn_3: 0.9599 (0.9682) loss_fgl_dn_4: 0.9600 (0.9686) loss_fgl_dn_5: 0.9602 (0.9687) loss_giou: 0.5157 (0.5403) loss_giou_aux_0: 0.5412 (0.5652) loss_giou_aux_1: 0.5196 (0.5459) loss_giou_aux_2: 0.5139 (0.5414) loss_giou_aux_3: 0.5150 (0.5405) loss_giou_aux_4: 0.5157 (0.5404) loss_giou_dn_0: 0.5169 (0.5372) loss_giou_dn_1: 0.3970 (0.4243) loss_giou_dn_2: 0.3776 (0.4074) loss_giou_dn_3: 0.3713 (0.4023) loss_giou_dn_4: 0.3687 (0.4012) loss_giou_dn_5: 0.3687 (0.4012) loss_giou_dn_pre: 0.5157 (0.5367) loss_giou_enc_0: 0.6143 (0.6339) loss_giou_pre: 0.5376 (0.5639) loss_ddf_aux_0: 0.0509 (0.0523) loss_ddf_aux_1: 0.0072 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2428 (0.2499) loss_ddf_dn_1: 0.0339 (0.0339) loss_ddf_dn_2: 0.0083 (0.0078) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6478 (0.6286) loss_vfl_aux_0: 0.7120 (0.6948) loss_vfl_aux_1: 0.6799 (0.6722) loss_vfl_aux_2: 0.6750 (0.6544) loss_vfl_aux_3: 0.6468 (0.6396) loss_vfl_aux_4: 0.6523 (0.6303) loss_vfl_dn_0: 0.4794 (0.4789) loss_vfl_dn_1: 0.4012 (0.4068) loss_vfl_dn_2: 0.3830 (0.3901) loss_vfl_dn_3: 0.3774 (0.3823) loss_vfl_dn_4: 0.3732 (0.3795) loss_vfl_dn_5: 0.3739 (0.3791) loss_vfl_dn_pre: 0.4791 (0.4794) loss_vfl_enc_0: 0.7139 (0.7033) loss_vfl_pre: 0.7186 (0.6970) time: 0.7881 data: 0.0283 max mem: 9142 Epoch: [71] [2500/3696] eta: 0:15:15 lr: 0.000013 loss: 30.3831 (30.3910) loss_bbox: 0.1646 (0.1609) loss_bbox_aux_0: 0.1778 (0.1726) loss_bbox_aux_1: 0.1669 (0.1635) loss_bbox_aux_2: 0.1655 (0.1615) loss_bbox_aux_3: 0.1647 (0.1610) loss_bbox_aux_4: 0.1646 (0.1609) loss_bbox_dn_0: 0.2023 (0.2196) loss_bbox_dn_1: 0.1482 (0.1593) loss_bbox_dn_2: 0.1409 (0.1494) loss_bbox_dn_3: 0.1374 (0.1461) loss_bbox_dn_4: 0.1371 (0.1453) loss_bbox_dn_5: 0.1371 (0.1453) loss_bbox_dn_pre: 0.2082 (0.2256) loss_bbox_enc_0: 0.2065 (0.2034) loss_bbox_pre: 0.1781 (0.1728) loss_dfl: 0.9678 (0.9549) loss_fgl_aux_0: 1.0004 (0.9854) loss_fgl_aux_1: 0.9679 (0.9572) loss_fgl_aux_2: 0.9663 (0.9551) loss_fgl_aux_3: 0.9676 (0.9549) loss_fgl_aux_4: 0.9678 (0.9549) loss_fgl_dn_0: 1.0843 (1.0801) loss_fgl_dn_1: 0.9739 (0.9765) loss_fgl_dn_2: 0.9634 (0.9674) loss_fgl_dn_3: 0.9651 (0.9681) loss_fgl_dn_4: 0.9653 (0.9686) loss_fgl_dn_5: 0.9653 (0.9686) loss_giou: 0.5267 (0.5403) loss_giou_aux_0: 0.5505 (0.5651) loss_giou_aux_1: 0.5310 (0.5458) loss_giou_aux_2: 0.5270 (0.5413) loss_giou_aux_3: 0.5259 (0.5404) loss_giou_aux_4: 0.5264 (0.5403) loss_giou_dn_0: 0.5353 (0.5371) loss_giou_dn_1: 0.4163 (0.4242) loss_giou_dn_2: 0.3975 (0.4074) loss_giou_dn_3: 0.3930 (0.4023) loss_giou_dn_4: 0.3927 (0.4011) loss_giou_dn_5: 0.3927 (0.4011) loss_giou_dn_pre: 0.5343 (0.5366) loss_giou_enc_0: 0.6191 (0.6337) loss_giou_pre: 0.5497 (0.5638) loss_ddf_aux_0: 0.0477 (0.0522) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2553 (0.2497) loss_ddf_dn_1: 0.0351 (0.0339) loss_ddf_dn_2: 0.0083 (0.0078) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6196 (0.6288) loss_vfl_aux_0: 0.6819 (0.6951) loss_vfl_aux_1: 0.6489 (0.6723) loss_vfl_aux_2: 0.6402 (0.6547) loss_vfl_aux_3: 0.6229 (0.6398) loss_vfl_aux_4: 0.6218 (0.6306) loss_vfl_dn_0: 0.4750 (0.4789) loss_vfl_dn_1: 0.4083 (0.4068) loss_vfl_dn_2: 0.3911 (0.3901) loss_vfl_dn_3: 0.3807 (0.3823) loss_vfl_dn_4: 0.3799 (0.3795) loss_vfl_dn_5: 0.3796 (0.3791) loss_vfl_dn_pre: 0.4748 (0.4794) loss_vfl_enc_0: 0.6771 (0.7033) loss_vfl_pre: 0.6830 (0.6972) time: 0.7620 data: 0.0284 max mem: 9142 Epoch: [71] [2600/3696] eta: 0:14:02 lr: 0.000013 loss: 30.6193 (30.4002) loss_bbox: 0.1405 (0.1610) loss_bbox_aux_0: 0.1508 (0.1727) loss_bbox_aux_1: 0.1436 (0.1636) loss_bbox_aux_2: 0.1405 (0.1616) loss_bbox_aux_3: 0.1406 (0.1611) loss_bbox_aux_4: 0.1406 (0.1610) loss_bbox_dn_0: 0.1971 (0.2196) loss_bbox_dn_1: 0.1463 (0.1594) loss_bbox_dn_2: 0.1361 (0.1494) loss_bbox_dn_3: 0.1354 (0.1461) loss_bbox_dn_4: 0.1346 (0.1454) loss_bbox_dn_5: 0.1347 (0.1454) loss_bbox_dn_pre: 0.2049 (0.2256) loss_bbox_enc_0: 0.1875 (0.2035) loss_bbox_pre: 0.1516 (0.1729) loss_dfl: 0.9618 (0.9550) loss_fgl_aux_0: 0.9913 (0.9854) loss_fgl_aux_1: 0.9641 (0.9572) loss_fgl_aux_2: 0.9614 (0.9551) loss_fgl_aux_3: 0.9623 (0.9550) loss_fgl_aux_4: 0.9618 (0.9550) loss_fgl_dn_0: 1.0802 (1.0800) loss_fgl_dn_1: 0.9862 (0.9766) loss_fgl_dn_2: 0.9813 (0.9676) loss_fgl_dn_3: 0.9812 (0.9682) loss_fgl_dn_4: 0.9822 (0.9687) loss_fgl_dn_5: 0.9822 (0.9687) loss_giou: 0.5683 (0.5408) loss_giou_aux_0: 0.6078 (0.5656) loss_giou_aux_1: 0.5809 (0.5463) loss_giou_aux_2: 0.5746 (0.5419) loss_giou_aux_3: 0.5697 (0.5409) loss_giou_aux_4: 0.5684 (0.5408) loss_giou_dn_0: 0.5469 (0.5374) loss_giou_dn_1: 0.4450 (0.4246) loss_giou_dn_2: 0.4263 (0.4077) loss_giou_dn_3: 0.4216 (0.4026) loss_giou_dn_4: 0.4202 (0.4015) loss_giou_dn_5: 0.4202 (0.4015) loss_giou_dn_pre: 0.5468 (0.5369) loss_giou_enc_0: 0.6660 (0.6341) loss_giou_pre: 0.6026 (0.5643) loss_ddf_aux_0: 0.0477 (0.0521) loss_ddf_aux_1: 0.0067 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2324 (0.2495) loss_ddf_dn_1: 0.0307 (0.0339) loss_ddf_dn_2: 0.0071 (0.0078) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6196 (0.6289) loss_vfl_aux_0: 0.6882 (0.6953) loss_vfl_aux_1: 0.6437 (0.6724) loss_vfl_aux_2: 0.6455 (0.6548) loss_vfl_aux_3: 0.6257 (0.6399) loss_vfl_aux_4: 0.6217 (0.6307) loss_vfl_dn_0: 0.4674 (0.4789) loss_vfl_dn_1: 0.4053 (0.4068) loss_vfl_dn_2: 0.3911 (0.3901) loss_vfl_dn_3: 0.3853 (0.3823) loss_vfl_dn_4: 0.3823 (0.3796) loss_vfl_dn_5: 0.3816 (0.3791) loss_vfl_dn_pre: 0.4688 (0.4794) loss_vfl_enc_0: 0.6771 (0.7033) loss_vfl_pre: 0.6761 (0.6974) time: 0.7456 data: 0.0314 max mem: 9142 Epoch: [71] [2700/3696] eta: 0:12:44 lr: 0.000013 loss: 31.0580 (30.4003) loss_bbox: 0.1571 (0.1610) loss_bbox_aux_0: 0.1736 (0.1727) loss_bbox_aux_1: 0.1607 (0.1636) loss_bbox_aux_2: 0.1568 (0.1616) loss_bbox_aux_3: 0.1570 (0.1611) loss_bbox_aux_4: 0.1571 (0.1610) loss_bbox_dn_0: 0.2104 (0.2196) loss_bbox_dn_1: 0.1632 (0.1594) loss_bbox_dn_2: 0.1493 (0.1494) loss_bbox_dn_3: 0.1461 (0.1461) loss_bbox_dn_4: 0.1461 (0.1453) loss_bbox_dn_5: 0.1461 (0.1453) loss_bbox_dn_pre: 0.2190 (0.2256) loss_bbox_enc_0: 0.2058 (0.2035) loss_bbox_pre: 0.1747 (0.1729) loss_dfl: 0.9495 (0.9548) loss_fgl_aux_0: 0.9731 (0.9853) loss_fgl_aux_1: 0.9508 (0.9571) loss_fgl_aux_2: 0.9495 (0.9550) loss_fgl_aux_3: 0.9488 (0.9549) loss_fgl_aux_4: 0.9494 (0.9548) loss_fgl_dn_0: 1.0677 (1.0799) loss_fgl_dn_1: 0.9781 (0.9764) loss_fgl_dn_2: 0.9686 (0.9674) loss_fgl_dn_3: 0.9707 (0.9680) loss_fgl_dn_4: 0.9708 (0.9685) loss_fgl_dn_5: 0.9708 (0.9685) loss_giou: 0.5808 (0.5409) loss_giou_aux_0: 0.6141 (0.5658) loss_giou_aux_1: 0.5924 (0.5465) loss_giou_aux_2: 0.5810 (0.5420) loss_giou_aux_3: 0.5807 (0.5411) loss_giou_aux_4: 0.5808 (0.5409) loss_giou_dn_0: 0.5423 (0.5375) loss_giou_dn_1: 0.4310 (0.4247) loss_giou_dn_2: 0.4188 (0.4078) loss_giou_dn_3: 0.4163 (0.4027) loss_giou_dn_4: 0.4159 (0.4016) loss_giou_dn_5: 0.4160 (0.4016) loss_giou_dn_pre: 0.5417 (0.5370) loss_giou_enc_0: 0.6822 (0.6343) loss_giou_pre: 0.6134 (0.5644) loss_ddf_aux_0: 0.0485 (0.0520) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2630 (0.2496) loss_ddf_dn_1: 0.0363 (0.0339) loss_ddf_dn_2: 0.0085 (0.0078) loss_ddf_dn_3: 0.0007 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6426 (0.6290) loss_vfl_aux_0: 0.7018 (0.6952) loss_vfl_aux_1: 0.6735 (0.6724) loss_vfl_aux_2: 0.6718 (0.6549) loss_vfl_aux_3: 0.6430 (0.6400) loss_vfl_aux_4: 0.6399 (0.6308) loss_vfl_dn_0: 0.4817 (0.4789) loss_vfl_dn_1: 0.4125 (0.4068) loss_vfl_dn_2: 0.3889 (0.3901) loss_vfl_dn_3: 0.3870 (0.3823) loss_vfl_dn_4: 0.3823 (0.3795) loss_vfl_dn_5: 0.3818 (0.3791) loss_vfl_dn_pre: 0.4818 (0.4793) loss_vfl_enc_0: 0.6923 (0.7031) loss_vfl_pre: 0.6982 (0.6973) time: 0.7779 data: 0.0334 max mem: 9142 Epoch: [71] [2800/3696] eta: 0:11:27 lr: 0.000013 loss: 30.4188 (30.4072) loss_bbox: 0.1570 (0.1612) loss_bbox_aux_0: 0.1656 (0.1728) loss_bbox_aux_1: 0.1559 (0.1637) loss_bbox_aux_2: 0.1543 (0.1618) loss_bbox_aux_3: 0.1567 (0.1612) loss_bbox_aux_4: 0.1570 (0.1612) loss_bbox_dn_0: 0.2092 (0.2196) loss_bbox_dn_1: 0.1571 (0.1595) loss_bbox_dn_2: 0.1417 (0.1495) loss_bbox_dn_3: 0.1360 (0.1462) loss_bbox_dn_4: 0.1359 (0.1454) loss_bbox_dn_5: 0.1359 (0.1454) loss_bbox_dn_pre: 0.2139 (0.2256) loss_bbox_enc_0: 0.1952 (0.2036) loss_bbox_pre: 0.1662 (0.1731) loss_dfl: 0.9341 (0.9548) loss_fgl_aux_0: 0.9688 (0.9852) loss_fgl_aux_1: 0.9394 (0.9571) loss_fgl_aux_2: 0.9336 (0.9550) loss_fgl_aux_3: 0.9346 (0.9548) loss_fgl_aux_4: 0.9342 (0.9548) loss_fgl_dn_0: 1.0778 (1.0799) loss_fgl_dn_1: 0.9761 (0.9765) loss_fgl_dn_2: 0.9693 (0.9675) loss_fgl_dn_3: 0.9699 (0.9682) loss_fgl_dn_4: 0.9704 (0.9687) loss_fgl_dn_5: 0.9704 (0.9687) loss_giou: 0.5666 (0.5413) loss_giou_aux_0: 0.5914 (0.5661) loss_giou_aux_1: 0.5746 (0.5468) loss_giou_aux_2: 0.5691 (0.5424) loss_giou_aux_3: 0.5669 (0.5414) loss_giou_aux_4: 0.5665 (0.5413) loss_giou_dn_0: 0.5519 (0.5377) loss_giou_dn_1: 0.4311 (0.4249) loss_giou_dn_2: 0.4175 (0.4080) loss_giou_dn_3: 0.4118 (0.4030) loss_giou_dn_4: 0.4111 (0.4018) loss_giou_dn_5: 0.4112 (0.4018) loss_giou_dn_pre: 0.5490 (0.5372) loss_giou_enc_0: 0.6512 (0.6346) loss_giou_pre: 0.5911 (0.5647) loss_ddf_aux_0: 0.0490 (0.0520) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2400 (0.2495) loss_ddf_dn_1: 0.0316 (0.0339) loss_ddf_dn_2: 0.0077 (0.0079) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6072 (0.6291) loss_vfl_aux_0: 0.6539 (0.6952) loss_vfl_aux_1: 0.6345 (0.6726) loss_vfl_aux_2: 0.6333 (0.6552) loss_vfl_aux_3: 0.6196 (0.6402) loss_vfl_aux_4: 0.6084 (0.6309) loss_vfl_dn_0: 0.4714 (0.4788) loss_vfl_dn_1: 0.3990 (0.4068) loss_vfl_dn_2: 0.3855 (0.3902) loss_vfl_dn_3: 0.3747 (0.3823) loss_vfl_dn_4: 0.3718 (0.3796) loss_vfl_dn_5: 0.3716 (0.3791) loss_vfl_dn_pre: 0.4715 (0.4793) loss_vfl_enc_0: 0.6763 (0.7032) loss_vfl_pre: 0.6675 (0.6973) time: 0.7734 data: 0.0319 max mem: 9142 Epoch: [71] [2900/3696] eta: 0:10:11 lr: 0.000013 loss: 30.5271 (30.4135) loss_bbox: 0.1602 (0.1613) loss_bbox_aux_0: 0.1664 (0.1729) loss_bbox_aux_1: 0.1594 (0.1639) loss_bbox_aux_2: 0.1602 (0.1619) loss_bbox_aux_3: 0.1606 (0.1614) loss_bbox_aux_4: 0.1604 (0.1613) loss_bbox_dn_0: 0.2139 (0.2199) loss_bbox_dn_1: 0.1657 (0.1597) loss_bbox_dn_2: 0.1556 (0.1497) loss_bbox_dn_3: 0.1521 (0.1464) loss_bbox_dn_4: 0.1525 (0.1456) loss_bbox_dn_5: 0.1526 (0.1456) loss_bbox_dn_pre: 0.2196 (0.2259) loss_bbox_enc_0: 0.2008 (0.2037) loss_bbox_pre: 0.1682 (0.1732) loss_dfl: 0.9641 (0.9548) loss_fgl_aux_0: 0.9904 (0.9852) loss_fgl_aux_1: 0.9653 (0.9571) loss_fgl_aux_2: 0.9655 (0.9550) loss_fgl_aux_3: 0.9654 (0.9548) loss_fgl_aux_4: 0.9642 (0.9548) loss_fgl_dn_0: 1.0834 (1.0799) loss_fgl_dn_1: 0.9822 (0.9766) loss_fgl_dn_2: 0.9751 (0.9676) loss_fgl_dn_3: 0.9766 (0.9682) loss_fgl_dn_4: 0.9769 (0.9687) loss_fgl_dn_5: 0.9769 (0.9687) loss_giou: 0.5413 (0.5416) loss_giou_aux_0: 0.5604 (0.5663) loss_giou_aux_1: 0.5414 (0.5471) loss_giou_aux_2: 0.5421 (0.5427) loss_giou_aux_3: 0.5408 (0.5417) loss_giou_aux_4: 0.5413 (0.5416) loss_giou_dn_0: 0.5276 (0.5379) loss_giou_dn_1: 0.4198 (0.4251) loss_giou_dn_2: 0.4063 (0.4082) loss_giou_dn_3: 0.4051 (0.4031) loss_giou_dn_4: 0.4036 (0.4020) loss_giou_dn_5: 0.4036 (0.4020) loss_giou_dn_pre: 0.5290 (0.5373) loss_giou_enc_0: 0.6287 (0.6349) loss_giou_pre: 0.5574 (0.5650) loss_ddf_aux_0: 0.0480 (0.0519) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2413 (0.2494) loss_ddf_dn_1: 0.0324 (0.0339) loss_ddf_dn_2: 0.0077 (0.0079) loss_ddf_dn_3: 0.0006 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6248 (0.6291) loss_vfl_aux_0: 0.6827 (0.6951) loss_vfl_aux_1: 0.6793 (0.6726) loss_vfl_aux_2: 0.6639 (0.6552) loss_vfl_aux_3: 0.6460 (0.6402) loss_vfl_aux_4: 0.6355 (0.6309) loss_vfl_dn_0: 0.4827 (0.4789) loss_vfl_dn_1: 0.4069 (0.4069) loss_vfl_dn_2: 0.3938 (0.3903) loss_vfl_dn_3: 0.3859 (0.3824) loss_vfl_dn_4: 0.3839 (0.3796) loss_vfl_dn_5: 0.3823 (0.3792) loss_vfl_dn_pre: 0.4833 (0.4793) loss_vfl_enc_0: 0.7011 (0.7031) loss_vfl_pre: 0.6833 (0.6972) time: 0.7507 data: 0.0322 max mem: 9142 Epoch: [71] [3000/3696] eta: 0:08:54 lr: 0.000013 loss: 30.2574 (30.4141) loss_bbox: 0.1521 (0.1611) loss_bbox_aux_0: 0.1654 (0.1728) loss_bbox_aux_1: 0.1568 (0.1637) loss_bbox_aux_2: 0.1539 (0.1617) loss_bbox_aux_3: 0.1523 (0.1612) loss_bbox_aux_4: 0.1522 (0.1611) loss_bbox_dn_0: 0.1958 (0.2198) loss_bbox_dn_1: 0.1412 (0.1596) loss_bbox_dn_2: 0.1304 (0.1496) loss_bbox_dn_3: 0.1274 (0.1463) loss_bbox_dn_4: 0.1261 (0.1456) loss_bbox_dn_5: 0.1261 (0.1456) loss_bbox_dn_pre: 0.1976 (0.2258) loss_bbox_enc_0: 0.1976 (0.2035) loss_bbox_pre: 0.1642 (0.1730) loss_dfl: 0.9656 (0.9549) loss_fgl_aux_0: 0.9980 (0.9852) loss_fgl_aux_1: 0.9671 (0.9571) loss_fgl_aux_2: 0.9662 (0.9550) loss_fgl_aux_3: 0.9659 (0.9549) loss_fgl_aux_4: 0.9656 (0.9549) loss_fgl_dn_0: 1.0807 (1.0799) loss_fgl_dn_1: 0.9811 (0.9766) loss_fgl_dn_2: 0.9712 (0.9676) loss_fgl_dn_3: 0.9712 (0.9683) loss_fgl_dn_4: 0.9714 (0.9688) loss_fgl_dn_5: 0.9714 (0.9688) loss_giou: 0.4868 (0.5416) loss_giou_aux_0: 0.5129 (0.5663) loss_giou_aux_1: 0.4973 (0.5471) loss_giou_aux_2: 0.4898 (0.5427) loss_giou_aux_3: 0.4877 (0.5417) loss_giou_aux_4: 0.4868 (0.5416) loss_giou_dn_0: 0.5288 (0.5380) loss_giou_dn_1: 0.4096 (0.4252) loss_giou_dn_2: 0.3928 (0.4084) loss_giou_dn_3: 0.3882 (0.4033) loss_giou_dn_4: 0.3860 (0.4021) loss_giou_dn_5: 0.3859 (0.4021) loss_giou_dn_pre: 0.5275 (0.5375) loss_giou_enc_0: 0.5898 (0.6350) loss_giou_pre: 0.5158 (0.5650) loss_ddf_aux_0: 0.0504 (0.0519) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2511 (0.2494) loss_ddf_dn_1: 0.0326 (0.0339) loss_ddf_dn_2: 0.0080 (0.0079) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6218 (0.6291) loss_vfl_aux_0: 0.7083 (0.6951) loss_vfl_aux_1: 0.6625 (0.6726) loss_vfl_aux_2: 0.6520 (0.6553) loss_vfl_aux_3: 0.6330 (0.6403) loss_vfl_aux_4: 0.6254 (0.6310) loss_vfl_dn_0: 0.4793 (0.4789) loss_vfl_dn_1: 0.4090 (0.4069) loss_vfl_dn_2: 0.3967 (0.3903) loss_vfl_dn_3: 0.3900 (0.3825) loss_vfl_dn_4: 0.3875 (0.3797) loss_vfl_dn_5: 0.3871 (0.3793) loss_vfl_dn_pre: 0.4796 (0.4793) loss_vfl_enc_0: 0.6963 (0.7032) loss_vfl_pre: 0.7123 (0.6973) time: 0.7576 data: 0.0278 max mem: 9142 Epoch: [71] [3100/3696] eta: 0:07:37 lr: 0.000013 loss: 31.4720 (30.4161) loss_bbox: 0.1512 (0.1611) loss_bbox_aux_0: 0.1615 (0.1728) loss_bbox_aux_1: 0.1506 (0.1637) loss_bbox_aux_2: 0.1510 (0.1617) loss_bbox_aux_3: 0.1511 (0.1612) loss_bbox_aux_4: 0.1512 (0.1611) loss_bbox_dn_0: 0.2190 (0.2200) loss_bbox_dn_1: 0.1558 (0.1598) loss_bbox_dn_2: 0.1468 (0.1498) loss_bbox_dn_3: 0.1471 (0.1464) loss_bbox_dn_4: 0.1464 (0.1457) loss_bbox_dn_5: 0.1464 (0.1457) loss_bbox_dn_pre: 0.2329 (0.2260) loss_bbox_enc_0: 0.1974 (0.2036) loss_bbox_pre: 0.1618 (0.1731) loss_dfl: 0.9447 (0.9548) loss_fgl_aux_0: 0.9786 (0.9853) loss_fgl_aux_1: 0.9515 (0.9571) loss_fgl_aux_2: 0.9464 (0.9550) loss_fgl_aux_3: 0.9449 (0.9549) loss_fgl_aux_4: 0.9447 (0.9548) loss_fgl_dn_0: 1.0850 (1.0799) loss_fgl_dn_1: 0.9817 (0.9765) loss_fgl_dn_2: 0.9747 (0.9675) loss_fgl_dn_3: 0.9756 (0.9682) loss_fgl_dn_4: 0.9758 (0.9687) loss_fgl_dn_5: 0.9758 (0.9687) loss_giou: 0.5450 (0.5413) loss_giou_aux_0: 0.5771 (0.5661) loss_giou_aux_1: 0.5528 (0.5469) loss_giou_aux_2: 0.5479 (0.5424) loss_giou_aux_3: 0.5450 (0.5415) loss_giou_aux_4: 0.5449 (0.5413) loss_giou_dn_0: 0.5529 (0.5380) loss_giou_dn_1: 0.4465 (0.4253) loss_giou_dn_2: 0.4238 (0.4084) loss_giou_dn_3: 0.4191 (0.4033) loss_giou_dn_4: 0.4191 (0.4022) loss_giou_dn_5: 0.4191 (0.4022) loss_giou_dn_pre: 0.5523 (0.5375) loss_giou_enc_0: 0.6633 (0.6348) loss_giou_pre: 0.5764 (0.5648) loss_ddf_aux_0: 0.0514 (0.0519) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2519 (0.2496) loss_ddf_dn_1: 0.0334 (0.0339) loss_ddf_dn_2: 0.0075 (0.0079) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6625 (0.6294) loss_vfl_aux_0: 0.7191 (0.6955) loss_vfl_aux_1: 0.7067 (0.6730) loss_vfl_aux_2: 0.6823 (0.6556) loss_vfl_aux_3: 0.6748 (0.6406) loss_vfl_aux_4: 0.6662 (0.6313) loss_vfl_dn_0: 0.4839 (0.4789) loss_vfl_dn_1: 0.4131 (0.4070) loss_vfl_dn_2: 0.3944 (0.3904) loss_vfl_dn_3: 0.3882 (0.3825) loss_vfl_dn_4: 0.3867 (0.3797) loss_vfl_dn_5: 0.3867 (0.3793) loss_vfl_dn_pre: 0.4844 (0.4793) loss_vfl_enc_0: 0.7161 (0.7037) loss_vfl_pre: 0.7206 (0.6976) time: 0.7086 data: 0.0257 max mem: 9142 Epoch: [71] [3200/3696] eta: 0:06:20 lr: 0.000013 loss: 30.3980 (30.4163) loss_bbox: 0.1627 (0.1610) loss_bbox_aux_0: 0.1746 (0.1726) loss_bbox_aux_1: 0.1650 (0.1636) loss_bbox_aux_2: 0.1626 (0.1616) loss_bbox_aux_3: 0.1629 (0.1611) loss_bbox_aux_4: 0.1627 (0.1610) loss_bbox_dn_0: 0.2176 (0.2199) loss_bbox_dn_1: 0.1589 (0.1597) loss_bbox_dn_2: 0.1449 (0.1497) loss_bbox_dn_3: 0.1436 (0.1464) loss_bbox_dn_4: 0.1426 (0.1457) loss_bbox_dn_5: 0.1426 (0.1457) loss_bbox_dn_pre: 0.2233 (0.2259) loss_bbox_enc_0: 0.2070 (0.2034) loss_bbox_pre: 0.1744 (0.1729) loss_dfl: 0.9460 (0.9550) loss_fgl_aux_0: 0.9808 (0.9854) loss_fgl_aux_1: 0.9500 (0.9572) loss_fgl_aux_2: 0.9470 (0.9551) loss_fgl_aux_3: 0.9460 (0.9550) loss_fgl_aux_4: 0.9459 (0.9550) loss_fgl_dn_0: 1.0756 (1.0799) loss_fgl_dn_1: 0.9681 (0.9766) loss_fgl_dn_2: 0.9590 (0.9676) loss_fgl_dn_3: 0.9610 (0.9682) loss_fgl_dn_4: 0.9613 (0.9687) loss_fgl_dn_5: 0.9613 (0.9687) loss_giou: 0.5203 (0.5413) loss_giou_aux_0: 0.5452 (0.5660) loss_giou_aux_1: 0.5295 (0.5468) loss_giou_aux_2: 0.5225 (0.5424) loss_giou_aux_3: 0.5209 (0.5414) loss_giou_aux_4: 0.5203 (0.5413) loss_giou_dn_0: 0.5176 (0.5381) loss_giou_dn_1: 0.4057 (0.4253) loss_giou_dn_2: 0.3878 (0.4085) loss_giou_dn_3: 0.3799 (0.4034) loss_giou_dn_4: 0.3791 (0.4022) loss_giou_dn_5: 0.3790 (0.4022) loss_giou_dn_pre: 0.5178 (0.5376) loss_giou_enc_0: 0.6003 (0.6346) loss_giou_pre: 0.5428 (0.5647) loss_ddf_aux_0: 0.0498 (0.0519) loss_ddf_aux_1: 0.0067 (0.0074) loss_ddf_aux_2: 0.0013 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2515 (0.2498) loss_ddf_dn_1: 0.0340 (0.0340) loss_ddf_dn_2: 0.0071 (0.0079) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6345 (0.6294) loss_vfl_aux_0: 0.7100 (0.6955) loss_vfl_aux_1: 0.6841 (0.6729) loss_vfl_aux_2: 0.6658 (0.6556) loss_vfl_aux_3: 0.6505 (0.6406) loss_vfl_aux_4: 0.6426 (0.6313) loss_vfl_dn_0: 0.4779 (0.4789) loss_vfl_dn_1: 0.4054 (0.4070) loss_vfl_dn_2: 0.3870 (0.3904) loss_vfl_dn_3: 0.3818 (0.3825) loss_vfl_dn_4: 0.3788 (0.3797) loss_vfl_dn_5: 0.3806 (0.3793) loss_vfl_dn_pre: 0.4775 (0.4793) loss_vfl_enc_0: 0.7127 (0.7038) loss_vfl_pre: 0.7010 (0.6977) time: 0.7666 data: 0.0335 max mem: 9142 Epoch: [71] [3300/3696] eta: 0:05:03 lr: 0.000013 loss: 30.0945 (30.4134) loss_bbox: 0.1614 (0.1610) loss_bbox_aux_0: 0.1697 (0.1726) loss_bbox_aux_1: 0.1633 (0.1636) loss_bbox_aux_2: 0.1618 (0.1616) loss_bbox_aux_3: 0.1618 (0.1611) loss_bbox_aux_4: 0.1614 (0.1610) loss_bbox_dn_0: 0.2092 (0.2199) loss_bbox_dn_1: 0.1556 (0.1597) loss_bbox_dn_2: 0.1450 (0.1497) loss_bbox_dn_3: 0.1433 (0.1464) loss_bbox_dn_4: 0.1409 (0.1457) loss_bbox_dn_5: 0.1409 (0.1457) loss_bbox_dn_pre: 0.2126 (0.2259) loss_bbox_enc_0: 0.1995 (0.2034) loss_bbox_pre: 0.1693 (0.1729) loss_dfl: 0.9731 (0.9549) loss_fgl_aux_0: 0.9952 (0.9853) loss_fgl_aux_1: 0.9754 (0.9572) loss_fgl_aux_2: 0.9733 (0.9551) loss_fgl_aux_3: 0.9729 (0.9549) loss_fgl_aux_4: 0.9730 (0.9549) loss_fgl_dn_0: 1.0855 (1.0799) loss_fgl_dn_1: 0.9832 (0.9765) loss_fgl_dn_2: 0.9702 (0.9675) loss_fgl_dn_3: 0.9701 (0.9682) loss_fgl_dn_4: 0.9705 (0.9687) loss_fgl_dn_5: 0.9706 (0.9687) loss_giou: 0.5310 (0.5412) loss_giou_aux_0: 0.5470 (0.5659) loss_giou_aux_1: 0.5352 (0.5468) loss_giou_aux_2: 0.5298 (0.5424) loss_giou_aux_3: 0.5308 (0.5414) loss_giou_aux_4: 0.5311 (0.5412) loss_giou_dn_0: 0.5182 (0.5379) loss_giou_dn_1: 0.4046 (0.4252) loss_giou_dn_2: 0.3841 (0.4083) loss_giou_dn_3: 0.3788 (0.4032) loss_giou_dn_4: 0.3783 (0.4021) loss_giou_dn_5: 0.3783 (0.4021) loss_giou_dn_pre: 0.5192 (0.5374) loss_giou_enc_0: 0.6061 (0.6345) loss_giou_pre: 0.5470 (0.5646) loss_ddf_aux_0: 0.0491 (0.0518) loss_ddf_aux_1: 0.0067 (0.0074) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2507 (0.2498) loss_ddf_dn_1: 0.0350 (0.0340) loss_ddf_dn_2: 0.0088 (0.0079) loss_ddf_dn_3: 0.0010 (0.0008) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6276 (0.6294) loss_vfl_aux_0: 0.7009 (0.6954) loss_vfl_aux_1: 0.6761 (0.6728) loss_vfl_aux_2: 0.6465 (0.6554) loss_vfl_aux_3: 0.6291 (0.6405) loss_vfl_aux_4: 0.6238 (0.6312) loss_vfl_dn_0: 0.4843 (0.4789) loss_vfl_dn_1: 0.4101 (0.4070) loss_vfl_dn_2: 0.3948 (0.3904) loss_vfl_dn_3: 0.3860 (0.3825) loss_vfl_dn_4: 0.3828 (0.3798) loss_vfl_dn_5: 0.3826 (0.3793) loss_vfl_dn_pre: 0.4842 (0.4794) loss_vfl_enc_0: 0.6974 (0.7037) loss_vfl_pre: 0.6985 (0.6975) time: 0.7254 data: 0.0251 max mem: 9142 Epoch: [71] [3400/3696] eta: 0:03:47 lr: 0.000013 loss: 30.2097 (30.4156) loss_bbox: 0.1443 (0.1610) loss_bbox_aux_0: 0.1525 (0.1726) loss_bbox_aux_1: 0.1470 (0.1636) loss_bbox_aux_2: 0.1449 (0.1616) loss_bbox_aux_3: 0.1444 (0.1611) loss_bbox_aux_4: 0.1443 (0.1610) loss_bbox_dn_0: 0.2117 (0.2199) loss_bbox_dn_1: 0.1481 (0.1597) loss_bbox_dn_2: 0.1439 (0.1497) loss_bbox_dn_3: 0.1417 (0.1464) loss_bbox_dn_4: 0.1416 (0.1456) loss_bbox_dn_5: 0.1417 (0.1456) loss_bbox_dn_pre: 0.2209 (0.2258) loss_bbox_enc_0: 0.1832 (0.2034) loss_bbox_pre: 0.1550 (0.1729) loss_dfl: 0.9695 (0.9550) loss_fgl_aux_0: 0.9980 (0.9854) loss_fgl_aux_1: 0.9695 (0.9572) loss_fgl_aux_2: 0.9698 (0.9551) loss_fgl_aux_3: 0.9698 (0.9550) loss_fgl_aux_4: 0.9695 (0.9549) loss_fgl_dn_0: 1.0817 (1.0799) loss_fgl_dn_1: 0.9823 (0.9766) loss_fgl_dn_2: 0.9723 (0.9676) loss_fgl_dn_3: 0.9716 (0.9683) loss_fgl_dn_4: 0.9724 (0.9688) loss_fgl_dn_5: 0.9724 (0.9688) loss_giou: 0.5134 (0.5414) loss_giou_aux_0: 0.5341 (0.5661) loss_giou_aux_1: 0.5165 (0.5470) loss_giou_aux_2: 0.5153 (0.5425) loss_giou_aux_3: 0.5148 (0.5416) loss_giou_aux_4: 0.5134 (0.5414) loss_giou_dn_0: 0.5352 (0.5380) loss_giou_dn_1: 0.4268 (0.4253) loss_giou_dn_2: 0.4050 (0.4084) loss_giou_dn_3: 0.3994 (0.4033) loss_giou_dn_4: 0.3969 (0.4022) loss_giou_dn_5: 0.3969 (0.4022) loss_giou_dn_pre: 0.5365 (0.5375) loss_giou_enc_0: 0.6058 (0.6346) loss_giou_pre: 0.5372 (0.5648) loss_ddf_aux_0: 0.0480 (0.0517) loss_ddf_aux_1: 0.0062 (0.0074) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2364 (0.2497) loss_ddf_dn_1: 0.0331 (0.0340) loss_ddf_dn_2: 0.0074 (0.0079) loss_ddf_dn_3: 0.0008 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6189 (0.6294) loss_vfl_aux_0: 0.6689 (0.6954) loss_vfl_aux_1: 0.6573 (0.6729) loss_vfl_aux_2: 0.6379 (0.6556) loss_vfl_aux_3: 0.6316 (0.6405) loss_vfl_aux_4: 0.6211 (0.6312) loss_vfl_dn_0: 0.4700 (0.4789) loss_vfl_dn_1: 0.4034 (0.4070) loss_vfl_dn_2: 0.3899 (0.3904) loss_vfl_dn_3: 0.3814 (0.3826) loss_vfl_dn_4: 0.3776 (0.3798) loss_vfl_dn_5: 0.3770 (0.3794) loss_vfl_dn_pre: 0.4705 (0.4793) loss_vfl_enc_0: 0.6968 (0.7038) loss_vfl_pre: 0.6730 (0.6976) time: 0.7460 data: 0.0268 max mem: 9142 Epoch: [71] [3500/3696] eta: 0:02:30 lr: 0.000013 loss: 30.1235 (30.4103) loss_bbox: 0.1556 (0.1610) loss_bbox_aux_0: 0.1683 (0.1726) loss_bbox_aux_1: 0.1568 (0.1636) loss_bbox_aux_2: 0.1573 (0.1616) loss_bbox_aux_3: 0.1556 (0.1611) loss_bbox_aux_4: 0.1556 (0.1610) loss_bbox_dn_0: 0.2080 (0.2199) loss_bbox_dn_1: 0.1494 (0.1597) loss_bbox_dn_2: 0.1382 (0.1497) loss_bbox_dn_3: 0.1356 (0.1464) loss_bbox_dn_4: 0.1347 (0.1457) loss_bbox_dn_5: 0.1346 (0.1457) loss_bbox_dn_pre: 0.2197 (0.2258) loss_bbox_enc_0: 0.2117 (0.2034) loss_bbox_pre: 0.1680 (0.1729) loss_dfl: 0.9592 (0.9549) loss_fgl_aux_0: 0.9843 (0.9853) loss_fgl_aux_1: 0.9620 (0.9572) loss_fgl_aux_2: 0.9593 (0.9550) loss_fgl_aux_3: 0.9587 (0.9549) loss_fgl_aux_4: 0.9593 (0.9549) loss_fgl_dn_0: 1.0718 (1.0798) loss_fgl_dn_1: 0.9670 (0.9765) loss_fgl_dn_2: 0.9603 (0.9675) loss_fgl_dn_3: 0.9606 (0.9682) loss_fgl_dn_4: 0.9610 (0.9687) loss_fgl_dn_5: 0.9610 (0.9687) loss_giou: 0.5041 (0.5413) loss_giou_aux_0: 0.5209 (0.5660) loss_giou_aux_1: 0.5109 (0.5469) loss_giou_aux_2: 0.5071 (0.5424) loss_giou_aux_3: 0.5040 (0.5414) loss_giou_aux_4: 0.5042 (0.5413) loss_giou_dn_0: 0.5265 (0.5379) loss_giou_dn_1: 0.4124 (0.4252) loss_giou_dn_2: 0.3946 (0.4083) loss_giou_dn_3: 0.3927 (0.4032) loss_giou_dn_4: 0.3920 (0.4021) loss_giou_dn_5: 0.3918 (0.4021) loss_giou_dn_pre: 0.5269 (0.5373) loss_giou_enc_0: 0.5810 (0.6345) loss_giou_pre: 0.5189 (0.5646) loss_ddf_aux_0: 0.0456 (0.0516) loss_ddf_aux_1: 0.0065 (0.0073) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2424 (0.2497) loss_ddf_dn_1: 0.0331 (0.0340) loss_ddf_dn_2: 0.0074 (0.0079) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6240 (0.6291) loss_vfl_aux_0: 0.6824 (0.6950) loss_vfl_aux_1: 0.6539 (0.6726) loss_vfl_aux_2: 0.6548 (0.6554) loss_vfl_aux_3: 0.6318 (0.6402) loss_vfl_aux_4: 0.6248 (0.6310) loss_vfl_dn_0: 0.4769 (0.4789) loss_vfl_dn_1: 0.4048 (0.4070) loss_vfl_dn_2: 0.3874 (0.3904) loss_vfl_dn_3: 0.3816 (0.3825) loss_vfl_dn_4: 0.3785 (0.3798) loss_vfl_dn_5: 0.3762 (0.3794) loss_vfl_dn_pre: 0.4772 (0.4793) loss_vfl_enc_0: 0.6855 (0.7034) loss_vfl_pre: 0.6833 (0.6971) time: 0.7588 data: 0.0330 max mem: 9142 Epoch: [71] [3600/3696] eta: 0:01:13 lr: 0.000013 loss: 29.9878 (30.4095) loss_bbox: 0.1539 (0.1610) loss_bbox_aux_0: 0.1653 (0.1726) loss_bbox_aux_1: 0.1567 (0.1635) loss_bbox_aux_2: 0.1550 (0.1616) loss_bbox_aux_3: 0.1540 (0.1610) loss_bbox_aux_4: 0.1539 (0.1610) loss_bbox_dn_0: 0.2319 (0.2198) loss_bbox_dn_1: 0.1628 (0.1596) loss_bbox_dn_2: 0.1526 (0.1496) loss_bbox_dn_3: 0.1470 (0.1463) loss_bbox_dn_4: 0.1457 (0.1456) loss_bbox_dn_5: 0.1457 (0.1456) loss_bbox_dn_pre: 0.2406 (0.2257) loss_bbox_enc_0: 0.1956 (0.2033) loss_bbox_pre: 0.1656 (0.1728) loss_dfl: 0.9583 (0.9549) loss_fgl_aux_0: 0.9870 (0.9853) loss_fgl_aux_1: 0.9600 (0.9572) loss_fgl_aux_2: 0.9594 (0.9550) loss_fgl_aux_3: 0.9584 (0.9549) loss_fgl_aux_4: 0.9583 (0.9549) loss_fgl_dn_0: 1.0733 (1.0797) loss_fgl_dn_1: 0.9757 (0.9764) loss_fgl_dn_2: 0.9661 (0.9675) loss_fgl_dn_3: 0.9669 (0.9681) loss_fgl_dn_4: 0.9677 (0.9686) loss_fgl_dn_5: 0.9678 (0.9686) loss_giou: 0.5230 (0.5413) loss_giou_aux_0: 0.5504 (0.5660) loss_giou_aux_1: 0.5316 (0.5469) loss_giou_aux_2: 0.5258 (0.5425) loss_giou_aux_3: 0.5235 (0.5415) loss_giou_aux_4: 0.5229 (0.5413) loss_giou_dn_0: 0.5118 (0.5379) loss_giou_dn_1: 0.4061 (0.4252) loss_giou_dn_2: 0.3885 (0.4083) loss_giou_dn_3: 0.3816 (0.4032) loss_giou_dn_4: 0.3808 (0.4021) loss_giou_dn_5: 0.3808 (0.4021) loss_giou_dn_pre: 0.5112 (0.5373) loss_giou_enc_0: 0.6104 (0.6345) loss_giou_pre: 0.5481 (0.5646) loss_ddf_aux_0: 0.0473 (0.0516) loss_ddf_aux_1: 0.0067 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2401 (0.2497) loss_ddf_dn_1: 0.0325 (0.0340) loss_ddf_dn_2: 0.0083 (0.0079) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6309 (0.6292) loss_vfl_aux_0: 0.6940 (0.6951) loss_vfl_aux_1: 0.6725 (0.6726) loss_vfl_aux_2: 0.6650 (0.6554) loss_vfl_aux_3: 0.6478 (0.6403) loss_vfl_aux_4: 0.6334 (0.6311) loss_vfl_dn_0: 0.4837 (0.4789) loss_vfl_dn_1: 0.4009 (0.4069) loss_vfl_dn_2: 0.3880 (0.3904) loss_vfl_dn_3: 0.3776 (0.3825) loss_vfl_dn_4: 0.3754 (0.3798) loss_vfl_dn_5: 0.3744 (0.3793) loss_vfl_dn_pre: 0.4844 (0.4793) loss_vfl_enc_0: 0.7037 (0.7034) loss_vfl_pre: 0.6918 (0.6972) time: 0.7801 data: 0.0343 max mem: 9142 Epoch: [71] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 30.2989 (30.4123) loss_bbox: 0.1591 (0.1610) loss_bbox_aux_0: 0.1713 (0.1726) loss_bbox_aux_1: 0.1634 (0.1636) loss_bbox_aux_2: 0.1594 (0.1616) loss_bbox_aux_3: 0.1592 (0.1611) loss_bbox_aux_4: 0.1590 (0.1610) loss_bbox_dn_0: 0.2081 (0.2199) loss_bbox_dn_1: 0.1494 (0.1597) loss_bbox_dn_2: 0.1390 (0.1497) loss_bbox_dn_3: 0.1371 (0.1464) loss_bbox_dn_4: 0.1362 (0.1457) loss_bbox_dn_5: 0.1362 (0.1457) loss_bbox_dn_pre: 0.2138 (0.2258) loss_bbox_enc_0: 0.1956 (0.2033) loss_bbox_pre: 0.1714 (0.1728) loss_dfl: 0.9761 (0.9549) loss_fgl_aux_0: 0.9977 (0.9852) loss_fgl_aux_1: 0.9778 (0.9572) loss_fgl_aux_2: 0.9768 (0.9550) loss_fgl_aux_3: 0.9759 (0.9549) loss_fgl_aux_4: 0.9760 (0.9549) loss_fgl_dn_0: 1.0814 (1.0798) loss_fgl_dn_1: 0.9840 (0.9764) loss_fgl_dn_2: 0.9759 (0.9675) loss_fgl_dn_3: 0.9772 (0.9681) loss_fgl_dn_4: 0.9778 (0.9686) loss_fgl_dn_5: 0.9777 (0.9686) loss_giou: 0.5449 (0.5413) loss_giou_aux_0: 0.5722 (0.5660) loss_giou_aux_1: 0.5560 (0.5469) loss_giou_aux_2: 0.5469 (0.5425) loss_giou_aux_3: 0.5456 (0.5415) loss_giou_aux_4: 0.5452 (0.5413) loss_giou_dn_0: 0.5393 (0.5380) loss_giou_dn_1: 0.4243 (0.4253) loss_giou_dn_2: 0.4060 (0.4084) loss_giou_dn_3: 0.4050 (0.4033) loss_giou_dn_4: 0.4058 (0.4022) loss_giou_dn_5: 0.4057 (0.4022) loss_giou_dn_pre: 0.5374 (0.5375) loss_giou_enc_0: 0.6340 (0.6345) loss_giou_pre: 0.5731 (0.5646) loss_ddf_aux_0: 0.0473 (0.0515) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2466 (0.2497) loss_ddf_dn_1: 0.0322 (0.0340) loss_ddf_dn_2: 0.0082 (0.0079) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6145 (0.6293) loss_vfl_aux_0: 0.6836 (0.6952) loss_vfl_aux_1: 0.6560 (0.6727) loss_vfl_aux_2: 0.6425 (0.6555) loss_vfl_aux_3: 0.6284 (0.6404) loss_vfl_aux_4: 0.6155 (0.6312) loss_vfl_dn_0: 0.4752 (0.4788) loss_vfl_dn_1: 0.4154 (0.4069) loss_vfl_dn_2: 0.3929 (0.3904) loss_vfl_dn_3: 0.3821 (0.3826) loss_vfl_dn_4: 0.3793 (0.3798) loss_vfl_dn_5: 0.3794 (0.3794) loss_vfl_dn_pre: 0.4767 (0.4793) loss_vfl_enc_0: 0.6807 (0.7035) loss_vfl_pre: 0.6836 (0.6974) time: 0.7466 data: 0.0315 max mem: 9142 Epoch: [71] Total time: 0:47:18 (0.7680 s / it) Averaged stats: lr: 0.000013 loss: 30.2989 (30.4123) loss_bbox: 0.1591 (0.1610) loss_bbox_aux_0: 0.1713 (0.1726) loss_bbox_aux_1: 0.1634 (0.1636) loss_bbox_aux_2: 0.1594 (0.1616) loss_bbox_aux_3: 0.1592 (0.1611) loss_bbox_aux_4: 0.1590 (0.1610) loss_bbox_dn_0: 0.2081 (0.2199) loss_bbox_dn_1: 0.1494 (0.1597) loss_bbox_dn_2: 0.1390 (0.1497) loss_bbox_dn_3: 0.1371 (0.1464) loss_bbox_dn_4: 0.1362 (0.1457) loss_bbox_dn_5: 0.1362 (0.1457) loss_bbox_dn_pre: 0.2138 (0.2258) loss_bbox_enc_0: 0.1956 (0.2033) loss_bbox_pre: 0.1714 (0.1728) loss_dfl: 0.9761 (0.9549) loss_fgl_aux_0: 0.9977 (0.9852) loss_fgl_aux_1: 0.9778 (0.9572) loss_fgl_aux_2: 0.9768 (0.9550) loss_fgl_aux_3: 0.9759 (0.9549) loss_fgl_aux_4: 0.9760 (0.9549) loss_fgl_dn_0: 1.0814 (1.0798) loss_fgl_dn_1: 0.9840 (0.9764) loss_fgl_dn_2: 0.9759 (0.9675) loss_fgl_dn_3: 0.9772 (0.9681) loss_fgl_dn_4: 0.9778 (0.9686) loss_fgl_dn_5: 0.9777 (0.9686) loss_giou: 0.5449 (0.5413) loss_giou_aux_0: 0.5722 (0.5660) loss_giou_aux_1: 0.5560 (0.5469) loss_giou_aux_2: 0.5469 (0.5425) loss_giou_aux_3: 0.5456 (0.5415) loss_giou_aux_4: 0.5452 (0.5413) loss_giou_dn_0: 0.5393 (0.5380) loss_giou_dn_1: 0.4243 (0.4253) loss_giou_dn_2: 0.4060 (0.4084) loss_giou_dn_3: 0.4050 (0.4033) loss_giou_dn_4: 0.4058 (0.4022) loss_giou_dn_5: 0.4057 (0.4022) loss_giou_dn_pre: 0.5374 (0.5375) loss_giou_enc_0: 0.6340 (0.6345) loss_giou_pre: 0.5731 (0.5646) loss_ddf_aux_0: 0.0473 (0.0515) loss_ddf_aux_1: 0.0068 (0.0073) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2466 (0.2497) loss_ddf_dn_1: 0.0322 (0.0340) loss_ddf_dn_2: 0.0082 (0.0079) loss_ddf_dn_3: 0.0009 (0.0008) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.6145 (0.6293) loss_vfl_aux_0: 0.6836 (0.6952) loss_vfl_aux_1: 0.6560 (0.6727) loss_vfl_aux_2: 0.6425 (0.6555) loss_vfl_aux_3: 0.6284 (0.6404) loss_vfl_aux_4: 0.6155 (0.6312) loss_vfl_dn_0: 0.4752 (0.4788) loss_vfl_dn_1: 0.4154 (0.4069) loss_vfl_dn_2: 0.3929 (0.3904) loss_vfl_dn_3: 0.3821 (0.3826) loss_vfl_dn_4: 0.3793 (0.3798) loss_vfl_dn_5: 0.3794 (0.3794) loss_vfl_dn_pre: 0.4767 (0.4793) loss_vfl_enc_0: 0.6807 (0.7035) loss_vfl_pre: 0.6836 (0.6974) Test: [ 0/79] eta: 0:03:04 time: 2.3350 data: 1.7535 max mem: 9142 Test: [10/79] eta: 0:01:07 time: 0.9831 data: 0.2127 max mem: 9142 Test: [20/79] eta: 0:00:46 time: 0.7193 data: 0.0585 max mem: 9142 Test: [30/79] eta: 0:00:36 time: 0.6035 data: 0.0611 max mem: 9142 Test: [40/79] eta: 0:00:29 time: 0.7270 data: 0.0658 max mem: 9142 Test: [50/79] eta: 0:00:21 time: 0.7221 data: 0.0644 max mem: 9142 Test: [60/79] eta: 0:00:13 time: 0.6073 data: 0.0642 max mem: 9142 Test: [70/79] eta: 0:00:06 time: 0.6045 data: 0.0692 max mem: 9142 Test: [78/79] eta: 0:00:00 time: 0.6662 data: 0.0653 max mem: 9142 Test: Total time: 0:00:55 (0.7063 s / it) Averaged stats: Accumulating evaluation results... DONE (t=27.31s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.537 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.714 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.582 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.359 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.578 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.716 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.395 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.663 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.731 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.570 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.774 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.887 best_stat: {'epoch': 57, 'coco_eval_bbox': 0.5389768252152075} Load last_epoch Load model.state_dict Load criterion.state_dict Load postprocessor.state_dict Load ema.state_dict Load scaler.state_dict Load optimizer.state_dict Load lr_scheduler.state_dict Load lr_warmup_scheduler.state_dict Refresh EMA at epoch 72 with decay 0.9999 Epoch: [72] [ 0/3696] eta: 3:03:17 lr: 0.000013 loss: 30.4312 (30.4312) loss_bbox: 0.1921 (0.1921) loss_bbox_aux_0: 0.2047 (0.2047) loss_bbox_aux_1: 0.1930 (0.1930) loss_bbox_aux_2: 0.1932 (0.1932) loss_bbox_aux_3: 0.1918 (0.1918) loss_bbox_aux_4: 0.1921 (0.1921) loss_bbox_dn_0: 0.2725 (0.2725) loss_bbox_dn_1: 0.1960 (0.1960) loss_bbox_dn_2: 0.1840 (0.1840) loss_bbox_dn_3: 0.1776 (0.1776) loss_bbox_dn_4: 0.1759 (0.1759) loss_bbox_dn_5: 0.1758 (0.1758) loss_bbox_dn_pre: 0.2820 (0.2820) loss_bbox_enc_0: 0.2450 (0.2450) loss_bbox_pre: 0.2052 (0.2052) loss_dfl: 1.0151 (1.0151) loss_fgl_aux_0: 1.0540 (1.0540) loss_fgl_aux_1: 1.0183 (1.0183) loss_fgl_aux_2: 1.0153 (1.0153) loss_fgl_aux_3: 1.0152 (1.0152) loss_fgl_aux_4: 1.0151 (1.0151) loss_fgl_dn_0: 1.1080 (1.1080) loss_fgl_dn_1: 0.9904 (0.9904) loss_fgl_dn_2: 0.9829 (0.9829) loss_fgl_dn_3: 0.9856 (0.9856) loss_fgl_dn_4: 0.9865 (0.9865) loss_fgl_dn_5: 0.9865 (0.9865) loss_giou: 0.4438 (0.4438) loss_giou_aux_0: 0.4585 (0.4585) loss_giou_aux_1: 0.4433 (0.4433) loss_giou_aux_2: 0.4434 (0.4434) loss_giou_aux_3: 0.4438 (0.4438) loss_giou_aux_4: 0.4438 (0.4438) loss_giou_dn_0: 0.5191 (0.5191) loss_giou_dn_1: 0.4076 (0.4076) loss_giou_dn_2: 0.3963 (0.3963) loss_giou_dn_3: 0.3881 (0.3881) loss_giou_dn_4: 0.3864 (0.3864) loss_giou_dn_5: 0.3864 (0.3864) loss_giou_dn_pre: 0.5197 (0.5197) loss_giou_enc_0: 0.5366 (0.5366) loss_giou_pre: 0.4585 (0.4585) loss_ddf_aux_0: 0.0539 (0.0539) loss_ddf_aux_1: 0.0078 (0.0078) loss_ddf_aux_2: 0.0018 (0.0018) loss_ddf_aux_3: 0.0002 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2852 (0.2852) loss_ddf_dn_1: 0.0400 (0.0400) loss_ddf_dn_2: 0.0103 (0.0103) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5923 (0.5923) loss_vfl_aux_0: 0.6866 (0.6866) loss_vfl_aux_1: 0.6327 (0.6327) loss_vfl_aux_2: 0.6184 (0.6184) loss_vfl_aux_3: 0.6101 (0.6101) loss_vfl_aux_4: 0.6023 (0.6023) loss_vfl_dn_0: 0.4924 (0.4924) loss_vfl_dn_1: 0.4154 (0.4154) loss_vfl_dn_2: 0.3985 (0.3985) loss_vfl_dn_3: 0.3877 (0.3877) loss_vfl_dn_4: 0.3842 (0.3842) loss_vfl_dn_5: 0.3821 (0.3821) loss_vfl_dn_pre: 0.4926 (0.4926) loss_vfl_enc_0: 0.7205 (0.7205) loss_vfl_pre: 0.6862 (0.6862) time: 2.9756 data: 1.4849 max mem: 9142 Epoch: [72] [ 100/3696] eta: 0:47:41 lr: 0.000013 loss: 29.2732 (29.1661) loss_bbox: 0.1599 (0.1619) loss_bbox_aux_0: 0.1732 (0.1746) loss_bbox_aux_1: 0.1614 (0.1649) loss_bbox_aux_2: 0.1594 (0.1627) loss_bbox_aux_3: 0.1599 (0.1620) loss_bbox_aux_4: 0.1599 (0.1619) loss_bbox_dn_0: 0.2325 (0.2362) loss_bbox_dn_1: 0.1660 (0.1675) loss_bbox_dn_2: 0.1526 (0.1564) loss_bbox_dn_3: 0.1511 (0.1528) loss_bbox_dn_4: 0.1502 (0.1521) loss_bbox_dn_5: 0.1502 (0.1521) loss_bbox_dn_pre: 0.2423 (0.2441) loss_bbox_enc_0: 0.2117 (0.2085) loss_bbox_pre: 0.1732 (0.1749) loss_dfl: 0.9871 (0.9866) loss_fgl_aux_0: 1.0215 (1.0202) loss_fgl_aux_1: 0.9906 (0.9899) loss_fgl_aux_2: 0.9872 (0.9870) loss_fgl_aux_3: 0.9869 (0.9867) loss_fgl_aux_4: 0.9871 (0.9866) loss_fgl_dn_0: 1.0949 (1.0975) loss_fgl_dn_1: 0.9770 (0.9782) loss_fgl_dn_2: 0.9693 (0.9683) loss_fgl_dn_3: 0.9701 (0.9689) loss_fgl_dn_4: 0.9703 (0.9695) loss_fgl_dn_5: 0.9703 (0.9695) loss_giou: 0.4514 (0.4318) loss_giou_aux_0: 0.4785 (0.4550) loss_giou_aux_1: 0.4606 (0.4369) loss_giou_aux_2: 0.4546 (0.4327) loss_giou_aux_3: 0.4513 (0.4319) loss_giou_aux_4: 0.4514 (0.4318) loss_giou_dn_0: 0.4744 (0.4749) loss_giou_dn_1: 0.3672 (0.3672) loss_giou_dn_2: 0.3508 (0.3512) loss_giou_dn_3: 0.3443 (0.3464) loss_giou_dn_4: 0.3440 (0.3453) loss_giou_dn_5: 0.3440 (0.3453) loss_giou_dn_pre: 0.4731 (0.4750) loss_giou_enc_0: 0.5414 (0.5219) loss_giou_pre: 0.4784 (0.4539) loss_ddf_aux_0: 0.0457 (0.0481) loss_ddf_aux_1: 0.0077 (0.0076) loss_ddf_aux_2: 0.0016 (0.0017) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2567 (0.2642) loss_ddf_dn_1: 0.0345 (0.0361) loss_ddf_dn_2: 0.0075 (0.0084) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5878 (0.5951) loss_vfl_aux_0: 0.6715 (0.6701) loss_vfl_aux_1: 0.6464 (0.6420) loss_vfl_aux_2: 0.6138 (0.6229) loss_vfl_aux_3: 0.6075 (0.6081) loss_vfl_aux_4: 0.5981 (0.5979) loss_vfl_dn_0: 0.4737 (0.4811) loss_vfl_dn_1: 0.4031 (0.3987) loss_vfl_dn_2: 0.3837 (0.3806) loss_vfl_dn_3: 0.3749 (0.3713) loss_vfl_dn_4: 0.3716 (0.3688) loss_vfl_dn_5: 0.3724 (0.3684) loss_vfl_dn_pre: 0.4752 (0.4812) loss_vfl_enc_0: 0.6832 (0.6986) loss_vfl_pre: 0.6675 (0.6712) time: 0.9313 data: 0.0267 max mem: 9142 Epoch: [72] [ 200/3696] eta: 0:44:28 lr: 0.000013 loss: 29.2069 (29.1869) loss_bbox: 0.1630 (0.1650) loss_bbox_aux_0: 0.1780 (0.1772) loss_bbox_aux_1: 0.1656 (0.1678) loss_bbox_aux_2: 0.1628 (0.1657) loss_bbox_aux_3: 0.1630 (0.1650) loss_bbox_aux_4: 0.1630 (0.1650) loss_bbox_dn_0: 0.2371 (0.2350) loss_bbox_dn_1: 0.1659 (0.1673) loss_bbox_dn_2: 0.1584 (0.1566) loss_bbox_dn_3: 0.1501 (0.1530) loss_bbox_dn_4: 0.1495 (0.1522) loss_bbox_dn_5: 0.1495 (0.1522) loss_bbox_dn_pre: 0.2492 (0.2429) loss_bbox_enc_0: 0.2088 (0.2092) loss_bbox_pre: 0.1787 (0.1775) loss_dfl: 0.9864 (0.9844) loss_fgl_aux_0: 1.0231 (1.0169) loss_fgl_aux_1: 0.9869 (0.9874) loss_fgl_aux_2: 0.9856 (0.9847) loss_fgl_aux_3: 0.9863 (0.9844) loss_fgl_aux_4: 0.9864 (0.9844) loss_fgl_dn_0: 1.1035 (1.0970) loss_fgl_dn_1: 0.9817 (0.9790) loss_fgl_dn_2: 0.9686 (0.9694) loss_fgl_dn_3: 0.9683 (0.9699) loss_fgl_dn_4: 0.9689 (0.9704) loss_fgl_dn_5: 0.9690 (0.9704) loss_giou: 0.4288 (0.4384) loss_giou_aux_0: 0.4586 (0.4612) loss_giou_aux_1: 0.4388 (0.4434) loss_giou_aux_2: 0.4319 (0.4394) loss_giou_aux_3: 0.4293 (0.4385) loss_giou_aux_4: 0.4287 (0.4384) loss_giou_dn_0: 0.4666 (0.4739) loss_giou_dn_1: 0.3579 (0.3669) loss_giou_dn_2: 0.3415 (0.3509) loss_giou_dn_3: 0.3407 (0.3464) loss_giou_dn_4: 0.3394 (0.3453) loss_giou_dn_5: 0.3393 (0.3453) loss_giou_dn_pre: 0.4650 (0.4739) loss_giou_enc_0: 0.5241 (0.5268) loss_giou_pre: 0.4572 (0.4602) loss_ddf_aux_0: 0.0499 (0.0474) loss_ddf_aux_1: 0.0079 (0.0075) loss_ddf_aux_2: 0.0019 (0.0017) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2774 (0.2608) loss_ddf_dn_1: 0.0366 (0.0354) loss_ddf_dn_2: 0.0084 (0.0082) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5965 (0.5932) loss_vfl_aux_0: 0.6614 (0.6650) loss_vfl_aux_1: 0.6385 (0.6394) loss_vfl_aux_2: 0.6229 (0.6189) loss_vfl_aux_3: 0.6014 (0.6064) loss_vfl_aux_4: 0.5944 (0.5961) loss_vfl_dn_0: 0.4825 (0.4798) loss_vfl_dn_1: 0.3999 (0.3980) loss_vfl_dn_2: 0.3820 (0.3806) loss_vfl_dn_3: 0.3720 (0.3716) loss_vfl_dn_4: 0.3691 (0.3692) loss_vfl_dn_5: 0.3687 (0.3688) loss_vfl_dn_pre: 0.4831 (0.4801) loss_vfl_enc_0: 0.7032 (0.6930) loss_vfl_pre: 0.6612 (0.6662) time: 0.7277 data: 0.0278 max mem: 9142 Epoch: [72] [ 300/3696] eta: 0:42:41 lr: 0.000013 loss: 29.3780 (29.1560) loss_bbox: 0.1634 (0.1644) loss_bbox_aux_0: 0.1794 (0.1768) loss_bbox_aux_1: 0.1678 (0.1672) loss_bbox_aux_2: 0.1642 (0.1651) loss_bbox_aux_3: 0.1633 (0.1644) loss_bbox_aux_4: 0.1634 (0.1644) loss_bbox_dn_0: 0.2369 (0.2347) loss_bbox_dn_1: 0.1710 (0.1676) loss_bbox_dn_2: 0.1573 (0.1566) loss_bbox_dn_3: 0.1534 (0.1529) loss_bbox_dn_4: 0.1514 (0.1521) loss_bbox_dn_5: 0.1514 (0.1521) loss_bbox_dn_pre: 0.2441 (0.2428) loss_bbox_enc_0: 0.2069 (0.2083) loss_bbox_pre: 0.1811 (0.1771) loss_dfl: 0.9900 (0.9836) loss_fgl_aux_0: 1.0204 (1.0158) loss_fgl_aux_1: 0.9918 (0.9865) loss_fgl_aux_2: 0.9899 (0.9839) loss_fgl_aux_3: 0.9903 (0.9836) loss_fgl_aux_4: 0.9902 (0.9836) loss_fgl_dn_0: 1.0936 (1.0953) loss_fgl_dn_1: 0.9807 (0.9778) loss_fgl_dn_2: 0.9719 (0.9683) loss_fgl_dn_3: 0.9723 (0.9688) loss_fgl_dn_4: 0.9727 (0.9693) loss_fgl_dn_5: 0.9727 (0.9693) loss_giou: 0.4537 (0.4398) loss_giou_aux_0: 0.4812 (0.4627) loss_giou_aux_1: 0.4638 (0.4448) loss_giou_aux_2: 0.4550 (0.4407) loss_giou_aux_3: 0.4539 (0.4399) loss_giou_aux_4: 0.4536 (0.4398) loss_giou_dn_0: 0.4845 (0.4749) loss_giou_dn_1: 0.3819 (0.3684) loss_giou_dn_2: 0.3630 (0.3523) loss_giou_dn_3: 0.3568 (0.3476) loss_giou_dn_4: 0.3561 (0.3465) loss_giou_dn_5: 0.3561 (0.3465) loss_giou_dn_pre: 0.4848 (0.4750) loss_giou_enc_0: 0.5565 (0.5281) loss_giou_pre: 0.4801 (0.4616) loss_ddf_aux_0: 0.0471 (0.0472) loss_ddf_aux_1: 0.0079 (0.0075) loss_ddf_aux_2: 0.0017 (0.0017) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2477 (0.2597) loss_ddf_dn_1: 0.0348 (0.0356) loss_ddf_dn_2: 0.0086 (0.0085) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.5960 (0.5902) loss_vfl_aux_0: 0.6504 (0.6609) loss_vfl_aux_1: 0.6279 (0.6350) loss_vfl_aux_2: 0.6168 (0.6158) loss_vfl_aux_3: 0.6072 (0.6028) loss_vfl_aux_4: 0.5975 (0.5929) loss_vfl_dn_0: 0.4759 (0.4789) loss_vfl_dn_1: 0.3961 (0.3976) loss_vfl_dn_2: 0.3808 (0.3803) loss_vfl_dn_3: 0.3747 (0.3716) loss_vfl_dn_4: 0.3720 (0.3690) loss_vfl_dn_5: 0.3712 (0.3686) loss_vfl_dn_pre: 0.4762 (0.4793) loss_vfl_enc_0: 0.6729 (0.6881) loss_vfl_pre: 0.6510 (0.6626) time: 0.7395 data: 0.0312 max mem: 9142 Epoch: [72] [ 400/3696] eta: 0:40:59 lr: 0.000013 loss: 28.9450 (29.0672) loss_bbox: 0.1638 (0.1637) loss_bbox_aux_0: 0.1775 (0.1760) loss_bbox_aux_1: 0.1657 (0.1665) loss_bbox_aux_2: 0.1631 (0.1644) loss_bbox_aux_3: 0.1639 (0.1638) loss_bbox_aux_4: 0.1638 (0.1637) loss_bbox_dn_0: 0.2330 (0.2344) loss_bbox_dn_1: 0.1733 (0.1673) loss_bbox_dn_2: 0.1649 (0.1563) loss_bbox_dn_3: 0.1606 (0.1527) loss_bbox_dn_4: 0.1588 (0.1518) loss_bbox_dn_5: 0.1588 (0.1518) loss_bbox_dn_pre: 0.2412 (0.2425) loss_bbox_enc_0: 0.1979 (0.2072) loss_bbox_pre: 0.1771 (0.1763) loss_dfl: 0.9831 (0.9838) loss_fgl_aux_0: 1.0101 (1.0161) loss_fgl_aux_1: 0.9854 (0.9866) loss_fgl_aux_2: 0.9846 (0.9841) loss_fgl_aux_3: 0.9835 (0.9839) loss_fgl_aux_4: 0.9831 (0.9838) loss_fgl_dn_0: 1.0886 (1.0947) loss_fgl_dn_1: 0.9669 (0.9770) loss_fgl_dn_2: 0.9550 (0.9674) loss_fgl_dn_3: 0.9555 (0.9679) loss_fgl_dn_4: 0.9556 (0.9684) loss_fgl_dn_5: 0.9556 (0.9684) loss_giou: 0.3844 (0.4352) loss_giou_aux_0: 0.4113 (0.4577) loss_giou_aux_1: 0.3887 (0.4401) loss_giou_aux_2: 0.3861 (0.4360) loss_giou_aux_3: 0.3845 (0.4352) loss_giou_aux_4: 0.3844 (0.4352) loss_giou_dn_0: 0.4512 (0.4723) loss_giou_dn_1: 0.3493 (0.3661) loss_giou_dn_2: 0.3345 (0.3500) loss_giou_dn_3: 0.3304 (0.3454) loss_giou_dn_4: 0.3282 (0.3442) loss_giou_dn_5: 0.3282 (0.3442) loss_giou_dn_pre: 0.4524 (0.4725) loss_giou_enc_0: 0.4825 (0.5224) loss_giou_pre: 0.4104 (0.4567) loss_ddf_aux_0: 0.0450 (0.0471) loss_ddf_aux_1: 0.0069 (0.0075) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2379 (0.2587) loss_ddf_dn_1: 0.0338 (0.0356) loss_ddf_dn_2: 0.0090 (0.0085) loss_ddf_dn_3: 0.0011 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.5989 (0.5891) loss_vfl_aux_0: 0.6625 (0.6581) loss_vfl_aux_1: 0.6423 (0.6328) loss_vfl_aux_2: 0.6230 (0.6145) loss_vfl_aux_3: 0.5953 (0.6006) loss_vfl_aux_4: 0.5947 (0.5916) loss_vfl_dn_0: 0.4747 (0.4784) loss_vfl_dn_1: 0.3990 (0.3970) loss_vfl_dn_2: 0.3813 (0.3796) loss_vfl_dn_3: 0.3748 (0.3711) loss_vfl_dn_4: 0.3722 (0.3685) loss_vfl_dn_5: 0.3718 (0.3681) loss_vfl_dn_pre: 0.4740 (0.4788) loss_vfl_enc_0: 0.6865 (0.6852) loss_vfl_pre: 0.6633 (0.6599) time: 0.6826 data: 0.0252 max mem: 9142 Epoch: [72] [ 500/3696] eta: 0:39:58 lr: 0.000013 loss: 29.1168 (29.0621) loss_bbox: 0.1569 (0.1630) loss_bbox_aux_0: 0.1696 (0.1753) loss_bbox_aux_1: 0.1624 (0.1658) loss_bbox_aux_2: 0.1592 (0.1637) loss_bbox_aux_3: 0.1576 (0.1631) loss_bbox_aux_4: 0.1569 (0.1631) loss_bbox_dn_0: 0.2159 (0.2324) loss_bbox_dn_1: 0.1557 (0.1661) loss_bbox_dn_2: 0.1470 (0.1553) loss_bbox_dn_3: 0.1429 (0.1517) loss_bbox_dn_4: 0.1416 (0.1508) loss_bbox_dn_5: 0.1417 (0.1508) loss_bbox_dn_pre: 0.2266 (0.2405) loss_bbox_enc_0: 0.2028 (0.2062) loss_bbox_pre: 0.1701 (0.1756) loss_dfl: 0.9923 (0.9840) loss_fgl_aux_0: 1.0231 (1.0162) loss_fgl_aux_1: 0.9926 (0.9868) loss_fgl_aux_2: 0.9927 (0.9843) loss_fgl_aux_3: 0.9925 (0.9841) loss_fgl_aux_4: 0.9924 (0.9840) loss_fgl_dn_0: 1.0907 (1.0939) loss_fgl_dn_1: 0.9826 (0.9772) loss_fgl_dn_2: 0.9741 (0.9677) loss_fgl_dn_3: 0.9751 (0.9682) loss_fgl_dn_4: 0.9756 (0.9688) loss_fgl_dn_5: 0.9756 (0.9688) loss_giou: 0.4328 (0.4371) loss_giou_aux_0: 0.4455 (0.4596) loss_giou_aux_1: 0.4337 (0.4421) loss_giou_aux_2: 0.4331 (0.4379) loss_giou_aux_3: 0.4328 (0.4372) loss_giou_aux_4: 0.4328 (0.4371) loss_giou_dn_0: 0.4854 (0.4729) loss_giou_dn_1: 0.3811 (0.3670) loss_giou_dn_2: 0.3620 (0.3509) loss_giou_dn_3: 0.3545 (0.3464) loss_giou_dn_4: 0.3527 (0.3452) loss_giou_dn_5: 0.3526 (0.3452) loss_giou_dn_pre: 0.4850 (0.4731) loss_giou_enc_0: 0.5127 (0.5243) loss_giou_pre: 0.4436 (0.4586) loss_ddf_aux_0: 0.0466 (0.0468) loss_ddf_aux_1: 0.0067 (0.0074) loss_ddf_aux_2: 0.0013 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2570 (0.2577) loss_ddf_dn_1: 0.0333 (0.0351) loss_ddf_dn_2: 0.0074 (0.0084) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5762 (0.5874) loss_vfl_aux_0: 0.6571 (0.6573) loss_vfl_aux_1: 0.6310 (0.6321) loss_vfl_aux_2: 0.6132 (0.6141) loss_vfl_aux_3: 0.5884 (0.5992) loss_vfl_aux_4: 0.5815 (0.5899) loss_vfl_dn_0: 0.4782 (0.4778) loss_vfl_dn_1: 0.4003 (0.3968) loss_vfl_dn_2: 0.3826 (0.3795) loss_vfl_dn_3: 0.3727 (0.3710) loss_vfl_dn_4: 0.3725 (0.3684) loss_vfl_dn_5: 0.3699 (0.3679) loss_vfl_dn_pre: 0.4791 (0.4783) loss_vfl_enc_0: 0.6782 (0.6830) loss_vfl_pre: 0.6647 (0.6591) time: 0.7336 data: 0.0279 max mem: 9142 Epoch: [72] [ 600/3696] eta: 0:38:37 lr: 0.000013 loss: 28.8871 (29.0666) loss_bbox: 0.1564 (0.1630) loss_bbox_aux_0: 0.1672 (0.1753) loss_bbox_aux_1: 0.1563 (0.1657) loss_bbox_aux_2: 0.1552 (0.1636) loss_bbox_aux_3: 0.1564 (0.1631) loss_bbox_aux_4: 0.1564 (0.1631) loss_bbox_dn_0: 0.2119 (0.2325) loss_bbox_dn_1: 0.1537 (0.1661) loss_bbox_dn_2: 0.1416 (0.1553) loss_bbox_dn_3: 0.1437 (0.1518) loss_bbox_dn_4: 0.1442 (0.1509) loss_bbox_dn_5: 0.1442 (0.1509) loss_bbox_dn_pre: 0.2218 (0.2407) loss_bbox_enc_0: 0.1913 (0.2060) loss_bbox_pre: 0.1672 (0.1756) loss_dfl: 0.9875 (0.9840) loss_fgl_aux_0: 1.0147 (1.0159) loss_fgl_aux_1: 0.9871 (0.9867) loss_fgl_aux_2: 0.9853 (0.9843) loss_fgl_aux_3: 0.9872 (0.9841) loss_fgl_aux_4: 0.9877 (0.9840) loss_fgl_dn_0: 1.0950 (1.0942) loss_fgl_dn_1: 0.9850 (0.9774) loss_fgl_dn_2: 0.9744 (0.9679) loss_fgl_dn_3: 0.9741 (0.9684) loss_fgl_dn_4: 0.9744 (0.9690) loss_fgl_dn_5: 0.9744 (0.9690) loss_giou: 0.4270 (0.4373) loss_giou_aux_0: 0.4455 (0.4596) loss_giou_aux_1: 0.4327 (0.4421) loss_giou_aux_2: 0.4264 (0.4380) loss_giou_aux_3: 0.4267 (0.4373) loss_giou_aux_4: 0.4271 (0.4373) loss_giou_dn_0: 0.4617 (0.4732) loss_giou_dn_1: 0.3610 (0.3671) loss_giou_dn_2: 0.3387 (0.3510) loss_giou_dn_3: 0.3351 (0.3465) loss_giou_dn_4: 0.3340 (0.3453) loss_giou_dn_5: 0.3339 (0.3453) loss_giou_dn_pre: 0.4624 (0.4735) loss_giou_enc_0: 0.5141 (0.5243) loss_giou_pre: 0.4431 (0.4586) loss_ddf_aux_0: 0.0440 (0.0467) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2564 (0.2576) loss_ddf_dn_1: 0.0360 (0.0351) loss_ddf_dn_2: 0.0083 (0.0084) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5895 (0.5878) loss_vfl_aux_0: 0.6681 (0.6577) loss_vfl_aux_1: 0.6278 (0.6321) loss_vfl_aux_2: 0.6225 (0.6143) loss_vfl_aux_3: 0.6047 (0.5993) loss_vfl_aux_4: 0.5955 (0.5902) loss_vfl_dn_0: 0.4770 (0.4776) loss_vfl_dn_1: 0.3953 (0.3970) loss_vfl_dn_2: 0.3798 (0.3797) loss_vfl_dn_3: 0.3753 (0.3711) loss_vfl_dn_4: 0.3727 (0.3685) loss_vfl_dn_5: 0.3723 (0.3681) loss_vfl_dn_pre: 0.4772 (0.4780) loss_vfl_enc_0: 0.6693 (0.6827) loss_vfl_pre: 0.6692 (0.6597) time: 0.6977 data: 0.0219 max mem: 9142 Epoch: [72] [ 700/3696] eta: 0:37:11 lr: 0.000013 loss: 28.9405 (29.0449) loss_bbox: 0.1622 (0.1628) loss_bbox_aux_0: 0.1719 (0.1750) loss_bbox_aux_1: 0.1645 (0.1654) loss_bbox_aux_2: 0.1625 (0.1634) loss_bbox_aux_3: 0.1624 (0.1628) loss_bbox_aux_4: 0.1622 (0.1628) loss_bbox_dn_0: 0.2213 (0.2322) loss_bbox_dn_1: 0.1595 (0.1659) loss_bbox_dn_2: 0.1517 (0.1551) loss_bbox_dn_3: 0.1450 (0.1516) loss_bbox_dn_4: 0.1447 (0.1508) loss_bbox_dn_5: 0.1446 (0.1508) loss_bbox_dn_pre: 0.2334 (0.2404) loss_bbox_enc_0: 0.1996 (0.2060) loss_bbox_pre: 0.1721 (0.1753) loss_dfl: 0.9981 (0.9844) loss_fgl_aux_0: 1.0200 (1.0164) loss_fgl_aux_1: 0.9985 (0.9872) loss_fgl_aux_2: 0.9981 (0.9847) loss_fgl_aux_3: 0.9979 (0.9845) loss_fgl_aux_4: 0.9980 (0.9844) loss_fgl_dn_0: 1.0894 (1.0941) loss_fgl_dn_1: 0.9790 (0.9773) loss_fgl_dn_2: 0.9711 (0.9678) loss_fgl_dn_3: 0.9714 (0.9683) loss_fgl_dn_4: 0.9725 (0.9688) loss_fgl_dn_5: 0.9725 (0.9688) loss_giou: 0.4236 (0.4357) loss_giou_aux_0: 0.4461 (0.4583) loss_giou_aux_1: 0.4252 (0.4406) loss_giou_aux_2: 0.4223 (0.4365) loss_giou_aux_3: 0.4228 (0.4358) loss_giou_aux_4: 0.4234 (0.4357) loss_giou_dn_0: 0.4602 (0.4724) loss_giou_dn_1: 0.3580 (0.3665) loss_giou_dn_2: 0.3404 (0.3504) loss_giou_dn_3: 0.3362 (0.3460) loss_giou_dn_4: 0.3348 (0.3448) loss_giou_dn_5: 0.3348 (0.3448) loss_giou_dn_pre: 0.4609 (0.4727) loss_giou_enc_0: 0.5116 (0.5230) loss_giou_pre: 0.4443 (0.4572) loss_ddf_aux_0: 0.0475 (0.0468) loss_ddf_aux_1: 0.0074 (0.0074) loss_ddf_aux_2: 0.0013 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2534 (0.2573) loss_ddf_dn_1: 0.0343 (0.0350) loss_ddf_dn_2: 0.0071 (0.0082) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5738 (0.5879) loss_vfl_aux_0: 0.6485 (0.6568) loss_vfl_aux_1: 0.6116 (0.6314) loss_vfl_aux_2: 0.6058 (0.6140) loss_vfl_aux_3: 0.5891 (0.5994) loss_vfl_aux_4: 0.5805 (0.5901) loss_vfl_dn_0: 0.4746 (0.4775) loss_vfl_dn_1: 0.3930 (0.3969) loss_vfl_dn_2: 0.3729 (0.3795) loss_vfl_dn_3: 0.3673 (0.3709) loss_vfl_dn_4: 0.3661 (0.3684) loss_vfl_dn_5: 0.3655 (0.3679) loss_vfl_dn_pre: 0.4758 (0.4780) loss_vfl_enc_0: 0.6814 (0.6824) loss_vfl_pre: 0.6521 (0.6588) time: 0.7231 data: 0.0279 max mem: 9142 Epoch: [72] [ 800/3696] eta: 0:35:52 lr: 0.000013 loss: 28.6857 (29.0376) loss_bbox: 0.1635 (0.1634) loss_bbox_aux_0: 0.1764 (0.1757) loss_bbox_aux_1: 0.1670 (0.1661) loss_bbox_aux_2: 0.1645 (0.1640) loss_bbox_aux_3: 0.1641 (0.1635) loss_bbox_aux_4: 0.1635 (0.1634) loss_bbox_dn_0: 0.2314 (0.2324) loss_bbox_dn_1: 0.1675 (0.1664) loss_bbox_dn_2: 0.1559 (0.1555) loss_bbox_dn_3: 0.1471 (0.1519) loss_bbox_dn_4: 0.1463 (0.1511) loss_bbox_dn_5: 0.1463 (0.1511) loss_bbox_dn_pre: 0.2408 (0.2407) loss_bbox_enc_0: 0.2060 (0.2064) loss_bbox_pre: 0.1765 (0.1760) loss_dfl: 0.9779 (0.9841) loss_fgl_aux_0: 1.0106 (1.0160) loss_fgl_aux_1: 0.9818 (0.9868) loss_fgl_aux_2: 0.9792 (0.9844) loss_fgl_aux_3: 0.9782 (0.9841) loss_fgl_aux_4: 0.9779 (0.9841) loss_fgl_dn_0: 1.0926 (1.0935) loss_fgl_dn_1: 0.9802 (0.9768) loss_fgl_dn_2: 0.9693 (0.9673) loss_fgl_dn_3: 0.9680 (0.9678) loss_fgl_dn_4: 0.9680 (0.9683) loss_fgl_dn_5: 0.9680 (0.9684) loss_giou: 0.4044 (0.4348) loss_giou_aux_0: 0.4264 (0.4573) loss_giou_aux_1: 0.4083 (0.4396) loss_giou_aux_2: 0.4056 (0.4355) loss_giou_aux_3: 0.4055 (0.4348) loss_giou_aux_4: 0.4044 (0.4348) loss_giou_dn_0: 0.4616 (0.4718) loss_giou_dn_1: 0.3596 (0.3663) loss_giou_dn_2: 0.3422 (0.3502) loss_giou_dn_3: 0.3388 (0.3456) loss_giou_dn_4: 0.3378 (0.3445) loss_giou_dn_5: 0.3379 (0.3445) loss_giou_dn_pre: 0.4635 (0.4721) loss_giou_enc_0: 0.4920 (0.5217) loss_giou_pre: 0.4264 (0.4562) loss_ddf_aux_0: 0.0422 (0.0468) loss_ddf_aux_1: 0.0066 (0.0074) loss_ddf_aux_2: 0.0014 (0.0015) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2443 (0.2567) loss_ddf_dn_1: 0.0321 (0.0350) loss_ddf_dn_2: 0.0081 (0.0082) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5754 (0.5877) loss_vfl_aux_0: 0.6594 (0.6576) loss_vfl_aux_1: 0.6318 (0.6320) loss_vfl_aux_2: 0.6104 (0.6142) loss_vfl_aux_3: 0.5922 (0.5993) loss_vfl_aux_4: 0.5768 (0.5899) loss_vfl_dn_0: 0.4869 (0.4776) loss_vfl_dn_1: 0.3981 (0.3970) loss_vfl_dn_2: 0.3813 (0.3795) loss_vfl_dn_3: 0.3704 (0.3709) loss_vfl_dn_4: 0.3694 (0.3683) loss_vfl_dn_5: 0.3677 (0.3678) loss_vfl_dn_pre: 0.4874 (0.4780) loss_vfl_enc_0: 0.6711 (0.6823) loss_vfl_pre: 0.6624 (0.6596) time: 0.7429 data: 0.0318 max mem: 9142 Epoch: [72] [ 900/3696] eta: 0:34:48 lr: 0.000013 loss: 29.0283 (29.0143) loss_bbox: 0.1558 (0.1632) loss_bbox_aux_0: 0.1678 (0.1755) loss_bbox_aux_1: 0.1568 (0.1659) loss_bbox_aux_2: 0.1558 (0.1638) loss_bbox_aux_3: 0.1558 (0.1633) loss_bbox_aux_4: 0.1559 (0.1632) loss_bbox_dn_0: 0.2170 (0.2319) loss_bbox_dn_1: 0.1588 (0.1660) loss_bbox_dn_2: 0.1482 (0.1551) loss_bbox_dn_3: 0.1425 (0.1515) loss_bbox_dn_4: 0.1416 (0.1507) loss_bbox_dn_5: 0.1415 (0.1507) loss_bbox_dn_pre: 0.2222 (0.2402) loss_bbox_enc_0: 0.1908 (0.2060) loss_bbox_pre: 0.1681 (0.1758) loss_dfl: 0.9854 (0.9835) loss_fgl_aux_0: 1.0200 (1.0153) loss_fgl_aux_1: 0.9872 (0.9862) loss_fgl_aux_2: 0.9846 (0.9838) loss_fgl_aux_3: 0.9855 (0.9835) loss_fgl_aux_4: 0.9853 (0.9835) loss_fgl_dn_0: 1.0920 (1.0931) loss_fgl_dn_1: 0.9733 (0.9765) loss_fgl_dn_2: 0.9656 (0.9669) loss_fgl_dn_3: 0.9680 (0.9675) loss_fgl_dn_4: 0.9693 (0.9680) loss_fgl_dn_5: 0.9693 (0.9680) loss_giou: 0.4192 (0.4347) loss_giou_aux_0: 0.4451 (0.4572) loss_giou_aux_1: 0.4246 (0.4395) loss_giou_aux_2: 0.4169 (0.4354) loss_giou_aux_3: 0.4182 (0.4347) loss_giou_aux_4: 0.4189 (0.4347) loss_giou_dn_0: 0.4728 (0.4714) loss_giou_dn_1: 0.3713 (0.3659) loss_giou_dn_2: 0.3500 (0.3499) loss_giou_dn_3: 0.3457 (0.3453) loss_giou_dn_4: 0.3445 (0.3441) loss_giou_dn_5: 0.3445 (0.3441) loss_giou_dn_pre: 0.4727 (0.4717) loss_giou_enc_0: 0.5097 (0.5212) loss_giou_pre: 0.4436 (0.4561) loss_ddf_aux_0: 0.0471 (0.0467) loss_ddf_aux_1: 0.0076 (0.0074) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2541 (0.2573) loss_ddf_dn_1: 0.0326 (0.0351) loss_ddf_dn_2: 0.0073 (0.0082) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.5895 (0.5869) loss_vfl_aux_0: 0.6498 (0.6567) loss_vfl_aux_1: 0.6310 (0.6308) loss_vfl_aux_2: 0.6103 (0.6132) loss_vfl_aux_3: 0.6032 (0.5983) loss_vfl_aux_4: 0.5941 (0.5892) loss_vfl_dn_0: 0.4784 (0.4774) loss_vfl_dn_1: 0.4000 (0.3967) loss_vfl_dn_2: 0.3814 (0.3793) loss_vfl_dn_3: 0.3750 (0.3706) loss_vfl_dn_4: 0.3698 (0.3680) loss_vfl_dn_5: 0.3694 (0.3675) loss_vfl_dn_pre: 0.4789 (0.4778) loss_vfl_enc_0: 0.6705 (0.6809) loss_vfl_pre: 0.6500 (0.6586) time: 0.9265 data: 0.0285 max mem: 9142 Epoch: [72] [1000/3696] eta: 0:33:27 lr: 0.000013 loss: 28.9416 (29.0143) loss_bbox: 0.1539 (0.1631) loss_bbox_aux_0: 0.1668 (0.1754) loss_bbox_aux_1: 0.1589 (0.1658) loss_bbox_aux_2: 0.1554 (0.1637) loss_bbox_aux_3: 0.1539 (0.1632) loss_bbox_aux_4: 0.1539 (0.1631) loss_bbox_dn_0: 0.2184 (0.2313) loss_bbox_dn_1: 0.1533 (0.1658) loss_bbox_dn_2: 0.1425 (0.1549) loss_bbox_dn_3: 0.1352 (0.1514) loss_bbox_dn_4: 0.1345 (0.1505) loss_bbox_dn_5: 0.1346 (0.1505) loss_bbox_dn_pre: 0.2244 (0.2396) loss_bbox_enc_0: 0.1927 (0.2057) loss_bbox_pre: 0.1669 (0.1756) loss_dfl: 0.9846 (0.9837) loss_fgl_aux_0: 1.0115 (1.0153) loss_fgl_aux_1: 0.9858 (0.9864) loss_fgl_aux_2: 0.9845 (0.9840) loss_fgl_aux_3: 0.9847 (0.9838) loss_fgl_aux_4: 0.9847 (0.9837) loss_fgl_dn_0: 1.0914 (1.0930) loss_fgl_dn_1: 0.9870 (0.9767) loss_fgl_dn_2: 0.9786 (0.9672) loss_fgl_dn_3: 0.9789 (0.9678) loss_fgl_dn_4: 0.9795 (0.9683) loss_fgl_dn_5: 0.9795 (0.9683) loss_giou: 0.4419 (0.4351) loss_giou_aux_0: 0.4686 (0.4577) loss_giou_aux_1: 0.4511 (0.4400) loss_giou_aux_2: 0.4435 (0.4359) loss_giou_aux_3: 0.4417 (0.4352) loss_giou_aux_4: 0.4419 (0.4351) loss_giou_dn_0: 0.4678 (0.4712) loss_giou_dn_1: 0.3601 (0.3659) loss_giou_dn_2: 0.3425 (0.3499) loss_giou_dn_3: 0.3380 (0.3453) loss_giou_dn_4: 0.3373 (0.3442) loss_giou_dn_5: 0.3373 (0.3442) loss_giou_dn_pre: 0.4684 (0.4715) loss_giou_enc_0: 0.5249 (0.5213) loss_giou_pre: 0.4672 (0.4566) loss_ddf_aux_0: 0.0472 (0.0468) loss_ddf_aux_1: 0.0079 (0.0074) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2547 (0.2571) loss_ddf_dn_1: 0.0370 (0.0351) loss_ddf_dn_2: 0.0074 (0.0082) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5738 (0.5871) loss_vfl_aux_0: 0.6357 (0.6563) loss_vfl_aux_1: 0.6255 (0.6308) loss_vfl_aux_2: 0.6068 (0.6132) loss_vfl_aux_3: 0.5851 (0.5983) loss_vfl_aux_4: 0.5792 (0.5894) loss_vfl_dn_0: 0.4721 (0.4772) loss_vfl_dn_1: 0.3965 (0.3965) loss_vfl_dn_2: 0.3794 (0.3792) loss_vfl_dn_3: 0.3716 (0.3705) loss_vfl_dn_4: 0.3699 (0.3680) loss_vfl_dn_5: 0.3694 (0.3675) loss_vfl_dn_pre: 0.4722 (0.4776) loss_vfl_enc_0: 0.6623 (0.6800) loss_vfl_pre: 0.6387 (0.6583) time: 0.7324 data: 0.0321 max mem: 9142 Epoch: [72] [1100/3696] eta: 0:32:09 lr: 0.000013 loss: 29.0081 (29.0055) loss_bbox: 0.1568 (0.1633) loss_bbox_aux_0: 0.1644 (0.1755) loss_bbox_aux_1: 0.1582 (0.1660) loss_bbox_aux_2: 0.1568 (0.1639) loss_bbox_aux_3: 0.1569 (0.1634) loss_bbox_aux_4: 0.1568 (0.1634) loss_bbox_dn_0: 0.2086 (0.2314) loss_bbox_dn_1: 0.1483 (0.1658) loss_bbox_dn_2: 0.1403 (0.1549) loss_bbox_dn_3: 0.1375 (0.1514) loss_bbox_dn_4: 0.1370 (0.1506) loss_bbox_dn_5: 0.1370 (0.1506) loss_bbox_dn_pre: 0.2167 (0.2398) loss_bbox_enc_0: 0.1985 (0.2059) loss_bbox_pre: 0.1642 (0.1758) loss_dfl: 0.9653 (0.9831) loss_fgl_aux_0: 0.9936 (1.0145) loss_fgl_aux_1: 0.9669 (0.9858) loss_fgl_aux_2: 0.9665 (0.9834) loss_fgl_aux_3: 0.9650 (0.9831) loss_fgl_aux_4: 0.9653 (0.9831) loss_fgl_dn_0: 1.0826 (1.0925) loss_fgl_dn_1: 0.9742 (0.9764) loss_fgl_dn_2: 0.9657 (0.9669) loss_fgl_dn_3: 0.9657 (0.9674) loss_fgl_dn_4: 0.9668 (0.9680) loss_fgl_dn_5: 0.9668 (0.9680) loss_giou: 0.4711 (0.4353) loss_giou_aux_0: 0.4905 (0.4577) loss_giou_aux_1: 0.4761 (0.4402) loss_giou_aux_2: 0.4707 (0.4361) loss_giou_aux_3: 0.4709 (0.4354) loss_giou_aux_4: 0.4712 (0.4353) loss_giou_dn_0: 0.4708 (0.4708) loss_giou_dn_1: 0.3679 (0.3656) loss_giou_dn_2: 0.3547 (0.3497) loss_giou_dn_3: 0.3501 (0.3451) loss_giou_dn_4: 0.3486 (0.3439) loss_giou_dn_5: 0.3487 (0.3439) loss_giou_dn_pre: 0.4687 (0.4711) loss_giou_enc_0: 0.5380 (0.5210) loss_giou_pre: 0.4899 (0.4566) loss_ddf_aux_0: 0.0437 (0.0468) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2594 (0.2575) loss_ddf_dn_1: 0.0360 (0.0354) loss_ddf_dn_2: 0.0078 (0.0083) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5789 (0.5865) loss_vfl_aux_0: 0.6644 (0.6563) loss_vfl_aux_1: 0.6328 (0.6304) loss_vfl_aux_2: 0.6159 (0.6127) loss_vfl_aux_3: 0.5880 (0.5977) loss_vfl_aux_4: 0.5790 (0.5889) loss_vfl_dn_0: 0.4732 (0.4769) loss_vfl_dn_1: 0.3932 (0.3962) loss_vfl_dn_2: 0.3787 (0.3789) loss_vfl_dn_3: 0.3712 (0.3703) loss_vfl_dn_4: 0.3689 (0.3678) loss_vfl_dn_5: 0.3687 (0.3674) loss_vfl_dn_pre: 0.4736 (0.4774) loss_vfl_enc_0: 0.6700 (0.6795) loss_vfl_pre: 0.6652 (0.6583) time: 0.7293 data: 0.0286 max mem: 9142 Epoch: [72] [1200/3696] eta: 0:30:57 lr: 0.000013 loss: 28.4549 (28.9811) loss_bbox: 0.1672 (0.1634) loss_bbox_aux_0: 0.1815 (0.1756) loss_bbox_aux_1: 0.1699 (0.1661) loss_bbox_aux_2: 0.1696 (0.1640) loss_bbox_aux_3: 0.1674 (0.1635) loss_bbox_aux_4: 0.1675 (0.1634) loss_bbox_dn_0: 0.2207 (0.2313) loss_bbox_dn_1: 0.1550 (0.1656) loss_bbox_dn_2: 0.1438 (0.1547) loss_bbox_dn_3: 0.1422 (0.1512) loss_bbox_dn_4: 0.1415 (0.1504) loss_bbox_dn_5: 0.1414 (0.1504) loss_bbox_dn_pre: 0.2294 (0.2397) loss_bbox_enc_0: 0.2108 (0.2059) loss_bbox_pre: 0.1817 (0.1759) loss_dfl: 0.9850 (0.9827) loss_fgl_aux_0: 1.0169 (1.0141) loss_fgl_aux_1: 0.9873 (0.9855) loss_fgl_aux_2: 0.9854 (0.9830) loss_fgl_aux_3: 0.9849 (0.9828) loss_fgl_aux_4: 0.9850 (0.9827) loss_fgl_dn_0: 1.0913 (1.0921) loss_fgl_dn_1: 0.9693 (0.9759) loss_fgl_dn_2: 0.9565 (0.9664) loss_fgl_dn_3: 0.9569 (0.9669) loss_fgl_dn_4: 0.9573 (0.9675) loss_fgl_dn_5: 0.9573 (0.9675) loss_giou: 0.4201 (0.4347) loss_giou_aux_0: 0.4373 (0.4571) loss_giou_aux_1: 0.4235 (0.4396) loss_giou_aux_2: 0.4217 (0.4355) loss_giou_aux_3: 0.4203 (0.4348) loss_giou_aux_4: 0.4201 (0.4347) loss_giou_dn_0: 0.4490 (0.4698) loss_giou_dn_1: 0.3479 (0.3648) loss_giou_dn_2: 0.3352 (0.3489) loss_giou_dn_3: 0.3315 (0.3443) loss_giou_dn_4: 0.3306 (0.3432) loss_giou_dn_5: 0.3306 (0.3432) loss_giou_dn_pre: 0.4515 (0.4701) loss_giou_enc_0: 0.4911 (0.5203) loss_giou_pre: 0.4368 (0.4559) loss_ddf_aux_0: 0.0449 (0.0466) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2631 (0.2574) loss_ddf_dn_1: 0.0344 (0.0354) loss_ddf_dn_2: 0.0075 (0.0082) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5743 (0.5859) loss_vfl_aux_0: 0.6466 (0.6558) loss_vfl_aux_1: 0.6082 (0.6296) loss_vfl_aux_2: 0.6017 (0.6120) loss_vfl_aux_3: 0.5842 (0.5972) loss_vfl_aux_4: 0.5797 (0.5884) loss_vfl_dn_0: 0.4695 (0.4766) loss_vfl_dn_1: 0.3868 (0.3957) loss_vfl_dn_2: 0.3698 (0.3784) loss_vfl_dn_3: 0.3635 (0.3699) loss_vfl_dn_4: 0.3582 (0.3673) loss_vfl_dn_5: 0.3570 (0.3669) loss_vfl_dn_pre: 0.4692 (0.4771) loss_vfl_enc_0: 0.6706 (0.6792) loss_vfl_pre: 0.6470 (0.6579) time: 0.6762 data: 0.0213 max mem: 9142 Epoch: [72] [1300/3696] eta: 0:29:41 lr: 0.000013 loss: 29.4004 (28.9794) loss_bbox: 0.1611 (0.1634) loss_bbox_aux_0: 0.1736 (0.1756) loss_bbox_aux_1: 0.1611 (0.1661) loss_bbox_aux_2: 0.1606 (0.1640) loss_bbox_aux_3: 0.1612 (0.1635) loss_bbox_aux_4: 0.1611 (0.1634) loss_bbox_dn_0: 0.2181 (0.2310) loss_bbox_dn_1: 0.1589 (0.1655) loss_bbox_dn_2: 0.1457 (0.1546) loss_bbox_dn_3: 0.1437 (0.1511) loss_bbox_dn_4: 0.1422 (0.1503) loss_bbox_dn_5: 0.1422 (0.1503) loss_bbox_dn_pre: 0.2234 (0.2394) loss_bbox_enc_0: 0.2064 (0.2058) loss_bbox_pre: 0.1718 (0.1758) loss_dfl: 1.0006 (0.9828) loss_fgl_aux_0: 1.0278 (1.0142) loss_fgl_aux_1: 1.0012 (0.9856) loss_fgl_aux_2: 0.9996 (0.9831) loss_fgl_aux_3: 1.0004 (0.9829) loss_fgl_aux_4: 1.0007 (0.9828) loss_fgl_dn_0: 1.0910 (1.0921) loss_fgl_dn_1: 0.9848 (0.9760) loss_fgl_dn_2: 0.9766 (0.9665) loss_fgl_dn_3: 0.9772 (0.9671) loss_fgl_dn_4: 0.9781 (0.9676) loss_fgl_dn_5: 0.9780 (0.9676) loss_giou: 0.4368 (0.4348) loss_giou_aux_0: 0.4566 (0.4571) loss_giou_aux_1: 0.4455 (0.4397) loss_giou_aux_2: 0.4400 (0.4356) loss_giou_aux_3: 0.4367 (0.4348) loss_giou_aux_4: 0.4367 (0.4348) loss_giou_dn_0: 0.4822 (0.4696) loss_giou_dn_1: 0.3763 (0.3647) loss_giou_dn_2: 0.3563 (0.3488) loss_giou_dn_3: 0.3506 (0.3442) loss_giou_dn_4: 0.3485 (0.3430) loss_giou_dn_5: 0.3487 (0.3430) loss_giou_dn_pre: 0.4861 (0.4699) loss_giou_enc_0: 0.5199 (0.5203) loss_giou_pre: 0.4553 (0.4559) loss_ddf_aux_0: 0.0432 (0.0464) loss_ddf_aux_1: 0.0075 (0.0074) loss_ddf_aux_2: 0.0019 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2431 (0.2571) loss_ddf_dn_1: 0.0345 (0.0354) loss_ddf_dn_2: 0.0088 (0.0082) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5999 (0.5860) loss_vfl_aux_0: 0.6588 (0.6557) loss_vfl_aux_1: 0.6351 (0.6295) loss_vfl_aux_2: 0.6192 (0.6121) loss_vfl_aux_3: 0.6073 (0.5972) loss_vfl_aux_4: 0.6003 (0.5885) loss_vfl_dn_0: 0.4827 (0.4767) loss_vfl_dn_1: 0.4009 (0.3957) loss_vfl_dn_2: 0.3850 (0.3784) loss_vfl_dn_3: 0.3761 (0.3699) loss_vfl_dn_4: 0.3713 (0.3673) loss_vfl_dn_5: 0.3719 (0.3669) loss_vfl_dn_pre: 0.4828 (0.4771) loss_vfl_enc_0: 0.6742 (0.6791) loss_vfl_pre: 0.6584 (0.6578) time: 0.7307 data: 0.0295 max mem: 9142 Epoch: [72] [1400/3696] eta: 0:28:25 lr: 0.000013 loss: 28.5836 (28.9887) loss_bbox: 0.1589 (0.1636) loss_bbox_aux_0: 0.1697 (0.1757) loss_bbox_aux_1: 0.1614 (0.1662) loss_bbox_aux_2: 0.1592 (0.1641) loss_bbox_aux_3: 0.1589 (0.1636) loss_bbox_aux_4: 0.1589 (0.1636) loss_bbox_dn_0: 0.2218 (0.2308) loss_bbox_dn_1: 0.1641 (0.1654) loss_bbox_dn_2: 0.1501 (0.1546) loss_bbox_dn_3: 0.1456 (0.1511) loss_bbox_dn_4: 0.1447 (0.1503) loss_bbox_dn_5: 0.1444 (0.1503) loss_bbox_dn_pre: 0.2271 (0.2392) loss_bbox_enc_0: 0.1987 (0.2059) loss_bbox_pre: 0.1716 (0.1760) loss_dfl: 0.9780 (0.9824) loss_fgl_aux_0: 1.0112 (1.0136) loss_fgl_aux_1: 0.9815 (0.9851) loss_fgl_aux_2: 0.9789 (0.9826) loss_fgl_aux_3: 0.9779 (0.9824) loss_fgl_aux_4: 0.9779 (0.9824) loss_fgl_dn_0: 1.0951 (1.0920) loss_fgl_dn_1: 0.9780 (0.9761) loss_fgl_dn_2: 0.9658 (0.9666) loss_fgl_dn_3: 0.9666 (0.9672) loss_fgl_dn_4: 0.9673 (0.9677) loss_fgl_dn_5: 0.9673 (0.9677) loss_giou: 0.4359 (0.4360) loss_giou_aux_0: 0.4535 (0.4583) loss_giou_aux_1: 0.4430 (0.4409) loss_giou_aux_2: 0.4368 (0.4368) loss_giou_aux_3: 0.4356 (0.4361) loss_giou_aux_4: 0.4359 (0.4360) loss_giou_dn_0: 0.4581 (0.4698) loss_giou_dn_1: 0.3629 (0.3651) loss_giou_dn_2: 0.3485 (0.3492) loss_giou_dn_3: 0.3446 (0.3447) loss_giou_dn_4: 0.3424 (0.3435) loss_giou_dn_5: 0.3425 (0.3435) loss_giou_dn_pre: 0.4604 (0.4701) loss_giou_enc_0: 0.5129 (0.5213) loss_giou_pre: 0.4510 (0.4572) loss_ddf_aux_0: 0.0481 (0.0463) loss_ddf_aux_1: 0.0079 (0.0075) loss_ddf_aux_2: 0.0018 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2611 (0.2567) loss_ddf_dn_1: 0.0340 (0.0354) loss_ddf_dn_2: 0.0077 (0.0082) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5803 (0.5857) loss_vfl_aux_0: 0.6611 (0.6556) loss_vfl_aux_1: 0.6105 (0.6294) loss_vfl_aux_2: 0.6082 (0.6119) loss_vfl_aux_3: 0.5944 (0.5970) loss_vfl_aux_4: 0.5825 (0.5882) loss_vfl_dn_0: 0.4777 (0.4767) loss_vfl_dn_1: 0.3990 (0.3957) loss_vfl_dn_2: 0.3784 (0.3785) loss_vfl_dn_3: 0.3707 (0.3700) loss_vfl_dn_4: 0.3660 (0.3674) loss_vfl_dn_5: 0.3664 (0.3670) loss_vfl_dn_pre: 0.4778 (0.4771) loss_vfl_enc_0: 0.6835 (0.6789) loss_vfl_pre: 0.6586 (0.6578) time: 0.7277 data: 0.0286 max mem: 9142 Epoch: [72] [1500/3696] eta: 0:27:09 lr: 0.000013 loss: 29.3673 (28.9807) loss_bbox: 0.1579 (0.1637) loss_bbox_aux_0: 0.1717 (0.1758) loss_bbox_aux_1: 0.1608 (0.1663) loss_bbox_aux_2: 0.1574 (0.1643) loss_bbox_aux_3: 0.1588 (0.1637) loss_bbox_aux_4: 0.1579 (0.1637) loss_bbox_dn_0: 0.2334 (0.2307) loss_bbox_dn_1: 0.1683 (0.1654) loss_bbox_dn_2: 0.1561 (0.1546) loss_bbox_dn_3: 0.1566 (0.1511) loss_bbox_dn_4: 0.1560 (0.1503) loss_bbox_dn_5: 0.1561 (0.1503) loss_bbox_dn_pre: 0.2383 (0.2390) loss_bbox_enc_0: 0.2024 (0.2060) loss_bbox_pre: 0.1719 (0.1761) loss_dfl: 0.9834 (0.9822) loss_fgl_aux_0: 1.0139 (1.0134) loss_fgl_aux_1: 0.9868 (0.9849) loss_fgl_aux_2: 0.9832 (0.9824) loss_fgl_aux_3: 0.9834 (0.9822) loss_fgl_aux_4: 0.9834 (0.9822) loss_fgl_dn_0: 1.0890 (1.0918) loss_fgl_dn_1: 0.9775 (0.9760) loss_fgl_dn_2: 0.9716 (0.9666) loss_fgl_dn_3: 0.9706 (0.9671) loss_fgl_dn_4: 0.9706 (0.9677) loss_fgl_dn_5: 0.9706 (0.9677) loss_giou: 0.4417 (0.4362) loss_giou_aux_0: 0.4682 (0.4584) loss_giou_aux_1: 0.4448 (0.4411) loss_giou_aux_2: 0.4402 (0.4370) loss_giou_aux_3: 0.4412 (0.4363) loss_giou_aux_4: 0.4417 (0.4362) loss_giou_dn_0: 0.4788 (0.4696) loss_giou_dn_1: 0.3642 (0.3649) loss_giou_dn_2: 0.3496 (0.3491) loss_giou_dn_3: 0.3438 (0.3446) loss_giou_dn_4: 0.3408 (0.3434) loss_giou_dn_5: 0.3408 (0.3434) loss_giou_dn_pre: 0.4802 (0.4699) loss_giou_enc_0: 0.5147 (0.5213) loss_giou_pre: 0.4673 (0.4573) loss_ddf_aux_0: 0.0469 (0.0463) loss_ddf_aux_1: 0.0079 (0.0075) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2580 (0.2567) loss_ddf_dn_1: 0.0365 (0.0354) loss_ddf_dn_2: 0.0087 (0.0082) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5925 (0.5851) loss_vfl_aux_0: 0.6579 (0.6550) loss_vfl_aux_1: 0.6395 (0.6289) loss_vfl_aux_2: 0.6164 (0.6113) loss_vfl_aux_3: 0.5998 (0.5964) loss_vfl_aux_4: 0.5971 (0.5876) loss_vfl_dn_0: 0.4711 (0.4764) loss_vfl_dn_1: 0.3952 (0.3954) loss_vfl_dn_2: 0.3805 (0.3783) loss_vfl_dn_3: 0.3711 (0.3697) loss_vfl_dn_4: 0.3684 (0.3672) loss_vfl_dn_5: 0.3673 (0.3667) loss_vfl_dn_pre: 0.4716 (0.4768) loss_vfl_enc_0: 0.6735 (0.6780) loss_vfl_pre: 0.6600 (0.6572) time: 0.7193 data: 0.0262 max mem: 9142 Epoch: [72] [1600/3696] eta: 0:25:53 lr: 0.000013 loss: 28.5638 (28.9786) loss_bbox: 0.1597 (0.1639) loss_bbox_aux_0: 0.1685 (0.1760) loss_bbox_aux_1: 0.1595 (0.1665) loss_bbox_aux_2: 0.1599 (0.1644) loss_bbox_aux_3: 0.1599 (0.1639) loss_bbox_aux_4: 0.1597 (0.1639) loss_bbox_dn_0: 0.2177 (0.2309) loss_bbox_dn_1: 0.1599 (0.1656) loss_bbox_dn_2: 0.1510 (0.1548) loss_bbox_dn_3: 0.1474 (0.1513) loss_bbox_dn_4: 0.1461 (0.1505) loss_bbox_dn_5: 0.1461 (0.1505) loss_bbox_dn_pre: 0.2264 (0.2393) loss_bbox_enc_0: 0.1989 (0.2061) loss_bbox_pre: 0.1681 (0.1762) loss_dfl: 0.9836 (0.9822) loss_fgl_aux_0: 1.0160 (1.0133) loss_fgl_aux_1: 0.9869 (0.9849) loss_fgl_aux_2: 0.9843 (0.9825) loss_fgl_aux_3: 0.9836 (0.9822) loss_fgl_aux_4: 0.9836 (0.9822) loss_fgl_dn_0: 1.0900 (1.0916) loss_fgl_dn_1: 0.9794 (0.9759) loss_fgl_dn_2: 0.9634 (0.9665) loss_fgl_dn_3: 0.9633 (0.9671) loss_fgl_dn_4: 0.9638 (0.9676) loss_fgl_dn_5: 0.9637 (0.9676) loss_giou: 0.4254 (0.4359) loss_giou_aux_0: 0.4475 (0.4581) loss_giou_aux_1: 0.4311 (0.4408) loss_giou_aux_2: 0.4267 (0.4367) loss_giou_aux_3: 0.4254 (0.4360) loss_giou_aux_4: 0.4254 (0.4359) loss_giou_dn_0: 0.4642 (0.4694) loss_giou_dn_1: 0.3617 (0.3647) loss_giou_dn_2: 0.3473 (0.3489) loss_giou_dn_3: 0.3439 (0.3443) loss_giou_dn_4: 0.3418 (0.3432) loss_giou_dn_5: 0.3418 (0.3432) loss_giou_dn_pre: 0.4659 (0.4697) loss_giou_enc_0: 0.5112 (0.5207) loss_giou_pre: 0.4454 (0.4570) loss_ddf_aux_0: 0.0430 (0.0461) loss_ddf_aux_1: 0.0069 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2492 (0.2564) loss_ddf_dn_1: 0.0362 (0.0355) loss_ddf_dn_2: 0.0084 (0.0082) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.5674 (0.5851) loss_vfl_aux_0: 0.6555 (0.6552) loss_vfl_aux_1: 0.6149 (0.6291) loss_vfl_aux_2: 0.5907 (0.6115) loss_vfl_aux_3: 0.5767 (0.5964) loss_vfl_aux_4: 0.5765 (0.5875) loss_vfl_dn_0: 0.4677 (0.4762) loss_vfl_dn_1: 0.3907 (0.3953) loss_vfl_dn_2: 0.3733 (0.3782) loss_vfl_dn_3: 0.3651 (0.3696) loss_vfl_dn_4: 0.3625 (0.3671) loss_vfl_dn_5: 0.3613 (0.3667) loss_vfl_dn_pre: 0.4686 (0.4767) loss_vfl_enc_0: 0.6737 (0.6781) loss_vfl_pre: 0.6569 (0.6574) time: 0.7381 data: 0.0337 max mem: 9142 Epoch: [72] [1700/3696] eta: 0:24:38 lr: 0.000013 loss: 29.4949 (28.9730) loss_bbox: 0.1660 (0.1639) loss_bbox_aux_0: 0.1746 (0.1760) loss_bbox_aux_1: 0.1654 (0.1665) loss_bbox_aux_2: 0.1645 (0.1645) loss_bbox_aux_3: 0.1659 (0.1639) loss_bbox_aux_4: 0.1660 (0.1639) loss_bbox_dn_0: 0.2288 (0.2311) loss_bbox_dn_1: 0.1617 (0.1658) loss_bbox_dn_2: 0.1517 (0.1550) loss_bbox_dn_3: 0.1475 (0.1514) loss_bbox_dn_4: 0.1468 (0.1507) loss_bbox_dn_5: 0.1468 (0.1506) loss_bbox_dn_pre: 0.2358 (0.2395) loss_bbox_enc_0: 0.2041 (0.2061) loss_bbox_pre: 0.1741 (0.1762) loss_dfl: 0.9782 (0.9821) loss_fgl_aux_0: 1.0091 (1.0132) loss_fgl_aux_1: 0.9847 (0.9848) loss_fgl_aux_2: 0.9789 (0.9823) loss_fgl_aux_3: 0.9784 (0.9821) loss_fgl_aux_4: 0.9782 (0.9821) loss_fgl_dn_0: 1.0861 (1.0914) loss_fgl_dn_1: 0.9729 (0.9757) loss_fgl_dn_2: 0.9617 (0.9664) loss_fgl_dn_3: 0.9641 (0.9669) loss_fgl_dn_4: 0.9649 (0.9675) loss_fgl_dn_5: 0.9650 (0.9675) loss_giou: 0.4443 (0.4355) loss_giou_aux_0: 0.4561 (0.4577) loss_giou_aux_1: 0.4438 (0.4404) loss_giou_aux_2: 0.4444 (0.4364) loss_giou_aux_3: 0.4452 (0.4356) loss_giou_aux_4: 0.4442 (0.4355) loss_giou_dn_0: 0.4802 (0.4692) loss_giou_dn_1: 0.3743 (0.3646) loss_giou_dn_2: 0.3590 (0.3488) loss_giou_dn_3: 0.3558 (0.3442) loss_giou_dn_4: 0.3543 (0.3431) loss_giou_dn_5: 0.3543 (0.3431) loss_giou_dn_pre: 0.4810 (0.4695) loss_giou_enc_0: 0.5173 (0.5202) loss_giou_pre: 0.4554 (0.4566) loss_ddf_aux_0: 0.0439 (0.0461) loss_ddf_aux_1: 0.0068 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2479 (0.2564) loss_ddf_dn_1: 0.0346 (0.0356) loss_ddf_dn_2: 0.0080 (0.0083) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5797 (0.5849) loss_vfl_aux_0: 0.6528 (0.6550) loss_vfl_aux_1: 0.6319 (0.6290) loss_vfl_aux_2: 0.6151 (0.6113) loss_vfl_aux_3: 0.5967 (0.5961) loss_vfl_aux_4: 0.5857 (0.5875) loss_vfl_dn_0: 0.4804 (0.4762) loss_vfl_dn_1: 0.4000 (0.3953) loss_vfl_dn_2: 0.3835 (0.3781) loss_vfl_dn_3: 0.3751 (0.3696) loss_vfl_dn_4: 0.3723 (0.3671) loss_vfl_dn_5: 0.3719 (0.3666) loss_vfl_dn_pre: 0.4804 (0.4767) loss_vfl_enc_0: 0.6711 (0.6779) loss_vfl_pre: 0.6522 (0.6572) time: 0.7341 data: 0.0287 max mem: 9142 Epoch: [72] [1800/3696] eta: 0:23:25 lr: 0.000013 loss: 28.8277 (28.9750) loss_bbox: 0.1525 (0.1638) loss_bbox_aux_0: 0.1605 (0.1759) loss_bbox_aux_1: 0.1533 (0.1664) loss_bbox_aux_2: 0.1523 (0.1644) loss_bbox_aux_3: 0.1525 (0.1638) loss_bbox_aux_4: 0.1525 (0.1638) loss_bbox_dn_0: 0.2154 (0.2309) loss_bbox_dn_1: 0.1554 (0.1657) loss_bbox_dn_2: 0.1447 (0.1549) loss_bbox_dn_3: 0.1435 (0.1514) loss_bbox_dn_4: 0.1416 (0.1506) loss_bbox_dn_5: 0.1416 (0.1506) loss_bbox_dn_pre: 0.2221 (0.2393) loss_bbox_enc_0: 0.1875 (0.2057) loss_bbox_pre: 0.1601 (0.1761) loss_dfl: 0.9810 (0.9821) loss_fgl_aux_0: 1.0158 (1.0132) loss_fgl_aux_1: 0.9824 (0.9849) loss_fgl_aux_2: 0.9824 (0.9824) loss_fgl_aux_3: 0.9815 (0.9822) loss_fgl_aux_4: 0.9811 (0.9821) loss_fgl_dn_0: 1.0868 (1.0912) loss_fgl_dn_1: 0.9828 (0.9758) loss_fgl_dn_2: 0.9742 (0.9665) loss_fgl_dn_3: 0.9738 (0.9670) loss_fgl_dn_4: 0.9744 (0.9676) loss_fgl_dn_5: 0.9743 (0.9676) loss_giou: 0.4377 (0.4356) loss_giou_aux_0: 0.4542 (0.4578) loss_giou_aux_1: 0.4409 (0.4405) loss_giou_aux_2: 0.4373 (0.4364) loss_giou_aux_3: 0.4372 (0.4357) loss_giou_aux_4: 0.4376 (0.4356) loss_giou_dn_0: 0.4708 (0.4694) loss_giou_dn_1: 0.3738 (0.3649) loss_giou_dn_2: 0.3564 (0.3491) loss_giou_dn_3: 0.3552 (0.3446) loss_giou_dn_4: 0.3530 (0.3434) loss_giou_dn_5: 0.3530 (0.3434) loss_giou_dn_pre: 0.4693 (0.4697) loss_giou_enc_0: 0.5110 (0.5199) loss_giou_pre: 0.4533 (0.4566) loss_ddf_aux_0: 0.0430 (0.0460) loss_ddf_aux_1: 0.0069 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2256 (0.2559) loss_ddf_dn_1: 0.0320 (0.0356) loss_ddf_dn_2: 0.0078 (0.0083) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6106 (0.5854) loss_vfl_aux_0: 0.6648 (0.6550) loss_vfl_aux_1: 0.6471 (0.6293) loss_vfl_aux_2: 0.6291 (0.6118) loss_vfl_aux_3: 0.6172 (0.5965) loss_vfl_aux_4: 0.6127 (0.5879) loss_vfl_dn_0: 0.4731 (0.4760) loss_vfl_dn_1: 0.3931 (0.3953) loss_vfl_dn_2: 0.3751 (0.3781) loss_vfl_dn_3: 0.3700 (0.3696) loss_vfl_dn_4: 0.3667 (0.3671) loss_vfl_dn_5: 0.3662 (0.3667) loss_vfl_dn_pre: 0.4730 (0.4765) loss_vfl_enc_0: 0.6816 (0.6781) loss_vfl_pre: 0.6664 (0.6572) time: 0.7563 data: 0.0302 max mem: 9142 Epoch: [72] [1900/3696] eta: 0:22:13 lr: 0.000013 loss: 28.7429 (28.9720) loss_bbox: 0.1514 (0.1639) loss_bbox_aux_0: 0.1636 (0.1760) loss_bbox_aux_1: 0.1543 (0.1666) loss_bbox_aux_2: 0.1525 (0.1645) loss_bbox_aux_3: 0.1518 (0.1640) loss_bbox_aux_4: 0.1514 (0.1639) loss_bbox_dn_0: 0.2192 (0.2309) loss_bbox_dn_1: 0.1633 (0.1657) loss_bbox_dn_2: 0.1503 (0.1550) loss_bbox_dn_3: 0.1480 (0.1514) loss_bbox_dn_4: 0.1471 (0.1507) loss_bbox_dn_5: 0.1471 (0.1507) loss_bbox_dn_pre: 0.2254 (0.2393) loss_bbox_enc_0: 0.1908 (0.2058) loss_bbox_pre: 0.1643 (0.1762) loss_dfl: 0.9859 (0.9820) loss_fgl_aux_0: 1.0064 (1.0129) loss_fgl_aux_1: 0.9884 (0.9847) loss_fgl_aux_2: 0.9868 (0.9822) loss_fgl_aux_3: 0.9864 (0.9820) loss_fgl_aux_4: 0.9859 (0.9820) loss_fgl_dn_0: 1.0921 (1.0910) loss_fgl_dn_1: 0.9776 (0.9757) loss_fgl_dn_2: 0.9702 (0.9663) loss_fgl_dn_3: 0.9704 (0.9669) loss_fgl_dn_4: 0.9706 (0.9674) loss_fgl_dn_5: 0.9705 (0.9674) loss_giou: 0.4288 (0.4357) loss_giou_aux_0: 0.4498 (0.4578) loss_giou_aux_1: 0.4295 (0.4405) loss_giou_aux_2: 0.4281 (0.4365) loss_giou_aux_3: 0.4283 (0.4358) loss_giou_aux_4: 0.4286 (0.4357) loss_giou_dn_0: 0.4616 (0.4692) loss_giou_dn_1: 0.3586 (0.3648) loss_giou_dn_2: 0.3401 (0.3491) loss_giou_dn_3: 0.3376 (0.3445) loss_giou_dn_4: 0.3364 (0.3434) loss_giou_dn_5: 0.3364 (0.3434) loss_giou_dn_pre: 0.4632 (0.4695) loss_giou_enc_0: 0.5050 (0.5199) loss_giou_pre: 0.4508 (0.4567) loss_ddf_aux_0: 0.0415 (0.0459) loss_ddf_aux_1: 0.0071 (0.0074) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2416 (0.2556) loss_ddf_dn_1: 0.0334 (0.0355) loss_ddf_dn_2: 0.0075 (0.0083) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5669 (0.5854) loss_vfl_aux_0: 0.6296 (0.6549) loss_vfl_aux_1: 0.6018 (0.6289) loss_vfl_aux_2: 0.5921 (0.6116) loss_vfl_aux_3: 0.5719 (0.5963) loss_vfl_aux_4: 0.5690 (0.5878) loss_vfl_dn_0: 0.4711 (0.4760) loss_vfl_dn_1: 0.3914 (0.3951) loss_vfl_dn_2: 0.3692 (0.3780) loss_vfl_dn_3: 0.3622 (0.3695) loss_vfl_dn_4: 0.3587 (0.3670) loss_vfl_dn_5: 0.3586 (0.3666) loss_vfl_dn_pre: 0.4714 (0.4765) loss_vfl_enc_0: 0.6460 (0.6777) loss_vfl_pre: 0.6343 (0.6572) time: 0.6830 data: 0.0208 max mem: 9142 Epoch: [72] [2000/3696] eta: 0:20:56 lr: 0.000013 loss: 28.2982 (28.9683) loss_bbox: 0.1551 (0.1637) loss_bbox_aux_0: 0.1674 (0.1758) loss_bbox_aux_1: 0.1576 (0.1664) loss_bbox_aux_2: 0.1553 (0.1643) loss_bbox_aux_3: 0.1553 (0.1638) loss_bbox_aux_4: 0.1551 (0.1637) loss_bbox_dn_0: 0.2231 (0.2309) loss_bbox_dn_1: 0.1513 (0.1656) loss_bbox_dn_2: 0.1387 (0.1548) loss_bbox_dn_3: 0.1343 (0.1513) loss_bbox_dn_4: 0.1330 (0.1505) loss_bbox_dn_5: 0.1330 (0.1505) loss_bbox_dn_pre: 0.2314 (0.2393) loss_bbox_enc_0: 0.1956 (0.2056) loss_bbox_pre: 0.1673 (0.1760) loss_dfl: 0.9821 (0.9820) loss_fgl_aux_0: 1.0114 (1.0129) loss_fgl_aux_1: 0.9820 (0.9847) loss_fgl_aux_2: 0.9811 (0.9822) loss_fgl_aux_3: 0.9815 (0.9820) loss_fgl_aux_4: 0.9822 (0.9820) loss_fgl_dn_0: 1.0929 (1.0909) loss_fgl_dn_1: 0.9690 (0.9756) loss_fgl_dn_2: 0.9605 (0.9663) loss_fgl_dn_3: 0.9603 (0.9668) loss_fgl_dn_4: 0.9606 (0.9674) loss_fgl_dn_5: 0.9605 (0.9674) loss_giou: 0.4031 (0.4357) loss_giou_aux_0: 0.4260 (0.4579) loss_giou_aux_1: 0.4020 (0.4405) loss_giou_aux_2: 0.4024 (0.4365) loss_giou_aux_3: 0.4023 (0.4358) loss_giou_aux_4: 0.4030 (0.4357) loss_giou_dn_0: 0.4601 (0.4693) loss_giou_dn_1: 0.3487 (0.3648) loss_giou_dn_2: 0.3323 (0.3491) loss_giou_dn_3: 0.3297 (0.3445) loss_giou_dn_4: 0.3274 (0.3434) loss_giou_dn_5: 0.3274 (0.3434) loss_giou_dn_pre: 0.4627 (0.4696) loss_giou_enc_0: 0.4903 (0.5199) loss_giou_pre: 0.4242 (0.4567) loss_ddf_aux_0: 0.0446 (0.0459) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2609 (0.2554) loss_ddf_dn_1: 0.0344 (0.0356) loss_ddf_dn_2: 0.0077 (0.0083) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.5717 (0.5854) loss_vfl_aux_0: 0.6639 (0.6549) loss_vfl_aux_1: 0.6298 (0.6289) loss_vfl_aux_2: 0.5996 (0.6116) loss_vfl_aux_3: 0.5897 (0.5964) loss_vfl_aux_4: 0.5737 (0.5879) loss_vfl_dn_0: 0.4738 (0.4759) loss_vfl_dn_1: 0.3898 (0.3950) loss_vfl_dn_2: 0.3751 (0.3779) loss_vfl_dn_3: 0.3663 (0.3694) loss_vfl_dn_4: 0.3622 (0.3669) loss_vfl_dn_5: 0.3613 (0.3665) loss_vfl_dn_pre: 0.4737 (0.4764) loss_vfl_enc_0: 0.6663 (0.6775) loss_vfl_pre: 0.6658 (0.6571) time: 0.7209 data: 0.0272 max mem: 9142 Epoch: [72] [2100/3696] eta: 0:19:41 lr: 0.000013 loss: 28.7294 (28.9636) loss_bbox: 0.1682 (0.1638) loss_bbox_aux_0: 0.1826 (0.1760) loss_bbox_aux_1: 0.1704 (0.1665) loss_bbox_aux_2: 0.1691 (0.1644) loss_bbox_aux_3: 0.1684 (0.1639) loss_bbox_aux_4: 0.1682 (0.1639) loss_bbox_dn_0: 0.2528 (0.2309) loss_bbox_dn_1: 0.1756 (0.1657) loss_bbox_dn_2: 0.1588 (0.1549) loss_bbox_dn_3: 0.1547 (0.1514) loss_bbox_dn_4: 0.1558 (0.1506) loss_bbox_dn_5: 0.1558 (0.1506) loss_bbox_dn_pre: 0.2624 (0.2393) loss_bbox_enc_0: 0.2107 (0.2057) loss_bbox_pre: 0.1805 (0.1762) loss_dfl: 0.9863 (0.9819) loss_fgl_aux_0: 1.0119 (1.0129) loss_fgl_aux_1: 0.9899 (0.9846) loss_fgl_aux_2: 0.9889 (0.9822) loss_fgl_aux_3: 0.9881 (0.9820) loss_fgl_aux_4: 0.9863 (0.9819) loss_fgl_dn_0: 1.0828 (1.0908) loss_fgl_dn_1: 0.9644 (0.9756) loss_fgl_dn_2: 0.9541 (0.9662) loss_fgl_dn_3: 0.9542 (0.9668) loss_fgl_dn_4: 0.9551 (0.9673) loss_fgl_dn_5: 0.9551 (0.9673) loss_giou: 0.4226 (0.4355) loss_giou_aux_0: 0.4466 (0.4577) loss_giou_aux_1: 0.4264 (0.4403) loss_giou_aux_2: 0.4241 (0.4363) loss_giou_aux_3: 0.4228 (0.4356) loss_giou_aux_4: 0.4226 (0.4355) loss_giou_dn_0: 0.4693 (0.4691) loss_giou_dn_1: 0.3629 (0.3647) loss_giou_dn_2: 0.3436 (0.3490) loss_giou_dn_3: 0.3391 (0.3444) loss_giou_dn_4: 0.3382 (0.3433) loss_giou_dn_5: 0.3382 (0.3433) loss_giou_dn_pre: 0.4672 (0.4694) loss_giou_enc_0: 0.5070 (0.5198) loss_giou_pre: 0.4462 (0.4565) loss_ddf_aux_0: 0.0489 (0.0460) loss_ddf_aux_1: 0.0078 (0.0074) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2488 (0.2551) loss_ddf_dn_1: 0.0360 (0.0355) loss_ddf_dn_2: 0.0087 (0.0083) loss_ddf_dn_3: 0.0010 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5852 (0.5854) loss_vfl_aux_0: 0.6365 (0.6543) loss_vfl_aux_1: 0.6252 (0.6286) loss_vfl_aux_2: 0.6003 (0.6115) loss_vfl_aux_3: 0.5903 (0.5962) loss_vfl_aux_4: 0.5875 (0.5878) loss_vfl_dn_0: 0.4752 (0.4758) loss_vfl_dn_1: 0.3883 (0.3949) loss_vfl_dn_2: 0.3757 (0.3778) loss_vfl_dn_3: 0.3667 (0.3693) loss_vfl_dn_4: 0.3645 (0.3668) loss_vfl_dn_5: 0.3640 (0.3663) loss_vfl_dn_pre: 0.4754 (0.4763) loss_vfl_enc_0: 0.6636 (0.6769) loss_vfl_pre: 0.6368 (0.6566) time: 0.7349 data: 0.0299 max mem: 9142 Epoch: [72] [2200/3696] eta: 0:18:26 lr: 0.000013 loss: 29.7873 (28.9651) loss_bbox: 0.1763 (0.1638) loss_bbox_aux_0: 0.1875 (0.1758) loss_bbox_aux_1: 0.1812 (0.1664) loss_bbox_aux_2: 0.1774 (0.1644) loss_bbox_aux_3: 0.1767 (0.1639) loss_bbox_aux_4: 0.1763 (0.1638) loss_bbox_dn_0: 0.2236 (0.2305) loss_bbox_dn_1: 0.1641 (0.1654) loss_bbox_dn_2: 0.1528 (0.1547) loss_bbox_dn_3: 0.1485 (0.1512) loss_bbox_dn_4: 0.1470 (0.1504) loss_bbox_dn_5: 0.1469 (0.1504) loss_bbox_dn_pre: 0.2361 (0.2389) loss_bbox_enc_0: 0.2040 (0.2055) loss_bbox_pre: 0.1869 (0.1760) loss_dfl: 0.9816 (0.9818) loss_fgl_aux_0: 1.0067 (1.0127) loss_fgl_aux_1: 0.9844 (0.9845) loss_fgl_aux_2: 0.9819 (0.9821) loss_fgl_aux_3: 0.9819 (0.9819) loss_fgl_aux_4: 0.9816 (0.9818) loss_fgl_dn_0: 1.0858 (1.0907) loss_fgl_dn_1: 0.9759 (0.9756) loss_fgl_dn_2: 0.9687 (0.9663) loss_fgl_dn_3: 0.9698 (0.9669) loss_fgl_dn_4: 0.9707 (0.9674) loss_fgl_dn_5: 0.9707 (0.9674) loss_giou: 0.4606 (0.4363) loss_giou_aux_0: 0.4780 (0.4584) loss_giou_aux_1: 0.4636 (0.4411) loss_giou_aux_2: 0.4604 (0.4371) loss_giou_aux_3: 0.4599 (0.4363) loss_giou_aux_4: 0.4604 (0.4363) loss_giou_dn_0: 0.4741 (0.4693) loss_giou_dn_1: 0.3725 (0.3649) loss_giou_dn_2: 0.3570 (0.3492) loss_giou_dn_3: 0.3517 (0.3446) loss_giou_dn_4: 0.3505 (0.3435) loss_giou_dn_5: 0.3506 (0.3435) loss_giou_dn_pre: 0.4757 (0.4696) loss_giou_enc_0: 0.5366 (0.5203) loss_giou_pre: 0.4768 (0.4572) loss_ddf_aux_0: 0.0425 (0.0459) loss_ddf_aux_1: 0.0068 (0.0074) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2376 (0.2547) loss_ddf_dn_1: 0.0331 (0.0355) loss_ddf_dn_2: 0.0080 (0.0083) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.5908 (0.5853) loss_vfl_aux_0: 0.6407 (0.6542) loss_vfl_aux_1: 0.6161 (0.6284) loss_vfl_aux_2: 0.6086 (0.6114) loss_vfl_aux_3: 0.5847 (0.5961) loss_vfl_aux_4: 0.5894 (0.5877) loss_vfl_dn_0: 0.4770 (0.4757) loss_vfl_dn_1: 0.3981 (0.3948) loss_vfl_dn_2: 0.3807 (0.3777) loss_vfl_dn_3: 0.3725 (0.3693) loss_vfl_dn_4: 0.3691 (0.3667) loss_vfl_dn_5: 0.3694 (0.3663) loss_vfl_dn_pre: 0.4775 (0.4762) loss_vfl_enc_0: 0.6782 (0.6768) loss_vfl_pre: 0.6387 (0.6564) time: 0.7445 data: 0.0330 max mem: 9142 Epoch: [72] [2300/3696] eta: 0:17:14 lr: 0.000013 loss: 28.4277 (28.9533) loss_bbox: 0.1677 (0.1638) loss_bbox_aux_0: 0.1810 (0.1759) loss_bbox_aux_1: 0.1719 (0.1665) loss_bbox_aux_2: 0.1685 (0.1644) loss_bbox_aux_3: 0.1677 (0.1639) loss_bbox_aux_4: 0.1677 (0.1638) loss_bbox_dn_0: 0.2408 (0.2305) loss_bbox_dn_1: 0.1724 (0.1654) loss_bbox_dn_2: 0.1581 (0.1547) loss_bbox_dn_3: 0.1549 (0.1512) loss_bbox_dn_4: 0.1535 (0.1504) loss_bbox_dn_5: 0.1535 (0.1504) loss_bbox_dn_pre: 0.2506 (0.2389) loss_bbox_enc_0: 0.2072 (0.2054) loss_bbox_pre: 0.1817 (0.1760) loss_dfl: 0.9820 (0.9817) loss_fgl_aux_0: 1.0135 (1.0126) loss_fgl_aux_1: 0.9846 (0.9844) loss_fgl_aux_2: 0.9822 (0.9820) loss_fgl_aux_3: 0.9821 (0.9818) loss_fgl_aux_4: 0.9820 (0.9817) loss_fgl_dn_0: 1.0847 (1.0906) loss_fgl_dn_1: 0.9712 (0.9754) loss_fgl_dn_2: 0.9598 (0.9661) loss_fgl_dn_3: 0.9612 (0.9667) loss_fgl_dn_4: 0.9613 (0.9672) loss_fgl_dn_5: 0.9613 (0.9672) loss_giou: 0.4104 (0.4358) loss_giou_aux_0: 0.4273 (0.4578) loss_giou_aux_1: 0.4174 (0.4406) loss_giou_aux_2: 0.4122 (0.4366) loss_giou_aux_3: 0.4109 (0.4358) loss_giou_aux_4: 0.4103 (0.4358) loss_giou_dn_0: 0.4520 (0.4689) loss_giou_dn_1: 0.3516 (0.3646) loss_giou_dn_2: 0.3324 (0.3488) loss_giou_dn_3: 0.3288 (0.3443) loss_giou_dn_4: 0.3283 (0.3431) loss_giou_dn_5: 0.3283 (0.3431) loss_giou_dn_pre: 0.4512 (0.4692) loss_giou_enc_0: 0.4941 (0.5198) loss_giou_pre: 0.4256 (0.4566) loss_ddf_aux_0: 0.0433 (0.0458) loss_ddf_aux_1: 0.0069 (0.0074) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2450 (0.2545) loss_ddf_dn_1: 0.0343 (0.0355) loss_ddf_dn_2: 0.0077 (0.0083) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5672 (0.5848) loss_vfl_aux_0: 0.6469 (0.6540) loss_vfl_aux_1: 0.6167 (0.6282) loss_vfl_aux_2: 0.6002 (0.6111) loss_vfl_aux_3: 0.5794 (0.5956) loss_vfl_aux_4: 0.5727 (0.5872) loss_vfl_dn_0: 0.4755 (0.4757) loss_vfl_dn_1: 0.3897 (0.3947) loss_vfl_dn_2: 0.3745 (0.3776) loss_vfl_dn_3: 0.3620 (0.3691) loss_vfl_dn_4: 0.3599 (0.3666) loss_vfl_dn_5: 0.3593 (0.3662) loss_vfl_dn_pre: 0.4766 (0.4762) loss_vfl_enc_0: 0.6604 (0.6765) loss_vfl_pre: 0.6481 (0.6562) time: 0.7395 data: 0.0323 max mem: 9142 Epoch: [72] [2400/3696] eta: 0:16:00 lr: 0.000013 loss: 29.3364 (28.9495) loss_bbox: 0.1643 (0.1637) loss_bbox_aux_0: 0.1753 (0.1757) loss_bbox_aux_1: 0.1654 (0.1664) loss_bbox_aux_2: 0.1644 (0.1643) loss_bbox_aux_3: 0.1642 (0.1638) loss_bbox_aux_4: 0.1643 (0.1637) loss_bbox_dn_0: 0.2210 (0.2304) loss_bbox_dn_1: 0.1584 (0.1654) loss_bbox_dn_2: 0.1521 (0.1547) loss_bbox_dn_3: 0.1472 (0.1512) loss_bbox_dn_4: 0.1467 (0.1504) loss_bbox_dn_5: 0.1467 (0.1504) loss_bbox_dn_pre: 0.2272 (0.2388) loss_bbox_enc_0: 0.2012 (0.2052) loss_bbox_pre: 0.1743 (0.1759) loss_dfl: 0.9798 (0.9818) loss_fgl_aux_0: 1.0090 (1.0127) loss_fgl_aux_1: 0.9829 (0.9845) loss_fgl_aux_2: 0.9786 (0.9821) loss_fgl_aux_3: 0.9795 (0.9819) loss_fgl_aux_4: 0.9797 (0.9818) loss_fgl_dn_0: 1.0919 (1.0905) loss_fgl_dn_1: 0.9867 (0.9754) loss_fgl_dn_2: 0.9788 (0.9661) loss_fgl_dn_3: 0.9787 (0.9667) loss_fgl_dn_4: 0.9793 (0.9672) loss_fgl_dn_5: 0.9792 (0.9672) loss_giou: 0.4317 (0.4355) loss_giou_aux_0: 0.4559 (0.4575) loss_giou_aux_1: 0.4375 (0.4403) loss_giou_aux_2: 0.4334 (0.4363) loss_giou_aux_3: 0.4321 (0.4356) loss_giou_aux_4: 0.4317 (0.4355) loss_giou_dn_0: 0.4720 (0.4687) loss_giou_dn_1: 0.3716 (0.3644) loss_giou_dn_2: 0.3515 (0.3487) loss_giou_dn_3: 0.3467 (0.3442) loss_giou_dn_4: 0.3455 (0.3430) loss_giou_dn_5: 0.3455 (0.3430) loss_giou_dn_pre: 0.4728 (0.4690) loss_giou_enc_0: 0.5158 (0.5194) loss_giou_pre: 0.4538 (0.4564) loss_ddf_aux_0: 0.0457 (0.0457) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2375 (0.2543) loss_ddf_dn_1: 0.0323 (0.0355) loss_ddf_dn_2: 0.0074 (0.0082) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5823 (0.5848) loss_vfl_aux_0: 0.6525 (0.6541) loss_vfl_aux_1: 0.6254 (0.6283) loss_vfl_aux_2: 0.6012 (0.6113) loss_vfl_aux_3: 0.5846 (0.5957) loss_vfl_aux_4: 0.5862 (0.5872) loss_vfl_dn_0: 0.4749 (0.4756) loss_vfl_dn_1: 0.3905 (0.3947) loss_vfl_dn_2: 0.3760 (0.3776) loss_vfl_dn_3: 0.3684 (0.3691) loss_vfl_dn_4: 0.3671 (0.3665) loss_vfl_dn_5: 0.3669 (0.3661) loss_vfl_dn_pre: 0.4761 (0.4761) loss_vfl_enc_0: 0.6783 (0.6766) loss_vfl_pre: 0.6517 (0.6563) time: 0.7293 data: 0.0252 max mem: 9142 Epoch: [72] [2500/3696] eta: 0:14:45 lr: 0.000013 loss: 28.8818 (28.9466) loss_bbox: 0.1556 (0.1637) loss_bbox_aux_0: 0.1668 (0.1757) loss_bbox_aux_1: 0.1579 (0.1663) loss_bbox_aux_2: 0.1568 (0.1643) loss_bbox_aux_3: 0.1554 (0.1638) loss_bbox_aux_4: 0.1556 (0.1637) loss_bbox_dn_0: 0.2224 (0.2305) loss_bbox_dn_1: 0.1571 (0.1654) loss_bbox_dn_2: 0.1439 (0.1547) loss_bbox_dn_3: 0.1420 (0.1512) loss_bbox_dn_4: 0.1428 (0.1504) loss_bbox_dn_5: 0.1427 (0.1504) loss_bbox_dn_pre: 0.2325 (0.2389) loss_bbox_enc_0: 0.1964 (0.2052) loss_bbox_pre: 0.1671 (0.1759) loss_dfl: 0.9895 (0.9818) loss_fgl_aux_0: 1.0242 (1.0127) loss_fgl_aux_1: 0.9933 (0.9845) loss_fgl_aux_2: 0.9888 (0.9821) loss_fgl_aux_3: 0.9895 (0.9819) loss_fgl_aux_4: 0.9894 (0.9818) loss_fgl_dn_0: 1.0889 (1.0905) loss_fgl_dn_1: 0.9736 (0.9753) loss_fgl_dn_2: 0.9601 (0.9660) loss_fgl_dn_3: 0.9617 (0.9666) loss_fgl_dn_4: 0.9619 (0.9671) loss_fgl_dn_5: 0.9619 (0.9671) loss_giou: 0.4098 (0.4353) loss_giou_aux_0: 0.4324 (0.4574) loss_giou_aux_1: 0.4141 (0.4401) loss_giou_aux_2: 0.4110 (0.4361) loss_giou_aux_3: 0.4099 (0.4354) loss_giou_aux_4: 0.4098 (0.4353) loss_giou_dn_0: 0.4743 (0.4686) loss_giou_dn_1: 0.3642 (0.3643) loss_giou_dn_2: 0.3465 (0.3485) loss_giou_dn_3: 0.3418 (0.3440) loss_giou_dn_4: 0.3394 (0.3428) loss_giou_dn_5: 0.3394 (0.3428) loss_giou_dn_pre: 0.4757 (0.4689) loss_giou_enc_0: 0.4888 (0.5192) loss_giou_pre: 0.4314 (0.4562) loss_ddf_aux_0: 0.0450 (0.0457) loss_ddf_aux_1: 0.0068 (0.0074) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2554 (0.2543) loss_ddf_dn_1: 0.0383 (0.0355) loss_ddf_dn_2: 0.0095 (0.0082) loss_ddf_dn_3: 0.0010 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.5878 (0.5848) loss_vfl_aux_0: 0.6606 (0.6542) loss_vfl_aux_1: 0.6193 (0.6284) loss_vfl_aux_2: 0.6053 (0.6115) loss_vfl_aux_3: 0.5928 (0.5957) loss_vfl_aux_4: 0.5861 (0.5871) loss_vfl_dn_0: 0.4783 (0.4756) loss_vfl_dn_1: 0.3967 (0.3946) loss_vfl_dn_2: 0.3831 (0.3775) loss_vfl_dn_3: 0.3757 (0.3691) loss_vfl_dn_4: 0.3738 (0.3665) loss_vfl_dn_5: 0.3737 (0.3661) loss_vfl_dn_pre: 0.4795 (0.4761) loss_vfl_enc_0: 0.6788 (0.6768) loss_vfl_pre: 0.6660 (0.6564) time: 0.7329 data: 0.0275 max mem: 9142 Epoch: [72] [2600/3696] eta: 0:13:33 lr: 0.000013 loss: 28.3090 (28.9370) loss_bbox: 0.1489 (0.1636) loss_bbox_aux_0: 0.1573 (0.1756) loss_bbox_aux_1: 0.1506 (0.1662) loss_bbox_aux_2: 0.1485 (0.1642) loss_bbox_aux_3: 0.1487 (0.1637) loss_bbox_aux_4: 0.1488 (0.1636) loss_bbox_dn_0: 0.2199 (0.2304) loss_bbox_dn_1: 0.1584 (0.1653) loss_bbox_dn_2: 0.1487 (0.1546) loss_bbox_dn_3: 0.1452 (0.1511) loss_bbox_dn_4: 0.1437 (0.1503) loss_bbox_dn_5: 0.1437 (0.1503) loss_bbox_dn_pre: 0.2281 (0.2388) loss_bbox_enc_0: 0.1842 (0.2050) loss_bbox_pre: 0.1571 (0.1758) loss_dfl: 0.9796 (0.9816) loss_fgl_aux_0: 1.0031 (1.0124) loss_fgl_aux_1: 0.9807 (0.9843) loss_fgl_aux_2: 0.9803 (0.9819) loss_fgl_aux_3: 0.9798 (0.9816) loss_fgl_aux_4: 0.9796 (0.9816) loss_fgl_dn_0: 1.0803 (1.0903) loss_fgl_dn_1: 0.9712 (0.9751) loss_fgl_dn_2: 0.9612 (0.9659) loss_fgl_dn_3: 0.9622 (0.9664) loss_fgl_dn_4: 0.9625 (0.9670) loss_fgl_dn_5: 0.9625 (0.9670) loss_giou: 0.4071 (0.4353) loss_giou_aux_0: 0.4267 (0.4574) loss_giou_aux_1: 0.4123 (0.4401) loss_giou_aux_2: 0.4073 (0.4361) loss_giou_aux_3: 0.4062 (0.4354) loss_giou_aux_4: 0.4066 (0.4353) loss_giou_dn_0: 0.4540 (0.4684) loss_giou_dn_1: 0.3456 (0.3641) loss_giou_dn_2: 0.3330 (0.3484) loss_giou_dn_3: 0.3258 (0.3438) loss_giou_dn_4: 0.3264 (0.3427) loss_giou_dn_5: 0.3263 (0.3427) loss_giou_dn_pre: 0.4536 (0.4688) loss_giou_enc_0: 0.4836 (0.5192) loss_giou_pre: 0.4255 (0.4562) loss_ddf_aux_0: 0.0423 (0.0457) loss_ddf_aux_1: 0.0070 (0.0074) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2403 (0.2543) loss_ddf_dn_1: 0.0360 (0.0355) loss_ddf_dn_2: 0.0077 (0.0083) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.5667 (0.5843) loss_vfl_aux_0: 0.6401 (0.6536) loss_vfl_aux_1: 0.6022 (0.6278) loss_vfl_aux_2: 0.5988 (0.6110) loss_vfl_aux_3: 0.5816 (0.5952) loss_vfl_aux_4: 0.5710 (0.5867) loss_vfl_dn_0: 0.4692 (0.4755) loss_vfl_dn_1: 0.3845 (0.3945) loss_vfl_dn_2: 0.3690 (0.3774) loss_vfl_dn_3: 0.3574 (0.3690) loss_vfl_dn_4: 0.3551 (0.3664) loss_vfl_dn_5: 0.3559 (0.3660) loss_vfl_dn_pre: 0.4690 (0.4760) loss_vfl_enc_0: 0.6583 (0.6763) loss_vfl_pre: 0.6421 (0.6558) time: 0.7286 data: 0.0308 max mem: 9142 Epoch: [72] [2700/3696] eta: 0:12:18 lr: 0.000013 loss: 29.1135 (28.9361) loss_bbox: 0.1663 (0.1635) loss_bbox_aux_0: 0.1763 (0.1756) loss_bbox_aux_1: 0.1718 (0.1662) loss_bbox_aux_2: 0.1666 (0.1641) loss_bbox_aux_3: 0.1663 (0.1636) loss_bbox_aux_4: 0.1664 (0.1636) loss_bbox_dn_0: 0.2147 (0.2304) loss_bbox_dn_1: 0.1595 (0.1653) loss_bbox_dn_2: 0.1494 (0.1546) loss_bbox_dn_3: 0.1469 (0.1510) loss_bbox_dn_4: 0.1462 (0.1502) loss_bbox_dn_5: 0.1461 (0.1502) loss_bbox_dn_pre: 0.2247 (0.2388) loss_bbox_enc_0: 0.1986 (0.2049) loss_bbox_pre: 0.1762 (0.1758) loss_dfl: 0.9877 (0.9817) loss_fgl_aux_0: 1.0168 (1.0125) loss_fgl_aux_1: 0.9900 (0.9843) loss_fgl_aux_2: 0.9877 (0.9819) loss_fgl_aux_3: 0.9877 (0.9817) loss_fgl_aux_4: 0.9877 (0.9817) loss_fgl_dn_0: 1.0884 (1.0903) loss_fgl_dn_1: 0.9849 (0.9752) loss_fgl_dn_2: 0.9727 (0.9659) loss_fgl_dn_3: 0.9716 (0.9665) loss_fgl_dn_4: 0.9719 (0.9670) loss_fgl_dn_5: 0.9719 (0.9670) loss_giou: 0.4350 (0.4351) loss_giou_aux_0: 0.4635 (0.4572) loss_giou_aux_1: 0.4400 (0.4400) loss_giou_aux_2: 0.4351 (0.4359) loss_giou_aux_3: 0.4349 (0.4352) loss_giou_aux_4: 0.4350 (0.4351) loss_giou_dn_0: 0.4760 (0.4684) loss_giou_dn_1: 0.3785 (0.3641) loss_giou_dn_2: 0.3660 (0.3483) loss_giou_dn_3: 0.3598 (0.3438) loss_giou_dn_4: 0.3588 (0.3426) loss_giou_dn_5: 0.3588 (0.3426) loss_giou_dn_pre: 0.4768 (0.4687) loss_giou_enc_0: 0.5345 (0.5191) loss_giou_pre: 0.4619 (0.4560) loss_ddf_aux_0: 0.0445 (0.0457) loss_ddf_aux_1: 0.0073 (0.0074) loss_ddf_aux_2: 0.0017 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2359 (0.2541) loss_ddf_dn_1: 0.0331 (0.0355) loss_ddf_dn_2: 0.0081 (0.0083) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.5873 (0.5844) loss_vfl_aux_0: 0.6625 (0.6537) loss_vfl_aux_1: 0.6360 (0.6281) loss_vfl_aux_2: 0.6127 (0.6111) loss_vfl_aux_3: 0.5894 (0.5953) loss_vfl_aux_4: 0.5889 (0.5868) loss_vfl_dn_0: 0.4705 (0.4756) loss_vfl_dn_1: 0.3981 (0.3945) loss_vfl_dn_2: 0.3814 (0.3775) loss_vfl_dn_3: 0.3755 (0.3690) loss_vfl_dn_4: 0.3749 (0.3665) loss_vfl_dn_5: 0.3740 (0.3660) loss_vfl_dn_pre: 0.4719 (0.4760) loss_vfl_enc_0: 0.6682 (0.6764) loss_vfl_pre: 0.6597 (0.6559) time: 0.7225 data: 0.0282 max mem: 9142 Epoch: [72] [2800/3696] eta: 0:11:03 lr: 0.000013 loss: 29.1249 (28.9364) loss_bbox: 0.1680 (0.1635) loss_bbox_aux_0: 0.1838 (0.1756) loss_bbox_aux_1: 0.1723 (0.1662) loss_bbox_aux_2: 0.1706 (0.1641) loss_bbox_aux_3: 0.1679 (0.1636) loss_bbox_aux_4: 0.1680 (0.1635) loss_bbox_dn_0: 0.2270 (0.2303) loss_bbox_dn_1: 0.1596 (0.1653) loss_bbox_dn_2: 0.1519 (0.1545) loss_bbox_dn_3: 0.1483 (0.1510) loss_bbox_dn_4: 0.1494 (0.1502) loss_bbox_dn_5: 0.1494 (0.1502) loss_bbox_dn_pre: 0.2342 (0.2388) loss_bbox_enc_0: 0.2077 (0.2048) loss_bbox_pre: 0.1835 (0.1757) loss_dfl: 0.9780 (0.9818) loss_fgl_aux_0: 1.0177 (1.0126) loss_fgl_aux_1: 0.9789 (0.9844) loss_fgl_aux_2: 0.9785 (0.9820) loss_fgl_aux_3: 0.9779 (0.9818) loss_fgl_aux_4: 0.9779 (0.9818) loss_fgl_dn_0: 1.0907 (1.0903) loss_fgl_dn_1: 0.9760 (0.9752) loss_fgl_dn_2: 0.9659 (0.9660) loss_fgl_dn_3: 0.9665 (0.9665) loss_fgl_dn_4: 0.9666 (0.9671) loss_fgl_dn_5: 0.9666 (0.9671) loss_giou: 0.4406 (0.4351) loss_giou_aux_0: 0.4634 (0.4572) loss_giou_aux_1: 0.4399 (0.4399) loss_giou_aux_2: 0.4395 (0.4359) loss_giou_aux_3: 0.4404 (0.4352) loss_giou_aux_4: 0.4408 (0.4351) loss_giou_dn_0: 0.4753 (0.4683) loss_giou_dn_1: 0.3682 (0.3641) loss_giou_dn_2: 0.3511 (0.3483) loss_giou_dn_3: 0.3444 (0.3437) loss_giou_dn_4: 0.3440 (0.3426) loss_giou_dn_5: 0.3440 (0.3426) loss_giou_dn_pre: 0.4747 (0.4687) loss_giou_enc_0: 0.5213 (0.5191) loss_giou_pre: 0.4601 (0.4560) loss_ddf_aux_0: 0.0460 (0.0457) loss_ddf_aux_1: 0.0069 (0.0074) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2557 (0.2540) loss_ddf_dn_1: 0.0360 (0.0355) loss_ddf_dn_2: 0.0079 (0.0082) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5796 (0.5844) loss_vfl_aux_0: 0.6431 (0.6537) loss_vfl_aux_1: 0.6220 (0.6281) loss_vfl_aux_2: 0.6085 (0.6110) loss_vfl_aux_3: 0.5874 (0.5954) loss_vfl_aux_4: 0.5880 (0.5868) loss_vfl_dn_0: 0.4792 (0.4756) loss_vfl_dn_1: 0.3967 (0.3945) loss_vfl_dn_2: 0.3836 (0.3775) loss_vfl_dn_3: 0.3725 (0.3690) loss_vfl_dn_4: 0.3711 (0.3665) loss_vfl_dn_5: 0.3706 (0.3661) loss_vfl_dn_pre: 0.4794 (0.4760) loss_vfl_enc_0: 0.6720 (0.6764) loss_vfl_pre: 0.6448 (0.6559) time: 0.7290 data: 0.0282 max mem: 9142 Epoch: [72] [2900/3696] eta: 0:09:49 lr: 0.000013 loss: 29.0552 (28.9404) loss_bbox: 0.1609 (0.1637) loss_bbox_aux_0: 0.1765 (0.1757) loss_bbox_aux_1: 0.1630 (0.1663) loss_bbox_aux_2: 0.1627 (0.1643) loss_bbox_aux_3: 0.1610 (0.1638) loss_bbox_aux_4: 0.1610 (0.1637) loss_bbox_dn_0: 0.2298 (0.2306) loss_bbox_dn_1: 0.1671 (0.1654) loss_bbox_dn_2: 0.1592 (0.1547) loss_bbox_dn_3: 0.1551 (0.1512) loss_bbox_dn_4: 0.1562 (0.1504) loss_bbox_dn_5: 0.1561 (0.1504) loss_bbox_dn_pre: 0.2402 (0.2390) loss_bbox_enc_0: 0.2050 (0.2050) loss_bbox_pre: 0.1758 (0.1759) loss_dfl: 0.9883 (0.9818) loss_fgl_aux_0: 1.0199 (1.0126) loss_fgl_aux_1: 0.9912 (0.9845) loss_fgl_aux_2: 0.9888 (0.9821) loss_fgl_aux_3: 0.9885 (0.9818) loss_fgl_aux_4: 0.9882 (0.9818) loss_fgl_dn_0: 1.0890 (1.0903) loss_fgl_dn_1: 0.9726 (0.9752) loss_fgl_dn_2: 0.9654 (0.9660) loss_fgl_dn_3: 0.9680 (0.9666) loss_fgl_dn_4: 0.9669 (0.9671) loss_fgl_dn_5: 0.9669 (0.9671) loss_giou: 0.4124 (0.4350) loss_giou_aux_0: 0.4250 (0.4571) loss_giou_aux_1: 0.4186 (0.4398) loss_giou_aux_2: 0.4140 (0.4358) loss_giou_aux_3: 0.4123 (0.4351) loss_giou_aux_4: 0.4123 (0.4350) loss_giou_dn_0: 0.4785 (0.4683) loss_giou_dn_1: 0.3660 (0.3641) loss_giou_dn_2: 0.3557 (0.3483) loss_giou_dn_3: 0.3545 (0.3438) loss_giou_dn_4: 0.3538 (0.3426) loss_giou_dn_5: 0.3538 (0.3426) loss_giou_dn_pre: 0.4754 (0.4687) loss_giou_enc_0: 0.4883 (0.5190) loss_giou_pre: 0.4237 (0.4559) loss_ddf_aux_0: 0.0412 (0.0456) loss_ddf_aux_1: 0.0067 (0.0073) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2412 (0.2540) loss_ddf_dn_1: 0.0358 (0.0355) loss_ddf_dn_2: 0.0092 (0.0082) loss_ddf_dn_3: 0.0010 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5851 (0.5845) loss_vfl_aux_0: 0.6355 (0.6538) loss_vfl_aux_1: 0.6221 (0.6282) loss_vfl_aux_2: 0.6117 (0.6112) loss_vfl_aux_3: 0.5906 (0.5955) loss_vfl_aux_4: 0.5890 (0.5869) loss_vfl_dn_0: 0.4781 (0.4757) loss_vfl_dn_1: 0.3990 (0.3946) loss_vfl_dn_2: 0.3824 (0.3775) loss_vfl_dn_3: 0.3759 (0.3691) loss_vfl_dn_4: 0.3737 (0.3666) loss_vfl_dn_5: 0.3733 (0.3661) loss_vfl_dn_pre: 0.4779 (0.4761) loss_vfl_enc_0: 0.6721 (0.6765) loss_vfl_pre: 0.6354 (0.6560) time: 0.7246 data: 0.0248 max mem: 9142 Epoch: [72] [3000/3696] eta: 0:08:34 lr: 0.000013 loss: 28.9946 (28.9463) loss_bbox: 0.1579 (0.1639) loss_bbox_aux_0: 0.1619 (0.1759) loss_bbox_aux_1: 0.1590 (0.1665) loss_bbox_aux_2: 0.1592 (0.1645) loss_bbox_aux_3: 0.1577 (0.1639) loss_bbox_aux_4: 0.1578 (0.1639) loss_bbox_dn_0: 0.2025 (0.2306) loss_bbox_dn_1: 0.1478 (0.1656) loss_bbox_dn_2: 0.1371 (0.1548) loss_bbox_dn_3: 0.1359 (0.1513) loss_bbox_dn_4: 0.1358 (0.1505) loss_bbox_dn_5: 0.1357 (0.1505) loss_bbox_dn_pre: 0.2110 (0.2390) loss_bbox_enc_0: 0.1912 (0.2051) loss_bbox_pre: 0.1615 (0.1761) loss_dfl: 0.9937 (0.9818) loss_fgl_aux_0: 1.0216 (1.0126) loss_fgl_aux_1: 0.9963 (0.9845) loss_fgl_aux_2: 0.9939 (0.9821) loss_fgl_aux_3: 0.9937 (0.9819) loss_fgl_aux_4: 0.9938 (0.9818) loss_fgl_dn_0: 1.0961 (1.0903) loss_fgl_dn_1: 0.9747 (0.9753) loss_fgl_dn_2: 0.9670 (0.9660) loss_fgl_dn_3: 0.9687 (0.9666) loss_fgl_dn_4: 0.9684 (0.9671) loss_fgl_dn_5: 0.9684 (0.9672) loss_giou: 0.4316 (0.4353) loss_giou_aux_0: 0.4448 (0.4573) loss_giou_aux_1: 0.4310 (0.4401) loss_giou_aux_2: 0.4312 (0.4361) loss_giou_aux_3: 0.4315 (0.4354) loss_giou_aux_4: 0.4315 (0.4353) loss_giou_dn_0: 0.4682 (0.4684) loss_giou_dn_1: 0.3645 (0.3642) loss_giou_dn_2: 0.3502 (0.3485) loss_giou_dn_3: 0.3410 (0.3439) loss_giou_dn_4: 0.3404 (0.3427) loss_giou_dn_5: 0.3404 (0.3427) loss_giou_dn_pre: 0.4710 (0.4688) loss_giou_enc_0: 0.5078 (0.5192) loss_giou_pre: 0.4416 (0.4562) loss_ddf_aux_0: 0.0402 (0.0455) loss_ddf_aux_1: 0.0066 (0.0073) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2511 (0.2539) loss_ddf_dn_1: 0.0338 (0.0355) loss_ddf_dn_2: 0.0078 (0.0082) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.5911 (0.5847) loss_vfl_aux_0: 0.6580 (0.6538) loss_vfl_aux_1: 0.6205 (0.6282) loss_vfl_aux_2: 0.6079 (0.6114) loss_vfl_aux_3: 0.6052 (0.5956) loss_vfl_aux_4: 0.5934 (0.5871) loss_vfl_dn_0: 0.4747 (0.4757) loss_vfl_dn_1: 0.3973 (0.3946) loss_vfl_dn_2: 0.3802 (0.3776) loss_vfl_dn_3: 0.3735 (0.3692) loss_vfl_dn_4: 0.3708 (0.3666) loss_vfl_dn_5: 0.3699 (0.3662) loss_vfl_dn_pre: 0.4752 (0.4761) loss_vfl_enc_0: 0.6745 (0.6764) loss_vfl_pre: 0.6620 (0.6560) time: 0.6864 data: 0.0274 max mem: 9142 Epoch: [72] [3100/3696] eta: 0:07:21 lr: 0.000013 loss: 28.9430 (28.9474) loss_bbox: 0.1652 (0.1638) loss_bbox_aux_0: 0.1797 (0.1758) loss_bbox_aux_1: 0.1674 (0.1665) loss_bbox_aux_2: 0.1655 (0.1644) loss_bbox_aux_3: 0.1650 (0.1639) loss_bbox_aux_4: 0.1653 (0.1638) loss_bbox_dn_0: 0.2240 (0.2305) loss_bbox_dn_1: 0.1562 (0.1655) loss_bbox_dn_2: 0.1472 (0.1548) loss_bbox_dn_3: 0.1438 (0.1513) loss_bbox_dn_4: 0.1432 (0.1505) loss_bbox_dn_5: 0.1431 (0.1505) loss_bbox_dn_pre: 0.2284 (0.2389) loss_bbox_enc_0: 0.2014 (0.2050) loss_bbox_pre: 0.1802 (0.1760) loss_dfl: 0.9764 (0.9819) loss_fgl_aux_0: 1.0104 (1.0127) loss_fgl_aux_1: 0.9771 (0.9846) loss_fgl_aux_2: 0.9761 (0.9822) loss_fgl_aux_3: 0.9766 (0.9820) loss_fgl_aux_4: 0.9763 (0.9819) loss_fgl_dn_0: 1.0918 (1.0903) loss_fgl_dn_1: 0.9735 (0.9753) loss_fgl_dn_2: 0.9653 (0.9661) loss_fgl_dn_3: 0.9660 (0.9667) loss_fgl_dn_4: 0.9667 (0.9672) loss_fgl_dn_5: 0.9667 (0.9672) loss_giou: 0.4255 (0.4354) loss_giou_aux_0: 0.4477 (0.4574) loss_giou_aux_1: 0.4296 (0.4401) loss_giou_aux_2: 0.4264 (0.4361) loss_giou_aux_3: 0.4251 (0.4354) loss_giou_aux_4: 0.4255 (0.4354) loss_giou_dn_0: 0.4585 (0.4685) loss_giou_dn_1: 0.3540 (0.3644) loss_giou_dn_2: 0.3397 (0.3486) loss_giou_dn_3: 0.3385 (0.3441) loss_giou_dn_4: 0.3370 (0.3429) loss_giou_dn_5: 0.3369 (0.3429) loss_giou_dn_pre: 0.4593 (0.4688) loss_giou_enc_0: 0.5057 (0.5193) loss_giou_pre: 0.4461 (0.4562) loss_ddf_aux_0: 0.0465 (0.0456) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2653 (0.2538) loss_ddf_dn_1: 0.0342 (0.0354) loss_ddf_dn_2: 0.0079 (0.0082) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.5766 (0.5848) loss_vfl_aux_0: 0.6411 (0.6537) loss_vfl_aux_1: 0.6110 (0.6282) loss_vfl_aux_2: 0.6014 (0.6114) loss_vfl_aux_3: 0.5854 (0.5956) loss_vfl_aux_4: 0.5728 (0.5871) loss_vfl_dn_0: 0.4777 (0.4757) loss_vfl_dn_1: 0.3963 (0.3946) loss_vfl_dn_2: 0.3831 (0.3776) loss_vfl_dn_3: 0.3716 (0.3693) loss_vfl_dn_4: 0.3691 (0.3667) loss_vfl_dn_5: 0.3698 (0.3663) loss_vfl_dn_pre: 0.4789 (0.4762) loss_vfl_enc_0: 0.6633 (0.6762) loss_vfl_pre: 0.6450 (0.6559) time: 0.9200 data: 0.0268 max mem: 9142 Epoch: [72] [3200/3696] eta: 0:06:07 lr: 0.000013 loss: 28.2390 (28.9426) loss_bbox: 0.1500 (0.1637) loss_bbox_aux_0: 0.1630 (0.1757) loss_bbox_aux_1: 0.1529 (0.1663) loss_bbox_aux_2: 0.1494 (0.1642) loss_bbox_aux_3: 0.1498 (0.1637) loss_bbox_aux_4: 0.1499 (0.1637) loss_bbox_dn_0: 0.2149 (0.2302) loss_bbox_dn_1: 0.1525 (0.1653) loss_bbox_dn_2: 0.1400 (0.1546) loss_bbox_dn_3: 0.1384 (0.1511) loss_bbox_dn_4: 0.1383 (0.1503) loss_bbox_dn_5: 0.1383 (0.1503) loss_bbox_dn_pre: 0.2271 (0.2386) loss_bbox_enc_0: 0.1887 (0.2047) loss_bbox_pre: 0.1632 (0.1758) loss_dfl: 0.9890 (0.9820) loss_fgl_aux_0: 1.0221 (1.0128) loss_fgl_aux_1: 0.9936 (0.9846) loss_fgl_aux_2: 0.9899 (0.9822) loss_fgl_aux_3: 0.9893 (0.9820) loss_fgl_aux_4: 0.9890 (0.9819) loss_fgl_dn_0: 1.0916 (1.0902) loss_fgl_dn_1: 0.9716 (0.9753) loss_fgl_dn_2: 0.9622 (0.9661) loss_fgl_dn_3: 0.9631 (0.9667) loss_fgl_dn_4: 0.9636 (0.9672) loss_fgl_dn_5: 0.9636 (0.9672) loss_giou: 0.4068 (0.4353) loss_giou_aux_0: 0.4271 (0.4573) loss_giou_aux_1: 0.4047 (0.4401) loss_giou_aux_2: 0.4059 (0.4361) loss_giou_aux_3: 0.4070 (0.4354) loss_giou_aux_4: 0.4067 (0.4353) loss_giou_dn_0: 0.4489 (0.4684) loss_giou_dn_1: 0.3435 (0.3643) loss_giou_dn_2: 0.3279 (0.3486) loss_giou_dn_3: 0.3211 (0.3440) loss_giou_dn_4: 0.3203 (0.3429) loss_giou_dn_5: 0.3202 (0.3429) loss_giou_dn_pre: 0.4509 (0.4688) loss_giou_enc_0: 0.4880 (0.5191) loss_giou_pre: 0.4241 (0.4561) loss_ddf_aux_0: 0.0443 (0.0456) loss_ddf_aux_1: 0.0071 (0.0073) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2517 (0.2537) loss_ddf_dn_1: 0.0322 (0.0354) loss_ddf_dn_2: 0.0070 (0.0082) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.5921 (0.5846) loss_vfl_aux_0: 0.6550 (0.6535) loss_vfl_aux_1: 0.6347 (0.6281) loss_vfl_aux_2: 0.6210 (0.6113) loss_vfl_aux_3: 0.5997 (0.5955) loss_vfl_aux_4: 0.5884 (0.5870) loss_vfl_dn_0: 0.4754 (0.4757) loss_vfl_dn_1: 0.3952 (0.3946) loss_vfl_dn_2: 0.3785 (0.3776) loss_vfl_dn_3: 0.3687 (0.3693) loss_vfl_dn_4: 0.3670 (0.3667) loss_vfl_dn_5: 0.3672 (0.3663) loss_vfl_dn_pre: 0.4746 (0.4761) loss_vfl_enc_0: 0.6840 (0.6761) loss_vfl_pre: 0.6569 (0.6558) time: 0.7557 data: 0.0318 max mem: 9142 Epoch: [72] [3300/3696] eta: 0:04:53 lr: 0.000013 loss: 28.6416 (28.9374) loss_bbox: 0.1550 (0.1636) loss_bbox_aux_0: 0.1663 (0.1756) loss_bbox_aux_1: 0.1605 (0.1662) loss_bbox_aux_2: 0.1568 (0.1642) loss_bbox_aux_3: 0.1552 (0.1637) loss_bbox_aux_4: 0.1550 (0.1636) loss_bbox_dn_0: 0.2182 (0.2301) loss_bbox_dn_1: 0.1510 (0.1652) loss_bbox_dn_2: 0.1429 (0.1545) loss_bbox_dn_3: 0.1402 (0.1510) loss_bbox_dn_4: 0.1399 (0.1502) loss_bbox_dn_5: 0.1398 (0.1502) loss_bbox_dn_pre: 0.2292 (0.2385) loss_bbox_enc_0: 0.1883 (0.2046) loss_bbox_pre: 0.1675 (0.1758) loss_dfl: 0.9718 (0.9819) loss_fgl_aux_0: 1.0001 (1.0127) loss_fgl_aux_1: 0.9736 (0.9845) loss_fgl_aux_2: 0.9733 (0.9822) loss_fgl_aux_3: 0.9716 (0.9819) loss_fgl_aux_4: 0.9718 (0.9819) loss_fgl_dn_0: 1.0919 (1.0902) loss_fgl_dn_1: 0.9765 (0.9753) loss_fgl_dn_2: 0.9678 (0.9661) loss_fgl_dn_3: 0.9687 (0.9666) loss_fgl_dn_4: 0.9686 (0.9672) loss_fgl_dn_5: 0.9686 (0.9672) loss_giou: 0.4181 (0.4353) loss_giou_aux_0: 0.4328 (0.4573) loss_giou_aux_1: 0.4186 (0.4401) loss_giou_aux_2: 0.4194 (0.4361) loss_giou_aux_3: 0.4185 (0.4354) loss_giou_aux_4: 0.4181 (0.4353) loss_giou_dn_0: 0.4562 (0.4683) loss_giou_dn_1: 0.3560 (0.3642) loss_giou_dn_2: 0.3424 (0.3485) loss_giou_dn_3: 0.3374 (0.3439) loss_giou_dn_4: 0.3359 (0.3428) loss_giou_dn_5: 0.3358 (0.3428) loss_giou_dn_pre: 0.4579 (0.4686) loss_giou_enc_0: 0.4963 (0.5191) loss_giou_pre: 0.4325 (0.4561) loss_ddf_aux_0: 0.0459 (0.0455) loss_ddf_aux_1: 0.0065 (0.0073) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0002 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2442 (0.2535) loss_ddf_dn_1: 0.0332 (0.0353) loss_ddf_dn_2: 0.0070 (0.0082) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.5887 (0.5845) loss_vfl_aux_0: 0.6457 (0.6534) loss_vfl_aux_1: 0.6106 (0.6279) loss_vfl_aux_2: 0.6062 (0.6112) loss_vfl_aux_3: 0.5925 (0.5955) loss_vfl_aux_4: 0.5925 (0.5869) loss_vfl_dn_0: 0.4729 (0.4756) loss_vfl_dn_1: 0.3878 (0.3945) loss_vfl_dn_2: 0.3716 (0.3775) loss_vfl_dn_3: 0.3614 (0.3692) loss_vfl_dn_4: 0.3597 (0.3666) loss_vfl_dn_5: 0.3597 (0.3662) loss_vfl_dn_pre: 0.4729 (0.4761) loss_vfl_enc_0: 0.6559 (0.6759) loss_vfl_pre: 0.6451 (0.6556) time: 0.7374 data: 0.0273 max mem: 9142 Epoch: [72] [3400/3696] eta: 0:03:39 lr: 0.000013 loss: 28.8543 (28.9398) loss_bbox: 0.1542 (0.1637) loss_bbox_aux_0: 0.1711 (0.1756) loss_bbox_aux_1: 0.1570 (0.1663) loss_bbox_aux_2: 0.1553 (0.1642) loss_bbox_aux_3: 0.1543 (0.1637) loss_bbox_aux_4: 0.1542 (0.1637) loss_bbox_dn_0: 0.2389 (0.2301) loss_bbox_dn_1: 0.1705 (0.1652) loss_bbox_dn_2: 0.1575 (0.1546) loss_bbox_dn_3: 0.1518 (0.1511) loss_bbox_dn_4: 0.1522 (0.1503) loss_bbox_dn_5: 0.1523 (0.1503) loss_bbox_dn_pre: 0.2459 (0.2385) loss_bbox_enc_0: 0.1998 (0.2046) loss_bbox_pre: 0.1695 (0.1758) loss_dfl: 0.9869 (0.9821) loss_fgl_aux_0: 1.0194 (1.0128) loss_fgl_aux_1: 0.9893 (0.9847) loss_fgl_aux_2: 0.9859 (0.9823) loss_fgl_aux_3: 0.9862 (0.9821) loss_fgl_aux_4: 0.9869 (0.9820) loss_fgl_dn_0: 1.0829 (1.0901) loss_fgl_dn_1: 0.9683 (0.9753) loss_fgl_dn_2: 0.9596 (0.9661) loss_fgl_dn_3: 0.9597 (0.9667) loss_fgl_dn_4: 0.9599 (0.9672) loss_fgl_dn_5: 0.9599 (0.9673) loss_giou: 0.4116 (0.4352) loss_giou_aux_0: 0.4300 (0.4572) loss_giou_aux_1: 0.4141 (0.4400) loss_giou_aux_2: 0.4095 (0.4360) loss_giou_aux_3: 0.4114 (0.4353) loss_giou_aux_4: 0.4115 (0.4352) loss_giou_dn_0: 0.4627 (0.4683) loss_giou_dn_1: 0.3629 (0.3642) loss_giou_dn_2: 0.3461 (0.3485) loss_giou_dn_3: 0.3414 (0.3440) loss_giou_dn_4: 0.3400 (0.3428) loss_giou_dn_5: 0.3400 (0.3428) loss_giou_dn_pre: 0.4640 (0.4686) loss_giou_enc_0: 0.4853 (0.5190) loss_giou_pre: 0.4295 (0.4560) loss_ddf_aux_0: 0.0440 (0.0455) loss_ddf_aux_1: 0.0064 (0.0073) loss_ddf_aux_2: 0.0014 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2518 (0.2533) loss_ddf_dn_1: 0.0358 (0.0353) loss_ddf_dn_2: 0.0083 (0.0082) loss_ddf_dn_3: 0.0008 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5935 (0.5847) loss_vfl_aux_0: 0.6471 (0.6535) loss_vfl_aux_1: 0.6384 (0.6281) loss_vfl_aux_2: 0.6215 (0.6114) loss_vfl_aux_3: 0.6016 (0.5957) loss_vfl_aux_4: 0.5938 (0.5871) loss_vfl_dn_0: 0.4764 (0.4756) loss_vfl_dn_1: 0.3965 (0.3945) loss_vfl_dn_2: 0.3782 (0.3775) loss_vfl_dn_3: 0.3683 (0.3692) loss_vfl_dn_4: 0.3621 (0.3666) loss_vfl_dn_5: 0.3621 (0.3662) loss_vfl_dn_pre: 0.4758 (0.4760) loss_vfl_enc_0: 0.6757 (0.6759) loss_vfl_pre: 0.6567 (0.6557) time: 0.7369 data: 0.0294 max mem: 9142 Epoch: [72] [3500/3696] eta: 0:02:25 lr: 0.000013 loss: 28.9172 (28.9374) loss_bbox: 0.1548 (0.1635) loss_bbox_aux_0: 0.1649 (0.1755) loss_bbox_aux_1: 0.1574 (0.1661) loss_bbox_aux_2: 0.1543 (0.1641) loss_bbox_aux_3: 0.1547 (0.1636) loss_bbox_aux_4: 0.1548 (0.1635) loss_bbox_dn_0: 0.1999 (0.2298) loss_bbox_dn_1: 0.1515 (0.1651) loss_bbox_dn_2: 0.1418 (0.1544) loss_bbox_dn_3: 0.1397 (0.1509) loss_bbox_dn_4: 0.1388 (0.1501) loss_bbox_dn_5: 0.1388 (0.1501) loss_bbox_dn_pre: 0.2086 (0.2382) loss_bbox_enc_0: 0.1939 (0.2044) loss_bbox_pre: 0.1646 (0.1756) loss_dfl: 0.9829 (0.9821) loss_fgl_aux_0: 1.0077 (1.0129) loss_fgl_aux_1: 0.9858 (0.9848) loss_fgl_aux_2: 0.9833 (0.9824) loss_fgl_aux_3: 0.9829 (0.9822) loss_fgl_aux_4: 0.9830 (0.9821) loss_fgl_dn_0: 1.0972 (1.0901) loss_fgl_dn_1: 0.9762 (0.9754) loss_fgl_dn_2: 0.9664 (0.9662) loss_fgl_dn_3: 0.9682 (0.9668) loss_fgl_dn_4: 0.9686 (0.9673) loss_fgl_dn_5: 0.9686 (0.9674) loss_giou: 0.4574 (0.4353) loss_giou_aux_0: 0.4761 (0.4573) loss_giou_aux_1: 0.4629 (0.4401) loss_giou_aux_2: 0.4575 (0.4361) loss_giou_aux_3: 0.4573 (0.4354) loss_giou_aux_4: 0.4574 (0.4353) loss_giou_dn_0: 0.4725 (0.4682) loss_giou_dn_1: 0.3614 (0.3642) loss_giou_dn_2: 0.3432 (0.3485) loss_giou_dn_3: 0.3362 (0.3439) loss_giou_dn_4: 0.3342 (0.3428) loss_giou_dn_5: 0.3341 (0.3428) loss_giou_dn_pre: 0.4701 (0.4685) loss_giou_enc_0: 0.5320 (0.5189) loss_giou_pre: 0.4756 (0.4561) loss_ddf_aux_0: 0.0442 (0.0455) loss_ddf_aux_1: 0.0070 (0.0073) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0002) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2491 (0.2531) loss_ddf_dn_1: 0.0333 (0.0353) loss_ddf_dn_2: 0.0076 (0.0082) loss_ddf_dn_3: 0.0009 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.5837 (0.5848) loss_vfl_aux_0: 0.6426 (0.6534) loss_vfl_aux_1: 0.6053 (0.6280) loss_vfl_aux_2: 0.6019 (0.6114) loss_vfl_aux_3: 0.5879 (0.5957) loss_vfl_aux_4: 0.5837 (0.5871) loss_vfl_dn_0: 0.4775 (0.4756) loss_vfl_dn_1: 0.3985 (0.3945) loss_vfl_dn_2: 0.3816 (0.3775) loss_vfl_dn_3: 0.3701 (0.3692) loss_vfl_dn_4: 0.3708 (0.3666) loss_vfl_dn_5: 0.3697 (0.3662) loss_vfl_dn_pre: 0.4786 (0.4760) loss_vfl_enc_0: 0.6829 (0.6759) loss_vfl_pre: 0.6423 (0.6556) time: 0.7640 data: 0.0267 max mem: 9142 Epoch: [72] [3600/3696] eta: 0:01:11 lr: 0.000013 loss: 29.0992 (28.9365) loss_bbox: 0.1587 (0.1635) loss_bbox_aux_0: 0.1715 (0.1755) loss_bbox_aux_1: 0.1634 (0.1661) loss_bbox_aux_2: 0.1595 (0.1641) loss_bbox_aux_3: 0.1588 (0.1636) loss_bbox_aux_4: 0.1587 (0.1636) loss_bbox_dn_0: 0.2349 (0.2299) loss_bbox_dn_1: 0.1718 (0.1651) loss_bbox_dn_2: 0.1605 (0.1544) loss_bbox_dn_3: 0.1563 (0.1509) loss_bbox_dn_4: 0.1545 (0.1501) loss_bbox_dn_5: 0.1544 (0.1501) loss_bbox_dn_pre: 0.2439 (0.2383) loss_bbox_enc_0: 0.2050 (0.2044) loss_bbox_pre: 0.1723 (0.1757) loss_dfl: 0.9937 (0.9821) loss_fgl_aux_0: 1.0222 (1.0128) loss_fgl_aux_1: 0.9967 (0.9847) loss_fgl_aux_2: 0.9931 (0.9824) loss_fgl_aux_3: 0.9933 (0.9821) loss_fgl_aux_4: 0.9936 (0.9821) loss_fgl_dn_0: 1.0917 (1.0901) loss_fgl_dn_1: 0.9853 (0.9754) loss_fgl_dn_2: 0.9752 (0.9662) loss_fgl_dn_3: 0.9760 (0.9668) loss_fgl_dn_4: 0.9768 (0.9673) loss_fgl_dn_5: 0.9769 (0.9673) loss_giou: 0.4353 (0.4353) loss_giou_aux_0: 0.4620 (0.4572) loss_giou_aux_1: 0.4435 (0.4400) loss_giou_aux_2: 0.4368 (0.4361) loss_giou_aux_3: 0.4365 (0.4353) loss_giou_aux_4: 0.4352 (0.4353) loss_giou_dn_0: 0.4730 (0.4681) loss_giou_dn_1: 0.3652 (0.3641) loss_giou_dn_2: 0.3459 (0.3484) loss_giou_dn_3: 0.3423 (0.3438) loss_giou_dn_4: 0.3419 (0.3427) loss_giou_dn_5: 0.3419 (0.3427) loss_giou_dn_pre: 0.4696 (0.4684) loss_giou_enc_0: 0.5231 (0.5189) loss_giou_pre: 0.4614 (0.4561) loss_ddf_aux_0: 0.0459 (0.0454) loss_ddf_aux_1: 0.0071 (0.0072) loss_ddf_aux_2: 0.0016 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2500 (0.2531) loss_ddf_dn_1: 0.0338 (0.0352) loss_ddf_dn_2: 0.0080 (0.0082) loss_ddf_dn_3: 0.0010 (0.0009) loss_ddf_dn_4: 0.0000 (0.0001) loss_vfl: 0.5964 (0.5848) loss_vfl_aux_0: 0.6653 (0.6534) loss_vfl_aux_1: 0.6431 (0.6281) loss_vfl_aux_2: 0.6278 (0.6114) loss_vfl_aux_3: 0.6032 (0.5957) loss_vfl_aux_4: 0.5964 (0.5871) loss_vfl_dn_0: 0.4785 (0.4755) loss_vfl_dn_1: 0.4045 (0.3944) loss_vfl_dn_2: 0.3887 (0.3775) loss_vfl_dn_3: 0.3780 (0.3691) loss_vfl_dn_4: 0.3741 (0.3666) loss_vfl_dn_5: 0.3737 (0.3662) loss_vfl_dn_pre: 0.4799 (0.4760) loss_vfl_enc_0: 0.6899 (0.6760) loss_vfl_pre: 0.6694 (0.6556) time: 0.7270 data: 0.0261 max mem: 9142 Epoch: [72] [3695/3696] eta: 0:00:00 lr: 0.000013 loss: 29.3674 (28.9382) loss_bbox: 0.1642 (0.1636) loss_bbox_aux_0: 0.1728 (0.1755) loss_bbox_aux_1: 0.1652 (0.1662) loss_bbox_aux_2: 0.1639 (0.1641) loss_bbox_aux_3: 0.1644 (0.1636) loss_bbox_aux_4: 0.1641 (0.1636) loss_bbox_dn_0: 0.2030 (0.2298) loss_bbox_dn_1: 0.1463 (0.1650) loss_bbox_dn_2: 0.1379 (0.1543) loss_bbox_dn_3: 0.1356 (0.1509) loss_bbox_dn_4: 0.1358 (0.1501) loss_bbox_dn_5: 0.1358 (0.1500) loss_bbox_dn_pre: 0.2100 (0.2382) loss_bbox_enc_0: 0.1972 (0.2043) loss_bbox_pre: 0.1728 (0.1757) loss_dfl: 0.9689 (0.9821) loss_fgl_aux_0: 1.0024 (1.0128) loss_fgl_aux_1: 0.9726 (0.9847) loss_fgl_aux_2: 0.9693 (0.9823) loss_fgl_aux_3: 0.9700 (0.9821) loss_fgl_aux_4: 0.9688 (0.9821) loss_fgl_dn_0: 1.0862 (1.0900) loss_fgl_dn_1: 0.9679 (0.9754) loss_fgl_dn_2: 0.9607 (0.9662) loss_fgl_dn_3: 0.9615 (0.9668) loss_fgl_dn_4: 0.9614 (0.9673) loss_fgl_dn_5: 0.9614 (0.9673) loss_giou: 0.4374 (0.4355) loss_giou_aux_0: 0.4672 (0.4574) loss_giou_aux_1: 0.4431 (0.4402) loss_giou_aux_2: 0.4373 (0.4363) loss_giou_aux_3: 0.4380 (0.4355) loss_giou_aux_4: 0.4375 (0.4355) loss_giou_dn_0: 0.4797 (0.4681) loss_giou_dn_1: 0.3741 (0.3642) loss_giou_dn_2: 0.3553 (0.3485) loss_giou_dn_3: 0.3523 (0.3439) loss_giou_dn_4: 0.3510 (0.3428) loss_giou_dn_5: 0.3510 (0.3428) loss_giou_dn_pre: 0.4829 (0.4685) loss_giou_enc_0: 0.5421 (0.5189) loss_giou_pre: 0.4649 (0.4562) loss_ddf_aux_0: 0.0440 (0.0454) loss_ddf_aux_1: 0.0068 (0.0072) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2478 (0.2529) loss_ddf_dn_1: 0.0327 (0.0352) loss_ddf_dn_2: 0.0065 (0.0082) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6013 (0.5849) loss_vfl_aux_0: 0.6763 (0.6536) loss_vfl_aux_1: 0.6356 (0.6282) loss_vfl_aux_2: 0.6290 (0.6115) loss_vfl_aux_3: 0.6157 (0.5958) loss_vfl_aux_4: 0.6110 (0.5872) loss_vfl_dn_0: 0.4776 (0.4755) loss_vfl_dn_1: 0.4002 (0.3945) loss_vfl_dn_2: 0.3802 (0.3775) loss_vfl_dn_3: 0.3729 (0.3691) loss_vfl_dn_4: 0.3704 (0.3666) loss_vfl_dn_5: 0.3700 (0.3662) loss_vfl_dn_pre: 0.4772 (0.4759) loss_vfl_enc_0: 0.6875 (0.6761) loss_vfl_pre: 0.6795 (0.6558) time: 0.7569 data: 0.0341 max mem: 9142 Epoch: [72] Total time: 0:45:37 (0.7408 s / it) Averaged stats: lr: 0.000013 loss: 29.3674 (28.9382) loss_bbox: 0.1642 (0.1636) loss_bbox_aux_0: 0.1728 (0.1755) loss_bbox_aux_1: 0.1652 (0.1662) loss_bbox_aux_2: 0.1639 (0.1641) loss_bbox_aux_3: 0.1644 (0.1636) loss_bbox_aux_4: 0.1641 (0.1636) loss_bbox_dn_0: 0.2030 (0.2298) loss_bbox_dn_1: 0.1463 (0.1650) loss_bbox_dn_2: 0.1379 (0.1543) loss_bbox_dn_3: 0.1356 (0.1509) loss_bbox_dn_4: 0.1358 (0.1501) loss_bbox_dn_5: 0.1358 (0.1500) loss_bbox_dn_pre: 0.2100 (0.2382) loss_bbox_enc_0: 0.1972 (0.2043) loss_bbox_pre: 0.1728 (0.1757) loss_dfl: 0.9689 (0.9821) loss_fgl_aux_0: 1.0024 (1.0128) loss_fgl_aux_1: 0.9726 (0.9847) loss_fgl_aux_2: 0.9693 (0.9823) loss_fgl_aux_3: 0.9700 (0.9821) loss_fgl_aux_4: 0.9688 (0.9821) loss_fgl_dn_0: 1.0862 (1.0900) loss_fgl_dn_1: 0.9679 (0.9754) loss_fgl_dn_2: 0.9607 (0.9662) loss_fgl_dn_3: 0.9615 (0.9668) loss_fgl_dn_4: 0.9614 (0.9673) loss_fgl_dn_5: 0.9614 (0.9673) loss_giou: 0.4374 (0.4355) loss_giou_aux_0: 0.4672 (0.4574) loss_giou_aux_1: 0.4431 (0.4402) loss_giou_aux_2: 0.4373 (0.4363) loss_giou_aux_3: 0.4380 (0.4355) loss_giou_aux_4: 0.4375 (0.4355) loss_giou_dn_0: 0.4797 (0.4681) loss_giou_dn_1: 0.3741 (0.3642) loss_giou_dn_2: 0.3553 (0.3485) loss_giou_dn_3: 0.3523 (0.3439) loss_giou_dn_4: 0.3510 (0.3428) loss_giou_dn_5: 0.3510 (0.3428) loss_giou_dn_pre: 0.4829 (0.4685) loss_giou_enc_0: 0.5421 (0.5189) loss_giou_pre: 0.4649 (0.4562) loss_ddf_aux_0: 0.0440 (0.0454) loss_ddf_aux_1: 0.0068 (0.0072) loss_ddf_aux_2: 0.0015 (0.0016) loss_ddf_aux_3: 0.0003 (0.0003) loss_ddf_aux_4: 0.0001 (0.0001) loss_ddf_dn_0: 0.2478 (0.2529) loss_ddf_dn_1: 0.0327 (0.0352) loss_ddf_dn_2: 0.0065 (0.0082) loss_ddf_dn_3: 0.0007 (0.0009) loss_ddf_dn_4: 0.0001 (0.0001) loss_vfl: 0.6013 (0.5849) loss_vfl_aux_0: 0.6763 (0.6536) loss_vfl_aux_1: 0.6356 (0.6282) loss_vfl_aux_2: 0.6290 (0.6115) loss_vfl_aux_3: 0.6157 (0.5958) loss_vfl_aux_4: 0.6110 (0.5872) loss_vfl_dn_0: 0.4776 (0.4755) loss_vfl_dn_1: 0.4002 (0.3945) loss_vfl_dn_2: 0.3802 (0.3775) loss_vfl_dn_3: 0.3729 (0.3691) loss_vfl_dn_4: 0.3704 (0.3666) loss_vfl_dn_5: 0.3700 (0.3662) loss_vfl_dn_pre: 0.4772 (0.4759) loss_vfl_enc_0: 0.6875 (0.6761) loss_vfl_pre: 0.6795 (0.6558) Test: [ 0/79] eta: 0:02:58 time: 2.2616 data: 1.7919 max mem: 9142 Test: [10/79] eta: 0:00:48 time: 0.7007 data: 0.2067 max mem: 9142 Test: [20/79] eta: 0:00:44 time: 0.6832 data: 0.0601 max mem: 9142 Test: [30/79] eta: 0:00:34 time: 0.7202 data: 0.0678 max mem: 9142 Test: [40/79] eta: 0:00:26 time: 0.6118 data: 0.0626 max mem: 9142 Test: [50/79] eta: 0:00:19 time: 0.6071 data: 0.0634 max mem: 9142 Test: [60/79] eta: 0:00:13 time: 0.6846 data: 0.0620 max mem: 9142 Test: [70/79] eta: 0:00:06 time: 0.6649 data: 0.0598 max mem: 9142 Test: [78/79] eta: 0:00:00 time: 0.5489 data: 0.0567 max mem: 9142 Test: Total time: 0:00:52 (0.6585 s / it) Averaged stats: Accumulating evaluation results... DONE (t=23.31s). IoU metric: bbox Average Precision (AP) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.540 Average Precision (AP) @[ IoU=0.50 | area= all | maxDets=100 ] = 0.716 Average Precision (AP) @[ IoU=0.75 | area= all | maxDets=100 ] = 0.584 Average Precision (AP) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.365 Average Precision (AP) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.580 Average Precision (AP) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.719 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 1 ] = 0.395 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets= 10 ] = 0.664 Average Recall (AR) @[ IoU=0.50:0.95 | area= all | maxDets=100 ] = 0.731 Average Recall (AR) @[ IoU=0.50:0.95 | area= small | maxDets=100 ] = 0.566 Average Recall (AR) @[ IoU=0.50:0.95 | area=medium | maxDets=100 ] = 0.774 Average Recall (AR) @[ IoU=0.50:0.95 | area= large | maxDets=100 ] = 0.893 best_stat: {'epoch': 72, 'coco_eval_bbox': 0.5397433140300448}